diff --git a/.nojekyll b/.nojekyll new file mode 100644 index 000000000..e69de29bb diff --git a/CNAME b/CNAME new file mode 100644 index 000000000..fa32df4cf --- /dev/null +++ b/CNAME @@ -0,0 +1 @@ +nbdev.fast.ai diff --git a/api/clean.html b/api/clean.html new file mode 100644 index 000000000..4ba96eaeb --- /dev/null +++ b/api/clean.html @@ -0,0 +1,1153 @@ + + + + + + + + + + +clean – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

clean

+
+ +
+
+ Strip superfluous metadata from notebooks +
+
+ + +
+ + + + +
+ + + +
+ + + +

To avoid pointless conflicts while working with jupyter notebooks (with different execution counts or cell metadata), it is recommended to clean the notebooks before committing anything (done automatically if you install the git hooks with nbdev_install_hooks). The following functions are used to do that.

+
+

Trust

+
+

source

+
+

nbdev_trust

+
+
 nbdev_trust (fname:str=None, force_all:bool=False)
+
+

Trust notebooks matching fname

+ + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
fnamestrNoneA notebook name or glob to trust
force_allboolFalseAlso trust notebooks that haven’t changed
+
+
+
+

Clean

+
+

source

+
+

clean_nb

+
+
 clean_nb (nb, clear_all=False, allowed_metadata_keys:list=None,
+           allowed_cell_metadata_keys:list=None, clean_ids=True)
+
+

Clean nb from superfluous metadata

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
nbThe notebook to clean
clear_allboolFalseRemove all cell metadata and cell outputs?
allowed_metadata_keyslistNonePreserve the list of keys in the main notebook metadata
allowed_cell_metadata_keyslistNonePreserve the list of keys in cell level metadata
clean_idsboolTrueRemove ids from plaintext reprs?
+

Jupyter adds a trailing to images in cell outputs. Vscode-jupyter does not.
+Notebooks should be brought to a common style to avoid unnecessary diffs:

+
+
test_nb = read_nb('../../tests/image.ipynb')
+assert test_nb.cells[0].outputs[0].data['image/png'][-1] == "\n" # Make sure it was not converted by acccident
+clean_nb(test_nb)
+assert test_nb.cells[0].outputs[0].data['image/png'][-1] != "\n"
+
+

The test notebook has metadata in both the main metadata section and contains cell level metadata in the second cell:

+
+
test_nb = read_nb('../../tests/metadata.ipynb')
+
+assert {'meta', 'jekyll', 'my_extra_key', 'my_removed_key'} <= test_nb.metadata.keys()
+assert {'meta', 'hide_input', 'my_extra_cell_key', 'my_removed_cell_key'} == test_nb.cells[1].metadata.keys()
+
+

After cleaning the notebook, all extra metadata is removed, only some keys are allowed by default:

+
+
clean_nb(test_nb)
+
+assert {'jekyll', 'kernelspec'} == test_nb.metadata.keys()
+assert {'hide_input'} == test_nb.cells[1].metadata.keys()
+
+

We can preserve some additional keys at the notebook or cell levels:

+
+
test_nb = read_nb('../../tests/metadata.ipynb')
+clean_nb(test_nb, allowed_metadata_keys={'my_extra_key'}, allowed_cell_metadata_keys={'my_extra_cell_key'})
+
+assert {'jekyll', 'kernelspec', 'my_extra_key'} == test_nb.metadata.keys()
+assert {'hide_input', 'my_extra_cell_key'} == test_nb.cells[1].metadata.keys()
+
+

Passing clear_all=True removes everything from the cell metadata:

+
+
test_nb = read_nb('../../tests/metadata.ipynb')
+clean_nb(test_nb, clear_all=True)
+
+assert {'jekyll', 'kernelspec'} == test_nb.metadata.keys()
+test_eq(test_nb.cells[1].metadata, {})
+
+

Passing clean_ids=True removes ids from plaintext repr outputs, to avoid notebooks whose contents change on each run since they often lead to git merge conflicts. For example:

+
<PIL.PngImagePlugin.PngImageFile image mode=L size=28x28 at 0x7FB4F8979690>
+

becomes:

+
<PIL.PngImagePlugin.PngImageFile image mode=L size=28x28>
+
+

source

+
+
+

process_write

+
+
 process_write (warn_msg, proc_nb, f_in, f_out=None, disp=False)
+
+
+

source

+
+
+

nbdev_clean

+
+
 nbdev_clean (fname:str=None, clear_all:bool=False, disp:bool=False,
+              stdin:bool=False)
+
+

Clean all notebooks in fname to avoid merge conflicts

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
fnamestrNoneA notebook name or glob to clean
clear_allboolFalseRemove all cell metadata and cell outputs?
dispboolFalsePrint the cleaned outputs
stdinboolFalseRead notebook from input stream
+

By default (fname left to None), all the notebooks in config.nbs_path are cleaned. You can opt in to fully clean the notebook by removing every bit of metadata and the cell outputs by passing clear_all=True.

+

If you want to keep some keys in the main notebook metadata you can set allowed_metadata_keys in settings.ini. Similarly for cell level metadata use: allowed_cell_metadata_keys. For example, to preserve both k1 and k2 at both the notebook and cell level adding the following in settings.ini:

+
...
+allowed_metadata_keys = k1 k2
+allowed_cell_metadata_keys = k1 k2
+...
+
+

source

+
+
+

clean_jupyter

+
+
 clean_jupyter (path, model, **kwargs)
+
+

Clean Jupyter model pre save to path

+

This cleans notebooks on-save to avoid unnecessary merge conflicts. The easiest way to install it for both Jupyter Notebook and Lab is by running nbdev_install_hooks. It works by implementing a pre_save_hook from Jupyter’s file save hook API.

+
+
+
+

Hooks

+
+

source

+
+

nbdev_install_hooks

+
+
 nbdev_install_hooks ()
+
+

Install Jupyter and git hooks to automatically clean, trust, and fix merge conflicts in notebooks

+

See clean_jupyter and nbdev_merge for more about how each hook works.

+ + +
+
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/clean.html.md b/api/clean.html.md new file mode 100644 index 000000000..b7c8edfd9 --- /dev/null +++ b/api/clean.html.md @@ -0,0 +1,296 @@ +# clean + + + + +To avoid pointless conflicts while working with jupyter notebooks (with +different execution counts or cell metadata), it is recommended to clean +the notebooks before committing anything (done automatically if you +install the git hooks with +[`nbdev_install_hooks`](https://nbdev.fast.ai/api/clean.html#nbdev_install_hooks)). +The following functions are used to do that. + +## Trust + +------------------------------------------------------------------------ + +source + +### nbdev_trust + +> nbdev_trust (fname:str=None, force_all:bool=False) + +*Trust notebooks matching `fname`* + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
fnamestrNoneA notebook name or glob to trust
force_allboolFalseAlso trust notebooks that haven’t changed
+ +## Clean + +------------------------------------------------------------------------ + +source + +### clean_nb + +> clean_nb (nb, clear_all=False, allowed_metadata_keys:list=None, +> allowed_cell_metadata_keys:list=None, clean_ids=True) + +*Clean `nb` from superfluous metadata* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
nbThe notebook to clean
clear_allboolFalseRemove all cell metadata and cell outputs?
allowed_metadata_keyslistNonePreserve the list of keys in the main notebook metadata
allowed_cell_metadata_keyslistNonePreserve the list of keys in cell level metadata
clean_idsboolTrueRemove ids from plaintext reprs?
+ +Jupyter adds a trailing to images in cell outputs. +Vscode-jupyter does not. +Notebooks should be brought to a common style to avoid unnecessary +diffs: + +``` python +test_nb = read_nb('../../tests/image.ipynb') +assert test_nb.cells[0].outputs[0].data['image/png'][-1] == "\n" # Make sure it was not converted by acccident +clean_nb(test_nb) +assert test_nb.cells[0].outputs[0].data['image/png'][-1] != "\n" +``` + +The test notebook has metadata in both the main metadata section and +contains cell level metadata in the second cell: + +``` python +test_nb = read_nb('../../tests/metadata.ipynb') + +assert {'meta', 'jekyll', 'my_extra_key', 'my_removed_key'} <= test_nb.metadata.keys() +assert {'meta', 'hide_input', 'my_extra_cell_key', 'my_removed_cell_key'} == test_nb.cells[1].metadata.keys() +``` + +After cleaning the notebook, all extra metadata is removed, only some +keys are allowed by default: + +``` python +clean_nb(test_nb) + +assert {'jekyll', 'kernelspec'} == test_nb.metadata.keys() +assert {'hide_input'} == test_nb.cells[1].metadata.keys() +``` + +We can preserve some additional keys at the notebook or cell levels: + +``` python +test_nb = read_nb('../../tests/metadata.ipynb') +clean_nb(test_nb, allowed_metadata_keys={'my_extra_key'}, allowed_cell_metadata_keys={'my_extra_cell_key'}) + +assert {'jekyll', 'kernelspec', 'my_extra_key'} == test_nb.metadata.keys() +assert {'hide_input', 'my_extra_cell_key'} == test_nb.cells[1].metadata.keys() +``` + +Passing `clear_all=True` removes everything from the cell metadata: + +``` python +test_nb = read_nb('../../tests/metadata.ipynb') +clean_nb(test_nb, clear_all=True) + +assert {'jekyll', 'kernelspec'} == test_nb.metadata.keys() +test_eq(test_nb.cells[1].metadata, {}) +``` + +Passing `clean_ids=True` removes `id`s from plaintext repr outputs, to +avoid notebooks whose contents change on each run since they often lead +to git merge conflicts. For example: + + + +becomes: + + + +------------------------------------------------------------------------ + +source + +### process_write + +> process_write (warn_msg, proc_nb, f_in, f_out=None, disp=False) + +------------------------------------------------------------------------ + +source + +### nbdev_clean + +> nbdev_clean (fname:str=None, clear_all:bool=False, disp:bool=False, +> stdin:bool=False) + +*Clean all notebooks in `fname` to avoid merge conflicts* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
fnamestrNoneA notebook name or glob to clean
clear_allboolFalseRemove all cell metadata and cell outputs?
dispboolFalsePrint the cleaned outputs
stdinboolFalseRead notebook from input stream
+ +By default (`fname` left to `None`), all the notebooks in +`config.nbs_path` are cleaned. You can opt in to fully clean the +notebook by removing every bit of metadata and the cell outputs by +passing `clear_all=True`. + +If you want to keep some keys in the main notebook metadata you can set +`allowed_metadata_keys` in `settings.ini`. Similarly for cell level +metadata use: `allowed_cell_metadata_keys`. For example, to preserve +both `k1` and `k2` at both the notebook and cell level adding the +following in `settings.ini`: + + ... + allowed_metadata_keys = k1 k2 + allowed_cell_metadata_keys = k1 k2 + ... + +------------------------------------------------------------------------ + +source + +### clean_jupyter + +> clean_jupyter (path, model, **kwargs) + +*Clean Jupyter `model` pre save to `path`* + +This cleans notebooks on-save to avoid unnecessary merge conflicts. The +easiest way to install it for both Jupyter Notebook and Lab is by +running +[`nbdev_install_hooks`](https://nbdev.fast.ai/api/clean.html#nbdev_install_hooks). +It works by implementing a `pre_save_hook` from Jupyter’s [file save +hook +API](https://jupyter-server.readthedocs.io/en/latest/developers/savehooks.html). + +## Hooks + +------------------------------------------------------------------------ + +source + +### nbdev_install_hooks + +> nbdev_install_hooks () + +*Install Jupyter and git hooks to automatically clean, trust, and fix +merge conflicts in notebooks* + +See +[`clean_jupyter`](https://nbdev.fast.ai/api/clean.html#clean_jupyter) +and [`nbdev_merge`](https://nbdev.fast.ai/api/merge.html#nbdev_merge) +for more about how each hook works. diff --git a/api/cli.html b/api/cli.html new file mode 100644 index 000000000..5139feecb --- /dev/null +++ b/api/cli.html @@ -0,0 +1,1307 @@ + + + + + + + + + + +cli – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

cli

+
+ +
+
+ CLI commands +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

source

+
+

nbdev_filter

+
+
 nbdev_filter (nb_txt:str=None, fname:str=None, printit:<function
+               bool_arg>=True)
+
+

A notebook filter for Quarto

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
nb_txtstrNoneNotebook text (uses stdin if not provided)
fnamestrNoneNotebook to read (uses nb_txt if not provided)
printitbool_argTruePrint to stdout?
+
+

source

+
+
+

extract_tgz

+
+
 extract_tgz (url, dest='.')
+
+
+

source

+
+
+

nbdev_new

+
+
 nbdev_new (repo:str=None, branch:str=None, user:str=None,
+            author:str=None, author_email:str=None, description:str=None,
+            path:str='.', cfg_name:str='settings.ini',
+            lib_name='%(repo)s',
+            git_url='https://github.com/%(user)s/%(repo)s',
+            custom_sidebar:<function bool_arg>=False,
+            nbs_path:pathlib.Path='nbs', lib_path:pathlib.Path=None,
+            doc_path:pathlib.Path='_docs', tst_flags='notest',
+            version='0.0.1', doc_host='https://%(user)s.github.io',
+            doc_baseurl='/%(repo)s', keywords='nbdev jupyter notebook
+            python', license='apache2', copyright:str=None, status='3',
+            min_python='3.7', audience='Developers', language='English',
+            recursive:<function bool_arg>=True, black_formatting:<function
+            bool_arg>=False, readme_nb='index.ipynb',
+            title='%(lib_name)s', allowed_metadata_keys='',
+            allowed_cell_metadata_keys='', jupyter_hooks:<function
+            bool_arg>=False, clean_ids:<function bool_arg>=True,
+            clear_all:<function bool_arg>=False, cell_number:<function
+            bool_arg>=True, put_version_in_init:<function bool_arg>=True)
+
+

Create an nbdev project.

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
repostrNoneRepo name
branchstrNoneRepo default branch
userstrNoneRepo username
authorstrNonePackage author’s name
author_emailstrNonePackage author’s email address
descriptionstrNoneShort summary of the package
pathstr.Path to create config file
cfg_namestrsettings.iniName of config file to create
lib_namestr%(repo)sPackage name
git_urlstrhttps://github.com/%(user)s/%(repo)sRepo URL
custom_sidebarbool_argFalseUse a custom sidebar.yml?
nbs_pathPathnbsPath to notebooks
lib_pathPathNonePath to package root (default: repo with - replaced by _)
doc_pathPath_docsPath to rendered docs
tst_flagsstrnotestTest flags
versionstr0.0.1Version of this release
doc_hoststrhttps://%(user)s.github.ioHostname for docs
doc_baseurlstr/%(repo)sBase URL for docs
keywordsstrnbdev jupyter notebook pythonPackage keywords
licensestrapache2License for the package
copyrightstrNoneCopyright for the package, defaults to ‘current_year onwards, author’
statusstr3Development status PyPI classifier
min_pythonstr3.7Minimum Python version PyPI classifier
audiencestrDevelopersIntended audience PyPI classifier
languagestrEnglishLanguage PyPI classifier
recursivebool_argTrueInclude subfolders in notebook globs?
black_formattingbool_argFalseFormat libraries with black?
readme_nbstrindex.ipynbNotebook to export as repo readme
titlestr%(lib_name)sQuarto website title
allowed_metadata_keysstrPreserve the list of keys in the main notebook metadata
allowed_cell_metadata_keysstrPreserve the list of keys in cell level metadata
jupyter_hooksbool_argFalseRun Jupyter hooks?
clean_idsbool_argTrueRemove ids from plaintext reprs?
clear_allbool_argFalseRemove all cell metadata and cell outputs?
cell_numberbool_argTrueAdd cell number to the exported file
put_version_in_initbool_argTrueAdd the version to the main init.py in nbdev_export
+

It works by copying contents from the latest tagged nbdev-template release, and rendering termplate variables using the created settings.ini file. Settings can be passed via command line args; missing settings are inferred from the current git/GitHub repo, otherwise prompted for.

+
+

source

+
+
+

nbdev_update_license

+
+
 nbdev_update_license (to:str=None)
+
+

Allows you to update the license of your project.

+ + + + + + + + + + + + + + + + + +
TypeDefaultDetails
tostrNoneupdate license to
+
+
+

Help

+
+

source

+
+

chelp

+
+
 chelp ()
+
+

Show help for all console scripts

+
+
chelp()
+
+
nbdev_bump_version        Increment version in settings.ini by one
+nbdev_changelog           Create a CHANGELOG.md file from closed and labeled GitHub issues
+nbdev_clean               Clean all notebooks in `fname` to avoid merge conflicts
+nbdev_conda               Create a `meta.yaml` file ready to be built into a package, and optionally build and upload it
+nbdev_create_config       Create a config file.
+nbdev_docs                Create Quarto docs and README.md
+nbdev_export              Export notebooks in `path` to Python modules
+nbdev_filter              A notebook filter for Quarto
+nbdev_fix                 Create working notebook from conflicted notebook `nbname`
+nbdev_help                Show help for all console scripts
+nbdev_install             Install Quarto and the current library
+nbdev_install_hooks       Install Jupyter and git hooks to automatically clean, trust, and fix merge conflicts in notebooks
+nbdev_install_quarto      Install latest Quarto on macOS or Linux, prints instructions for Windows
+nbdev_merge               Git merge driver for notebooks
+nbdev_migrate             Convert all markdown and notebook files in `path` from v1 to v2
+nbdev_new                 Create an nbdev project.
+nbdev_prepare             Export, test, and clean notebooks, and render README if needed
+nbdev_preview             Preview docs locally
+nbdev_proc_nbs            Process notebooks in `path` for docs rendering
+nbdev_pypi                Create and upload Python package to PyPI
+nbdev_readme              Create README.md from readme_nb (index.ipynb by default)
+nbdev_release_both        Release both conda and PyPI packages
+nbdev_release_gh          Calls `nbdev_changelog`, lets you edit the result, then pushes to git and calls `nbdev_release_git`
+nbdev_release_git         Tag and create a release in GitHub for the current version
+nbdev_requirements        Writes a `requirements.txt` file to `directory` based on settings.ini.
+nbdev_sidebar             Create sidebar.yml
+nbdev_test                Test in parallel notebooks matching `path`, passing along `flags`
+nbdev_trust               Trust notebooks matching `fname`
+nbdev_update              Propagate change in modules matching `fname` to notebooks that created them
+nbdev_update_license      Allows you to update the license of your project.
+
+
+ + +
+
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/cli.html.md b/api/cli.html.md new file mode 100644 index 000000000..576e0f9ce --- /dev/null +++ b/api/cli.html.md @@ -0,0 +1,413 @@ +# cli + + + + +------------------------------------------------------------------------ + +source + +### nbdev_filter + +> nbdev_filter (nb_txt:str=None, fname:str=None, printit: bool_arg>=True) + +*A notebook filter for Quarto* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
nb_txtstrNoneNotebook text (uses stdin if not provided)
fnamestrNoneNotebook to read (uses nb_txt if not provided)
printitbool_argTruePrint to stdout?
+ +------------------------------------------------------------------------ + +source + +### extract_tgz + +> extract_tgz (url, dest='.') + +------------------------------------------------------------------------ + +source + +### nbdev_new + +> nbdev_new (repo:str=None, branch:str=None, user:str=None, +> author:str=None, author_email:str=None, description:str=None, +> path:str='.', cfg_name:str='settings.ini', +> lib_name='%(repo)s', +> git_url='https://github.com/%(user)s/%(repo)s', +> custom_sidebar:=False, +> nbs_path:pathlib.Path='nbs', lib_path:pathlib.Path=None, +> doc_path:pathlib.Path='_docs', tst_flags='notest', +> version='0.0.1', doc_host='https://%(user)s.github.io', +> doc_baseurl='/%(repo)s', keywords='nbdev jupyter notebook +> python', license='apache2', copyright:str=None, status='3', +> min_python='3.7', audience='Developers', language='English', +> recursive:=True, black_formatting: bool_arg>=False, readme_nb='index.ipynb', +> title='%(lib_name)s', allowed_metadata_keys='', +> allowed_cell_metadata_keys='', jupyter_hooks: bool_arg>=False, clean_ids:=True, +> clear_all:=False, cell_number: bool_arg>=True, put_version_in_init:=True) + +*Create an nbdev project.* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
repostrNoneRepo name
branchstrNoneRepo default branch
userstrNoneRepo username
authorstrNonePackage author’s name
author_emailstrNonePackage author’s email address
descriptionstrNoneShort summary of the package
pathstr.Path to create config file
cfg_namestrsettings.iniName of config file to create
lib_namestr%(repo)sPackage name
git_urlstrhttps://github.com/%(user)s/%(repo)sRepo URL
custom_sidebarbool_argFalseUse a custom sidebar.yml?
nbs_pathPathnbsPath to notebooks
lib_pathPathNonePath to package root (default: repo with - +replaced by _)
doc_pathPath_docsPath to rendered docs
tst_flagsstrnotestTest flags
versionstr0.0.1Version of this release
doc_hoststrhttps://%(user)s.github.ioHostname for docs
doc_baseurlstr/%(repo)sBase URL for docs
keywordsstrnbdev jupyter notebook pythonPackage keywords
licensestrapache2License for the package
copyrightstrNoneCopyright for the package, defaults to ‘current_year +onwards, author’
statusstr3Development status PyPI classifier
min_pythonstr3.7Minimum Python version PyPI classifier
audiencestrDevelopersIntended audience PyPI classifier
languagestrEnglishLanguage PyPI classifier
recursivebool_argTrueInclude subfolders in notebook globs?
black_formattingbool_argFalseFormat libraries with black?
readme_nbstrindex.ipynbNotebook to export as repo readme
titlestr%(lib_name)sQuarto website title
allowed_metadata_keysstrPreserve the list of keys in the main notebook metadata
allowed_cell_metadata_keysstrPreserve the list of keys in cell level metadata
jupyter_hooksbool_argFalseRun Jupyter hooks?
clean_idsbool_argTrueRemove ids from plaintext reprs?
clear_allbool_argFalseRemove all cell metadata and cell outputs?
cell_numberbool_argTrueAdd cell number to the exported file
put_version_in_initbool_argTrueAdd the version to the main init.py in +nbdev_export
+ +It works by copying contents from the latest tagged +[`nbdev-template`](https://github.com/fastai/nbdev-template) release, +and rendering termplate variables using the created settings.ini file. +Settings can be passed via command line args; missing settings are +inferred from the current git/GitHub repo, otherwise prompted for. + +------------------------------------------------------------------------ + +source + +### nbdev_update_license + +> nbdev_update_license (to:str=None) + +*Allows you to update the license of your project.* + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
tostrNoneupdate license to
+ +## Help + +------------------------------------------------------------------------ + +source + +### chelp + +> chelp () + +*Show help for all console scripts* + +``` python +chelp() +``` + + nbdev_bump_version Increment version in settings.ini by one + nbdev_changelog Create a CHANGELOG.md file from closed and labeled GitHub issues + nbdev_clean Clean all notebooks in `fname` to avoid merge conflicts + nbdev_conda Create a `meta.yaml` file ready to be built into a package, and optionally build and upload it + nbdev_create_config Create a config file. + nbdev_docs Create Quarto docs and README.md + nbdev_export Export notebooks in `path` to Python modules + nbdev_filter A notebook filter for Quarto + nbdev_fix Create working notebook from conflicted notebook `nbname` + nbdev_help Show help for all console scripts + nbdev_install Install Quarto and the current library + nbdev_install_hooks Install Jupyter and git hooks to automatically clean, trust, and fix merge conflicts in notebooks + nbdev_install_quarto Install latest Quarto on macOS or Linux, prints instructions for Windows + nbdev_merge Git merge driver for notebooks + nbdev_migrate Convert all markdown and notebook files in `path` from v1 to v2 + nbdev_new Create an nbdev project. + nbdev_prepare Export, test, and clean notebooks, and render README if needed + nbdev_preview Preview docs locally + nbdev_proc_nbs Process notebooks in `path` for docs rendering + nbdev_pypi Create and upload Python package to PyPI + nbdev_readme Create README.md from readme_nb (index.ipynb by default) + nbdev_release_both Release both conda and PyPI packages + nbdev_release_gh Calls `nbdev_changelog`, lets you edit the result, then pushes to git and calls `nbdev_release_git` + nbdev_release_git Tag and create a release in GitHub for the current version + nbdev_requirements Writes a `requirements.txt` file to `directory` based on settings.ini. + nbdev_sidebar Create sidebar.yml + nbdev_test Test in parallel notebooks matching `path`, passing along `flags` + nbdev_trust Trust notebooks matching `fname` + nbdev_update Propagate change in modules matching `fname` to notebooks that created them + nbdev_update_license Allows you to update the license of your project. diff --git a/api/config.html b/api/config.html new file mode 100644 index 000000000..6b9aa008b --- /dev/null +++ b/api/config.html @@ -0,0 +1,1330 @@ + + + + + + + + + + +config – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

config

+
+ +
+
+ Configuring nbdev and bootstrapping notebook export +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

Configuring nbdev

+

nbdev is heavily customizeable, thanks to the configuration system defined in this module. There are 2 ways to interact with nbdev’s config:

+ +

Read on for more about how these work.

+
+

source

+
+

nbdev_create_config

+
+
 nbdev_create_config (repo:str=None, branch:str=None, user:str=None,
+                      author:str=None, author_email:str=None,
+                      description:str=None, path:str='.',
+                      cfg_name:str='settings.ini', lib_name='%(repo)s',
+                      git_url='https://github.com/%(user)s/%(repo)s',
+                      custom_sidebar:<function bool_arg>=False,
+                      nbs_path:pathlib.Path='nbs',
+                      lib_path:pathlib.Path=None,
+                      doc_path:pathlib.Path='_docs', tst_flags='notest',
+                      version='0.0.1',
+                      doc_host='https://%(user)s.github.io',
+                      doc_baseurl='/%(repo)s', keywords='nbdev jupyter
+                      notebook python', license='apache2',
+                      copyright:str=None, status='3', min_python='3.7',
+                      audience='Developers', language='English',
+                      recursive:<function bool_arg>=True,
+                      black_formatting:<function bool_arg>=False,
+                      readme_nb='index.ipynb', title='%(lib_name)s',
+                      allowed_metadata_keys='',
+                      allowed_cell_metadata_keys='',
+                      jupyter_hooks:<function bool_arg>=False,
+                      clean_ids:<function bool_arg>=True,
+                      clear_all:<function bool_arg>=False,
+                      cell_number:<function bool_arg>=True,
+                      put_version_in_init:<function bool_arg>=True)
+
+

Create a config file.

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
repostrNoneRepo name
branchstrNoneRepo default branch
userstrNoneRepo username
authorstrNonePackage author’s name
author_emailstrNonePackage author’s email address
descriptionstrNoneShort summary of the package
pathstr.Path to create config file
cfg_namestrsettings.iniName of config file to create
lib_namestr%(repo)sPackage name
git_urlstrhttps://github.com/%(user)s/%(repo)sRepo URL
custom_sidebarbool_argFalseUse a custom sidebar.yml?
nbs_pathPathnbsPath to notebooks
lib_pathPathNonePath to package root (default: repo with - replaced by _)
doc_pathPath_docsPath to rendered docs
tst_flagsstrnotestTest flags
versionstr0.0.1Version of this release
doc_hoststrhttps://%(user)s.github.ioHostname for docs
doc_baseurlstr/%(repo)sBase URL for docs
keywordsstrnbdev jupyter notebook pythonPackage keywords
licensestrapache2License for the package
copyrightstrNoneCopyright for the package, defaults to ‘current_year onwards, author’
statusstr3Development status PyPI classifier
min_pythonstr3.7Minimum Python version PyPI classifier
audiencestrDevelopersIntended audience PyPI classifier
languagestrEnglishLanguage PyPI classifier
recursivebool_argTrueInclude subfolders in notebook globs?
black_formattingbool_argFalseFormat libraries with black?
readme_nbstrindex.ipynbNotebook to export as repo readme
titlestr%(lib_name)sQuarto website title
allowed_metadata_keysstrPreserve the list of keys in the main notebook metadata
allowed_cell_metadata_keysstrPreserve the list of keys in cell level metadata
jupyter_hooksbool_argFalseRun Jupyter hooks?
clean_idsbool_argTrueRemove ids from plaintext reprs?
clear_allbool_argFalseRemove all cell metadata and cell outputs?
cell_numberbool_argTrueAdd cell number to the exported file
put_version_in_initbool_argTrueAdd the version to the main init.py in nbdev_export
+

The table above also serves as a full reference of nbdev’s settings (excluding the path and cfg_name parameters which decide where the config file is saved). For more about PyPI classifiers, see Classifiers.

+

You can create a config file by passing all of the required settings via the command line, as well as any optional settings you’d like to override, for example:

+
nbdev_create_config --repo nbdev --user fastai --author fastai \
+                    --author_email info@fast.ai --description 'A test project'
+

If you don’t provide required settings from the command line, we’ll try to to infer them from git and GitHub. Finally, you’ll be asked to manually input any required settings that we couldn’t automatically fill in.

+
+

source

+
+
+

get_config

+
+
 get_config (cfg_name='settings.ini', path=None)
+
+

Return nbdev config.

+

Searches up from path until cfg_name is found. User settings are loaded from ~/.config/nbdev/{cfg_name}. Unspecified optional settings return defaults.

+

See nbdev_create_config for a full reference of nbdev’s settings.

+
+
cfg = get_config()
+
+

cfg is a fastcore Config object, so you can access keys as attributes:

+
+
p = Path.cwd().parent.parent
+test_eq(cfg.lib_name, 'nbdev')
+test_eq(cfg.git_url, 'https://github.com/fastai/nbdev')
+
+

Its own path and parent are attributes too:

+
+
test_eq(cfg.config_path, p)
+test_eq(cfg.config_file, p/'settings.ini')
+
+

Paths are relative to the project:

+
+
test_eq(cfg.doc_path, p/'_docs')
+test_eq(cfg.lib_path, p/'nbdev')
+test_eq(cfg.nbs_path, p/'nbs')
+
+

It automatically returns defaults for keys not specified in the config file. Here we create an empty config file and access lib_path and copyright even though they weren’t explicitly defined:

+
+
with tempfile.TemporaryDirectory() as d, working_directory(d):
+    Config('.', 'test_settings.ini', {'repo': 'my-project', 'author': 'fastai', 'nbs_path': 'nbs'});
+    cfg = get_config('test_settings.ini', '.')
+    test_eq(cfg.repo, 'my-project')
+    test_eq(cfg.lib_path.name, 'my_project')
+
+

In fact, you can return a default config even if you don’t have a settings file. This is to support certain nbdev commands work outside of nbdev repos:

+
+
cfg = get_config('test_settings.ini', '.')
+test_eq(cfg.lib_path, Path('nbdev').resolve())
+test_eq(cfg.nbs_path, Path('nbs').resolve())
+
+

You can customise nbdev for all repositories for your user with a ~/.config/nbdev/settings.ini file (by default, although we follow the broader XDG specification). For example, you could globally disable nbdev’s Jupyter hooks by creating a user settings file with jupyter_hooks = False.

+
+

source

+
+
+

config_key

+
+
 config_key (c, default=None, path=True, missing_ok=None)
+
+

Deprecated: use get_config().get or get_config().path instead.

+
+
+
+

Helpers

+
+

source

+
+

create_output

+
+
 create_output (txt, mime)
+
+

Add a cell output containing txt of the mime text MIME sub-type

+
+

source

+
+
+

show_src

+
+
 show_src (src, lang='python')
+
+
+
show_src("print(create_output('text', 'text/plain'))")
+
+
print(create_output('text', 'text/plain'))
+
+
+
+
+
+

Exporting a basic module

+
+

source

+
+

add_init

+
+
 add_init (path=None)
+
+

Add __init__.py in all subdirs of path containing python files if it’s not there already.

+
+

source

+
+
+

update_version

+
+
 update_version (path=None)
+
+

Add or update __version__ in the main __init__.py of the library.

+

Python modules require a __init.py__ file in all directories that are modules. We assume that all directories containing a python file (including in subdirectories of any depth) is a module, and therefore add a __init__.py to each.

+
+
with tempfile.TemporaryDirectory() as d:
+    d = Path(d)
+    (d/'a/b').mkdir(parents=True)
+    (d/'a/b/f.py').touch()
+    (d/'a/c').mkdir()
+    add_init(d)
+    assert not (d/'a/c'/_init).exists(), "Should not add init to dir without py file"
+    for e in [d, d/'a', d/'a/b']: assert (e/_init).exists(),f"Missing init in {e}"
+
+
+

source

+
+
+

write_cells

+
+
 write_cells (cells, hdr, file, offset=0, cell_number=True)
+
+

Write cells to file along with header hdr starting at index offset (mainly for nbdev internal use).

+

This is a simple exporter with just enough functionality to correctly export this notebook, in order to bootstrap the creation of nbdev itself.

+ + +
+
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/config.html.md b/api/config.html.md new file mode 100644 index 000000000..e5f2c7a48 --- /dev/null +++ b/api/config.html.md @@ -0,0 +1,497 @@ +# config + + + + +## Configuring nbdev + +nbdev is heavily customizeable, thanks to the configuration system +defined in this module. There are 2 ways to interact with nbdev’s +config: + +- **In the terminal:** + [`nbdev_create_config`](https://nbdev.fast.ai/api/config.html#nbdev_create_config) + creates a config file (if you’re starting a new project use + [`nbdev_new`](https://nbdev.fast.ai/api/cli.html#nbdev_new) instead) +- **In your library:** + [`get_config`](https://nbdev.fast.ai/api/config.html#get_config) + returns a + [`fastcore.foundation.Config`](https://fastcore.fast.ai/foundation.html#config) + object. + +Read on for more about how these work. + +------------------------------------------------------------------------ + +source + +### nbdev_create_config + +> nbdev_create_config (repo:str=None, branch:str=None, user:str=None, +> author:str=None, author_email:str=None, +> description:str=None, path:str='.', +> cfg_name:str='settings.ini', lib_name='%(repo)s', +> git_url='https://github.com/%(user)s/%(repo)s', +> custom_sidebar:=False, +> nbs_path:pathlib.Path='nbs', +> lib_path:pathlib.Path=None, +> doc_path:pathlib.Path='_docs', tst_flags='notest', +> version='0.0.1', +> doc_host='https://%(user)s.github.io', +> doc_baseurl='/%(repo)s', keywords='nbdev jupyter +> notebook python', license='apache2', +> copyright:str=None, status='3', min_python='3.7', +> audience='Developers', language='English', +> recursive:=True, +> black_formatting:=False, +> readme_nb='index.ipynb', title='%(lib_name)s', +> allowed_metadata_keys='', +> allowed_cell_metadata_keys='', +> jupyter_hooks:=False, +> clean_ids:=True, +> clear_all:=False, +> cell_number:=True, +> put_version_in_init:=True) + +*Create a config file.* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
repostrNoneRepo name
branchstrNoneRepo default branch
userstrNoneRepo username
authorstrNonePackage author’s name
author_emailstrNonePackage author’s email address
descriptionstrNoneShort summary of the package
pathstr.Path to create config file
cfg_namestrsettings.iniName of config file to create
lib_namestr%(repo)sPackage name
git_urlstrhttps://github.com/%(user)s/%(repo)sRepo URL
custom_sidebarbool_argFalseUse a custom sidebar.yml?
nbs_pathPathnbsPath to notebooks
lib_pathPathNonePath to package root (default: repo with - +replaced by _)
doc_pathPath_docsPath to rendered docs
tst_flagsstrnotestTest flags
versionstr0.0.1Version of this release
doc_hoststrhttps://%(user)s.github.ioHostname for docs
doc_baseurlstr/%(repo)sBase URL for docs
keywordsstrnbdev jupyter notebook pythonPackage keywords
licensestrapache2License for the package
copyrightstrNoneCopyright for the package, defaults to ‘current_year +onwards, author’
statusstr3Development status PyPI classifier
min_pythonstr3.7Minimum Python version PyPI classifier
audiencestrDevelopersIntended audience PyPI classifier
languagestrEnglishLanguage PyPI classifier
recursivebool_argTrueInclude subfolders in notebook globs?
black_formattingbool_argFalseFormat libraries with black?
readme_nbstrindex.ipynbNotebook to export as repo readme
titlestr%(lib_name)sQuarto website title
allowed_metadata_keysstrPreserve the list of keys in the main notebook metadata
allowed_cell_metadata_keysstrPreserve the list of keys in cell level metadata
jupyter_hooksbool_argFalseRun Jupyter hooks?
clean_idsbool_argTrueRemove ids from plaintext reprs?
clear_allbool_argFalseRemove all cell metadata and cell outputs?
cell_numberbool_argTrueAdd cell number to the exported file
put_version_in_initbool_argTrueAdd the version to the main init.py in +nbdev_export
+ +The table above also serves as a full reference of nbdev’s settings +(excluding the `path` and `cfg_name` parameters which decide where the +config file is saved). For more about PyPI classifiers, see +[*Classifiers*](https://pypi.org/classifiers/). + +You can create a config file by passing all of the required settings via +the command line, as well as any optional settings you’d like to +override, for example: + +``` sh +nbdev_create_config --repo nbdev --user fastai --author fastai \ + --author_email info@fast.ai --description 'A test project' +``` + +If you don’t provide required settings from the command line, we’ll try +to to infer them from git and GitHub. Finally, you’ll be asked to +manually input any required settings that we couldn’t automatically fill +in. + +------------------------------------------------------------------------ + +source + +### get_config + +> get_config (cfg_name='settings.ini', path=None) + +*Return nbdev config.* + +Searches up from `path` until `cfg_name` is found. User settings are +loaded from `~/.config/nbdev/{cfg_name}`. Unspecified optional settings +return defaults. + +See +[`nbdev_create_config`](https://nbdev.fast.ai/api/config.html#nbdev_create_config) +for a full reference of nbdev’s settings. + +``` python +cfg = get_config() +``` + +`cfg` is a fastcore +[`Config`](https://fastcore.fast.ai/foundation.html#config) object, so +you can access keys as attributes: + +``` python +p = Path.cwd().parent.parent +test_eq(cfg.lib_name, 'nbdev') +test_eq(cfg.git_url, 'https://github.com/fastai/nbdev') +``` + +Its own path and parent are attributes too: + +``` python +test_eq(cfg.config_path, p) +test_eq(cfg.config_file, p/'settings.ini') +``` + +Paths are relative to the project: + +``` python +test_eq(cfg.doc_path, p/'_docs') +test_eq(cfg.lib_path, p/'nbdev') +test_eq(cfg.nbs_path, p/'nbs') +``` + +It automatically returns defaults for keys not specified in the config +file. Here we create an empty config file and access `lib_path` and +`copyright` even though they weren’t explicitly defined: + +``` python +with tempfile.TemporaryDirectory() as d, working_directory(d): + Config('.', 'test_settings.ini', {'repo': 'my-project', 'author': 'fastai', 'nbs_path': 'nbs'}); + cfg = get_config('test_settings.ini', '.') + test_eq(cfg.repo, 'my-project') + test_eq(cfg.lib_path.name, 'my_project') +``` + +In fact, you can return a default config even if you don’t have a +settings file. This is to support certain nbdev commands work outside of +nbdev repos: + +``` python +cfg = get_config('test_settings.ini', '.') +test_eq(cfg.lib_path, Path('nbdev').resolve()) +test_eq(cfg.nbs_path, Path('nbs').resolve()) +``` + +You can customise nbdev for all repositories for your user with a +`~/.config/nbdev/settings.ini` file (by default, although we follow the +broader [XDG +specification](https://specifications.freedesktop.org/basedir-spec/basedir-spec-latest.html)). +For example, you could globally disable nbdev’s Jupyter hooks by +creating a user settings file with `jupyter_hooks = False`. + +------------------------------------------------------------------------ + +source + +### config_key + +> config_key (c, default=None, path=True, missing_ok=None) + +*Deprecated: use `get_config().get` or `get_config().path` instead.* + +## Helpers + +------------------------------------------------------------------------ + +source + +### create_output + +> create_output (txt, mime) + +*Add a cell output containing `txt` of the `mime` text MIME sub-type* + +------------------------------------------------------------------------ + +source + +### show_src + +> show_src (src, lang='python') + +``` python +show_src("print(create_output('text', 'text/plain'))") +``` + +``` python +print(create_output('text', 'text/plain')) +``` + +## Exporting a basic module + +------------------------------------------------------------------------ + +source + +### add_init + +> add_init (path=None) + +*Add `__init__.py` in all subdirs of `path` containing python files if +it’s not there already.* + +------------------------------------------------------------------------ + +source + +### update_version + +> update_version (path=None) + +*Add or update `__version__` in the main `__init__.py` of the library.* + +Python modules require a `__init.py__` file in all directories that are +modules. We assume that all directories containing a python file +(including in subdirectories of any depth) is a module, and therefore +add a `__init__.py` to each. + +``` python +with tempfile.TemporaryDirectory() as d: + d = Path(d) + (d/'a/b').mkdir(parents=True) + (d/'a/b/f.py').touch() + (d/'a/c').mkdir() + add_init(d) + assert not (d/'a/c'/_init).exists(), "Should not add init to dir without py file" + for e in [d, d/'a', d/'a/b']: assert (e/_init).exists(),f"Missing init in {e}" +``` + +------------------------------------------------------------------------ + +source + +### write_cells + +> write_cells (cells, hdr, file, offset=0, cell_number=True) + +*Write `cells` to `file` along with header `hdr` starting at index +`offset` (mainly for nbdev internal use).* + +This is a simple exporter with just enough functionality to correctly +export this notebook, in order to bootstrap the creation of nbdev +itself. diff --git a/api/doclinks.html b/api/doclinks.html new file mode 100644 index 000000000..5b4028c2c --- /dev/null +++ b/api/doclinks.html @@ -0,0 +1,1321 @@ + + + + + + + + + + +doclinks – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

doclinks

+
+ +
+
+ Generating a documentation index from a module +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

Create the module index

+
+

source

+
+

patch_name

+
+
 patch_name (o)
+
+

If o is decorated with patch or patch_to, return its class-prefix name

+
+
def _test_patch(code): return patch_name(ast.parse(code).body[0])
+s = "@patch\ndef _f(self:_T): ..."
+test_eq('_T._f', _test_patch(s))
+
+
+
s = "@patch_to(_T)\ndef _g(self): ..."
+test_eq('_T._g', _test_patch(s))
+
+
+
# Get all patched classes when patching with a union
+s = "@patch\ndef _f(self:_T|_U|_V): ..."
+test_eq(_test_patch(s), ['_T._f', '_U._f', '_V._f'])
+
+
+
# _build_modidx()
+
+
+
+
+

Export a notebook

+
+

source

+
+

nbglob

+
+
 nbglob (path=None, skip_folder_re='^[_.]', file_glob='*.ipynb',
+         skip_file_re='^[_.]', key='nbs_path', as_path=False,
+         recursive:bool=True, symlinks:bool=True, file_re:str=None,
+         folder_re:str=None, skip_file_glob:str=None,
+         func:callable=<function join>, ret_folders:bool=False)
+
+

Find all files in a directory matching an extension given a config key.

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathpathlib.Path | strpath to start searching
skip_folder_restrNoneSkip folders matching regex,
file_globstrNoneOnly include files matching glob
skip_file_restrNoneSkip files matching regex
keystrnbs_path
as_pathboolFalse
recursiveboolTruesearch subfolders
symlinksboolTruefollow symlinks?
file_restrNoneOnly include files matching regex
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
funccallablejoinfunction to apply to each matched file
ret_foldersboolFalsereturn folders, not just files
ReturnsLPaths to matched files
+
+

source

+
+
+

nbglob_cli

+
+
 nbglob_cli (path:str=None, symlinks:bool=False, file_glob:str='*.ipynb',
+             file_re:str=None, folder_re:str=None,
+             skip_file_glob:str=None, skip_file_re:str='^[_.]',
+             skip_folder_re:str='^[_.]')
+
+

Find all files in a directory matching an extension given a config key.

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNonePath to notebooks
symlinksboolFalseFollow symlinks?
file_globstr*.ipynbOnly include files matching glob
file_restrNoneOnly include files matching regex
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
+
+

source

+
+
+

nbdev_export

+
+
 nbdev_export (path:str=None,
+               procs:<tokensnamingtheexportprocessorstouse.>='black_format
+               ', symlinks:bool=False, file_glob:str='*.ipynb',
+               file_re:str=None, folder_re:str=None,
+               skip_file_glob:str=None, skip_file_re:str='^[_.]',
+               skip_folder_re:str='^[_.]')
+
+

Export notebooks in path to Python modules

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNonePath or filename
procs<tokens naming the export processors to use.>black_format
symlinksboolFalseFollow symlinks?
file_globstr*.ipynbOnly include files matching glob
file_restrNoneOnly include files matching regex
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
+

procs names the optional processors you wish to run on the exported cells of your notebook.

+

N.B.: the black_format processor is passed in by default. But it is a no-op, unless black_formatting=True is set in your settings.ini configuration. You can omit it from nbdev_export on the command line by passing in --procs.

+
+
+
+

Query the module index

+
+

source

+
+

NbdevLookup

+
+
 NbdevLookup (strip_libs=None, incl_libs=None, skip_mods=None)
+
+

Mapping from symbol names to docs and source URLs

+

Indexing returns a link to the symbol’s docs, along with the name of the source file the source URL if available.

+
+
c = NbdevLookup()
+c['nbdev.doclinks.NbdevLookup']
+
+
('https://nbdev.fast.ai/api/doclinks.html#nbdevlookup',
+ 'nbdev/doclinks.py',
+ 'https://github.com/fastai/nbdev/blob/master/nbdev/doclinks.py')
+
+
+
+

source

+
+
+

NbdevLookup.doc

+
+
 NbdevLookup.doc (sym)
+
+

Link to docs for sym

+
+
c.doc('nbdev.doclinks.NbdevLookup')
+
+
'https://nbdev.fast.ai/api/doclinks.html#nbdevlookup'
+
+
+

Symbol names are taken from libraries registered using the ‘nbdev’ entry point. By default, all libraries with this entry point are searched, but full symbol names (including module prefix) are required.

+
+
assert c.doc('numpy.array').startswith('http')
+assert c.doc('NbdevLookup').endswith('#nbdevlookup')
+assert not c.doc('array')
+
+

Pass strip_libs to list libraries which should be available without requiring a module prefix.

+
+
c = NbdevLookup(strip_libs=('nbdev', 'nbdev_numpy'))
+assert c.doc('array').startswith('http')
+
+
+

source

+
+
+

NbdevLookup.code

+
+
 NbdevLookup.code (sym)
+
+

Link to source code for sym

+
+
NbdevLookup().code('fastcore.net.urlsend')
+
+
'https://github.com/fastai/fastcore/blob/master/fastcore/net.py#LNone'
+
+
+
+

source

+
+
+

NbdevLookup.linkify

+
+
 NbdevLookup.linkify (md)
+
+
+
md = """This is a link to `numpy.array` and to `get_config` but not a link to `foobar`.
+And not a link to <code>dict2nb</code>.
+
+    This is not a link to `get_config`
+
+```
+This isn't a link to `get_config` either
+```"""
+
+
+
print(NbdevLookup('nbdev').linkify(md))
+
+
This is a link to [`numpy.array`](https://numpy.org/doc/stable/reference/generated/numpy.array.html#numpy.array) and to [`get_config`](https://nbdev.fast.ai/api/config.html#get_config) but not a link to `foobar`.
+And not a link to <code>dict2nb</code>.
+
+    This is not a link to `get_config`
+
+```
+This isn't a link to `get_config` either
+```
+
+
+ + +
+
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/doclinks.html.md b/api/doclinks.html.md new file mode 100644 index 000000000..ed987401d --- /dev/null +++ b/api/doclinks.html.md @@ -0,0 +1,448 @@ +# doclinks + + + + +## Create the module index + +------------------------------------------------------------------------ + +source + +### patch_name + +> patch_name (o) + +*If `o` is decorated with `patch` or `patch_to`, return its class-prefix +name* + +``` python +def _test_patch(code): return patch_name(ast.parse(code).body[0]) +s = "@patch\ndef _f(self:_T): ..." +test_eq('_T._f', _test_patch(s)) +``` + +``` python +s = "@patch_to(_T)\ndef _g(self): ..." +test_eq('_T._g', _test_patch(s)) +``` + +``` python +# Get all patched classes when patching with a union +s = "@patch\ndef _f(self:_T|_U|_V): ..." +test_eq(_test_patch(s), ['_T._f', '_U._f', '_V._f']) +``` + +``` python +# _build_modidx() +``` + +## Export a notebook + +------------------------------------------------------------------------ + +source + +### nbglob + +> nbglob (path=None, skip_folder_re='^[_.]', file_glob='*.ipynb', +> skip_file_re='^[_.]', key='nbs_path', as_path=False, +> recursive:bool=True, symlinks:bool=True, file_re:str=None, +> folder_re:str=None, skip_file_glob:str=None, +> func:callable=, ret_folders:bool=False) + +*Find all files in a directory matching an extension given a config +key.* + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathpathlib.Path | strpath to start searching
skip_folder_restrNoneSkip folders matching regex,
file_globstrNoneOnly include files matching glob
skip_file_restrNoneSkip files matching regex
keystrnbs_path
as_pathboolFalse
recursiveboolTruesearch subfolders
symlinksboolTruefollow symlinks?
file_restrNoneOnly include files matching regex
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
funccallablejoinfunction to apply to each matched file
ret_foldersboolFalsereturn folders, not just files
ReturnsLPaths to matched files
+ +------------------------------------------------------------------------ + +source + +### nbglob_cli + +> nbglob_cli (path:str=None, symlinks:bool=False, file_glob:str='*.ipynb', +> file_re:str=None, folder_re:str=None, +> skip_file_glob:str=None, skip_file_re:str='^[_.]', +> skip_folder_re:str='^[_.]') + +*Find all files in a directory matching an extension given a config +key.* + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNonePath to notebooks
symlinksboolFalseFollow symlinks?
file_globstr*.ipynbOnly include files matching glob
file_restrNoneOnly include files matching regex
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
+ +------------------------------------------------------------------------ + +source + +### nbdev_export + +> nbdev_export (path:str=None, +> procs:='black_format +> ', symlinks:bool=False, file_glob:str='*.ipynb', +> file_re:str=None, folder_re:str=None, +> skip_file_glob:str=None, skip_file_re:str='^[_.]', +> skip_folder_re:str='^[_.]') + +*Export notebooks in `path` to Python modules* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNonePath or filename
procs<tokens naming the export processors to use.>black_format
symlinksboolFalseFollow symlinks?
file_globstr*.ipynbOnly include files matching glob
file_restrNoneOnly include files matching regex
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
+ +`procs` names the optional processors you wish to run on the exported +cells of your notebook. + +N.B.: the +[`black_format`](https://nbdev.fast.ai/api/export.html#black_format) +processor is passed in by default. But it is a no-op, unless +`black_formatting=True` is set in your `settings.ini` configuration. You +can omit it from +[`nbdev_export`](https://nbdev.fast.ai/api/doclinks.html#nbdev_export) +on the command line by passing in `--procs`. + +## Query the module index + +------------------------------------------------------------------------ + +source + +### NbdevLookup + +> NbdevLookup (strip_libs=None, incl_libs=None, skip_mods=None) + +*Mapping from symbol names to docs and source URLs* + +Indexing returns a link to the symbol’s docs, along with the name of the +source file the source URL if available. + +``` python +c = NbdevLookup() +c['nbdev.doclinks.NbdevLookup'] +``` + + ('https://nbdev.fast.ai/api/doclinks.html#nbdevlookup', + 'nbdev/doclinks.py', + 'https://github.com/fastai/nbdev/blob/master/nbdev/doclinks.py') + +------------------------------------------------------------------------ + +source + +### NbdevLookup.doc + +> NbdevLookup.doc (sym) + +*Link to docs for `sym`* + +``` python +c.doc('nbdev.doclinks.NbdevLookup') +``` + + 'https://nbdev.fast.ai/api/doclinks.html#nbdevlookup' + +Symbol names are taken from libraries registered using the ‘nbdev’ entry +point. By default, all libraries with this entry point are searched, but +full symbol names (including module prefix) are required. + +``` python +assert c.doc('numpy.array').startswith('http') +assert c.doc('NbdevLookup').endswith('#nbdevlookup') +assert not c.doc('array') +``` + +Pass `strip_libs` to list libraries which should be available without +requiring a module prefix. + +``` python +c = NbdevLookup(strip_libs=('nbdev', 'nbdev_numpy')) +assert c.doc('array').startswith('http') +``` + +------------------------------------------------------------------------ + +source + +### NbdevLookup.code + +> NbdevLookup.code (sym) + +*Link to source code for `sym`* + +``` python +NbdevLookup().code('fastcore.net.urlsend') +``` + + 'https://github.com/fastai/fastcore/blob/master/fastcore/net.py#LNone' + +------------------------------------------------------------------------ + +source + +### NbdevLookup.linkify + +> NbdevLookup.linkify (md) + +```` python +md = """This is a link to `numpy.array` and to `get_config` but not a link to `foobar`. +And not a link to dict2nb. + + This is not a link to `get_config` + +``` +This isn't a link to `get_config` either +```""" +```` + +``` python +print(NbdevLookup('nbdev').linkify(md)) +``` + + This is a link to [`numpy.array`](https://numpy.org/doc/stable/reference/generated/numpy.array.html#numpy.array) and to [`get_config`](https://nbdev.fast.ai/api/config.html#get_config) but not a link to `foobar`. + And not a link to dict2nb. + + This is not a link to `get_config` + + ``` + This isn't a link to `get_config` either + ``` diff --git a/api/export.html b/api/export.html new file mode 100644 index 000000000..6bb11d956 --- /dev/null +++ b/api/export.html @@ -0,0 +1,1083 @@ + + + + + + + + + + +export – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

export

+
+ +
+
+ Exporting a notebook to a library +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

source

+
+

ExportModuleProc

+
+
 ExportModuleProc ()
+
+

A processor which exports code to a module

+

Specify dest where the module(s) will be exported to, and optionally a class to use to create the module (ModuleMaker, by default).

+

Exported cells are stored in a dict called modules, where the keys are the modules exported to. Those without an explicit module are stored in the '#' key, which will be exported to default_exp.

+
+
everything_fn = '../../tests/01_everything.ipynb'
+
+exp = ExportModuleProc()
+proc = NBProcessor(everything_fn, exp)
+proc.process()
+test_eq(exp.default_exp, 'everything')
+assert 'print_function'  in exp.modules['#'][1].source
+assert 'h_n' in exp.in_all['some.thing'][0].source
+
+
+
+

Optional export processors

+
+

source

+
+
+

black_format

+
+
 black_format (cell, force=False)
+
+

Processor to format code with black

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
cellCell to format
forceboolFalseTurn black formatting on regardless of settings.ini
+
+
_cell = read_nb('../../tests/export_procs.ipynb')['cells'][0]
+black_format(_cell, force=True)
+test_eq(_cell.source, 'j = [1, 2, 3]')
+
+
+

source

+
+
+

scrub_magics

+
+
 scrub_magics (cell)
+
+

Processor to remove cell magics from exported code

+ + + + + + + + + + + + + +
Details
cellCell to format
+

scrub_magics is a processor that scrubs the jupyter “magics” lines out of exported cells. This can be helpful when using tools like sparkmagic or just Jupyter’s builtin magics in an nbdev project.

+

Usage:
+This behavior can be enabled by passing scrub_magics into the --procs flag of the nbdev_export command. - nbdev_export --procs scrub_magics - nbdev_export --procs 'scrub_magics black_format'

+

Example:

+

A cell like below could export the line "hello nbdev" into the bar module. And the %%spark magic line would be omitted.

+
%%spark
+#|export bar
+"hello nbdev"
+

It will export as something similar to this:

+
# %% ../path/to/01_bar.ipynb 1
+"hello nbdev"
+
+
_cell = read_nb('../../tests/export_procs.ipynb')['cells'][2]
+scrub_magics(_cell)
+test_eq(_cell.source, '''#|export bar
+"hello nbdev"''')
+
+
+

source

+
+
+

optional_procs

+
+
 optional_procs ()
+
+

An explicit list of processors that could be used by nb_export

+
+
# every optional processor should be explicitly listed here
+test_eq(optional_procs(), ['black_format', 'scrub_magics'])
+
+
+
+

nb_export

+
+

source

+
+
+

nb_export

+
+
 nb_export (nbname, lib_path=None, procs=None, debug=False,
+            mod_maker=<class 'nbdev.maker.ModuleMaker'>, name=None)
+
+

Create module(s) from notebook

+

Let’s check we can import a test file:

+
+
shutil.rmtree('tmp', ignore_errors=True)
+nb_export('../../tests/00_some.thing.ipynb', 'tmp')
+
+g = exec_new('import tmp.some.thing')
+test_eq(g['tmp'].some.thing.__all__, ['a'])
+test_eq(g['tmp'].some.thing.a, 1)
+
+

We’ll also check that our ‘everything’ file exports correctly:

+
+
nb_export(everything_fn, 'tmp')
+
+g = exec_new('import tmp.everything; from tmp.everything import *')
+_alls = L("a b d e m n o p q".split())
+for s in _alls.map("{}_y"): assert s in g, s
+for s in "c_y_nall _f_y_nall g_n h_n i_n j_n k_n l_n".split(): assert s not in g, s
+for s in _alls.map("{}_y") + ["c_y_nall", "_f_y_nall"]: assert hasattr(g['tmp'].everything,s), s
+
+

That notebook should also export one extra function to tmp.some.thing:

+
+
del(sys.modules['tmp.some.thing']) # remove from module cache
+g = exec_new('import tmp.some.thing')
+test_eq(g['tmp'].some.thing.__all__, ['a','h_n'])
+test_eq(g['tmp'].some.thing.h_n(), None)
+
+
+
Path('../nbdev/export.py').unlink(missing_ok=True)
+nb_export('04_export.ipynb')
+
+g = exec_new('import nbdev.export')
+assert hasattr(g['nbdev'].export, 'nb_export')
+
+ + +
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/export.html.md b/api/export.html.md new file mode 100644 index 000000000..589b5dfe8 --- /dev/null +++ b/api/export.html.md @@ -0,0 +1,228 @@ +# export + + + + +------------------------------------------------------------------------ + +source + +### ExportModuleProc + +> ExportModuleProc () + +*A processor which exports code to a module* + +Specify `dest` where the module(s) will be exported to, and optionally a +class to use to create the module +([`ModuleMaker`](https://nbdev.fast.ai/api/maker.html#modulemaker), by +default). + +Exported cells are stored in a `dict` called `modules`, where the keys +are the modules exported to. Those without an explicit module are stored +in the `'#'` key, which will be exported to `default_exp`. + +``` python +everything_fn = '../../tests/01_everything.ipynb' + +exp = ExportModuleProc() +proc = NBProcessor(everything_fn, exp) +proc.process() +test_eq(exp.default_exp, 'everything') +assert 'print_function' in exp.modules['#'][1].source +assert 'h_n' in exp.in_all['some.thing'][0].source +``` + +### Optional export processors + +------------------------------------------------------------------------ + +source + +### black_format + +> black_format (cell, force=False) + +*Processor to format code with `black`* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
cellCell to format
forceboolFalseTurn black formatting on regardless of settings.ini
+ +``` python +_cell = read_nb('../../tests/export_procs.ipynb')['cells'][0] +black_format(_cell, force=True) +test_eq(_cell.source, 'j = [1, 2, 3]') +``` + +------------------------------------------------------------------------ + +source + +### scrub_magics + +> scrub_magics (cell) + +*Processor to remove cell magics from exported code* + + + + + + + + + + + + + + +
Details
cellCell to format
+ +[`scrub_magics`](https://nbdev.fast.ai/api/export.html#scrub_magics) is +a processor that scrubs the jupyter “magics” lines out of exported +cells. This can be helpful when using tools like +[sparkmagic](https://github.com/jupyter-incubator/sparkmagic) or just +[Jupyter’s builtin +magics](https://ipython.readthedocs.io/en/stable/interactive/magics.html) +in an nbdev project. + +Usage: +This behavior can be enabled by passing +[`scrub_magics`](https://nbdev.fast.ai/api/export.html#scrub_magics) +into the `--procs` flag of the +[`nbdev_export`](https://nbdev.fast.ai/api/doclinks.html#nbdev_export) +command. - `nbdev_export --procs scrub_magics` - +`nbdev_export --procs 'scrub_magics black_format'` + +Example: + +A cell like below could export the line `"hello nbdev"` into the `bar` +module. And the `%%spark` magic line would be omitted. + +``` python +%%spark +#|export bar +"hello nbdev" +``` + +It will export as something similar to this: + +``` python +# %% ../path/to/01_bar.ipynb 1 +"hello nbdev" +``` + +``` python +_cell = read_nb('../../tests/export_procs.ipynb')['cells'][2] +scrub_magics(_cell) +test_eq(_cell.source, '''#|export bar +"hello nbdev"''') +``` + +------------------------------------------------------------------------ + +source + +### optional_procs + +> optional_procs () + +*An explicit list of processors that could be used by +[`nb_export`](https://nbdev.fast.ai/api/export.html#nb_export)* + +``` python +# every optional processor should be explicitly listed here +test_eq(optional_procs(), ['black_format', 'scrub_magics']) +``` + +### [`nb_export`](https://nbdev.fast.ai/api/export.html#nb_export) + +------------------------------------------------------------------------ + +source + +### nb_export + +> nb_export (nbname, lib_path=None, procs=None, debug=False, +> mod_maker=, name=None) + +*Create module(s) from notebook* + +Let’s check we can import a test file: + +``` python +shutil.rmtree('tmp', ignore_errors=True) +nb_export('../../tests/00_some.thing.ipynb', 'tmp') + +g = exec_new('import tmp.some.thing') +test_eq(g['tmp'].some.thing.__all__, ['a']) +test_eq(g['tmp'].some.thing.a, 1) +``` + +We’ll also check that our ‘everything’ file exports correctly: + +``` python +nb_export(everything_fn, 'tmp') + +g = exec_new('import tmp.everything; from tmp.everything import *') +_alls = L("a b d e m n o p q".split()) +for s in _alls.map("{}_y"): assert s in g, s +for s in "c_y_nall _f_y_nall g_n h_n i_n j_n k_n l_n".split(): assert s not in g, s +for s in _alls.map("{}_y") + ["c_y_nall", "_f_y_nall"]: assert hasattr(g['tmp'].everything,s), s +``` + +That notebook should also export one extra function to `tmp.some.thing`: + +``` python +del(sys.modules['tmp.some.thing']) # remove from module cache +g = exec_new('import tmp.some.thing') +test_eq(g['tmp'].some.thing.__all__, ['a','h_n']) +test_eq(g['tmp'].some.thing.h_n(), None) +``` + +``` python +Path('../nbdev/export.py').unlink(missing_ok=True) +nb_export('04_export.ipynb') + +g = exec_new('import nbdev.export') +assert hasattr(g['nbdev'].export, 'nb_export') +``` diff --git a/api/frontmatter.html b/api/frontmatter.html new file mode 100644 index 000000000..4d9485980 --- /dev/null +++ b/api/frontmatter.html @@ -0,0 +1,972 @@ + + + + + + + + + + +frontmatter – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

frontmatter

+
+ +
+
+ A YAML and formatted-markdown frontmatter processor +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

source

+
+

FrontmatterProc

+
+
 FrontmatterProc (nb)
+
+

A YAML and formatted-markdown frontmatter processor

+

YAML frontmatter can be added to notebooks in one of two ways:

+
    +
  1. By adding a raw notebook cell with --- as the first and last lines, and YAML between them, or
    2. +
  2. A specially formatted markdown cell. The first line should be start with a single # (creating an H1 heading), and becomes the title. Then, optionally, a line beginning with > (creating a quote block), which becomes the description. Finally, zero or more lines beginning with - (creating a list), each of which contains YAML. (If you already have “title” defined in frontmatter in a raw cell, then markdown cells will be ignored.)
    3. +
+

For instance, our test notebook contains the following markdown cell:

+
# a title
+> A description
+- key1: value1
+- key2: value2
+- categories: [c1, c2]
+

It also contains the following raw cell:

+
---
+execute:
+  echo: false
+---
+

When we process with FrontmatterProc, these will both be removed, and a single raw cell will be added to the top, containing the combined YAML frontmatter:

+
+
nbp = NBProcessor(_test_file, procs=FrontmatterProc)
+nbp.process()
+print(nbp.nb.cells[0].source)
+
+
---
+categories:
+- c1
+- c2
+description: A description
+execute:
+  echo: false
+key1: value1
+key2: value2
+output-file: docs_test.html
+title: a title
+
+---
+
+
+
+
+

In addition, a frontmatter_ attr will be added to the notebook, containing this information as a dict:

+
+
d = nbp.nb.frontmatter_
+d
+
+
{'execute': {'echo': False},
+ 'title': 'a title',
+ 'description': 'A description',
+ 'key1': 'value1',
+ 'key2': 'value2',
+ 'categories': ['c1', 'c2'],
+ 'output-file': 'docs_test.html'}
+
+
+ + +
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/frontmatter.html.md b/api/frontmatter.html.md new file mode 100644 index 000000000..43d9ab868 --- /dev/null +++ b/api/frontmatter.html.md @@ -0,0 +1,84 @@ +# frontmatter + + + + +------------------------------------------------------------------------ + +source + +### FrontmatterProc + +> FrontmatterProc (nb) + +*A YAML and formatted-markdown frontmatter processor* + +YAML frontmatter can be added to notebooks in one of two ways: + +1. By adding a raw notebook cell with `---` as the first and last + lines, and YAML between them, or +2. A specially formatted markdown cell. The first line should be start + with a single `#` (creating an H1 heading), and becomes the title. + Then, optionally, a line beginning with `>` (creating a quote + block), which becomes the description. Finally, zero or more lines + beginning with `-` (creating a list), each of which contains YAML. + (If you already have “title” defined in frontmatter in a raw cell, + then markdown cells will be ignored.) + +For instance, our test notebook contains the following markdown cell: + + # a title + > A description + - key1: value1 + - key2: value2 + - categories: [c1, c2] + +It also contains the following raw cell: + + --- + execute: + echo: false + --- + +When we process with +[`FrontmatterProc`](https://nbdev.fast.ai/api/frontmatter.html#frontmatterproc), +these will both be removed, and a single raw cell will be added to the +top, containing the combined YAML frontmatter: + +``` python +nbp = NBProcessor(_test_file, procs=FrontmatterProc) +nbp.process() +print(nbp.nb.cells[0].source) +``` + + --- + categories: + - c1 + - c2 + description: A description + execute: + echo: false + key1: value1 + key2: value2 + output-file: docs_test.html + title: a title + + --- + +In addition, a `frontmatter_` attr will be added to the notebook, +containing this information as a `dict`: + +``` python +d = nbp.nb.frontmatter_ +d +``` + + {'execute': {'echo': False}, + 'title': 'a title', + 'description': 'A description', + 'key1': 'value1', + 'key2': 'value2', + 'categories': ['c1', 'c2'], + 'output-file': 'docs_test.html'} diff --git a/api/images/release.svg b/api/images/release.svg new file mode 100644 index 000000000..2fa08a3f9 --- /dev/null +++ b/api/images/release.svg @@ -0,0 +1 @@ +(base)jhoward@usf3:~/git/fastrelease(master)$(base)jhoward@usf3:~/git/fastrelease(master)$echo">>Firstweneedtohaveatleastonelabeled,closedissue.Let'screatea'bug'issue>(Notethatinpractice,youshouldbecreatingandclosingissuesduringdevelopment>...notatthetimeyou'remakingtherelease)"Firstweneedtohaveatleastonelabeled,closedissue.Let'screatea'bug'issue(Notethatinpractice,youshouldbecreatingandclosingissuesduringdevelopment...notatthetimeyou'remakingtherelease)(base)jhoward@usf3:~/git/fastrelease(master)$ghissuecreate-lbugCreatingissueinfastai/fastrelease?Title?TitleJust?TitleJusttesting?TitleJusttesting?Body[(e)tolaunchvim,entertoskip]?Body<Received>?What'snext?[Usearrowstomove,typetofilter]>SubmitAddmetadataCancel?What'snext?Submithttps://github.com/fastai/fastrelease/issues/29(base)jhoward@usf3:~/git/fastrelease(master)$echo"Let'scheckit'sthere"Let'scheckit'sthere(base)jhoward@usf3:~/git/fastrelease(master)$ghissuelistShowing1of1openissueinfastai/fastrelease#29Justtesting(bug)lessthanaminuteago(base)jhoward@usf3:~/git/fastrelease(master)$echo"Nowweneedtoclosethebug,whichwecandobypushingasuitablecommit"Nowweneedtoclosethebug,whichwecandobypushingasuitablecommit(base)jhoward@usf3:~/git/fastrelease(master)$gitcommit-m'fixes#29'OnbranchmasterYourbranchisuptodatewith'origin/master'.Changesnotstagedforcommit:modified:CHANGELOG.mdmodified:README.mdUntrackedfiles:01_conda.ipynbfastcorefastrelease/conda.pynochangesaddedtocommit(base)jhoward@usf3:~/git/fastrelease(master)$g(base)jhoward@usf3:~/git/fastrelease(master)$gi(base)jhoward@usf3:~/git/fastrelease(master)$git(base)jhoward@usf3:~/git/fastrelease(master)$gitp(base)jhoward@usf3:~/git/fastrelease(master)$gitpu(base)jhoward@usf3:~/git/fastrelease(master)$gitpus(base)jhoward@usf3:~/git/fastrelease(master)$gitpush(base)jhoward@usf3:~/git/fastrelease(master)$gitcommit-am'fixes#29'[masterdb7088f]fixes#292fileschanged,1insertion(+),6deletions(-)Countingobjects:4,done.Deltacompressionusingupto64threads.Compressingobjects:100%(4/4),done.Writingobjects:100%(4/4),345bytes|345.00KiB/s,done.Total4(delta3),reused0(delta0)remote:Resolvingdeltas:100%(3/3),completedwith3localobjects.Togithub.com:fastai/fastrelease.gitb9a23cc..db7088fmaster->master(base)jhoward@usf3:~/git/fastrelease(master)$echo"Thatissueshoulddisappearfromourgithublistnow"ThatissueshoulddisappearfromourgithublistnowTherearenoopenissuesinfastai/fastrelease(base)jhoward@usf3:~/git/fastrelease(master)$echo"Nowwecandoourrelease,andseeifthebugappearsinthechangelog"Nowwecandoourrelease,andseeifthebugappearsinthechangelog(base)jhoward@usf3:~/git/fastrelease(master)$fastrelease"~/git/fastrelease/CHANGELOG.md"50L,1196B#Releasenotes<!--donotremove-->##0.0.9###BugsSquashed-Justtesting([#29](https://github.com/fastai/fastrelease/issues/29))##0.0.8###NewFeatures-newCLI:`fastrelease`fordoingbothchangelogandrelease([#27](https://github.com/fastai/fastrelease/issues/27))-movecondapackagerfrom`nbdev`([#23](https://github.com/fastai/fastrelease/issues/23))##0.0.7-addlatestreleasenotestoreleasebody([#25](https://github.com/fastai/fastrelease/issues/25))-add`debug`flagto`fastrelease_changelog`([#24](https://github.com/fastai/fastrelease/issues/24))"~/git/fastrelease/CHANGELOG.md"50L,1196Bd6,0-1Top@@@9,1Top10,0-1Top-fastrelease_changelog`debug`paramnotoptional([#26](https://github.com/fastai/fastrelease/issues/26))-Justtesting-wecaneditthisifneeded([#29](https://github.com/fastai/fastrelease/issues/29)):wqMakereleasenow?(y/n)yReleased0.0.9(base)jhoward@usf3:~/git/fastrelease(master)$echo"Thereleaseiscomplete.Let'scheckitontheGitHubweb-site"Thereleaseiscomplete.Let'scheckitontheGitHubweb-site(base)jhoward@usf3:~/git/fastrelease(master)$lynx-accept-all-cookieshttps://github.com/fastai/fastrelease/releases/tag/0.0.90HTTP request sent; waiting for response.Data transfer complete0#00Release 0.0.9 · fastai/fastrelease · GitHub (p1 of 2)00#GitHub00Recent Commits to fastrelease:0.0.9000Skip to content000Sign up0(0BUTTON0)0(BUTTON)00* Why GitHub?000Features →000+0Code review000+0Project management000+0Integrations000+0Actions000+0Packages000+0Security000+0Team management000+0Hosting000+0Mobile000+0Customer stories →000+0Security →000*0Team000*0Enterprise000* Explore000+0Explore GitHub →00Learn & contribute00#00Release 0.0.9 · fastai/fastrelease · GitHub (p1 of 6)(NORMAL LINK) Use right-arrow or <return> to activate.0Arrow keys: Up and Down to move. Right to follow a link; Left to go back.0H)elp O)ptions P)rint G)o M)ain screen Q)uit /=search [delete]=history list00#0GitHub00Recent Commits to fastrelease:0.0.90Enter a whereis query:0Testi0#00Release 0.0.9 · fastai/fastrelease · GitHub (p6 of 6)00* Justtesti0ng - we can edit this if needed (0#290)00Assets 200Source code (zip)000Source code (tar.gz)000* © 2020 GitHub, Inc.000*0Terms000*0Privacy000*0Security000*0Status000*0Help000*0Contact GitHub000*0Pricing000*0API000*0Training000*0Blog000*0About00(0BUTTON0) You can’t perform that action at this time.0You signed in with another tab or window.0Reload0to refresh your session. You signed out in another0tab or window.0Reload0to refresh your session.0(0BUTTON0)00* Justtesti0ng - we can edit this if needed (0#290)00#00Release 0.0.9 · fastai/fastrelease · GitHub (p4 of 6)00Releases00Tags000Latest release000*00.0.9000*00cd1992000*000*0Compare000Choose a tag to compare000____________________000Search for a tag0000.0.9000@jph000jph000released this Sep 15, 202000.0.90Bugs Squashed00@jph000jph000released this Sep 15, 202000@jph0000jph000released this Sep 15, 2020(Textfield "%s") Enter text. Use UP or DOWN arrows or tab to move off.00____________________00Enter text into the field by typing on the keyboard0Ctrl-U to delete all text in field, [Backspace] to delete a character00*00cd1992000*00.0.9000Latest release0Are you sure you want to quit? 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https://github.com/fastai/fastrelease/releases/tag/0.0.9Looking up github.comMaking HTT github.comMaking HTTPS connection to github.comVerified connection to github.com (cert=github.com)Certificate issued by: /C=US/O=DigiCert Inc/OU=www.digicert.com/CN=DigiCert SHA2 High Assurance Server CASecure 128-bit TLS1.2 (ECDHE_RSA_AES_128_GCM_SHA256) HTTP connectionSending HTTP request.Read 1.3 KiB of data, 4.1 KiB/sec.HTTP/1.1 200 OK'A'lways allowing from domain 'github.com'.Read 951 bytes of data, 475 bytes/sec.Enter a whereis query:Enter a whereis query:0Enter a whereis query:0TEnter a whereis query:0TeEnter a whereis query:0TesEnter a whereis query:0Test0: Up and Down to move. Right to follow a link; Left to go back.(base)jhoward@usf3:~/git/fastrelease(master)$gitt(base)jhoward@usf3:~/git/fastrelease(master)$gitta(base)jhoward@usf3:~/git/fastrelease(master)$e(base)jhoward@usf3:~/git/fastrelease(master)$ec(base)jhoward@usf3:~/git/fastrelease(master)$ech(base)jhoward@usf3:~/git/fastrelease(master)$echo"T(base)jhoward@usf3:~/git/fastrelease(master)$echo"Th(base)jhoward@usf3:~/git/fastrelease(master)$echo"Tha(base)jhoward@usf3:~/git/fastrelease(master)$echo"That(base)jhoward@usf3:~/git/fastrelease(master)$echo"That'(base)jhoward@usf3:~/git/fastrelease(master)$echo"That'si(base)jhoward@usf3:~/git/fastrelease(master)$echo"That'sit(base)jhoward@usf3:~/git/fastrelease(master)$echo"That'sit!(base)jhoward@usf3:~/git/fastrelease(master)$exit \ No newline at end of file diff --git a/api/images/token.png b/api/images/token.png new file mode 100644 index 000000000..3560f3eb5 Binary files /dev/null and b/api/images/token.png differ diff --git a/api/index.html b/api/index.html new file mode 100644 index 000000000..73eb7b744 --- /dev/null +++ b/api/index.html @@ -0,0 +1,1087 @@ + + + + + + + + + +API – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

API

+
+ + + +
+ + + + +
+ + + +
+ + +

This section contains API details for each of nbdev’s python submodules. This reference documentation is mainly useful for people looking to customise or build on top of nbdev, or wanting detailed information about how nbdev works.

+ + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+Title + +Description +
+config + +Configuring nbdev and bootstrapping notebook export +
+maker + +Create one or more modules from selected notebook cells +
+process + +A notebook processor +
+export + +Exporting a notebook to a library +
+doclinks + +Generating a documentation index from a module +
+sync + +Propagate small changes in the library back to notebooks +
+merge + +Fix merge conflicts in jupyter notebooks +
+showdoc + +Display symbol documentation in notebook and website +
+frontmatter + +A YAML and formatted-markdown frontmatter processor +
+processors + +Some processors for NBProcessor +
+clean + +Strip superfluous metadata from notebooks +
+test + +Run unit tests on notebooks in parallel +
+cli + +CLI commands +
+quarto + +Install and interact with Quarto from nbdev +
+qmd + +Basic qmd generation helpers (experimental) +
+migrate + +Utilities for migrating to nbdev +
+serve + +A parallel ipynb processor (experimental) +
+release + +Auto-generated tagged releases and release notes from GitHub issues +
+
+No matching items +
+
+ +
+ + + + + \ No newline at end of file diff --git a/api/index.md b/api/index.md new file mode 100644 index 000000000..e35f95a50 --- /dev/null +++ b/api/index.md @@ -0,0 +1,7 @@ +# API + + +This section contains API details for each of nbdev’s python submodules. +This reference documentation is mainly useful for people looking to +customise or build on top of nbdev, or wanting detailed information +about how nbdev works. diff --git a/api/maker.html b/api/maker.html new file mode 100644 index 000000000..e855adbc6 --- /dev/null +++ b/api/maker.html @@ -0,0 +1,1182 @@ + + + + + + + + + + +maker – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

maker

+
+ +
+
+ Create one or more modules from selected notebook cells +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

Helpers

+
+
+

Variable helpers

+

These functions let us find and modify the definitions of variables in Python modules.

+
+

source

+
+

find_var

+
+
 find_var (lines, varname)
+
+

Find the line numbers where varname is defined in lines

+
+
t = '''a_=(1,
+  2,
+  3)
+
+b_=3'''
+test_eq(find_var(t.splitlines(), 'a_'), (0,3))
+test_eq(find_var(t.splitlines(), 'b_'), (4,5))
+
+
+

source

+
+
+

read_var

+
+
 read_var (code, varname)
+
+

Eval and return the value of varname defined in code

+
+
test_eq(read_var(t, 'a_'), (1,2,3))
+test_eq(read_var(t, 'b_'), 3)
+
+
+

source

+
+
+

update_var

+
+
 update_var (varname, func, fn=None, code=None)
+
+

Update the definition of varname in file fn, by calling func with the current definition

+
+
g = exec_new(t)
+test_eq((g['a_'],g['b_']), ((1,2,3),3))
+t2 = update_var('a_', lambda o:0, code=t)
+exec(t2, g)
+test_eq((g['a_'],g['b_']), (0,3))
+t3 = update_var('b_', lambda o:0, code=t)
+exec(t3, g)
+test_eq((g['a_'],g['b_']), ((1,2,3),0))
+
+
+

source

+
+
+

ModuleMaker

+
+
 ModuleMaker (dest, name, nb_path, is_new=True, parse=True)
+
+

Helper class to create exported library from notebook source cells

+

In order to export a notebook, we need an way to create a Python file. ModuleMaker fills that role. Pass in the directory where you want to module created, the name of the module, the path of the notebook source, and set is_new to True if this is a new file being created (rather than an existing file being added to). The location of the saved module will be in fname. Finally, if the source in the notebooks should not be parsed by Python (such as partial class declarations in cells), parse should be set to False.

+
+

Note: If doing so, then the __all__ generation will be turned off as well.

+
+
+
mm = ModuleMaker(dest='tmp', name='test.testing', nb_path=Path.cwd()/'04_export.ipynb', is_new=True)
+mm.fname
+
+
Path('tmp/test/testing.py')
+
+
+
+

source

+
+
+

decor_id

+
+
 decor_id (d)
+
+

id attr of decorator, regardless of whether called as function or bare

+
+

source

+
+
+

ModuleMaker.make_all

+
+
 ModuleMaker.make_all (cells)
+
+

Create __all__ with all exports in cells

+
+

source

+
+
+

make_code_cells

+
+
 make_code_cells (*ss)
+
+

We want to add an __all__ to the top of the exported module. This methods autogenerates it from all code in cells.

+
+
nb = make_code_cells("from __future__ import print_function", "def a():...", "def b():...",
+                      "c=d=1", "_f=1", "_g=1", "_h=1", "_all_=['_g', _h]", "@patch\ndef h(self:ca):...")
+test_eq(set(mm.make_all(nb)), set(['a','b','c','d', '_g', '_h']))
+
+
+

source

+
+
+

relative_import

+
+
 relative_import (name, fname, level=0)
+
+

Convert a module name to a name relative to fname

+
+
test_eq(relative_import('nbdev.core', "xyz"), 'nbdev.core')
+test_eq(relative_import('nbdev.core', 'nbdev'), '.core')
+_p = Path('fastai')
+test_eq(relative_import('fastai.core', _p/'vision'), '..core')
+test_eq(relative_import('fastai.core', _p/'vision/transform'), '...core')
+test_eq(relative_import('fastai.vision.transform', _p/'vision'), '.transform')
+test_eq(relative_import('fastai.notebook.core', _p/'data'), '..notebook.core')
+test_eq(relative_import('fastai.vision', _p/'vision'), '.')
+test_eq(relative_import('fastai', _p), '.')
+test_eq(relative_import('fastai', _p/'vision'), '..')
+test_eq(relative_import('fastai', _p/'vision/transform'), '...')
+
+
+

source

+
+
+

NbCell.import2relative

+
+
 NbCell.import2relative (cell:execnb.nbio.NbCell, libname)
+
+
+

source

+
+
+

update_import

+
+
 update_import (source, tree, libname, f=<function relative_import>)
+
+
+
ss = "from nbdev.export import *\nfrom nbdev.a.b import *"
+cell = make_code_cells([ss])[0]
+cell.import2relative('nbdev')
+test_eq(cell.source, 'from .export import *\nfrom .a.b import *')
+
+cell = make_code_cells([ss])[0]
+cell.import2relative('nbdev/a')
+test_eq(cell.source, 'from ..export import *\nfrom .b import *')
+
+
+

source

+
+
+

ModuleMaker.make

+
+
 ModuleMaker.make (cells, all_cells=None, lib_path=None)
+
+

Write module containing cells with __all__ generated from all_cells

+
+
cells = make_code_cells("from __future__ import print_function",
+                        "#|export\ndef a(): ...", "def b(): ...")
+mm.make(cells, L([cells[2]]))
+show_src(Path('tmp/test/testing.py').read_text(encoding='utf-8'))
+
+
# AUTOGENERATED! DO NOT EDIT! File to edit: ../../04_export.ipynb.
+
+# %% ../../04_export.ipynb 0
+from __future__ import print_function
+
+# %% auto 0
+__all__ = ['b']
+
+# %% ../../04_export.ipynb
+#|export
+def a(): ...
+
+# %% ../../04_export.ipynb
+def b(): ...
+
+
+

Pass all_cells=[] or parse=False if you don’t want any __all__ added.

+

Passing parse=False is also handy for when writing broken up functions or classes that ast.parse might not like but still want it to be exported, such as having a cell with:

+
#|export
+class A:
+

Note that by doing so we cannot properly generate a __all__, so we assume that it is unwanted.

+
+
am = ModuleMaker(dest='tmp', name='test.testing_noall', nb_path=Path.cwd()/'01_export.ipynb', is_new=True, parse=False)
+am.fname
+
+
Path('tmp/test/testing_noall.py')
+
+
+
+
cells = make_code_cells("from __future__ import print_function", "#|export\ndef a(): ...", "#|export\nclass A:")
+am.make(cells)
+show_src(Path('tmp/test/testing_noall.py').read_text(encoding='utf-8'))
+
+
# AUTOGENERATED! DO NOT EDIT! File to edit: ../../01_export.ipynb.
+
+# %% ../../01_export.ipynb
+from __future__ import print_function
+
+# %% ../../01_export.ipynb
+#|export
+def a(): ...
+
+# %% ../../01_export.ipynb
+#|export
+class A:
+
+
+

If is_new=False then the additional definitions are added to the bottom, and any existing __all__ is updated with the newly-added symbols.

+
+
c2 = make_code_cells("def c(): ...", "def d(): ...")
+mm = ModuleMaker(dest='tmp', name='test.testing', nb_path=Path.cwd()/'04_export.ipynb', is_new=False)
+mm.make(c2, c2)
+
+
+
show_src(Path('tmp/test/testing.py').read_text(encoding='utf-8'))
+
+
# AUTOGENERATED! DO NOT EDIT! File to edit: ../../04_export.ipynb.
+
+# %% ../../04_export.ipynb 0
+from __future__ import print_function
+
+# %% auto 0
+__all__ = ['b', 'c', 'd']
+
+# %% ../../04_export.ipynb
+#|export
+def a(): ...
+
+# %% ../../04_export.ipynb
+def b(): ...
+
+# %% ../../04_export.ipynb 0
+def c(): ...
+
+# %% ../../04_export.ipynb 1
+def d(): ...
+
+
+
+
try:
+    g = exec_import('tmp.test.testing', '*')
+    for s in "b c d".split(): assert s in g, s
+    assert 'a' not in g
+    assert g['b']() is None
+finally: shutil.rmtree('tmp')
+
+ + +
+
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/maker.html.md b/api/maker.html.md new file mode 100644 index 000000000..ac9d4f636 --- /dev/null +++ b/api/maker.html.md @@ -0,0 +1,329 @@ +# maker + + + + +## Helpers + +## Variable helpers + +These functions let us find and modify the definitions of variables in +Python modules. + +------------------------------------------------------------------------ + +source + +### find_var + +> find_var (lines, varname) + +*Find the line numbers where `varname` is defined in `lines`* + +``` python +t = '''a_=(1, + 2, + 3) + +b_=3''' +test_eq(find_var(t.splitlines(), 'a_'), (0,3)) +test_eq(find_var(t.splitlines(), 'b_'), (4,5)) +``` + +------------------------------------------------------------------------ + +source + +### read_var + +> read_var (code, varname) + +*Eval and return the value of `varname` defined in `code`* + +``` python +test_eq(read_var(t, 'a_'), (1,2,3)) +test_eq(read_var(t, 'b_'), 3) +``` + +------------------------------------------------------------------------ + +source + +### update_var + +> update_var (varname, func, fn=None, code=None) + +*Update the definition of `varname` in file `fn`, by calling `func` with +the current definition* + +``` python +g = exec_new(t) +test_eq((g['a_'],g['b_']), ((1,2,3),3)) +t2 = update_var('a_', lambda o:0, code=t) +exec(t2, g) +test_eq((g['a_'],g['b_']), (0,3)) +t3 = update_var('b_', lambda o:0, code=t) +exec(t3, g) +test_eq((g['a_'],g['b_']), ((1,2,3),0)) +``` + +------------------------------------------------------------------------ + +source + +### ModuleMaker + +> ModuleMaker (dest, name, nb_path, is_new=True, parse=True) + +*Helper class to create exported library from notebook source cells* + +In order to export a notebook, we need an way to create a Python file. +[`ModuleMaker`](https://nbdev.fast.ai/api/maker.html#modulemaker) fills +that role. Pass in the directory where you want to module created, the +name of the module, the path of the notebook source, and set `is_new` to +`True` if this is a new file being created (rather than an existing file +being added to). The location of the saved module will be in `fname`. +Finally, if the source in the notebooks should not be parsed by Python +(such as partial class declarations in cells), `parse` should be set to +`False`. + +> Note: If doing so, then the `__all__` generation will be turned off as +> well. + +``` python +mm = ModuleMaker(dest='tmp', name='test.testing', nb_path=Path.cwd()/'04_export.ipynb', is_new=True) +mm.fname +``` + + Path('tmp/test/testing.py') + +------------------------------------------------------------------------ + +source + +### decor_id + +> decor_id (d) + +*`id` attr of decorator, regardless of whether called as function or +bare* + +------------------------------------------------------------------------ + +source + +### ModuleMaker.make_all + +> ModuleMaker.make_all (cells) + +*Create `__all__` with all exports in `cells`* + +------------------------------------------------------------------------ + +source + +### make_code_cells + +> make_code_cells (*ss) + +We want to add an `__all__` to the top of the exported module. This +methods autogenerates it from all code in `cells`. + +``` python +nb = make_code_cells("from __future__ import print_function", "def a():...", "def b():...", + "c=d=1", "_f=1", "_g=1", "_h=1", "_all_=['_g', _h]", "@patch\ndef h(self:ca):...") +test_eq(set(mm.make_all(nb)), set(['a','b','c','d', '_g', '_h'])) +``` + +------------------------------------------------------------------------ + +source + +### relative_import + +> relative_import (name, fname, level=0) + +*Convert a module `name` to a name relative to `fname`* + +``` python +test_eq(relative_import('nbdev.core', "xyz"), 'nbdev.core') +test_eq(relative_import('nbdev.core', 'nbdev'), '.core') +_p = Path('fastai') +test_eq(relative_import('fastai.core', _p/'vision'), '..core') +test_eq(relative_import('fastai.core', _p/'vision/transform'), '...core') +test_eq(relative_import('fastai.vision.transform', _p/'vision'), '.transform') +test_eq(relative_import('fastai.notebook.core', _p/'data'), '..notebook.core') +test_eq(relative_import('fastai.vision', _p/'vision'), '.') +test_eq(relative_import('fastai', _p), '.') +test_eq(relative_import('fastai', _p/'vision'), '..') +test_eq(relative_import('fastai', _p/'vision/transform'), '...') +``` + +------------------------------------------------------------------------ + +source + +### NbCell.import2relative + +> NbCell.import2relative (cell:execnb.nbio.NbCell, libname) + +------------------------------------------------------------------------ + +source + +### update_import + +> update_import (source, tree, libname, f=) + +``` python +ss = "from nbdev.export import *\nfrom nbdev.a.b import *" +cell = make_code_cells([ss])[0] +cell.import2relative('nbdev') +test_eq(cell.source, 'from .export import *\nfrom .a.b import *') + +cell = make_code_cells([ss])[0] +cell.import2relative('nbdev/a') +test_eq(cell.source, 'from ..export import *\nfrom .b import *') +``` + +------------------------------------------------------------------------ + +source + +### ModuleMaker.make + +> ModuleMaker.make (cells, all_cells=None, lib_path=None) + +*Write module containing `cells` with `__all__` generated from +`all_cells`* + +``` python +cells = make_code_cells("from __future__ import print_function", + "#|export\ndef a(): ...", "def b(): ...") +mm.make(cells, L([cells[2]])) +show_src(Path('tmp/test/testing.py').read_text(encoding='utf-8')) +``` + +``` python +# AUTOGENERATED! DO NOT EDIT! File to edit: ../../04_export.ipynb. + +# %% ../../04_export.ipynb 0 +from __future__ import print_function + +# %% auto 0 +__all__ = ['b'] + +# %% ../../04_export.ipynb +#|export +def a(): ... + +# %% ../../04_export.ipynb +def b(): ... +``` + +Pass `all_cells=[]` or `parse=False` if you don’t want any `__all__` +added. + +Passing `parse=False` is also handy for when writing broken up functions +or classes that +[`ast.parse`](https://docs.python.org/3/library/ast.html#ast.parse) +might not like but still want it to be exported, such as having a cell +with: + +``` python +#|export +class A: +``` + +Note that by doing so we cannot properly generate a `__all__`, so we +assume that it is unwanted. + +``` python +am = ModuleMaker(dest='tmp', name='test.testing_noall', nb_path=Path.cwd()/'01_export.ipynb', is_new=True, parse=False) +am.fname +``` + + Path('tmp/test/testing_noall.py') + +``` python +cells = make_code_cells("from __future__ import print_function", "#|export\ndef a(): ...", "#|export\nclass A:") +am.make(cells) +show_src(Path('tmp/test/testing_noall.py').read_text(encoding='utf-8')) +``` + +``` python +# AUTOGENERATED! DO NOT EDIT! File to edit: ../../01_export.ipynb. + +# %% ../../01_export.ipynb +from __future__ import print_function + +# %% ../../01_export.ipynb +#|export +def a(): ... + +# %% ../../01_export.ipynb +#|export +class A: +``` + +If `is_new=False` then the additional definitions are added to the +bottom, and any existing `__all__` is updated with the newly-added +symbols. + +``` python +c2 = make_code_cells("def c(): ...", "def d(): ...") +mm = ModuleMaker(dest='tmp', name='test.testing', nb_path=Path.cwd()/'04_export.ipynb', is_new=False) +mm.make(c2, c2) +``` + +``` python +show_src(Path('tmp/test/testing.py').read_text(encoding='utf-8')) +``` + +``` python +# AUTOGENERATED! DO NOT EDIT! File to edit: ../../04_export.ipynb. + +# %% ../../04_export.ipynb 0 +from __future__ import print_function + +# %% auto 0 +__all__ = ['b', 'c', 'd'] + +# %% ../../04_export.ipynb +#|export +def a(): ... + +# %% ../../04_export.ipynb +def b(): ... + +# %% ../../04_export.ipynb 0 +def c(): ... + +# %% ../../04_export.ipynb 1 +def d(): ... +``` + +``` python +try: + g = exec_import('tmp.test.testing', '*') + for s in "b c d".split(): assert s in g, s + assert 'a' not in g + assert g['b']() is None +finally: shutil.rmtree('tmp') +``` diff --git a/api/merge.html b/api/merge.html new file mode 100644 index 000000000..13d46a3d9 --- /dev/null +++ b/api/merge.html @@ -0,0 +1,1187 @@ + + + + + + + + + + +merge – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

merge

+
+ +
+
+ Fix merge conflicts in jupyter notebooks +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

Introduction

+

When working with jupyter notebooks (which are json files behind the scenes) and GitHub, it is very common that a merge conflict (that will add new lines in the notebook source file) will break some notebooks you are working on. This module defines the function nbdev_fix to fix those notebooks for you, and attempt to automatically merge standard conflicts. The remaining ones will be delimited by markdown cells like this:

+

<<<<<< HEAD

+
+
# local code here
+
+

======

+
+
# remote code here
+
+

>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35

+

Below is an example of broken notebook. The json format is broken by the lines automatically added by git. Such a file can’t be opened in jupyter notebook.

+
+
broken = Path('../../tests/example.ipynb.broken')
+tst_nb = broken.read_text(encoding='utf-8')
+print(tst_nb)
+
+
{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+<<<<<<< HEAD
+    "z=3\n",
+=======
+    "z=2\n",
+>>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35
+    "z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6"
+      ]
+     },
+<<<<<<< HEAD
+     "execution_count": 7,
+=======
+     "execution_count": 5,
+>>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x=3\n",
+    "y=3\n",
+    "x+y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
+
+
+
+

Note that in this example, the second conflict is easily solved: it just concerns the execution count of the second cell and can be solved by choosing either option without really impacting your notebook. This is the kind of conflict we will fix automatically. The first conflict is more complicated as it spans across two cells and there is a cell present in one version, not the other. Such a conflict (and generally the ones where the inputs of the cells change form one version to the other) aren’t automatically fixed, but we will return a proper json file where the annotations introduced by git will be placed in markdown cells.

+
+
+

Creating a merged notebook

+

The approach we use is to first “unpatch” the conflicted file, regenerating the two files it was originally created from. Then we redo the diff process, but using cells instead of text lines.

+
+

source

+
+

unpatch

+
+
 unpatch (s:str)
+
+

Takes a string with conflict markers and returns the two original files, and their branch names

+

The result of “unpatching” our conflicted test notebook is the two original notebooks it would have been created from. Each of these original notebooks will contain valid JSON:

+
+
a,b,branch1,branch2 = unpatch(tst_nb)
+dict2nb(loads(a))
+
+
{ 'cells': [ { 'cell_type': 'code',
+               'execution_count': 6,
+               'idx_': 0,
+               'metadata': {},
+               'outputs': [ { 'data': {'text/plain': ['3']},
+                              'execution_count': 6,
+                              'metadata': {},
+                              'output_type': 'execute_result'}],
+               'source': 'z=3\nz'},
+             { 'cell_type': 'code',
+               'execution_count': 5,
+               'idx_': 1,
+               'metadata': {},
+               'outputs': [ { 'data': {'text/plain': ['6']},
+                              'execution_count': 7,
+                              'metadata': {},
+                              'output_type': 'execute_result'}],
+               'source': 'x=3\ny=3\nx+y'},
+             { 'cell_type': 'code',
+               'execution_count': None,
+               'idx_': 2,
+               'metadata': {},
+               'outputs': [],
+               'source': ''}],
+  'metadata': { 'kernelspec': { 'display_name': 'Python 3',
+                                'language': 'python',
+                                'name': 'python3'}},
+  'nbformat': 4,
+  'nbformat_minor': 2}
+
+
+
+
dict2nb(loads(b))
+
+
{ 'cells': [ { 'cell_type': 'code',
+               'execution_count': 6,
+               'idx_': 0,
+               'metadata': {},
+               'outputs': [ { 'data': {'text/plain': ['3']},
+                              'execution_count': 6,
+                              'metadata': {},
+                              'output_type': 'execute_result'}],
+               'source': 'z=2\nz'},
+             { 'cell_type': 'code',
+               'execution_count': 5,
+               'idx_': 1,
+               'metadata': {},
+               'outputs': [ { 'data': {'text/plain': ['6']},
+                              'execution_count': 5,
+                              'metadata': {},
+                              'output_type': 'execute_result'}],
+               'source': 'x=3\ny=3\nx+y'},
+             { 'cell_type': 'code',
+               'execution_count': None,
+               'idx_': 2,
+               'metadata': {},
+               'outputs': [],
+               'source': ''}],
+  'metadata': { 'kernelspec': { 'display_name': 'Python 3',
+                                'language': 'python',
+                                'name': 'python3'}},
+  'nbformat': 4,
+  'nbformat_minor': 2}
+
+
+
+
branch1,branch2
+
+
('HEAD', 'a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35')
+
+
+
+

source

+
+
+

nbdev_fix

+
+
 nbdev_fix (nbname:str, outname:str=None, nobackup:<function
+            bool_arg>=True, theirs:bool=False, noprint:bool=False)
+
+

Create working notebook from conflicted notebook nbname

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
nbnamestrNotebook filename to fix
outnamestrNoneFilename of output notebook (defaults to nbname)
nobackupbool_argTrueDo not backup nbname to nbname.bak if outname not provided
theirsboolFalseUse their outputs and metadata instead of ours
noprintboolFalseDo not print info about whether conflicts are found
+

This begins by optionally backing the notebook fname to fname.bak in case something goes wrong. Then it parses the broken json, solving conflicts in cells. Every conflict that only involves metadata or outputs of cells will be solved automatically by using the local (theirs==False) or the remote (theirs==True) branch. Otherwise, or for conflicts involving the inputs of cells, the json will be repaired by including the two version of the conflicted cell(s) with markdown cells indicating the conflicts. You will be able to open the notebook again and search for the conflicts (look for <<<<<<<) then fix them as you wish.

+

A message will be printed indicating whether the notebook was fully merged or if conflicts remain.

+
+
nbdev_fix(broken, outname='tmp.ipynb')
+chk = read_nb('tmp.ipynb')
+test_eq(len(chk.cells), 7)
+os.unlink('tmp.ipynb')
+
+
One or more conflict remains in the notebook, please inspect manually.
+
+
+
+
+
+

Git merge driver

+
+

source

+
+

nbdev_merge

+
+
 nbdev_merge (base:str, ours:str, theirs:str, path:str)
+
+

Git merge driver for notebooks

+

This implements a git merge driver for notebooks that automatically resolves conflicting metadata and outputs, and splits remaining conflicts as separate cells so that the notebook can be viewed and fixed in Jupyter. The easiest way to install it is by running nbdev_install_hooks.

+

This works by first running Git’s default merge driver, and then nbdev_fix if there are still conflicts. You can set nbdev_fix’s theirs argument using the THEIRS environment variable, for example:

+
THEIRS=True git merge branch
+ + +
+
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/merge.html.md b/api/merge.html.md new file mode 100644 index 000000000..bebdfac37 --- /dev/null +++ b/api/merge.html.md @@ -0,0 +1,339 @@ +# merge + + + + +## Introduction + +When working with jupyter notebooks (which are json files behind the +scenes) and GitHub, it is very common that a merge conflict (that will +add new lines in the notebook source file) will break some notebooks you +are working on. This module defines the function +[`nbdev_fix`](https://nbdev.fast.ai/api/merge.html#nbdev_fix) to fix +those notebooks for you, and attempt to automatically merge standard +conflicts. The remaining ones will be delimited by markdown cells like +this: + +`<<<<<< HEAD` + +``` python +# local code here +``` + +`======` + +``` python +# remote code here +``` + +`>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35` + +Below is an example of broken notebook. The json format is broken by the +lines automatically added by git. Such a file can’t be opened in jupyter +notebook. + +``` python +broken = Path('../../tests/example.ipynb.broken') +tst_nb = broken.read_text(encoding='utf-8') +print(tst_nb) +``` + + { + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + <<<<<<< HEAD + "z=3\n", + ======= + "z=2\n", + >>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35 + "z" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6" + ] + }, + <<<<<<< HEAD + "execution_count": 7, + ======= + "execution_count": 5, + >>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35 + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x=3\n", + "y=3\n", + "x+y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 + } + +Note that in this example, the second conflict is easily solved: it just +concerns the execution count of the second cell and can be solved by +choosing either option without really impacting your notebook. This is +the kind of conflict we will fix automatically. The first conflict is +more complicated as it spans across two cells and there is a cell +present in one version, not the other. Such a conflict (and generally +the ones where the inputs of the cells change form one version to the +other) aren’t automatically fixed, but we will return a proper json file +where the annotations introduced by git will be placed in markdown +cells. + +## Creating a merged notebook + +The approach we use is to first “unpatch” the conflicted file, +regenerating the two files it was originally created from. Then we redo +the diff process, but using cells instead of text lines. + +------------------------------------------------------------------------ + +source + +### unpatch + +> unpatch (s:str) + +*Takes a string with conflict markers and returns the two original +files, and their branch names* + +The result of “unpatching” our conflicted test notebook is the two +original notebooks it would have been created from. Each of these +original notebooks will contain valid JSON: + +``` python +a,b,branch1,branch2 = unpatch(tst_nb) +dict2nb(loads(a)) +``` + +``` json +{ 'cells': [ { 'cell_type': 'code', + 'execution_count': 6, + 'idx_': 0, + 'metadata': {}, + 'outputs': [ { 'data': {'text/plain': ['3']}, + 'execution_count': 6, + 'metadata': {}, + 'output_type': 'execute_result'}], + 'source': 'z=3\nz'}, + { 'cell_type': 'code', + 'execution_count': 5, + 'idx_': 1, + 'metadata': {}, + 'outputs': [ { 'data': {'text/plain': ['6']}, + 'execution_count': 7, + 'metadata': {}, + 'output_type': 'execute_result'}], + 'source': 'x=3\ny=3\nx+y'}, + { 'cell_type': 'code', + 'execution_count': None, + 'idx_': 2, + 'metadata': {}, + 'outputs': [], + 'source': ''}], + 'metadata': { 'kernelspec': { 'display_name': 'Python 3', + 'language': 'python', + 'name': 'python3'}}, + 'nbformat': 4, + 'nbformat_minor': 2} +``` + +``` python +dict2nb(loads(b)) +``` + +``` json +{ 'cells': [ { 'cell_type': 'code', + 'execution_count': 6, + 'idx_': 0, + 'metadata': {}, + 'outputs': [ { 'data': {'text/plain': ['3']}, + 'execution_count': 6, + 'metadata': {}, + 'output_type': 'execute_result'}], + 'source': 'z=2\nz'}, + { 'cell_type': 'code', + 'execution_count': 5, + 'idx_': 1, + 'metadata': {}, + 'outputs': [ { 'data': {'text/plain': ['6']}, + 'execution_count': 5, + 'metadata': {}, + 'output_type': 'execute_result'}], + 'source': 'x=3\ny=3\nx+y'}, + { 'cell_type': 'code', + 'execution_count': None, + 'idx_': 2, + 'metadata': {}, + 'outputs': [], + 'source': ''}], + 'metadata': { 'kernelspec': { 'display_name': 'Python 3', + 'language': 'python', + 'name': 'python3'}}, + 'nbformat': 4, + 'nbformat_minor': 2} +``` + +``` python +branch1,branch2 +``` + + ('HEAD', 'a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35') + +------------------------------------------------------------------------ + +source + +### nbdev_fix + +> nbdev_fix (nbname:str, outname:str=None, nobackup: bool_arg>=True, theirs:bool=False, noprint:bool=False) + +*Create working notebook from conflicted notebook `nbname`* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
nbnamestrNotebook filename to fix
outnamestrNoneFilename of output notebook (defaults to nbname)
nobackupbool_argTrueDo not backup nbname to nbname.bak if +outname not provided
theirsboolFalseUse their outputs and metadata instead of ours
noprintboolFalseDo not print info about whether conflicts are found
+ +This begins by optionally backing the notebook `fname` to `fname.bak` in +case something goes wrong. Then it parses the broken json, solving +conflicts in cells. Every conflict that only involves metadata or +outputs of cells will be solved automatically by using the local +(`theirs==False`) or the remote (`theirs==True`) branch. Otherwise, or +for conflicts involving the inputs of cells, the json will be repaired +by including the two version of the conflicted cell(s) with markdown +cells indicating the conflicts. You will be able to open the notebook +again and search for the conflicts (look for `<<<<<<<`) then fix them as +you wish. + +A message will be printed indicating whether the notebook was fully +merged or if conflicts remain. + +``` python +nbdev_fix(broken, outname='tmp.ipynb') +chk = read_nb('tmp.ipynb') +test_eq(len(chk.cells), 7) +os.unlink('tmp.ipynb') +``` + + One or more conflict remains in the notebook, please inspect manually. + +## Git merge driver + +------------------------------------------------------------------------ + +source + +### nbdev_merge + +> nbdev_merge (base:str, ours:str, theirs:str, path:str) + +*Git merge driver for notebooks* + +This implements a [git merge +driver](https://git-scm.com/docs/gitattributes#_defining_a_custom_merge_driver) +for notebooks that automatically resolves conflicting metadata and +outputs, and splits remaining conflicts as separate cells so that the +notebook can be viewed and fixed in Jupyter. The easiest way to install +it is by running +[`nbdev_install_hooks`](https://nbdev.fast.ai/api/clean.html#nbdev_install_hooks). + +This works by first running Git’s default merge driver, and then +[`nbdev_fix`](https://nbdev.fast.ai/api/merge.html#nbdev_fix) if there +are still conflicts. You can set +[`nbdev_fix`](https://nbdev.fast.ai/api/merge.html#nbdev_fix)’s `theirs` +argument using the `THEIRS` environment variable, for example: + + THEIRS=True git merge branch diff --git a/api/migrate.html b/api/migrate.html new file mode 100644 index 000000000..2e893e978 --- /dev/null +++ b/api/migrate.html @@ -0,0 +1,1254 @@ + + + + + + + + + + +migrate – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

migrate

+
+ +
+
+ Utilities for migrating to nbdev +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

Migrate notebooks

+
+

source

+
+
+

MigrateProc

+
+
 MigrateProc (nb)
+
+

Migrate fastpages front matter in notebooks to a raw cell.

+

Before you migrate the fastpages notebook, the front matter is specified in Markdown like this:

+
+
_tst_nb = '../../tests/2020-09-01-fastcore.ipynb'
+print(read_nb(_tst_nb).cells[0].source)
+
+
# "fastcore: An Underrated Python Library"
+
+> A unique python library that extends the python programming language and provides utilities that enhance productivity.
+- author: "<a href='https://twitter.com/HamelHusain'>Hamel Husain</a>"
+- toc: false
+- image: images/copied_from_nb/fastcore_imgs/td.png
+- comments: true
+- search_exclude: true
+- hide: true
+- categories: [fastcore, fastai]
+- permalink: /fastcore/
+- badges: true
+
+
+

After migrating the notebook, the front matter is moved to a raw cell, and some of the fields are converted to be compliant with Quarto. Furthermore, aliases may be added in order to prevent broken links:

+
+
nbp = NBProcessor('../../tests/2020-09-01-fastcore.ipynb', procs=[FrontmatterProc, MigrateProc])
+nbp.process()
+_fm1 = _get_raw_fm(nbp.nb)
+print(_fm1)
+
+
---
+aliases:
+- /fastcore/
+author: <a href='https://twitter.com/HamelHusain'>Hamel Husain</a>
+badges: true
+categories:
+- fastcore
+- fastai
+date: '2020-09-01'
+description: A unique python library that extends the python programming language
+  and provides utilities that enhance productivity.
+draft: 'true'
+image: fastcore_imgs/td.png
+output-file: 2020-09-01-fastcore.html
+permalink: /fastcore/
+search: 'false'
+title: 'fastcore: An Underrated Python Library'
+toc: false
+
+---
+
+
+
+
+
+
+

Migrate Fastpages Markdown Front Matter

+
+

source

+
+
+

fp_md_fm

+
+
 fp_md_fm (path)
+
+

Make fastpages front matter in markdown files quarto compliant.

+

Here is what the front matter of a fastpages markdown post looks like before migration:

+
+
print(run('head -n13 ../../tests/2020-01-14-test-markdown-post.md'))
+
+
---
+
+toc: true
+layout: post
+description: A minimal example of using markdown with fastpages.
+categories: [markdown]
+title: An Example Markdown Post
+
+
+---
+
+# Example Markdown Post
+
+
+

And this is what it looks like after migration:

+
+
_res = fp_md_fm('../../tests/2020-01-14-test-markdown-post.md')
+print(_res[:300])
+
+
---
+aliases:
+- /markdown/2020/01/14/test-markdown-post
+categories:
+- markdown
+date: '2020-01-14'
+description: A minimal example of using markdown with fastpages.
+layout: post
+title: An Example Markdown Post
+toc: true
+
+---
+
+# Example Markdown Post
+
+## Basic setup
+
+Jekyll requires blog post files to b
+
+
+
+
#hide
+_res = fp_md_fm('../../tests/2022-09-06-homeschooling.md')
+test_eq(_res,
+"""---
+aliases:
+- /2022/09/06/homeschooling
+author: Rachel Thomas
+categories:
+- advice
+- health
+date: '2022-09-06'
+description: You can permanently damage your back, neck, and wrists from working without
+  an ergonomic setup.  Learn how to create one for less at home.
+image: /images/ergonomic1-short.jpg
+summary: You can permanently damage your back, neck, and wrists from working without
+  an ergonomic setup.  Learn how to create one for less at home.
+tags: advice health
+title: 'Essential Work-From-Home Advice: Cheap and Easy Ergonomic Setups'
+
+---
+
+Lorem ipsum
+""")
+
+
+
+

Convert nbdev v1 projects to nbdev v2

+
+

Directives

+

nbdev v2 directives start with a #| whereas v1 directives were comments without a pipe |.

+
+
_test_dir = """
+#default_exp
+ #export
+# collapse-show
+#collapse-hide
+#collapse
+# collapse_output
+not_dir='#export'
+# hide_input
+foo
+# hide
+"""
+test_eq(_repl_directives(_test_dir),
+"""
+#| default_exp
+#| export
+#| code-fold: show
+#| code-fold: true
+#| code-fold: true
+# collapse_output
+not_dir='#export'
+#| echo: false
+foo
+#| include: false
+""")
+
+
+

source

+
+
+

_repl_v1dir

+
+
 _repl_v1dir (cell)
+
+

Replace nbdev v1 with v2 directives.

+

for example, if any of the lines below are valid nbdev v1 directives, they replaced with a #|, but only before the first line of code:

+
+
+
+

Callouts

+

In fastpages, there was a markdown shortuct for callouts for Note, Tip, Important and Warning with block quotes (these only worked in notebooks). Since Quarto has its own callout blocks with markdown syntax, we do not implement these shortcuts in nbdev. Instead, we offer a manual conversion utility for these callouts so that you can migrate from fastpages to Quarto.

+
+

source

+
+

_convert_callout

+
+
 _convert_callout (s)
+
+

Convert nbdev v1 to v2 callouts.

+

For example, the below markdown:

+
+
_callouts="""
+## Boxes / Callouts
+
+> Warning: There will be no second warning!
+
+Other text
+
+> Important: Pay attention! It's important.
+
+> Tip: This is my tip.
+
+> Note: Take note of `this.`
+"""
+
+

Gets converted to:

+
+
+

+## Boxes / Callouts
+
+:::{.callout-warning}
+
+There will be no second warning!
+
+:::
+
+Other text
+
+:::{.callout-important}
+
+Pay attention! It's important.
+
+:::
+
+
+
+
+
+

Video Embeds

+

In fastpages, you could embed videos with a simple markdown shortcut involving a block quote with the prefix youtube:, that looked like this

+

> youtube: https://youtu.be/XfoYk_Z5AkI

+

However, in Quarto you can use the video extension to embed videos.

+
+

source

+
+

_convert_video

+
+
 _convert_video (s)
+
+

Replace nbdev v1 with v2 video embeds.

+
+
_videos="""
+## Videos
+
+> youtube: https://youtu.be/XfoYk_Z5AkI
+"""
+
+
+
print(_convert_video(_videos))
+
+

+## Videos
+
+
+
+
+
+
+

source

+
+
+

migrate_nb

+
+
 migrate_nb (path, overwrite=True)
+
+

Migrate Notebooks from nbdev v1 and fastpages.

+
+

source

+
+
+

migrate_md

+
+
 migrate_md (path, overwrite=True)
+
+

Migrate Markdown Files from fastpages.

+
+

source

+
+
+

nbdev_migrate

+
+
 nbdev_migrate (path:str=None, no_skip:bool=False)
+
+

Convert all markdown and notebook files in path from v1 to v2

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNoneA path or glob containing notebooks and markdown files to migrate
no_skipboolFalseDo not skip directories beginning with an underscore
+ + +
+
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/migrate.html.md b/api/migrate.html.md new file mode 100644 index 000000000..d99e0f7ec --- /dev/null +++ b/api/migrate.html.md @@ -0,0 +1,374 @@ +# migrate + + + + +### Migrate notebooks + +------------------------------------------------------------------------ + +source + +### MigrateProc + +> MigrateProc (nb) + +*Migrate fastpages front matter in notebooks to a raw cell.* + +Before you migrate the fastpages notebook, the front matter is specified +in Markdown like this: + +``` python +_tst_nb = '../../tests/2020-09-01-fastcore.ipynb' +print(read_nb(_tst_nb).cells[0].source) +``` + + # "fastcore: An Underrated Python Library" + + > A unique python library that extends the python programming language and provides utilities that enhance productivity. + - author: "Hamel Husain" + - toc: false + - image: images/copied_from_nb/fastcore_imgs/td.png + - comments: true + - search_exclude: true + - hide: true + - categories: [fastcore, fastai] + - permalink: /fastcore/ + - badges: true + +After migrating the notebook, the front matter is moved to a raw cell, +and some of the fields are converted to be compliant with Quarto. +Furthermore, aliases may be added in order to prevent broken links: + +``` python +nbp = NBProcessor('../../tests/2020-09-01-fastcore.ipynb', procs=[FrontmatterProc, MigrateProc]) +nbp.process() +_fm1 = _get_raw_fm(nbp.nb) +print(_fm1) +``` + + --- + aliases: + - /fastcore/ + author: Hamel Husain + badges: true + categories: + - fastcore + - fastai + date: '2020-09-01' + description: A unique python library that extends the python programming language + and provides utilities that enhance productivity. + draft: 'true' + image: fastcore_imgs/td.png + output-file: 2020-09-01-fastcore.html + permalink: /fastcore/ + search: 'false' + title: 'fastcore: An Underrated Python Library' + toc: false + + --- + +### Migrate Fastpages Markdown Front Matter + +------------------------------------------------------------------------ + +source + +### fp_md_fm + +> fp_md_fm (path) + +*Make fastpages front matter in markdown files quarto compliant.* + +Here is what the front matter of a fastpages markdown post looks like +before migration: + +``` python +print(run('head -n13 ../../tests/2020-01-14-test-markdown-post.md')) +``` + + --- + + toc: true + layout: post + description: A minimal example of using markdown with fastpages. + categories: [markdown] + title: An Example Markdown Post + + + --- + + # Example Markdown Post + +And this is what it looks like after migration: + +``` python +_res = fp_md_fm('../../tests/2020-01-14-test-markdown-post.md') +print(_res[:300]) +``` + + --- + aliases: + - /markdown/2020/01/14/test-markdown-post + categories: + - markdown + date: '2020-01-14' + description: A minimal example of using markdown with fastpages. + layout: post + title: An Example Markdown Post + toc: true + + --- + + # Example Markdown Post + + ## Basic setup + + Jekyll requires blog post files to b + +``` python +#hide +_res = fp_md_fm('../../tests/2022-09-06-homeschooling.md') +test_eq(_res, +"""--- +aliases: +- /2022/09/06/homeschooling +author: Rachel Thomas +categories: +- advice +- health +date: '2022-09-06' +description: You can permanently damage your back, neck, and wrists from working without + an ergonomic setup. Learn how to create one for less at home. +image: /images/ergonomic1-short.jpg +summary: You can permanently damage your back, neck, and wrists from working without + an ergonomic setup. Learn how to create one for less at home. +tags: advice health +title: 'Essential Work-From-Home Advice: Cheap and Easy Ergonomic Setups' + +--- + +Lorem ipsum +""") +``` + +## Convert nbdev v1 projects to nbdev v2 + +### Directives + +nbdev v2 directives start with a `#|` whereas v1 directives were +comments without a pipe `|`. + +``` python +_test_dir = """ +#default_exp + #export +# collapse-show +#collapse-hide +#collapse +# collapse_output +not_dir='#export' +# hide_input +foo +# hide +""" +test_eq(_repl_directives(_test_dir), +""" +#| default_exp +#| export +#| code-fold: show +#| code-fold: true +#| code-fold: true +# collapse_output +not_dir='#export' +#| echo: false +foo +#| include: false +""") +``` + +------------------------------------------------------------------------ + +source + +### \_repl_v1dir + +> _repl_v1dir (cell) + +*Replace nbdev v1 with v2 directives.* + +for example, if any of the lines below are valid nbdev v1 directives, +they replaced with a `#|`, but only before the first line of code: + +## Callouts + +In fastpages, there was a markdown shortuct for callouts for `Note`, +`Tip`, `Important` and `Warning` with block quotes (these only worked in +notebooks). Since Quarto has its own [callout +blocks](https://quarto.org/docs/authoring/callouts.html#callout-types) +with markdown syntax, we do not implement these shortcuts in nbdev. +Instead, we offer a manual conversion utility for these callouts so that +you can migrate from fastpages to Quarto. + +------------------------------------------------------------------------ + +source + +### \_convert_callout + +> _convert_callout (s) + +*Convert nbdev v1 to v2 callouts.* + +For example, the below markdown: + +``` python +_callouts=""" +## Boxes / Callouts + +> Warning: There will be no second warning! + +Other text + +> Important: Pay attention! It's important. + +> Tip: This is my tip. + +> Note: Take note of `this.` +""" +``` + +Gets converted to: + + + ## Boxes / Callouts + + :::{.callout-warning} + + There will be no second warning! + + ::: + + Other text + + :::{.callout-important} + + Pay attention! It's important. + + ::: + +## Video Embeds + +In fastpages, you could embed videos with a simple markdown shortcut +involving a block quote with the prefix `youtube:`, that looked like +this + +`> youtube: https://youtu.be/XfoYk_Z5AkI` + +However, in Quarto you can use the [video +extension](https://github.com/quarto-ext/video) to embed videos. + +------------------------------------------------------------------------ + +source + +### \_convert_video + +> _convert_video (s) + +*Replace nbdev v1 with v2 video embeds.* + +``` python +_videos=""" +## Videos + +> youtube: https://youtu.be/XfoYk_Z5AkI +""" +``` + +``` python +print(_convert_video(_videos)) +``` + + + ## Videos + + https://youtu.be/XfoYk_Z5AkI + +------------------------------------------------------------------------ + +source + +### migrate_nb + +> migrate_nb (path, overwrite=True) + +*Migrate Notebooks from nbdev v1 and fastpages.* + +------------------------------------------------------------------------ + +source + +### migrate_md + +> migrate_md (path, overwrite=True) + +*Migrate Markdown Files from fastpages.* + +------------------------------------------------------------------------ + +source + +### nbdev_migrate + +> nbdev_migrate (path:str=None, no_skip:bool=False) + +*Convert all markdown and notebook files in `path` from v1 to v2* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNoneA path or glob containing notebooks and markdown files to +migrate
no_skipboolFalseDo not skip directories beginning with an underscore
diff --git a/api/process.html b/api/process.html new file mode 100644 index 000000000..e8a106ef5 --- /dev/null +++ b/api/process.html @@ -0,0 +1,1093 @@ + + + + + + + + + + +process – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

process

+
+ +
+
+ A notebook processor +
+
+ + +
+ + + + +
+ + + +
+ + + +

Special comments at the start of a cell can be used to provide information to nbdev about how to process a cell, so we need to be able to find the location of these comments.

+
+
minimal = read_nb('../../tests/minimal.ipynb')
+
+
+

source

+
+

nb_lang

+
+
 nb_lang (nb)
+
+
+

source

+
+
+

first_code_ln

+
+
 first_code_ln (code_list, re_pattern=None, lang='python')
+
+

get first line number where code occurs, where code_list is a list of code

+
+
_tst = """ 
+#|default_exp
+ #|export
+#|hide_input
+foo
+"""
+test_eq(first_code_ln(_tst.splitlines(True)), 4)
+
+
+

source

+
+
+

extract_directives

+
+
 extract_directives (cell, remove=True, lang='python')
+
+

Take leading comment directives from lines of code in ss, remove #|, and split

+

Comment directives start with #|, followed by whitespace delimited tokens, which extract_directives extracts from the start of a cell, up until a blank line or a line containing something other than comments. The extracted lines are removed from the source.

+
+
exp  = AttrDict(source = """#|export module
+#|eval:false
+#| hide
+# | foo bar
+# |woo: baz
+1+2
+#bar""")
+
+# this one has #|hide: with a colon at the end, wich is quarto compliant
+exp2  = AttrDict(source = """#|export module
+#|eval:false
+#| hide:
+# | foo bar
+# |woo: baz
+1+2
+#bar""")
+
+_answer = {'export':['module'], 'hide':[], 'eval:': ['false'], 'foo': ['bar'], 'woo:': ['baz']}
+
+test_eq(extract_directives(exp), _answer)
+test_eq(extract_directives(exp2), _answer)
+test_eq(exp.source, '#|eval: false\n# |woo: baz\n1+2\n#bar')
+
+
+

source

+
+
+

opt_set

+
+
 opt_set (var, newval)
+
+

newval if newval else var

+
+

source

+
+
+

instantiate

+
+
 instantiate (x, **kwargs)
+
+

Instantiate x if it’s a type

+
+

source

+
+
+

NBProcessor

+
+
 NBProcessor (path=None, procs=None, nb=None, debug=False,
+              rm_directives=True, process=False)
+
+

Process cells and nbdev comments in a notebook

+

Cell processors can be callables (e.g regular functions), in which case they are called for every cell (set a cell’s source to None to remove the cell):

+
+
everything_fn = '../../tests/01_everything.ipynb'
+
+def print_execs(cell):
+    if 'exec' in cell.source: print(cell.source)
+
+NBProcessor(everything_fn, print_execs).process()
+
+
---
+title: Foo
+execute:
+  echo: false
+---
+exec("o_y=1")
+exec("p_y=1")
+_all_ = [o_y, 'p_y']
+
+
+

Comment directives are put in a cell attribute directive_ as a dictionary keyed by directive name:

+
+
def printme_func(cell):
+    if cell.directives_ and 'printme' in cell.directives_: print(cell.directives_['printme'])
+
+NBProcessor(everything_fn, printme_func).process()
+
+
['testing']
+
+
+

However, a more convenient way to handle comment directives is to use a class as a processor, and include a method in your class with the same name as your directive, surrounded by underscores:

+
+
class _PrintExample:
+    def _printme_(self, cell, to_print): print(to_print)
+
+NBProcessor(everything_fn, _PrintExample()).process()
+
+
testing
+
+
+

In the case that your processor supports just one comment directive, you can just use a regular function, with the same name as your directive, but with an underscore appended – here printme_ is identical to _PrintExample above:

+
+
def printme_(cell, to_print): print(to_print)
+
+NBProcessor(everything_fn, printme_).process()
+
+
testing
+
+
+
+
NBProcessor(everything_fn, _PrintExample()).process()
+
+
testing
+
+
+
+

source

+
+
+

Processor

+
+
 Processor (nb)
+
+

Base class for processors

+

For more complex behavior, inherit from Processor, and override one of more of begin() (called before any cells are processed), cell() (called for each cell), and end() (called after all cells are processed). You can also include comment directives (such as the _printme example above) in these subclasses. Subclasses will automatically have access to self.nb, containing the processed notebook.

+
+
class CountCellProcessor(Processor):
+    def begin(self):
+        print(f"First cell:\n{self.nb.cells[0].source}")
+        self.count=0
+    def cell(self, cell):
+        if cell.cell_type=='code': self.count += 1
+    def end(self): print(f"* There were {self.count} code cells")
+
+
+
NBProcessor(everything_fn, CountCellProcessor).process()
+
+
First cell:
+---
+title: Foo
+execute:
+  echo: false
+---
+* There were 26 code cells
+
+
+ + +
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/process.html.md b/api/process.html.md new file mode 100644 index 000000000..247138d6d --- /dev/null +++ b/api/process.html.md @@ -0,0 +1,236 @@ +# process + + + + +Special comments at the start of a cell can be used to provide +information to `nbdev` about how to process a cell, so we need to be +able to find the location of these comments. + +``` python +minimal = read_nb('../../tests/minimal.ipynb') +``` + +------------------------------------------------------------------------ + +source + +### nb_lang + +> nb_lang (nb) + +------------------------------------------------------------------------ + +source + +### first_code_ln + +> first_code_ln (code_list, re_pattern=None, lang='python') + +*get first line number where code occurs, where `code_list` is a list of +code* + +``` python +_tst = """ +#|default_exp + #|export +#|hide_input +foo +""" +test_eq(first_code_ln(_tst.splitlines(True)), 4) +``` + +------------------------------------------------------------------------ + +source + +### extract_directives + +> extract_directives (cell, remove=True, lang='python') + +*Take leading comment directives from lines of code in `ss`, remove +`#|`, and split* + +Comment directives start with `#|`, followed by whitespace delimited +tokens, which +[`extract_directives`](https://nbdev.fast.ai/api/process.html#extract_directives) +extracts from the start of a cell, up until a blank line or a line +containing something other than comments. The extracted lines are +removed from the source. + +``` python +exp = AttrDict(source = """#|export module +#|eval:false +#| hide +# | foo bar +# |woo: baz +1+2 +#bar""") + +# this one has #|hide: with a colon at the end, wich is quarto compliant +exp2 = AttrDict(source = """#|export module +#|eval:false +#| hide: +# | foo bar +# |woo: baz +1+2 +#bar""") + +_answer = {'export':['module'], 'hide':[], 'eval:': ['false'], 'foo': ['bar'], 'woo:': ['baz']} + +test_eq(extract_directives(exp), _answer) +test_eq(extract_directives(exp2), _answer) +test_eq(exp.source, '#|eval: false\n# |woo: baz\n1+2\n#bar') +``` + +------------------------------------------------------------------------ + +source + +### opt_set + +> opt_set (var, newval) + +*newval if newval else var* + +------------------------------------------------------------------------ + +source + +### instantiate + +> instantiate (x, **kwargs) + +*Instantiate `x` if it’s a type* + +------------------------------------------------------------------------ + +source + +### NBProcessor + +> NBProcessor (path=None, procs=None, nb=None, debug=False, +> rm_directives=True, process=False) + +*Process cells and nbdev comments in a notebook* + +Cell processors can be callables (e.g regular functions), in which case +they are called for every cell (set a cell’s source to `None` to remove +the cell): + +``` python +everything_fn = '../../tests/01_everything.ipynb' + +def print_execs(cell): + if 'exec' in cell.source: print(cell.source) + +NBProcessor(everything_fn, print_execs).process() +``` + + --- + title: Foo + execute: + echo: false + --- + exec("o_y=1") + exec("p_y=1") + _all_ = [o_y, 'p_y'] + +Comment directives are put in a cell attribute `directive_` as a +dictionary keyed by directive name: + +``` python +def printme_func(cell): + if cell.directives_ and 'printme' in cell.directives_: print(cell.directives_['printme']) + +NBProcessor(everything_fn, printme_func).process() +``` + + ['testing'] + +However, a more convenient way to handle comment directives is to use a +*class* as a processor, and include a method in your class with the same +name as your directive, surrounded by underscores: + +``` python +class _PrintExample: + def _printme_(self, cell, to_print): print(to_print) + +NBProcessor(everything_fn, _PrintExample()).process() +``` + + testing + +In the case that your processor supports just one comment directive, you +can just use a regular function, with the same name as your directive, +but with an underscore appended – here `printme_` is identical to +`_PrintExample` above: + +``` python +def printme_(cell, to_print): print(to_print) + +NBProcessor(everything_fn, printme_).process() +``` + + testing + +``` python +NBProcessor(everything_fn, _PrintExample()).process() +``` + + testing + +------------------------------------------------------------------------ + +source + +### Processor + +> Processor (nb) + +*Base class for processors* + +For more complex behavior, inherit from +[`Processor`](https://nbdev.fast.ai/api/process.html#processor), and +override one of more of `begin()` (called before any cells are +processed), `cell()` (called for each cell), and `end()` (called after +all cells are processed). You can also include comment directives (such +as the `_printme` example above) in these subclasses. Subclasses will +automatically have access to `self.nb`, containing the processed +notebook. + +``` python +class CountCellProcessor(Processor): + def begin(self): + print(f"First cell:\n{self.nb.cells[0].source}") + self.count=0 + def cell(self, cell): + if cell.cell_type=='code': self.count += 1 + def end(self): print(f"* There were {self.count} code cells") +``` + +``` python +NBProcessor(everything_fn, CountCellProcessor).process() +``` + + First cell: + --- + title: Foo + execute: + echo: false + --- + * There were 26 code cells diff --git a/api/processors.html b/api/processors.html new file mode 100644 index 000000000..1fb9d5db7 --- /dev/null +++ b/api/processors.html @@ -0,0 +1,1198 @@ + + + + + + + + + + +processors – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

processors

+
+ +
+
+ Some processors for NBProcessor +
+
+ + +
+ + + + +
+ + + +
+ + + +

On this page we’ll be using this private helper to process a notebook and return the results, to simplify testing:

+
+
def _run_procs(procs=None, return_nb=False, path=_test_file):
+    nbp = NBProcessor(path, procs)
+    nbp.process()
+    if return_nb: return nbp.nb
+    return '\n'.join([str(cell) for cell in nbp.nb.cells])
+
+
+

source

+
+

populate_language

+
+
 populate_language (nb)
+
+

Set cell language based on NB metadata and magics

+
+

source

+
+
+

insert_warning

+
+
 insert_warning (nb)
+
+

Insert Autogenerated Warning Into Notebook after the first cell.

+

This preprocessor inserts a warning in the markdown destination that the file is autogenerated. This warning is inserted in the second cell so we do not interfere with front matter.

+
+
res = _run_procs(insert_warning)
+assert "<!-- WARNING: THIS FILE WAS AUTOGENERATED!" in res
+
+
+
L('foo', None, 'a').filter(lambda x:x == 1)
+_tstre = re.compile('a')
+
+
+

source

+
+
+

add_show_docs

+
+
 add_show_docs (nb)
+
+

Add show_doc cells after exported cells, unless they are already documented

+
+

source

+
+
+

cell_lang

+
+
 cell_lang (cell)
+
+
+
res = _run_procs([populate_language, add_show_docs])
+assert "show_doc(some_func)'" in res
+assert "show_doc(and_another)'" in res
+assert "show_doc(another_func)'" not in res
+
+
+

source

+
+
+

fdiv

+
+
 fdiv (attrs='')
+
+

Create a fenced div markdown cell in quarto

+
+
a = fdiv('.py-2')
+test_eq(a.cell_type, 'markdown')
+test_eq(a.source, '::: {.py-2}')
+
+
+

source

+
+
+

boxify

+
+
 boxify (cells)
+
+

Add a box around cells

+
+

source

+
+
+

mv_exports

+
+
 mv_exports (nb)
+
+

Move exports cells to after the show_doc

+
+

source

+
+ +
+

add_fold

+
+
 add_fold (cell)
+
+

Add code-fold to exports cells

+
+
res = _run_procs(add_fold)
+assert "#| code-fold: show" in res
+
+

Gets rid of colors that are streamed from standard out, which can interfere with static site generators:

+
+

source

+
+
+

strip_ansi

+
+
 strip_ansi (cell)
+
+

Strip Ansi Characters.

+
+
res = _run_procs(strip_ansi)
+assert not _re_ansi_escape.findall(res)
+
+
+

source

+
+
+

strip_hidden_metadata

+
+
 strip_hidden_metadata (cell)
+
+

Strips “hidden” metadata property from code cells so it doesn’t interfere with docs rendering

+
+

source

+
+
+

hide_

+
+
 hide_ (cell)
+
+

Hide cell from output

+
+
res = _run_procs(hide_)
+assert 'you will not be able to see this cell at all either' not in res
+
+
+

source

+
+
+

hide_line

+
+
 hide_line (cell)
+
+

Hide lines of code in code cells with the directive hide_line at the end of a line of code

+
+
res = _run_procs(hide_line)
+assert r"def show():\n    a = 2\n    b = 3" not in res
+assert r"def show():\n    a = 2"                in res
+
+
+

source

+
+
+

filter_stream_

+
+
 filter_stream_ (cell, *words)
+
+

Remove output lines containing any of words in cell stream output

+
+
res = _run_procs(filter_stream_)
+exp=r"'A line\n', 'Another line.\n'"
+assert exp in res
+
+
+

source

+
+
+

ai_magics

+
+
 ai_magics (cell)
+
+

A preprocessor to convert AI magics to markdown

+
+
res = _run_procs(ai_magics)
+assert "'source': 'This is a test.'" in res
+
+
+

source

+
+
+

clean_magics

+
+
 clean_magics (cell)
+
+

A preprocessor to remove cell magic commands

+
+
res = _run_procs(clean_magics)
+assert "%%" not in res
+
+
+

source

+
+
+

rm_header_dash

+
+
 rm_header_dash (cell)
+
+

Remove headings that end with a dash -

+
+
res = _run_procs(rm_header_dash)
+assert 'some words' in res
+assert 'A heading to Hide' not in res
+assert 'Yet another heading to hide' not in res
+
+
+

source

+
+
+

rm_export

+
+
 rm_export (cell)
+
+

Remove cells that are exported or hidden

+
+
res = _run_procs(rm_export)
+assert 'dontshow' not in res
+
+
+

source

+
+
+

clean_show_doc

+
+
 clean_show_doc (cell)
+
+

Remove ShowDoc input cells

+
+

source

+
+
+

exec_show_docs

+
+
 exec_show_docs (nb)
+
+

Execute cells needed for show_docs output, including exported cells and imports

+
+
res = _run_procs([add_show_docs, exec_show_docs])
+assert res
+
+
+

source

+
+
+

FilterDefaults

+
+
 FilterDefaults ()
+
+

Override FilterDefaults to change which notebook processors are used

+ + +
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/processors.html.md b/api/processors.html.md new file mode 100644 index 000000000..f0bfa8120 --- /dev/null +++ b/api/processors.html.md @@ -0,0 +1,365 @@ +# processors + + + + +On this page we’ll be using this private helper to process a notebook +and return the results, to simplify testing: + +``` python +def _run_procs(procs=None, return_nb=False, path=_test_file): + nbp = NBProcessor(path, procs) + nbp.process() + if return_nb: return nbp.nb + return '\n'.join([str(cell) for cell in nbp.nb.cells]) +``` + +------------------------------------------------------------------------ + +source + +### populate_language + +> populate_language (nb) + +*Set cell language based on NB metadata and magics* + +------------------------------------------------------------------------ + +source + +### insert_warning + +> insert_warning (nb) + +*Insert Autogenerated Warning Into Notebook after the first cell.* + +This preprocessor inserts a warning in the markdown destination that the +file is autogenerated. This warning is inserted in the second cell so we +do not interfere with front matter. + +``` python +res = _run_procs(insert_warning) +assert " +
+
+ + + + + +
+ + +
+ + + +
+ +
+
+

qmd

+
+ +
+
+ Basic qmd generation helpers (experimental) +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

source

+
+

meta

+
+
 meta (md, classes=None, style=None, **kwargs)
+
+

A metadata section for qmd div in {}

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
mdMarkdown to add meta to
classesNoneTypeNoneList of CSS classes to add
styleNoneTypeNoneDict of CSS styles to add
kwargs
+
+

source

+
+
+

div

+
+
 div (txt, classes=None, style=None, **kwargs)
+
+

A qmd div with optional metadata section

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
txtMarkdown to add meta to
classesNoneTypeNoneList of CSS classes to add
styleNoneTypeNoneDict of CSS styles to add
kwargs
+
+

source

+
+
+

img

+
+
 img (fname, classes=None, style=None, height=None, relative=None,
+      link=False, **kwargs)
+
+

A qmd image

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
fnameImage to link to
classesNoneTypeNoneList of CSS classes to add
styleNoneTypeNoneDict of CSS styles to add
heightNoneTypeNoneHeight attribute
relativeNoneTypeNoneTuple of (position,px)
linkboolFalseHyperlink to this image
kwargs
+
+

source

+
+
+

btn

+
+
 btn (txt, link, classes=None, style=None, **kwargs)
+
+

A qmd button

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
txtButton text
linkButton link URL
classesNoneTypeNoneList of CSS classes to add
styleNoneTypeNoneDict of CSS styles to add
kwargs
+
+

source

+
+
+

tbl_row

+
+
 tbl_row (cols:list)
+
+

Create a markdown table row from cols

+ + + + + + + + + + + + + + + +
TypeDetails
colslistAuto-stringified columns to show in the row
+
+

source

+
+
+

tbl_sep

+
+
 tbl_sep (sizes:int|list=3)
+
+

Create a markdown table separator with relative column size sizes

+ ++++++ + + + + + + + + + + + + + + + + +
TypeDefaultDetails
sizesint | list3List of column sizes, or single int if all sizes the same
+ + +
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/qmd.html.md b/api/qmd.html.md new file mode 100644 index 000000000..66fa6ca6a --- /dev/null +++ b/api/qmd.html.md @@ -0,0 +1,286 @@ +# qmd + + + + +------------------------------------------------------------------------ + +source + +### meta + +> meta (md, classes=None, style=None, **kwargs) + +*A metadata section for qmd div in `{}`* + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
mdMarkdown to add meta to
classesNoneTypeNoneList of CSS classes to add
styleNoneTypeNoneDict of CSS styles to add
kwargs
+ +------------------------------------------------------------------------ + +source + +### div + +> div (txt, classes=None, style=None, **kwargs) + +*A qmd div with optional metadata section* + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
txtMarkdown to add meta to
classesNoneTypeNoneList of CSS classes to add
styleNoneTypeNoneDict of CSS styles to add
kwargs
+ +------------------------------------------------------------------------ + +source + +### img + +> img (fname, classes=None, style=None, height=None, relative=None, +> link=False, **kwargs) + +*A qmd image* + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
fnameImage to link to
classesNoneTypeNoneList of CSS classes to add
styleNoneTypeNoneDict of CSS styles to add
heightNoneTypeNoneHeight attribute
relativeNoneTypeNoneTuple of (position,px)
linkboolFalseHyperlink to this image
kwargs
+ +------------------------------------------------------------------------ + +source + +### btn + +> btn (txt, link, classes=None, style=None, **kwargs) + +*A qmd button* + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
txtButton text
linkButton link URL
classesNoneTypeNoneList of CSS classes to add
styleNoneTypeNoneDict of CSS styles to add
kwargs
+ +------------------------------------------------------------------------ + +source + +### tbl_row + +> tbl_row (cols:list) + +*Create a markdown table row from `cols`* + + + + + + + + + + + + + + + + +
TypeDetails
colslistAuto-stringified columns to show in the row
+ +------------------------------------------------------------------------ + +source + +### tbl_sep + +> tbl_sep (sizes:int|list=3) + +*Create a markdown table separator with relative column size `sizes`* + + ++++++ + + + + + + + + + + + + + + + + +
TypeDefaultDetails
sizesint | list3List of column sizes, or single int if all sizes the +same
diff --git a/api/quarto.html b/api/quarto.html new file mode 100644 index 000000000..f92f630d9 --- /dev/null +++ b/api/quarto.html @@ -0,0 +1,1403 @@ + + + + + + + + + + +quarto – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

quarto

+
+ +
+
+ Install and interact with Quarto from nbdev +
+
+ + +
+ + + + +
+ + + +
+ + + +

Helpful background on how Quarto fits in here: https://nbdev.fast.ai/explanations/docs.html

+
+

Install

+
+

source

+
+

install_quarto

+
+
 install_quarto ()
+
+

Install latest Quarto on macOS or Linux, prints instructions for Windows

+
+

source

+
+
+

install

+
+
 install ()
+
+

Install Quarto and the current library

+
+
+ +
+

Render docs

+
+

source

+
+

refresh_quarto_yml

+
+
 refresh_quarto_yml ()
+
+

Generate _quarto.yml from settings.ini.

+
+

source

+
+
+

nbdev_proc_nbs

+
+
 nbdev_proc_nbs (path:str='', n_workers:int=4, force:bool=False,
+                 file_glob:str='', file_re:str='', symlinks:bool=False,
+                 folder_re:str=None, skip_file_glob:str=None,
+                 skip_file_re:str='^[_.]', skip_folder_re:str='^[_.]')
+
+

Process notebooks in path for docs rendering

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrPath to notebooks
n_workersint4Number of workers
forceboolFalseIgnore cache and build all
file_globstrOnly include files matching glob
file_restrOnly include files matching glob
symlinksboolFalseFollow symlinks?
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
+
+

source

+
+
+

nbdev_readme

+
+
 nbdev_readme (path:str=None, chk_time:bool=False)
+
+

Create README.md from readme_nb (index.ipynb by default)

+ + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNonePath to notebooks
chk_timeboolFalseOnly build if out of date
+

nbdev_readme calls “quarto render,” which is explained in the Quarto guide here.

+
+

source

+
+
+

nbdev_docs

+
+
 nbdev_docs (path:str=None, n_workers:int=4, file_glob:str=None,
+             file_re:str='\\.(?:ipynb|qmd|html)$', symlinks:bool=False,
+             folder_re:str=None, skip_file_glob:str=None,
+             skip_file_re:str='^[_.]', skip_folder_re:str='^[_.]')
+
+

Create Quarto docs and README.md

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNonePath to notebooks
n_workersint4Number of workers
file_globstrNoneOnly include files matching glob
file_restr.(?:ipynb|qmd|html)$Only include files matching regex
symlinksboolFalseFollow symlinks?
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
+
+

source

+
+
+

prepare

+
+
 prepare ()
+
+

Export, test, and clean notebooks, and render README if needed

+
+
+
+

Preview

+
+

source

+
+

fs_watchdog

+
+
 fs_watchdog (func, path, recursive:bool=True)
+
+

File system watchdog dispatching to func

+
+

source

+
+
+

nbdev_preview

+
+
 nbdev_preview (path:str=None, port:int=None, host:str=None,
+                no_browser:bool=False, n_workers:int=4,
+                file_glob:str=None, file_re:str='\\.(?:ipynb|qmd|html)$',
+                symlinks:bool=False, folder_re:str=None,
+                skip_file_glob:str=None, skip_file_re:str='^[_.]',
+                skip_folder_re:str='^[_.]')
+
+

Preview docs locally

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNonePath to notebooks
portintNoneThe port on which to run preview
hoststrNoneThe host on which to run preview
no_browserboolFalseDo not open a browser
n_workersint4Number of workers
file_globstrNoneOnly include files matching glob
file_restr.(?:ipynb|qmd|html)$Only include files matching regex
symlinksboolFalseFollow symlinks?
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
+ + +
+
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/quarto.html.md b/api/quarto.html.md new file mode 100644 index 000000000..f3158cfd8 --- /dev/null +++ b/api/quarto.html.md @@ -0,0 +1,516 @@ +# quarto + + + + +Helpful background on how Quarto fits in here: + + +## Install + +------------------------------------------------------------------------ + +source + +### install_quarto + +> install_quarto () + +*Install latest Quarto on macOS or Linux, prints instructions for +Windows* + +------------------------------------------------------------------------ + +source + +### install + +> install () + +*Install Quarto and the current library* + +## Sidebar + +------------------------------------------------------------------------ + +source + +### IndentDumper + +> IndentDumper (stream, default_style=None, default_flow_style=False, +> canonical=None, indent=None, width=None, +> allow_unicode=None, line_break=None, encoding=None, +> explicit_start=None, explicit_end=None, version=None, +> tags=None, sort_keys=True) + +*Initialize self. See help(type(self)) for accurate signature.* + +------------------------------------------------------------------------ + +source + +### nbdev_sidebar + +> nbdev_sidebar (path:str=None, printit:bool=False, force:bool=False, +> skip_folder_re:str='(?:^[_.]|^www\\$)', +> file_glob:str=None, file_re:str='\\.(?:ipynb|qmd|html)$', +> symlinks:bool=False, folder_re:str=None, +> skip_file_glob:str=None, skip_file_re:str='^[_.]') + +*Create sidebar.yml* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNonePath to notebooks
printitboolFalsePrint YAML for debugging
forceboolFalseCreate sidebar even if settings.ini custom_sidebar=False
skip_folder_restr(?:^[_.]|^www$)Skip folders matching regex
file_globstrNoneOnly include files matching glob
file_restr.(?:ipynb|qmd|html)$Only include files matching regex
symlinksboolFalseFollow symlinks?
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
+ +``` python +# nbdev_sidebar(printit=True, force=True) +``` + +## Render docs + +------------------------------------------------------------------------ + +source + +### refresh_quarto_yml + +> refresh_quarto_yml () + +*Generate `_quarto.yml` from `settings.ini`.* + +------------------------------------------------------------------------ + +source + +### nbdev_proc_nbs + +> nbdev_proc_nbs (path:str='', n_workers:int=4, force:bool=False, +> file_glob:str='', file_re:str='', symlinks:bool=False, +> folder_re:str=None, skip_file_glob:str=None, +> skip_file_re:str='^[_.]', skip_folder_re:str='^[_.]') + +*Process notebooks in `path` for docs rendering* + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrPath to notebooks
n_workersint4Number of workers
forceboolFalseIgnore cache and build all
file_globstrOnly include files matching glob
file_restrOnly include files matching glob
symlinksboolFalseFollow symlinks?
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
+ +------------------------------------------------------------------------ + +source + +### nbdev_readme + +> nbdev_readme (path:str=None, chk_time:bool=False) + +*Create README.md from readme_nb (index.ipynb by default)* + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNonePath to notebooks
chk_timeboolFalseOnly build if out of date
+ +[`nbdev_readme`](https://nbdev.fast.ai/api/quarto.html#nbdev_readme) +calls “quarto render,” which is explained in the Quarto guide +[here](https://quarto.org/docs/projects/code-execution.html). + +------------------------------------------------------------------------ + +source + +### nbdev_docs + +> nbdev_docs (path:str=None, n_workers:int=4, file_glob:str=None, +> file_re:str='\\.(?:ipynb|qmd|html)$', symlinks:bool=False, +> folder_re:str=None, skip_file_glob:str=None, +> skip_file_re:str='^[_.]', skip_folder_re:str='^[_.]') + +*Create Quarto docs and README.md* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNonePath to notebooks
n_workersint4Number of workers
file_globstrNoneOnly include files matching glob
file_restr.(?:ipynb|qmd|html)$Only include files matching regex
symlinksboolFalseFollow symlinks?
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
+ +------------------------------------------------------------------------ + +source + +### prepare + +> prepare () + +*Export, test, and clean notebooks, and render README if needed* + +## Preview + +------------------------------------------------------------------------ + +source + +### fs_watchdog + +> fs_watchdog (func, path, recursive:bool=True) + +*File system watchdog dispatching to `func`* + +------------------------------------------------------------------------ + +source + +### nbdev_preview + +> nbdev_preview (path:str=None, port:int=None, host:str=None, +> no_browser:bool=False, n_workers:int=4, +> file_glob:str=None, file_re:str='\\.(?:ipynb|qmd|html)$', +> symlinks:bool=False, folder_re:str=None, +> skip_file_glob:str=None, skip_file_re:str='^[_.]', +> skip_folder_re:str='^[_.]') + +*Preview docs locally* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNonePath to notebooks
portintNoneThe port on which to run preview
hoststrNoneThe host on which to run preview
no_browserboolFalseDo not open a browser
n_workersint4Number of workers
file_globstrNoneOnly include files matching glob
file_restr.(?:ipynb|qmd|html)$Only include files matching regex
symlinksboolFalseFollow symlinks?
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
diff --git a/api/release.html b/api/release.html new file mode 100644 index 000000000..ce325d5f5 --- /dev/null +++ b/api/release.html @@ -0,0 +1,1543 @@ + + + + + + + + + + +release – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

release

+
+ +
+
+ Auto-generated tagged releases and release notes from GitHub issues +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

Overview

+

nbdev.release provides 3 commands that you can run from your shell to manage your changelog file and git releases:

+
    +
  • nbdev_changelog: creates a CHANGELOG.md file from closed and labeled GitHub issues
    • +
  • nbdev_release_git: tags and creates a release in GitHub for the current version
    • +
  • nbdev_release_gh: calls nbdev_changelog, lets you edit the result, then pushes to git and calls nbdev_release_git
    • +
+

It provides 3 futher commands for releasing packages on pypi or conda:

+
    +
  • nbdev_pypi: Create and upload a pypi installer
    • +
  • nbdev_conda: Create and upload a conda installer
    • +
  • nbdev_release_both: Create and upload both pypi and conda installers
    • +
+

Here’s a brief demonstration of how to use the changelog and git release tools in nbdev.release. This demo first creates an issue using the gh command line tool, and then closes it using git; you can also use GitHub’s web interface for both of these tasks. (Note that this functionality used to be in a project called fastrelease, so in the video the command line tools have different names, starting with fastrelease_ instead of nbdev_).

+

+
+

Setup

+

You’ll need to get a GitHub personal access token if you haven’t already. To do so, click here and enter “nbdev” in the “Note” section, and click the repo checkbox.

+

Then click “Generate Token” at the bottom of the screen, and copy the token (the long string of letters and numbers shown). You can easily do that by clicking the little clipboard icon next to the token.

+

Copying your token

+

It’s easiest to save the token as an environment variable GITHUB_TOKEN that can be automatically accessed. We recommend you do this is by adding the following to the end of your .bashrc or .zshrc file:

+
export GITHUB_TOKEN=xxx
+

…and then replace the xxx with the token you just copied. It will automatically be avaialble whenever you start a new shell (but don’t forget to source that file or open a new shell after you change it.).

+
+
+

Creating release notes

+

Now you’re ready to create your release notes. These are created in a file called CHANGELOG.md. Here’s an example of what it creates: nbdev CHANGELOG.

+

All issues with the label bug, enhancement, or breaking that have been closed in your repo since your last release will be added to the top of this file. If you haven’t made any releases before, then all issues with those labels will be included.

+

Therefore, before you create or update CHANGELOG.md, go to your GitHub issues page, remove is:open from the filter, and label any issues you want included with one of the labels above. When you’ve done that, you can create or update your release notes by running in your terminal:

+
nbdev_changelog
+

The titles and bodies of each issue will be added. Open CHANGELOG.md in your editor and make any edits that you want, and then commit the file to your repo (remember to git add it!)

+
+
+

Tagging a release

+

You should now tag a release. This will create a tag in GitHub with your current version number in settings.ini, and will then make it into a release, using your latest release notes as the description of the release:

+
nbdev_release_git
+

After you run this, be sure to increment your version number in settings.ini. You can either edit it manually, or if you use nbdev it can be done for you by running:

+
nbdev_bump_version
+
+
+

Doing both (creating release notes, and tagging a release)

+

To complete both of the steps above, run:

+
nbdev_release_gh
+

See the screencast above for a demonstration of this.

+
+
+
+

Python API

+
+

source

+
+

Release

+
+
 Release (owner=None, repo=None, token=None, **groups)
+
+

Create CHANGELOG.md from GitHub issues

+

To create a markdown changelog, first create a Release object, optionally passing a mapping from GitHub labels to markdown titles. Put your github token in a file named token at the root of your repo. Release attempts to fetch values for arguments from the following locations if not supplied:

+
    +
  • owner: fetched from the field user in settings.ini. This is the owner name of the repository on GitHub. For example for the repo fastai/fastcore the owner would be fastai.
    • +
  • repo: fetched from the field lib_name in settings.ini. This is the name of the repository on GitHub. For example for the repo fastai/fastcore the owner would be fastcore.
    • +
  • token: fetched from a file named token at the root of your repo. Creating a token is discussed in the setup section.
    • +
  • groups: (optional) fetched from the field label_groups in settings.ini, which is a JSON string. This is a mapping from label names to titles in your release notes. If not specified, this defaults to:
    • +
+
{"breaking": "Breaking Changes", "enhancement":"New Features", "bug":"Bugs Squashed"}
+
+

source

+
+
+

Release.changelog

+
+
 Release.changelog (debug=False)
+
+

Create the CHANGELOG.md file, or return the proposed text if debug is True

+ ++++++ + + + + + + + + + + + + + + + + +
TypeDefaultDetails
debugboolFalseJust print the latest changes, instead of updating file
+
+
rel = Release()
+# print(rel.changelog(debug=True))
+
+
+

source

+
+
+

Release.release

+
+
 Release.release ()
+
+

Tag and create a release in GitHub for the current version

+

This uses the version information from your settings.ini.

+
+

source

+
+
+

Release.latest_notes

+
+
 Release.latest_notes ()
+
+

Latest CHANGELOG entry

+

All relevant pull requests and issues are fetched from the GitHub API, and are categorized according to a user-supplied mapping from labels to markdown headings.

+
+
+
+

CLI functions

+
+

source

+
+

changelog

+
+
 changelog (debug:<function store_true>=False, repo:str=None)
+
+

Create a CHANGELOG.md file from closed and labeled GitHub issues

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
debugstore_trueFalsePrint info to be added to CHANGELOG, instead of updating file
repostrNonerepo to use instead of lib_name from settings.ini
+
+

source

+
+
+

release_git

+
+
 release_git (token:str=None)
+
+

Tag and create a release in GitHub for the current version

+ ++++++ + + + + + + + + + + + + + + + + +
TypeDefaultDetails
tokenstrNoneOptional GitHub token (otherwise token file is used)
+
+

source

+
+
+

release_gh

+
+
 release_gh (token:str=None)
+
+

Calls nbdev_changelog, lets you edit the result, then pushes to git and calls nbdev_release_git

+ ++++++ + + + + + + + + + + + + + + + + +
TypeDefaultDetails
tokenstrNoneOptional GitHub token (otherwise token file is used)
+
+
+
+

Publish Packages

+
+

source

+
+

pypi_json

+
+
 pypi_json (s)
+
+

Dictionary decoded JSON for PYPI path s

+
+

source

+
+
+

latest_pypi

+
+
 latest_pypi (name)
+
+

Latest version of name on pypi

+
+

source

+
+
+

pypi_details

+
+
 pypi_details (name)
+
+

Version, URL, and SHA256 for name from pypi

+
+

source

+
+
+

conda_output_path

+
+
 conda_output_path (name, build='build')
+
+

Output path for conda build

+
+

source

+
+
+

write_conda_meta

+
+
 write_conda_meta (path='conda')
+
+

Writes a meta.yaml file to the conda directory of the current directory

+

This function is used in the conda_package CLI command.

+

NB: you need to first of all upload your package to PyPi, before creating the conda package.

+
+

source

+
+
+

write_requirements

+
+
 write_requirements (path:str='')
+
+

Writes a requirements.txt file to directory based on settings.ini.

+

This function can be used in situations where you need to generate a requirements.txt file for a project.

+
+

source

+
+
+

anaconda_upload

+
+
 anaconda_upload (name, loc=None, user=None, token=None, env_token=None)
+
+

Upload name to anaconda

+
+
from fastcore.xtras import globtastic
+
+
+

source

+
+
+

release_conda

+
+
 release_conda (path:str='conda', do_build:<function bool_arg>=True,
+                build_args:str='', skip_upload:<function
+                store_true>=False, mambabuild:<function store_true>=False,
+                upload_user:str=None)
+
+

Create a meta.yaml file ready to be built into a package, and optionally build and upload it

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrcondaPath where package will be created
do_buildbool_argTrueRun conda build step
build_argsstrAdditional args (as str) to send to conda build
skip_uploadstore_trueFalseSkip anaconda upload step
mambabuildstore_trueFalseUse mambabuild (requires boa)
upload_userstrNoneOptional user to upload package to
+
+

source

+
+
+

chk_conda_rel

+
+
 chk_conda_rel (nm:str, apkg:str=None, channel:str='fastai',
+                force:<function store_true>=False)
+
+

Prints GitHub tag only if a newer release exists on Pypi compared to an Anaconda Repo.

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
nmstrPackage name on pypi
apkgstrNoneAnaconda Package (defaults to {nm})
channelstrfastaiAnaconda Channel
forcestore_trueFalseAlways return github tag
+

To build and upload a conda package, cd to the root of your repo, and then:

+
nbdev_conda_package
+

Or to do things more manually:

+
nbdev_conda_package --do_build false
+cd conda
+conda build --no-anaconda-upload --output-folder build {name}
+anaconda upload build/noarch/{name}-{ver}-*.tar.bz2
+

Add --debug to the conda build command to debug any problems that occur. Note that the build step takes a few minutes. Add -u {org_name} to the anaconda upload command if you wish to upload to an organization, or pass upload_user to nbdev_conda_package.

+

NB: you need to first of all upload your package to PyPi, before creating the conda package.

+
+

source

+
+
+

release_pypi

+
+
 release_pypi (repository:str='pypi')
+
+

Create and upload Python package to PyPI

+ ++++++ + + + + + + + + + + + + + + + + +
TypeDefaultDetails
repositorystrpypiRespository to upload to (defined in ~/.pypirc)
+

Use --repository flag to upload to TestPypi (e.g. nbdev_pypi --repository testpypi) and custom/private repositories.

+

The ~/.pypirc file can be updated to configure the additional repositories, see example below:

+
[distutils]
+index-servers =
+    pypi
+    testpypi
+    private-repository
+
+[pypi]
+username = __token__
+password = <PyPI token>
+
+[testpypi]
+username = __token__
+password = <TestPyPI token>
+
+[private-repository]
+repository = <private-repository URL>
+username = <private-repository username>
+password = <private-repository password>
+

Use nbdev_pypi --repository private-repository to upload to the private repository.

+
+

source

+
+
+

release_both

+
+
 release_both (path:str='conda', do_build:<function bool_arg>=True,
+               build_args:str='', skip_upload:<function store_true>=False,
+               mambabuild:<function store_true>=False,
+               upload_user:str=None, repository:str='pypi')
+
+

Release both conda and PyPI packages

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrcondaPath where package will be created
do_buildbool_argTrueRun conda build step
build_argsstrAdditional args (as str) to send to conda build
skip_uploadstore_trueFalseSkip anaconda upload step
mambabuildstore_trueFalseUse mambabuild (requires boa)
upload_userstrNoneOptional user to upload package to
repositorystrpypiPypi respository to upload to (defined in ~/.pypirc)
+
+
+
+

Bump Version

+
+

source

+
+

bump_version

+
+
 bump_version (version, part=2, unbump=False)
+
+
+

source

+
+
+

nbdev_bump_version

+
+
 nbdev_bump_version (part:int=2, unbump:bool=False)
+
+

Increment version in settings.ini by one

+ + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
partint2Part of version to bump
unbumpboolFalseReduce version instead of increasing it
+ + +
+
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/release.html.md b/api/release.html.md new file mode 100644 index 000000000..647bf7e5f --- /dev/null +++ b/api/release.html.md @@ -0,0 +1,774 @@ +# release + + + + +## Overview + +`nbdev.release` provides 3 commands that you can run from your shell to +manage your changelog file and git releases: + +- `nbdev_changelog`: creates a CHANGELOG.md file from closed and labeled + GitHub issues +- `nbdev_release_git`: tags and creates a release in GitHub for the + current version +- `nbdev_release_gh`: calls `nbdev_changelog`, lets you edit the result, + then pushes to git and calls `nbdev_release_git` + +It provides 3 futher commands for releasing packages on pypi or conda: + +- `nbdev_pypi`: Create and upload a pypi installer +- `nbdev_conda`: Create and upload a conda installer +- `nbdev_release_both`: Create and upload both pypi and conda installers + +Here’s a brief demonstration of how to use the changelog and git release +tools in `nbdev.release`. This demo first creates an issue using the +[`gh`](https://cli.github.com/) command line tool, and then closes it +using `git`; you can also use GitHub’s web interface for both of these +tasks. (Note that this functionality used to be in a project called +`fastrelease`, so in the video the command line tools have different +names, starting with `fastrelease_` instead of `nbdev_`). + +[](images/release.svg) + +### Setup + +You’ll need to get a GitHub [personal access +token](https://docs.github.com/en/github/authenticating-to-github/creating-a-personal-access-token) +if you haven’t already. To do so, [click +here](https://github.com/settings/tokens/new) and enter “nbdev” in the +“Note” section, and click the `repo` checkbox. + +Then click “Generate Token” at the bottom of the screen, and copy the +token (the long string of letters and numbers shown). You can easily do +that by clicking the little clipboard icon next to the token. + +Copying your token + +It’s easiest to save the token as an environment variable `GITHUB_TOKEN` +that can be automatically accessed. We recommend you do this is by +adding the following to the end of your `.bashrc` or `.zshrc` file: + +``` bash +export GITHUB_TOKEN=xxx +``` + +…and then replace the `xxx` with the token you just copied. It will +automatically be avaialble whenever you start a new shell (but don’t +forget to `source` that file or open a new shell after you change it.). + +### Creating release notes + +Now you’re ready to create your release notes. These are created in a +file called `CHANGELOG.md`. Here’s an example of what it creates: [nbdev +CHANGELOG](https://github.com/fastai/nbdev/blob/master/CHANGELOG.md). + +All issues with the label **bug**, **enhancement**, or **breaking** that +have been closed in your repo since your last release will be added to +the top of this file. If you haven’t made any releases before, then all +issues with those labels will be included. + +Therefore, before you create or update `CHANGELOG.md`, go to your GitHub +issues page, remove `is:open` from the filter, and label any issues you +want included with one of the labels above. When you’ve done that, you +can create or update your release notes by running in your terminal: + + nbdev_changelog + +The titles and bodies of each issue will be added. Open `CHANGELOG.md` +in your editor and make any edits that you want, and then commit the +file to your repo (remember to `git add` it!) + +### Tagging a release + +You should now tag a release. This will create a tag in GitHub with your +current version number in `settings.ini`, and will then make it into a +release, using your latest release notes as the description of the +release: + + nbdev_release_git + +After you run this, be sure to increment your version number in +`settings.ini`. You can either edit it manually, or if you use nbdev it +can be done for you by running: + + nbdev_bump_version + +### Doing both (creating release notes, and tagging a release) + +To complete both of the steps above, run: + + nbdev_release_gh + +See the screencast above for a demonstration of this. + +## Python API + +------------------------------------------------------------------------ + +source + +### Release + +> Release (owner=None, repo=None, token=None, **groups) + +*Create CHANGELOG.md from GitHub issues* + +To create a markdown changelog, first create a +[`Release`](https://nbdev.fast.ai/api/release.html#release) object, +optionally passing a mapping from GitHub labels to markdown titles. Put +your github token in a file named `token` at the root of your repo. +[`Release`](https://nbdev.fast.ai/api/release.html#release) attempts to +fetch values for arguments from the following locations if not supplied: + +- **owner:** fetched from the field `user` in `settings.ini`. This is + the owner name of the repository on GitHub. For example for the repo + `fastai/fastcore` the owner would be `fastai`. +- **repo:** fetched from the field `lib_name` in `settings.ini`. This is + the name of the repository on GitHub. For example for the repo + `fastai/fastcore` the owner would be `fastcore`. +- **token:** fetched from a file named `token` at the root of your repo. + Creating a token is discussed in [the + setup](https://fastrelease.fast.ai/#Set-up) section. +- **groups:** (optional) fetched from the field `label_groups` in + `settings.ini`, which is a JSON string. This is a mapping from label + names to titles in your release notes. If not specified, this defaults + to: + +``` python +{"breaking": "Breaking Changes", "enhancement":"New Features", "bug":"Bugs Squashed"} +``` + +------------------------------------------------------------------------ + +source + +### Release.changelog + +> Release.changelog (debug=False) + +*Create the CHANGELOG.md file, or return the proposed text if `debug` is +`True`* + + ++++++ + + + + + + + + + + + + + + + + +
TypeDefaultDetails
debugboolFalseJust print the latest changes, instead of updating file
+ +``` python +rel = Release() +# print(rel.changelog(debug=True)) +``` + +------------------------------------------------------------------------ + +source + +### Release.release + +> Release.release () + +*Tag and create a release in GitHub for the current version* + +This uses the version information from your `settings.ini`. + +------------------------------------------------------------------------ + +source + +### Release.latest_notes + +> Release.latest_notes () + +*Latest CHANGELOG entry* + +All relevant pull requests and issues are fetched from the GitHub API, +and are categorized according to a user-supplied mapping from labels to +markdown headings. + +## CLI functions + +------------------------------------------------------------------------ + +source + +### changelog + +> changelog (debug:=False, repo:str=None) + +*Create a CHANGELOG.md file from closed and labeled GitHub issues* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
debugstore_trueFalsePrint info to be added to CHANGELOG, instead of updating file
repostrNonerepo to use instead of lib_name from +settings.ini
+ +------------------------------------------------------------------------ + +source + +### release_git + +> release_git (token:str=None) + +*Tag and create a release in GitHub for the current version* + + ++++++ + + + + + + + + + + + + + + + + +
TypeDefaultDetails
tokenstrNoneOptional GitHub token (otherwise token file is +used)
+ +------------------------------------------------------------------------ + +source + +### release_gh + +> release_gh (token:str=None) + +*Calls `nbdev_changelog`, lets you edit the result, then pushes to git +and calls `nbdev_release_git`* + + ++++++ + + + + + + + + + + + + + + + + +
TypeDefaultDetails
tokenstrNoneOptional GitHub token (otherwise token file is +used)
+ +## Publish Packages + +------------------------------------------------------------------------ + +source + +### pypi_json + +> pypi_json (s) + +*Dictionary decoded JSON for PYPI path `s`* + +------------------------------------------------------------------------ + +source + +### latest_pypi + +> latest_pypi (name) + +*Latest version of `name` on pypi* + +------------------------------------------------------------------------ + +source + +### pypi_details + +> pypi_details (name) + +*Version, URL, and SHA256 for `name` from pypi* + +------------------------------------------------------------------------ + +source + +### conda_output_path + +> conda_output_path (name, build='build') + +*Output path for conda build* + +------------------------------------------------------------------------ + +source + +### write_conda_meta + +> write_conda_meta (path='conda') + +*Writes a `meta.yaml` file to the `conda` directory of the current +directory* + +This function is used in the `conda_package` CLI command. + +**NB**: you need to first of all upload your package to PyPi, before +creating the conda package. + +------------------------------------------------------------------------ + +source + +### write_requirements + +> write_requirements (path:str='') + +*Writes a `requirements.txt` file to `directory` based on settings.ini.* + +This function can be used in situations where you need to generate a +`requirements.txt` file for a project. + +------------------------------------------------------------------------ + +source + +### anaconda_upload + +> anaconda_upload (name, loc=None, user=None, token=None, env_token=None) + +*Upload `name` to anaconda* + +``` python +from fastcore.xtras import globtastic +``` + +------------------------------------------------------------------------ + +source + +### release_conda + +> release_conda (path:str='conda', do_build:=True, +> build_args:str='', skip_upload: store_true>=False, mambabuild:=False, +> upload_user:str=None) + +*Create a `meta.yaml` file ready to be built into a package, and +optionally build and upload it* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrcondaPath where package will be created
do_buildbool_argTrueRun conda build step
build_argsstrAdditional args (as str) to send to conda build
skip_uploadstore_trueFalseSkip anaconda upload step
mambabuildstore_trueFalseUse mambabuild (requires boa)
upload_userstrNoneOptional user to upload package to
+ +------------------------------------------------------------------------ + +source + +### chk_conda_rel + +> chk_conda_rel (nm:str, apkg:str=None, channel:str='fastai', +> force:=False) + +*Prints GitHub tag only if a newer release exists on Pypi compared to an +Anaconda Repo.* + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
nmstrPackage name on pypi
apkgstrNoneAnaconda Package (defaults to {nm})
channelstrfastaiAnaconda Channel
forcestore_trueFalseAlways return github tag
+ +To build and upload a conda package, cd to the root of your repo, and +then: + + nbdev_conda_package + +Or to do things more manually: + + nbdev_conda_package --do_build false + cd conda + conda build --no-anaconda-upload --output-folder build {name} + anaconda upload build/noarch/{name}-{ver}-*.tar.bz2 + +Add `--debug` to the `conda build command` to debug any problems that +occur. Note that the build step takes a few minutes. Add `-u {org_name}` +to the `anaconda upload` command if you wish to upload to an +organization, or pass `upload_user` to `nbdev_conda_package`. + +**NB**: you need to first of all upload your package to PyPi, before +creating the conda package. + +------------------------------------------------------------------------ + +source + +### release_pypi + +> release_pypi (repository:str='pypi') + +*Create and upload Python package to PyPI* + + ++++++ + + + + + + + + + + + + + + + + +
TypeDefaultDetails
repositorystrpypiRespository to upload to (defined in ~/.pypirc)
+ +Use `--repository` flag to upload to [TestPypi](https://test.pypi.org/) +(e.g. `nbdev_pypi --repository testpypi`) and custom/private +repositories. + +The +[~/.pypirc](https://packaging.python.org/en/latest/specifications/pypirc/) +file can be updated to configure the additional repositories, see +example below: + +``` toml +[distutils] +index-servers = + pypi + testpypi + private-repository + +[pypi] +username = __token__ +password = + +[testpypi] +username = __token__ +password = + +[private-repository] +repository = +username = +password = +``` + +Use `nbdev_pypi --repository private-repository` to upload to the +private repository. + +------------------------------------------------------------------------ + +source + +### release_both + +> release_both (path:str='conda', do_build:=True, +> build_args:str='', skip_upload:=False, +> mambabuild:=False, +> upload_user:str=None, repository:str='pypi') + +*Release both conda and PyPI packages* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrcondaPath where package will be created
do_buildbool_argTrueRun conda build step
build_argsstrAdditional args (as str) to send to conda build
skip_uploadstore_trueFalseSkip anaconda upload step
mambabuildstore_trueFalseUse mambabuild (requires boa)
upload_userstrNoneOptional user to upload package to
repositorystrpypiPypi respository to upload to (defined in ~/.pypirc)
+ +## Bump Version + +------------------------------------------------------------------------ + +source + +### bump_version + +> bump_version (version, part=2, unbump=False) + +------------------------------------------------------------------------ + +source + +### nbdev_bump_version + +> nbdev_bump_version (part:int=2, unbump:bool=False) + +*Increment version in settings.ini by one* + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
partint2Part of version to bump
unbumpboolFalseReduce version instead of increasing it
diff --git a/api/serve.html b/api/serve.html new file mode 100644 index 000000000..7a33263a5 --- /dev/null +++ b/api/serve.html @@ -0,0 +1,960 @@ + + + + + + + + + + +serve – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

serve

+
+ +
+
+ A parallel ipynb processor (experimental) +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

source

+
+

proc_nbs

+
+
 proc_nbs (path:str='', n_workers:int=4, force:bool=False,
+           file_glob:str='', file_re:str='', symlinks:bool=False,
+           folder_re:str=None, skip_file_glob:str=None,
+           skip_file_re:str='^[_.]', skip_folder_re:str='^[_.]')
+
+

Process notebooks in path for docs rendering

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrPath to notebooks
n_workersint4Number of workers
forceboolFalseIgnore cache and build all
file_globstrOnly include files matching glob
file_restrOnly include files matching glob
symlinksboolFalseFollow symlinks?
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
+ + +
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/serve.html.md b/api/serve.html.md new file mode 100644 index 000000000..7adadbb28 --- /dev/null +++ b/api/serve.html.md @@ -0,0 +1,91 @@ +# serve + + + + +------------------------------------------------------------------------ + +source + +### proc_nbs + +> proc_nbs (path:str='', n_workers:int=4, force:bool=False, +> file_glob:str='', file_re:str='', symlinks:bool=False, +> folder_re:str=None, skip_file_glob:str=None, +> skip_file_re:str='^[_.]', skip_folder_re:str='^[_.]') + +*Process notebooks in `path` for docs rendering* + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrPath to notebooks
n_workersint4Number of workers
forceboolFalseIgnore cache and build all
file_globstrOnly include files matching glob
file_restrOnly include files matching glob
symlinksboolFalseFollow symlinks?
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
diff --git a/api/showdoc.html b/api/showdoc.html new file mode 100644 index 000000000..f22bda689 --- /dev/null +++ b/api/showdoc.html @@ -0,0 +1,1252 @@ + + + + + + + + + + +showdoc – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

showdoc

+
+ +
+
+ Display symbol documentation in notebook and website +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

Rendering docment Tables

+

Render nicely formatted tables that shows docments for any function or method.

+
+

source

+
+

DocmentTbl

+
+
 DocmentTbl (obj, verbose=True, returns=True)
+
+

Compute the docment table string

+

DocmentTbl can render a markdown table showing docments if appropriate. This is an example of how a docments table will render for a function:

+
+
def _f(a,      # description of param a
+       b=True, # description of param b
+       c:str=None
+       ) -> int: ...
+
+_dm = DocmentTbl(_f)
+_dm
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
adescription of param a
bboolTruedescription of param b
cstrNone
Returnsint
+
+
+

If one column in the table has no information, for example because there are no default values, that column will not be shown. In the below example, the Default column, will not be shown. Additionally, if the return of the function is not annotated the Returns row will not be rendered:

+
+
def _f(a,
+        b, #param b
+        c  #param c
+       ): ...
+
+_dm2 = DocmentTbl(_f)
+_dm2
+
+ + + + + + + + + + + + + + + + + + + + + +
Details
a
bparam b
cparam c
+
+
+

DocmentTbl also works on classes. By default, the __init__ will be rendered:

+
+
class _Test:
+    def __init__(self,
+                 a,      # description of param a
+                 b=True, # description of param b
+                 c:str=None):
+        ...
+
+    def foo(self,
+            c:int,      # description of param c
+            d=True, # description of param d
+           ):
+        ...
+
+
+
DocmentTbl(_Test)
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
adescription of param a
bboolTruedescription of param b
cstrNone
+
+
+

You can also pass a method to be rendered as well:

+
+
DocmentTbl(_Test.foo)
+
+ + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
cintdescription of param c
dboolTruedescription of param d
+
+
+
+
+
+

Documentation For An Object

+

Render the signature as well as the docments to show complete documentation for an object.

+
+

source

+
+

ShowDocRenderer

+
+
 ShowDocRenderer (sym, name:str|None=None, title_level:int=3)
+
+

Show documentation for sym

+
+

source

+
+
+

BasicMarkdownRenderer

+
+
 BasicMarkdownRenderer (sym, name:str|None=None, title_level:int=3)
+
+

Markdown renderer for show_doc

+
+

source

+
+
+

show_doc

+
+
 show_doc (sym, renderer=None, name:str|None=None, title_level:int=3)
+
+

Show signature and docstring for sym

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
symSymbol to document
rendererNoneTypeNoneOptional renderer (defaults to markdown)
namestr | NoneNoneOptionally override displayed name of sym
title_levelint3Heading level to use for symbol name
+

You can use show_doc to document apis of functions, classes or methods.

+
+
+

Numpy Docstrings

+

if you have numpy docstrings instead of docments, show_doc will attempt to parse and render those just like docments.

+
+
+
+ +
+
+Warning +
+
+
+

Numpy docstring formatting is very strict. If your docstrings do not strictly adhere to the numpy format, it will not be parsed properly and information about parameters and return values may not properly be rendered in the table below the signature. Where possible, we recommend using docments to annonate your function instead.

+
+
+
+
+
+

show_doc on Classes

+

show_doc works on Classes, too, including when you use @patch.

+

You can define methods for the class Foo with @patch which is convenient in allowing you to break up code for documentation in notebooks.

+

Class properties also work with showdoc.

+
+
+

Pluggable renderers

+

You can replace the default markdown show_doc renderer with custom renderers. For instance, nbdev comes with a simple example for rendering with raw HTML.

+
+

source

+
+

BasicHtmlRenderer

+
+
 BasicHtmlRenderer (sym, name:str|None=None, title_level:int=3)
+
+

Simple HTML renderer for show_doc

+
+

source

+
+
+

doc

+
+
 doc (elt)
+
+

Show show_doc info along with link to docs

+
+

source

+
+
+

showdoc_nm

+
+
 showdoc_nm (tree)
+
+

Get the fully qualified name for showdoc.

+
+
+
+

Other helpers

+
+

source

+ +
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/showdoc.html.md b/api/showdoc.html.md new file mode 100644 index 000000000..2a5967553 --- /dev/null +++ b/api/showdoc.html.md @@ -0,0 +1,380 @@ +# showdoc + + + + +## Rendering docment Tables + +Render nicely formatted tables that shows `docments` for any function or +method. + +------------------------------------------------------------------------ + +source + +### DocmentTbl + +> DocmentTbl (obj, verbose=True, returns=True) + +*Compute the docment table string* + +[`DocmentTbl`](https://nbdev.fast.ai/api/showdoc.html#docmenttbl) can +render a markdown table showing `docments` if appropriate. This is an +example of how a `docments` table will render for a function: + +``` python +def _f(a, # description of param a + b=True, # description of param b + c:str=None + ) -> int: ... + +_dm = DocmentTbl(_f) +_dm +``` + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
adescription of param a
bboolTruedescription of param b
cstrNone
Returnsint
+ +If one column in the table has no information, for example because there +are no default values, that column will not be shown. In the below +example, the **Default** column, will not be shown. Additionally, if the +return of the function is not annotated the **Returns** row will not be +rendered: + +``` python +def _f(a, + b, #param b + c #param c + ): ... + +_dm2 = DocmentTbl(_f) +_dm2 +``` + + + + + + + + + + + + + + + + + + + + + + +
Details
a
bparam b
cparam c
+ +[`DocmentTbl`](https://nbdev.fast.ai/api/showdoc.html#docmenttbl) also +works on classes. By default, the `__init__` will be rendered: + +``` python +class _Test: + def __init__(self, + a, # description of param a + b=True, # description of param b + c:str=None): + ... + + def foo(self, + c:int, # description of param c + d=True, # description of param d + ): + ... +``` + +``` python +DocmentTbl(_Test) +``` + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
adescription of param a
bboolTruedescription of param b
cstrNone
+ +You can also pass a method to be rendered as well: + +``` python +DocmentTbl(_Test.foo) +``` + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
cintdescription of param c
dboolTruedescription of param d
+ +## Documentation For An Object + +Render the signature as well as the `docments` to show complete +documentation for an object. + +------------------------------------------------------------------------ + +source + +### ShowDocRenderer + +> ShowDocRenderer (sym, name:str|None=None, title_level:int=3) + +*Show documentation for `sym`* + +------------------------------------------------------------------------ + +source + +### BasicMarkdownRenderer + +> BasicMarkdownRenderer (sym, name:str|None=None, title_level:int=3) + +*Markdown renderer for +[`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc)* + +------------------------------------------------------------------------ + +source + +### show_doc + +> show_doc (sym, renderer=None, name:str|None=None, title_level:int=3) + +*Show signature and docstring for `sym`* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
symSymbol to document
rendererNoneTypeNoneOptional renderer (defaults to markdown)
namestr | NoneNoneOptionally override displayed name of sym
title_levelint3Heading level to use for symbol name
+ +You can use +[`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) to +document apis of functions, classes or methods. + +### Numpy Docstrings + +if you have [numpy +docstrings](https://numpydoc.readthedocs.io/en/latest/format.html) +instead of `docments`, +[`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) will +attempt to parse and render those just like `docments`. + +
+ +> **Warning** +> +> Numpy docstring formatting is very strict. If your docstrings do not +> strictly adhere to the numpy format, it will not be parsed properly +> and information about parameters and return values may not properly be +> rendered in the table below the signature. Where possible, we +> recommend using `docments` to annonate your function instead. + +
+ +## show_doc on Classes + +[`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) works on +Classes, too, including when you use `@patch`. + +You can define methods for the class `Foo` with `@patch` which is +convenient in allowing you to break up code for documentation in +notebooks. + +Class properties also work with showdoc. + +## Pluggable renderers + +You can replace the default markdown show_doc renderer with custom +renderers. For instance, nbdev comes with a simple example for rendering +with raw HTML. + +------------------------------------------------------------------------ + +source + +### BasicHtmlRenderer + +> BasicHtmlRenderer (sym, name:str|None=None, title_level:int=3) + +*Simple HTML renderer for +[`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc)* + +------------------------------------------------------------------------ + +source + +### doc + +> doc (elt) + +*Show [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) info +along with link to docs* + +------------------------------------------------------------------------ + +source + +### showdoc_nm + +> showdoc_nm (tree) + +*Get the fully qualified name for showdoc.* + +## Other helpers + +------------------------------------------------------------------------ + +source + +### colab_link + +> colab_link (path) + +*Get a link to the notebook at `path` on Colab* + +``` python +colab_link('index') +``` + +[Open `index` in +Colab](https://colab.research.google.com/github/fastai/nbdev/blob/master/nbs/index.ipynb) diff --git a/api/sync.html b/api/sync.html new file mode 100644 index 000000000..00068caae --- /dev/null +++ b/api/sync.html @@ -0,0 +1,957 @@ + + + + + + + + + + +sync – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

sync

+
+ +
+
+ Propagate small changes in the library back to notebooks +
+
+ + +
+ + + + +
+ + + +
+ + + +

The library is primarily developed in notebooks so any big changes should be made there. But sometimes, it’s easier to fix small bugs or typos in the modules directly. nbdev_update is the function that will propagate those changes back to the corresponding notebooks. Note that you can’t create new cells or reorder cells with that functionality, so your corrections should remain limited.

+
+

source

+
+

absolute_import

+
+
 absolute_import (name, fname, level)
+
+

Unwarps a relative import in name according to fname

+
+
test_eq(absolute_import('xyz', 'nbdev', 0), 'xyz')
+test_eq(absolute_import('', 'nbdev', 1), 'nbdev')
+test_eq(absolute_import(None, 'nbdev', 1), 'nbdev')
+test_eq(absolute_import('core', 'nbdev', 1), 'nbdev.core')
+test_eq(absolute_import('core', 'nbdev/vision', 2), 'nbdev.core')  # from ..core import *
+test_eq(absolute_import('transform', 'nbdev/vision', 1), 'nbdev.vision.transform')  # from .transform import *
+test_eq(absolute_import('notebook.core', 'nbdev/data', 2), 'nbdev.notebook.core')  # from ..notebook.core import *
+
+
+

source

+
+
+

nbdev_update

+
+
 nbdev_update (fname:str=None)
+
+

Propagate change in modules matching fname to notebooks that created them

+ + + + + + + + + + + + + + + + + +
TypeDefaultDetails
fnamestrNoneA Python file name to update
+ + +
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/sync.html.md b/api/sync.html.md new file mode 100644 index 000000000..1577c6686 --- /dev/null +++ b/api/sync.html.md @@ -0,0 +1,64 @@ +# sync + + + + +The library is primarily developed in notebooks so any big changes +should be made there. But sometimes, it’s easier to fix small bugs or +typos in the modules directly. +[`nbdev_update`](https://nbdev.fast.ai/api/sync.html#nbdev_update) is +the function that will propagate those changes back to the corresponding +notebooks. Note that you can’t create new cells or reorder cells with +that functionality, so your corrections should remain limited. + +------------------------------------------------------------------------ + +source + +### absolute_import + +> absolute_import (name, fname, level) + +*Unwarps a relative import in `name` according to `fname`* + +``` python +test_eq(absolute_import('xyz', 'nbdev', 0), 'xyz') +test_eq(absolute_import('', 'nbdev', 1), 'nbdev') +test_eq(absolute_import(None, 'nbdev', 1), 'nbdev') +test_eq(absolute_import('core', 'nbdev', 1), 'nbdev.core') +test_eq(absolute_import('core', 'nbdev/vision', 2), 'nbdev.core') # from ..core import * +test_eq(absolute_import('transform', 'nbdev/vision', 1), 'nbdev.vision.transform') # from .transform import * +test_eq(absolute_import('notebook.core', 'nbdev/data', 2), 'nbdev.notebook.core') # from ..notebook.core import * +``` + +------------------------------------------------------------------------ + +source + +### nbdev_update + +> nbdev_update (fname:str=None) + +*Propagate change in modules matching `fname` to notebooks that created +them* + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
fnamestrNoneA Python file name to update
diff --git a/api/test.html b/api/test.html new file mode 100644 index 000000000..98fe47903 --- /dev/null +++ b/api/test.html @@ -0,0 +1,1114 @@ + + + + + + + + + + +test – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

test

+
+ +
+
+ Run unit tests on notebooks in parallel +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

source

+
+

test_nb

+
+
 test_nb (fn, skip_flags=None, force_flags=None, do_print=False,
+          showerr=True, basepath=None)
+
+

Execute tests in notebook in fn except those with skip_flags

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
fnfile name of notebook to test
skip_flagsNoneTypeNonelist of flags marking cells to skip
force_flagsNoneTypeNonelist of flags marking cells to always run
do_printboolFalseprint completion?
showerrboolTrueprint errors to stderr?
basepathNoneTypeNonepath to add to sys.path
+

test_nb can test a notebook, and skip over certain flags:

+
+
_nb = Path('../../tests/directives.ipynb')
+success,duration = test_nb(_nb, skip_flags=['notest'])
+assert success
+
+

In that notebook the cell flagged notest raises an exception, which will be returned as a bool:

+
+
_nb = Path('../../tests/directives.ipynb')
+success,duration = test_nb(_nb, showerr=False)
+assert not success
+
+

Sometimes you may wish to override one or more of the skip_flags, in which case you can use the argument force_flags which will remove the appropriate tag(s) from skip_flags. This is useful because skip_flags are meant to be set in the tst_flags field of settings.ini, whereas force_flags are usually passed in by the user.

+
+

source

+
+
+

nbdev_test

+
+
 nbdev_test (path:str=None, flags:str='', n_workers:int=None,
+             timing:bool=False, do_print:bool=False, pause:float=0.01,
+             ignore_fname:str='.notest', symlinks:bool=False,
+             file_glob:str='*.ipynb', file_re:str=None,
+             folder_re:str=None, skip_file_glob:str=None,
+             skip_file_re:str='^[_.]', skip_folder_re:str='^[_.]')
+
+

Test in parallel notebooks matching path, passing along flags

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNoneA notebook name or glob to test
flagsstrSpace separated list of test flags to run that are normally ignored
n_workersintNoneNumber of workers
timingboolFalseTime each notebook to see which are slow
do_printboolFalsePrint start and end of each notebook
pausefloat0.01Pause time (in seconds) between notebooks to avoid race conditions
ignore_fnamestr.notestFilename that will result in siblings being ignored
symlinksboolFalseFollow symlinks?
file_globstr*.ipynbOnly include files matching glob
file_restrNoneOnly include files matching regex
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
+
+
nbdev_test(n_workers=0)
+
+
Success.
+
+
+

You can even run nbdev_test in non nbdev projects, for example, you can test an individual notebook like so:

+
nbdev_test --path ../../tests/minimal.ipynb --do_print
+

Or you can test an entire directory of notebooks filtered for only those that match a regular expression:

+
nbdev_test --path ../../tests --file_re '.*test.ipynb' --do_print
+ + +
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/api/test.html.md b/api/test.html.md new file mode 100644 index 000000000..aec95639a --- /dev/null +++ b/api/test.html.md @@ -0,0 +1,234 @@ +# test + + + + +------------------------------------------------------------------------ + +source + +### test_nb + +> test_nb (fn, skip_flags=None, force_flags=None, do_print=False, +> showerr=True, basepath=None) + +*Execute tests in notebook in `fn` except those with `skip_flags`* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
fnfile name of notebook to test
skip_flagsNoneTypeNonelist of flags marking cells to skip
force_flagsNoneTypeNonelist of flags marking cells to always run
do_printboolFalseprint completion?
showerrboolTrueprint errors to stderr?
basepathNoneTypeNonepath to add to sys.path
+ +[`test_nb`](https://nbdev.fast.ai/api/test.html#test_nb) can test a +notebook, and skip over certain flags: + +``` python +_nb = Path('../../tests/directives.ipynb') +success,duration = test_nb(_nb, skip_flags=['notest']) +assert success +``` + +In that notebook the cell flagged *notest* raises an exception, which +will be returned as a `bool`: + +``` python +_nb = Path('../../tests/directives.ipynb') +success,duration = test_nb(_nb, showerr=False) +assert not success +``` + +Sometimes you may wish to override one or more of the skip_flags, in +which case you can use the argument `force_flags` which will remove the +appropriate tag(s) from `skip_flags`. This is useful because +`skip_flags` are meant to be set in the `tst_flags` field of +`settings.ini`, whereas `force_flags` are usually passed in by the user. + +------------------------------------------------------------------------ + +source + +### nbdev_test + +> nbdev_test (path:str=None, flags:str='', n_workers:int=None, +> timing:bool=False, do_print:bool=False, pause:float=0.01, +> ignore_fname:str='.notest', symlinks:bool=False, +> file_glob:str='*.ipynb', file_re:str=None, +> folder_re:str=None, skip_file_glob:str=None, +> skip_file_re:str='^[_.]', skip_folder_re:str='^[_.]') + +*Test in parallel notebooks matching `path`, passing along `flags`* + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrNoneA notebook name or glob to test
flagsstrSpace separated list of test flags to run that are normally +ignored
n_workersintNoneNumber of workers
timingboolFalseTime each notebook to see which are slow
do_printboolFalsePrint start and end of each notebook
pausefloat0.01Pause time (in seconds) between notebooks to avoid race +conditions
ignore_fnamestr.notestFilename that will result in siblings being ignored
symlinksboolFalseFollow symlinks?
file_globstr*.ipynbOnly include files matching glob
file_restrNoneOnly include files matching regex
folder_restrNoneOnly enter folders matching regex
skip_file_globstrNoneSkip files matching glob
skip_file_restr^[_.]Skip files matching regex
skip_folder_restr^[_.]Skip folders matching regex
+ +``` python +nbdev_test(n_workers=0) +``` + + Success. + +You can even run +[`nbdev_test`](https://nbdev.fast.ai/api/test.html#nbdev_test) in non +nbdev projects, for example, you can test an individual notebook like +so: + + nbdev_test --path ../../tests/minimal.ipynb --do_print + +Or you can test an entire directory of notebooks filtered for only those +that match a regular expression: + + nbdev_test --path ../../tests --file_re '.*test.ipynb' --do_print diff --git a/blog/index.html b/blog/index.html new file mode 100644 index 000000000..d01ff468c --- /dev/null +++ b/blog/index.html @@ -0,0 +1,1017 @@ + + + + + + + + + +nbdev Blog – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

nbdev Blog

+

News, tips, and commentary about all things nbdev

+
+ + + +
+ + + + +
+ + + +
+ + + + + + +
+ +
+ + + + + \ No newline at end of file diff --git a/blog/index.md b/blog/index.md new file mode 100644 index 000000000..868838419 --- /dev/null +++ b/blog/index.md @@ -0,0 +1,3 @@ +# nbdev Blog + + diff --git a/blog/index.xml b/blog/index.xml new file mode 100644 index 000000000..ca960d8ee --- /dev/null +++ b/blog/index.xml @@ -0,0 +1,782 @@ + + + +nbdev +https://nbdev.fast.ai/blog/ + +Create delightful software with Jupyter Notebooks +quarto-1.5.57 +Mon, 07 Nov 2022 00:00:00 GMT + + Create A 🤗 Space From A Notebook + Hamel Husain + https://nbdev.fast.ai/blog/posts/2022-11-07-spaces/ + +
+

+
Image created with Stable Diffusion from this space
+
+ +

Hugging Face Spaces provides an easy ways to deploy a web app with python. Gradio is one of my favorite tools for building these web apps. For example, the cover-image for this blog post was generated with a Gradio App!1 Gradio also allows you to prototype your web apps in notebooks which allows you to iterate fast. Unfortunately, Hugging Face Spaces requires you to package your web application code as a python script named app.py.

+

However, thanks to nbdev, you can deploy a Gradio app to Spaces from a notebook without having to refactor your code into a script! When you finish this tutorial, you will have an app that looks like this:

+
+
+

A Gradio app that shows the size of a HF Dataset.

+
A Gradio app that shows the size of a HF Dataset.
+
+
+

The above app allows you to lookup the size of any Hugging Face Dataset, using the Hugging Face Datasets Server API.

+

Authoring your spaces in notebooks offers a number of benefits such as the ability to:

+
    +
  • Document your code (with quarto or nbdev)
    • +
  • Prototype and author your code (with nbdev.export.export_nb)
    • +
  • Test your code (with nbdev_test)
    • +
+

… All from the same environment!

+
+

1. Create a Gradio-enabled Space on Hugging Face

+

The first step is to create a space and select the appropriate sdk (which is Gradio in this example), according to these instructions:

+
+
+

+
create a Hugging Face Space
+
+
+

After you are done creating the space, clone the repo locally. In this example, I ran the command git clone https://huggingface.co/spaces/hamel/hfspace_demo.

+
+
+

2. Create A Notebook

+

Before getting started you will want to install the dependencies for this tutorial:

+
!pip install git+https://github.com/fastai/nbdev.git gradio fastcore
+

Create a notebook called app.ipynb in the root of your newly cloned repo. Alternatively, download the notebook and follow along.

+
+
+
+ +
+
+Download the notebook and follow along +
+
+
+

This blog post is a verbose version of the “notebook” you can use to create a Gradio app. However, it can be useful to see just the code without any of the prose. A concise version of this notebook is here. I recommend taking a look at this notebook during or after you read this blog post.

+
+
+
+
+

3. Make an app with Gradio

+

Below, I will create a gradio app in a notebook and show you how to deploy it to Hugging Face Spaces.

+

First, lets import the libraries we need, which in this case are gradio and fastcore:

+
#|export
+import gradio as gr
+from fastcore.net import urljson, HTTPError
+

Next, write the functions your gradio app will use. Because of nbdev, you can prototype and package your code all in one place. The special comment #|export marks which cells will be sent to a python script (more on this later). Note that there are only three cells in this notebook with the #|export directive.

+
#|export
+def size(repo:str):
+    "Returns the size in GB of a HuggingFace Dataset."
+    url = f'https://huggingface.co/api/datasets/{repo}'
+    try: resp = urljson(f'{url}/treesize/main')
+    except HTTPError: return f'Did not find repo: {url}'
+    gb = resp['size'] / 1e9
+    return f'{gb:.2f} GB'
+

size takes as an input a Hugging Face Dataset repo and returns the total size in GB of the data.

+

For example, I can check the size of tglcourse/CelebA-faces-cropped-128 like so:

+
size("tglcourse/CelebA-faces-cropped-128")
+
+
'5.49 GB'
+
+

You can construct a simple UI with the gradio.interface and then call the launch method of that interface to display a preview in a notebook. This is a great way to test your app to see if it works:

+
#|export
+iface = gr.Interface(fn=size, inputs=gr.Text(value="tglcourse/CelebA-faces-cropped-128"), outputs="text")
+iface.launch(height=450, width=500)
+
+
Running on local URL:  http://127.0.0.1:7861
+
+To create a public link, set `share=True` in `launch()`.
+

+
+

Note how running the launch() method in a notebook runs a webserver in the background. Below, I call the close() method to close the webserver.

+
# this is only necessary in a notebook
+iface.close()
+
+
Closing server running on port: 7861
+
+
+
+

4. Convert This Notebook Into A Gradio App

+

In order to host this code on Hugging Face Spaces, you will export parts of this notebook to a script named app.py. As a reminder, this is what the special #|export comment that you have seen in cells above do! You can export code from this notebook like so:

+
from nbdev.export import nb_export
+nb_export('app.ipynb', lib_path='.', name='app')
+
+

Understanding what is generated

+

Notice how the contents of app.py only contain the exported cells from this notebook:

+
!cat app.py
+
+
# AUTOGENERATED! DO NOT EDIT! File to edit: app.ipynb.
+
+# %% auto 0
+__all__ = ['iface', 'size']
+
+# %% app.ipynb 6
+import gradio as gr
+from fastcore.net import urljson, HTTPError
+
+# %% app.ipynb 8
+def size(repo:str):
+    "Returns the size in GB of a HuggingFace Dataset."
+    url = f'https://huggingface.co/api/datasets/{repo}'
+    try: resp = urljson(f'{url}/treesize/main')
+    except HTTPError: return f'Did not find repo: {url}'
+    gb = resp['size'] / 1e9
+    return f'{gb:.2f} GB'
+
+# %% app.ipynb 12
+iface = gr.Interface(fn=size, inputs=gr.Text(value="tglcourse/CelebA-faces-cropped-128"), outputs="text")
+iface.launch(height=450, width=500)
+
+
+
+

Fill out requirements.txt

+

You must supply a requirements.txt file so the Gradio app knows how to build your dependencies. In this example, the only dependency other than Gradio is fastcore. You don’t need to specify Gradio itself as a dependency in requirements.txt, so our requirements.txt file has only one dependency:

+
%%writefile requirements.txt
+fastcore
+
Writing requirements.txt
+

Note: you may want to add operating system dependencies in addition to python dependencies. You can do this via a packages.txt file as documented here.

+
+
+
+

5. Launch Your Gradio App

+

To launch your gradio app, you need to commit the changes to the Hugging Face repo:

+
git add -A; git commit -m "Add application files"; git push
+
+
+

Voilà! Enjoy your Gradio App

+

After a couple of minutes, you will see your app published! This app is published here.

+
+
+

Shameless Plug: nbdev

+

Hopefully you felt something magical while doing this example. Even though the target application required you to write a python script (app.py), you didn’t have to refactor your script from a notebook! I believe that you shouldn’t have to refactor your code and switch contexts even when creating python packages! If this intrigues you, check out nbdev

+ + +
+ + +

Footnotes

+ +
    +

  1. The prompt that generated the cover image is: “A data scientist at a computer in a futuristic city with a view of the planet Jupyter in the night sky, trending on artstation, high detail, science-fiction”↩︎

    2. +
+
]]> + https://nbdev.fast.ai/blog/posts/2022-11-07-spaces/ + Mon, 07 Nov 2022 00:00:00 GMT + + + + The Jupyter+git problem is now solved + Jeremy Howard + https://nbdev.fast.ai/blog/posts/2022-08-25-jupyter-git/ + Originally posted on the fast.ai blog

+
+

Jupyter notebooks don’t work with git by default. With nbdev2, the Jupyter+git problem has been totally solved. It provides a set of hooks which provide clean git diffs, solve most git conflicts automatically, and ensure that any remaining conflicts can be resolved entirely within the standard Jupyter notebook environment. To get started, follow the directions on Git-friendly Jupyter.

+
+
+

The Jupyter+git problem

+

Jupyter notebooks are a powerful tool for scientists, engineers, technical writers, students, teachers, and more. They provide an ideal notebook environment for interactively exploring data and code, writing programs, and documenting the results as dashboards, books, or blogs.

+

But when collaborating with others, this ideal environment goes up in smoke. That’s because tools such as git, which are the most popular approaches for asynchronous collaboration, makes notebooks unusable. Literally. Here’s what it looks like if you and a colleague both modify a notebook cell (including, in many cases, simply executing a cell withuout changing it), and then try to open that notebook later:

+
+
+

+
What merge conflicts normally do to Jupyter Notebooks
+
+
+

The reason for this stems from a fundamental incompatibility between the format Jupyter notebooks use (JSON) and the format that git conflict markers assume by default (plain lines of text). This is what it looks like when git adds its conflict markers to a notebook:

+
+
   "source": [
+<<<<<< HEAD
+    "z=3\n",
+======
+    "z=2\n",
+>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35
+    "z"
+   ]
+
+

That’s not valid JSON, and therefore Jupyter can’t open it. Conflicts are particularly common in notebooks, because Jupyter changes the following every time you run a notebook:

+
    +
  • Every cell includes a number indicating what order it was run in. If you and a colleague run the cells in different orders, you’ll have a conflict in every single cell! This would take a very long time to fix manually
    • +
  • For every figure, such as a plot, Jupyter includes not only the image itself in the notebook, but also a plain text description that includes the id (like a memory address) of the object, such as <matplotlib.axes._subplots.AxesSubplot at 0x7fbc113dbe90>. This changes every time you execute a notebook, and therefore will create a conflict every time two people execute this cell
    • +
  • Some outputs may be non-deterministic, such as a notebook that uses random numbers, or that interacts with a service that provides different outputs over time (such as a weather service)
    • +
  • Jupyter adds metadata to the notebook describing the environment it was last run in, such as the name of the kernel. This often varies across installations, and therefore two people saving a notebook (even without and other changes) will often end up with a conflict in the metadata.
    • +
+

All these changes to notebook files also make git diffs of notebooks very verbose. This can make code reviews a challenge, and make git repos more bulky than necessary.

+

The result of these problems is that many Jupyter users feel that collaborating with notebooks is a clunky, error-prone, and frustrating experience. (We’ve even seen people on social media describe Jupyter’s notebook format as “stupid” or “terrible”, despite otherwise professing their love for the software!)

+

It turns out, however, that Jupyter and git can work together extremely well, with none of the above problems at all. All that’s needed is a bit of special software…

+
+
+

The solution

+

Jupyter and git are both well-designed software systems that provide many powerful extensibility mechanisms. It turns out that we can use these to fully and automatically solve the Jupyter+git problem. We identified two categories of problems in the previous section:

+
    +
  1. git conflicts lead to broken notebooks
    2. +
  2. Unnecessary conflicts due to metadata and outputs.
    3. +
+

In our newly released nbdev2, an open source Jupyter-based development platform, we’ve solve each of the problems:

+
    +
  1. A new merge driver for git provides “notebook-native” conflict markers, resulting in notebooks that can be opened directly in Jupyter, even when there are git conflicts
    2. +
  2. A new save hook for Jupyter automatically removes all unnecessary metadata and non-deterministic cell output.
    3. +
+

Here’s what a conflict looks like in Jupyter with nbdev’s merge driver:

+
+

+
+

As you see, the local and remote change are each clearly displayed as separate cells in the notebook, allowing you to simply delete the version you don’t want to keep, or combine the two cells as needed.

+

The techniques used to make the merge driver work are quite fascinating – let’s dive into the details!

+
+

The nbdev2 git merge driver

+

We provide here a summary of the git merge driver – for full details and source code see the nbdev.merge docs. Amazingly enough, the entire implementation is just 58 lines of code!

+

The basic idea is to first “undo” the original git merge which created the conflict, and then “redo” it at a cell level (instead of a line level) and looking only at cell source (not outputs or metadata). The “undoing” is straightforward: just create two copies of the conflicted file (representing the local and remove versions of the file), go through each git conflict marker, and replace the conflict section with either the local or remote version of the code.

+

Now that we’ve got the original local and remote notebooks, we can load the json using execnb.nbio, which will then give us an array of cells for each notebook. Now we’re up to the interesting bit – creating cell-level diffs based only on the cell source.

+

The Python standard library contains a very flexible and effective implementation of a diff algorithm in the difflib module. In particular, the SequenceMatcher class provides the fundamental building blocks for implementing your own conflict resolution system. We pass the two sets of cells (remote and local) to SequenceMatcher(...).get_matching_blocks(), and it returns a list of each section of cells that match (i.e. have no conflicts/differences). We can then go through each matching section and copy them into the final notebook, and through each non-matching section and copy in each of the remote and local cells (add cells between them to mark the conflicts).

+

Making SequenceMatcher work with notebook cells (represented in nbdev by the NbCell class) requires only adding __hash__ and __eq__ methods to NbCell. In each case, these methods are defined to look only at the actual source code, and not at any metadata or outputs. As a result, SequenceMatcher will only show differences in source code, and will ignore differences in everything else.

+

With a single line of configuration, we can ask git to call our python script, instead of its default line-based implementation, any time it is merging changes. nbdev_install_hooks sets up this configuration automatically, so after running it, git conflicts become much less common, and never result in broken notebooks.

+
+
+

The nbdev2 Jupyter save hook

+

Solving git merges locally is extremely helpful, but we need to solve them remotely as well. For instance, if a contributor submits a pull request (PR), and then someone else commits to the same notebook before the PR is merged, the PR might now have a conflict like this:

+
+
   "outputs": [
+    {
+<<<<<< HEAD
+     "execution_count": 7,
+======
+     "execution_count": 5,
+>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35
+     "metadata": {},
+
+

This conflict shows that the two contributors have run cells in different orders (or perhaps one added a couple of cells above in the notebook), so their commits have conflicting execution counts. GitHub will refuse to allow this PR to be merged until this conflict is fixed.

+

But of course we don’t really care about the conflict at all – it doesn’t matter what, if any, execution count is stored in the notebook. So we’d really prefer to ignore this difference entirely!

+

Thankfully, Jupyter provides a “pre-save” hook which allows code to be run every time a notebook is saved. nbdev uses this to set up a hook which removes all unnecessary metadata (including execution_count) on saving. That means there’s no pointless conflicts like the one above, because no commits will have this information stored in the first place.

+
+
+
+

Background

+

Here at fast.ai we use Jupyter for everything. All our tests, documentation, and module source code for all of our many libraries is entirely developed in notebooks (using nbdev, of course!) And we use git for all our libraries too. Some of our repositories have many hundreds of contributors. Therefore solving the Jupyter+git problem has been critical for us. The solution presented here is the result of years of work by many people.

+

Our first approach, developed by Stas Bekman and me, was to use git “smudge” and “clean” filters that automatically rewrote all notebook json to remove unneeded metadata when committing. This helped a bit, but git quite often ended up in an odd state where it was impossible to merge.

+

In nbdev v1 Sylvain Gugger created an amazing tool called nbdev_fix_merge which used very clever custom logic to manually fix merge conflicts in notebooks, to ensure that they could opened in Jupyter. For nbdev v2 I did a from-scratch rewrite of every part of the library, and I realised that we could replace the custom logic with the SequenceMatcher approach described above.

+

None of these steps fully resolved the Jupyter+git problem, since we were getting frequent merge errors caused by the smudge/clean git filters, and conflicts required manually running nbdev_fix_merge. Wasim Lorgat realised that we could resolve the smudge/clean issue by moving that logic into an nbdev save hook, and avoid the manual fix step by moving that logic into a git merge driver. This resolved the final remaining issues! (I was actually quite stunned that Wasim went from our first discussion of the outstanding problems, to figuring out how to solve all of them, in the space of about two days…)

+
+
+

The result

+

The new tools in nbdev2, which we’ve been using internally for the last few months, have been transformational to our workflow. The Jupyter+git problem has been totally solved. I’ve seen no unnecessary conflicts, cell-level merges have worked like magic, and on the few occassions where I’ve changed the source in the same cell as a collaborator, fixing the conflict in Jupyter has been straightforward and convenient.

+
+
+

Postscript: other Jupyter+git tools

+
+

ReviewNB

+

There is one other tool which we’ve found very helpful in using Jupyter with git, which is ReviewNB. ReviewNB solves the problem of doing pull requests with notebooks. GitHub’s code review GUI only works well for line-based file formats, such as plain python scripts. This works fine with the Python modules that nbdev exports, and I often do reviews directly on the Python files, instead of the source notebooks.

+

However, much of the time I’d rather do reviews on the source notebooks, because:

+
    +
  • I want to review the documentation and tests, not just the implementation
    • +
  • I want to see the changes to cell outputs, such as charts and tables, not just the code.
    • +
+

For this purpose, ReviewNB is perfect. Just like nbdev makes git merges and commits Jupyter-friendly, ReviewNB makes code reviews Jupyter-friendly. A picture is worth a thousand words, so rather than trying to explain, I’ll just show this picture from the ReviewNB website of what PRs look like in their interface:

+

+
+
+

An alternative solution: Jupytext

+

Another potential solution to the Jupyter+git problem might be to use Jupytext. Jupytext saves notebooks in a line-based format, instead of in JSON. This means that all the usual git machinery, such as merges and PRs, works fine. Jupytext can even use Quarto’s format, qmd, as a format for saving notebooks, which then can be used to generate a website.

+

Jupytext can be a bit tricky to manage when you want to save your cell outputs (which I generally want to do, since many of my notebooks take a long time to run – e.g training deep learning models.) Whilst Jupytext can save outputs in a linked ipynb file, managing this linkage gets complex, and ends up with the Jupyter+git problem all over again! If you don’t need to save outputs, then you might find Jupytext sufficient – although of course you’ll miss out on the cell-based code reviews of ReviewNB and your users won’t be able to read your notebooks properly when they’re browsing GitHub.

+
+
+

nbdime

+

There’s also an interesting project called nbdime which has its own git drivers and filters. Since they’re not really compatible with nbdev (partly because they tackle some of the same problems in different ways) I haven’t used them much, so haven’t got an informed opinion about them. However I do use nbdime’s Jupyter extension sometimes, which provides a view similar to ReviewNB, but for local changes instead of PRs.

+

If you want to try to yourself, follow the directions on Git-friendly Jupyter to get started.

+ + +
+
+ + ]]> + https://nbdev.fast.ai/blog/posts/2022-08-25-jupyter-git/ + Thu, 25 Aug 2022 00:00:00 GMT + + + + nbdev+Quarto: A new secret weapon for productivity + Hamel Husain + Jeremy Howard + https://nbdev.fast.ai/blog/posts/2022-07-28-nbdev2/ + Originally posted on the fast.ai blog

+
+
+

+
A single notebook can create a python module, tests, CI, pypi/conda packages, and more.
+
+
+
+

Our new secret weapon for productivity

+

Today we’re excited to announce that we’ve teamed up with Quarto to give nbdev superpowers. nbdev offers Python programmers a common set of tools for using Jupyter notebooks to:

+
    +
  • Write & distribute software packages
    • +
  • Test code, and
    • +
  • Author documentation and technical articles
    • +
+

Although notebooks are already widely used for once-off exploratory work, it’s less well-known that they are perfectly capable of writing quality software. In fact, we’ve used nbdev for a wide range of software projects over the last three years, including deep learning libraries, API clients, Python language extensions, terminal user interfaces, and more. We discovered that it is not only capable of writing great software but that it has also increased our productivity by 300% or more. With nbdev, developers simply write notebooks with lightweight markup and get high-quality documentation, tests, continuous integration, and packaging for free! Nbdev has allowed us to maintain and scale many open source projects. Pull requests are often accompanied by detailed documentation and tests–contributors simply write notebooks.

+

This is why we’re excited to share nbdev v2. It’s rewritten from the ground up, with much-anticipated features including:

+
    +
  • Interoperation with non-nbdev codebases for tasks like documentation
    • +
  • Support for any static site generator
    • +
  • Wide variety of output mediums such as blogs, papers, slides, and websites
    • +
  • A faster Jupyter kernel, which also means faster tests
    • +
  • Cleaner and more extensible API, which supports custom directives, custom module exporters, and more
    • +
+
+
+

nbdev in industry

+

We have piloted nbdev at several companies. We were delighted to receive the following feedback, which fits our own experience using and developing nbdev:

+
+ +
+
+
+
+

David Berg, on using nbdev for internal documentation at Netflix: “Prior to using nbdev, documentation was the most cumbersome aspect of our software development process… Using nbdev allows us to spend more time creating rich prose around the many code snippets guaranteeing the whole experience is robust. nbdev has turned what was once a chore into a natural extension of the notebook-based testing we were already doing.”

+
+
+
+
+

+
+
+
+
+
+
+ +
+
+
+
+

Erik Gaasedelen, on using nbdev in production at Lyft: “I use this in production at my company. It’s an awesome tool… nbdev streamlines everything so I can write docs, tests, and code all in one place… The packaging is also really well thought out. From my point of view it is close to a Pareto improvement over traditional Python library development.”

+
+
+
+
+

+
+
+
+
+
+
+ +
+
+
+
+

Hugo Bowne-Anderson, on using nbdev for Outerbounds: “nbdev has transformed the way we write documentation. Gone are the days of worrying about broken code examples when our API changes or [due to] human errors associated with copying & pasting code into markdown files. The authoring experience of nbdev… [allows] us to write prose and live code in a unified interface, which allows more experimentation… On top of this, nbdev allows us to include unit tests in our documentation which mitigates the burden of maintaining the docs over time.”

+
+
+
+
+

+
+
+
+
+
+
+ +
+
+
+
+

Roxanna Pourzand, on using nbdev for Transform: “We’re so excited about using nbdev. Our product is technical so our resulting documentation includes a lot of code-based examples. Before nbdev, we had no way of maintaining our code examples and ensuring that it was up-to-date for both command inputs and outputs. It was all manual. With nbdev, we now have this under control in a sustainable way. Since we’ve deployed these docs, we also had a situation where we were able to identify a bug in one of our interfaces, which we found by seeing the error that was output in the documentation.”

+
+
+

+
+
+
+
+
+

What’s nbdev?

+

Nbdev embraces the dynamic nature of python and REPL-driven development in ways that traditional IDEs and software development workflows cannot. We thoroughly discussed the motivation, history, and goals of nbdev in this initial launch post three years ago. The creator of Jupyter, Fernando Pérez, told us:

+
+

[Nbdev] should be celebrated and used a lot more - I have kept a tab with your original nbdev blog post open for months in Chrome because of how often I refer to it and point others to this work

+
+

In short, nbdev embraces ideas from literate programming and exploratory programming. These paradigms have been revisited in platforms like XCode Playgrounds and languages like Smalltalk, LISP, and Mathematica. With nbdev, we sought to push these paradigms even further by enabling it for one of the most popular dynamic programming languages in the world: Python.

+
+
+

+
State of the Octoverse 2021, GitHub
+
+
+

Even though nbdev is most widely used in scientific computing communities due to its integration with Jupyter Notebooks, we’ve found that nbdev is well suited for a much wider range of software. We have used nbdev to write deep learning libraries, API clients, python language extensions, terminal user interfaces, and more!

+

Hamel: When I use nbdev, my colleagues are often astounded by how quickly I can create and distribute high-quality python packages. I consider nbdev to be a superpower that allows me to create tests and documentation without any additional friction, which makes all of my projects more maintainable. I also find writing software with nbdev to be more fun and productive as I can iterate very fast on ideas relative to more traditional software engineering workflows. Lastly, with nbdev I can also use traditional text-based IDEs if I want to, so I get the best of both worlds.

+
+
+

What we learned after three years of using nbdev

+

While nbdev was originally developed to simplify the software development workflow for various fast.ai projects, we found that users wanted to extend nbdev to:

+
    +
  • Write and publish blog posts, books, papers, and other types of documents with Jupyter Notebooks
    • +
  • Document existing codebases not written in nbdev
    • +
  • Accommodate traditional Python conventions–for those constrained in how their code is organized and formatted
    • +
  • Publish content using any static site generator
    • +
+

While we created projects such as fastpages and fastdoc to accomplish some of these tasks, we realized that it would be better to have a single set of flexible tools to accomplish all of them. To this end, we were extremely excited to discover Quarto, an open-source technical publishing system built on pandoc.

+

Hamel: The more I used nbdev for creating Python modules, the more I wanted to use it for writing blogs and documenting existing codebases. The ability to customize the way notebooks are rendered (hiding vs. showing cells, stripping output, etc.), along with the facilities for including unit tests, made it my go-to authoring tool for all technical content. I’m excited that nbdev2 unlocks all of these possibilities for everyone!

+
+
+

Enter Quarto: A pandoc super-processor

+

Quarto is a project that enables technical publishing with support for Jupyter Notebook, VSCode, Observable, and plaintext editors. Furthermore, Quarto enables the publishing of high-quality articles, reports, websites, and blogs in HTML, PDF, ePub, PowerPoint slides, and more. Quarto is maintained by RStudio, a company with a long history of products supporting literate programming, such as RMarkdown and RStudio.

+

Quarto is built on top of Pandoc, a universal document converter that supports nearly any format you can think of. Pandoc achieves this seemingly magical feat by representing documents in a common abstract syntax tree (AST) that serves as the medium through which different formats can be translated. By extension, Quarto allows you to generate content in almost any format you wish! You can use pandoc filters to modify the AST and the output format, which allows you to use any static site generator you want, and programmatically modify and generate content.

+

Quarto allows you to compose pandoc filters in a processing pipeline and apply them to specific documents or entire projects. You can also distribute filters as Quarto extensions, which makes Quarto extremely customizable.

+

We also find Quarto compelling because user interfaces such as comment directives (comments that start with #|) correlate with nbdev. In fact, we even learned that nbdev inspired Quarto in this regard! In general, Quarto and nbdev share many goals, and the Quarto team has been incredibly responsive to our suggestions. For example, the ability to create notebook filters to modify notebooks before rendering. Below is a screenshot of a Jupyter notebook rendered with Quarto and nbdev.

+
+
+
+

+
Quarto rendering a Jupyter notebook written with nbdev
+
+
+
+

Finally, Quarto supports more programming languages than just Python and has been adding new features and fixing bugs at an impressive speed. This gives us confidence that we will be able to expand nbdev to support more use cases in the future. We discuss some of these future directions in the closing section.

+
+
+

A blazing fast notebook kernel: execnb

+

A core component of nbdev is executing and testing notebooks programmatically. It is important that this notebook runner executes with minimal overhead to maintain our goal of providing a delightful developer experience. This is why we built execnb, a lightweight notebook runner for Python kernels, which executes notebooks blazingly fast. Furthermore, execnb allows parameterized execution of notebooks.

+

Hamel: I have been an enthusiastic user of tools like papermill that programmatically run notebooks for use-cases like creating dashboards or enabling new kinds of machine learning workflows. I believe execnb unlocks even more possibilities with its ability to inject arbitrary code at any place in a notebook, as well as the ability to pass callbacks that run before and/or after cells are executed. This opens up possibilities to create new types of workflows with notebooks that I am excited about exploring in the near future.

+
+
+

Towards a dialect of python that embraces its dynamic nature

+

One way to understand nbdev is part of an ecosystem that is designed to embrace Python’s dynamic properties for REPL-driven software engineering. Similar to Clojure, our goal is to provide tools that remove all friction from using the REPL in your programming workflow. We believe that the REPL enhances developer workflows thanks to context-sensitive auto-completion, signature inspection, and documentation–all based on the actual state of your code, and none of which are available in IDEs that depend solely on static analysis. We have found that for this reason, nbdev, with its Jupyter notebook foundation, makes programming significantly more productive and enjoyable.

+

Our efforts to support REPL-driven development and literate programming are not limited to nbdev. We maintain a number of libraries that extend python to bolster this programming experience. The most notable of these libraries is fastcore, which extends Python in terms of testing, documenting code, metaprogramming, attribute helpers, enhanced representations of objects, and notebook-friendly patching. This blog post offers a gentle introduction to fastcore. In addition to literate programming, fastcore encourages conventions such as brevity and efficient use of vertical space so you can accomplish more with significantly less code. For example, below is a simple decorator that enables notebook-friendly patching:

+
+
+

+
@patch decorator from fastcore
+
+
+

We believe that this combination of a new developer workflow (nbdev), Python extensions (fastcore), and associated norms form a new dialect of Python that is centered on leveraging its dynamic nature–in contrast to an ever-growing trend toward static analysis. We suspect that this dialect of Python will be more productive for programmers in many scenarios. We are framing this ecosystem as a “dialect” as it is still very much Python and is approachable by anyone who is familiar with the language. Furthermore, despite nbdev’s notebook workflow, our tools generate plaintext modules that can be navigated and edited with text-based IDEs, allowing programmers to experience the best of both worlds, if they desire.

+

Hamel: I believe this framing of a Python dialect is key to properly understanding what nbdev is. While it may be tempting to get stuck on specific features or technical details of nbdev, it is useful to zoom out to understand the overall intent of creating a better workflow rather than conforming too rigidly to existing ones. A good analogy is TypeScript’s relationship with JavaScript: it is an extension of an existing programming language that supports a new way of programming. I encourage you to treat nbdev in a similar fashion: be willing to try new ways of programming and observe which tradeoffs resonate with you. At the very least, I believe nbdev is a fun way to experience a different way of writing software, which will broaden your horizons about programming in general, all without having to learn an entirely new programming language!

+
+
+

The future of nbdev

+

While we are excited about nbdev2, we believe we have only scratched the surface of what’s possible. We are considering the following features:

+
    +
  • Supporting more languages beyond Python, such as Julia, R and JavaScript
    • +
  • Offering interfaces for executing parameterized notebooks that mimic Python scripts
    • +
  • Extensions for more static site generators and filters
    • +
  • Supporting alternate testing backends, such as pytest
    • +
  • Supporting a greater number of docstring formats, such as Google-style docstrings
    • +
  • More options to use plain-text or human readable notebook backends other than JSON
    • +
+

If you have interesting ideas about how nbdev can be extended, please drop and chat with us on discord or post a message in the forums.

+
+
+

How you can get started with nbdev

+

Our project’s website is at nbdev.fast.ai, where we will be posting tutorials, examples, and more documentation in the coming days.

+
+
+

Thank You

+

This new version of nbdev was a team effort by many wonderful people. We want to highlight two people who have made outstanding contributions:

+
    +

  • Wasim Lorgat was instrumental across different areas, including significant contributions to fastcore, execnb, and nbdev, as well as the implementation of the new nbdev home page. With Wasim’s help, we were able to push nbdev to a new level of functionality and quality.

    • +

  • JJ Allaire is not only the CEO of RStudio but also the steward of Quarto. JJ was incredibly responsive and eager to work with us on nbdev and added many features to Quarto specifically with nbdev in mind, such as notebook filters. We were also astounded by the attention to detail and the pace at which bugs are addressed. This new version of nbdev would not have been possible without JJ’s help, and we are excited to continue to work with him.

    • +
+

We also want to thank the amazing fastai community, notably Isaac Flath, Benjamin Warner and Zach Mueller for their tireless work on this project.

+
+
+

A conversation with JJ Allaire

+

To celebrate the launch of nbdev v2 and Quarto, Jeremy sat down with the CEO of Posit (previously known as RStudio, the company behind Quarto), JJ Allaire, to talk about software development, scientific publishing, R, Python, literate programming, and much more.

+
+ +
+ + +
+ + ]]> + https://nbdev.fast.ai/blog/posts/2022-07-28-nbdev2/ + Thu, 28 Jul 2022 00:00:00 GMT + + + + diff --git a/blog/posts/2022-07-28-nbdev2/index.html b/blog/posts/2022-07-28-nbdev2/index.html new file mode 100644 index 000000000..fd77af75f --- /dev/null +++ b/blog/posts/2022-07-28-nbdev2/index.html @@ -0,0 +1,1096 @@ + + + + + + + + + + + + + +nbdev+Quarto: A new secret weapon for productivity – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

nbdev+Quarto: A new secret weapon for productivity

+
+ +
+
+ Our favorite tool for software engineering productivity–nbdev, now re-written with Quarto +
+
+ + +
+ +
+
Authors
+
+

Hamel Husain

+

Jeremy Howard

+
+
+ +
+
Published
+
+

July 28, 2022

+
+
+ + +
+ + + +
+ + +

Originally posted on the fast.ai blog

+
+
+

+
A single notebook can create a python module, tests, CI, pypi/conda packages, and more.
+
+
+
+

Our new secret weapon for productivity

+

Today we’re excited to announce that we’ve teamed up with Quarto to give nbdev superpowers. nbdev offers Python programmers a common set of tools for using Jupyter notebooks to:

+
    +
  • Write & distribute software packages
    • +
  • Test code, and
    • +
  • Author documentation and technical articles
    • +
+

Although notebooks are already widely used for once-off exploratory work, it’s less well-known that they are perfectly capable of writing quality software. In fact, we’ve used nbdev for a wide range of software projects over the last three years, including deep learning libraries, API clients, Python language extensions, terminal user interfaces, and more. We discovered that it is not only capable of writing great software but that it has also increased our productivity by 300% or more. With nbdev, developers simply write notebooks with lightweight markup and get high-quality documentation, tests, continuous integration, and packaging for free! Nbdev has allowed us to maintain and scale many open source projects. Pull requests are often accompanied by detailed documentation and tests–contributors simply write notebooks.

+

This is why we’re excited to share nbdev v2. It’s rewritten from the ground up, with much-anticipated features including:

+
    +
  • Interoperation with non-nbdev codebases for tasks like documentation
    • +
  • Support for any static site generator
    • +
  • Wide variety of output mediums such as blogs, papers, slides, and websites
    • +
  • A faster Jupyter kernel, which also means faster tests
    • +
  • Cleaner and more extensible API, which supports custom directives, custom module exporters, and more
    • +
+
+
+

nbdev in industry

+

We have piloted nbdev at several companies. We were delighted to receive the following feedback, which fits our own experience using and developing nbdev:

+
+ +
+
+
+
+

David Berg, on using nbdev for internal documentation at Netflix: “Prior to using nbdev, documentation was the most cumbersome aspect of our software development process… Using nbdev allows us to spend more time creating rich prose around the many code snippets guaranteeing the whole experience is robust. nbdev has turned what was once a chore into a natural extension of the notebook-based testing we were already doing.”

+
+
+
+
+

+
+
+
+
+
+
+ +
+
+
+
+

Erik Gaasedelen, on using nbdev in production at Lyft: “I use this in production at my company. It’s an awesome tool… nbdev streamlines everything so I can write docs, tests, and code all in one place… The packaging is also really well thought out. From my point of view it is close to a Pareto improvement over traditional Python library development.”

+
+
+
+
+

+
+
+
+
+
+
+ +
+
+
+
+

Hugo Bowne-Anderson, on using nbdev for Outerbounds: “nbdev has transformed the way we write documentation. Gone are the days of worrying about broken code examples when our API changes or [due to] human errors associated with copying & pasting code into markdown files. The authoring experience of nbdev… [allows] us to write prose and live code in a unified interface, which allows more experimentation… On top of this, nbdev allows us to include unit tests in our documentation which mitigates the burden of maintaining the docs over time.”

+
+
+
+
+

+
+
+
+
+
+
+ +
+
+
+
+

Roxanna Pourzand, on using nbdev for Transform: “We’re so excited about using nbdev. Our product is technical so our resulting documentation includes a lot of code-based examples. Before nbdev, we had no way of maintaining our code examples and ensuring that it was up-to-date for both command inputs and outputs. It was all manual. With nbdev, we now have this under control in a sustainable way. Since we’ve deployed these docs, we also had a situation where we were able to identify a bug in one of our interfaces, which we found by seeing the error that was output in the documentation.”

+
+
+

+
+
+
+
+
+

What’s nbdev?

+

Nbdev embraces the dynamic nature of python and REPL-driven development in ways that traditional IDEs and software development workflows cannot. We thoroughly discussed the motivation, history, and goals of nbdev in this initial launch post three years ago. The creator of Jupyter, Fernando Pérez, told us:

+
+

[Nbdev] should be celebrated and used a lot more - I have kept a tab with your original nbdev blog post open for months in Chrome because of how often I refer to it and point others to this work

+
+

In short, nbdev embraces ideas from literate programming and exploratory programming. These paradigms have been revisited in platforms like XCode Playgrounds and languages like Smalltalk, LISP, and Mathematica. With nbdev, we sought to push these paradigms even further by enabling it for one of the most popular dynamic programming languages in the world: Python.

+
+
+

+
State of the Octoverse 2021, GitHub
+
+
+

Even though nbdev is most widely used in scientific computing communities due to its integration with Jupyter Notebooks, we’ve found that nbdev is well suited for a much wider range of software. We have used nbdev to write deep learning libraries, API clients, python language extensions, terminal user interfaces, and more!

+

Hamel: When I use nbdev, my colleagues are often astounded by how quickly I can create and distribute high-quality python packages. I consider nbdev to be a superpower that allows me to create tests and documentation without any additional friction, which makes all of my projects more maintainable. I also find writing software with nbdev to be more fun and productive as I can iterate very fast on ideas relative to more traditional software engineering workflows. Lastly, with nbdev I can also use traditional text-based IDEs if I want to, so I get the best of both worlds.

+
+
+

What we learned after three years of using nbdev

+

While nbdev was originally developed to simplify the software development workflow for various fast.ai projects, we found that users wanted to extend nbdev to:

+
    +
  • Write and publish blog posts, books, papers, and other types of documents with Jupyter Notebooks
    • +
  • Document existing codebases not written in nbdev
    • +
  • Accommodate traditional Python conventions–for those constrained in how their code is organized and formatted
    • +
  • Publish content using any static site generator
    • +
+

While we created projects such as fastpages and fastdoc to accomplish some of these tasks, we realized that it would be better to have a single set of flexible tools to accomplish all of them. To this end, we were extremely excited to discover Quarto, an open-source technical publishing system built on pandoc.

+

Hamel: The more I used nbdev for creating Python modules, the more I wanted to use it for writing blogs and documenting existing codebases. The ability to customize the way notebooks are rendered (hiding vs. showing cells, stripping output, etc.), along with the facilities for including unit tests, made it my go-to authoring tool for all technical content. I’m excited that nbdev2 unlocks all of these possibilities for everyone!

+
+
+

Enter Quarto: A pandoc super-processor

+

Quarto is a project that enables technical publishing with support for Jupyter Notebook, VSCode, Observable, and plaintext editors. Furthermore, Quarto enables the publishing of high-quality articles, reports, websites, and blogs in HTML, PDF, ePub, PowerPoint slides, and more. Quarto is maintained by RStudio, a company with a long history of products supporting literate programming, such as RMarkdown and RStudio.

+

Quarto is built on top of Pandoc, a universal document converter that supports nearly any format you can think of. Pandoc achieves this seemingly magical feat by representing documents in a common abstract syntax tree (AST) that serves as the medium through which different formats can be translated. By extension, Quarto allows you to generate content in almost any format you wish! You can use pandoc filters to modify the AST and the output format, which allows you to use any static site generator you want, and programmatically modify and generate content.

+

Quarto allows you to compose pandoc filters in a processing pipeline and apply them to specific documents or entire projects. You can also distribute filters as Quarto extensions, which makes Quarto extremely customizable.

+

We also find Quarto compelling because user interfaces such as comment directives (comments that start with #|) correlate with nbdev. In fact, we even learned that nbdev inspired Quarto in this regard! In general, Quarto and nbdev share many goals, and the Quarto team has been incredibly responsive to our suggestions. For example, the ability to create notebook filters to modify notebooks before rendering. Below is a screenshot of a Jupyter notebook rendered with Quarto and nbdev.

+
+
+
+

+
Quarto rendering a Jupyter notebook written with nbdev
+
+
+
+

Finally, Quarto supports more programming languages than just Python and has been adding new features and fixing bugs at an impressive speed. This gives us confidence that we will be able to expand nbdev to support more use cases in the future. We discuss some of these future directions in the closing section.

+
+
+

A blazing fast notebook kernel: execnb

+

A core component of nbdev is executing and testing notebooks programmatically. It is important that this notebook runner executes with minimal overhead to maintain our goal of providing a delightful developer experience. This is why we built execnb, a lightweight notebook runner for Python kernels, which executes notebooks blazingly fast. Furthermore, execnb allows parameterized execution of notebooks.

+

Hamel: I have been an enthusiastic user of tools like papermill that programmatically run notebooks for use-cases like creating dashboards or enabling new kinds of machine learning workflows. I believe execnb unlocks even more possibilities with its ability to inject arbitrary code at any place in a notebook, as well as the ability to pass callbacks that run before and/or after cells are executed. This opens up possibilities to create new types of workflows with notebooks that I am excited about exploring in the near future.

+
+
+

Towards a dialect of python that embraces its dynamic nature

+

One way to understand nbdev is part of an ecosystem that is designed to embrace Python’s dynamic properties for REPL-driven software engineering. Similar to Clojure, our goal is to provide tools that remove all friction from using the REPL in your programming workflow. We believe that the REPL enhances developer workflows thanks to context-sensitive auto-completion, signature inspection, and documentation–all based on the actual state of your code, and none of which are available in IDEs that depend solely on static analysis. We have found that for this reason, nbdev, with its Jupyter notebook foundation, makes programming significantly more productive and enjoyable.

+

Our efforts to support REPL-driven development and literate programming are not limited to nbdev. We maintain a number of libraries that extend python to bolster this programming experience. The most notable of these libraries is fastcore, which extends Python in terms of testing, documenting code, metaprogramming, attribute helpers, enhanced representations of objects, and notebook-friendly patching. This blog post offers a gentle introduction to fastcore. In addition to literate programming, fastcore encourages conventions such as brevity and efficient use of vertical space so you can accomplish more with significantly less code. For example, below is a simple decorator that enables notebook-friendly patching:

+
+
+

+
@patch decorator from fastcore
+
+
+

We believe that this combination of a new developer workflow (nbdev), Python extensions (fastcore), and associated norms form a new dialect of Python that is centered on leveraging its dynamic nature–in contrast to an ever-growing trend toward static analysis. We suspect that this dialect of Python will be more productive for programmers in many scenarios. We are framing this ecosystem as a “dialect” as it is still very much Python and is approachable by anyone who is familiar with the language. Furthermore, despite nbdev’s notebook workflow, our tools generate plaintext modules that can be navigated and edited with text-based IDEs, allowing programmers to experience the best of both worlds, if they desire.

+

Hamel: I believe this framing of a Python dialect is key to properly understanding what nbdev is. While it may be tempting to get stuck on specific features or technical details of nbdev, it is useful to zoom out to understand the overall intent of creating a better workflow rather than conforming too rigidly to existing ones. A good analogy is TypeScript’s relationship with JavaScript: it is an extension of an existing programming language that supports a new way of programming. I encourage you to treat nbdev in a similar fashion: be willing to try new ways of programming and observe which tradeoffs resonate with you. At the very least, I believe nbdev is a fun way to experience a different way of writing software, which will broaden your horizons about programming in general, all without having to learn an entirely new programming language!

+
+
+

The future of nbdev

+

While we are excited about nbdev2, we believe we have only scratched the surface of what’s possible. We are considering the following features:

+
    +
  • Supporting more languages beyond Python, such as Julia, R and JavaScript
    • +
  • Offering interfaces for executing parameterized notebooks that mimic Python scripts
    • +
  • Extensions for more static site generators and filters
    • +
  • Supporting alternate testing backends, such as pytest
    • +
  • Supporting a greater number of docstring formats, such as Google-style docstrings
    • +
  • More options to use plain-text or human readable notebook backends other than JSON
    • +
+

If you have interesting ideas about how nbdev can be extended, please drop and chat with us on discord or post a message in the forums.

+
+
+

How you can get started with nbdev

+

Our project’s website is at nbdev.fast.ai, where we will be posting tutorials, examples, and more documentation in the coming days.

+
+
+

Thank You

+

This new version of nbdev was a team effort by many wonderful people. We want to highlight two people who have made outstanding contributions:

+
    +

  • Wasim Lorgat was instrumental across different areas, including significant contributions to fastcore, execnb, and nbdev, as well as the implementation of the new nbdev home page. With Wasim’s help, we were able to push nbdev to a new level of functionality and quality.

    • +

  • JJ Allaire is not only the CEO of RStudio but also the steward of Quarto. JJ was incredibly responsive and eager to work with us on nbdev and added many features to Quarto specifically with nbdev in mind, such as notebook filters. We were also astounded by the attention to detail and the pace at which bugs are addressed. This new version of nbdev would not have been possible without JJ’s help, and we are excited to continue to work with him.

    • +
+

We also want to thank the amazing fastai community, notably Isaac Flath, Benjamin Warner and Zach Mueller for their tireless work on this project.

+
+
+

A conversation with JJ Allaire

+

To celebrate the launch of nbdev v2 and Quarto, Jeremy sat down with the CEO of Posit (previously known as RStudio, the company behind Quarto), JJ Allaire, to talk about software development, scientific publishing, R, Python, literate programming, and much more.

+
+ +
+ + +
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/blog/posts/2022-07-28-nbdev2/index.md b/blog/posts/2022-07-28-nbdev2/index.md new file mode 100644 index 000000000..b51901677 --- /dev/null +++ b/blog/posts/2022-07-28-nbdev2/index.md @@ -0,0 +1,362 @@ +# nbdev+Quarto: A new secret weapon for productivity +Hamel Husain, Jeremy Howard +2022-07-28 + +*[Originally posted](https://www.fast.ai/2022/07/28/nbdev-v2/) on the +fast.ai blog* + +
+ + +
+ +## Our new secret weapon for productivity + +Today we’re excited to announce that we’ve teamed up with Quarto to give +[nbdev](https://nbdev.fast.ai) superpowers. nbdev offers Python +programmers a common set of tools for using Jupyter notebooks to: + +- Write & distribute software packages +- Test code, and +- Author documentation and technical articles + +Although notebooks are already widely used for once-off exploratory +work, it’s less well-known that they are perfectly capable of writing +quality software. In fact, we’ve used nbdev for a wide range of software +projects over the last three years, including [deep learning +libraries,](https://github.com/fastai/fastai) [API +clients](https://github.com/fastai/ghapi), [Python language +extensions](https://github.com/fastai/fastcore), [terminal user +interfaces](https://github.com/nat/ghtop), and more. We discovered that +it is not only capable of writing great software but that it **has also +increased our productivity by 300% or more**. With nbdev, developers +simply write notebooks with lightweight markup and get high-quality +documentation, tests, continuous integration, and packaging for free! +Nbdev has allowed us to maintain and scale many [open source +projects](https://github.com/fastai). Pull requests are often +accompanied by detailed documentation and tests–contributors simply +write notebooks. + +This is why we’re excited to share nbdev v2. It’s rewritten from the +ground up, with much-anticipated features including: + +- Interoperation with non-nbdev codebases for tasks like documentation +- Support for any static site generator +- Wide variety of output mediums such as blogs, papers, slides, and + websites +- A faster Jupyter kernel, which also means faster tests +- Cleaner and more extensible API, which supports custom directives, + custom module exporters, and more + +## nbdev in industry + +We have piloted nbdev at several companies. We were delighted to receive +the following feedback, which fits our own experience using and +developing nbdev: + +
+ +
+ +
+ +
+ +
+ +
+ +
+ +
+ +## What’s nbdev? + +Nbdev embraces the dynamic nature of python and REPL-driven development +in ways that traditional IDEs and software development workflows cannot. +We thoroughly discussed the motivation, history, and goals of nbdev in +this [initial launch +post](https://www.fast.ai/posts/2019-11-27-nbdev.html#software-development-tools) +three years ago. The creator of Jupyter, Fernando Pérez, told us: + +> \[Nbdev\] should be celebrated and used a lot more - I have kept a tab +> with your original nbdev blog post open for months in Chrome because +> of how often I refer to it and point others to this work + +In short, nbdev embraces ideas from [literate +programming](https://en.wikipedia.org/wiki/Literate_programming) and +[exploratory +programming](https://en.wikipedia.org/wiki/Exploratory_programming). +These paradigms have been revisited in platforms like XCode +[Playgrounds](https://en.wikipedia.org/wiki/Swift_Playgrounds) and +languages like Smalltalk, LISP, and Mathematica. With nbdev, we sought +to push these paradigms even further by enabling it for one of the most +popular dynamic programming languages in the world: Python. + +
+State of the Octoverse 2021, GitHub + +
+ +Even though nbdev is most widely used in scientific computing +communities due to its integration with Jupyter Notebooks, we’ve found +that nbdev is well suited for a much wider range of software. We have +used nbdev to write [deep learning +libraries,](https://github.com/fastai/fastai) [API +clients](https://github.com/fastai/ghapi), [python language +extensions](https://github.com/fastai/fastcore), [terminal user +interfaces](https://github.com/nat/ghtop), and more! + +*Hamel: When I use nbdev, my colleagues are often astounded by how +quickly I can create and distribute high-quality python packages. I +consider nbdev to be a superpower that allows me to create tests and +documentation without any additional friction, which makes all of my +projects more maintainable. I also find writing software with nbdev to +be more fun and productive as I can iterate very fast on ideas relative +to more traditional software engineering workflows. Lastly, with nbdev I +can also use traditional text-based IDEs if I want to, so I get the best +of both worlds.* + +## What we learned after three years of using nbdev + +While nbdev was originally developed to simplify the software +development workflow for various [fast.ai +projects](https://github.com/fastai), we found that users wanted to +extend nbdev to: + +- Write and publish blog posts, books, papers, and other types of + documents with Jupyter Notebooks +- Document existing codebases not written in nbdev +- Accommodate traditional Python conventions–for those constrained in + how their code is organized and formatted +- Publish content using *any* static site generator + +While we created projects such as +[fastpages](https://github.com/fastai/fastpages) and +[fastdoc](https://github.com/fastai/fastdoc) to accomplish some of these +tasks, we realized that it would be better to have a single set of +flexible tools to accomplish all of them. To this end, we were extremely +excited to discover [Quarto](https://quarto.org/), an open-source +technical publishing system built on pandoc. + +*Hamel: The more I used nbdev for creating Python modules, the more I +wanted to use it for writing blogs and documenting existing codebases. +The ability to customize the way notebooks are rendered (hiding +vs. showing cells, stripping output, etc.), along with the facilities +for including unit tests, made it my go-to authoring tool for all +technical content. I’m excited that nbdev2 unlocks all of these +possibilities for everyone!* + +## Enter Quarto: A pandoc super-processor + +[Quarto](https://quarto.org/) is a project that enables technical +publishing with support for Jupyter Notebook, VSCode, Observable, and +plaintext editors. Furthermore, Quarto enables the publishing of +high-quality articles, reports, websites, and blogs in HTML, PDF, ePub, +PowerPoint slides, and more. Quarto is maintained by +[RStudio](https://www.rstudio.com/), a company with a long history of +products supporting literate programming, such as RMarkdown and RStudio. + +Quarto is built on top of [Pandoc](https://pandoc.org/), a universal +document converter that supports nearly any format you can think of. +Pandoc achieves this seemingly magical feat by representing documents in +a common abstract syntax tree (AST) that serves as the medium through +which different formats can be translated. By extension, Quarto allows +you to generate content in almost any format you wish! You can use +[pandoc filters](https://pandoc.org/filters%202.html#summary) to modify +the AST and the output format, which allows you to use any static site +generator you want, and programmatically modify and generate content. + +Quarto allows you to [compose pandoc filters in a processing +pipeline](https://quarto.org/docs/extensions/filters.html#activating-filters) +and apply them to specific documents or entire projects. You can also +[distribute filters as Quarto +extensions](https://quarto.org/docs/extensions/filters.html#distribution), +which makes Quarto extremely customizable. + +We also find Quarto compelling because user interfaces such as [comment +directives](https://quarto.org/docs/reference/cells/cells-jupyter.html#overview) +(comments that start with `#|`) correlate with nbdev. In fact, we even +learned that nbdev inspired Quarto in this regard! In general, Quarto +and nbdev share many goals, and the Quarto team has been incredibly +responsive to our suggestions. For example, the ability to create +[notebook filters](https://quarto.org/docs/extensions/nbfilter.html) to +modify notebooks before rendering. Below is a screenshot of a Jupyter +notebook rendered with Quarto and nbdev. + +
+ +
+ + +
+ +
+ +Finally, Quarto supports more programming languages than just Python and +has been adding new features and fixing bugs at an impressive speed. +This gives us confidence that we will be able to expand nbdev to support +more use cases in the future. We discuss some of these future directions +in the closing section. + +## A blazing fast notebook kernel: execnb + +A core component of nbdev is executing and testing notebooks +programmatically. It is important that this notebook runner executes +with minimal overhead to maintain our goal of providing a delightful +developer experience. This is why we built +[execnb](https://github.com/fastai/execnb), a lightweight notebook +runner for Python kernels, which executes notebooks blazingly fast. +Furthermore, execnb allows parameterized execution of notebooks. + +*Hamel: I have been an enthusiastic user of tools like papermill that +programmatically run notebooks for use-cases like [creating +dashboards](https://github.com/github/covid19-dashboard) or enabling +[new kinds of machine learning +workflows](https://outerbounds.com/blog/notebooks-in-production-with-metaflow). +I believe execnb unlocks even more possibilities with its ability to +inject arbitrary code at any place in a notebook, as well as the ability +to pass callbacks that run before and/or after cells are executed. This +opens up possibilities to create new types of workflows with notebooks +that I am excited about exploring in the near future.* + +## Towards a dialect of python that embraces its dynamic nature + +One way to understand nbdev is part of an ecosystem that is designed to +embrace Python’s dynamic properties for REPL-driven software +engineering. [Similar to +Clojure](https://clojure.org/guides/repl/enhancing_your_repl_workflow), +our goal is to provide tools that remove all friction from using the +REPL in your programming workflow. We believe that the REPL enhances +developer workflows thanks to context-sensitive auto-completion, +signature inspection, and documentation–all based on the actual state of +your code, and none of which are available in IDEs that depend solely on +static analysis. We have found that for this reason, nbdev, with its +Jupyter notebook foundation, makes programming significantly more +productive and enjoyable. + +Our efforts to support REPL-driven development and literate programming +are not limited to nbdev. We maintain a number of libraries that extend +python to bolster this programming experience. The most notable of these +libraries is [fastcore](https://github.com/fastai/fastcore), which +extends Python in terms of +[testing](https://fastcore.fast.ai/test.html), [documenting +code](https://fastcore.fast.ai/docments.html), +[metaprogramming](https://fastcore.fast.ai/meta.html#Metaprogramming), +[attribute +helpers](https://fastcore.fast.ai/basics.html#Attribute-Helpers), +[enhanced representations of +objects](https://fastcore.fast.ai/basics.html#basic_repr), and +notebook-friendly +[patching](https://fastcore.fast.ai/basics.html#Patching). This [blog +post](https://fastpages.fast.ai/fastcore/) offers a gentle introduction +to fastcore. In addition to literate programming, fastcore encourages +conventions such as brevity and efficient use of vertical space so you +can accomplish more with significantly less code. For example, below is +a simple decorator that enables notebook-friendly +[patching](https://fastcore.fast.ai/basics.html#Patching): + +
+ + +
+ +We believe that this combination of a new developer workflow (nbdev), +Python extensions (fastcore), and associated norms form a new dialect of +Python that is centered on leveraging its dynamic nature–in contrast to +an ever-growing trend toward [static +analysis](https://mypy.readthedocs.io/en/stable/). We suspect that this +dialect of Python will be more productive for programmers in many +scenarios. We are framing this ecosystem as a “dialect” as it is still +very much Python and is approachable by anyone who is familiar with the +language. Furthermore, despite nbdev’s notebook workflow, our tools +generate plaintext modules that can be navigated and edited with +text-based IDEs, allowing programmers to experience the best of both +worlds, if they desire. + +*Hamel: I believe this framing of a Python dialect is key to properly +understanding what nbdev is. While it may be tempting to get stuck on +specific features or technical details of nbdev, it is useful to zoom +out to understand the overall intent of creating a better workflow +rather than conforming too rigidly to existing ones. A good analogy is +TypeScript’s relationship with JavaScript: it is an extension of an +existing programming language that supports a new way of programming. I +encourage you to treat nbdev in a similar fashion: be willing to try new +ways of programming and observe which tradeoffs resonate with you. At +the very least, I believe nbdev is a fun way to experience a different +way of writing software, which will broaden your horizons about +programming in general, all without having to learn an entirely new +programming language!* + +## The future of nbdev + +While we are excited about nbdev2, we believe we have only scratched the +surface of what’s possible. We are considering the following features: + +- Supporting more languages beyond Python, such as Julia, R and + JavaScript +- Offering interfaces for executing parameterized notebooks that mimic + Python scripts +- Extensions for more static site generators and filters +- Supporting alternate testing backends, such as pytest +- Supporting a greater number of docstring formats, such as + [Google-style](https://google.github.io/styleguide/pyguide.html#381-docstrings) + docstrings +- More options to use plain-text or human readable notebook backends + other than JSON + +If you have interesting ideas about how nbdev can be extended, please +drop and chat with us on [discord](https://discord.com/invite/xnpeRdg) +or post a message in the [forums](https://forums.fast.ai/). + +## How you can get started with nbdev + +Our project’s website is at [nbdev.fast.ai](https://nbdev.fast.ai/), +where we will be posting tutorials, examples, and more documentation in +the coming days. + +## Thank You + +This new version of nbdev was a team effort by many wonderful people. We +want to highlight two people who have made outstanding contributions: + +- [Wasim Lorgat](https://twitter.com/wasimlorgat) was instrumental + across different areas, including significant contributions to + fastcore, execnb, and nbdev, as well as the implementation of the new + nbdev [home page](https://nbdev.fast.ai/). With Wasim’s help, we were + able to push nbdev to a new level of functionality and quality. + +- [JJ Allaire](https://en.wikipedia.org/wiki/Joseph_J._Allaire) is not + only the CEO of RStudio but also the steward of Quarto. JJ was + incredibly responsive and eager to work with us on nbdev and added + many features to Quarto specifically with nbdev in mind, such as + [notebook filters](https://quarto.org/docs/extensions/nbfilter.html). + We were also astounded by the attention to detail and the pace at + which bugs are addressed. This new version of nbdev would not have + been possible without JJ’s help, and we are excited to continue to + work with him. + +We also want to thank the amazing fastai community, notably [Isaac +Flath](https://twitter.com/isaac_flath), [Benjamin +Warner](https://mobile.twitter.com/benjamin_warner) and [Zach +Mueller](https://twitter.com/TheZachMueller) for their tireless work on +this project. + +## A conversation with JJ Allaire + +To celebrate the launch of nbdev v2 and Quarto, Jeremy sat down with the +CEO of Posit (previously known as RStudio, the company behind Quarto), +JJ Allaire, to talk about software development, scientific publishing, +R, Python, literate programming, and much more. + +
+ +
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+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

The Jupyter+git problem is now solved

+
+ +
+
+ Previously, using git with Jupyter could create conflicts and break notebooks. With nbdev2, the problem has been totally solved. +
+
+ + +
+ +
+
Author
+
+

Jeremy Howard

+
+
+ +
+
Published
+
+

August 25, 2022

+
+
+ + +
+ + + +
+ + +

Originally posted on the fast.ai blog

+
+

Jupyter notebooks don’t work with git by default. With nbdev2, the Jupyter+git problem has been totally solved. It provides a set of hooks which provide clean git diffs, solve most git conflicts automatically, and ensure that any remaining conflicts can be resolved entirely within the standard Jupyter notebook environment. To get started, follow the directions on Git-friendly Jupyter.

+
+
+

The Jupyter+git problem

+

Jupyter notebooks are a powerful tool for scientists, engineers, technical writers, students, teachers, and more. They provide an ideal notebook environment for interactively exploring data and code, writing programs, and documenting the results as dashboards, books, or blogs.

+

But when collaborating with others, this ideal environment goes up in smoke. That’s because tools such as git, which are the most popular approaches for asynchronous collaboration, makes notebooks unusable. Literally. Here’s what it looks like if you and a colleague both modify a notebook cell (including, in many cases, simply executing a cell withuout changing it), and then try to open that notebook later:

+
+
+

+
What merge conflicts normally do to Jupyter Notebooks
+
+
+

The reason for this stems from a fundamental incompatibility between the format Jupyter notebooks use (JSON) and the format that git conflict markers assume by default (plain lines of text). This is what it looks like when git adds its conflict markers to a notebook:

+
+
   "source": [
+<<<<<< HEAD
+    "z=3\n",
+======
+    "z=2\n",
+>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35
+    "z"
+   ]
+
+

That’s not valid JSON, and therefore Jupyter can’t open it. Conflicts are particularly common in notebooks, because Jupyter changes the following every time you run a notebook:

+
    +
  • Every cell includes a number indicating what order it was run in. If you and a colleague run the cells in different orders, you’ll have a conflict in every single cell! This would take a very long time to fix manually
    • +
  • For every figure, such as a plot, Jupyter includes not only the image itself in the notebook, but also a plain text description that includes the id (like a memory address) of the object, such as <matplotlib.axes._subplots.AxesSubplot at 0x7fbc113dbe90>. This changes every time you execute a notebook, and therefore will create a conflict every time two people execute this cell
    • +
  • Some outputs may be non-deterministic, such as a notebook that uses random numbers, or that interacts with a service that provides different outputs over time (such as a weather service)
    • +
  • Jupyter adds metadata to the notebook describing the environment it was last run in, such as the name of the kernel. This often varies across installations, and therefore two people saving a notebook (even without and other changes) will often end up with a conflict in the metadata.
    • +
+

All these changes to notebook files also make git diffs of notebooks very verbose. This can make code reviews a challenge, and make git repos more bulky than necessary.

+

The result of these problems is that many Jupyter users feel that collaborating with notebooks is a clunky, error-prone, and frustrating experience. (We’ve even seen people on social media describe Jupyter’s notebook format as “stupid” or “terrible”, despite otherwise professing their love for the software!)

+

It turns out, however, that Jupyter and git can work together extremely well, with none of the above problems at all. All that’s needed is a bit of special software…

+
+
+

The solution

+

Jupyter and git are both well-designed software systems that provide many powerful extensibility mechanisms. It turns out that we can use these to fully and automatically solve the Jupyter+git problem. We identified two categories of problems in the previous section:

+
    +
  1. git conflicts lead to broken notebooks
    2. +
  2. Unnecessary conflicts due to metadata and outputs.
    3. +
+

In our newly released nbdev2, an open source Jupyter-based development platform, we’ve solve each of the problems:

+
    +
  1. A new merge driver for git provides “notebook-native” conflict markers, resulting in notebooks that can be opened directly in Jupyter, even when there are git conflicts
    2. +
  2. A new save hook for Jupyter automatically removes all unnecessary metadata and non-deterministic cell output.
    3. +
+

Here’s what a conflict looks like in Jupyter with nbdev’s merge driver:

+
+

+
+

As you see, the local and remote change are each clearly displayed as separate cells in the notebook, allowing you to simply delete the version you don’t want to keep, or combine the two cells as needed.

+

The techniques used to make the merge driver work are quite fascinating – let’s dive into the details!

+
+

The nbdev2 git merge driver

+

We provide here a summary of the git merge driver – for full details and source code see the nbdev.merge docs. Amazingly enough, the entire implementation is just 58 lines of code!

+

The basic idea is to first “undo” the original git merge which created the conflict, and then “redo” it at a cell level (instead of a line level) and looking only at cell source (not outputs or metadata). The “undoing” is straightforward: just create two copies of the conflicted file (representing the local and remove versions of the file), go through each git conflict marker, and replace the conflict section with either the local or remote version of the code.

+

Now that we’ve got the original local and remote notebooks, we can load the json using execnb.nbio, which will then give us an array of cells for each notebook. Now we’re up to the interesting bit – creating cell-level diffs based only on the cell source.

+

The Python standard library contains a very flexible and effective implementation of a diff algorithm in the difflib module. In particular, the SequenceMatcher class provides the fundamental building blocks for implementing your own conflict resolution system. We pass the two sets of cells (remote and local) to SequenceMatcher(...).get_matching_blocks(), and it returns a list of each section of cells that match (i.e. have no conflicts/differences). We can then go through each matching section and copy them into the final notebook, and through each non-matching section and copy in each of the remote and local cells (add cells between them to mark the conflicts).

+

Making SequenceMatcher work with notebook cells (represented in nbdev by the NbCell class) requires only adding __hash__ and __eq__ methods to NbCell. In each case, these methods are defined to look only at the actual source code, and not at any metadata or outputs. As a result, SequenceMatcher will only show differences in source code, and will ignore differences in everything else.

+

With a single line of configuration, we can ask git to call our python script, instead of its default line-based implementation, any time it is merging changes. nbdev_install_hooks sets up this configuration automatically, so after running it, git conflicts become much less common, and never result in broken notebooks.

+
+
+

The nbdev2 Jupyter save hook

+

Solving git merges locally is extremely helpful, but we need to solve them remotely as well. For instance, if a contributor submits a pull request (PR), and then someone else commits to the same notebook before the PR is merged, the PR might now have a conflict like this:

+
+
   "outputs": [
+    {
+<<<<<< HEAD
+     "execution_count": 7,
+======
+     "execution_count": 5,
+>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35
+     "metadata": {},
+
+

This conflict shows that the two contributors have run cells in different orders (or perhaps one added a couple of cells above in the notebook), so their commits have conflicting execution counts. GitHub will refuse to allow this PR to be merged until this conflict is fixed.

+

But of course we don’t really care about the conflict at all – it doesn’t matter what, if any, execution count is stored in the notebook. So we’d really prefer to ignore this difference entirely!

+

Thankfully, Jupyter provides a “pre-save” hook which allows code to be run every time a notebook is saved. nbdev uses this to set up a hook which removes all unnecessary metadata (including execution_count) on saving. That means there’s no pointless conflicts like the one above, because no commits will have this information stored in the first place.

+
+
+
+

Background

+

Here at fast.ai we use Jupyter for everything. All our tests, documentation, and module source code for all of our many libraries is entirely developed in notebooks (using nbdev, of course!) And we use git for all our libraries too. Some of our repositories have many hundreds of contributors. Therefore solving the Jupyter+git problem has been critical for us. The solution presented here is the result of years of work by many people.

+

Our first approach, developed by Stas Bekman and me, was to use git “smudge” and “clean” filters that automatically rewrote all notebook json to remove unneeded metadata when committing. This helped a bit, but git quite often ended up in an odd state where it was impossible to merge.

+

In nbdev v1 Sylvain Gugger created an amazing tool called nbdev_fix_merge which used very clever custom logic to manually fix merge conflicts in notebooks, to ensure that they could opened in Jupyter. For nbdev v2 I did a from-scratch rewrite of every part of the library, and I realised that we could replace the custom logic with the SequenceMatcher approach described above.

+

None of these steps fully resolved the Jupyter+git problem, since we were getting frequent merge errors caused by the smudge/clean git filters, and conflicts required manually running nbdev_fix_merge. Wasim Lorgat realised that we could resolve the smudge/clean issue by moving that logic into an nbdev save hook, and avoid the manual fix step by moving that logic into a git merge driver. This resolved the final remaining issues! (I was actually quite stunned that Wasim went from our first discussion of the outstanding problems, to figuring out how to solve all of them, in the space of about two days…)

+
+
+

The result

+

The new tools in nbdev2, which we’ve been using internally for the last few months, have been transformational to our workflow. The Jupyter+git problem has been totally solved. I’ve seen no unnecessary conflicts, cell-level merges have worked like magic, and on the few occassions where I’ve changed the source in the same cell as a collaborator, fixing the conflict in Jupyter has been straightforward and convenient.

+
+
+

Postscript: other Jupyter+git tools

+
+

ReviewNB

+

There is one other tool which we’ve found very helpful in using Jupyter with git, which is ReviewNB. ReviewNB solves the problem of doing pull requests with notebooks. GitHub’s code review GUI only works well for line-based file formats, such as plain python scripts. This works fine with the Python modules that nbdev exports, and I often do reviews directly on the Python files, instead of the source notebooks.

+

However, much of the time I’d rather do reviews on the source notebooks, because:

+
    +
  • I want to review the documentation and tests, not just the implementation
    • +
  • I want to see the changes to cell outputs, such as charts and tables, not just the code.
    • +
+

For this purpose, ReviewNB is perfect. Just like nbdev makes git merges and commits Jupyter-friendly, ReviewNB makes code reviews Jupyter-friendly. A picture is worth a thousand words, so rather than trying to explain, I’ll just show this picture from the ReviewNB website of what PRs look like in their interface:

+

+
+
+

An alternative solution: Jupytext

+

Another potential solution to the Jupyter+git problem might be to use Jupytext. Jupytext saves notebooks in a line-based format, instead of in JSON. This means that all the usual git machinery, such as merges and PRs, works fine. Jupytext can even use Quarto’s format, qmd, as a format for saving notebooks, which then can be used to generate a website.

+

Jupytext can be a bit tricky to manage when you want to save your cell outputs (which I generally want to do, since many of my notebooks take a long time to run – e.g training deep learning models.) Whilst Jupytext can save outputs in a linked ipynb file, managing this linkage gets complex, and ends up with the Jupyter+git problem all over again! If you don’t need to save outputs, then you might find Jupytext sufficient – although of course you’ll miss out on the cell-based code reviews of ReviewNB and your users won’t be able to read your notebooks properly when they’re browsing GitHub.

+
+
+

nbdime

+

There’s also an interesting project called nbdime which has its own git drivers and filters. Since they’re not really compatible with nbdev (partly because they tackle some of the same problems in different ways) I haven’t used them much, so haven’t got an informed opinion about them. However I do use nbdime’s Jupyter extension sometimes, which provides a view similar to ReviewNB, but for local changes instead of PRs.

+

If you want to try to yourself, follow the directions on Git-friendly Jupyter to get started.

+ + +
+
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/blog/posts/2022-08-25-jupyter-git/index.md b/blog/posts/2022-08-25-jupyter-git/index.md new file mode 100644 index 000000000..f0d8a0ca2 --- /dev/null +++ b/blog/posts/2022-08-25-jupyter-git/index.md @@ -0,0 +1,316 @@ +# The Jupyter+git problem is now solved +Jeremy Howard +2022-08-25 + +*[Originally posted](https://www.fast.ai/2022/08/25/jupyter-git/) on the +fast.ai blog* + +> Jupyter notebooks don’t work with git by default. With +> [nbdev2](https://nbdev.fast.ai/), the Jupyter+git problem has been +> totally solved. It provides a set of hooks which provide clean git +> diffs, solve most git conflicts automatically, and ensure that any +> remaining conflicts can be resolved entirely within the standard +> Jupyter notebook environment. To get started, follow the directions on +> [Git-friendly +> Jupyter](https://nbdev.fast.ai/tutorials/git_friendly_jupyter.html). + +## The Jupyter+git problem + +[Jupyter notebooks](https://Jupyter.org/) are a powerful tool for +scientists, engineers, technical writers, students, teachers, and more. +They provide an ideal +[notebook](https://en.wikipedia.org/wiki/Lab_notebook) environment for +interactively exploring data and code, writing programs, and documenting +the results as dashboards, books, or blogs. + +But when collaborating with others, this ideal environment goes up in +smoke. That’s because tools such as git, which are the most popular +approaches for asynchronous collaboration, makes notebooks unusable. +Literally. Here’s what it looks like if you and a colleague both modify +a notebook cell (including, in many cases, simply executing a cell +withuout changing it), and then try to open that notebook later: + +
+ + +
+ +The reason for this stems from a fundamental incompatibility between the +format Jupyter notebooks use (JSON) and the format that git conflict +markers assume by default (plain lines of text). This is what it looks +like when git adds its conflict markers to a notebook: + +
+ + "source": [ + <<<<<< HEAD + "z=3\n", + ====== + "z=2\n", + >>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35 + "z" + ] + +
+ +That’s not valid JSON, and therefore Jupyter can’t open it. Conflicts +are particularly common in notebooks, because Jupyter changes the +following every time you run a notebook: + +- Every cell includes a number indicating what order it was run in. If + you and a colleague run the cells in different orders, you’ll have a + conflict in every single cell! This would take a very long time to fix + manually +- For every figure, such as a plot, Jupyter includes not only the image + itself in the notebook, but also a plain text description that + includes the `id` (like a memory address) of the object, such as + ``. This + changes every time you execute a notebook, and therefore will create a + conflict every time two people execute this cell +- Some outputs may be non-deterministic, such as a notebook that uses + random numbers, or that interacts with a service that provides + different outputs over time (such as a weather service) +- Jupyter adds metadata to the notebook describing the environment it + was last run in, such as the name of the kernel. This often varies + across installations, and therefore two people saving a notebook (even + without and other changes) will often end up with a conflict in the + metadata. + +All these changes to notebook files also make git diffs of notebooks +very verbose. This can make code reviews a challenge, and make git repos +more bulky than necessary. + +The result of these problems is that many Jupyter users feel that +collaborating with notebooks is a clunky, error-prone, and frustrating +experience. (We’ve even seen people on social media describe Jupyter’s +notebook format as “stupid” or “terrible”, despite otherwise professing +their love for the software!) + +It turns out, however, that Jupyter and git can work together extremely +well, with none of the above problems at all. All that’s needed is a bit +of special software… + +## The solution + +Jupyter and git are both well-designed software systems that provide +many powerful extensibility mechanisms. It turns out that we can use +these to fully and automatically solve the Jupyter+git problem. We +identified two categories of problems in the previous section: + +1. git conflicts lead to broken notebooks +2. Unnecessary conflicts due to metadata and outputs. + +In our newly released [nbdev2](https://nbdev.fast.ai/), an open source +Jupyter-based development platform, we’ve solve each of the problems: + +1. A new *merge driver* for git provides “notebook-native” conflict + markers, resulting in notebooks that can be opened directly in + Jupyter, even when there are git conflicts +2. A new *save hook* for Jupyter automatically removes all unnecessary + metadata and non-deterministic cell output. + +Here’s what a conflict looks like in Jupyter with nbdev’s merge driver: + +
+ +![](friendly-conflict.png) + +
+ +As you see, the local and remote change are each clearly displayed as +separate cells in the notebook, allowing you to simply delete the +version you don’t want to keep, or combine the two cells as needed. + +The techniques used to make the merge driver work are quite fascinating +– let’s dive into the details! + +### The nbdev2 git merge driver + +We provide here a summary of the git merge driver – for full details and +source code see the [`nbdev.merge` +docs](https://nbdev.fast.ai/api/merge.html). Amazingly enough, the +entire implementation is just 58 lines of code! + +The basic idea is to first “undo” the original git merge which created +the conflict, and then “redo” it at a cell level (instead of a line +level) and looking only at cell source (not outputs or metadata). The +“undoing” is straightforward: just create two copies of the conflicted +file (representing the local and remove versions of the file), go +through each git conflict marker, and replace the conflict section with +either the local or remote version of the code. + +Now that we’ve got the original local and remote notebooks, we can load +the json using +[`execnb.nbio`](https://fastai.github.io/execnb/nbio.html), which will +then give us an array of cells for each notebook. Now we’re up to the +interesting bit – creating cell-level diffs based only on the cell +source. + +The Python standard library contains a very flexible and effective +implementation of a diff algorithm in the `difflib` module. In +particular, the +[`SequenceMatcher`](https://docs.python.org/3/library/difflib.html#difflib.SequenceMatcher) +class provides the fundamental building blocks for implementing your own +conflict resolution system. We pass the two sets of cells (remote and +local) to `SequenceMatcher(...).get_matching_blocks()`, and it returns a +list of each section of cells that match (i.e. have no +conflicts/differences). We can then go through each matching section and +copy them into the final notebook, and through each non-matching section +and copy in each of the remote and local cells (add cells between them +to mark the conflicts). + +Making `SequenceMatcher` work with notebook cells (represented in nbdev +by the `NbCell` class) requires only adding `__hash__` and `__eq__` +methods to `NbCell`. In each case, these methods are defined to look +only at the actual source code, and not at any metadata or outputs. As a +result, `SequenceMatcher` will only show differences in source code, and +will ignore differences in everything else. + +With a single line of configuration, we can ask git to call our python +script, instead of its default line-based implementation, any time it is +merging changes. `nbdev_install_hooks` sets up this configuration +automatically, so after running it, git conflicts become much less +common, and never result in broken notebooks. + +### The nbdev2 Jupyter save hook + +Solving git merges locally is extremely helpful, but we need to solve +them remotely as well. For instance, if a contributor submits a pull +request (PR), and then someone else commits to the same notebook before +the PR is merged, the PR might now have a conflict like this: + +
+ + "outputs": [ + { + <<<<<< HEAD + "execution_count": 7, + ====== + "execution_count": 5, + >>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35 + "metadata": {}, + +
+ +This conflict shows that the two contributors have run cells in +different orders (or perhaps one added a couple of cells above in the +notebook), so their commits have conflicting execution counts. GitHub +will refuse to allow this PR to be merged until this conflict is fixed. + +But of course we don’t really care about the conflict at all – it +doesn’t matter what, if any, execution count is stored in the notebook. +So we’d really prefer to ignore this difference entirely! + +Thankfully, Jupyter provides a “pre-save” hook which allows code to be +run every time a notebook is saved. nbdev uses this to set up a hook +which removes all unnecessary metadata (including `execution_count`) on +saving. That means there’s no pointless conflicts like the one above, +because no commits will have this information stored in the first place. + +## Background + +Here at fast.ai we use Jupyter for everything. All our tests, +documentation, and module source code for all of our many libraries is +entirely developed in notebooks (using nbdev, of course!) And we use git +for all our libraries too. Some of our repositories have many hundreds +of contributors. Therefore solving the Jupyter+git problem has been +critical for us. The solution presented here is the result of years of +work by many people. + +Our first approach, developed by Stas Bekman and me, was to use git +[“smudge” and “clean” +filters](https://bignerdranch.com/blog/git-smudge-and-clean-filters-making-changes-so-you-dont-have-to/) +that automatically rewrote all notebook json to remove unneeded metadata +when committing. This helped a bit, but git quite often ended up in an +odd state where it was impossible to merge. + +In nbdev v1 Sylvain Gugger created an amazing tool called +`nbdev_fix_merge` which used very clever custom logic to manually fix +merge conflicts in notebooks, to ensure that they could opened in +Jupyter. For nbdev v2 I did a from-scratch rewrite of every part of the +library, and I realised that we could replace the custom logic with the +`SequenceMatcher` approach described above. + +None of these steps fully resolved the Jupyter+git problem, since we +were getting frequent merge errors caused by the smudge/clean git +filters, and conflicts required manually running `nbdev_fix_merge`. +Wasim Lorgat realised that we could resolve the smudge/clean issue by +moving that logic into an nbdev save hook, and avoid the manual fix step +by moving that logic into a git merge driver. This resolved the final +remaining issues! (I was actually quite stunned that Wasim went from our +first discussion of the outstanding problems, to figuring out how to +solve all of them, in the space of about two days…) + +## The result + +The new tools in nbdev2, which we’ve been using internally for the last +few months, have been transformational to our workflow. **The +Jupyter+git problem has been totally solved.** I’ve seen no unnecessary +conflicts, cell-level merges have worked like magic, and on the few +occassions where I’ve changed the source in the same cell as a +collaborator, fixing the conflict in Jupyter has been straightforward +and convenient. + +## Postscript: other Jupyter+git tools + +### ReviewNB + +There is one other tool which we’ve found very helpful in using Jupyter +with git, which is [ReviewNB](https://www.reviewnb.com/). ReviewNB +solves the problem of doing pull requests with notebooks. GitHub’s code +review GUI only works well for line-based file formats, such as plain +python scripts. This works fine with the Python modules that nbdev +exports, and I often do reviews directly on the Python files, instead of +the source notebooks. + +However, much of the time I’d rather do reviews on the source notebooks, +because: + +- I want to review the documentation and tests, not just the + implementation +- I want to see the changes to cell outputs, such as charts and tables, + not just the code. + +For this purpose, ReviewNB is perfect. Just like nbdev makes git merges +and commits Jupyter-friendly, ReviewNB makes code reviews +Jupyter-friendly. A picture is worth a thousand words, so rather than +trying to explain, I’ll just show this picture from the ReviewNB website +of what PRs look like in their interface: + +![](https://uploads-ssl.webflow.com/5ba4ebe021cb91ae35dbf88c/61f800c83d99ed2f1810b6e4_visual_diff_2.png) + +### An alternative solution: Jupytext + +Another potential solution to the Jupyter+git problem might be to use +[Jupytext](https://jupytext.readthedocs.io/en/latest/index.html). +Jupytext saves notebooks in a line-based format, instead of in JSON. +This means that all the usual git machinery, such as merges and PRs, +works fine. Jupytext can even use [Quarto’s](https://quarto.org/) +format, `qmd`, as a format for saving notebooks, which then can be used +to generate a website. + +Jupytext can be a bit tricky to manage when you want to save your cell +outputs (which I generally want to do, since many of my notebooks take a +long time to run – e.g training deep learning models.) Whilst Jupytext +can save outputs in a linked `ipynb` file, managing this linkage gets +complex, and ends up with the Jupyter+git problem all over again! If you +don’t need to save outputs, then you might find Jupytext sufficient – +although of course you’ll miss out on the cell-based code reviews of +ReviewNB and your users won’t be able to read your notebooks properly +when they’re browsing GitHub. + +### nbdime + +There’s also an interesting project called +[nbdime](https://nbdime.readthedocs.io/en/latest/) which has its own git +drivers and filters. Since they’re not really compatible with nbdev +(partly because they tackle some of the same problems in different ways) +I haven’t used them much, so haven’t got an informed opinion about them. +However I do use nbdime’s Jupyter extension sometimes, which provides a +view similar to ReviewNB, but for local changes instead of PRs. + +If you want to try to yourself, follow the directions on [Git-friendly +Jupyter](https://nbdev.fast.ai/tutorials/git_friendly_jupyter.html) to +get started. diff --git a/blog/posts/2022-08-25-jupyter-git/unreadable-notebook.png b/blog/posts/2022-08-25-jupyter-git/unreadable-notebook.png new file mode 100644 index 000000000..c7f9cb0b2 Binary files /dev/null and b/blog/posts/2022-08-25-jupyter-git/unreadable-notebook.png differ diff --git a/blog/posts/2022-11-07-spaces/blog_cover.jpeg b/blog/posts/2022-11-07-spaces/blog_cover.jpeg new file mode 100644 index 000000000..348cce5ef Binary files /dev/null and b/blog/posts/2022-11-07-spaces/blog_cover.jpeg differ diff --git a/blog/posts/2022-11-07-spaces/create_space.png b/blog/posts/2022-11-07-spaces/create_space.png new file mode 100644 index 000000000..68d62a798 Binary files /dev/null and b/blog/posts/2022-11-07-spaces/create_space.png differ diff --git a/blog/posts/2022-11-07-spaces/final_app.png b/blog/posts/2022-11-07-spaces/final_app.png new file mode 100644 index 000000000..2a3185fcd Binary files /dev/null and b/blog/posts/2022-11-07-spaces/final_app.png differ diff --git a/blog/posts/2022-11-07-spaces/gradio_local.png b/blog/posts/2022-11-07-spaces/gradio_local.png new file mode 100644 index 000000000..649523419 Binary files /dev/null and b/blog/posts/2022-11-07-spaces/gradio_local.png differ diff --git a/blog/posts/2022-11-07-spaces/index.html b/blog/posts/2022-11-07-spaces/index.html new file mode 100644 index 000000000..ab431088c --- /dev/null +++ b/blog/posts/2022-11-07-spaces/index.html @@ -0,0 +1,1087 @@ + + + + + + + + + + + + +Create A 🤗 Space From A Notebook – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

Create A 🤗 Space From A Notebook

+
+ +
+
+ A demo of using nbdev with Hugging Face Spaces & Gradio. +
+
+ + +
+ +
+
Author
+
+

Hamel Husain

+
+
+ +
+
Published
+
+

November 7, 2022

+
+
+ + +
+ + + +
+ + +
+
+

+
Image created with Stable Diffusion from this space
+
+
+

Hugging Face Spaces provides an easy ways to deploy a web app with python. Gradio is one of my favorite tools for building these web apps. For example, the cover-image for this blog post was generated with a Gradio App!1 Gradio also allows you to prototype your web apps in notebooks which allows you to iterate fast. Unfortunately, Hugging Face Spaces requires you to package your web application code as a python script named app.py.

+

However, thanks to nbdev, you can deploy a Gradio app to Spaces from a notebook without having to refactor your code into a script! When you finish this tutorial, you will have an app that looks like this:

+
+
+

A Gradio app that shows the size of a HF Dataset.

+
A Gradio app that shows the size of a HF Dataset.
+
+
+

The above app allows you to lookup the size of any Hugging Face Dataset, using the Hugging Face Datasets Server API.

+

Authoring your spaces in notebooks offers a number of benefits such as the ability to:

+
    +
  • Document your code (with quarto or nbdev)
    • +
  • Prototype and author your code (with nbdev.export.export_nb)
    • +
  • Test your code (with nbdev_test)
    • +
+

… All from the same environment!

+
+

1. Create a Gradio-enabled Space on Hugging Face

+

The first step is to create a space and select the appropriate sdk (which is Gradio in this example), according to these instructions:

+
+
+

+
create a Hugging Face Space
+
+
+

After you are done creating the space, clone the repo locally. In this example, I ran the command git clone https://huggingface.co/spaces/hamel/hfspace_demo.

+
+
+

2. Create A Notebook

+

Before getting started you will want to install the dependencies for this tutorial:

+
!pip install git+https://github.com/fastai/nbdev.git gradio fastcore
+

Create a notebook called app.ipynb in the root of your newly cloned repo. Alternatively, download the notebook and follow along.

+
+
+
+ +
+
+Download the notebook and follow along +
+
+
+

This blog post is a verbose version of the “notebook” you can use to create a Gradio app. However, it can be useful to see just the code without any of the prose. A concise version of this notebook is here. I recommend taking a look at this notebook during or after you read this blog post.

+
+
+
+
+

3. Make an app with Gradio

+

Below, I will create a gradio app in a notebook and show you how to deploy it to Hugging Face Spaces.

+

First, lets import the libraries we need, which in this case are gradio and fastcore:

+
#|export
+import gradio as gr
+from fastcore.net import urljson, HTTPError
+

Next, write the functions your gradio app will use. Because of nbdev, you can prototype and package your code all in one place. The special comment #|export marks which cells will be sent to a python script (more on this later). Note that there are only three cells in this notebook with the #|export directive.

+
#|export
+def size(repo:str):
+    "Returns the size in GB of a HuggingFace Dataset."
+    url = f'https://huggingface.co/api/datasets/{repo}'
+    try: resp = urljson(f'{url}/treesize/main')
+    except HTTPError: return f'Did not find repo: {url}'
+    gb = resp['size'] / 1e9
+    return f'{gb:.2f} GB'
+

size takes as an input a Hugging Face Dataset repo and returns the total size in GB of the data.

+

For example, I can check the size of tglcourse/CelebA-faces-cropped-128 like so:

+
size("tglcourse/CelebA-faces-cropped-128")
+
+
'5.49 GB'
+
+

You can construct a simple UI with the gradio.interface and then call the launch method of that interface to display a preview in a notebook. This is a great way to test your app to see if it works:

+
#|export
+iface = gr.Interface(fn=size, inputs=gr.Text(value="tglcourse/CelebA-faces-cropped-128"), outputs="text")
+iface.launch(height=450, width=500)
+
+
Running on local URL:  http://127.0.0.1:7861
+
+To create a public link, set `share=True` in `launch()`.
+

+
+

Note how running the launch() method in a notebook runs a webserver in the background. Below, I call the close() method to close the webserver.

+
# this is only necessary in a notebook
+iface.close()
+
+
Closing server running on port: 7861
+
+
+
+

4. Convert This Notebook Into A Gradio App

+

In order to host this code on Hugging Face Spaces, you will export parts of this notebook to a script named app.py. As a reminder, this is what the special #|export comment that you have seen in cells above do! You can export code from this notebook like so:

+
from nbdev.export import nb_export
+nb_export('app.ipynb', lib_path='.', name='app')
+
+

Understanding what is generated

+

Notice how the contents of app.py only contain the exported cells from this notebook:

+
!cat app.py
+
+
# AUTOGENERATED! DO NOT EDIT! File to edit: app.ipynb.
+
+# %% auto 0
+__all__ = ['iface', 'size']
+
+# %% app.ipynb 6
+import gradio as gr
+from fastcore.net import urljson, HTTPError
+
+# %% app.ipynb 8
+def size(repo:str):
+    "Returns the size in GB of a HuggingFace Dataset."
+    url = f'https://huggingface.co/api/datasets/{repo}'
+    try: resp = urljson(f'{url}/treesize/main')
+    except HTTPError: return f'Did not find repo: {url}'
+    gb = resp['size'] / 1e9
+    return f'{gb:.2f} GB'
+
+# %% app.ipynb 12
+iface = gr.Interface(fn=size, inputs=gr.Text(value="tglcourse/CelebA-faces-cropped-128"), outputs="text")
+iface.launch(height=450, width=500)
+
+
+
+

Fill out requirements.txt

+

You must supply a requirements.txt file so the Gradio app knows how to build your dependencies. In this example, the only dependency other than Gradio is fastcore. You don’t need to specify Gradio itself as a dependency in requirements.txt, so our requirements.txt file has only one dependency:

+
%%writefile requirements.txt
+fastcore
+
Writing requirements.txt
+

Note: you may want to add operating system dependencies in addition to python dependencies. You can do this via a packages.txt file as documented here.

+
+
+
+

5. Launch Your Gradio App

+

To launch your gradio app, you need to commit the changes to the Hugging Face repo:

+
git add -A; git commit -m "Add application files"; git push
+
+
+

Voilà! Enjoy your Gradio App

+

After a couple of minutes, you will see your app published! This app is published here.

+
+
+

Shameless Plug: nbdev

+

Hopefully you felt something magical while doing this example. Even though the target application required you to write a python script (app.py), you didn’t have to refactor your script from a notebook! I believe that you shouldn’t have to refactor your code and switch contexts even when creating python packages! If this intrigues you, check out nbdev

+ + +
+ + +

Footnotes

+ +
    +

  1. The prompt that generated the cover image is: “A data scientist at a computer in a futuristic city with a view of the planet Jupyter in the night sky, trending on artstation, high detail, science-fiction”↩︎

    2. +
+
+ +
+ + + + + \ No newline at end of file diff --git a/blog/posts/2022-11-07-spaces/index.md b/blog/posts/2022-11-07-spaces/index.md new file mode 100644 index 000000000..026992f7e --- /dev/null +++ b/blog/posts/2022-11-07-spaces/index.md @@ -0,0 +1,273 @@ +# Create A 🤗 Space From A Notebook +Hamel Husain +2022-11-07 + +
+ + +
+ +[Hugging Face Spaces](https://huggingface.co/spaces/launch) provides an +easy ways to deploy a web app with python. [Gradio](https://gradio.app/) +is one of my favorite tools for building these web apps. For example, +the cover-image for this blog post was generated with a [Gradio +App](https://huggingface.co/spaces/stabilityai/stable-diffusion)![1] +Gradio also allows you to prototype your web apps in notebooks which +allows you to iterate fast. Unfortunately, Hugging Face Spaces requires +you to package your web application code as a python script named +`app.py`. + +However, **thanks to [nbdev](https://nbdev.fast.ai), you can deploy a +Gradio app to Spaces from a notebook without having to refactor your +code into a script!** When you finish this tutorial, you will have an +app that looks like this: + +
+ +
A +Gradio app that shows the size of a HF Dataset.
+
+ +*The above app allows you to lookup the size of any [Hugging Face +Dataset](https://huggingface.co/docs/datasets/index), using the [Hugging +Face Datasets Server +API](https://huggingface.co/docs/datasets-server/index).* + +Authoring your spaces in notebooks offers a number of benefits such as +the ability to: + +- Document your code (with `quarto` or `nbdev`) +- Prototype and author your code (with `nbdev.export.export_nb`) +- Test your code (with `nbdev_test`) + +… All from the same environment! + +## 1. Create a Gradio-enabled Space on Hugging Face + +The first step is to create a space and select the appropriate sdk +(which is Gradio in this example), according to [these +instructions](https://huggingface.co/docs/hub/spaces-overview#creating-a-new-space): + +
+create a Hugging Face Space + +
+ +After you are done creating the space, clone the repo locally. In this +example, I ran the command +`git clone https://huggingface.co/spaces/hamel/hfspace_demo`. + +## 2. Create A Notebook + +Before getting started you will want to install the dependencies for +this tutorial: + +``` python +!pip install git+https://github.com/fastai/nbdev.git gradio fastcore +``` + +Create a notebook called `app.ipynb` in the root of your newly cloned +repo. Alternatively, download [the +notebook](https://gist.github.com/hamelsmu/35be07d242f3f19063c3a3839127dc67) +and follow along. + +
+ +> **Download the notebook and follow along** +> +> This blog post is a verbose version of the “notebook” you can use to +> create a Gradio app. However, it can be useful to see just the code +> without any of the prose. A [concise version of this notebook is +> here](https://gist.github.com/hamelsmu/35be07d242f3f19063c3a3839127dc67). +> I recommend taking a look at this notebook during or after you read +> this blog post. + +
+ +## 3. Make an app with Gradio + +Below, I will create a [gradio](https://gradio.app/) app in a notebook +and show you how to deploy it to [Hugging Face +Spaces](https://huggingface.co/docs/hub/spaces). + +First, lets import the libraries we need, which in this case are +`gradio` and `fastcore`: + +``` python +#|export +import gradio as gr +from fastcore.net import urljson, HTTPError +``` + +Next, write the functions your gradio app will use. Because of +[nbdev](https://nbdev.fast.ai/blog/posts/2022-07-28-nbdev2/), you can +prototype and package your code all in one place. **The special comment +`#|export` marks which cells will be sent to a python script** (more on +this later). Note that there are only three cells in this notebook with +the `#|export` directive. + +``` python +#|export +def size(repo:str): + "Returns the size in GB of a HuggingFace Dataset." + url = f'https://huggingface.co/api/datasets/{repo}' + try: resp = urljson(f'{url}/treesize/main') + except HTTPError: return f'Did not find repo: {url}' + gb = resp['size'] / 1e9 + return f'{gb:.2f} GB' +``` + +`size` takes as an input a [Hugging Face +Dataset](https://huggingface.co/docs/datasets/index) repo and returns +the total size in GB of the data. + +For example, I can check the size of +[tglcourse/CelebA-faces-cropped-128](https://huggingface.co/datasets/tglcourse/CelebA-faces-cropped-128) +like so: + +``` python +size("tglcourse/CelebA-faces-cropped-128") +``` + +
+ + '5.49 GB' + +
+ +You can construct a simple UI with the `gradio.interface` and then call +the `launch` method of that interface to display a preview in a +notebook. This is a great way to test your app to see if it works: + +``` python +#|export +iface = gr.Interface(fn=size, inputs=gr.Text(value="tglcourse/CelebA-faces-cropped-128"), outputs="text") +iface.launch(height=450, width=500) +``` + +
+ + Running on local URL: http://127.0.0.1:7861 + + To create a public link, set `share=True` in `launch()`. + +![](gradio_local.png) + +
+ +Note how running the `launch()` method in a notebook runs a webserver in +the background. Below, I call the `close()` method to close the +webserver. + +``` python +# this is only necessary in a notebook +iface.close() +``` + +
+ + Closing server running on port: 7861 + +
+ +## 4. Convert This Notebook Into A Gradio App + +In order to host this code on Hugging Face Spaces, you will export parts +of this notebook to a script named `app.py`. As a reminder, this is what +the special `#|export` comment that you have seen in cells above do! You +can export code from this notebook like so: + +``` python +from nbdev.export import nb_export +nb_export('app.ipynb', lib_path='.', name='app') +``` + +### Understanding what is generated + +Notice how the contents of app.py only contain the exported cells from +this notebook: + +``` python +!cat app.py +``` + +
+ +``` python +# AUTOGENERATED! DO NOT EDIT! File to edit: app.ipynb. + +# %% auto 0 +__all__ = ['iface', 'size'] + +# %% app.ipynb 6 +import gradio as gr +from fastcore.net import urljson, HTTPError + +# %% app.ipynb 8 +def size(repo:str): + "Returns the size in GB of a HuggingFace Dataset." + url = f'https://huggingface.co/api/datasets/{repo}' + try: resp = urljson(f'{url}/treesize/main') + except HTTPError: return f'Did not find repo: {url}' + gb = resp['size'] / 1e9 + return f'{gb:.2f} GB' + +# %% app.ipynb 12 +iface = gr.Interface(fn=size, inputs=gr.Text(value="tglcourse/CelebA-faces-cropped-128"), outputs="text") +iface.launch(height=450, width=500) +``` + +
+ +### Fill out `requirements.txt` + +You must supply a `requirements.txt` file so the Gradio app knows how to +build your dependencies. In this example, the only dependency other than +Gradio is `fastcore`. You don’t need to specify Gradio itself as a +dependency in `requirements.txt`, so our `requirements.txt` file has +only one dependency: + +``` python +%%writefile requirements.txt +fastcore +``` + + Writing requirements.txt + +*Note: you may want to add operating system dependencies in addition to +python dependencies. You can do this via a `packages.txt` file as +[documented +here](https://huggingface.co/docs/hub/spaces-dependencies#adding-your-own-dependencies).* + +## 5. Launch Your Gradio App + +To launch your gradio app, you need to commit the changes to the Hugging +Face repo: + +``` bash +git add -A; git commit -m "Add application files"; git push +``` + +# Voilà! Enjoy your Gradio App + +After a couple of minutes, you will see your app published! This app is +published [here](https://huggingface.co/spaces/hamel/hfspace_demo). + +# Shameless Plug: [nbdev](https://nbdev.fast.ai/blog/posts/2022-07-28-nbdev2/) + +Hopefully you felt something magical while doing this example. Even +though the target application required you to write a python script +(`app.py`), you didn’t have to refactor your script from a notebook! I +believe that you shouldn’t have to refactor your code and switch +contexts even when creating python packages! If this intrigues you, +check out [nbdev](https://nbdev.fast.ai/blog/posts/2022-07-28-nbdev2/) + +[1] The prompt that generated the cover image is: “A data scientist at a +computer in a futuristic city with a view of the planet Jupyter in the +night sky, trending on artstation, high detail, science-fiction” diff --git a/explanations/config.html b/explanations/config.html new file mode 100644 index 000000000..6b7199156 --- /dev/null +++ b/explanations/config.html @@ -0,0 +1,1127 @@ + + + + + + + + + + +Settings.ini – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

Settings.ini

+
+ +
+
+ The nbdev configuration file +
+
+ + +
+ + + + +
+ + + +
+ + + +

All of nbdev’s configuration is done through a file called settings.ini which lives in the root of your repo. It’s in ConfigParser format. For example, here’s the first few lines of nbdev’s settings.ini file

+
+
+
[DEFAULT]
+lib_name = nbdev
+description = Create delightful software with Jupyter Notebooks
+copyright = 2020 onwards, Jeremy Howard
+keywords = nbdev fastai jupyter notebook export
+user = fastai
+author = Jeremy Howard and Hamel Husain
+author_email = j@fast.ai
+branch = master
+min_python = 3.7
+
+
+

You can create this file with nbdev_create_config (in which case you pass the settings manually), or with nbdev_new (which sets it up automatically for you from your repo settings). Here are all of nbdev’s settings (excluding the path and cfg_name parameters which decide where the config file is saved):

+
+
+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
repostrNoneRepo name
branchstrNoneRepo default branch
userstrNoneRepo username
authorstrNonePackage author’s name
author_emailstrNonePackage author’s email address
descriptionstrNoneShort summary of the package
pathstr.Path to create config file
cfg_namestrsettings.iniName of config file to create
lib_namestr%(repo)sPackage name
git_urlstrhttps://github.com/%(user)s/%(repo)sRepo URL
custom_sidebarbool_argFalseUse a custom sidebar.yml?
nbs_pathPathnbsPath to notebooks
lib_pathPathNonePath to package root (default: repo with - replaced by _)
doc_pathPath_docsPath to rendered docs
tst_flagsstrnotestTest flags
versionstr0.0.1Version of this release
doc_hoststrhttps://%(user)s.github.ioHostname for docs
doc_baseurlstr/%(repo)sBase URL for docs
keywordsstrnbdev jupyter notebook pythonPackage keywords
licensestrapache2License for the package
copyrightstrNoneCopyright for the package, defaults to ‘current_year onwards, author’
statusstr3Development status PyPI classifier
min_pythonstr3.7Minimum Python version PyPI classifier
audiencestrDevelopersIntended audience PyPI classifier
languagestrEnglishLanguage PyPI classifier
recursivebool_argTrueInclude subfolders in notebook globs?
black_formattingbool_argFalseFormat libraries with black?
readme_nbstrindex.ipynbNotebook to export as repo readme
titlestr%(lib_name)sQuarto website title
allowed_metadata_keysstrPreserve the list of keys in the main notebook metadata
allowed_cell_metadata_keysstrPreserve the list of keys in cell level metadata
jupyter_hooksbool_argFalseRun Jupyter hooks?
clean_idsbool_argTrueRemove ids from plaintext reprs?
clear_allbool_argFalseRemove all cell metadata and cell outputs?
cell_numberbool_argTrueAdd cell number to the exported file
put_version_in_initbool_argTrueAdd the version to the main init.py in nbdev_export
+
+
+

You can customise nbdev for all repositories for your user with a ~/.config/nbdev/settings.ini file.

+

In order for Git actions to run smoothly, add requirements and dev_requirements with required packages in settings.ini.

+

see here as a reference.

+ + + +
+ +
+ + + + + \ No newline at end of file diff --git a/explanations/config.html.md b/explanations/config.html.md new file mode 100644 index 000000000..295a90f0c --- /dev/null +++ b/explanations/config.html.md @@ -0,0 +1,276 @@ +# Settings.ini + + + + +All of nbdev’s configuration is done through a file called +`settings.ini` which lives in the root of your repo. It’s in +[ConfigParser](https://docs.python.org/3/library/configparser.html) +format. For example, here’s the first few lines of nbdev’s settings.ini +file + + [DEFAULT] + lib_name = nbdev + description = Create delightful software with Jupyter Notebooks + copyright = 2020 onwards, Jeremy Howard + keywords = nbdev fastai jupyter notebook export + user = fastai + author = Jeremy Howard and Hamel Husain + author_email = j@fast.ai + branch = master + min_python = 3.7 + +You can create this file with +[`nbdev_create_config`](https://nbdev.fast.ai/api/config.html#nbdev_create_config) +(in which case you pass the settings manually), or with +[`nbdev_new`](https://nbdev.fast.ai/api/cli.html#nbdev_new) (which sets +it up automatically for you from your repo settings). Here are all of +nbdev’s settings (excluding the `path` and `cfg_name` parameters which +decide where the config file is saved): + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
repostrNoneRepo name
branchstrNoneRepo default branch
userstrNoneRepo username
authorstrNonePackage author’s name
author_emailstrNonePackage author’s email address
descriptionstrNoneShort summary of the package
pathstr.Path to create config file
cfg_namestrsettings.iniName of config file to create
lib_namestr%(repo)sPackage name
git_urlstrhttps://github.com/%(user)s/%(repo)sRepo URL
custom_sidebarbool_argFalseUse a custom sidebar.yml?
nbs_pathPathnbsPath to notebooks
lib_pathPathNonePath to package root (default: repo with - +replaced by _)
doc_pathPath_docsPath to rendered docs
tst_flagsstrnotestTest flags
versionstr0.0.1Version of this release
doc_hoststrhttps://%(user)s.github.ioHostname for docs
doc_baseurlstr/%(repo)sBase URL for docs
keywordsstrnbdev jupyter notebook pythonPackage keywords
licensestrapache2License for the package
copyrightstrNoneCopyright for the package, defaults to ‘current_year +onwards, author’
statusstr3Development status PyPI classifier
min_pythonstr3.7Minimum Python version PyPI classifier
audiencestrDevelopersIntended audience PyPI classifier
languagestrEnglishLanguage PyPI classifier
recursivebool_argTrueInclude subfolders in notebook globs?
black_formattingbool_argFalseFormat libraries with black?
readme_nbstrindex.ipynbNotebook to export as repo readme
titlestr%(lib_name)sQuarto website title
allowed_metadata_keysstrPreserve the list of keys in the main notebook metadata
allowed_cell_metadata_keysstrPreserve the list of keys in cell level metadata
jupyter_hooksbool_argFalseRun Jupyter hooks?
clean_idsbool_argTrueRemove ids from plaintext reprs?
clear_allbool_argFalseRemove all cell metadata and cell outputs?
cell_numberbool_argTrueAdd cell number to the exported file
put_version_in_initbool_argTrueAdd the version to the main init.py in +nbdev_export
+ +You can customise nbdev for all repositories for your user with a +`~/.config/nbdev/settings.ini` file. + +In order for Git actions to run smoothly, add `requirements` and +`dev_requirements` with required packages in `settings.ini`. + +see [here](https://github.com/fastai/nbdev/blob/master/settings.ini) as +a reference. diff --git a/explanations/directives.html b/explanations/directives.html new file mode 100644 index 000000000..91e5902c7 --- /dev/null +++ b/explanations/directives.html @@ -0,0 +1,1308 @@ + + + + + + + + + + +Directives – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

Directives

+
+ +
+
+ A cheat sheet of directives available in nbdev. +
+
+ + +
+ + + + +
+ + + +
+ + + +

Directives are special comments that are preceded by #| that control:

+
    +
  1. Cell visibility in rendered documentation
    2. +
  2. How source code is generated from notebook cells
    3. +
  3. Execution of cells for tests and docs
    4. +
+

nbdev augments Quarto by providing additional directives than what are available in Quarto. All Quarto directives can be used in nbdev notebooks.

+

This cheat sheet lists all nbdev directives in addition to some Quarto directives we believe are important. We recommend consulting the quarto docs to see all of the directives available to you.

+

To clarify the origin of directives we use the following emojis:

+
    +
  • 📓 for nbdev-only directives .
    • +
  • 🔵 for Quarto directives (which also work in nbdev).
    • +
+
+

Cell Visibility

+

The following directives control cell visibility in rendered documentation:

+
+

📓 #|hide

+

Hide cell input and output.

+
+ +
+
+

The following will result in the contents of the cell and it’s output from being hidden:

+
#|hide
+print('you will not see this')
+

Note that using #|hide is equivalent to using the Quarto directive #|include: false:

+
#|include: false
+print('you will not see this')
+

See the quarto docs for more information about #|include.

+
+
+
+
+
+

🔵 #|echo: <true|false>

+

Toggle the visibility of code-cell inputs.

+
+ +
+
+
#|echo: false
+print('you can see the output but not the code!')
+

which results in:

+
you can see the output but not the code!
+
+
+
+
+
+

🔵 #|output: <true|false|asis>

+

Setting this to false hides the output of a cell. Setting this to asis renders the output as raw markdown.

+
+ +
+
+

The following cell will not display any output:

+
#|output: false
+1 + 1
+

The following cell with #|output: asis will produce the output hello fastai rendered as markdown instead of a string:

+
#|output: asis
+print("`hello fastai`")
+
+
+
+
+
+

📓 #|hide_line

+

Hide a specific line of code in an input cell.

+
+ +
+
+
def _secret(): ...
+
+for i in range(3):
+    _secret() #|hide_line
+    print(i)
+

becomes this:

+
+
def _secret(): ...
+
+for i in range(3):
+    print(i)
+
+
0
+1
+2
+
+
+
+
+
+
+
+

📓 #|filter_stream <keyword> ...

+

Filter lines containing specific keywords in cell outputs.

+
+ +
+
+
#|filter_stream FutureWarning MultiIndex
+print('\n'.join(['A line', 'Foobar baz FutureWarning blah', 
+                 'zig zagMultiIndex zoom', 'Another line.']))
+

will output this:

+
+
+
A line
+Another line.
+
+
+
+
+
+
+
+

🔵 #|code-fold: <show|true>

+

The #|code-fold directive allows you to collapse code cells. When set to true, the element is collapsed by default, when set to show show the element is shown by default.

+
+ +
+
+

When you set #|code-fold: true, the input cell is collapsed:

+
+
+Code +
print('this is')
+print('output')
+print('that takes')
+print('lots of vertical space')
+
+
+
this is
+output
+that takes
+lots of vertical space
+
+
+

When you set #|code-fold: show the input cell is shown but still in a collapsible element:

+
+
+Code +
print('this is')
+print('output')
+print('that takes')
+print('lots of vertical space')
+
+
+
this is
+output
+that takes
+lots of vertical space
+
+
+
+
+
+
+
+
+

Generating Source Code

+

The following directives control how source code is exported from code cells.

+
+

📓 #|default_exp <name>

+

Names the module where cells with the #|export directive will be exported to by default.

+
+ +
+
+
#| default_exp baz
+
+# In a new notebook cell:
+
+#| export
+def my_function(): pass
+

If our package is named: bitsnbytes then we can do:

+
from bitsnbytes.baz import my_function
+

You can define the package name by using lib_name in settings.ini.

+
+
+
+
+
+

📓 #|export

+

Exports the items in the cell into the generated module and documentation.

+
+ +
+
+
#|export
+def say_hello(to:str # name of person to say hello to
+             ):
+    "Say hello to somebody"
+    return f'Hello {to}!'
+

The above cell will get exported to the module specified by #|default_exp. These exports are automatically included in __all__ for the module. To learn how export without inclusion in __all__, see the #|exporti directive.

+

Furthermore, the documentation for this function will automatically be rendered like this:

+
+
+

say_hello

+
+
 say_hello (to:str)
+
+

Say hello to somebody

+ + + + + + + + + + + + + + + +
TypeDetails
tostrname of person to say hello to
+

The docs are generated from this export using show_doc. See these docs for a detailed discussion of show_doc.

+
+
+
+
+
+
+

📓 #|exporti

+

An internal export. Not included in __all__ or the docs. Useful for a function that is called by other functions in this module but is not part of the public API.

+

Equivalently, you can prefix your function or method with _ e.g. def _private(): pass.

+
+
+

📓 #|exports

+

A source export. Like #|export but in addition to showing docs via showdoc.show_doc, it also shows the source code.

+
+ +
+
+
#|exports
+def say_hello(to):
+    "Say hello to somebody"
+    return f'Hello {to}!'
+

this will produce the following output:

+
+
def say_hello(to):
+    "Say hello to somebody"
+    return f'Hello {to}!'
+
+
+
+

say_hello

+
+
 say_hello (to)
+
+

Say hello to somebody

+
+
+
+
+
+
+
+

Cell Execution

+

The following directives allow you to control how cells are executed during docs rendering and testing.

+
+

📓 #|exec_doc

+

Ensures that a cell is executed each time before generating docs. When a cell does not have this annotation, it is run according to the default rules described here.

+
+ +
+
+
+
datetime.datetime.now()
+
+
datetime.datetime(2022, 8, 18, 9, 1, 43, 907609)
+
+
+

However with the annotation:

+
#|exec_doc
+datetime.datetime.now()
+

we can see that the time has been updated:

+
+
datetime.datetime.now()
+
+
datetime.datetime(2024, 9, 2, 9, 50, 8, 423747)
+
+
+
+
+
+
+
+

🔵 #|eval: <true|false>

+

When set to false, the cell is ignored during testing.

+
+ +
+
+
#|eval: false
+raise Exception("I'm not raised because I'm not run")
+
+
+
+
+
+

Cell execution when there is no directive

+

When a cell has no directives, cells are run by nbdev according to the behavior described here.

+ + +
+
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/explanations/directives.html.md b/explanations/directives.html.md new file mode 100644 index 000000000..772ed380a --- /dev/null +++ b/explanations/directives.html.md @@ -0,0 +1,399 @@ +# Directives + + + + +Directives are special comments that are preceded by `#|` that control: + +1. Cell visibility in rendered documentation +2. How source code is generated from notebook cells +3. Execution of cells for tests and docs + +nbdev augments [Quarto](https://quarto.org/) by providing additional +directives than what are available in Quarto. [All Quarto +directives](https://quarto.org/docs/reference/cells/cells-jupyter.html) +can be used in nbdev notebooks. + +This cheat sheet lists all nbdev directives in addition to some Quarto +directives we believe are important. We recommend consulting the [quarto +docs](https://quarto.org/docs/reference/cells/cells-jupyter.html) to see +all of the directives available to you. + +To clarify the origin of directives we use the following emojis: + +- 📓 for nbdev-only directives . +- 🔵 for Quarto directives (which also work in nbdev). + +## Cell Visibility + +The following directives control cell visibility in rendered +documentation: + +### 📓 `#|hide` + +Hide cell input and output. + +
+ +> **Example** +> +> The following will result in the contents of the cell and it’s output +> from being hidden: +> +> ``` python +> #|hide +> print('you will not see this') +> ``` +> +> Note that using `#|hide` is equivalent to using the Quarto directive +> `#|include: false`: +> +> ``` python +> #|include: false +> print('you will not see this') +> ``` +> +> See the quarto docs for more information about `#|include`. + +
+ +### 🔵 `#|echo: ` + +Toggle the visibility of code-cell inputs. + +
+ +> **Example** +> +> ``` python +> #|echo: false +> print('you can see the output but not the code!') +> ``` +> +> which results in: +> +> you can see the output but not the code! + +
+ +### 🔵 `#|output: ` + +Setting this to `false` hides the output of a cell. Setting this to +`asis` renders the output as raw markdown. + +
+ +> **Example** +> +> The following cell will not display any output: +> +> ``` python +> #|output: false +> 1 + 1 +> ``` +> +> The following cell with `#|output: asis` will produce the output +> `hello fastai` rendered as markdown instead of a string: +> +> ``` python +> #|output: asis +> print("`hello fastai`") +> ``` + +
+ +### 📓 `#|hide_line` + +Hide a specific line of code in an input cell. + +
+ +> **Example** +> +> ``` python +> def _secret(): ... +> +> for i in range(3): +> _secret() #|hide_line +> print(i) +> ``` +> +> becomes this: +> +> ``` python +> def _secret(): ... +> +> for i in range(3): +> print(i) +> ``` +> +> 0 +> 1 +> 2 + +
+ +### 📓 `#|filter_stream ...` + +Filter lines containing specific keywords in cell outputs. + +
+ +> **Example** +> +> ``` python +> #|filter_stream FutureWarning MultiIndex +> print('\n'.join(['A line', 'Foobar baz FutureWarning blah', +> 'zig zagMultiIndex zoom', 'Another line.'])) +> ``` +> +> will output this: +> +> A line +> Another line. + +
+ +### 🔵 `#|code-fold: ` + +The `#|code-fold` directive allows you to collapse code cells. When set +to `true`, the element is collapsed by default, when set to show `show` +the element is shown by default. + +
+ +> **Example** +> +> When you set `#|code-fold: true`, the input cell is collapsed: +> +>
+> Code +> +> ``` python +> print('this is') +> print('output') +> print('that takes') +> print('lots of vertical space') +> ``` +> +>
+> +> this is +> output +> that takes +> lots of vertical space +> +> When you set `#|code-fold: show` the input cell is shown but still in +> a collapsible element: +> +>
+> Code +> +> ``` python +> print('this is') +> print('output') +> print('that takes') +> print('lots of vertical space') +> ``` +> +>
+> +> this is +> output +> that takes +> lots of vertical space + +
+ +## Generating Source Code + +The following directives control how source code is exported from code +cells. + +### 📓 `#|default_exp ` + +Names the module where cells with the `#|export` directive will be +exported to by default. + +
+ +> **Example** +> +> ``` python +> #| default_exp baz +> +> # In a new notebook cell: +> +> #| export +> def my_function(): pass +> ``` +> +> If our package is named: `bitsnbytes` then we can do: +> +> ``` python +> from bitsnbytes.baz import my_function +> ``` +> +> You can define the package name by using `lib_name` in `settings.ini`. + +
+ +### 📓 `#|export` + +Exports the items in the cell into the generated module and +documentation. + +
+ +> **Example** +> +> ``` python +> #|export +> def say_hello(to:str # name of person to say hello to +> ): +> "Say hello to somebody" +> return f'Hello {to}!' +> ``` +> +> The above cell will get exported to the module specified by +> `#|default_exp`. These exports are automatically included in +> [`__all__`](https://docs.python.org/3/tutorial/modules.html#importing-from-a-package) +> for the module. To learn how export without inclusion in `__all__`, +> see the `#|exporti` directive. +> +> Furthermore, the documentation for this function will automatically be +> rendered like this: +> +> ------------------------------------------------------------------------ +> +> ### say_hello +> +> > say_hello (to:str) +> +> *Say hello to somebody* +> +> +> +> +> +> +> +> +> +> +> +> +> +> +> +> +>
TypeDetails
tostrname of person to say hello to
+> +> The docs are generated from this export using +> [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc). See +> [these docs](docs.ipynb#how-show_doc-works) for a detailed discussion +> of [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc). + +
+ +### 📓 `#|exporti` + +An `i`nternal export. [Not included in +`__all__`](https://docs.python.org/3/tutorial/modules.html#importing-from-a-package) +or the docs. Useful for a function that is called by other functions in +this module but is not part of the public API. + +Equivalently, you can prefix your function or method with `_` +e.g. `def _private(): pass`. + +### 📓 `#|exports` + +A `s`ource export. Like `#|export` but in addition to showing docs via +`showdoc.show_doc`, it also shows the source code. + +
+ +> **Example** +> +> ``` python +> #|exports +> def say_hello(to): +> "Say hello to somebody" +> return f'Hello {to}!' +> ``` +> +> this will produce the following output: +> +> ``` python +> def say_hello(to): +> "Say hello to somebody" +> return f'Hello {to}!' +> ``` +> +> ------------------------------------------------------------------------ +> +> ### say_hello +> +> > say_hello (to) +> +> *Say hello to somebody* + +
+ +## Cell Execution + +The following directives allow you to control how cells are executed +during docs rendering and testing. + +### 📓 `#|exec_doc` + +Ensures that a cell is executed each time before generating docs. When a +cell does not have this annotation, it is run according to the default +rules [described here](https://nbdev.fast.ai/explanations/docs.html). + +
+ +> **Example** +> +> ``` python +> datetime.datetime.now() +> ``` +> +> datetime.datetime(2022, 8, 18, 9, 1, 43, 907609) +> +> However with the annotation: +> +> ``` python +> #|exec_doc +> datetime.datetime.now() +> ``` +> +> we can see that the time has been updated: +> +> ``` python +> datetime.datetime.now() +> ``` +> +> datetime.datetime(2024, 9, 2, 9, 50, 8, 423747) + +
+ +### 🔵 `#|eval: ` + +When set to `false`, the cell is ignored during testing. + +
+ +> **Example** +> +> ``` python +> #|eval: false +> raise Exception("I'm not raised because I'm not run") +> ``` + +
+ +### Cell execution when there is no directive + +When a cell has no directives, cells are run by nbdev according to the +behavior [described here](docs.ipynb#automatic-cell-execution). diff --git a/explanations/docs.html b/explanations/docs.html new file mode 100644 index 000000000..fe18d2e44 --- /dev/null +++ b/explanations/docs.html @@ -0,0 +1,1349 @@ + + + + + + + + + + +Docs Website – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ + +
+ +
+ + +
+ + + +
+ +
+
+

Docs Website

+
+ +
+
+ How nbdev renders a documentation website for your project. +
+
+ + +
+ + + + +
+ + + +
+ + + +
+

Concepts

+
+

Source Files

+

There are two mediums in which you can author documentation in nbdev:

+
    +
  1. Jupyter Notebooks
    2. +
  2. Quarto Markdown (.qmd)
    3. +
+

For most cases, you will use Jupyter Notebooks. However, you may choose to author a document in Quarto Markdown if there is no code on that particular page. When in doubt, we recommend using notebooks as they are more versatile.

+

In the case of notebooks, nbdev pre-processes them to add, remove or change the content before passing it to Quarto. In some cases, nbdev even executes certain cells in order to render the documentation properly. The mechanics of this are discussed in the Notebook Processor section below.

+

For markdown files, Quarto renders these directly.

+
+
+

Notebook Processor

+

Nbdev does special pre-processing on notebooks based on the following:

+
    +
  1. Directives: Directives are special comments that allow you to perform operations on cells. For example, the comment #|hide allows you to hide cell inputs and outputs. You can read more about directives on this page. Directives that are unique to nbdev and not supported by Quarto are removed from the notebook before being passed to Quarto.
    2. +
  2. Front Matter: Front matter allows you to specify document-level options so you don’t have to repeat them on each cell. (Similarly, _quarto.yml allows you to specify project-level options.) You can read more about Quarto front-matter here.
    3. +
+

The directives and front-matter are used by a Processing Pipeline to transform notebooks. Many of these pre-processing steps are defined in nbdev.processors, which are then run by nbdev.process.NBProcessor. Some of these pre-processing steps involve running code (with execnb) in order to dynamically render API documentation. This process is explained in the How show_doc works section below.

+

When generating your docs site, the intermediate output of these pre-processed notebooks and other quarto project files are saved into a directory named _proc/ at the root of your repo. You can inspect the _proc/ directory in order to debug or understand how notebooks are pre-processed.

+
+
+

Quarto

+

Quarto is the mechanism nbdev uses to generate web pages from notebooks. It is useful to visit the Quarto docs and understand how it works. nbdev automatically generates the Quarto configuration files _quarto.yml and sidebar.yml for you.

+

You can override any settings in _quarto.yml by defining a custom.yml file. This is explained further in the Customizing Quarto section. We explain how to customize your sidebar in the Customizing The Sidebar section.

+
+
+

Static Site

+

Quarto has a built-in static site generator that will generate HTML, Javascript and CSS files. These files will be placed in the doc_path directory as specified in your project’s settings.ini file, which is _docs/ by default.

+
+
+
+

Overview

+

Below is a diagram on how these concepts fit together.

+
+
+
+

+
+
flowchart TB
+  %%styles
+  style JN fill:#FFA500
+  style FP fill:#cfe5ed
+  style SF fill:#dff1dd,stroke-dasharray: 5 5;
+  style QMD fill:#7286bb,color:#fff;
+  classDef files fill:#ede8ce ;
+  classDef code fill:#5695c7,color:#fff;
+  classDef container fill:#f9f9f6;
+  
+   %% list of nodes
+  FP(<strong>Processing Pipeline</strong>\ntransforms notebook based\non directives and front-matter)
+  E(execnb)
+  SD("show_doc")
+  SS(<strong>Static Site</strong>\nHTML, CSS and Javascript)
+  CF("Intermediate Output is stored in the <code>_procs/</code> directory\n\n<i>(This is a full copy of your Quarto project)</i>")
+  class SD,E code;
+  
+  subgraph SF["<strong>Source Files</strong>"]
+      JN([Jupyter\nNotebook])
+      QMD(["Quarto\nMarkdown\n(.qmd)"])
+  end
+  
+  
+  %% connections to things inside Notebook Processor (NBP)
+  JN -- json --> FP
+  E -. "cell execution" .- SD
+  
+  subgraph NBP ["&nbsp;<strong>Notebook Processor\n</strong>&nbsp;"]
+      SD -.- |"render API docs"|FP
+  end
+  
+  FP -- modified json with only\nQuarto directives remaining --> CF
+  
+  subgraph Quarto ["&nbsp;<strong>Quarto</strong>\n&nbsp;<br>"]
+      direction LR
+      F[[_quarto.yml]] .-> G[[custom.yml]] & H[[sidebar.yml]]
+      class F,G,H files;
+  end
+  
+  QMD --"rendered\ndirectly by Quarto\n(no pre-processing required)"--> CF
+  CF --> Quarto
+  Quarto --> SS
+  
+  class NBP,CF,Quarto container;
+
+
+

+
+
+
+
+
+

Customizing Quarto

+

You can create a custom.yml file in the same location as your _quarto.yml file to override any values in _quarto.yml. For example, assume your _quarto.yml file looks contains this:

+
+
website:
+  title: "nbdev"
+  site-url: "https://nbdev.fast.ai/"
+  description: "Create delightful software with Jupyter Notebooks"
+  twitter-card: true
+  open-graph: true
+  repo-branch: master
+  repo-url: "https://github.com/fastai/nbdev"
+  repo-actions: [issue]
+  navbar:
+    background: primary
+    search: true
+    right:
+      - icon: github
+        href: "https://github.com/fastai/nbdev"
+  sidebar:
+    style: "floating"
+
+

Let’s assume you want to customize your sidebar navigation options such that instead of “floating” for sidebar.style, you wanted your navbar to be “docked”. Additionally, lets assume you want a different background color using the sidebar.background field which is not in the configuration above.

+

To accomplish these tasks, you would create a custom.yml in the same location as _quarto.yml with these contents:

+
+
website:
+  sidebar:
+      style: "docked"
+      background: "dark"
+
+
+
+
+ +
+
+Note +
+
+
+

You can also set custom_quarto_yml = True in settings.ini if you wish to edit _quarto.yml directly instead of overriding settings in custom.yml.

+
+
+
+

Customizing The Sidebar

+

By default nbdev automatically generates sidebar.yml, which specifies the tree structure of your sidebar. nbdev infers the tree structure by inspecting the directory structure containing your source files. You can see an example of this by inspecting the folder structure of the notebooks directory in nbdev and the corresponding left-hand sidebar on this website. Leading numbers in filenames and directories are ignored when naming elements of the sidebar (which you can see examples of in this project’s notebooks directory).

+

To customize the sidebar, you must set custom_sidebar = true in settings.ini. This will prevent nbdev from regenerating this file every time the docs are re-built. This way, you an edit this file directly instead of overriding the sidebar with custom.yml.

+
+
+
+

How show_doc works

+

When your documention website is built, all functions and classes you export to source code will be automatically documented with show_doc. This function outputs a summary of the symbol, showing its signature, docstring, and parameters. For instance, if you have this function:

+
+
def say_gday(
+    greeting:str="G'day",  # Greeting to use
+    strine:bool=True,      # Use incomprehensible Aussie accent?
+    dropbears:bool=False): # Also warn about drop-bears?
+    "Says g'day, the classic Aussie greeting"
+    ...
+
+

This is how it’s rendered in the documentation, by automatically generating a temporary cell containing:

+
+
show_doc(say_gday)
+
+
+

say_gday

+
+
 say_gday (greeting:str="G'day", strine:bool=True, dropbears:bool=False)
+
+

Says g’day, the classic Aussie greeting

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
greetingstrG’dayGreeting to use
strineboolTrueUse incomprehensible Aussie accent?
dropbearsboolFalseAlso warn about drop-bears?
+
+
+

Because this is done automatically any time you build your docs (including automatically by continuous integration), your documentation will always contain current information about your code.

+

You can also document code that’s not created in a notebook, by using show_doc with imported code. For instance, if we wanted to document release_conda, we can import it and call show_doc(release_conda):

+
+
from nbdev.release import release_conda
+show_doc(release_conda)
+
+

source

+
+

release_conda

+
+
 release_conda (path:str='conda', do_build:<function bool_arg>=True,
+                build_args:str='', skip_upload:<function
+                store_true>=False, mambabuild:<function store_true>=False,
+                upload_user:str=None)
+
+

Create a meta.yaml file ready to be built into a package, and optionally build and upload it

+ ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrcondaPath where package will be created
do_buildbool_argTrueRun conda build step
build_argsstrAdditional args (as str) to send to conda build
skip_uploadstore_trueFalseSkip anaconda upload step
mambabuildstore_trueFalseUse mambabuild (requires boa)
upload_userstrNoneOptional user to upload package to
+
+
+
+

Automatic Cell Execution

+

When your documentation is built, all your manually added show_doc cells are run automatically. nbdev also executes all cells containing an import statement, and all exported cells – that way we can be sure that the symbol used in your show_doc cell is available.

+

We don’t, however, execute any other cells. That’s because you wouldn’t want to wait for your entire notebook to run just to build your docs; for instance, your docs might demonstrate training a model which takes hours to complete!

+

This leads to an important rule when authoring nbdev notebooks:

+
+
+
+ +
+
+Warning +
+
+
+

Do not mix import statements (or calls to show_doc) with other code in a single cell. If you do, all the code in that cell will be executed every time you build your docs, which might lead to errors (since not all previous cells will have been executed.

+

Instead, put your imports in separate cells, and calls to show_doc should contain only that one line of code – the show_doc call.

+
+
+

Note that nbdev automatically hides the actual show_doc(...) line of code. So your users only see the output.

+
+

Forcing Cells To Execute

+

Sometimes you may want to execute additional cells beyond what is automatically executed by nbdev. For instance, on our Getting Started page we show a list of all nbdev commands, automatically generated with nbdev_help. We want this page to always have the most up to date list of commands and docs, so we want it to always execute when the docs are rendered. To do that, add the following directive to the top of a cell:

+
#| exec_doc
+

Alternatively, you can get nbdev to automatically execute all cells when rendering your docs, by adding the following to your notebook frontmatter:

+
---
+exec_all: true
+---
+
+
+

Skipping Execution

+

Likewise, you can instruct nbdev to not execute any cells when rendering your docs with the following front matter:

+
---
+skip_showdoc: true
+---
+

Or ignore execution for a specific cell with this directive:

+
#|eval: false
+
+
+
+

Why use show_doc?

+

Many Python developers use sphinx autodoc to automatically document a whole module all at once. Whilst this can work reasonably well, we think there are huge benefits for both developers and users in using nbdev’s approach instead

+

The premise of nbdev’s approach is that your documentation is important enough to be worth you taking the time to think carefully though each thing you want to show your users, what examples you’re going to provide, maybe adding some images to explain more complex ideas, and so forth. Jupyter provides a terrific environment for creating just these kinds of documents. For instance, with Jupyter you can:

+
    +
  • Paste images directly from your clipboard into a cell
    • +
  • Insert code and have it executed and the results displayed to users
    • +
  • Create a hierarchy of headings to help structure your page
    • +
  • …and much more.
    • +
+

With show_doc, you can insert automatically-updated API details for your library anywhere in a page. That means that you get to decide exactly how your page should look, and what information is provided where. You don’t have to limit yourself to the limits of ASCII art for diagrams, and can include full end-to-end code walk-through of the processes your users will be following.

+
+
+
+

Previewing Your Site Locally

+

You can preview your docs anytime by running nbdev_preview. While in preview mode, you can make updates to notebooks and it will be reflected (after a small delay) in your browser.

+
+
+

Deploying Docs With GitHub Actions

+

If your nbdev project lives in GitHub, we include automation that deploys your documentation site for you on GitHub Pages.

+

nbdev comes bundled with a workflow file that enables this automation. This workflow is automatically triggered whenever you change any of the content in your repo. The following GitHub Actions workflows will run to generate a docs site (in this order):

+
    +
  1. Deploy to GitHub Pages: This workflow builds the docs with nbdev. This is defined in deploy.yaml and references fastai/workflows/quarto-ghp.
    2. +
  2. pages build and deployment: This is an internal built-in workflow that GitHub provides whenever GitHub pages are enabled.
    3. +
+

Should anything go wrong in your page build, you can always look at the logs of these workflows. Like other workflows, these can be found in the Actions tab of your repo:

+
+
+

+
+
+

To read more about GitHub Actions, see their docs.

+
+
+

Deploying Your Docs On Other Platforms

+

You can generate all of the static assets for your site (html, css, etc) by running the command nbdev_docs. After running this command, all of the files for your documentation site will be located in the _docs/ directory (the location is configurable by doc_path in settings.ini) at the root of your repository. This directory is not checked into git and is ignored by .gitignore, but you can use these files to deploy to any hosting platform you want.

+

You can also use the quarto publish command to render your docs on a wide variety of other platforms, which is discussed in the Quarto docs here. After running the command nbdev_docs, the quarto publish command must be run from the root of the _proc/ directory, which is located at the root of your repo. The built-in help of quarto publish provides a good overview of the various targets available:

+
+
+
+ +
+
+Call nbdev_proc_nbs and publish from the _proc/ directory +
+
+
+

To use quarto publish with nbdev, you must run the nbdev_proc_nbs command to pre-process your notebooks before publishing your docs. As a reminder, nbdev_proc_nbs creates the directory _proc/ at the root of your project that Quarto uses to render your site.

+

For example, to publish a site to Netlify you can run the following command from the root of your repo:

+
nbdev_proc_nbs && cd _proc && quarto publish netlify
+
+
+
+
!quarto publish -h
+
+

+  Usage:   quarto publish [provider] [path]
+  Version: 1.1.75                          
+                                           
+
+  Description:
+
+    Publish a document or project. Available providers include:
+                                                               
+     - Quarto Pub (quarto-pub)                                 
+     - GitHub Pages (gh-pages)                                 
+     - RStudio Connect (connect)                               
+                                                               
+     - Netlify (netlify)                                       
+    Accounts are configured interactively during publishing.   
+    Manage/remove accounts with: quarto publish accounts       
+
+  Options:
+
+    -h, --help              - Show this help.                                     
+    --id          <id>      - Identifier of content to publish                    
+    --server      <server>  - Server to publish to                                
+    --token       <token>   - Access token for publising provider                 
+    --no-render             - Do not render before publishing.                    
+    --no-prompt             - Do not prompt to confirm publishing destination     
+    --no-browser            - Do not open a browser to the site after publishing  
+    --log         <level>   - Path to log file                                    
+    --log-level   <level>   - Log level (info, warning, error, critical)          
+    --log-format  <format>  - Log format (plain, json-stream)                     
+    --quiet                 - Suppress console output.                            
+
+  Commands:
+
+    help  [command]  - Show this help or the help of a sub-command.
+
+  Examples:
+
+    Publish project (prompt for provider):  quarto publish                                                  
+    Publish document (prompt for provider): quarto publish document.qmd                                     
+    Publish project to Netlify:             quarto publish netlify                                          
+    Publish with explicit target:           quarto publish netlify --id DA36416-F950-4647-815C-01A24233E294 
+    Publish project to GitHub Pages:        quarto publish gh-pages                                         
+    Publish project to RStudio Connect:     quarto publish connect                                          
+    Publish with explicit credentials:      quarto publish connect --server example.com --token 01A24233E294
+    Publish without confirmation prompt:    quarto publish --no-prompt                                      
+    Publish without rendering:              quarto publish --no-render                                      
+    Publish without opening browser:        quarto publish --no-browser                                     
+    Manage/remove publishing accounts:      quarto publish accounts                                         
+
+
+
+ + +
+ +
+ +
+ + + + + \ No newline at end of file diff --git a/explanations/docs.html.md b/explanations/docs.html.md new file mode 100644 index 000000000..d7be520fa --- /dev/null +++ b/explanations/docs.html.md @@ -0,0 +1,578 @@ +# Docs Website + + + + +## Concepts + +### Source Files + +There are two mediums in which you can author documentation in nbdev: + +1. Jupyter Notebooks +2. Quarto Markdown (.qmd) + +For most cases, you will use Jupyter Notebooks. However, you may choose +to author a document in Quarto Markdown if there is no code on that +particular page. When in doubt, we recommend using notebooks as they are +more versatile. + +In the case of notebooks, nbdev pre-processes them to add, remove or +change the content before passing it to Quarto. In some cases, nbdev +even executes certain cells in order to render the documentation +properly. The mechanics of this are discussed in the [Notebook +Processor](#notebook-processor) section below. + +For markdown files, [Quarto](https://quarto.org) renders these directly. + +### Notebook Processor + +Nbdev does special pre-processing on notebooks based on the following: + +1. **Directives**: Directives are special comments that allow you to + perform operations on cells. For example, the comment `#|hide` + allows you to hide cell inputs and outputs. You can read more about + directives [on this page](./directives.ipynb). Directives that are + unique to nbdev and not supported by Quarto are removed from the + notebook before being passed to Quarto. +2. **Front Matter**: Front matter allows you to specify document-level + options so you don’t have to repeat them on each cell. (Similarly, + `_quarto.yml` allows you to specify project-level options.) You can + read more about Quarto front-matter + [here](https://quarto.org/docs/reference/formats/html.html). + +The directives and front-matter are used by a **Processing Pipeline** to +transform notebooks. Many of these pre-processing steps are defined in +[`nbdev.processors`](https://github.com/fastai/nbdev/blob/master/nbdev/processors.py), +which are then run by +[`nbdev.process.NBProcessor`](https://nbdev.fast.ai/api/process.html#nbprocessor). +Some of these pre-processing steps involve running code (with +[execnb](https://github.com/fastai/execnb)) in order to dynamically +render API documentation. This process is explained in the [How show_doc +works](#how-show_doc-works) section below. + +When generating your docs site, the intermediate output of these +pre-processed notebooks and other quarto project files are saved into a +directory named `_proc/` at the root of your repo. You can inspect the +`_proc/` directory in order to debug or understand how notebooks are +pre-processed. + +### Quarto + +[Quarto](https://quarto.org/) is the mechanism nbdev uses to generate +web pages from notebooks. It is useful to visit the [Quarto +docs](https://quarto.org/docs/guide/) and understand how it works. nbdev +automatically generates the Quarto configuration files `_quarto.yml` and +`sidebar.yml` for you. + +You can override any settings in `_quarto.yml` by defining a +`custom.yml` file. This is explained further in the [Customizing +Quarto](#customizing-quarto) section. We explain how to customize your +sidebar in the [Customizing The Sidebar](#customizing-the-sidebar) +section. + +### Static Site + +Quarto has a built-in [static site +generator](https://www.cloudflare.com/learning/performance/static-site-generator/) +that will generate HTML, Javascript and CSS files. These files will be +placed in the `doc_path` directory as specified in your project’s +`settings.ini` file, which is `_docs/` by default. + +## Overview + +Below is a diagram on how these concepts fit together. + +
+ +
+ +
+ + + +
+ +
+ +
+ +## Customizing Quarto + +You can create a `custom.yml` file in the same location as your +`_quarto.yml` file to override any values in `_quarto.yml`. For example, +assume your `_quarto.yml` file looks contains this: + +
+ +``` yaml +website: + title: "nbdev" + site-url: "https://nbdev.fast.ai/" + description: "Create delightful software with Jupyter Notebooks" + twitter-card: true + open-graph: true + repo-branch: master + repo-url: "https://github.com/fastai/nbdev" + repo-actions: [issue] + navbar: + background: primary + search: true + right: + - icon: github + href: "https://github.com/fastai/nbdev" + sidebar: + style: "floating" +``` + +
+ +Let’s assume you want to customize your [sidebar navigation +options](https://quarto.org/docs/websites/website-navigation.html#side-navigation) +such that instead of “floating” for `sidebar.style`, you wanted your +navbar to be “docked”. Additionally, lets assume you want a different +background color using the `sidebar.background` field which is not in +the configuration above. + +To accomplish these tasks, you would create a `custom.yml` in the same +location as `_quarto.yml` with these contents: + +
+ +``` yaml +website: + sidebar: + style: "docked" + background: "dark" +``` + +
+ +
+ +> **Note** +> +> You can also set `custom_quarto_yml = True` in settings.ini if you +> wish to edit `_quarto.yml` directly instead of overriding settings in +> `custom.yml`. + +
+ +### Customizing The Sidebar + +By default nbdev automatically generates `sidebar.yml`, which specifies +the tree structure of your sidebar. nbdev infers the tree structure by +inspecting the directory structure containing your source files. You can +see an example of this by inspecting the folder structure of [the +notebooks directory in +nbdev](https://github.com/fastai/nbdev/tree/master/nbs) and the +corresponding left-hand sidebar on this website. Leading numbers in +filenames and directories are ignored when naming elements of the +sidebar (which you can see examples of in this project’s notebooks +directory). + +To customize the sidebar, you must set `custom_sidebar = true` in +`settings.ini`. This will prevent nbdev from regenerating this file +every time the docs are re-built. This way, you an edit this file +directly instead of overriding the sidebar with `custom.yml`. + +## How [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) works + +When your documention website is built, all functions and classes you +export to source code will be automatically documented with +[`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc). This +function outputs a summary of the symbol, showing its signature, +docstring, and parameters. For instance, if you have this function: + +``` python +def say_gday( + greeting:str="G'day", # Greeting to use + strine:bool=True, # Use incomprehensible Aussie accent? + dropbears:bool=False): # Also warn about drop-bears? + "Says g'day, the classic Aussie greeting" + ... +``` + +This is how it’s rendered in the documentation, by automatically +generating a temporary cell containing: + +
+ +``` python +show_doc(say_gday) +``` + +------------------------------------------------------------------------ + +### say_gday + +> say_gday (greeting:str="G'day", strine:bool=True, dropbears:bool=False) + +*Says g’day, the classic Aussie greeting* + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
greetingstrG’dayGreeting to use
strineboolTrueUse incomprehensible Aussie accent?
dropbearsboolFalseAlso warn about drop-bears?
+ +
+ +Because this is done automatically any time you build your docs +(including automatically by continuous integration), your documentation +will always contain current information about your code. + +You can also document code that’s not created in a notebook, by using +[`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) with +imported code. For instance, if we wanted to document +[`release_conda`](https://nbdev.fast.ai/api/release.html#release_conda), +we can import it and call `show_doc(release_conda)`: + +
+ +``` python +from nbdev.release import release_conda +show_doc(release_conda) +``` + +------------------------------------------------------------------------ + +source + +### release_conda + +> release_conda (path:str='conda', do_build:=True, +> build_args:str='', skip_upload: store_true>=False, mambabuild:=False, +> upload_user:str=None) + +Create a `meta.yaml` file ready to be built into a package, and +optionally build and upload it + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
TypeDefaultDetails
pathstrcondaPath where package will be created
do_buildbool_argTrueRun conda build step
build_argsstrAdditional args (as str) to send to conda build
skip_uploadstore_trueFalseSkip anaconda upload step
mambabuildstore_trueFalseUse mambabuild (requires boa)
upload_userstrNoneOptional user to upload package to
+ +
+ +### Automatic Cell Execution + +When your documentation is built, all your manually added +[`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) cells are +run automatically. nbdev also executes all cells containing an `import` +statement, and all exported cells – that way we can be sure that the +symbol used in your +[`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) cell is +available. + +We don’t, however, execute any other cells. That’s because you wouldn’t +want to wait for your entire notebook to run just to build your docs; +for instance, your docs might demonstrate training a model which takes +hours to complete! + +This leads to an important rule when authoring nbdev notebooks: + +
+ +> **Warning** +> +> Do not mix `import` statements (or calls to +> [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc)) with +> other code in a single cell. If you do, *all* the code in that cell +> will be executed every time you build your docs, which might lead to +> errors (since not all previous cells will have been executed. +> +> Instead, put your imports in separate cells, and calls to +> [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) should +> contain only that one line of code – the +> [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) call. + +
+ +Note that nbdev automatically hides the actual `show_doc(...)` line of +code. So your users only see the output. + +#### Forcing Cells To Execute + +Sometimes you may want to execute additional cells beyond what is +automatically executed by nbdev. For instance, on our [Getting +Started](../getting_started.html) page we show a list of all nbdev +commands, automatically generated with `nbdev_help`. We want this page +to always have the most up to date list of commands and docs, so we want +it to always execute when the docs are rendered. To do that, add the +following directive to the top of a cell: + +``` python +#| exec_doc +``` + +Alternatively, you can get nbdev to automatically execute *all* cells +when rendering your docs, by adding the following to your notebook +frontmatter: + +``` markdown +--- +exec_all: true +--- +``` + +#### Skipping Execution + +Likewise, you can instruct nbdev to not execute any cells when rendering +your docs with the following front matter: + +``` markdown +--- +skip_showdoc: true +--- +``` + +Or ignore execution for a specific cell with this directive: + +``` python +#|eval: false +``` + +### Why use [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc)? + +Many Python developers use [sphinx +autodoc](https://www.sphinx-doc.org/en/master/usage/extensions/autodoc.html) +to automatically document a whole module all at once. Whilst this can +work reasonably well, we think there are huge benefits for both +developers and users in using nbdev’s approach instead + +The premise of nbdev’s approach is that your documentation is important +enough to be worth you taking the time to think carefully though each +thing you want to show your users, what examples you’re going to +provide, maybe adding some images to explain more complex ideas, and so +forth. Jupyter provides a terrific environment for creating just these +kinds of documents. For instance, with Jupyter you can: + +- Paste images directly from your clipboard into a cell +- Insert code and have it executed and the results displayed to users +- Create a hierarchy of headings to help structure your page +- …and much more. + +With [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc), you +can insert automatically-updated API details for your library anywhere +in a page. That means that you get to decide exactly how your page +should look, and what information is provided where. You don’t have to +limit yourself to the limits of ASCII art for diagrams, and can include +full end-to-end code walk-through of the processes your users will be +following. + +## Previewing Your Site Locally + +You can preview your docs anytime by running +[`nbdev_preview`](https://nbdev.fast.ai/api/quarto.html#nbdev_preview). +While in preview mode, you can make updates to notebooks and it will be +reflected (after a small delay) in your browser. + +## Deploying Docs With GitHub Actions + +If your nbdev project lives in GitHub, we include automation that +deploys your documentation site for you on [GitHub +Pages](https://pages.github.com/). + +nbdev comes bundled with a [workflow +file](https://github.com/fastai/nbdev/blob/master/.github/workflows/deploy.yaml) +that enables this automation. This workflow is automatically triggered +whenever you change any of the content in your repo. The following +GitHub Actions workflows will run to generate a docs site (in this +order): + +1. `Deploy to GitHub Pages`: This workflow builds the docs with nbdev. + This is defined in + [deploy.yaml](https://github.com/fastai/nbdev/blob/master/.github/workflows/deploy.yaml) + and references + [fastai/workflows/quarto-ghp](https://github.com/fastai/workflows/blob/master/quarto-ghp/action.yml). +2. `pages build and deployment`: This is an internal built-in workflow + that GitHub provides whenever GitHub pages are enabled. + +Should anything go wrong in your page build, you can always look at the +logs of these workflows. Like other workflows, these can be found in the +Actions tab of your repo: + + + +To read more about GitHub Actions, see [their +docs](https://github.com/features/actions). + +## Deploying Your Docs On Other Platforms + +You can generate all of the static assets for your site (html, css, etc) +by running the command +[`nbdev_docs`](https://nbdev.fast.ai/api/quarto.html#nbdev_docs). After +running this command, all of the files for your documentation site will +be located in the `_docs/` directory (the location is configurable by +`doc_path` in `settings.ini`) at the root of your repository. This +directory is not checked into git and is ignored by `.gitignore`, but +you can use these files to deploy to any hosting platform you want. + +You can also use the `quarto publish` command to render your docs on a +wide variety of other platforms, which is discussed in the Quarto docs +[here](https://quarto.org/docs/publishing/other.html). **After running +the command +[`nbdev_docs`](https://nbdev.fast.ai/api/quarto.html#nbdev_docs), the +`quarto publish` command must be run from the root of the `_proc/` +directory**, which is located at the root of your repo. The built-in +help of `quarto publish` provides a good overview of the various targets +available: + +
+ +> **Call +> [`nbdev_proc_nbs`](https://nbdev.fast.ai/api/quarto.html#nbdev_proc_nbs) +> and publish from the `_proc/` directory** +> +> To use `quarto publish` with nbdev, you must run the +> [`nbdev_proc_nbs`](https://nbdev.fast.ai/api/quarto.html#nbdev_proc_nbs) +> command to pre-process your notebooks before publishing your docs. As +> a reminder, +> [`nbdev_proc_nbs`](https://nbdev.fast.ai/api/quarto.html#nbdev_proc_nbs) +> creates the directory `_proc/` at the root of your project that Quarto +> uses to render your site. +> +> For example, to publish a site to Netlify you can run the following +> command from the root of your repo: +> +> ``` bash +> nbdev_proc_nbs && cd _proc && quarto publish netlify +> ``` + +
+ +``` python +!quarto publish -h +``` + + + Usage: quarto publish [provider] [path] + Version: 1.1.75 + + + Description: + + Publish a document or project. Available providers include: + + - Quarto Pub (quarto-pub) + - GitHub Pages (gh-pages) + - RStudio Connect (connect) + + - Netlify (netlify) + Accounts are configured interactively during publishing. + Manage/remove accounts with: quarto publish accounts + + Options: + + -h, --help - Show this help. + --id - Identifier of content to publish + --server - Server to publish to + --token - Access token for publising provider + --no-render - Do not render before publishing. + --no-prompt - Do not prompt to confirm publishing destination + --no-browser - Do not open a browser to the site after publishing + --log - Path to log file + --log-level - Log level (info, warning, error, critical) + --log-format - Log format (plain, json-stream) + --quiet - Suppress console output. + + Commands: + + help [command] - Show this help or the help of a sub-command. + + Examples: + + Publish project (prompt for provider): quarto publish + Publish document (prompt for provider): quarto publish document.qmd + Publish project to Netlify: quarto publish netlify + Publish with explicit target: quarto publish netlify --id DA36416-F950-4647-815C-01A24233E294 + Publish project to GitHub Pages: quarto publish gh-pages + Publish project to RStudio Connect: quarto publish connect + Publish with explicit credentials: quarto publish connect --server example.com --token 01A24233E294 + Publish without confirmation prompt: quarto publish --no-prompt + Publish without rendering: quarto publish --no-render + Publish without opening browser: quarto publish --no-browser + Manage/remove publishing accounts: quarto publish accounts diff --git a/explanations/docs_files/figure-commonmark/mermaid-figure-1.png b/explanations/docs_files/figure-commonmark/mermaid-figure-1.png new file mode 100644 index 000000000..b7a5d7c2a Binary files /dev/null and b/explanations/docs_files/figure-commonmark/mermaid-figure-1.png differ diff --git a/explanations/images/github-actions-pages.png b/explanations/images/github-actions-pages.png new file mode 100644 index 000000000..09f902342 Binary files /dev/null and b/explanations/images/github-actions-pages.png differ diff --git a/explanations/index.html b/explanations/index.html new file mode 100644 index 000000000..560c707a4 --- /dev/null +++ b/explanations/index.html @@ -0,0 +1,975 @@ + + + + + + + + + +Explanations – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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+ + + +
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+

Explanations

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+ + + +
+ + + + +
+ + + +
+ + +

These explanations provide background information on how nbdev is designed and how it works. They are designed to help people who want to more deeply understand the nbdev system.

+ + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + +
+Title + +Description +
+Settings.ini + +The nbdev configuration file +
+Directives + +A cheat sheet of directives available in nbdev. +
+Docs Website + +How nbdev renders a documentation website for your project. +
+Why nbdev + +Why we develop software with nbdev +
+
+No matching items +
+
+ +
+ + + + + \ No newline at end of file diff --git a/explanations/index.md b/explanations/index.md new file mode 100644 index 000000000..406c81c09 --- /dev/null +++ b/explanations/index.md @@ -0,0 +1,6 @@ +# Explanations + + +These explanations provide background information on how nbdev is +designed and how it works. They are designed to help people who want to +more deeply understand the nbdev system. diff --git a/explanations/why_nbdev.html b/explanations/why_nbdev.html new file mode 100644 index 000000000..52f6f3995 --- /dev/null +++ b/explanations/why_nbdev.html @@ -0,0 +1,881 @@ + + + + + + + + + + +Why nbdev – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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+ + + +
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+

Why nbdev

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+ +
+
+ Why we develop software with nbdev +
+
+ + +
+ + + + +
+ + + +
+ + + +

Popular Python documentation standards such as numpy docstrings and sphinx facilitate documentation of source code with docstrings, which are limited in their expressiveness and functionality. Notebooks, on the other hand, offer a richer medium for authoring documentation (with markdown and code cells) compared to docstrings, and unlock new ways of documenting your code that are otherwhise infeasible.

+

Furthermore, traditional testing frameworks such as pytest and unittest encourage writing tests in a separate context that is disjointed from the associated source code and documentation. With nbdev, you write tests in the same context as your source code and documentation, such that tests can optionally become part of the narrative within your documentation.

+

Since nbdev allows your colleagues and users to view the tests, code and documentation in a single context with a REPL that invites experimentation, the way you author code, documentation and tests in nbdev are very different than traditional software development workflows.

+

In Notebook Best Practices we compare a function coded, tested, and documented in nbdev versus ordinary .py files. Here are a few of the challenges we faced with other approaches that led us to using nbdev. In .py files:

+
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  1. Docstrings repeat information that is already contained in the function signature, such as names of parameters, default values, and types
    2. +
  2. Examples are manually entered. This requires the author to copy and paste both the code and outputs. Furthermore, the author must manually re-enter or change these examples anytime the code changes, which is an error-prone process
    3. +
  3. Examples are limited to short code snippets and cannot contain rich output like plots or graphics
    4. +
  4. Examples cannot have prose interleaved with code except for code comments
    5. +
  5. Readers of your code must copy and paste contents of the docstring if they wish to reproduce the examples.
    6. +
+ + + +
+ +
+ + + + + \ No newline at end of file diff --git a/explanations/why_nbdev.html.md b/explanations/why_nbdev.html.md new file mode 100644 index 000000000..8679909e8 --- /dev/null +++ b/explanations/why_nbdev.html.md @@ -0,0 +1,48 @@ +# Why nbdev + + + + +Popular Python documentation standards such as [numpy +docstrings](https://numpydoc.readthedocs.io/en/latest/format.html#docstring-standard) +and +[sphinx](https://sphinx-rtd-tutorial.readthedocs.io/en/latest/docstrings.html) +facilitate documentation of source code with docstrings, which are +limited in their expressiveness and functionality. Notebooks, on the +other hand, offer a richer medium for authoring documentation (with +markdown and code cells) compared to docstrings, and unlock new ways of +documenting your code that are otherwhise infeasible. + +Furthermore, traditional testing frameworks such as +[pytest](https://docs.pytest.org/) and +[unittest](https://docs.python.org/3/library/unittest.html) encourage +writing tests in a separate context that is disjointed from the +associated source code and documentation. With nbdev, you write tests in +the same context as your source code and documentation, such that tests +can optionally become part of the narrative within your documentation. + +Since nbdev allows your colleagues and users to view the tests, code and +documentation in a single context with a REPL that invites +experimentation, the way you author code, documentation and tests in +nbdev are very different than traditional software development +workflows. + +In [Notebook Best +Practices](../tutorials/best_practices.ipynb#putting-it-all-together-an-annotated-example) +we compare a function coded, tested, and documented in nbdev versus +ordinary .py files. Here are a few of the challenges we faced with other +approaches that led us to using nbdev. In .py files: + +1. Docstrings repeat information that is already contained in the + function signature, such as names of parameters, default values, and + types +2. Examples are manually entered. This requires the author to copy and + paste both the code and outputs. Furthermore, the author must + manually re-enter or change these examples anytime the code changes, + which is an error-prone process +3. Examples are limited to short code snippets and cannot contain rich + output like plots or graphics +4. Examples cannot have prose interleaved with code except for code + comments +5. Readers of your code must copy and paste contents of the docstring + if they wish to reproduce the examples. diff --git a/favicon.png b/favicon.png new file mode 100644 index 000000000..56e2d36d3 Binary files /dev/null and b/favicon.png differ diff --git a/getting_started.html b/getting_started.html new file mode 100644 index 000000000..4350b03a5 --- /dev/null +++ b/getting_started.html @@ -0,0 +1,1018 @@ + + + + + + + + + + +Getting Started – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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Getting Started

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+ Create delightful software with Jupyter Notebooks +
+
+ + +
+ + + + +
+ + + +
+ + + +

nbdev is a notebook-driven development platform. Simply write notebooks with lightweight markup and get high-quality documentation, tests, continuous integration, and packaging for free!

+

nbdev makes debugging and refactoring your code much easier than in traditional programming environments since you always have live objects at your fingertips. nbdev also promotes software engineering best practices because tests and documentation are first class.

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  • Documentation is automatically generated using Quarto and hosted on GitHub Pages. Docs support LaTeX, are searchable, and are automatically hyperlinked (including out-of-the-box support for many packages via nbdev-index)
    • +
  • Publish packages to PyPI and conda as well as tools to simplify package releases. Python best practices are automatically followed, for example, only exported objects are included in __all__
    • +
  • Two-way sync between notebooks and plaintext source code allowing you to use your IDE for code navigation or quick edits
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  • Tests written as ordinary notebook cells are run in parallel with a single command
    • +
  • Continuous integration out-of-the-box with GitHub Actions that run your tests and rebuild your docs
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  • Git-friendly notebooks with Jupyter/Git hooks that clean unwanted metadata and render merge conflicts in a human-readable format
    • +
  • … and much more!
    • +
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+

Install

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nbdev works on macOS, Linux, and most Unix-style operating systems. It works on Windows under WSL, but not under cmd or Powershell.

+

You can install nbdev with pip:

+
pip install nbdev
+

… or with conda (or mamba):

+
conda install -c fastai nbdev
+

Note that nbdev must be installed into the same Python environment that you use for both Jupyter and your project.

+
+
+

How to use nbdev

+

The best way to learn how to use nbdev is to complete either the written walkthrough or video walkthrough:

+ +

Alternatively, there’s a shortened version of the video walkthrough with coding sections sped up using the unsilence Python library – it’s 27 minutes faster, but a bit harder to follow.

+

You can also run nbdev_help from the terminal to see the full list of available commands:

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!nbdev_help
+
+
nbdev_bump_version        Increment version in settings.ini by one
+nbdev_changelog           Create a CHANGELOG.md file from closed and labeled GitHub issues
+nbdev_clean               Clean all notebooks in `fname` to avoid merge conflicts
+nbdev_conda               Create a `meta.yaml` file ready to be built into a package, and optionally build and upload it
+nbdev_create_config       Create a config file.
+nbdev_docs                Create Quarto docs and README.md
+nbdev_export              Export notebooks in `path` to Python modules
+nbdev_filter              A notebook filter for Quarto
+nbdev_fix                 Create working notebook from conflicted notebook `nbname`
+nbdev_help                Show help for all console scripts
+nbdev_install             Install Quarto and the current library
+nbdev_install_hooks       Install Jupyter and git hooks to automatically clean, trust, and fix merge conflicts in notebooks
+nbdev_install_quarto      Install latest Quarto on macOS or Linux, prints instructions for Windows
+nbdev_merge               Git merge driver for notebooks
+nbdev_migrate             Convert all markdown and notebook files in `path` from v1 to v2
+nbdev_new                 Create an nbdev project.
+nbdev_prepare             Export, test, and clean notebooks, and render README if needed
+nbdev_preview             Preview docs locally
+nbdev_proc_nbs            Process notebooks in `path` for docs rendering
+nbdev_pypi                Create and upload Python package to PyPI
+nbdev_readme              Create README.md from readme_nb (index.ipynb by default)
+nbdev_release_both        Release both conda and PyPI packages
+nbdev_release_gh          Calls `nbdev_changelog`, lets you edit the result, then pushes to git and calls `nbdev_release_git`
+nbdev_release_git         Tag and create a release in GitHub for the current version
+nbdev_requirements        Writes a `requirements.txt` file to `directory` based on settings.ini.
+nbdev_sidebar             Create sidebar.yml
+nbdev_test                Test in parallel notebooks matching `path`, passing along `flags`
+nbdev_trust               Trust notebooks matching `fname`
+nbdev_update              Propagate change in modules matching `fname` to notebooks that created them
+nbdev_update_license      Allows you to update the license of your project.
+
+
+
+
+

FAQ

+
+

Q: What is the warning “Found a cell containing mix of imports and computations. Please use separate cells”?

+

A: You should not have cells that are not exported, and contain a mix of import statements along with other code. For instance, don’t do this in a single cell:

+
import some_module
+some_module.something()
+

Instead, split this into two cells, one which does import some_module, and the other which does some_module.something().

+

The reason for this is that when we create your documentation website, we ensure that all of the signatures for functions you document are up to date, by running the imports, exported cells, and show_doc functions in your notebooks. When you mix imports with other code, that other code will be run too, which can cause errors (or at least slowdowns) when creating your website.

+
+
+

Q: Why is nbdev asking for root access? How do I install Quarto without root access?

+

A: When you setup your first project, nbdev will attempt to automatically download and install Quarto for you. This is the program that we use to create your documentation website.

+

Quarto’s standard installation process requires root access, and nbdev will therefore ask for your root password during installation. For most people, this will work fine and everything will be handled automatically – if so, you can skip over the rest of this section, which talks about installing without root access.

+

If you need to install Quarto without root access on Linux, first cd to wherever you want to store it, then download Quarto, and type:

+
dpkg -x quarto*.deb .
+mv opt/quarto ./
+rmdir opt
+mkdir -p ~/.local/bin
+ln -s "$(pwd)"/quarto/bin/quarto ~/.local/bin
+

To use this non-root version of Quarto, you’ll need ~/.local/bin in your PATH environment variable. (Alternatively, change the ln -s step to place the symlink somewhere else in your path.)

+
+
+

Q: Someone told me not to use notebooks for “serious” software development!

+

A: Watch this video. Don’t worry, we still get this too, despite having used nbdev for a wide range of “very serious” software projects over the last three years, including deep learning libraries, API clients, Python language extensions, terminal user interfaces, and more!

+
+
+
+

Contributing

+

If you want to contribute to nbdev, be sure to review the contributions guidelines. This project adheres to fastai’s code of conduct. By participating, you are expected to uphold this code. In general, we strive to abide by generally accepted best practices in open-source software development.

+

Make sure you have nbdev’s git hooks installed by running nbdev_install_hooks in the cloned repository.

+
+ + +
+ +
+ + + + + \ No newline at end of file diff --git a/getting_started.html.md b/getting_started.html.md new file mode 100644 index 000000000..7ee7cbfe1 --- /dev/null +++ b/getting_started.html.md @@ -0,0 +1,203 @@ +# Getting Started + + + + +
+ + +
+ +`nbdev` is a notebook-driven development platform. Simply write +notebooks with lightweight markup and get high-quality documentation, +tests, continuous integration, and packaging for free! + +`nbdev` makes debugging and refactoring your code much easier than in +traditional programming environments since you always have live objects +at your fingertips. `nbdev` also promotes software engineering best +practices because tests and documentation are first class. + +- **Documentation** is automatically generated using + [Quarto](https://quarto.org/) and hosted on [GitHub + Pages](https://pages.github.com/). Docs support LaTeX, are searchable, + and are automatically hyperlinked (including out-of-the-box support + for many packages via + [`nbdev-index`](https://github.com/fastai/nbdev-index)) +- **Publish packages to PyPI and conda** as well as tools to simplify + package releases. Python best practices are automatically followed, + for example, only exported objects are included in `__all__` +- **Two-way sync between notebooks and plaintext source code** allowing + you to use your IDE for code navigation or quick edits +- **Tests** written as ordinary notebook cells are run in parallel with + a single command +- **Continuous integration** out-of-the-box with [GitHub + Actions](https://github.com/features/actions) that run your tests and + rebuild your docs +- **Git-friendly notebooks** with [Jupyter/Git + hooks](https://nbdev.fast.ai/tutorials/git_friendly_jupyter.html) that + clean unwanted metadata and render merge conflicts in a human-readable + format +- … and much more! + +## Install + +nbdev works on macOS, Linux, and most Unix-style operating systems. It +works on Windows under WSL, but not under cmd or Powershell. + +You can install nbdev with pip: + +``` sh +pip install nbdev +``` + +… or with conda (or mamba): + +``` sh +conda install -c fastai nbdev +``` + +Note that `nbdev` must be installed into the same Python environment +that you use for both Jupyter and your project. + +## How to use nbdev + +The best way to learn how to use nbdev is to complete either the +[written walkthrough](https://nbdev.fast.ai/tutorials/tutorial.html) or +video walkthrough: + + + +Alternatively, there’s a [shortened version of the video +walkthrough](https://youtu.be/67FdzLSt4aA) with coding sections sped up +using the `unsilence` Python library – it’s 27 minutes faster, but a bit +harder to follow. + +You can also run `nbdev_help` from the terminal to see the full list of +available commands: + +``` python +!nbdev_help +``` + + nbdev_bump_version Increment version in settings.ini by one + nbdev_changelog Create a CHANGELOG.md file from closed and labeled GitHub issues + nbdev_clean Clean all notebooks in `fname` to avoid merge conflicts + nbdev_conda Create a `meta.yaml` file ready to be built into a package, and optionally build and upload it + nbdev_create_config Create a config file. + nbdev_docs Create Quarto docs and README.md + nbdev_export Export notebooks in `path` to Python modules + nbdev_filter A notebook filter for Quarto + nbdev_fix Create working notebook from conflicted notebook `nbname` + nbdev_help Show help for all console scripts + nbdev_install Install Quarto and the current library + nbdev_install_hooks Install Jupyter and git hooks to automatically clean, trust, and fix merge conflicts in notebooks + nbdev_install_quarto Install latest Quarto on macOS or Linux, prints instructions for Windows + nbdev_merge Git merge driver for notebooks + nbdev_migrate Convert all markdown and notebook files in `path` from v1 to v2 + nbdev_new Create an nbdev project. + nbdev_prepare Export, test, and clean notebooks, and render README if needed + nbdev_preview Preview docs locally + nbdev_proc_nbs Process notebooks in `path` for docs rendering + nbdev_pypi Create and upload Python package to PyPI + nbdev_readme Create README.md from readme_nb (index.ipynb by default) + nbdev_release_both Release both conda and PyPI packages + nbdev_release_gh Calls `nbdev_changelog`, lets you edit the result, then pushes to git and calls `nbdev_release_git` + nbdev_release_git Tag and create a release in GitHub for the current version + nbdev_requirements Writes a `requirements.txt` file to `directory` based on settings.ini. + nbdev_sidebar Create sidebar.yml + nbdev_test Test in parallel notebooks matching `path`, passing along `flags` + nbdev_trust Trust notebooks matching `fname` + nbdev_update Propagate change in modules matching `fname` to notebooks that created them + nbdev_update_license Allows you to update the license of your project. + +## FAQ + +### Q: What is the warning “Found a cell containing mix of imports and computations. Please use separate cells”? + +A: You should not have cells that are not exported, *and* contain a mix +of `import` statements along with other code. For instance, don’t do +this in a single cell: + +``` python +import some_module +some_module.something() +``` + +Instead, split this into two cells, one which does `import some_module`, +and the other which does `some_module.something()`. + +The reason for this is that when we create your documentation website, +we ensure that all of the signatures for functions you document are up +to date, by running the imports, exported cells, and +[`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) functions +in your notebooks. When you mix imports with other code, that other code +will be run too, which can cause errors (or at least slowdowns) when +creating your website. + +### Q: Why is nbdev asking for root access? How do I install Quarto without root access? + +A: When you setup your first project, nbdev will attempt to +automatically download and install [Quarto](https://quarto.org/) for +you. This is the program that we use to create your documentation +website. + +Quarto’s standard installation process requires root access, and nbdev +will therefore ask for your root password during installation. For most +people, this will work fine and everything will be handled automatically +– if so, you can skip over the rest of this section, which talks about +installing without root access. + +If you need to install Quarto without root access on Linux, first `cd` +to wherever you want to store it, then [download +Quarto](https://quarto.org/docs/get-started/), and type: + +``` bash +dpkg -x quarto*.deb . +mv opt/quarto ./ +rmdir opt +mkdir -p ~/.local/bin +ln -s "$(pwd)"/quarto/bin/quarto ~/.local/bin +``` + +To use this non-root version of Quarto, you’ll need `~/.local/bin` in +your [`PATH` environment +variable](https://linuxize.com/post/how-to-add-directory-to-path-in-linux/). +(Alternatively, change the `ln -s` step to place the symlink somewhere +else in your path.) + +### Q: Someone told me not to use notebooks for “serious” software development! + +A: [Watch this video](https://youtu.be/9Q6sLbz37gk). Don’t worry, we +still get this too, despite having used `nbdev` for a wide range of +“very serious” software projects over the last three years, including +[deep learning libraries](https://github.com/fastai/fastai), [API +clients](https://github.com/fastai/ghapi), [Python language +extensions](https://github.com/fastai/fastcore), [terminal user +interfaces](https://github.com/nat/ghtop), and more! + +## Contributing + +If you want to contribute to `nbdev`, be sure to review the +[contributions +guidelines](https://github.com/fastai/nbdev/blob/master/CONTRIBUTING.md). +This project adheres to fastai’s [code of +conduct](https://github.com/fastai/nbdev/blob/master/CODE_OF_CONDUCT.md). +By participating, you are expected to uphold this code. In general, we +strive to abide by generally accepted best practices in open-source +software development. + +Make sure you have `nbdev`’s git hooks installed by running +[`nbdev_install_hooks`](https://nbdev.fast.ai/api/clean.html#nbdev_install_hooks) +in the cloned repository. + +## Copyright + +Copyright © 2019 onward fast.ai, Inc. Licensed under the Apache License, +Version 2.0 (the “License”); you may not use this project’s files except +in compliance with the License. A copy of the License is provided in the +LICENSE file in this repository. diff --git a/images/amd.svg b/images/amd.svg new file mode 100644 index 000000000..ecfeab703 --- /dev/null +++ b/images/amd.svg @@ -0,0 +1,15 @@ + + + + + + + + + + + + + + + diff --git a/images/bom.png b/images/bom.png new file mode 100644 index 000000000..337758351 Binary files /dev/null and b/images/bom.png differ diff --git a/images/card.png b/images/card.png new file mode 100644 index 000000000..2241fdd84 Binary files /dev/null and b/images/card.png differ diff --git a/images/chris-lattner.png b/images/chris-lattner.png new file mode 100644 index 000000000..166b9eb54 Binary files /dev/null and b/images/chris-lattner.png differ diff --git a/images/circles.svg b/images/circles.svg new file mode 100644 index 000000000..4d1403613 --- /dev/null +++ b/images/circles.svg @@ -0,0 +1 @@ + diff --git a/images/david-berg.jpeg b/images/david-berg.jpeg new file mode 100644 index 000000000..861d957a5 Binary files /dev/null and b/images/david-berg.jpeg differ diff --git a/images/docs.svg b/images/docs.svg new file mode 100644 index 000000000..a9e2d3f1b --- /dev/null +++ b/images/docs.svg @@ -0,0 +1,8 @@ + + + + + + + + diff --git a/images/erik-gaasedelen.jpeg b/images/erik-gaasedelen.jpeg new file mode 100644 index 000000000..aaa84c8f2 Binary files /dev/null and b/images/erik-gaasedelen.jpeg differ diff --git "a/images/fernando-p\303\251rez.jpeg" "b/images/fernando-p\303\251rez.jpeg" new file mode 100644 index 000000000..541a40629 Binary files /dev/null and "b/images/fernando-p\303\251rez.jpeg" differ diff --git a/images/git.svg b/images/git.svg new file mode 100644 index 000000000..2e42bc7d4 --- /dev/null +++ b/images/git.svg @@ -0,0 +1,15 @@ + + + + + + + + diff --git a/images/hugo-bowne-anderson.jpeg b/images/hugo-bowne-anderson.jpeg new file mode 100644 index 000000000..ef58a6667 Binary files /dev/null and b/images/hugo-bowne-anderson.jpeg differ diff --git a/images/jupyter.svg b/images/jupyter.svg new file mode 100644 index 000000000..43a3c2148 --- /dev/null +++ b/images/jupyter.svg @@ -0,0 +1,14 @@ + + + + + + + + + + + + + + diff --git a/images/lyft.svg b/images/lyft.svg new file mode 100644 index 000000000..f86dd066e --- /dev/null +++ b/images/lyft.svg @@ -0,0 +1,12 @@ + + + + logo_standard + Created with Sketch. + + + + + + + diff --git a/images/netflix.svg b/images/netflix.svg new file mode 100644 index 000000000..4b6c3d784 --- /dev/null +++ b/images/netflix.svg @@ -0,0 +1,4 @@ + + + + diff --git a/images/novetta.svg b/images/novetta.svg new file mode 100644 index 000000000..791b6e784 --- /dev/null +++ b/images/novetta.svg @@ -0,0 +1,11 @@ + + + + + + + + + + + diff --git a/images/outerbounds.svg b/images/outerbounds.svg new file mode 100644 index 000000000..3a97ac7a0 --- /dev/null +++ b/images/outerbounds.svg @@ -0,0 +1,14 @@ + + + + + + + + + + + + + + diff --git a/images/overstory.png b/images/overstory.png new file mode 100644 index 000000000..bae7c951a Binary files /dev/null and b/images/overstory.png differ diff --git a/images/packaging.svg b/images/packaging.svg new file mode 100644 index 000000000..7be0fda3a --- /dev/null +++ b/images/packaging.svg @@ -0,0 +1,8 @@ + + + + + + + + diff --git a/images/roxanna-pourzand.jpeg b/images/roxanna-pourzand.jpeg new file mode 100644 index 000000000..bc9c38387 Binary files /dev/null and b/images/roxanna-pourzand.jpeg differ diff --git a/images/testing.svg b/images/testing.svg new file mode 100644 index 000000000..b264ed8b2 --- /dev/null +++ b/images/testing.svg @@ -0,0 +1,8 @@ + + + + + + + + diff --git a/images/transform.svg b/images/transform.svg new file mode 100644 index 000000000..3d27613d8 --- /dev/null +++ b/images/transform.svg @@ -0,0 +1,20 @@ + + + + + + + + + + + + + + + + + + + + diff --git a/images/vscode.svg b/images/vscode.svg new file mode 100644 index 000000000..40766f052 --- /dev/null +++ b/images/vscode.svg @@ -0,0 +1,7 @@ + + + + + + + diff --git a/index.css b/index.css new file mode 100644 index 000000000..baf74b7fb --- /dev/null +++ b/index.css @@ -0,0 +1,218 @@ +:root { + --background: #33373F; + --background-2: #41454E; + --foreground: white; + --foreground-2: #484d54; + --content-width: 1000px; +} + +html { + font-family: Inter, SF Pro Display, -apple-system, sans-serif; +} + +h1, h2, h3 { + font-weight: normal; +} + +body { + background: var(--background); + color: var(--foreground); + text-align: center; +} + +#title-block-header { + display: none; +} + +.navbar { + background: var(--background); + text-align: left; + font-size: 16px; +} + +.title, .navbar-title { + font-weight: bold; + padding: 4px 8px; + border-radius: 8px; + margin-right: 4px; +} + +.navbar-title { + background: linear-gradient(240.01deg, #4B555B 15.29%, rgba(67, 78, 84, 0) 138.75%); +} + +.title { + background: linear-gradient(240.01deg, #78858C 15.29%, rgba(105, 117, 123, 0) 138.75%); +} + +.content-block { + margin-left: 30px; + margin-right: 30px; + overflow-x: hidden; +} + +@media(min-width: 900px) { + .content-block { + margin-left: 50px; + margin-right: 50px; + } +} + +@media(min-width: 1200px) { + .content-block { + max-width: var(--content-width); + margin-left: auto; + margin-right: auto; + } +} + +.hero-banner { + padding-top: 20px; + padding-bottom: 10px; + margin-bottom: 30px; + display: flex; + flex-direction: column; + align-items: center; +} + +.hero-banner h1 { + font-size: 56px; + font-weight: bold; + margin-top: 10px; + margin-bottom: 40px; +} + +.hero-banner h2 { + border: none; + font-size: 40px; + font-weight: bold; + margin-top: 10px; + margin-bottom: 40px; +} + +.hero-banner h3 { + color: var(--foreground); + font-size: 20px; + max-width: 90%; + margin-left: auto; + margin-right: auto; + margin-top: 0; + margin-bottom: 40px; +} + +@media(min-width: 900px) { + .hero-banner h3 { + max-width: 60%; + } +} + +@media(min-width: 1200px) { + .hero-banner h3 { + max-width: 75%; + } +} + +.mid-content { + width: 100%; + padding: 0; + padding-top: 80px !important; + padding-bottom: 80px; + background: linear-gradient(235.87deg, #656A75 12.29%, #33373F 107.53%); + overflow-x: hidden; +} + +.testimonial { + background: rgba(51, 55, 63, 0.4); + border-radius: 12px; + padding: 30px; + text-align: left; +} + +.testimonial p { + margin: 0; + padding: 0; +} + +.testimonial img { + margin: 0; + padding: 0; + display: inline; + float: left; + width: 50px; + margin-right: 20px; + border-radius: 8px; +} + +.testimonial h1 { + font-size: 16px; + font-weight: bold; + padding: 0; + margin: 0; + margin-bottom: 4px; +} + +.testimonial h2 { + border: none; + font-size: 16px; + padding: 0; + margin: 0; + color: #A2A8B4; +} + +.testimonial h3 { + margin: 0; + margin-top: 30px; + font-size: 16px; +} + +.feature { + font-size: 16px; + height: 210px; + background: var(--background-2); + border-radius: 12px; + padding: 30px; + text-align: left; + display: flex; + flex-direction: column; +} + +.feature img { + margin-bottom: 20px; + width: 48px; +} + +.footer { + color: #A2A8B4; + font-size: 16px; + margin-top: 40px; + padding-top: 30px !important; + border-top: 1px solid var(--foreground-2); +} + +.btn-action-primary { + color: #F9FAFB; + background: #009AF1; + font-weight: 700; + line-height: 20px; /* identical to box height */ +} + +.btn-action-primary:hover, .btn-action-primary:active, .btn-action-primary:focus { + background: #35acf0; +} + +.btn-action { + min-width: 165px; + border-radius: 8px; + padding: 20px 48px; + border: none; +} + +/* Below are needed to make .ipynb equivalent to .qmd */ + +.figure { + display: inline; +} + +.quarto-figure { + margin: 0; +} diff --git a/index.html b/index.html new file mode 100644 index 000000000..d6e37000f --- /dev/null +++ b/index.html @@ -0,0 +1,728 @@ + + + + + + + + + + +nbdev – Create delightful software with Jupyter Notebooks – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+ +
+ + + + +
+
+

Home

+
+ +
+
+ Write, test, document, and distribute software packages and technical articles — all in one place, your notebook. +
+
+ + +
+ + + + +
+ + + +
+ + +
+

Create delightful software
with Jupyter Notebooks

+

Write, test, document, and distribute software packages and technical articles — all in one place, your notebook.

+

Get started

+

+
+
+

Trusted in industry

+
+
+

+
+
+

+
+
+

+
+
+

+
+
+

+
+
+

+
+
+

+
+
+

+
+
+
+
+
+

Interactive programming
without compromise

+

Traditional programming environments throw away the result of your exploration in REPLs or notebooks. nbdev makes exploration an integral part of your workflow, all while promoting software engineering best practices.

+
+
+
+

+

Beautiful technical documentation and scientific articles with Quarto

+
+
+

+

Out-of-the-box continuous integration with GitHub Actions

+
+
+

+

Publish code to PyPI and conda, and prose to GitHub Pages

+
+
+

+

Two-way sync with your favourite IDEs

+
+
+

+

Write prose, code, and tests in notebooks — no context-switching

+
+
+

+

Git-friendly notebooks: human-readable merge conflicts; no unwanted metadata

+
+
+
+
+
+

Here’s what experts are saying

+
+
+
+

+

Chris Lattner

+

Inventor of Swift and LLVM

+

I really do think [nbdev] is a huge step forward for programming environments.

+
+
+

+

Fernando Pérez

+

Creator of Jupyter

+

[nbdev] should be celebrated and used a lot more — I have kept a tab with your original nbdev blog post open for months in Chrome because of how often I refer to it and point others to this work.

+
+
+

+

David Berg

+

Software Engineer, Netflix

+

Prior to using nbdev, documentation was the most cumbersome aspect of our software development process… Using nbdev allows us to spend more time creating rich prose around the many code snippets guaranteeing the whole experience is robust.

nbdev has turned what was once a chore into a natural extension of the notebook-based testing we were already doing.

+
+
+

+

Erik Gaasedelen

+

Software Engineer, Lyft

+

I use this in production at my company. It’s an awesome tool… nbdev streamlines everything so I can write docs, tests, and code all in one place… The packaging is also really well thought out.

From my point of view it is close to a Pareto improvement over traditional Python library development.

+
+
+

+

Roxanna Pourzand

+

Product Manager, Transform

+

We’re so excited about using nbdev. Our product is technical so our resulting documentation includes a lot of code-based examples. Before nbdev, we had no way of maintaining our code examples and ensuring that it was up-to-date for both command inputs and outputs. It was all manual. With nbdev, we now have this under control in a sustainable way. Since we’ve deployed these docs, we also had a situation where we were able to identify a bug in one of our interfaces, which we found by seeing the error that was output in the documentation.

+
+
+

+

Hugo Bowne-Anderson

+

Head of Developer Relations, Outerbounds

+

Nbdev has transformed the way we write documentation. Gone are the days of worrying about broken code examples when our API changes or due to human errors associated with copying & pasting code into markdown files. The authoring experience of nbdev is also powerful, allowing us to write prose and live code in a unified interface, which allows more experimentation with technical content. On top of this, nbdev allows us to include unit tests in our documentation which mitigates the burden of maintaining the docs over time.

+
+
+
+
+

Get started in seconds

+

Install nbdev

+
+ + + + + +
+ + + + + \ No newline at end of file diff --git a/index.md b/index.md new file mode 100644 index 000000000..e141e02f8 --- /dev/null +++ b/index.md @@ -0,0 +1,241 @@ +# Home + + +
+ +# Create delightful software
with Jupyter Notebooks + +### Write, test, document, and distribute software packages and technical articles — all in one place, your notebook. + +Get started + +[](images/card.png) + +
+ +
+ +## Trusted in industry + +
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+ + + +
+ +
+ +
+ +
+ +
+ +## Interactive programming
without compromise + +### Traditional programming environments throw away the result of your exploration in REPLs or notebooks. nbdev makes exploration an integral part of your workflow, all while promoting software engineering best practices. + +
+ +
+ +
+ +![](images/docs.svg) + +Beautiful technical documentation and scientific articles with Quarto + +
+ +
+ +![](images/testing.svg) + +Out-of-the-box continuous integration with GitHub Actions + +
+ +
+ +![](images/packaging.svg) + +Publish code to PyPI and conda, and prose to GitHub Pages + +
+ +
+ +![](images/vscode.svg) + +Two-way sync with your favourite IDEs + +
+ +
+ +![](images/jupyter.svg) + +Write prose, code, and tests in notebooks — no context-switching + +
+ +
+ +![](images/git.svg) + +Git-friendly notebooks: human-readable merge conflicts; no unwanted +metadata + +
+ +
+ +
+ +
+ +
+ +## Here’s what experts are saying + +
+ +
+ +
+ +[![](images/chris-lattner.png)](images/chris-lattner.png) + +# Chris Lattner + +## Inventor of Swift and LLVM + +### I really do think \[nbdev\] is a huge step forward for programming environments. + +
+ +
+ +[![](images/fernando-pérez.jpeg)](images/fernando-pérez.jpeg) + +# Fernando Pérez + +## Creator of Jupyter + +### \[nbdev\] should be celebrated and used a lot more — I have kept a tab with your original nbdev blog post open for months in Chrome because of how often I refer to it and point others to this work. + +
+ +
+ +[![](images/david-berg.jpeg)](images/david-berg.jpeg) + +# David Berg + +## Software Engineer, Netflix + +### Prior to using nbdev, documentation was the most cumbersome aspect of our software development process… Using nbdev allows us to spend more time creating rich prose around the many code snippets guaranteeing the whole experience is robust.

nbdev has turned what was once a chore into a natural extension of the notebook-based testing we were already doing. + +
+ +
+ +[![](images/erik-gaasedelen.jpeg)](images/erik-gaasedelen.jpeg) + +# Erik Gaasedelen + +## Software Engineer, Lyft + +### I use this in production at my company. It’s an awesome tool… nbdev streamlines everything so I can write docs, tests, and code all in one place… The packaging is also really well thought out.

From my point of view it is close to a Pareto improvement over traditional Python library development. + +
+ +
+ +[![](images/roxanna-pourzand.jpeg)](images/roxanna-pourzand.jpeg) + +# Roxanna Pourzand + +## Product Manager, Transform + +### We’re so excited about using nbdev. Our product is technical so our resulting documentation includes a lot of code-based examples. Before nbdev, we had no way of maintaining our code examples and ensuring that it was up-to-date for both command inputs and outputs. It was all manual. With nbdev, we now have this under control in a sustainable way. Since we’ve deployed these docs, we also had a situation where we were able to identify a bug in one of our interfaces, which we found by seeing the error that was output in the documentation. + +
+ +
+ +[![](images/hugo-bowne-anderson.jpeg)](images/hugo-bowne-anderson.jpeg) + +# Hugo Bowne-Anderson + +## Head of Developer Relations, Outerbounds + +### Nbdev has transformed the way we write documentation. Gone are the days of worrying about broken code examples when our API changes or due to human errors associated with copying & pasting code into markdown files. The authoring experience of nbdev is also powerful, allowing us to write prose and live code in a unified interface, which allows more experimentation with technical content. On top of this, nbdev allows us to include unit tests in our documentation which mitigates the burden of maintaining the docs over time. + +
+ +
+ +
+ +
+ +## Get started in seconds + +Install nbdev + +
diff --git a/listings.json b/listings.json new file mode 100644 index 000000000..f841420ca --- /dev/null +++ b/listings.json @@ -0,0 +1,58 @@ +[ + { + "listing": "/tutorials/index.html", + "items": [ + "/tutorials/tutorial.html", + "/tutorials/best_practices.html", + "/tutorials/qmd_intro.html", + "/tutorials/renderscript.html", + "/tutorials/git_friendly_jupyter.html", + "/tutorials/blogging.html", + "/tutorials/pre_commit.html", + "/tutorials/docs_only.html", + "/tutorials/modular_nbdev.html", + "/tutorials/extensions.html", + "/tutorials/migrating.html" + ] + }, + { + "listing": "/explanations/index.html", + "items": [ + "/explanations/config.html", + "/explanations/directives.html", + "/explanations/docs.html", + "/explanations/why_nbdev.html" + ] + }, + { + "listing": "/api/index.html", + "items": [ + "/api/config.html", + "/api/maker.html", + "/api/process.html", + "/api/export.html", + "/api/doclinks.html", + "/api/sync.html", + "/api/merge.html", + "/api/showdoc.html", + "/api/frontmatter.html", + "/api/processors.html", + "/api/clean.html", + "/api/test.html", + "/api/cli.html", + "/api/quarto.html", + "/api/qmd.html", + "/api/migrate.html", + "/api/serve.html", + "/api/release.html" + ] + }, + { + "listing": "/blog/index.html", + "items": [ + "/blog/posts/2022-11-07-spaces/index.html", + "/blog/posts/2022-08-25-jupyter-git/index.html", + "/blog/posts/2022-07-28-nbdev2/index.html" + ] + } +] \ No newline at end of file diff --git a/robots.txt b/robots.txt new file mode 100644 index 000000000..6b7b29b58 --- /dev/null +++ b/robots.txt @@ -0,0 +1 @@ +Sitemap: https://nbdev.fast.ai/sitemap.xml diff --git a/search.json b/search.json new file mode 100644 index 000000000..eeb44dd5a --- /dev/null +++ b/search.json @@ -0,0 +1,1855 @@ +[ + { + "objectID": "tutorials/index.html", + "href": "tutorials/index.html", + "title": "Tutorials", + "section": "", + "text": "Click through to any of these tutorials to get started with nbdev’s features.\n\n\n\n\n\n\n\n\n\nTitle\n\n\nDescription\n\n\n\n\n\n\nEnd-To-End Walkthrough\n\n\nA step-by-step guide to using nbdev\n\n\n\n\nNotebook Best Practices\n\n\nHow to write great nbdev notebooks\n\n\n\n\nQmd Documents\n\n\nIntroduction to qmd – markdown on steroids\n\n\n\n\nRenderScripts\n\n\nIntroduction to RenderScripts – create web pages using python\n\n\n\n\nGit-Friendly Jupyter\n\n\nHow to use nbdev hooks for git-friendly Jupyter notebooks\n\n\n\n\nBlogging\n\n\nCreating a blog with notebooks\n\n\n\n\nPre-Commit Hooks\n\n\nHow to use nbdev’s git pre-commit hooks\n\n\n\n\nDocumentation Only Sites\n\n\nHow to create nbdev powered docs without a library!\n\n\n\n\nModular nbdev\n\n\nHow to use nbdev’s various tools separately\n\n\n\n\nWriting nbdev plugins\n\n\nHow to customize nbdev processors to do what you want\n\n\n\n\nnbdev1 Migration\n\n\nHow to change your nbdev1 repo to work with nbdev2\n\n\n\n\n\nNo matching items", + "crumbs": [ + "Get Started", + "Tutorials" + ] + }, + { + "objectID": "tutorials/docs_only.html", + "href": "tutorials/docs_only.html", + "title": "Documentation Only Sites", + "section": "", + "text": "While nbdev is great for authoring software, you may wish to utilize the power of nbdev for the purposes of documenting existing code, or use various utilities of nbdev without having to write a python library. For example, you can use the following features of nbdev without creating a python package:\n\nCustom nbdev directives such as #|hide_line.\nTesting with nbdev_test.\nAutomated entity linking with doclinks.\nRendering API documentation with docments and show_doc.", + "crumbs": [ + "Get Started", + "Tutorials", + "Documentation Only Sites" + ] + }, + { + "objectID": "tutorials/docs_only.html#background", + "href": "tutorials/docs_only.html#background", + "title": "Documentation Only Sites", + "section": "", + "text": "While nbdev is great for authoring software, you may wish to utilize the power of nbdev for the purposes of documenting existing code, or use various utilities of nbdev without having to write a python library. For example, you can use the following features of nbdev without creating a python package:\n\nCustom nbdev directives such as #|hide_line.\nTesting with nbdev_test.\nAutomated entity linking with doclinks.\nRendering API documentation with docments and show_doc.", + "crumbs": [ + "Get Started", + "Tutorials", + "Documentation Only Sites" + ] + }, + { + "objectID": "tutorials/docs_only.html#setup", + "href": "tutorials/docs_only.html#setup", + "title": "Documentation Only Sites", + "section": "Setup", + "text": "Setup\nTo setup a documentation only site, you can follow these steps:\n\nCreate a nbdev repo the usual way, using nbdev_new\nRemove library files\n\nrm setup.py .github/workflows/test.yaml nbs/00_core.ipynb\n\nRemove your library folder (this will be the lib_path field in settings.ini):\n\nrm -rf <lib_path>", + "crumbs": [ + "Get Started", + "Tutorials", + "Documentation Only Sites" + ] + }, + { + "objectID": "tutorials/docs_only.html#usage", + "href": "tutorials/docs_only.html#usage", + "title": "Documentation Only Sites", + "section": "Usage", + "text": "Usage\nAfter setting up your project, you can use various nbdev utilities per usual:\n\nnbdev_preview for previewing your site\nnbdev_test for testing your docs locally\nCustom nbdev directives will be available to you (but you must be careful not to use irrelevant ones like #|export).\nIf you created your nbdev docs site on GitHub, GitHub Actions will publish your docs for you automatically as described here.\nYou can publish your docs on other platforms as described here.", + "crumbs": [ + "Get Started", + "Tutorials", + "Documentation Only Sites" + ] + }, + { + "objectID": "tutorials/docs_only.html#demo", + "href": "tutorials/docs_only.html#demo", + "title": "Documentation Only Sites", + "section": "Demo", + "text": "Demo\nA minimal example of a documentation-only site is located here.", + "crumbs": [ + "Get Started", + "Tutorials", + "Documentation Only Sites" + ] + }, + { + "objectID": "tutorials/best_practices.html", + "href": "tutorials/best_practices.html", + "title": "Notebook Best Practices", + "section": "", + "text": "The flexibility offered by notebooks can be overwhelming. While there are industry standards for writing Python packages—like numpy and sphinx docstrings, and pytest and unittest testing frameworks—they weren’t designed for notebooks.\nThis article walks you through the practices we’ve learned to leverage the full power of notebooks with nbdev1. Our approach weaves code, tests, and docs into a single interactive context that invites experimentation. If you prefer to learn by example, you might want to start with the annotated example and branch out from there.", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#know-which-form-of-notebook-youre-writing", + "href": "tutorials/best_practices.html#know-which-form-of-notebook-youre-writing", + "title": "Notebook Best Practices", + "section": "Know which form of notebook you’re writing", + "text": "Know which form of notebook you’re writing\nFirst of all, decide which form of notebook you’re writing. We’re fans of the Diátaxis system which classifies documentation into four forms: tutorials, how-to guides, explanations, and references. They’ve laid this out beautifully in the following diagram:", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#start-with-a-great-title-and-subtitle", + "href": "tutorials/best_practices.html#start-with-a-great-title-and-subtitle", + "title": "Notebook Best Practices", + "section": "Start with a great title and subtitle", + "text": "Start with a great title and subtitle\nStart with a markdown cell at the top of your notebook with its title in an H1 header, and subtitle in a blockquote. For example:\n# Great title\n\n> And an even better subtitle\nThe title will also be used to reference your page in the sidebar. You can also optionally add frontmatter to this cell to customize nbdev and Quarto.", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#introduce-your-notebook", + "href": "tutorials/best_practices.html#introduce-your-notebook", + "title": "Notebook Best Practices", + "section": "Introduce your notebook", + "text": "Introduce your notebook\nIntroduce your notebook with markdown cells below the title. We recommend a slightly different approach depending on the form of documentation:\n\nReference: Start with a brief description of the technical component, and an overview that links to the main symbols in the page (you might want to use doclinks)\nTutorials and how-to guides: Describe what the reader will learn and how. Keep it short and get to the subject matter quickly\nExplanations: Since these are typically very focused, a short description of the topic is often sufficient.\n\n\n\n\n\n\n\nNote that Markdown lists such as the one above require a blank line above them to be rendered as lists in the documentation, even though the notebook viewer will render lists that are not preceded by a blank line.", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#use-lots-of-code-examples-pictures-plots-and-videos", + "href": "tutorials/best_practices.html#use-lots-of-code-examples-pictures-plots-and-videos", + "title": "Notebook Best Practices", + "section": "Use lots of code examples, pictures, plots, and videos", + "text": "Use lots of code examples, pictures, plots, and videos\nTake advantage of the richness of notebooks by including code examples, pictures, plots, and videos.\nHere are a few examples to get you started:\n\nfastai’s documentation makes extensive use of code examples, plots, images, and tables, for example, the computer vision intro\nnbdev.release opens with a terminal screencast demo in SVG format created with asciinema and svg-term-cli\nThe documentation explanation describes a complex data pipeline using a Mermaid diagram\nThe directives explanation showcases all of nbdev’s directives with executable examples in call-out cards (and makes great use of emojis too!)\nRDKit renders beautiful molecule diagrams", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#keep-docstrings-short-elaborate-in-separate-cells", + "href": "tutorials/best_practices.html#keep-docstrings-short-elaborate-in-separate-cells", + "title": "Notebook Best Practices", + "section": "Keep docstrings short; elaborate in separate cells", + "text": "Keep docstrings short; elaborate in separate cells\nWhile nbdev renders docstrings as markdown, they aren’t rendered correctly when using symbol? or help(symbol) and they can’t include executed code. By splitting longer docstrings across separate code and markdown cells you can use code examples, pictures, plots, and videos.\nWe find a single-line summary sufficient for most docstrings.", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#document-parameters-with-docments", + "href": "tutorials/best_practices.html#document-parameters-with-docments", + "title": "Notebook Best Practices", + "section": "Document parameters with docments", + "text": "Document parameters with docments\nfastcore.docments is a concise way to document parameters that is beautifully rendered by nbdev. For example, this function:\n\ndef draw_n(n:int, # Number of cards to draw\n replace:bool=True # Draw with replacement?\n )->list: # List of cards\n \"Draw `n` cards.\"\n\n…would include the following table as part of its documentation:\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nn\nint\n\nNumber of cards to draw\n\n\nreplace\nbool\nTrue\nDraw with replacement?\n\n\nReturns\nlist\n\nList of cards\n\n\n\n\nnbdev also supports some numpy docstring sections. For example, this code snippet would produce the same table (there’s no need to include types like in the docstring if you already have annotations):\n\ndef draw_n(n:int, replace:bool=True) -> Cards:\n \"\"\"\n Draw `n` cards.\n \n Parameters\n ----------\n n\n Number of cards to draw\n replace\n Draw with replacement?\n \n Returns\n -------\n cards\n List of cards\n \"\"\"\n\n\n\n\n\n\n\nYou can render a symbol’s parameters table directly with DocmentTbl. In fact, that’s how we rendered the table above.", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#consider-turning-code-examples-into-tests-by-adding-assertions", + "href": "tutorials/best_practices.html#consider-turning-code-examples-into-tests-by-adding-assertions", + "title": "Notebook Best Practices", + "section": "Consider turning code examples into tests by adding assertions", + "text": "Consider turning code examples into tests by adding assertions\nnbdev blurs the lines between code, docs, and tests. Every code cell is run as a test (unless it’s explicitly marked otherwise), and any error in the cell fails the test.\nConsider turning your code examples into tests by adding assertions – if they would make valuable tests and if it doesn’t hurt readability. fastcore.test provides a set of light wrappers around assert for better notebook tests (for example, they print both objects on error if they differ).\nHere’s an example using fastcore.test.test_eq:\n\ndef inc(x): return x + 1\ntest_eq(inc(3), 4)", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#document-error-cases-as-tests", + "href": "tutorials/best_practices.html#document-error-cases-as-tests", + "title": "Notebook Best Practices", + "section": "Document error-cases as tests", + "text": "Document error-cases as tests\nDocstring-driven approaches typically document the errors raised by an object using plaintext descriptions, for example, in a “raises” section.\nIn nbdev, we recommend documenting errors with actual failing code using fastcore.test.test_fail. For example:\n\ndef divide(x, y): return x / y\ntest_fail(lambda: divide(1, 0), contains=\"division by zero\")\n\nThe first argument is a lambda since we need to allow test_fail to control its execution and catch any errors.", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#reference-related-symbols-with-doclinks", + "href": "tutorials/best_practices.html#reference-related-symbols-with-doclinks", + "title": "Notebook Best Practices", + "section": "Reference related symbols with doclinks", + "text": "Reference related symbols with doclinks\nIf you surround a symbol with backticks, nbdev will automatically link to that symbol’s reference page. We call these doclinks.\nPrefer fully qualified symbol paths, like package.module.symbol instead of symbol. It may be more verbose but it helps users know which module a symbol originates from, which is especially important for third-party packages.\nAny package created with nbdev will automatically support doclinks. Non-nbdev packages can be supported by creating a minimal nbdev-index package. nbdev-index is a collection of such packages, which already supports django, numpy, pandas, pytorch, scipy, sphinx, the Python standard library, and even other programming languages like APL!", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#add-rich-representations-to-your-classes", + "href": "tutorials/best_practices.html#add-rich-representations-to-your-classes", + "title": "Notebook Best Practices", + "section": "Add rich representations to your classes", + "text": "Add rich representations to your classes\nThis is another way to take advantage of the rich display feature of notebooks. You can provide rich representations to your object by defining a _repr_markdown_ method that returns markdown text (which may also include HTML/CSS).\nHere’s a simple example to get you started:\n\nclass Color:\n def __init__(self, color): self.color = color\n def _repr_markdown_(self):\n style = f'background-color: {self.color}; width: 50px; height: 50px; margin: 10px'\n return f'<div style=\"{style}\"></div>'\n\n\nColor('green')\n\n\n\n\n\n\n\nColor('blue')\n\n\n\n\n\n\nAlso see the earlier list of example projects that make use of beautiful visual representations.", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#document-class-methods-with-show_doc-or-fastcore.basics.patch", + "href": "tutorials/best_practices.html#document-class-methods-with-show_doc-or-fastcore.basics.patch", + "title": "Notebook Best Practices", + "section": "Document class methods with show_doc or fastcore.basics.patch", + "text": "Document class methods with show_doc or fastcore.basics.patch\nnbdev automatically documents exported function and class definitions with show_doc. However, it’s up to you to document class methods. There are two ways to do that: calling show_doc on the method, or defining the method with the fastcore.basics.patch decorator.\n\nNotebook (show_doc)Notebook (@patch)Docs\n\n\nIf your class is defined in a single cell, use show_doc. Here’s what your notebook might look like:\n\n#| export\nclass Number:\n \"A number.\"\n def __init__(self, num): self.num = num\n def __add__(self, other):\n \"Sum of this and `other`.\"\n return Number(self.num + other.num)\n def __repr__(self): return f'Number({self.num})'\nFor example, here is the number 5:\nNumber(5)\nshow_doc(Number.__add__)\nFor example:\nNumber(3) + Number(4)\n\n\n\nIf you split your class definition across cells with fastcore.basics.patch, here’s what your notebook might look like:\n\n#| export\nclass Number:\n \"A number.\"\n def __init__(self, num): self.num = num\n def __repr__(self): return f'Number({self.num})'\nFor example, here is the number 5:\nNumber(5)\n#| export\n@patch\ndef __add__(self:Number, other):\n \"Sum of this and `other`.\"\n return Number(self.num + other.num)\nFor example:\nNumber(3) + Number(4)\n\n\n\nIn either case, this is how the documentation would be rendered:\n\n\n\nNumber\n\n Number (num)\n\nA number.\nFor example, here is the number 5:\n\nNumber(5)\n\nNumber(5)\n\n\n\n\n\nNumber.__add__\n\n Number.__add__ (other)\n\nSum of this and other.\nFor example:\n\nNumber(3) + Number(4)\n\nNumber(7)", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#group-symbols-with-h2-sections", + "href": "tutorials/best_practices.html#group-symbols-with-h2-sections", + "title": "Notebook Best Practices", + "section": "Group symbols with H2 sections", + "text": "Group symbols with H2 sections\nAs your notebooks grow, consider grouping related symbols using markdown cells with level 2 headers. Since nbdev displays documented symbols as level 3 headers, this would group all symbols below your level 2 header.\nHere is the markdown syntax:\n## Section title", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#split-long-explanations-with-h4-sections", + "href": "tutorials/best_practices.html#split-long-explanations-with-h4-sections", + "title": "Notebook Best Practices", + "section": "Split long explanations with H4 sections", + "text": "Split long explanations with H4 sections\nSimilar to the previous section, as a symbol’s explanation grows, consider grouping its cells using level 4 headers. This is the recommended way to structure your reference docs, for example, to achieve numpy-style structures with sections like notes, examples, methods, and so on.\nHere’s the markdown syntax:\n#### Section title", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#putting-it-all-together-an-annotated-example", + "href": "tutorials/best_practices.html#putting-it-all-together-an-annotated-example", + "title": "Notebook Best Practices", + "section": "Putting it all together: an annotated example", + "text": "Putting it all together: an annotated example\nIn this section, we’ll guide you through a full example of writing a documented and tested function in a notebook using all of the principles described above. We’ll use the numpy.all function since it follows the widely-known numpy-docstring standard for .py files.\nBelow is the definition of the numpy.all function. Take note of how all of the information is included in the docstring. While this works well for .py files, it doesn’t let us weave executable code with rich markdown as we can in notebooks:\n\ndef all(a, axis=None, out=None, keepdims=np._NoValue, *, where=np._NoValue):\n \"\"\"\n Test whether all array elements along a given axis evaluate to True.\n Parameters\n ----------\n a : array_like\n Input array or object that can be converted to an array.\n axis : None or int or tuple of ints, optional\n Axis or axes along which a logical AND reduction is performed.\n The default (``axis=None``) is to perform a logical AND over all\n the dimensions of the input array. `axis` may be negative, in\n which case it counts from the last to the first axis.\n .. versionadded:: 1.7.0\n If this is a tuple of ints, a reduction is performed on multiple\n axes, instead of a single axis or all the axes as before.\n out : ndarray, optional\n Alternate output array in which to place the result.\n It must have the same shape as the expected output and its\n type is preserved (e.g., if ``dtype(out)`` is float, the result\n will consist of 0.0's and 1.0's). See :ref:`ufuncs-output-type` for more\n details.\n keepdims : bool, optional\n If this is set to True, the axes which are reduced are left\n in the result as dimensions with size one. With this option,\n the result will broadcast correctly against the input array.\n If the default value is passed, then `keepdims` will not be\n passed through to the `all` method of sub-classes of\n `ndarray`, however any non-default value will be. If the\n sub-class' method does not implement `keepdims` any\n exceptions will be raised.\n where : array_like of bool, optional\n Elements to include in checking for all `True` values.\n See `~numpy.ufunc.reduce` for details.\n .. versionadded:: 1.20.0\n Returns\n -------\n all : ndarray, bool\n A new boolean or array is returned unless `out` is specified,\n in which case a reference to `out` is returned.\n See Also\n --------\n ndarray.all : equivalent method\n any : Test whether any element along a given axis evaluates to True.\n Notes\n -----\n Not a Number (NaN), positive infinity and negative infinity\n evaluate to `True` because these are not equal to zero.\n Examples\n --------\n >>> np.all([[True,False],[True,True]])\n False\n >>> np.all([[True,False],[True,True]], axis=0)\n array([ True, False])\n >>> np.all([-1, 4, 5])\n True\n >>> np.all([1.0, np.nan])\n True\n >>> np.all([[True, True], [False, True]], where=[[True], [False]])\n True\n >>> o=np.array(False)\n >>> z=np.all([-1, 4, 5], out=o)\n >>> id(z), id(o), z\n (28293632, 28293632, array(True)) # may vary\n \"\"\"\n ...\n\nAlternatively, Here is how we’d write numpy.all in a notebook using nbdev. The first step is to define the function:\n\n#| export\ndef all(a, # Input array or object that can be converted to an array.\n axis:int|tuple|None=None, # Axis or axes along which a logical AND reduction is performed (default: all).\n out:np.ndarray|None=None, # Alternate output array in which to place the result.\n keepdims:bool=np._NoValue, # Leave reduced one-dimensional axes in the result?\n where=np._NoValue, # Elements to include in reduction. See `numpy.ufunc.reduce` for details. New in version 1.20.0.\n ) -> np.ndarray|bool: # A new boolean or array, or a reference to `out` if its specified.\n \"Test whether all array elements along a given axis evaluate to `True`.\"\n ...\n\nWe can observe the following differences between this code and numpy-docstrings:\n\nThe definition uses simple type annotations, which will be rendered in the function’s parameters table below\nParameters are described with a short comment, called docments – a concise alternative to numpy and sphinx docstring formats (although nbdev does support numpy docstrings see this example)\nThe docstring and parameter descriptions are all short, single-line summaries. We prefer to keep docstrings short and instead elaborate in separate cells, where we can use markdown and real code examples.\n\nNote: the use of | syntax for unions e.g. int|tuple|None (equivalent to Union[int, tuple, None]) requires using Python 3.10 or by treating all annotations as strings using from __future__ import annotations which is available from Python 3.7.\nOur function definition is automatically rendered in the docs like this. Note that parameter names, types, defaults, and details are all parsed from the definition which means you don’t have to repeat yourself.\n\n\n\nall\n\n all (a, axis:Union[int,tuple,NoneType]=None,\n out:Optional[numpy.ndarray]=None, keepdims:bool=<no value>,\n where=<no value>)\n\nTest whether all array elements along a given axis evaluate to True.\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\na\n\n\nInput array or object that can be converted to an array.\n\n\naxis\nint | tuple | None\nNone\nAxis or axes along which a logical AND reduction is performed (default: all).\n\n\nout\nnp.ndarray | None\nNone\nAlternate output array in which to place the result.\n\n\nkeepdims\nbool\n\nLeave reduced one-dimensional axes in the result?\n\n\nwhere\n_NoValueType\n\nElements to include in reduction. See numpy.ufunc.reduce for details. New in version 1.20.0.\n\n\nReturns\nnp.ndarray | bool\n\nA new boolean or array, or a reference to out if its specified.\n\n\n\n\n\nNext, describe how to use your function using markdown cells and lots of code examples. This is the biggest benefit to developing in notebooks: instead of copying and pasting code examples into plaintext, you can include real executeable code examples.\nWe start with basic usage first:\n\nFor example:\n\nx = [[True,False],[True,True]]\ntest_eq(np.all(x), False)\n\n\nOur code examples use assertion functions from fastcore.test, so that they serve as both docs and tests. nbdev_test runs every code cell as a test (unless it’s explicitly marked otherwise), and any error in the cell fails the test.\nHaving described basic usage, we now elaborate on more advanced functionality for each parameter. This differs from numpy’s approach which includes all parameter docs in the table and where not all parameters have code examples.\n\nWith axis:\n\ntest_eq(np.all(x, axis=0), [True,False])\n\naxis may be negative, in which case it counts from the last to the first axis:\n\ntest_eq(np.all(x, axis=-1), [False,True])\n\nIf axis is a tuple of ints, a reduction is performed on multiple axes, instead of a single axis or all the axes as before.\n\ntest_eq(np.all(x, axis=(0,1)), False)\n\nIntegers, floats, not a number (nan), and infinity all evaluate to True because they’re not equal to zero:\n\ntest_eq(np.all([-1, 1, -1.0, 1.0, np.nan, np.inf, -np.inf]), True)\n\nYou can use where to test specific elements. For example, this tests only the second column:\n\ntest_eq(np.all(x, where=[[False],[True]]), True)\n\nThe output can be stored in an optional out array. If provided, a reference to out will be returned:\n\no = np.array(False)\nz = np.all([-1, 4, 5], out=o)\ntest_is(z, o)\ntest_eq(z, True)\n\nout must have the same shape as the expected output and its type is preserved (e.g., if dtype(out) is float, the result will consist of 0.0’s and 1.0’s). See Output type determination for more details.\nWith keepdims, the result will broadcast correctly against the input array.\n\ntest_eq(np.all(x, axis=0, keepdims=True), [[True, False]]) # Note the nested list\n\nIf the default value is passed, then keepdims will not be passed through to the all method of sub-classes of ndarray, however any non-default value will be. If the sub-class’ method does not implement keepdims any exceptions will be raised.\n\nclass MyArray(np.ndarray):\n def all(self, axis=None, out=None): ...\n\ny = MyArray((2,2))\ny[:] = x\nnp.all(y) # No TypeError since `keepdims` isn't passed\ntest_fail(lambda: np.all(y, keepdims=True), contains=\"all() got an unexpected keyword argument 'keepdims'\")\n\n\nSince we prefer to document via code examples, we also document error-cases with assertions using fastcore.test.test_fail. This differs from docstring-based approaches which usually document error-cases in prose, usually in a “raises” section of the docstring.\nFinally, we link to related symbols with doclinks (symbols surrounded in backticks are automatically linked) and describe their relation using code examples.\n\nThe numpy.ndarray.all method is equivalent to calling numpy.all with the array:\n\ntest_eq(np.array(x).all(), np.all(x))\n\nIn contrast, numpy.any tests whether any element evaluates to True (rather than all elements):\n\ntest_eq(np.any(x), True)\n\n\n\nRecap\nIn summary, here is how the nbdev version of numpy.all differs from the numpy docstring. nbdev uses:\n\nType annotations and docments instead of the numpy docstring format (although nbdev supports numpy docstrings too)\nShort parameter descriptions, with details in separate cells with markdown and code example\nDoclinks to related symbols instead of a “See also” section\nLots of code examples (which are also tests) mixed with prose to describe how to use the function\nCode examples with assertions to document error-cases instead of a “Raises” section.", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/best_practices.html#footnotes", + "href": "tutorials/best_practices.html#footnotes", + "title": "Notebook Best Practices", + "section": "Footnotes", + "text": "Footnotes\n\n\nWe’re always open to improving our workflows and don’t like to be too prescriptive about style. If you have any ideas, please feel free to post them in the forum.↩︎", + "crumbs": [ + "Get Started", + "Tutorials", + "Notebook Best Practices" + ] + }, + { + "objectID": "tutorials/git_friendly_jupyter.html", + "href": "tutorials/git_friendly_jupyter.html", + "title": "Git-Friendly Jupyter", + "section": "", + "text": "Version control is essential to developing software, yet Jupyter notebooks don’t work with version control by default. nbdev solves this problem! It provides a set of hooks which enable git-friendly Jupyter notebooks in any git repo, including those that don’t use the broader nbdev system.\nTo get started, install nbdev:\nthen install hooks:\nThat’s it! Read on if you’re stuck or if you’d like to learn more about nbdev hooks and how to customise them. Check out our related blog post if you’re curious about how this feature was developed and how it works under the hood.", + "crumbs": [ + "Get Started", + "Tutorials", + "Git-Friendly Jupyter" + ] + }, + { + "objectID": "tutorials/git_friendly_jupyter.html#quickstart-install-nbdev-hooks-for-a-repo", + "href": "tutorials/git_friendly_jupyter.html#quickstart-install-nbdev-hooks-for-a-repo", + "title": "Git-Friendly Jupyter", + "section": "Quickstart: Install nbdev hooks for a repo", + "text": "Quickstart: Install nbdev hooks for a repo\nTo start with, change directory to your current project and double-check. Don’t worry about the strange path, that’s because we’re using a temporary directory for this tutorial:\n\npwd\n\n/private/var/folders/ft/0gnvc3ts5jz4ddqtttp6tjvm0000gn/T/tmpez8nec5v/repo\n\n\nInstall nbdev:\n\npip install -Uqq nbdev\n\nInstall nbdev hooks:\n\nnbdev_install_hooks\n\nNot in a git repository, git hooks cannot be installed.\n\n\nYou’ll see the above error if you’re not in a git repo. If so, initialise a git repository:\n\ngit init\n\nInitialized empty Git repository in /private/var/folders/ft/0gnvc3ts5jz4ddqtttp6tjvm0000gn/T/tmpez8nec5v/repo/.git/\n\n\nThen try installing nbdev hooks again:\n\nnbdev_install_hooks\n\nHooks are installed.\n\n\nIf you already have a pre-save hook set in your Jupyter config file we won’t be able to safely install a new one automatically. Instead, you’ll encounter an error and will need to follow its instructions for a manual installation.\nJupyter hooks will now be installed in your user’s Jupyter config directory, and will work for all repos by default. Git hooks will only be installed in the current repo; you will need to rerun nbdev_install_hooks for each of your git repos. See configuring nbdev hooks if you’d like to customise hook behaviour, for example, to opt out of hooks in certain repos.", + "crumbs": [ + "Get Started", + "Tutorials", + "Git-Friendly Jupyter" + ] + }, + { + "objectID": "tutorials/git_friendly_jupyter.html#what-are-nbdev-hooks", + "href": "tutorials/git_friendly_jupyter.html#what-are-nbdev-hooks", + "title": "Git-Friendly Jupyter", + "section": "What are nbdev hooks?", + "text": "What are nbdev hooks?\nnbdev provides three hooks to ease Jupyter-git integration.\n\nnbdev_merge on merging notebooks with git\nOne of the biggest complaints when working with Jupyter is that merge conflicts break notebooks. This is particularly problematic in projects with many collaborators.\n\n\n\nJupyter notebook shows the above error when opening a notebook with merge conflicts.\n\n\nOftentimes these conflicts are on metadata like cell execution counts that we don’t really care about. nbdev comes with a custom git merge driver that automatically fixes conflicting outputs and metadata, and that leaves remaining conflicts in a state that still works with Jupyter. It works in all git commands that use merge under the hood, including merge, pull, rebase, and stash.\nHere’s what the conflict looks like in Jupyter with nbdev’s merge driver:\n\n\n\n\n\n\n\nnbdev_clean on saving notebooks in Jupyter\nJupyter notebooks store a variety of metadata (including execution counts and notebook extension info) that aren’t conducive to collaborative version control systems like git. These pollute diffs in pull requests and git histories (which can make debugging harder), and tend to cause merge conflicts. For example:\n {\n \"cell_type\": \"code\",\n- \"execution_count\": 1,\n+ \"execution_count\": 2,\n \"metadata\": {\n \"hide_input\": false\n }\nPython’s default repr is another example, since it includes a memory address which we usually aren’t interested in:\n-<matplotlib.axes._subplots.AxesSubplot at 0x7fbc11508950>\n+<matplotlib.axes._subplots.AxesSubplot at 0x7fbc113dbe90>\nnbdev install a Jupyter hook which runs nbdev_clean to automatically clean unwanted metadata and outputs from your notebooks, including ids from default Python reprs! With nbdev hooks, the examples above would become:\n{\n \"cell_type\": \"code\",\n \"execution_count\": null,\n \"metadata\": {}\n}\nand\n<matplotlib.axes._subplots.AxesSubplot>\n\n\nnbdev_trust after merging notebooks with git\nA side-effect of Jupyter’s security model is that widgets don’t work in collaborative repos, unless you manually “trust” notebooks after each git pull. There is a good reason behind this: since Jupyter notebooks contain HTML and JavaScript, the trust system avoids running malicious code when you open a notebook and don’t explicitly run any cells. See the official documentation for more.\nManually trusting notebooks each time is a pain. A more natural workflow would be trust a repo once-off, and all notebooks and changes thereafter. nbdev includes a git post-merge hook which runs nbdev_trust in your repo to do exactly this.", + "crumbs": [ + "Get Started", + "Tutorials", + "Git-Friendly Jupyter" + ] + }, + { + "objectID": "tutorials/git_friendly_jupyter.html#configuring-nbdev-hooks", + "href": "tutorials/git_friendly_jupyter.html#configuring-nbdev-hooks", + "title": "Git-Friendly Jupyter", + "section": "Configuring nbdev hooks", + "text": "Configuring nbdev hooks\nThe most up-to-date reference of nbdev’s settings is in the nbdev_create_config docs. In addition, this section will guide you through a few common configurations.\nControl whether Jupyter hooks are run:\n\nGlobally enable Jupyter hooks: set jupyter_hooks = True in user settings\nGlobally disable Jupyter hooks: set jupyter_hooks = False in user settings (at ~/.config/nbdev/settings.ini)\nEnable Jupyter hooks only for selected repos: set jupyter_hooks = False in user settings and jupyter_hooks = True in selected repo settings\n\nCustomise notebook cleaning with the following settings:\n\nClean all outputs and metadata: clear_all\nPreserve certain metadata by key: allowed_metadata_keys and allowed_cell_metadata_keys\nClean ids from default Python reprs: clean_ids\n\nAll of the above can be customised per-user and per-repo.\nControl whether git hooks are run:\nSince git hooks are installed per-repo they’ll only run in repos where you manually nbdev_install_hooks. If you change your mind later, you can uninstall git hooks by following the instructions in the .gitconfig file created in your repo.", + "crumbs": [ + "Get Started", + "Tutorials", + "Git-Friendly Jupyter" + ] + }, + { + "objectID": "tutorials/extensions.html", + "href": "tutorials/extensions.html", + "title": "Writing nbdev plugins", + "section": "", + "text": "With nbdev, it’s possible to customize and extend it further beyond the standard capabilities through a well thoughtout and scalable framework. Does your particular library or need require you to inject custom quarto additives in certain cells? What about if you want to do something more trivial such as finding shortcuts to replace complicated quarto directives more easily (such as replacing ::: {.column-margin} with #| margin)?\nWriting custom plugins with nbdev is the easiest method to achieve this, and with this tutorial we will bring you up to speed on how you can use this to create your own plugins to expand and simplify your literate-programming experience with nbdev and quarto.\nSpecifically, we will be building a processor (something that processes a notebook cell) that will let us quickly write out any quarto-specific headers (that ::: {.some_annotation}) and replace it with a div shortcut. This is of course one example very specific to quarto that happens when building the documentation, but this technique can be used to have custom behaviors occur during library exportation as well.\n\nNote: We are using div here is it more closely resembles how each of the related Quarto directives do and behave as they act like <div>s in HTML code\n\nThis tutorial won’t cover some of the basics when it comes to nbdev, and instead comes with the understanding you know how to navigate nbdev (such as what are directives, export, etc).", + "crumbs": [ + "Get Started", + "Tutorials", + "Writing nbdev plugins" + ] + }, + { + "objectID": "tutorials/extensions.html#what-will-this-cover", + "href": "tutorials/extensions.html#what-will-this-cover", + "title": "Writing nbdev plugins", + "section": "", + "text": "With nbdev, it’s possible to customize and extend it further beyond the standard capabilities through a well thoughtout and scalable framework. Does your particular library or need require you to inject custom quarto additives in certain cells? What about if you want to do something more trivial such as finding shortcuts to replace complicated quarto directives more easily (such as replacing ::: {.column-margin} with #| margin)?\nWriting custom plugins with nbdev is the easiest method to achieve this, and with this tutorial we will bring you up to speed on how you can use this to create your own plugins to expand and simplify your literate-programming experience with nbdev and quarto.\nSpecifically, we will be building a processor (something that processes a notebook cell) that will let us quickly write out any quarto-specific headers (that ::: {.some_annotation}) and replace it with a div shortcut. This is of course one example very specific to quarto that happens when building the documentation, but this technique can be used to have custom behaviors occur during library exportation as well.\n\nNote: We are using div here is it more closely resembles how each of the related Quarto directives do and behave as they act like <div>s in HTML code\n\nThis tutorial won’t cover some of the basics when it comes to nbdev, and instead comes with the understanding you know how to navigate nbdev (such as what are directives, export, etc).", + "crumbs": [ + "Get Started", + "Tutorials", + "Writing nbdev plugins" + ] + }, + { + "objectID": "tutorials/extensions.html#getting-started-how-does-nbdev-make-this-easy", + "href": "tutorials/extensions.html#getting-started-how-does-nbdev-make-this-easy", + "title": "Writing nbdev plugins", + "section": "Getting started, how does nbdev make this easy?", + "text": "Getting started, how does nbdev make this easy?\nFirst let’s visualize just what we’re trying to achieve.\nInstead of doing the following code which will add \"Some text\" to the sidebar (as shown off to the side currently):\n\n\nSome text\n::: {.column-margin}\nSome text\n:::\nWe will create a shorter way to write this out, making use of how nbdev and quarto writes their directives\nBy the end of this tutorial we will create something that looks like the following:\n#| div column-margin\n\nSome text\nAnd this will include cases where a div should be put across multiple cells as well, by specifying a start and an end.\n\nNote: Check out the article layout Quarto documentation to find the best examples of use cases for this custom directive, including the column-margin just shown\n\nThis can be achieved in under 50 lines of code!\nnbdev let’s us create what are called processors (this is how #| export will shove code into modules, for example). These processors are acted on each cell of a notebook and can modify its contents. These can then be wrapped into a module the same way that nbdev will do nbdev_export or nbdev_docs. Thanks to the power of writing custom nbdev extensions, going deep into the inner-workings of the framework isn’t required!", + "crumbs": [ + "Get Started", + "Tutorials", + "Writing nbdev plugins" + ] + }, + { + "objectID": "tutorials/extensions.html#bringing-in-what-we-need", + "href": "tutorials/extensions.html#bringing-in-what-we-need", + "title": "Writing nbdev plugins", + "section": "Bringing in what we need", + "text": "Bringing in what we need\nThe actual imports we need to use from nbdev is truly not that many! We just need two: - extract_directives, to read in the list of #| written - The Processor class that will actually perform what we want on notebook cells.\nThe rest of the imports are there to make some of our lives easier as will be explained later\n\nfrom nbdev.process import extract_directives\nfrom nbdev.processors import Processor\n\nfrom fastcore.basics import listify\n\nfrom string import Template\n\nLastly for testing purposes we’ll utilize nbdev’s mk_cell function and the NBProcessor class, which will let us mock running our processor on a “real” notebook!\n\nfrom nbdev.processors import mk_cell, NBProcessor", + "crumbs": [ + "Get Started", + "Tutorials", + "Writing nbdev plugins" + ] + }, + { + "objectID": "tutorials/extensions.html#writing-a-converter", + "href": "tutorials/extensions.html#writing-a-converter", + "title": "Writing nbdev plugins", + "section": "Writing a converter", + "text": "Writing a converter\nThe first step is creating a quick and easy way to take the nbdev directive we want to use (such as #| div column-margin) and convert it quickly into something quarto will then read (such as ::: {.column-margin}).\nWe can create a string Template to perform this for us:\n\n_LAYOUT_STR = Template(\"::: {.$layout}\\n${content}\\n\")\n\n\n\n\n\n\n\nTip\n\n\n\nThis doesn’t have to be a string template, I just found this the easiest to use!\n\n\n\n_LAYOUT_STR.substitute(\n layout=\"column-margin\",\n content=\"Some text to go on the sidebar\"\n)\n\n'::: {.column-margin}\\nSome text to go on the sidebar\\n'\n\n\nNext we need to write a simple converter that operates at the cell level:\n\ndef convert_layout(\n cell:dict, # A single cell from a Jupyter Notebook\n is_multicell=False # Whether the div should be wrapped around multiple cells\n):\n \"Takes a code cell that contains `div` in the directives and modifies the contents to the proper Quarto format\"\n content = cell.source\n code = cell.source.splitlines(True)\n div_ = cell.directives_[\"div\"]\n # We check if end is in the first line of the cell source\n if \"end\" in div_:\n # If it is, just fill the text with `:::` if no code exists there\n cell.source = \":::\" if len(code) == 1 else f'{code.source}:::'\n else:\n # Actually modify the code\n cell.source = _LAYOUT_STR.substitute(layout=\" \".join(div_), content=content)\n if not is_multicell: cell.source += \":::\"\n\nLet’s go into detail on what’s happening here.\n content = cell.source\nThe source text of whatever exists in a notebook cell will live in .source.\n code = cell.source.splitlines(True)\nThen I want to extract the content of the cell and split them into multiple lines, seperated by newlines. This let’s us check if a cell just contains #| div end, which means that the div that was started earlier should stop.\n div_ = cell.directives_[\"div\"]\nAny directives (comments in any cell marked with #|) will exist in the directives_ attribute as a dictionary. For our particular processor we only care about the div directive\n if \"end\" in div_:\n # If it is, just fill the text with `:::` if no code exists there\n cell.source = \":::\" if len(code) == 1 else f'{code.source}:::'\n else:\n # Actually modify the code\n cell.source = _LAYOUT_STR.substitute(layout=\" \".join(div_), content=content)\n if not is_multicell: cell.source += \":::\"\nFrom there this last part checks whether to add the ending ::: block to the cell or to use the _LAYOUT_STR and inject the boilerplate div CSS code in for Quarto.\nLet’s see it in action:\n\ncell = mk_cell(\n \"\"\"#| div margin-column\nHere is something for the sidebar!\"\"\",\n cell_type=\"markdown\"\n)\n\nnbdev will pull out those directives and store them in the cell’s directives_ attribute using the extract_directives function:\n\ncell.directives_ = extract_directives(cell, \"#\")\ncell.directives_\n\n{'div': ['margin-column']}\n\n\nAnd now we can test out if our convert_layout function works!\n\nconvert_layout(cell)\nprint(cell.source)\n\n::: {.margin-column}\nHere is something for the sidebar!\n:::\n\n\n\nNote: I print the cell.source here so that it’s text looks cleaner and what we would visually see in a Markdown cell\n\nLooks exactly like we wanted earlier! Great!\nHow do we tell nbdev to use this and create this Processor class mentioned earlier?", + "crumbs": [ + "Get Started", + "Tutorials", + "Writing nbdev plugins" + ] + }, + { + "objectID": "tutorials/extensions.html#writing-a-processor", + "href": "tutorials/extensions.html#writing-a-processor", + "title": "Writing nbdev plugins", + "section": "Writing a Processor", + "text": "Writing a Processor\nThe second-to-last step here is to create the custom Processor nbdev utilizes to apply procs (things that modify the contents of cells). The basic understanding of these is simply that you should create a class, have it inherit Processor, and any modifications that should be done must be defined in a cell function which takes in a cell and modifies it in-place.\n\nclass LayoutProc(Processor):\n \"A processor that will turn `div` based tags into proper quarto ones\"\n has_multiple_cells = False\n def cell(self, cell):\n if cell.cell_type == \"markdown\" and \"div\" in cell.directives_:\n div_ = cell.directives_[\"div\"]\n if self.has_multiple_cells and \"end\" in div_:\n convert_layout(cell)\n else:\n is_start = div_[-1] == \"start\"\n if is_start:\n self.has_multiple_cells = True\n div_.remove(\"start\")\n convert_layout(cell, is_start)\n\nHow can we test if this will work or not?\nA minimal Jupyter Notebook is just a dictionary where the cells are in a cells key and the cells themselves are a list of notebook cells following a special format. We’ve created one of these above. nbdev has a dict2nb function which let’s us convert this minimal idea of a Jupyter Notebook into the true thing quickly.\nAfterwards, we can apply the processor to those cells though the NBProcessor class (what nbdev uses to apply these)\n\nfrom nbdev.process import NBProcessor, dict2nb\n\n\nnb = {\n \"cells\":[\n mk_cell(\"\"\"#| div column-margin\nA test\"\"\", \"markdown\"),\n mk_cell(\"\"\"#| div column-margin start\nA test\"\"\", \"markdown\"),\n mk_cell(\"\"\"#| div end\"\"\", \"markdown\"),\n]}\n\n\n\nThe mk_cell function will create a cell based on some content and a cell type. The particular extension we’ve built works off Markdown cells, so we set the type as markdown.\nThe NBProcessor takes in a list of procs (processors) that should be applied, and an opened Jupyter Notebook:\n\nprocessor = NBProcessor(procs=LayoutProc, nb=dict2nb(nb))\n\nThe act of applying these processors is done through calling the .process(): function\n\nprocessor.process()\n\nAnd now we can see that those code cells were changed:\n\nfor i in range(3):\n print(f\"Before:\\n{nb['cells'][i].source}\\n\")\n print(f\"After:\\n{processor.nb.cells[i].source}\\n\")\n\nBefore:\n#| div column-margin\nA test\n\nAfter:\n::: {.column-margin}\nA test\n:::\n\nBefore:\n#| div column-margin start\nA test\n\nAfter:\n::: {.column-margin}\nA test\n\n\nBefore:\n#| div end\n\nAfter:\n:::\n\n\n\nGreat! We’ve successfully created a plugin for nbdev that will let us lazily write markdown quarto directives easily. How can we actually use this in our projects?", + "crumbs": [ + "Get Started", + "Tutorials", + "Writing nbdev plugins" + ] + }, + { + "objectID": "tutorials/extensions.html#how-to-enable-the-plugin-on-your-project", + "href": "tutorials/extensions.html#how-to-enable-the-plugin-on-your-project", + "title": "Writing nbdev plugins", + "section": "How to enable the plugin on your project", + "text": "How to enable the plugin on your project\nThis requires two changes to your settings.ini.\nFirst, if say this were code that lived in nbdev, we can add a special procs key and specify where the processor comes from:\nprocs = \n nbdev.extensions:LayoutProc\nIt follows the format of library.module:processor_name\nIf this were being used from an external library (such as how this processor is based on the one that lives in nbdev-extensions, you should add that to the requirements of your project:\nrequirements = nbdev-extensions\nAnd you’re done! Now when calling nbdev_docs or nbdev_preview the processor we just made will be automatically applied to your notebooks and perform this conversion!", + "crumbs": [ + "Get Started", + "Tutorials", + "Writing nbdev plugins" + ] + }, + { + "objectID": "tutorials/extensions.html#conclusion-nbdev-extensions-and-a-bit-about-me", + "href": "tutorials/extensions.html#conclusion-nbdev-extensions-and-a-bit-about-me", + "title": "Writing nbdev plugins", + "section": "Conclusion, nbdev-extensions and a bit about me!", + "text": "Conclusion, nbdev-extensions and a bit about me!\nBasically if there’s any part of a cell and how it should look either from exporting modules, building documentation, or creating your own special command to perform post-processing it can be done quickly and efficiently with this Processor class nbdev provides!\nIf you’re interested in seeing more examples of nbdev-extensions and where you can take it I’ve (Zachary Mueller) written a library dedicated to it called nbdev-extensions where any ideas that may benefit how I approach nbdev I then turn into an extension for the world to use.\nThanks for reading!", + "crumbs": [ + "Get Started", + "Tutorials", + "Writing nbdev plugins" + ] + }, + { + "objectID": "tutorials/tutorial.html", + "href": "tutorials/tutorial.html", + "title": "End-To-End Walkthrough", + "section": "", + "text": "The written tutorial below shows you how to create a Python package from scratch using nbdev.\nAlternatively, you can watch this video tutorial where Jeremy Howard and Hamel Husain guide you through a similar process step by step:", + "crumbs": [ + "Get Started", + "Tutorials", + "End-To-End Walkthrough" + ] + }, + { + "objectID": "tutorials/tutorial.html#installation", + "href": "tutorials/tutorial.html#installation", + "title": "End-To-End Walkthrough", + "section": "Installation", + "text": "Installation\nYou’ll need the following software to complete the tutorial, read on for specific installation instructions:\n\nPython\nA Python package manager: we recommend conda or pip\nJupyter Notebook\nnbdev\nQuarto\n\nIf you haven’t worked with Python before, we recommend getting started with the Anaconda Individual Edition and using the conda package manager.\nNote that you will only need to follow the steps in the installation section once per environment. If you create a new repo, you won’t need to redo these.\n\nInstall JupyterLab\nLaunch a terminal and install JupyterLab by entering:\nconda install -c conda-forge -y jupyterlab\n…or\npip install jupyterlab\n…if you’re using the pip package manager.\nYou can now launch Jupyter by entering:\njupyter lab\nThis should open JupyterLab in a new browser tab:\n\n\n\n\n\n\n\nInstall nbdev\nThe next step is to install nbdev itself. JupyterLab comes with its own terminal, so we’ll use that moving forward.\nIn the Launcher, scroll down to the “Other” section, then click “Terminal”. If the Launcher isn’t opened, you can open it by clicking “File” → “New Launcher”.\nA new tab should open with a blank terminal – it might not look exactly the same, depending on how your shell is configured:\n\n\n\n\n\nFor Mac and Linux, enter:\nconda install -c fastai -y nbdev\n…or for Mac, Linux and Windows:\npip install nbdev\n…if you’re using pip.\n\n\nInstall Quarto\nnbdev provides a command to install the latest version of Quarto. In the terminal, enter:\nnbdev_install_quarto\nYour password may be requested at this point. Since nbdev is open source, you can read the source code of this command to verify that it isn’t doing anything malicious. Or, if you prefer, you may instead follow Quarto’s official installation instructions.\n\n\nInstall Quarto JupyterLab extension\nQuarto provides its own JupyterLab extension that allows it to render Quarto markdown content.\nFor example, here is their notebook demonstrating some of its features:\n\nInstall the extension by entering:\npip install jupyterlab-quarto\nNote that the jupyterlab-quarto package is not currently available via conda.\n\nYou’re all setup and ready to go! Installing these tools may take some time, but you’ll only need to do it once. Next, we’ll setup an nbdev repo for your specific project.", + "crumbs": [ + "Get Started", + "Tutorials", + "End-To-End Walkthrough" + ] + }, + { + "objectID": "tutorials/tutorial.html#first-steps", + "href": "tutorials/tutorial.html#first-steps", + "title": "End-To-End Walkthrough", + "section": "First steps", + "text": "First steps\nBy the end of this section you’ll have your own nbdev repo with tests, continuous integration, streamlined PyPI & conda packaging, and a documentation website.\n\nCreate an empty GitHub repo\nCreate an empty GitHub repo using the convenient link github.com/new. If you get stuck, you might find GitHub’s Create a repo page helpful.\nRemember to add a description, since nbdev will use that later. Don’t add a README file, .gitignore, or license just yet.\nIf you’re using the web interface, it should look something like this (with your own repository name and description) before you click “Create Repository”:\n\n\n\n\n\nYou should then be redirected to your new repo:\n\n\n\n\n\n\n\n\n\n\n\nTry GitHub’s powerful CLI\n\n\n\n\n\nGitHub’s web interface is a great way to get started. As you grow more experienced, you might want to explore the GitHub CLI (command line interface). We often prefer to use command line tools for repetitive tasks where we’re likely to make mistakes. Having those tasks written as small scripts in your terminal means that you can repeat them with little effort.\n\n\n\n\n\nInitialise your repo with nbdev\nNow clone your repo from the Jupyter terminal you started earlier (or create a new terminal following those instructions if needed). If you get stuck here, you might find GitHub’s Cloning a repository page helpful.\nSince we created a repo named nbev-hello-world with the fastai user, we can clone it as follows:\ngit clone https://github.com/fastai/nbdev-hello-world.git\nThen cd (change directory) to our repo:\ncd nbdev-hello-world\nYou may have seen this message while cloning:\nYou appear to have cloned an empty repository.\n…since the repo is completely empty. Let’s add some files!\nnbdev provides the nbdev_new command to initialise an empty git repository. It’ll infer information about your project from git and GitHub, and ask you to input anything remaining. It will create files in your repo that:\n\nStreamline publishing Python packages to PyPI and conda.\nConfigure Quarto for publication-grade technical documentation.\nSetup GitHub actions to test notebooks and build and deploy Quarto docs to GitHub pages.\n\nInitialise your nbdev repo by entering:\nnbdev_new\nIt may ask you to enter information that it couldn’t infer from git or GitHub.\n\n\n\n\n\n\nNote\n\n\n\nnbdev_new assumes that your package name is the same as your repo name (with - replaced by _). Use the --lib_name option if that isn’t the case.\n\n\nDouble-check your settings.ini file to ensure that it has all of the correct information. Then commit and push your additions to GitHub:\ngit add .\ngit commit -m'Initial commit'\ngit push\n\n\nEnable GitHub Pages\nnbdev hosts your docs on GitHub Pages—an excellent (and free!) way to host websites.\n\n\n\n\n\n\nNote\n\n\n\nnbdev uses GitHub Pages by default because its easily accessible. However, you can use any host you like. See these docs for more information.\n\n\nYou need to enable GitHub Pages for your repo by clicking on the “Settings” tab near the top-right of your repo page, then “Pages” on the left, then setting the “Branch” to “gh-pages”, and finally clicking “Save”.\nIt should look similar to this after you click “Save”:\n\n\n\n\n\nIf you don’t see a “gh-pages” branch, wait a few minutes and reload the page. It should automatically be set up for you.\nNow it’s time to see all of the goodies nbdev gives you!\n\n\nCheck out your workflows\nOpen GitHub Actions by clicking the “Actions” tab near the top of your repo page. You should see two workflow runs:\n\n\n\n\n\nIf you opened this page shortly after pushing your initial commit, the runs may not have a green check (✅) because they’re still “In progress” or “Queued”. That’s no problem, they shouldn’t take much more than a minute to complete.\nIf you see a red cross (❌), that means something failed. Click on the cross, then click “Details”, and you’ll be able to see what failed. If you can’t figure out what’s wrong, search the forum in case someone else resolved the same issue, otherwise create a new post describing your issue in as much detail as you can, and we’ll try our best to help you. Remember that including a link to an actual repo and/or GitHub Action is the best way for us to quickly identify what’s wrong.\nWhat do these workflows do?\n\nCI – The CI (continuous integration) workflow streamlines your developer workflow, particularly with multiple collaborators. Every time you push to GitHub, it ensures that:\n\nYour notebooks and libraries are in sync\nYour notebooks are cleaned of unwanted metadata (which pollute pull requests and git histories and lead to merge conflicts)\nYour notebook tests all pass\n\nDeploy to GitHub Pages – Builds your docs with Quarto and deploys it to GitHub Pages.\n\nWe provide these basic workflows out-of-the-box, however, you can edit their corresponding YAML files in the .github/workflows/ folder to your liking.\n\n\nCheck out your docs\nWhen you enable GitHub Pages you should see a new workflow run: “pages build and deployment”. As the name suggests, this workflow deploys your website contents to GitHub Pages.\n\n\n\n\n\nWait for the workflow run to complete, then open your website. By default it should be available at: https://{user}.github.io/{repo}. For example, you can view fastai’s nbdev-hello-world docs at https://fastai.github.io/nbdev-hello-world.\n\n\n\n\n\n\n\nRecap\nYou now have a base nbdev repo with continuous integration and hosted documentation! Here’s a recap of the steps you took:\n\nCreated a GitHub repo (with GitHub Pages enabled)\nInitialised your repo with nbdev_new\nPushed to GitHub.", + "crumbs": [ + "Get Started", + "Tutorials", + "End-To-End Walkthrough" + ] + }, + { + "objectID": "tutorials/tutorial.html#make-your-first-edit", + "href": "tutorials/tutorial.html#make-your-first-edit", + "title": "End-To-End Walkthrough", + "section": "Make your first edit", + "text": "Make your first edit\nIn this section, you’ll make your first edit to the repo you created in First steps.\n\nInstall hooks for git-friendly notebooks\nStep one when working with Jupyter notebooks in a new repo is to install nbdev’s hooks (you can think of “hooks” as plugins or extensions to an application).\nInstall them by entering this command in your terminal:\nnbdev_install_hooks\n\n\n\n\n\n\nNote\n\n\n\nThe clean hook currently only supports Jupyter Notebook and JupyterLab. If you’re using VSCode, you can try the experimental nbdev VSCode extension. Otherwise, you might also want to try nbdev’s pre-commit hooks.\n\n\nSee Git-friendly Jupyter for more about how nbdev hooks work and how to customise them. Here’s a short summary:\n\nFix broken notebooks due to git merge conflicts so that they can be opened and resolved directly in Jupyter.\nEach time you save a Jupyter notebook, automatically clean unwanted metadata to remove unnecessary changes in pull requests and reduce the chance of git merge conflicts.\nAutomatically trust notebooks in the repo so that you can view widgets from collaborators’ commits. For this reason, you should not install hooks into a repo you don’t trust.\n\n\n\n\n\n\n\nTip\n\n\n\nnbdev’s git hooks work on any git repo, even if it doesn’t use the broader nbdev system.\n\n\n\n\nBuild your library\nYou should now create your package from your notebook by running:\nnbdev_export\nThis will create Python modules for your notebooks. These modules will make up the contents of your Python package.\n\n\nInstall your package\nYou might have noticed that nbdev_new created a Python package in your repo. In our case, it was automatically named nbdev_hello_world by using our repo name nbdev-hello-world and replacing - with _ to make it a valid Python package.\nThe next step is to install your package by entering this into your terminal:\npip install -e '.[dev]'\nThis is the recommended way to make a Python package importable from anywhere in your current environment:\n\n-e – short for “editable”, lets you immediately use changes made to your package without having to reinstall, which is convenient for development.\n. – refers to the current directory.\n[dev] – includes “development” requirements: other packages that your notebooks use solely for documentation or testing.\n\n\n\nPreview your docs\nnbdev is an interactive programming environment that values fast feedback loops. The nbdev_preview command helps achieve this by using Quarto to render your docs on your computer and keep them updated as your edit your notebooks.\nStart the preview by entering this into your terminal:\nnbdev_preview\nIt may say Preparing to preview for a few seconds while it gets started, and will eventually display something like:\nWatching files for changes\nBrowse at http://localhost:3000/\nClick the link to open the preview in a new browser tab. It should look exactly like your online docs.\n\n\n\n\n\n\nTip\n\n\n\nWe often find it useful to keep a preview window open on the side while we’re editing our notebooks in Jupyter.\n\n\n\n\nEdit 00_core.ipynb\nNow, open the nbs/00_core.ipynb file (generated by running nbdev_new earlier) in Jupyter. You don’t have to start your notebook names with a number, but we find it helpful to show the order that your project should be read in – even though it could have been created in a different order.\n\nAdd your own frontmatter\nYou’ll see something that looks a bit like this:\n\ncore\n\nFill in a module description here\n\n#| default_exp core\n\nLet’s explain what these special cells means:\n\nThe first is a markdown cell with nbdev’s markdown frontmatter syntax that defines notebook metadata used by Quarto, our documentation engine (see the frontmatter reference page for more). It contains:\n\nH1 header (“core”) – defining the page title\nQuote (“Fill in a module description here”) – defining the page description\n\nThe second is a code cell with a directive default_exp which decides which module this notebook will export to (see the Directives explanation for more). Currently, it exports to the core module.\n\nNext, rename the notebook, replace the title and description, and change the default export module for your own project.\nOnce you’re done, save the notebook. The live preview started in the previous section should update with your latest changes.\nRerun all cells in your notebook to ensure that they work, and to export the updated modules.\n\n\n\n\n\n\nTip\n\n\n\nWe find the “restart kernel and run all cells” Jupyter command (the ⏩ button) so invaluable that we bind it to a keyboard shortcut. A common criticism of notebooks is that out-of-order execution leads to irreproducible notebooks. In our experience, making “restart and rerun” a habit solves this problem.\n\n\nRunning the notebook exports Python modules because of the last cell which contains:\n#| hide\nimport nbdev; nbdev.nbdev_export()\nWhat does this mean?\n\n#| hide is a directive (like #| default_exp) which excludes a cell from both your exported module and docs\nnbdev_export is the command used to export your notebooks to Python modules.\n\nWe recommend including a cell like this at the bottom of all of the notebooks you want to export.\n\n\n\n\n\n\nWarning\n\n\n\nRemember to delete any unused modules that aren’t exported by a notebook or otherwise needed by your package. This is likely to happen if you change the default export of a notebook – nbdev doesn’t remove the old module. This is intended, since nbdev is designed to work with hybrid packages that use .py modules (with no corresponding notebook) as well as those exported from notebooks.\n\n\n\n\nAdd your own function\nAdd a new code cell below the #| default_exp cell with a function. For example:\n#| export\ndef say_hello(to):\n \"Say hello to somebody\"\n return f'Hello {to}!'\nNotice how it includes #| export at the top – this is a directive (like #| default_exp) that tells nbdev to include the cell in your exported module and in your documentation.\nThe documentation should look like this:\n\n\n\nsay_hello\n\n say_hello (to)\n\nSay hello to somebody\n\n\n\n\nAdd your own examples, tests, and docs\nOne of the superpowers of notebook-driven development is that you can very easily add examples, tests, and documentation right below your code.\nInclude regular code cells, and they’ll appear (with output) in your docs, for example:\n\nsay_hello(\"Isaac\")\n\n'Hello Isaac!'\n\n\nThis is a test too! When you run nbdev_test it will execute this cell (and all other test cells) and fail if they raise any exceptions.\nFor tests, it’s preferred to use more explicit asserts:\n\nassert say_hello(\"Hamel\") == \"Hello Hamel!\"\n\n…or functions from fastcore.test, which behave like assert but also display the actual and expected values if they differ:\n\nfrom fastcore.test import *\n\n\ntest_eq(say_hello(\"Hamel\"), \"Hello Hamel!\")\n\nAnother superpower of notebook-driven development is that your examples can include plots, images, and even JavaScript widgets. For example, here’s an SVG circle:\n\nfrom IPython.display import display,SVG\n\n\ndisplay(SVG('<svg height=\"100\" xmlns=\"http://www.w3.org/2000/svg\"><circle cx=\"50\" cy=\"50\" r=\"40\"/></svg>'))\n\n\n\n\n\n\n\n\n\n\n\nPrepare your changes\nBefore commiting your changes to GitHub we recommend running nbdev_prepare in the terminal, which bundles the following commands:\n\nnbdev_export: Builds the .py modules from Jupyter notebooks\nnbdev_test: Tests your notebooks\nnbdev_clean: Cleans your notebooks to get rid of extreanous output for git\nnbdev_readme: Updates your repo’s README.md file from your index notebook.\n\n\n\nEdit index.ipynb\nNow you’re ready to personalize your documentation home page and README.md file; these are both generated automatically from index.ipynb. Open Jupyter, then click on nbs/index.ipynb to open it.\nWe recommend including a longer description about what your package does, how to install it, and how to use it (with a few examples which import and use your package). Remember, examples can be code cells with real outputs rather than plain markdown text – they’ll double as tests too!\n\n\nPush to Github\nYou can now commit and push your changes to GitHub. As we mentioned before, always remember to run nbdev_prepare before you commit to ensure your modules are exported and your tests pass. You can use git status to check which files have been generated or changed. Then:\ngit add .\ngit commit -m 'Add `say_hello`; update index' # Update this text with your own message\ngit push\nThis will kick-off your GitHub Actions. Wait a minute or two for those to complete, then check your updated repo and documentation.\n\n\nRecap\nCongratulations, you’ve used all of the basics needed to build delightful projects with nbdev! Here’s a recap of the steps you took:\n\nInstalled hooks for git-friendly notebooks with nbdev_install_hooks\nInstalled your package with pip install -e '.[dev]'\nPreviewed your docs with nbdev_preview\nAdded your own frontmatter, function, tests, and docs to nbs/00_core.ipynb\nPrepared your changes with nbdev_prepare\nUpdated nbs/index.ipynb with your own information\nPushed to GitHub.\n\nRead on to learn about more advanced nbdev functionality. Also see our explanations for deep-dives on specific topics, as well as our other tutorials.", + "crumbs": [ + "Get Started", + "Tutorials", + "End-To-End Walkthrough" + ] + }, + { + "objectID": "tutorials/tutorial.html#advanced-functionality", + "href": "tutorials/tutorial.html#advanced-functionality", + "title": "End-To-End Walkthrough", + "section": "Advanced functionality", + "text": "Advanced functionality\n\nAdd a class\nCreate a class in 00_core.ipynb as follows:\n#| export\nclass HelloSayer:\n \"Say hello to `to` using `say_hello`\"\n def __init__(self, to): self.to = to\n \n def say(self):\n \"Do the saying\"\n return say_hello(self.to)\nThis will automatically appear in the docs like this:\n\n\n\nHelloSayer\n\n HelloSayer (to)\n\nSay hello to to using say_hello\n\nDocument with show_doc\nHowever, methods aren’t automatically documented. To add method docs, use show_doc:\nshow_doc(HelloSayer.say)\n\n\n\n\nHelloSayer.say\n\n HelloSayer.say ()\n\nDo the saying\nAnd add some examples and/or tests:\n\no = HelloSayer(\"Alexis\")\no.say()\n\n'Hello Alexis!'\n\n\n\n\nAdd links with backticks\nNotice above there is a link from our new class documentation to our function. That’s because we used backticks in the docstring:\n \"Say hello to `to` using `say_hello`\"\nThese are automatically converted to hyperlinks wherever possible. For instance, here are hyperlinks to HelloSayer and say_hello created using backticks.\n\n\nSet up autoreload\nSince you’ll be often updating your modules from one notebook, and using them in another, it’s helpful if your notebook automatically reads in the new modules as soon as the Python file changes. To make this happen, just add these lines to the top of your notebook:\n%load_ext autoreload\n%autoreload 2\n\n\nSet up prerequisites\nIf your module requires other modules as dependencies, you can add those prerequisites to your settings.ini in the requirements section. The requirements should be separated by a space and if the module requires at least or at most a specific version of the requirement this may be specified here, too.\nFor example if your module requires the fastcore module of at least version 1.0.5, the torchvision module of at most version 0.7 and any version of matplotlib, then the prerequisites would look like this:\nrequirements = fastcore>=1.0.5 torchvision<0.7 matplotlib\nIn addition to requirements you can specify dependencies with other keywords that have different scopes. Below is a list of all possible dependency keywords:\n\nrequirements: Passed to both pip and conda setup\npip_requirements: Passed to pip setup only\nconda_requirements: Passed to conda setup only\ndev_requirements: Passed to pip setup as a development requirement\n\nFor more information about the format of dependencies, see the pypi and conda docs on creating specifications in setup.py and meta.yaml, respectively.\n\n\nSet up console scripts\nBehind the scenes, nbdev uses that standard package setuptools for handling installation of modules. One very useful feature of setuptools is that it can automatically create cross-platform console scripts. nbdev surfaces this functionality; to use it, use the same format as setuptools, with whitespace between each script definition (if you have more than one).\nconsole_scripts = nbdev_export=nbdev.cli:nbdev_export\n\n\nUpload to pypi\nIf you want people to be able to install your project by just typing pip install your-project then you need to upload it to pypi. The good news is, we’ve already created a fully pypi compliant installer for your project! So all you need to do is register at pypi (click “Register” on pypi) if you haven’t previously done so, generate an API token (go to Account settings and click “Add API token”) and then create a file called ~/.pypirc with your token details. It should have these contents:\n[pypi]\nusername = __token__\npassword = your_pypi_token\nAnother thing you will need is twine, so you should run once\npip install twine\nTo upload your project to pypi, just type nbdev_pypi in your project root directory. Once it’s complete, a link to your project on pypi is displayed.\n\n\nUpload to conda\nSimilar to pip install support, we have provided an anaconda compliant installer to upload your project to anaconda. Once uploaded, your package can be installed by typing conda install -c your_anaconda_username your-project.\nYou need to register at anaconda (fill out the form to Sign Up) which will create a username and password. You will then need to install the following packages\npip install anaconda-client conda-build conda-verify\nBefore running the anaconda uploader, you need to login to conda using the CLI command (you will be prompted to enter your username and password)\nanaconda login\nTo upload to anaconda, just type nbdev_conda in your project root directory.\n\n\nUpload to pypi and conda\nThe command nbdev_release_both from the root of your nbdev repo will upload your project to both conda and pypi.\n\n\nInstall collapsible headings and toc2\nThere are two jupyter notebook extensions that I highly recommend when working with projects like this. They are:\n\nCollapsible headings: This lets you fold and unfold each section in your notebook, based on its markdown headings. You can also hit left to go to the start of a section, and right to go to the end\nTOC2: This adds a table of contents to your notebooks, which you can navigate either with the Navigate menu item it adds to your notebooks, or the TOC sidebar it adds. These can be modified and/or hidden using its settings.\n\n\n\nMath equation support\nnbdev supports equations (using Quarto). You can include math in your notebook’s documentation using the following methods.\nUsing $$, e.g.:\n$$\\sum_{i=1}^{k+1}i$$\nWhich is rendered as:\n\n\\[\\sum_{i=1}^{k+1}i\\]\n\nUsing $, e.g.:\nThis version is displayed inline: $\\sum_{i=1}^{k+1}i$ . You can include text before and after.\nWhich is rendered as:\n\nThis version is displayed inline: \\(\\sum_{i=1}^{k+1}i\\) . You can include text before and after.\n\nFor more information, see the Quarto Docs\n\n\nLook at nbdev “source” for more ideas\nDon’t forget that nbdev itself is written in nbdev! It’s a good place to look to see how fast.ai uses it in practice, and get a few tips. You’ll find the nbdev notebooks here in the nbs folder on Github.\n\n\nQuarto Features\nnbdev supports most Quarto features. We encourage you to read the Quarto documentation to discover all the features available to you. For example, this is how you can incorporate mermaid charts:\n\n\n\n\n\nflowchart LR\n A[Hard edge] --> B(Round edge)\n B --> C{Decision}\n C --> D[Result one]\n C --> E[Result two]\n\n\n\n\n\n\nHere is another example of using Graphviz:\n\n\n\n\n\n\n\nG\n\n\n\nrun\n\nrun\n\n\n\nintr\n\nintr\n\n\n\nrun--intr\n\n\n\n\nkernel\n\nkernel\n\n\n\nrun--kernel\n\n\n\n\nrunbl\n\nrunbl\n\n\n\nintr--runbl\n\n\n\n\nrunbl--run\n\n\n\n\nzombie\n\nzombie\n\n\n\nkernel--zombie\n\n\n\n\nsleep\n\nsleep\n\n\n\nkernel--sleep\n\n\n\n\nrunmem\n\nrunmem\n\n\n\nkernel--runmem\n\n\n\n\nsleep--runmem\n\n\n\n\nswap\n\nswap\n\n\n\nsleep--swap\n\n\n\n\nrunswap\n\nrunswap\n\n\n\nswap--runswap\n\n\n\n\nrunswap--runmem\n\n\n\n\nnew\n\nnew\n\n\n\nrunswap--new\n\n\n\n\nnew--runmem\n\n\n\n\n\n\n\n\n\nIt is worth taking a look at the documentation for figures, callouts, markdown, widgets, layouts, conditional content and quarto extensions to name a few useful things we have encountered.", + "crumbs": [ + "Get Started", + "Tutorials", + "End-To-End Walkthrough" + ] + }, + { + "objectID": "blog/posts/2022-07-28-nbdev2/index.html", + "href": "blog/posts/2022-07-28-nbdev2/index.html", + "title": "nbdev+Quarto: A new secret weapon for productivity", + "section": "", + "text": "Originally posted on the fast.ai blog" + }, + { + "objectID": "blog/posts/2022-07-28-nbdev2/index.html#our-new-secret-weapon-for-productivity", + "href": "blog/posts/2022-07-28-nbdev2/index.html#our-new-secret-weapon-for-productivity", + "title": "nbdev+Quarto: A new secret weapon for productivity", + "section": "Our new secret weapon for productivity", + "text": "Our new secret weapon for productivity\nToday we’re excited to announce that we’ve teamed up with Quarto to give nbdev superpowers. nbdev offers Python programmers a common set of tools for using Jupyter notebooks to:\n\nWrite & distribute software packages\nTest code, and\nAuthor documentation and technical articles\n\nAlthough notebooks are already widely used for once-off exploratory work, it’s less well-known that they are perfectly capable of writing quality software. In fact, we’ve used nbdev for a wide range of software projects over the last three years, including deep learning libraries, API clients, Python language extensions, terminal user interfaces, and more. We discovered that it is not only capable of writing great software but that it has also increased our productivity by 300% or more. With nbdev, developers simply write notebooks with lightweight markup and get high-quality documentation, tests, continuous integration, and packaging for free! Nbdev has allowed us to maintain and scale many open source projects. Pull requests are often accompanied by detailed documentation and tests–contributors simply write notebooks.\nThis is why we’re excited to share nbdev v2. It’s rewritten from the ground up, with much-anticipated features including:\n\nInteroperation with non-nbdev codebases for tasks like documentation\nSupport for any static site generator\nWide variety of output mediums such as blogs, papers, slides, and websites\nA faster Jupyter kernel, which also means faster tests\nCleaner and more extensible API, which supports custom directives, custom module exporters, and more" + }, + { + "objectID": "blog/posts/2022-07-28-nbdev2/index.html#nbdev-in-industry", + "href": "blog/posts/2022-07-28-nbdev2/index.html#nbdev-in-industry", + "title": "nbdev+Quarto: A new secret weapon for productivity", + "section": "nbdev in industry", + "text": "nbdev in industry\nWe have piloted nbdev at several companies. We were delighted to receive the following feedback, which fits our own experience using and developing nbdev:\n\n\n\n\n\n\nDavid Berg, on using nbdev for internal documentation at Netflix: “Prior to using nbdev, documentation was the most cumbersome aspect of our software development process… Using nbdev allows us to spend more time creating rich prose around the many code snippets guaranteeing the whole experience is robust. nbdev has turned what was once a chore into a natural extension of the notebook-based testing we were already doing.”\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nErik Gaasedelen, on using nbdev in production at Lyft: “I use this in production at my company. It’s an awesome tool… nbdev streamlines everything so I can write docs, tests, and code all in one place… The packaging is also really well thought out. From my point of view it is close to a Pareto improvement over traditional Python library development.”\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nHugo Bowne-Anderson, on using nbdev for Outerbounds: “nbdev has transformed the way we write documentation. Gone are the days of worrying about broken code examples when our API changes or [due to] human errors associated with copying & pasting code into markdown files. The authoring experience of nbdev… [allows] us to write prose and live code in a unified interface, which allows more experimentation… On top of this, nbdev allows us to include unit tests in our documentation which mitigates the burden of maintaining the docs over time.”\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nRoxanna Pourzand, on using nbdev for Transform: “We’re so excited about using nbdev. Our product is technical so our resulting documentation includes a lot of code-based examples. Before nbdev, we had no way of maintaining our code examples and ensuring that it was up-to-date for both command inputs and outputs. It was all manual. With nbdev, we now have this under control in a sustainable way. Since we’ve deployed these docs, we also had a situation where we were able to identify a bug in one of our interfaces, which we found by seeing the error that was output in the documentation.”" + }, + { + "objectID": "blog/posts/2022-07-28-nbdev2/index.html#whats-nbdev", + "href": "blog/posts/2022-07-28-nbdev2/index.html#whats-nbdev", + "title": "nbdev+Quarto: A new secret weapon for productivity", + "section": "What’s nbdev?", + "text": "What’s nbdev?\nNbdev embraces the dynamic nature of python and REPL-driven development in ways that traditional IDEs and software development workflows cannot. We thoroughly discussed the motivation, history, and goals of nbdev in this initial launch post three years ago. The creator of Jupyter, Fernando Pérez, told us:\n\n[Nbdev] should be celebrated and used a lot more - I have kept a tab with your original nbdev blog post open for months in Chrome because of how often I refer to it and point others to this work\n\nIn short, nbdev embraces ideas from literate programming and exploratory programming. These paradigms have been revisited in platforms like XCode Playgrounds and languages like Smalltalk, LISP, and Mathematica. With nbdev, we sought to push these paradigms even further by enabling it for one of the most popular dynamic programming languages in the world: Python.\n\n\n\nState of the Octoverse 2021, GitHub\n\n\nEven though nbdev is most widely used in scientific computing communities due to its integration with Jupyter Notebooks, we’ve found that nbdev is well suited for a much wider range of software. We have used nbdev to write deep learning libraries, API clients, python language extensions, terminal user interfaces, and more!\nHamel: When I use nbdev, my colleagues are often astounded by how quickly I can create and distribute high-quality python packages. I consider nbdev to be a superpower that allows me to create tests and documentation without any additional friction, which makes all of my projects more maintainable. I also find writing software with nbdev to be more fun and productive as I can iterate very fast on ideas relative to more traditional software engineering workflows. Lastly, with nbdev I can also use traditional text-based IDEs if I want to, so I get the best of both worlds." + }, + { + "objectID": "blog/posts/2022-07-28-nbdev2/index.html#what-we-learned-after-three-years-of-using-nbdev", + "href": "blog/posts/2022-07-28-nbdev2/index.html#what-we-learned-after-three-years-of-using-nbdev", + "title": "nbdev+Quarto: A new secret weapon for productivity", + "section": "What we learned after three years of using nbdev", + "text": "What we learned after three years of using nbdev\nWhile nbdev was originally developed to simplify the software development workflow for various fast.ai projects, we found that users wanted to extend nbdev to:\n\nWrite and publish blog posts, books, papers, and other types of documents with Jupyter Notebooks\nDocument existing codebases not written in nbdev\nAccommodate traditional Python conventions–for those constrained in how their code is organized and formatted\nPublish content using any static site generator\n\nWhile we created projects such as fastpages and fastdoc to accomplish some of these tasks, we realized that it would be better to have a single set of flexible tools to accomplish all of them. To this end, we were extremely excited to discover Quarto, an open-source technical publishing system built on pandoc.\nHamel: The more I used nbdev for creating Python modules, the more I wanted to use it for writing blogs and documenting existing codebases. The ability to customize the way notebooks are rendered (hiding vs. showing cells, stripping output, etc.), along with the facilities for including unit tests, made it my go-to authoring tool for all technical content. I’m excited that nbdev2 unlocks all of these possibilities for everyone!" + }, + { + "objectID": "blog/posts/2022-07-28-nbdev2/index.html#enter-quarto-a-pandoc-super-processor", + "href": "blog/posts/2022-07-28-nbdev2/index.html#enter-quarto-a-pandoc-super-processor", + "title": "nbdev+Quarto: A new secret weapon for productivity", + "section": "Enter Quarto: A pandoc super-processor", + "text": "Enter Quarto: A pandoc super-processor\nQuarto is a project that enables technical publishing with support for Jupyter Notebook, VSCode, Observable, and plaintext editors. Furthermore, Quarto enables the publishing of high-quality articles, reports, websites, and blogs in HTML, PDF, ePub, PowerPoint slides, and more. Quarto is maintained by RStudio, a company with a long history of products supporting literate programming, such as RMarkdown and RStudio.\nQuarto is built on top of Pandoc, a universal document converter that supports nearly any format you can think of. Pandoc achieves this seemingly magical feat by representing documents in a common abstract syntax tree (AST) that serves as the medium through which different formats can be translated. By extension, Quarto allows you to generate content in almost any format you wish! You can use pandoc filters to modify the AST and the output format, which allows you to use any static site generator you want, and programmatically modify and generate content.\nQuarto allows you to compose pandoc filters in a processing pipeline and apply them to specific documents or entire projects. You can also distribute filters as Quarto extensions, which makes Quarto extremely customizable.\nWe also find Quarto compelling because user interfaces such as comment directives (comments that start with #|) correlate with nbdev. In fact, we even learned that nbdev inspired Quarto in this regard! In general, Quarto and nbdev share many goals, and the Quarto team has been incredibly responsive to our suggestions. For example, the ability to create notebook filters to modify notebooks before rendering. Below is a screenshot of a Jupyter notebook rendered with Quarto and nbdev.\n\n\n\n\nQuarto rendering a Jupyter notebook written with nbdev\n\n\n\nFinally, Quarto supports more programming languages than just Python and has been adding new features and fixing bugs at an impressive speed. This gives us confidence that we will be able to expand nbdev to support more use cases in the future. We discuss some of these future directions in the closing section." + }, + { + "objectID": "blog/posts/2022-07-28-nbdev2/index.html#a-blazing-fast-notebook-kernel-execnb", + "href": "blog/posts/2022-07-28-nbdev2/index.html#a-blazing-fast-notebook-kernel-execnb", + "title": "nbdev+Quarto: A new secret weapon for productivity", + "section": "A blazing fast notebook kernel: execnb", + "text": "A blazing fast notebook kernel: execnb\nA core component of nbdev is executing and testing notebooks programmatically. It is important that this notebook runner executes with minimal overhead to maintain our goal of providing a delightful developer experience. This is why we built execnb, a lightweight notebook runner for Python kernels, which executes notebooks blazingly fast. Furthermore, execnb allows parameterized execution of notebooks.\nHamel: I have been an enthusiastic user of tools like papermill that programmatically run notebooks for use-cases like creating dashboards or enabling new kinds of machine learning workflows. I believe execnb unlocks even more possibilities with its ability to inject arbitrary code at any place in a notebook, as well as the ability to pass callbacks that run before and/or after cells are executed. This opens up possibilities to create new types of workflows with notebooks that I am excited about exploring in the near future." + }, + { + "objectID": "blog/posts/2022-07-28-nbdev2/index.html#towards-a-dialect-of-python-that-embraces-its-dynamic-nature", + "href": "blog/posts/2022-07-28-nbdev2/index.html#towards-a-dialect-of-python-that-embraces-its-dynamic-nature", + "title": "nbdev+Quarto: A new secret weapon for productivity", + "section": "Towards a dialect of python that embraces its dynamic nature", + "text": "Towards a dialect of python that embraces its dynamic nature\nOne way to understand nbdev is part of an ecosystem that is designed to embrace Python’s dynamic properties for REPL-driven software engineering. Similar to Clojure, our goal is to provide tools that remove all friction from using the REPL in your programming workflow. We believe that the REPL enhances developer workflows thanks to context-sensitive auto-completion, signature inspection, and documentation–all based on the actual state of your code, and none of which are available in IDEs that depend solely on static analysis. We have found that for this reason, nbdev, with its Jupyter notebook foundation, makes programming significantly more productive and enjoyable.\nOur efforts to support REPL-driven development and literate programming are not limited to nbdev. We maintain a number of libraries that extend python to bolster this programming experience. The most notable of these libraries is fastcore, which extends Python in terms of testing, documenting code, metaprogramming, attribute helpers, enhanced representations of objects, and notebook-friendly patching. This blog post offers a gentle introduction to fastcore. In addition to literate programming, fastcore encourages conventions such as brevity and efficient use of vertical space so you can accomplish more with significantly less code. For example, below is a simple decorator that enables notebook-friendly patching:\n\n\n\n@patch decorator from fastcore\n\n\nWe believe that this combination of a new developer workflow (nbdev), Python extensions (fastcore), and associated norms form a new dialect of Python that is centered on leveraging its dynamic nature–in contrast to an ever-growing trend toward static analysis. We suspect that this dialect of Python will be more productive for programmers in many scenarios. We are framing this ecosystem as a “dialect” as it is still very much Python and is approachable by anyone who is familiar with the language. Furthermore, despite nbdev’s notebook workflow, our tools generate plaintext modules that can be navigated and edited with text-based IDEs, allowing programmers to experience the best of both worlds, if they desire.\nHamel: I believe this framing of a Python dialect is key to properly understanding what nbdev is. While it may be tempting to get stuck on specific features or technical details of nbdev, it is useful to zoom out to understand the overall intent of creating a better workflow rather than conforming too rigidly to existing ones. A good analogy is TypeScript’s relationship with JavaScript: it is an extension of an existing programming language that supports a new way of programming. I encourage you to treat nbdev in a similar fashion: be willing to try new ways of programming and observe which tradeoffs resonate with you. At the very least, I believe nbdev is a fun way to experience a different way of writing software, which will broaden your horizons about programming in general, all without having to learn an entirely new programming language!" + }, + { + "objectID": "blog/posts/2022-07-28-nbdev2/index.html#the-future-of-nbdev", + "href": "blog/posts/2022-07-28-nbdev2/index.html#the-future-of-nbdev", + "title": "nbdev+Quarto: A new secret weapon for productivity", + "section": "The future of nbdev", + "text": "The future of nbdev\nWhile we are excited about nbdev2, we believe we have only scratched the surface of what’s possible. We are considering the following features:\n\nSupporting more languages beyond Python, such as Julia, R and JavaScript\nOffering interfaces for executing parameterized notebooks that mimic Python scripts\nExtensions for more static site generators and filters\nSupporting alternate testing backends, such as pytest\nSupporting a greater number of docstring formats, such as Google-style docstrings\nMore options to use plain-text or human readable notebook backends other than JSON\n\nIf you have interesting ideas about how nbdev can be extended, please drop and chat with us on discord or post a message in the forums." + }, + { + "objectID": "blog/posts/2022-07-28-nbdev2/index.html#how-you-can-get-started-with-nbdev", + "href": "blog/posts/2022-07-28-nbdev2/index.html#how-you-can-get-started-with-nbdev", + "title": "nbdev+Quarto: A new secret weapon for productivity", + "section": "How you can get started with nbdev", + "text": "How you can get started with nbdev\nOur project’s website is at nbdev.fast.ai, where we will be posting tutorials, examples, and more documentation in the coming days." + }, + { + "objectID": "blog/posts/2022-07-28-nbdev2/index.html#thank-you", + "href": "blog/posts/2022-07-28-nbdev2/index.html#thank-you", + "title": "nbdev+Quarto: A new secret weapon for productivity", + "section": "Thank You", + "text": "Thank You\nThis new version of nbdev was a team effort by many wonderful people. We want to highlight two people who have made outstanding contributions:\n\nWasim Lorgat was instrumental across different areas, including significant contributions to fastcore, execnb, and nbdev, as well as the implementation of the new nbdev home page. With Wasim’s help, we were able to push nbdev to a new level of functionality and quality.\nJJ Allaire is not only the CEO of RStudio but also the steward of Quarto. JJ was incredibly responsive and eager to work with us on nbdev and added many features to Quarto specifically with nbdev in mind, such as notebook filters. We were also astounded by the attention to detail and the pace at which bugs are addressed. This new version of nbdev would not have been possible without JJ’s help, and we are excited to continue to work with him.\n\nWe also want to thank the amazing fastai community, notably Isaac Flath, Benjamin Warner and Zach Mueller for their tireless work on this project." + }, + { + "objectID": "blog/posts/2022-07-28-nbdev2/index.html#a-conversation-with-jj-allaire", + "href": "blog/posts/2022-07-28-nbdev2/index.html#a-conversation-with-jj-allaire", + "title": "nbdev+Quarto: A new secret weapon for productivity", + "section": "A conversation with JJ Allaire", + "text": "A conversation with JJ Allaire\nTo celebrate the launch of nbdev v2 and Quarto, Jeremy sat down with the CEO of Posit (previously known as RStudio, the company behind Quarto), JJ Allaire, to talk about software development, scientific publishing, R, Python, literate programming, and much more." + }, + { + "objectID": "blog/posts/2022-08-25-jupyter-git/index.html", + "href": "blog/posts/2022-08-25-jupyter-git/index.html", + "title": "The Jupyter+git problem is now solved", + "section": "", + "text": "Originally posted on the fast.ai blog" + }, + { + "objectID": "blog/posts/2022-08-25-jupyter-git/index.html#the-jupytergit-problem", + "href": "blog/posts/2022-08-25-jupyter-git/index.html#the-jupytergit-problem", + "title": "The Jupyter+git problem is now solved", + "section": "The Jupyter+git problem", + "text": "The Jupyter+git problem\nJupyter notebooks are a powerful tool for scientists, engineers, technical writers, students, teachers, and more. They provide an ideal notebook environment for interactively exploring data and code, writing programs, and documenting the results as dashboards, books, or blogs.\nBut when collaborating with others, this ideal environment goes up in smoke. That’s because tools such as git, which are the most popular approaches for asynchronous collaboration, makes notebooks unusable. Literally. Here’s what it looks like if you and a colleague both modify a notebook cell (including, in many cases, simply executing a cell withuout changing it), and then try to open that notebook later:\n\n\n\nWhat merge conflicts normally do to Jupyter Notebooks\n\n\nThe reason for this stems from a fundamental incompatibility between the format Jupyter notebooks use (JSON) and the format that git conflict markers assume by default (plain lines of text). This is what it looks like when git adds its conflict markers to a notebook:\n\n \"source\": [\n<<<<<< HEAD\n \"z=3\\n\",\n======\n \"z=2\\n\",\n>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35\n \"z\"\n ]\n\nThat’s not valid JSON, and therefore Jupyter can’t open it. Conflicts are particularly common in notebooks, because Jupyter changes the following every time you run a notebook:\n\nEvery cell includes a number indicating what order it was run in. If you and a colleague run the cells in different orders, you’ll have a conflict in every single cell! This would take a very long time to fix manually\nFor every figure, such as a plot, Jupyter includes not only the image itself in the notebook, but also a plain text description that includes the id (like a memory address) of the object, such as <matplotlib.axes._subplots.AxesSubplot at 0x7fbc113dbe90>. This changes every time you execute a notebook, and therefore will create a conflict every time two people execute this cell\nSome outputs may be non-deterministic, such as a notebook that uses random numbers, or that interacts with a service that provides different outputs over time (such as a weather service)\nJupyter adds metadata to the notebook describing the environment it was last run in, such as the name of the kernel. This often varies across installations, and therefore two people saving a notebook (even without and other changes) will often end up with a conflict in the metadata.\n\nAll these changes to notebook files also make git diffs of notebooks very verbose. This can make code reviews a challenge, and make git repos more bulky than necessary.\nThe result of these problems is that many Jupyter users feel that collaborating with notebooks is a clunky, error-prone, and frustrating experience. (We’ve even seen people on social media describe Jupyter’s notebook format as “stupid” or “terrible”, despite otherwise professing their love for the software!)\nIt turns out, however, that Jupyter and git can work together extremely well, with none of the above problems at all. All that’s needed is a bit of special software…" + }, + { + "objectID": "blog/posts/2022-08-25-jupyter-git/index.html#the-solution", + "href": "blog/posts/2022-08-25-jupyter-git/index.html#the-solution", + "title": "The Jupyter+git problem is now solved", + "section": "The solution", + "text": "The solution\nJupyter and git are both well-designed software systems that provide many powerful extensibility mechanisms. It turns out that we can use these to fully and automatically solve the Jupyter+git problem. We identified two categories of problems in the previous section:\n\ngit conflicts lead to broken notebooks\nUnnecessary conflicts due to metadata and outputs.\n\nIn our newly released nbdev2, an open source Jupyter-based development platform, we’ve solve each of the problems:\n\nA new merge driver for git provides “notebook-native” conflict markers, resulting in notebooks that can be opened directly in Jupyter, even when there are git conflicts\nA new save hook for Jupyter automatically removes all unnecessary metadata and non-deterministic cell output.\n\nHere’s what a conflict looks like in Jupyter with nbdev’s merge driver:\n\n\n\nAs you see, the local and remote change are each clearly displayed as separate cells in the notebook, allowing you to simply delete the version you don’t want to keep, or combine the two cells as needed.\nThe techniques used to make the merge driver work are quite fascinating – let’s dive into the details!\n\nThe nbdev2 git merge driver\nWe provide here a summary of the git merge driver – for full details and source code see the nbdev.merge docs. Amazingly enough, the entire implementation is just 58 lines of code!\nThe basic idea is to first “undo” the original git merge which created the conflict, and then “redo” it at a cell level (instead of a line level) and looking only at cell source (not outputs or metadata). The “undoing” is straightforward: just create two copies of the conflicted file (representing the local and remove versions of the file), go through each git conflict marker, and replace the conflict section with either the local or remote version of the code.\nNow that we’ve got the original local and remote notebooks, we can load the json using execnb.nbio, which will then give us an array of cells for each notebook. Now we’re up to the interesting bit – creating cell-level diffs based only on the cell source.\nThe Python standard library contains a very flexible and effective implementation of a diff algorithm in the difflib module. In particular, the SequenceMatcher class provides the fundamental building blocks for implementing your own conflict resolution system. We pass the two sets of cells (remote and local) to SequenceMatcher(...).get_matching_blocks(), and it returns a list of each section of cells that match (i.e. have no conflicts/differences). We can then go through each matching section and copy them into the final notebook, and through each non-matching section and copy in each of the remote and local cells (add cells between them to mark the conflicts).\nMaking SequenceMatcher work with notebook cells (represented in nbdev by the NbCell class) requires only adding __hash__ and __eq__ methods to NbCell. In each case, these methods are defined to look only at the actual source code, and not at any metadata or outputs. As a result, SequenceMatcher will only show differences in source code, and will ignore differences in everything else.\nWith a single line of configuration, we can ask git to call our python script, instead of its default line-based implementation, any time it is merging changes. nbdev_install_hooks sets up this configuration automatically, so after running it, git conflicts become much less common, and never result in broken notebooks.\n\n\nThe nbdev2 Jupyter save hook\nSolving git merges locally is extremely helpful, but we need to solve them remotely as well. For instance, if a contributor submits a pull request (PR), and then someone else commits to the same notebook before the PR is merged, the PR might now have a conflict like this:\n\n \"outputs\": [\n {\n<<<<<< HEAD\n \"execution_count\": 7,\n======\n \"execution_count\": 5,\n>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35\n \"metadata\": {},\n\nThis conflict shows that the two contributors have run cells in different orders (or perhaps one added a couple of cells above in the notebook), so their commits have conflicting execution counts. GitHub will refuse to allow this PR to be merged until this conflict is fixed.\nBut of course we don’t really care about the conflict at all – it doesn’t matter what, if any, execution count is stored in the notebook. So we’d really prefer to ignore this difference entirely!\nThankfully, Jupyter provides a “pre-save” hook which allows code to be run every time a notebook is saved. nbdev uses this to set up a hook which removes all unnecessary metadata (including execution_count) on saving. That means there’s no pointless conflicts like the one above, because no commits will have this information stored in the first place." + }, + { + "objectID": "blog/posts/2022-08-25-jupyter-git/index.html#background", + "href": "blog/posts/2022-08-25-jupyter-git/index.html#background", + "title": "The Jupyter+git problem is now solved", + "section": "Background", + "text": "Background\nHere at fast.ai we use Jupyter for everything. All our tests, documentation, and module source code for all of our many libraries is entirely developed in notebooks (using nbdev, of course!) And we use git for all our libraries too. Some of our repositories have many hundreds of contributors. Therefore solving the Jupyter+git problem has been critical for us. The solution presented here is the result of years of work by many people.\nOur first approach, developed by Stas Bekman and me, was to use git “smudge” and “clean” filters that automatically rewrote all notebook json to remove unneeded metadata when committing. This helped a bit, but git quite often ended up in an odd state where it was impossible to merge.\nIn nbdev v1 Sylvain Gugger created an amazing tool called nbdev_fix_merge which used very clever custom logic to manually fix merge conflicts in notebooks, to ensure that they could opened in Jupyter. For nbdev v2 I did a from-scratch rewrite of every part of the library, and I realised that we could replace the custom logic with the SequenceMatcher approach described above.\nNone of these steps fully resolved the Jupyter+git problem, since we were getting frequent merge errors caused by the smudge/clean git filters, and conflicts required manually running nbdev_fix_merge. Wasim Lorgat realised that we could resolve the smudge/clean issue by moving that logic into an nbdev save hook, and avoid the manual fix step by moving that logic into a git merge driver. This resolved the final remaining issues! (I was actually quite stunned that Wasim went from our first discussion of the outstanding problems, to figuring out how to solve all of them, in the space of about two days…)" + }, + { + "objectID": "blog/posts/2022-08-25-jupyter-git/index.html#the-result", + "href": "blog/posts/2022-08-25-jupyter-git/index.html#the-result", + "title": "The Jupyter+git problem is now solved", + "section": "The result", + "text": "The result\nThe new tools in nbdev2, which we’ve been using internally for the last few months, have been transformational to our workflow. The Jupyter+git problem has been totally solved. I’ve seen no unnecessary conflicts, cell-level merges have worked like magic, and on the few occassions where I’ve changed the source in the same cell as a collaborator, fixing the conflict in Jupyter has been straightforward and convenient." + }, + { + "objectID": "blog/posts/2022-08-25-jupyter-git/index.html#postscript-other-jupytergit-tools", + "href": "blog/posts/2022-08-25-jupyter-git/index.html#postscript-other-jupytergit-tools", + "title": "The Jupyter+git problem is now solved", + "section": "Postscript: other Jupyter+git tools", + "text": "Postscript: other Jupyter+git tools\n\nReviewNB\nThere is one other tool which we’ve found very helpful in using Jupyter with git, which is ReviewNB. ReviewNB solves the problem of doing pull requests with notebooks. GitHub’s code review GUI only works well for line-based file formats, such as plain python scripts. This works fine with the Python modules that nbdev exports, and I often do reviews directly on the Python files, instead of the source notebooks.\nHowever, much of the time I’d rather do reviews on the source notebooks, because:\n\nI want to review the documentation and tests, not just the implementation\nI want to see the changes to cell outputs, such as charts and tables, not just the code.\n\nFor this purpose, ReviewNB is perfect. Just like nbdev makes git merges and commits Jupyter-friendly, ReviewNB makes code reviews Jupyter-friendly. A picture is worth a thousand words, so rather than trying to explain, I’ll just show this picture from the ReviewNB website of what PRs look like in their interface:\n\n\n\nAn alternative solution: Jupytext\nAnother potential solution to the Jupyter+git problem might be to use Jupytext. Jupytext saves notebooks in a line-based format, instead of in JSON. This means that all the usual git machinery, such as merges and PRs, works fine. Jupytext can even use Quarto’s format, qmd, as a format for saving notebooks, which then can be used to generate a website.\nJupytext can be a bit tricky to manage when you want to save your cell outputs (which I generally want to do, since many of my notebooks take a long time to run – e.g training deep learning models.) Whilst Jupytext can save outputs in a linked ipynb file, managing this linkage gets complex, and ends up with the Jupyter+git problem all over again! If you don’t need to save outputs, then you might find Jupytext sufficient – although of course you’ll miss out on the cell-based code reviews of ReviewNB and your users won’t be able to read your notebooks properly when they’re browsing GitHub.\n\n\nnbdime\nThere’s also an interesting project called nbdime which has its own git drivers and filters. Since they’re not really compatible with nbdev (partly because they tackle some of the same problems in different ways) I haven’t used them much, so haven’t got an informed opinion about them. However I do use nbdime’s Jupyter extension sometimes, which provides a view similar to ReviewNB, but for local changes instead of PRs.\nIf you want to try to yourself, follow the directions on Git-friendly Jupyter to get started." + }, + { + "objectID": "explanations/directives.html", + "href": "explanations/directives.html", + "title": "Directives", + "section": "", + "text": "Directives are special comments that are preceded by #| that control:\nnbdev augments Quarto by providing additional directives than what are available in Quarto. All Quarto directives can be used in nbdev notebooks.\nThis cheat sheet lists all nbdev directives in addition to some Quarto directives we believe are important. We recommend consulting the quarto docs to see all of the directives available to you.\nTo clarify the origin of directives we use the following emojis:", + "crumbs": [ + "Get Started", + "Explanations", + "Directives" + ] + }, + { + "objectID": "explanations/directives.html#cell-visibility", + "href": "explanations/directives.html#cell-visibility", + "title": "Directives", + "section": "Cell Visibility", + "text": "Cell Visibility\nThe following directives control cell visibility in rendered documentation:\n\n📓 #|hide\nHide cell input and output.\n\n\n\n\n\n\nExample\n\n\n\n\n\nThe following will result in the contents of the cell and it’s output from being hidden:\n#|hide\nprint('you will not see this')\nNote that using #|hide is equivalent to using the Quarto directive #|include: false:\n#|include: false\nprint('you will not see this')\nSee the quarto docs for more information about #|include.\n\n\n\n\n\n🔵 #|echo: <true|false>\nToggle the visibility of code-cell inputs.\n\n\n\n\n\n\nExample\n\n\n\n\n\n#|echo: false\nprint('you can see the output but not the code!')\nwhich results in:\nyou can see the output but not the code!\n\n\n\n\n\n🔵 #|output: <true|false|asis>\nSetting this to false hides the output of a cell. Setting this to asis renders the output as raw markdown.\n\n\n\n\n\n\nExample\n\n\n\n\n\nThe following cell will not display any output:\n#|output: false\n1 + 1\nThe following cell with #|output: asis will produce the output hello fastai rendered as markdown instead of a string:\n#|output: asis\nprint(\"`hello fastai`\")\n\n\n\n\n\n📓 #|hide_line\nHide a specific line of code in an input cell.\n\n\n\n\n\n\nExample\n\n\n\n\n\ndef _secret(): ...\n\nfor i in range(3):\n _secret() #|hide_line\n print(i)\nbecomes this:\n\ndef _secret(): ...\n\nfor i in range(3):\n print(i)\n\n0\n1\n2\n\n\n\n\n\n\n\n📓 #|filter_stream <keyword> ...\nFilter lines containing specific keywords in cell outputs.\n\n\n\n\n\n\nExample\n\n\n\n\n\n#|filter_stream FutureWarning MultiIndex\nprint('\\n'.join(['A line', 'Foobar baz FutureWarning blah', \n 'zig zagMultiIndex zoom', 'Another line.']))\nwill output this:\n\n\nA line\nAnother line.\n\n\n\n\n\n\n\n🔵 #|code-fold: <show|true>\nThe #|code-fold directive allows you to collapse code cells. When set to true, the element is collapsed by default, when set to show show the element is shown by default.\n\n\n\n\n\n\nExample\n\n\n\n\n\nWhen you set #|code-fold: true, the input cell is collapsed:\n\n\nCode\nprint('this is')\nprint('output')\nprint('that takes')\nprint('lots of vertical space')\n\n\nthis is\noutput\nthat takes\nlots of vertical space\n\n\nWhen you set #|code-fold: show the input cell is shown but still in a collapsible element:\n\n\nCode\nprint('this is')\nprint('output')\nprint('that takes')\nprint('lots of vertical space')\n\n\nthis is\noutput\nthat takes\nlots of vertical space", + "crumbs": [ + "Get Started", + "Explanations", + "Directives" + ] + }, + { + "objectID": "explanations/directives.html#generating-source-code", + "href": "explanations/directives.html#generating-source-code", + "title": "Directives", + "section": "Generating Source Code", + "text": "Generating Source Code\nThe following directives control how source code is exported from code cells.\n\n📓 #|default_exp <name>\nNames the module where cells with the #|export directive will be exported to by default.\n\n\n\n\n\n\nExample\n\n\n\n\n\n#| default_exp baz\n\n# In a new notebook cell:\n\n#| export\ndef my_function(): pass\nIf our package is named: bitsnbytes then we can do:\nfrom bitsnbytes.baz import my_function\nYou can define the package name by using lib_name in settings.ini.\n\n\n\n\n\n📓 #|export\nExports the items in the cell into the generated module and documentation.\n\n\n\n\n\n\nExample\n\n\n\n\n\n#|export\ndef say_hello(to:str # name of person to say hello to\n ):\n \"Say hello to somebody\"\n return f'Hello {to}!'\nThe above cell will get exported to the module specified by #|default_exp. These exports are automatically included in __all__ for the module. To learn how export without inclusion in __all__, see the #|exporti directive.\nFurthermore, the documentation for this function will automatically be rendered like this:\n\n\nsay_hello\n\n say_hello (to:str)\n\nSay hello to somebody\n\n\n\n\nType\nDetails\n\n\n\n\nto\nstr\nname of person to say hello to\n\n\n\nThe docs are generated from this export using show_doc. See these docs for a detailed discussion of show_doc.\n\n\n\n\n\n\n📓 #|exporti\nAn internal export. Not included in __all__ or the docs. Useful for a function that is called by other functions in this module but is not part of the public API.\nEquivalently, you can prefix your function or method with _ e.g. def _private(): pass.\n\n\n📓 #|exports\nA source export. Like #|export but in addition to showing docs via showdoc.show_doc, it also shows the source code.\n\n\n\n\n\n\nExample\n\n\n\n\n\n#|exports\ndef say_hello(to):\n \"Say hello to somebody\"\n return f'Hello {to}!'\nthis will produce the following output:\n\ndef say_hello(to):\n \"Say hello to somebody\"\n return f'Hello {to}!'\n\n\n\nsay_hello\n\n say_hello (to)\n\nSay hello to somebody", + "crumbs": [ + "Get Started", + "Explanations", + "Directives" + ] + }, + { + "objectID": "explanations/directives.html#cell-execution", + "href": "explanations/directives.html#cell-execution", + "title": "Directives", + "section": "Cell Execution", + "text": "Cell Execution\nThe following directives allow you to control how cells are executed during docs rendering and testing.\n\n📓 #|exec_doc\nEnsures that a cell is executed each time before generating docs. When a cell does not have this annotation, it is run according to the default rules described here.\n\n\n\n\n\n\nExample\n\n\n\n\n\n\ndatetime.datetime.now()\n\ndatetime.datetime(2022, 8, 18, 9, 1, 43, 907609)\n\n\nHowever with the annotation:\n#|exec_doc\ndatetime.datetime.now()\nwe can see that the time has been updated:\n\ndatetime.datetime.now()\n\ndatetime.datetime(2024, 9, 2, 9, 50, 8, 423747)\n\n\n\n\n\n\n\n🔵 #|eval: <true|false>\nWhen set to false, the cell is ignored during testing.\n\n\n\n\n\n\nExample\n\n\n\n\n\n#|eval: false\nraise Exception(\"I'm not raised because I'm not run\")\n\n\n\n\n\nCell execution when there is no directive\nWhen a cell has no directives, cells are run by nbdev according to the behavior described here.", + "crumbs": [ + "Get Started", + "Explanations", + "Directives" + ] + }, + { + "objectID": "explanations/index.html", + "href": "explanations/index.html", + "title": "Explanations", + "section": "", + "text": "These explanations provide background information on how nbdev is designed and how it works. They are designed to help people who want to more deeply understand the nbdev system.\n\n\n\n\n\n\n\n\n\nTitle\n\n\nDescription\n\n\n\n\n\n\nSettings.ini\n\n\nThe nbdev configuration file\n\n\n\n\nDirectives\n\n\nA cheat sheet of directives available in nbdev.\n\n\n\n\nDocs Website\n\n\nHow nbdev renders a documentation website for your project.\n\n\n\n\nWhy nbdev\n\n\nWhy we develop software with nbdev\n\n\n\n\n\nNo matching items", + "crumbs": [ + "Get Started", + "Explanations" + ] + }, + { + "objectID": "explanations/config.html", + "href": "explanations/config.html", + "title": "Settings.ini", + "section": "", + "text": "All of nbdev’s configuration is done through a file called settings.ini which lives in the root of your repo. It’s in ConfigParser format. For example, here’s the first few lines of nbdev’s settings.ini file\n\n\n[DEFAULT]\nlib_name = nbdev\ndescription = Create delightful software with Jupyter Notebooks\ncopyright = 2020 onwards, Jeremy Howard\nkeywords = nbdev fastai jupyter notebook export\nuser = fastai\nauthor = Jeremy Howard and Hamel Husain\nauthor_email = j@fast.ai\nbranch = master\nmin_python = 3.7\n\n\nYou can create this file with nbdev_create_config (in which case you pass the settings manually), or with nbdev_new (which sets it up automatically for you from your repo settings). Here are all of nbdev’s settings (excluding the path and cfg_name parameters which decide where the config file is saved):\n\n\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nrepo\nstr\nNone\nRepo name\n\n\nbranch\nstr\nNone\nRepo default branch\n\n\nuser\nstr\nNone\nRepo username\n\n\nauthor\nstr\nNone\nPackage author’s name\n\n\nauthor_email\nstr\nNone\nPackage author’s email address\n\n\ndescription\nstr\nNone\nShort summary of the package\n\n\npath\nstr\n.\nPath to create config file\n\n\ncfg_name\nstr\nsettings.ini\nName of config file to create\n\n\nlib_name\nstr\n%(repo)s\nPackage name\n\n\ngit_url\nstr\nhttps://github.com/%(user)s/%(repo)s\nRepo URL\n\n\ncustom_sidebar\nbool_arg\nFalse\nUse a custom sidebar.yml?\n\n\nnbs_path\nPath\nnbs\nPath to notebooks\n\n\nlib_path\nPath\nNone\nPath to package root (default: repo with - replaced by _)\n\n\ndoc_path\nPath\n_docs\nPath to rendered docs\n\n\ntst_flags\nstr\nnotest\nTest flags\n\n\nversion\nstr\n0.0.1\nVersion of this release\n\n\ndoc_host\nstr\nhttps://%(user)s.github.io\nHostname for docs\n\n\ndoc_baseurl\nstr\n/%(repo)s\nBase URL for docs\n\n\nkeywords\nstr\nnbdev jupyter notebook python\nPackage keywords\n\n\nlicense\nstr\napache2\nLicense for the package\n\n\ncopyright\nstr\nNone\nCopyright for the package, defaults to ‘current_year onwards, author’\n\n\nstatus\nstr\n3\nDevelopment status PyPI classifier\n\n\nmin_python\nstr\n3.7\nMinimum Python version PyPI classifier\n\n\naudience\nstr\nDevelopers\nIntended audience PyPI classifier\n\n\nlanguage\nstr\nEnglish\nLanguage PyPI classifier\n\n\nrecursive\nbool_arg\nTrue\nInclude subfolders in notebook globs?\n\n\nblack_formatting\nbool_arg\nFalse\nFormat libraries with black?\n\n\nreadme_nb\nstr\nindex.ipynb\nNotebook to export as repo readme\n\n\ntitle\nstr\n%(lib_name)s\nQuarto website title\n\n\nallowed_metadata_keys\nstr\n\nPreserve the list of keys in the main notebook metadata\n\n\nallowed_cell_metadata_keys\nstr\n\nPreserve the list of keys in cell level metadata\n\n\njupyter_hooks\nbool_arg\nFalse\nRun Jupyter hooks?\n\n\nclean_ids\nbool_arg\nTrue\nRemove ids from plaintext reprs?\n\n\nclear_all\nbool_arg\nFalse\nRemove all cell metadata and cell outputs?\n\n\ncell_number\nbool_arg\nTrue\nAdd cell number to the exported file\n\n\nput_version_in_init\nbool_arg\nTrue\nAdd the version to the main init.py in nbdev_export\n\n\n\n\n\nYou can customise nbdev for all repositories for your user with a ~/.config/nbdev/settings.ini file.\nIn order for Git actions to run smoothly, add requirements and dev_requirements with required packages in settings.ini.\nsee here as a reference.", + "crumbs": [ + "Get Started", + "Explanations", + "Settings.ini" + ] + }, + { + "objectID": "api/maker.html#variable-helpers", + "href": "api/maker.html#variable-helpers", + "title": "maker", + "section": "Variable helpers", + "text": "Variable helpers\nThese functions let us find and modify the definitions of variables in Python modules.\n\nsource\n\nfind_var\n\n find_var (lines, varname)\n\nFind the line numbers where varname is defined in lines\n\nt = '''a_=(1,\n 2,\n 3)\n\nb_=3'''\ntest_eq(find_var(t.splitlines(), 'a_'), (0,3))\ntest_eq(find_var(t.splitlines(), 'b_'), (4,5))\n\n\nsource\n\n\nread_var\n\n read_var (code, varname)\n\nEval and return the value of varname defined in code\n\ntest_eq(read_var(t, 'a_'), (1,2,3))\ntest_eq(read_var(t, 'b_'), 3)\n\n\nsource\n\n\nupdate_var\n\n update_var (varname, func, fn=None, code=None)\n\nUpdate the definition of varname in file fn, by calling func with the current definition\n\ng = exec_new(t)\ntest_eq((g['a_'],g['b_']), ((1,2,3),3))\nt2 = update_var('a_', lambda o:0, code=t)\nexec(t2, g)\ntest_eq((g['a_'],g['b_']), (0,3))\nt3 = update_var('b_', lambda o:0, code=t)\nexec(t3, g)\ntest_eq((g['a_'],g['b_']), ((1,2,3),0))\n\n\nsource\n\n\nModuleMaker\n\n ModuleMaker (dest, name, nb_path, is_new=True, parse=True)\n\nHelper class to create exported library from notebook source cells\nIn order to export a notebook, we need an way to create a Python file. ModuleMaker fills that role. Pass in the directory where you want to module created, the name of the module, the path of the notebook source, and set is_new to True if this is a new file being created (rather than an existing file being added to). The location of the saved module will be in fname. Finally, if the source in the notebooks should not be parsed by Python (such as partial class declarations in cells), parse should be set to False.\n\nNote: If doing so, then the __all__ generation will be turned off as well.\n\n\nmm = ModuleMaker(dest='tmp', name='test.testing', nb_path=Path.cwd()/'04_export.ipynb', is_new=True)\nmm.fname\n\nPath('tmp/test/testing.py')\n\n\n\nsource\n\n\ndecor_id\n\n decor_id (d)\n\nid attr of decorator, regardless of whether called as function or bare\n\nsource\n\n\nModuleMaker.make_all\n\n ModuleMaker.make_all (cells)\n\nCreate __all__ with all exports in cells\n\nsource\n\n\nmake_code_cells\n\n make_code_cells (*ss)\n\nWe want to add an __all__ to the top of the exported module. This methods autogenerates it from all code in cells.\n\nnb = make_code_cells(\"from __future__ import print_function\", \"def a():...\", \"def b():...\",\n \"c=d=1\", \"_f=1\", \"_g=1\", \"_h=1\", \"_all_=['_g', _h]\", \"@patch\\ndef h(self:ca):...\")\ntest_eq(set(mm.make_all(nb)), set(['a','b','c','d', '_g', '_h']))\n\n\nsource\n\n\nrelative_import\n\n relative_import (name, fname, level=0)\n\nConvert a module name to a name relative to fname\n\ntest_eq(relative_import('nbdev.core', \"xyz\"), 'nbdev.core')\ntest_eq(relative_import('nbdev.core', 'nbdev'), '.core')\n_p = Path('fastai')\ntest_eq(relative_import('fastai.core', _p/'vision'), '..core')\ntest_eq(relative_import('fastai.core', _p/'vision/transform'), '...core')\ntest_eq(relative_import('fastai.vision.transform', _p/'vision'), '.transform')\ntest_eq(relative_import('fastai.notebook.core', _p/'data'), '..notebook.core')\ntest_eq(relative_import('fastai.vision', _p/'vision'), '.')\ntest_eq(relative_import('fastai', _p), '.')\ntest_eq(relative_import('fastai', _p/'vision'), '..')\ntest_eq(relative_import('fastai', _p/'vision/transform'), '...')\n\n\nsource\n\n\nNbCell.import2relative\n\n NbCell.import2relative (cell:execnb.nbio.NbCell, libname)\n\n\nsource\n\n\nupdate_import\n\n update_import (source, tree, libname, f=<function relative_import>)\n\n\nss = \"from nbdev.export import *\\nfrom nbdev.a.b import *\"\ncell = make_code_cells([ss])[0]\ncell.import2relative('nbdev')\ntest_eq(cell.source, 'from .export import *\\nfrom .a.b import *')\n\ncell = make_code_cells([ss])[0]\ncell.import2relative('nbdev/a')\ntest_eq(cell.source, 'from ..export import *\\nfrom .b import *')\n\n\nsource\n\n\nModuleMaker.make\n\n ModuleMaker.make (cells, all_cells=None, lib_path=None)\n\nWrite module containing cells with __all__ generated from all_cells\n\ncells = make_code_cells(\"from __future__ import print_function\",\n \"#|export\\ndef a(): ...\", \"def b(): ...\")\nmm.make(cells, L([cells[2]]))\nshow_src(Path('tmp/test/testing.py').read_text(encoding='utf-8'))\n\n# AUTOGENERATED! DO NOT EDIT! File to edit: ../../04_export.ipynb.\n\n# %% ../../04_export.ipynb 0\nfrom __future__ import print_function\n\n# %% auto 0\n__all__ = ['b']\n\n# %% ../../04_export.ipynb\n#|export\ndef a(): ...\n\n# %% ../../04_export.ipynb\ndef b(): ...\n\n\nPass all_cells=[] or parse=False if you don’t want any __all__ added.\nPassing parse=False is also handy for when writing broken up functions or classes that ast.parse might not like but still want it to be exported, such as having a cell with:\n#|export\nclass A:\nNote that by doing so we cannot properly generate a __all__, so we assume that it is unwanted.\n\nam = ModuleMaker(dest='tmp', name='test.testing_noall', nb_path=Path.cwd()/'01_export.ipynb', is_new=True, parse=False)\nam.fname\n\nPath('tmp/test/testing_noall.py')\n\n\n\ncells = make_code_cells(\"from __future__ import print_function\", \"#|export\\ndef a(): ...\", \"#|export\\nclass A:\")\nam.make(cells)\nshow_src(Path('tmp/test/testing_noall.py').read_text(encoding='utf-8'))\n\n# AUTOGENERATED! DO NOT EDIT! File to edit: ../../01_export.ipynb.\n\n# %% ../../01_export.ipynb\nfrom __future__ import print_function\n\n# %% ../../01_export.ipynb\n#|export\ndef a(): ...\n\n# %% ../../01_export.ipynb\n#|export\nclass A:\n\n\nIf is_new=False then the additional definitions are added to the bottom, and any existing __all__ is updated with the newly-added symbols.\n\nc2 = make_code_cells(\"def c(): ...\", \"def d(): ...\")\nmm = ModuleMaker(dest='tmp', name='test.testing', nb_path=Path.cwd()/'04_export.ipynb', is_new=False)\nmm.make(c2, c2)\n\n\nshow_src(Path('tmp/test/testing.py').read_text(encoding='utf-8'))\n\n# AUTOGENERATED! DO NOT EDIT! File to edit: ../../04_export.ipynb.\n\n# %% ../../04_export.ipynb 0\nfrom __future__ import print_function\n\n# %% auto 0\n__all__ = ['b', 'c', 'd']\n\n# %% ../../04_export.ipynb\n#|export\ndef a(): ...\n\n# %% ../../04_export.ipynb\ndef b(): ...\n\n# %% ../../04_export.ipynb 0\ndef c(): ...\n\n# %% ../../04_export.ipynb 1\ndef d(): ...\n\n\n\ntry:\n g = exec_import('tmp.test.testing', '*')\n for s in \"b c d\".split(): assert s in g, s\n assert 'a' not in g\n assert g['b']() is None\nfinally: shutil.rmtree('tmp')", + "crumbs": [ + "Get Started", + "API", + "maker" + ] + }, + { + "objectID": "api/index.html", + "href": "api/index.html", + "title": "API", + "section": "", + "text": "This section contains API details for each of nbdev’s python submodules. This reference documentation is mainly useful for people looking to customise or build on top of nbdev, or wanting detailed information about how nbdev works.\n\n\n\n\n\n\n\n\n\nTitle\n\n\nDescription\n\n\n\n\n\n\nconfig\n\n\nConfiguring nbdev and bootstrapping notebook export\n\n\n\n\nmaker\n\n\nCreate one or more modules from selected notebook cells\n\n\n\n\nprocess\n\n\nA notebook processor\n\n\n\n\nexport\n\n\nExporting a notebook to a library\n\n\n\n\ndoclinks\n\n\nGenerating a documentation index from a module\n\n\n\n\nsync\n\n\nPropagate small changes in the library back to notebooks\n\n\n\n\nmerge\n\n\nFix merge conflicts in jupyter notebooks\n\n\n\n\nshowdoc\n\n\nDisplay symbol documentation in notebook and website\n\n\n\n\nfrontmatter\n\n\nA YAML and formatted-markdown frontmatter processor\n\n\n\n\nprocessors\n\n\nSome processors for NBProcessor\n\n\n\n\nclean\n\n\nStrip superfluous metadata from notebooks\n\n\n\n\ntest\n\n\nRun unit tests on notebooks in parallel\n\n\n\n\ncli\n\n\nCLI commands\n\n\n\n\nquarto\n\n\nInstall and interact with Quarto from nbdev\n\n\n\n\nqmd\n\n\nBasic qmd generation helpers (experimental)\n\n\n\n\nmigrate\n\n\nUtilities for migrating to nbdev\n\n\n\n\nserve\n\n\nA parallel ipynb processor (experimental)\n\n\n\n\nrelease\n\n\nAuto-generated tagged releases and release notes from GitHub issues\n\n\n\n\n\nNo matching items", + "crumbs": [ + "Get Started", + "API" + ] + }, + { + "objectID": "api/migrate.html", + "href": "api/migrate.html", + "title": "migrate", + "section": "", + "text": "source", + "crumbs": [ + "Get Started", + "API", + "migrate" + ] + }, + { + "objectID": "api/migrate.html#convert-nbdev-v1-projects-to-nbdev-v2", + "href": "api/migrate.html#convert-nbdev-v1-projects-to-nbdev-v2", + "title": "migrate", + "section": "Convert nbdev v1 projects to nbdev v2", + "text": "Convert nbdev v1 projects to nbdev v2\n\nDirectives\nnbdev v2 directives start with a #| whereas v1 directives were comments without a pipe |.\n\n_test_dir = \"\"\"\n#default_exp\n #export\n# collapse-show\n#collapse-hide\n#collapse\n# collapse_output\nnot_dir='#export'\n# hide_input\nfoo\n# hide\n\"\"\"\ntest_eq(_repl_directives(_test_dir),\n\"\"\"\n#| default_exp\n#| export\n#| code-fold: show\n#| code-fold: true\n#| code-fold: true\n# collapse_output\nnot_dir='#export'\n#| echo: false\nfoo\n#| include: false\n\"\"\")\n\n\nsource\n\n\n_repl_v1dir\n\n _repl_v1dir (cell)\n\nReplace nbdev v1 with v2 directives.\nfor example, if any of the lines below are valid nbdev v1 directives, they replaced with a #|, but only before the first line of code:", + "crumbs": [ + "Get Started", + "API", + "migrate" + ] + }, + { + "objectID": "api/migrate.html#callouts", + "href": "api/migrate.html#callouts", + "title": "migrate", + "section": "Callouts", + "text": "Callouts\nIn fastpages, there was a markdown shortuct for callouts for Note, Tip, Important and Warning with block quotes (these only worked in notebooks). Since Quarto has its own callout blocks with markdown syntax, we do not implement these shortcuts in nbdev. Instead, we offer a manual conversion utility for these callouts so that you can migrate from fastpages to Quarto.\n\nsource\n\n_convert_callout\n\n _convert_callout (s)\n\nConvert nbdev v1 to v2 callouts.\nFor example, the below markdown:\n\n_callouts=\"\"\"\n## Boxes / Callouts\n\n> Warning: There will be no second warning!\n\nOther text\n\n> Important: Pay attention! It's important.\n\n> Tip: This is my tip.\n\n> Note: Take note of `this.`\n\"\"\"\n\nGets converted to:\n\n\n\n## Boxes / Callouts\n\n:::{.callout-warning}\n\nThere will be no second warning!\n\n:::\n\nOther text\n\n:::{.callout-important}\n\nPay attention! It's important.\n\n:::", + "crumbs": [ + "Get Started", + "API", + "migrate" + ] + }, + { + "objectID": "api/migrate.html#video-embeds", + "href": "api/migrate.html#video-embeds", + "title": "migrate", + "section": "Video Embeds", + "text": "Video Embeds\nIn fastpages, you could embed videos with a simple markdown shortcut involving a block quote with the prefix youtube:, that looked like this\n> youtube: https://youtu.be/XfoYk_Z5AkI\nHowever, in Quarto you can use the video extension to embed videos.\n\nsource\n\n_convert_video\n\n _convert_video (s)\n\nReplace nbdev v1 with v2 video embeds.\n\n_videos=\"\"\"\n## Videos\n\n> youtube: https://youtu.be/XfoYk_Z5AkI\n\"\"\"\n\n\nprint(_convert_video(_videos))\n\n\n## Videos\n\n\n\n\n\n\nsource\n\n\nmigrate_nb\n\n migrate_nb (path, overwrite=True)\n\nMigrate Notebooks from nbdev v1 and fastpages.\n\nsource\n\n\nmigrate_md\n\n migrate_md (path, overwrite=True)\n\nMigrate Markdown Files from fastpages.\n\nsource\n\n\nnbdev_migrate\n\n nbdev_migrate (path:str=None, no_skip:bool=False)\n\nConvert all markdown and notebook files in path from v1 to v2\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\nNone\nA path or glob containing notebooks and markdown files to migrate\n\n\nno_skip\nbool\nFalse\nDo not skip directories beginning with an underscore", + "crumbs": [ + "Get Started", + "API", + "migrate" + ] + }, + { + "objectID": "api/serve.html", + "href": "api/serve.html", + "title": "serve", + "section": "", + "text": "source\n\nproc_nbs\n\n proc_nbs (path:str='', n_workers:int=4, force:bool=False,\n file_glob:str='', file_re:str='', symlinks:bool=False,\n folder_re:str=None, skip_file_glob:str=None,\n skip_file_re:str='^[_.]', skip_folder_re:str='^[_.]')\n\nProcess notebooks in path for docs rendering\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\n\nPath to notebooks\n\n\nn_workers\nint\n4\nNumber of workers\n\n\nforce\nbool\nFalse\nIgnore cache and build all\n\n\nfile_glob\nstr\n\nOnly include files matching glob\n\n\nfile_re\nstr\n\nOnly include files matching glob\n\n\nsymlinks\nbool\nFalse\nFollow symlinks?\n\n\nfolder_re\nstr\nNone\nOnly enter folders matching regex\n\n\nskip_file_glob\nstr\nNone\nSkip files matching glob\n\n\nskip_file_re\nstr\n^[_.]\nSkip files matching regex\n\n\nskip_folder_re\nstr\n^[_.]\nSkip folders matching regex", + "crumbs": [ + "Get Started", + "API", + "serve" + ] + }, + { + "objectID": "api/merge.html", + "href": "api/merge.html", + "title": "merge", + "section": "", + "text": "When working with jupyter notebooks (which are json files behind the scenes) and GitHub, it is very common that a merge conflict (that will add new lines in the notebook source file) will break some notebooks you are working on. This module defines the function nbdev_fix to fix those notebooks for you, and attempt to automatically merge standard conflicts. The remaining ones will be delimited by markdown cells like this:\n<<<<<< HEAD\n\n# local code here\n\n======\n\n# remote code here\n\n>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35\nBelow is an example of broken notebook. The json format is broken by the lines automatically added by git. Such a file can’t be opened in jupyter notebook.\n\nbroken = Path('../../tests/example.ipynb.broken')\ntst_nb = broken.read_text(encoding='utf-8')\nprint(tst_nb)\n\n{\n \"cells\": [\n {\n \"cell_type\": \"code\",\n \"execution_count\": 6,\n \"metadata\": {},\n \"outputs\": [\n {\n \"data\": {\n \"text/plain\": [\n \"3\"\n ]\n },\n \"execution_count\": 6,\n \"metadata\": {},\n \"output_type\": \"execute_result\"\n }\n ],\n \"source\": [\n<<<<<<< HEAD\n \"z=3\\n\",\n=======\n \"z=2\\n\",\n>>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35\n \"z\"\n ]\n },\n {\n \"cell_type\": \"code\",\n \"execution_count\": 7,\n \"execution_count\": 5,\n \"metadata\": {},\n \"outputs\": [\n {\n \"data\": {\n \"text/plain\": [\n \"6\"\n ]\n },\n<<<<<<< HEAD\n \"execution_count\": 7,\n=======\n \"execution_count\": 5,\n>>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35\n \"metadata\": {},\n \"output_type\": \"execute_result\"\n }\n ],\n \"source\": [\n \"x=3\\n\",\n \"y=3\\n\",\n \"x+y\"\n ]\n },\n {\n \"cell_type\": \"code\",\n \"execution_count\": null,\n \"metadata\": {},\n \"outputs\": [],\n \"source\": []\n }\n ],\n \"metadata\": {\n \"kernelspec\": {\n \"display_name\": \"Python 3\",\n \"language\": \"python\",\n \"name\": \"python3\"\n }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 2\n}\n\n\n\nNote that in this example, the second conflict is easily solved: it just concerns the execution count of the second cell and can be solved by choosing either option without really impacting your notebook. This is the kind of conflict we will fix automatically. The first conflict is more complicated as it spans across two cells and there is a cell present in one version, not the other. Such a conflict (and generally the ones where the inputs of the cells change form one version to the other) aren’t automatically fixed, but we will return a proper json file where the annotations introduced by git will be placed in markdown cells.", + "crumbs": [ + "Get Started", + "API", + "merge" + ] + }, + { + "objectID": "api/merge.html#introduction", + "href": "api/merge.html#introduction", + "title": "merge", + "section": "", + "text": "When working with jupyter notebooks (which are json files behind the scenes) and GitHub, it is very common that a merge conflict (that will add new lines in the notebook source file) will break some notebooks you are working on. This module defines the function nbdev_fix to fix those notebooks for you, and attempt to automatically merge standard conflicts. The remaining ones will be delimited by markdown cells like this:\n<<<<<< HEAD\n\n# local code here\n\n======\n\n# remote code here\n\n>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35\nBelow is an example of broken notebook. The json format is broken by the lines automatically added by git. Such a file can’t be opened in jupyter notebook.\n\nbroken = Path('../../tests/example.ipynb.broken')\ntst_nb = broken.read_text(encoding='utf-8')\nprint(tst_nb)\n\n{\n \"cells\": [\n {\n \"cell_type\": \"code\",\n \"execution_count\": 6,\n \"metadata\": {},\n \"outputs\": [\n {\n \"data\": {\n \"text/plain\": [\n \"3\"\n ]\n },\n \"execution_count\": 6,\n \"metadata\": {},\n \"output_type\": \"execute_result\"\n }\n ],\n \"source\": [\n<<<<<<< HEAD\n \"z=3\\n\",\n=======\n \"z=2\\n\",\n>>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35\n \"z\"\n ]\n },\n {\n \"cell_type\": \"code\",\n \"execution_count\": 7,\n \"execution_count\": 5,\n \"metadata\": {},\n \"outputs\": [\n {\n \"data\": {\n \"text/plain\": [\n \"6\"\n ]\n },\n<<<<<<< HEAD\n \"execution_count\": 7,\n=======\n \"execution_count\": 5,\n>>>>>>> a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35\n \"metadata\": {},\n \"output_type\": \"execute_result\"\n }\n ],\n \"source\": [\n \"x=3\\n\",\n \"y=3\\n\",\n \"x+y\"\n ]\n },\n {\n \"cell_type\": \"code\",\n \"execution_count\": null,\n \"metadata\": {},\n \"outputs\": [],\n \"source\": []\n }\n ],\n \"metadata\": {\n \"kernelspec\": {\n \"display_name\": \"Python 3\",\n \"language\": \"python\",\n \"name\": \"python3\"\n }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 2\n}\n\n\n\nNote that in this example, the second conflict is easily solved: it just concerns the execution count of the second cell and can be solved by choosing either option without really impacting your notebook. This is the kind of conflict we will fix automatically. The first conflict is more complicated as it spans across two cells and there is a cell present in one version, not the other. Such a conflict (and generally the ones where the inputs of the cells change form one version to the other) aren’t automatically fixed, but we will return a proper json file where the annotations introduced by git will be placed in markdown cells.", + "crumbs": [ + "Get Started", + "API", + "merge" + ] + }, + { + "objectID": "api/merge.html#creating-a-merged-notebook", + "href": "api/merge.html#creating-a-merged-notebook", + "title": "merge", + "section": "Creating a merged notebook", + "text": "Creating a merged notebook\nThe approach we use is to first “unpatch” the conflicted file, regenerating the two files it was originally created from. Then we redo the diff process, but using cells instead of text lines.\n\nsource\n\nunpatch\n\n unpatch (s:str)\n\nTakes a string with conflict markers and returns the two original files, and their branch names\nThe result of “unpatching” our conflicted test notebook is the two original notebooks it would have been created from. Each of these original notebooks will contain valid JSON:\n\na,b,branch1,branch2 = unpatch(tst_nb)\ndict2nb(loads(a))\n\n{ 'cells': [ { 'cell_type': 'code',\n 'execution_count': 6,\n 'idx_': 0,\n 'metadata': {},\n 'outputs': [ { 'data': {'text/plain': ['3']},\n 'execution_count': 6,\n 'metadata': {},\n 'output_type': 'execute_result'}],\n 'source': 'z=3\\nz'},\n { 'cell_type': 'code',\n 'execution_count': 5,\n 'idx_': 1,\n 'metadata': {},\n 'outputs': [ { 'data': {'text/plain': ['6']},\n 'execution_count': 7,\n 'metadata': {},\n 'output_type': 'execute_result'}],\n 'source': 'x=3\\ny=3\\nx+y'},\n { 'cell_type': 'code',\n 'execution_count': None,\n 'idx_': 2,\n 'metadata': {},\n 'outputs': [],\n 'source': ''}],\n 'metadata': { 'kernelspec': { 'display_name': 'Python 3',\n 'language': 'python',\n 'name': 'python3'}},\n 'nbformat': 4,\n 'nbformat_minor': 2}\n\n\n\ndict2nb(loads(b))\n\n{ 'cells': [ { 'cell_type': 'code',\n 'execution_count': 6,\n 'idx_': 0,\n 'metadata': {},\n 'outputs': [ { 'data': {'text/plain': ['3']},\n 'execution_count': 6,\n 'metadata': {},\n 'output_type': 'execute_result'}],\n 'source': 'z=2\\nz'},\n { 'cell_type': 'code',\n 'execution_count': 5,\n 'idx_': 1,\n 'metadata': {},\n 'outputs': [ { 'data': {'text/plain': ['6']},\n 'execution_count': 5,\n 'metadata': {},\n 'output_type': 'execute_result'}],\n 'source': 'x=3\\ny=3\\nx+y'},\n { 'cell_type': 'code',\n 'execution_count': None,\n 'idx_': 2,\n 'metadata': {},\n 'outputs': [],\n 'source': ''}],\n 'metadata': { 'kernelspec': { 'display_name': 'Python 3',\n 'language': 'python',\n 'name': 'python3'}},\n 'nbformat': 4,\n 'nbformat_minor': 2}\n\n\n\nbranch1,branch2\n\n('HEAD', 'a7ec1b0bfb8e23b05fd0a2e6cafcb41cd0fb1c35')\n\n\n\nsource\n\n\nnbdev_fix\n\n nbdev_fix (nbname:str, outname:str=None, nobackup:<function\n bool_arg>=True, theirs:bool=False, noprint:bool=False)\n\nCreate working notebook from conflicted notebook nbname\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nnbname\nstr\n\nNotebook filename to fix\n\n\noutname\nstr\nNone\nFilename of output notebook (defaults to nbname)\n\n\nnobackup\nbool_arg\nTrue\nDo not backup nbname to nbname.bak if outname not provided\n\n\ntheirs\nbool\nFalse\nUse their outputs and metadata instead of ours\n\n\nnoprint\nbool\nFalse\nDo not print info about whether conflicts are found\n\n\n\nThis begins by optionally backing the notebook fname to fname.bak in case something goes wrong. Then it parses the broken json, solving conflicts in cells. Every conflict that only involves metadata or outputs of cells will be solved automatically by using the local (theirs==False) or the remote (theirs==True) branch. Otherwise, or for conflicts involving the inputs of cells, the json will be repaired by including the two version of the conflicted cell(s) with markdown cells indicating the conflicts. You will be able to open the notebook again and search for the conflicts (look for <<<<<<<) then fix them as you wish.\nA message will be printed indicating whether the notebook was fully merged or if conflicts remain.\n\nnbdev_fix(broken, outname='tmp.ipynb')\nchk = read_nb('tmp.ipynb')\ntest_eq(len(chk.cells), 7)\nos.unlink('tmp.ipynb')\n\nOne or more conflict remains in the notebook, please inspect manually.", + "crumbs": [ + "Get Started", + "API", + "merge" + ] + }, + { + "objectID": "api/merge.html#git-merge-driver", + "href": "api/merge.html#git-merge-driver", + "title": "merge", + "section": "Git merge driver", + "text": "Git merge driver\n\nsource\n\nnbdev_merge\n\n nbdev_merge (base:str, ours:str, theirs:str, path:str)\n\nGit merge driver for notebooks\nThis implements a git merge driver for notebooks that automatically resolves conflicting metadata and outputs, and splits remaining conflicts as separate cells so that the notebook can be viewed and fixed in Jupyter. The easiest way to install it is by running nbdev_install_hooks.\nThis works by first running Git’s default merge driver, and then nbdev_fix if there are still conflicts. You can set nbdev_fix’s theirs argument using the THEIRS environment variable, for example:\nTHEIRS=True git merge branch", + "crumbs": [ + "Get Started", + "API", + "merge" + ] + }, + { + "objectID": "api/doclinks.html", + "href": "api/doclinks.html", + "title": "doclinks", + "section": "", + "text": "source\n\n\n\n patch_name (o)\n\nIf o is decorated with patch or patch_to, return its class-prefix name\n\ndef _test_patch(code): return patch_name(ast.parse(code).body[0])\ns = \"@patch\\ndef _f(self:_T): ...\"\ntest_eq('_T._f', _test_patch(s))\n\n\ns = \"@patch_to(_T)\\ndef _g(self): ...\"\ntest_eq('_T._g', _test_patch(s))\n\n\n# Get all patched classes when patching with a union\ns = \"@patch\\ndef _f(self:_T|_U|_V): ...\"\ntest_eq(_test_patch(s), ['_T._f', '_U._f', '_V._f'])\n\n\n# _build_modidx()", + "crumbs": [ + "Get Started", + "API", + "doclinks" + ] + }, + { + "objectID": "api/doclinks.html#create-the-module-index", + "href": "api/doclinks.html#create-the-module-index", + "title": "doclinks", + "section": "", + "text": "source\n\n\n\n patch_name (o)\n\nIf o is decorated with patch or patch_to, return its class-prefix name\n\ndef _test_patch(code): return patch_name(ast.parse(code).body[0])\ns = \"@patch\\ndef _f(self:_T): ...\"\ntest_eq('_T._f', _test_patch(s))\n\n\ns = \"@patch_to(_T)\\ndef _g(self): ...\"\ntest_eq('_T._g', _test_patch(s))\n\n\n# Get all patched classes when patching with a union\ns = \"@patch\\ndef _f(self:_T|_U|_V): ...\"\ntest_eq(_test_patch(s), ['_T._f', '_U._f', '_V._f'])\n\n\n# _build_modidx()", + "crumbs": [ + "Get Started", + "API", + "doclinks" + ] + }, + { + "objectID": "api/doclinks.html#export-a-notebook", + "href": "api/doclinks.html#export-a-notebook", + "title": "doclinks", + "section": "Export a notebook", + "text": "Export a notebook\n\nsource\n\nnbglob\n\n nbglob (path=None, skip_folder_re='^[_.]', file_glob='*.ipynb',\n skip_file_re='^[_.]', key='nbs_path', as_path=False,\n recursive:bool=True, symlinks:bool=True, file_re:str=None,\n folder_re:str=None, skip_file_glob:str=None,\n func:callable=<function join>, ret_folders:bool=False)\n\nFind all files in a directory matching an extension given a config key.\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\npathlib.Path | str\n\npath to start searching\n\n\nskip_folder_re\nstr\nNone\nSkip folders matching regex,\n\n\nfile_glob\nstr\nNone\nOnly include files matching glob\n\n\nskip_file_re\nstr\nNone\nSkip files matching regex\n\n\nkey\nstr\nnbs_path\n\n\n\nas_path\nbool\nFalse\n\n\n\nrecursive\nbool\nTrue\nsearch subfolders\n\n\nsymlinks\nbool\nTrue\nfollow symlinks?\n\n\nfile_re\nstr\nNone\nOnly include files matching regex\n\n\nfolder_re\nstr\nNone\nOnly enter folders matching regex\n\n\nskip_file_glob\nstr\nNone\nSkip files matching glob\n\n\nfunc\ncallable\njoin\nfunction to apply to each matched file\n\n\nret_folders\nbool\nFalse\nreturn folders, not just files\n\n\nReturns\nL\n\nPaths to matched files\n\n\n\n\nsource\n\n\nnbglob_cli\n\n nbglob_cli (path:str=None, symlinks:bool=False, file_glob:str='*.ipynb',\n file_re:str=None, folder_re:str=None,\n skip_file_glob:str=None, skip_file_re:str='^[_.]',\n skip_folder_re:str='^[_.]')\n\nFind all files in a directory matching an extension given a config key.\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\nNone\nPath to notebooks\n\n\nsymlinks\nbool\nFalse\nFollow symlinks?\n\n\nfile_glob\nstr\n*.ipynb\nOnly include files matching glob\n\n\nfile_re\nstr\nNone\nOnly include files matching regex\n\n\nfolder_re\nstr\nNone\nOnly enter folders matching regex\n\n\nskip_file_glob\nstr\nNone\nSkip files matching glob\n\n\nskip_file_re\nstr\n^[_.]\nSkip files matching regex\n\n\nskip_folder_re\nstr\n^[_.]\nSkip folders matching regex\n\n\n\n\nsource\n\n\nnbdev_export\n\n nbdev_export (path:str=None,\n procs:<tokensnamingtheexportprocessorstouse.>='black_format\n ', symlinks:bool=False, file_glob:str='*.ipynb',\n file_re:str=None, folder_re:str=None,\n skip_file_glob:str=None, skip_file_re:str='^[_.]',\n skip_folder_re:str='^[_.]')\n\nExport notebooks in path to Python modules\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\nNone\nPath or filename\n\n\nprocs\n<tokens naming the export processors to use.>\nblack_format\n\n\n\nsymlinks\nbool\nFalse\nFollow symlinks?\n\n\nfile_glob\nstr\n*.ipynb\nOnly include files matching glob\n\n\nfile_re\nstr\nNone\nOnly include files matching regex\n\n\nfolder_re\nstr\nNone\nOnly enter folders matching regex\n\n\nskip_file_glob\nstr\nNone\nSkip files matching glob\n\n\nskip_file_re\nstr\n^[_.]\nSkip files matching regex\n\n\nskip_folder_re\nstr\n^[_.]\nSkip folders matching regex\n\n\n\nprocs names the optional processors you wish to run on the exported cells of your notebook.\nN.B.: the black_format processor is passed in by default. But it is a no-op, unless black_formatting=True is set in your settings.ini configuration. You can omit it from nbdev_export on the command line by passing in --procs.", + "crumbs": [ + "Get Started", + "API", + "doclinks" + ] + }, + { + "objectID": "api/doclinks.html#query-the-module-index", + "href": "api/doclinks.html#query-the-module-index", + "title": "doclinks", + "section": "Query the module index", + "text": "Query the module index\n\nsource\n\nNbdevLookup\n\n NbdevLookup (strip_libs=None, incl_libs=None, skip_mods=None)\n\nMapping from symbol names to docs and source URLs\nIndexing returns a link to the symbol’s docs, along with the name of the source file the source URL if available.\n\nc = NbdevLookup()\nc['nbdev.doclinks.NbdevLookup']\n\n('https://nbdev.fast.ai/api/doclinks.html#nbdevlookup',\n 'nbdev/doclinks.py',\n 'https://github.com/fastai/nbdev/blob/master/nbdev/doclinks.py')\n\n\n\nsource\n\n\nNbdevLookup.doc\n\n NbdevLookup.doc (sym)\n\nLink to docs for sym\n\nc.doc('nbdev.doclinks.NbdevLookup')\n\n'https://nbdev.fast.ai/api/doclinks.html#nbdevlookup'\n\n\nSymbol names are taken from libraries registered using the ‘nbdev’ entry point. By default, all libraries with this entry point are searched, but full symbol names (including module prefix) are required.\n\nassert c.doc('numpy.array').startswith('http')\nassert c.doc('NbdevLookup').endswith('#nbdevlookup')\nassert not c.doc('array')\n\nPass strip_libs to list libraries which should be available without requiring a module prefix.\n\nc = NbdevLookup(strip_libs=('nbdev', 'nbdev_numpy'))\nassert c.doc('array').startswith('http')\n\n\nsource\n\n\nNbdevLookup.code\n\n NbdevLookup.code (sym)\n\nLink to source code for sym\n\nNbdevLookup().code('fastcore.net.urlsend')\n\n'https://github.com/fastai/fastcore/blob/master/fastcore/net.py#LNone'\n\n\n\nsource\n\n\nNbdevLookup.linkify\n\n NbdevLookup.linkify (md)\n\n\nmd = \"\"\"This is a link to `numpy.array` and to `get_config` but not a link to `foobar`.\nAnd not a link to <code>dict2nb</code>.\n\n This is not a link to `get_config`\n\n```\nThis isn't a link to `get_config` either\n```\"\"\"\n\n\nprint(NbdevLookup('nbdev').linkify(md))\n\nThis is a link to [`numpy.array`](https://numpy.org/doc/stable/reference/generated/numpy.array.html#numpy.array) and to [`get_config`](https://nbdev.fast.ai/api/config.html#get_config) but not a link to `foobar`.\nAnd not a link to <code>dict2nb</code>.\n\n This is not a link to `get_config`\n\n```\nThis isn't a link to `get_config` either\n```", + "crumbs": [ + "Get Started", + "API", + "doclinks" + ] + }, + { + "objectID": "api/cli.html", + "href": "api/cli.html", + "title": "cli", + "section": "", + "text": "source", + "crumbs": [ + "Get Started", + "API", + "cli" + ] + }, + { + "objectID": "api/cli.html#help", + "href": "api/cli.html#help", + "title": "cli", + "section": "Help", + "text": "Help\n\nsource\n\nchelp\n\n chelp ()\n\nShow help for all console scripts\n\nchelp()\n\nnbdev_bump_version Increment version in settings.ini by one\nnbdev_changelog Create a CHANGELOG.md file from closed and labeled GitHub issues\nnbdev_clean Clean all notebooks in `fname` to avoid merge conflicts\nnbdev_conda Create a `meta.yaml` file ready to be built into a package, and optionally build and upload it\nnbdev_create_config Create a config file.\nnbdev_docs Create Quarto docs and README.md\nnbdev_export Export notebooks in `path` to Python modules\nnbdev_filter A notebook filter for Quarto\nnbdev_fix Create working notebook from conflicted notebook `nbname`\nnbdev_help Show help for all console scripts\nnbdev_install Install Quarto and the current library\nnbdev_install_hooks Install Jupyter and git hooks to automatically clean, trust, and fix merge conflicts in notebooks\nnbdev_install_quarto Install latest Quarto on macOS or Linux, prints instructions for Windows\nnbdev_merge Git merge driver for notebooks\nnbdev_migrate Convert all markdown and notebook files in `path` from v1 to v2\nnbdev_new Create an nbdev project.\nnbdev_prepare Export, test, and clean notebooks, and render README if needed\nnbdev_preview Preview docs locally\nnbdev_proc_nbs Process notebooks in `path` for docs rendering\nnbdev_pypi Create and upload Python package to PyPI\nnbdev_readme Create README.md from readme_nb (index.ipynb by default)\nnbdev_release_both Release both conda and PyPI packages\nnbdev_release_gh Calls `nbdev_changelog`, lets you edit the result, then pushes to git and calls `nbdev_release_git`\nnbdev_release_git Tag and create a release in GitHub for the current version\nnbdev_requirements Writes a `requirements.txt` file to `directory` based on settings.ini.\nnbdev_sidebar Create sidebar.yml\nnbdev_test Test in parallel notebooks matching `path`, passing along `flags`\nnbdev_trust Trust notebooks matching `fname`\nnbdev_update Propagate change in modules matching `fname` to notebooks that created them\nnbdev_update_license Allows you to update the license of your project.", + "crumbs": [ + "Get Started", + "API", + "cli" + ] + }, + { + "objectID": "api/qmd.html", + "href": "api/qmd.html", + "title": "qmd", + "section": "", + "text": "source\n\nmeta\n\n meta (md, classes=None, style=None, **kwargs)\n\nA metadata section for qmd div in {}\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nmd\n\n\nMarkdown to add meta to\n\n\nclasses\nNoneType\nNone\nList of CSS classes to add\n\n\nstyle\nNoneType\nNone\nDict of CSS styles to add\n\n\nkwargs\n\n\n\n\n\n\n\nsource\n\n\ndiv\n\n div (txt, classes=None, style=None, **kwargs)\n\nA qmd div with optional metadata section\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\ntxt\n\n\nMarkdown to add meta to\n\n\nclasses\nNoneType\nNone\nList of CSS classes to add\n\n\nstyle\nNoneType\nNone\nDict of CSS styles to add\n\n\nkwargs\n\n\n\n\n\n\n\nsource\n\n\nimg\n\n img (fname, classes=None, style=None, height=None, relative=None,\n link=False, **kwargs)\n\nA qmd image\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nfname\n\n\nImage to link to\n\n\nclasses\nNoneType\nNone\nList of CSS classes to add\n\n\nstyle\nNoneType\nNone\nDict of CSS styles to add\n\n\nheight\nNoneType\nNone\nHeight attribute\n\n\nrelative\nNoneType\nNone\nTuple of (position,px)\n\n\nlink\nbool\nFalse\nHyperlink to this image\n\n\nkwargs\n\n\n\n\n\n\n\nsource\n\n\nbtn\n\n btn (txt, link, classes=None, style=None, **kwargs)\n\nA qmd button\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\ntxt\n\n\nButton text\n\n\nlink\n\n\nButton link URL\n\n\nclasses\nNoneType\nNone\nList of CSS classes to add\n\n\nstyle\nNoneType\nNone\nDict of CSS styles to add\n\n\nkwargs\n\n\n\n\n\n\n\nsource\n\n\ntbl_row\n\n tbl_row (cols:list)\n\nCreate a markdown table row from cols\n\n\n\n\nType\nDetails\n\n\n\n\ncols\nlist\nAuto-stringified columns to show in the row\n\n\n\n\nsource\n\n\ntbl_sep\n\n tbl_sep (sizes:int|list=3)\n\nCreate a markdown table separator with relative column size sizes\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nsizes\nint | list\n3\nList of column sizes, or single int if all sizes the same", + "crumbs": [ + "Get Started", + "API", + "qmd" + ] + }, + { + "objectID": "api/process.html", + "href": "api/process.html", + "title": "process", + "section": "", + "text": "Special comments at the start of a cell can be used to provide information to nbdev about how to process a cell, so we need to be able to find the location of these comments.\n\nminimal = read_nb('../../tests/minimal.ipynb')\n\n\nsource\n\nnb_lang\n\n nb_lang (nb)\n\n\nsource\n\n\nfirst_code_ln\n\n first_code_ln (code_list, re_pattern=None, lang='python')\n\nget first line number where code occurs, where code_list is a list of code\n\n_tst = \"\"\" \n#|default_exp\n #|export\n#|hide_input\nfoo\n\"\"\"\ntest_eq(first_code_ln(_tst.splitlines(True)), 4)\n\n\nsource\n\n\nextract_directives\n\n extract_directives (cell, remove=True, lang='python')\n\nTake leading comment directives from lines of code in ss, remove #|, and split\nComment directives start with #|, followed by whitespace delimited tokens, which extract_directives extracts from the start of a cell, up until a blank line or a line containing something other than comments. The extracted lines are removed from the source.\n\nexp = AttrDict(source = \"\"\"#|export module\n#|eval:false\n#| hide\n# | foo bar\n# |woo: baz\n1+2\n#bar\"\"\")\n\n# this one has #|hide: with a colon at the end, wich is quarto compliant\nexp2 = AttrDict(source = \"\"\"#|export module\n#|eval:false\n#| hide:\n# | foo bar\n# |woo: baz\n1+2\n#bar\"\"\")\n\n_answer = {'export':['module'], 'hide':[], 'eval:': ['false'], 'foo': ['bar'], 'woo:': ['baz']}\n\ntest_eq(extract_directives(exp), _answer)\ntest_eq(extract_directives(exp2), _answer)\ntest_eq(exp.source, '#|eval: false\\n# |woo: baz\\n1+2\\n#bar')\n\n\nsource\n\n\nopt_set\n\n opt_set (var, newval)\n\nnewval if newval else var\n\nsource\n\n\ninstantiate\n\n instantiate (x, **kwargs)\n\nInstantiate x if it’s a type\n\nsource\n\n\nNBProcessor\n\n NBProcessor (path=None, procs=None, nb=None, debug=False,\n rm_directives=True, process=False)\n\nProcess cells and nbdev comments in a notebook\nCell processors can be callables (e.g regular functions), in which case they are called for every cell (set a cell’s source to None to remove the cell):\n\neverything_fn = '../../tests/01_everything.ipynb'\n\ndef print_execs(cell):\n if 'exec' in cell.source: print(cell.source)\n\nNBProcessor(everything_fn, print_execs).process()\n\n---\ntitle: Foo\nexecute:\n echo: false\n---\nexec(\"o_y=1\")\nexec(\"p_y=1\")\n_all_ = [o_y, 'p_y']\n\n\nComment directives are put in a cell attribute directive_ as a dictionary keyed by directive name:\n\ndef printme_func(cell):\n if cell.directives_ and 'printme' in cell.directives_: print(cell.directives_['printme'])\n\nNBProcessor(everything_fn, printme_func).process()\n\n['testing']\n\n\nHowever, a more convenient way to handle comment directives is to use a class as a processor, and include a method in your class with the same name as your directive, surrounded by underscores:\n\nclass _PrintExample:\n def _printme_(self, cell, to_print): print(to_print)\n\nNBProcessor(everything_fn, _PrintExample()).process()\n\ntesting\n\n\nIn the case that your processor supports just one comment directive, you can just use a regular function, with the same name as your directive, but with an underscore appended – here printme_ is identical to _PrintExample above:\n\ndef printme_(cell, to_print): print(to_print)\n\nNBProcessor(everything_fn, printme_).process()\n\ntesting\n\n\n\nNBProcessor(everything_fn, _PrintExample()).process()\n\ntesting\n\n\n\nsource\n\n\nProcessor\n\n Processor (nb)\n\nBase class for processors\nFor more complex behavior, inherit from Processor, and override one of more of begin() (called before any cells are processed), cell() (called for each cell), and end() (called after all cells are processed). You can also include comment directives (such as the _printme example above) in these subclasses. Subclasses will automatically have access to self.nb, containing the processed notebook.\n\nclass CountCellProcessor(Processor):\n def begin(self):\n print(f\"First cell:\\n{self.nb.cells[0].source}\")\n self.count=0\n def cell(self, cell):\n if cell.cell_type=='code': self.count += 1\n def end(self): print(f\"* There were {self.count} code cells\")\n\n\nNBProcessor(everything_fn, CountCellProcessor).process()\n\nFirst cell:\n---\ntitle: Foo\nexecute:\n echo: false\n---\n* There were 26 code cells", + "crumbs": [ + "Get Started", + "API", + "process" + ] + }, + { + "objectID": "api/showdoc.html", + "href": "api/showdoc.html", + "title": "showdoc", + "section": "", + "text": "Render nicely formatted tables that shows docments for any function or method.\n\nsource\n\n\n\n DocmentTbl (obj, verbose=True, returns=True)\n\nCompute the docment table string\nDocmentTbl can render a markdown table showing docments if appropriate. This is an example of how a docments table will render for a function:\n\ndef _f(a, # description of param a\n b=True, # description of param b\n c:str=None\n ) -> int: ...\n\n_dm = DocmentTbl(_f)\n_dm\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\na\n\n\ndescription of param a\n\n\nb\nbool\nTrue\ndescription of param b\n\n\nc\nstr\nNone\n\n\n\nReturns\nint\n\n\n\n\n\n\n\nIf one column in the table has no information, for example because there are no default values, that column will not be shown. In the below example, the Default column, will not be shown. Additionally, if the return of the function is not annotated the Returns row will not be rendered:\n\ndef _f(a,\n b, #param b\n c #param c\n ): ...\n\n_dm2 = DocmentTbl(_f)\n_dm2\n\n\n\n\n\nDetails\n\n\n\n\na\n\n\n\nb\nparam b\n\n\nc\nparam c\n\n\n\n\n\nDocmentTbl also works on classes. By default, the __init__ will be rendered:\n\nclass _Test:\n def __init__(self,\n a, # description of param a\n b=True, # description of param b\n c:str=None):\n ...\n\n def foo(self,\n c:int, # description of param c\n d=True, # description of param d\n ):\n ...\n\n\nDocmentTbl(_Test)\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\na\n\n\ndescription of param a\n\n\nb\nbool\nTrue\ndescription of param b\n\n\nc\nstr\nNone\n\n\n\n\n\n\nYou can also pass a method to be rendered as well:\n\nDocmentTbl(_Test.foo)\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nc\nint\n\ndescription of param c\n\n\nd\nbool\nTrue\ndescription of param d", + "crumbs": [ + "Get Started", + "API", + "showdoc" + ] + }, + { + "objectID": "api/showdoc.html#rendering-docment-tables", + "href": "api/showdoc.html#rendering-docment-tables", + "title": "showdoc", + "section": "", + "text": "Render nicely formatted tables that shows docments for any function or method.\n\nsource\n\n\n\n DocmentTbl (obj, verbose=True, returns=True)\n\nCompute the docment table string\nDocmentTbl can render a markdown table showing docments if appropriate. This is an example of how a docments table will render for a function:\n\ndef _f(a, # description of param a\n b=True, # description of param b\n c:str=None\n ) -> int: ...\n\n_dm = DocmentTbl(_f)\n_dm\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\na\n\n\ndescription of param a\n\n\nb\nbool\nTrue\ndescription of param b\n\n\nc\nstr\nNone\n\n\n\nReturns\nint\n\n\n\n\n\n\n\nIf one column in the table has no information, for example because there are no default values, that column will not be shown. In the below example, the Default column, will not be shown. Additionally, if the return of the function is not annotated the Returns row will not be rendered:\n\ndef _f(a,\n b, #param b\n c #param c\n ): ...\n\n_dm2 = DocmentTbl(_f)\n_dm2\n\n\n\n\n\nDetails\n\n\n\n\na\n\n\n\nb\nparam b\n\n\nc\nparam c\n\n\n\n\n\nDocmentTbl also works on classes. By default, the __init__ will be rendered:\n\nclass _Test:\n def __init__(self,\n a, # description of param a\n b=True, # description of param b\n c:str=None):\n ...\n\n def foo(self,\n c:int, # description of param c\n d=True, # description of param d\n ):\n ...\n\n\nDocmentTbl(_Test)\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\na\n\n\ndescription of param a\n\n\nb\nbool\nTrue\ndescription of param b\n\n\nc\nstr\nNone\n\n\n\n\n\n\nYou can also pass a method to be rendered as well:\n\nDocmentTbl(_Test.foo)\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nc\nint\n\ndescription of param c\n\n\nd\nbool\nTrue\ndescription of param d", + "crumbs": [ + "Get Started", + "API", + "showdoc" + ] + }, + { + "objectID": "api/showdoc.html#documentation-for-an-object", + "href": "api/showdoc.html#documentation-for-an-object", + "title": "showdoc", + "section": "Documentation For An Object", + "text": "Documentation For An Object\nRender the signature as well as the docments to show complete documentation for an object.\n\nsource\n\nShowDocRenderer\n\n ShowDocRenderer (sym, name:str|None=None, title_level:int=3)\n\nShow documentation for sym\n\nsource\n\n\nBasicMarkdownRenderer\n\n BasicMarkdownRenderer (sym, name:str|None=None, title_level:int=3)\n\nMarkdown renderer for show_doc\n\nsource\n\n\nshow_doc\n\n show_doc (sym, renderer=None, name:str|None=None, title_level:int=3)\n\nShow signature and docstring for sym\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nsym\n\n\nSymbol to document\n\n\nrenderer\nNoneType\nNone\nOptional renderer (defaults to markdown)\n\n\nname\nstr | None\nNone\nOptionally override displayed name of sym\n\n\ntitle_level\nint\n3\nHeading level to use for symbol name\n\n\n\nYou can use show_doc to document apis of functions, classes or methods.\n\n\nNumpy Docstrings\nif you have numpy docstrings instead of docments, show_doc will attempt to parse and render those just like docments.\n\n\n\n\n\n\nWarning\n\n\n\nNumpy docstring formatting is very strict. If your docstrings do not strictly adhere to the numpy format, it will not be parsed properly and information about parameters and return values may not properly be rendered in the table below the signature. Where possible, we recommend using docments to annonate your function instead.", + "crumbs": [ + "Get Started", + "API", + "showdoc" + ] + }, + { + "objectID": "api/showdoc.html#show_doc-on-classes", + "href": "api/showdoc.html#show_doc-on-classes", + "title": "showdoc", + "section": "show_doc on Classes", + "text": "show_doc on Classes\nshow_doc works on Classes, too, including when you use @patch.\nYou can define methods for the class Foo with @patch which is convenient in allowing you to break up code for documentation in notebooks.\nClass properties also work with showdoc.", + "crumbs": [ + "Get Started", + "API", + "showdoc" + ] + }, + { + "objectID": "api/showdoc.html#pluggable-renderers", + "href": "api/showdoc.html#pluggable-renderers", + "title": "showdoc", + "section": "Pluggable renderers", + "text": "Pluggable renderers\nYou can replace the default markdown show_doc renderer with custom renderers. For instance, nbdev comes with a simple example for rendering with raw HTML.\n\nsource\n\nBasicHtmlRenderer\n\n BasicHtmlRenderer (sym, name:str|None=None, title_level:int=3)\n\nSimple HTML renderer for show_doc\n\nsource\n\n\ndoc\n\n doc (elt)\n\nShow show_doc info along with link to docs\n\nsource\n\n\nshowdoc_nm\n\n showdoc_nm (tree)\n\nGet the fully qualified name for showdoc.", + "crumbs": [ + "Get Started", + "API", + "showdoc" + ] + }, + { + "objectID": "api/showdoc.html#other-helpers", + "href": "api/showdoc.html#other-helpers", + "title": "showdoc", + "section": "Other helpers", + "text": "Other helpers\n\nsource\n\ncolab_link\n\n colab_link (path)\n\nGet a link to the notebook at path on Colab\n\ncolab_link('index')\n\nOpen index in Colab", + "crumbs": [ + "Get Started", + "API", + "showdoc" + ] + }, + { + "objectID": "api/clean.html", + "href": "api/clean.html", + "title": "clean", + "section": "", + "text": "To avoid pointless conflicts while working with jupyter notebooks (with different execution counts or cell metadata), it is recommended to clean the notebooks before committing anything (done automatically if you install the git hooks with nbdev_install_hooks). The following functions are used to do that.", + "crumbs": [ + "Get Started", + "API", + "clean" + ] + }, + { + "objectID": "api/clean.html#trust", + "href": "api/clean.html#trust", + "title": "clean", + "section": "Trust", + "text": "Trust\n\nsource\n\nnbdev_trust\n\n nbdev_trust (fname:str=None, force_all:bool=False)\n\nTrust notebooks matching fname\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nfname\nstr\nNone\nA notebook name or glob to trust\n\n\nforce_all\nbool\nFalse\nAlso trust notebooks that haven’t changed", + "crumbs": [ + "Get Started", + "API", + "clean" + ] + }, + { + "objectID": "api/clean.html#clean", + "href": "api/clean.html#clean", + "title": "clean", + "section": "Clean", + "text": "Clean\n\nsource\n\nclean_nb\n\n clean_nb (nb, clear_all=False, allowed_metadata_keys:list=None,\n allowed_cell_metadata_keys:list=None, clean_ids=True)\n\nClean nb from superfluous metadata\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nnb\n\n\nThe notebook to clean\n\n\nclear_all\nbool\nFalse\nRemove all cell metadata and cell outputs?\n\n\nallowed_metadata_keys\nlist\nNone\nPreserve the list of keys in the main notebook metadata\n\n\nallowed_cell_metadata_keys\nlist\nNone\nPreserve the list of keys in cell level metadata\n\n\nclean_ids\nbool\nTrue\nRemove ids from plaintext reprs?\n\n\n\nJupyter adds a trailing to images in cell outputs. Vscode-jupyter does not.\nNotebooks should be brought to a common style to avoid unnecessary diffs:\n\ntest_nb = read_nb('../../tests/image.ipynb')\nassert test_nb.cells[0].outputs[0].data['image/png'][-1] == \"\\n\" # Make sure it was not converted by acccident\nclean_nb(test_nb)\nassert test_nb.cells[0].outputs[0].data['image/png'][-1] != \"\\n\"\n\nThe test notebook has metadata in both the main metadata section and contains cell level metadata in the second cell:\n\ntest_nb = read_nb('../../tests/metadata.ipynb')\n\nassert {'meta', 'jekyll', 'my_extra_key', 'my_removed_key'} <= test_nb.metadata.keys()\nassert {'meta', 'hide_input', 'my_extra_cell_key', 'my_removed_cell_key'} == test_nb.cells[1].metadata.keys()\n\nAfter cleaning the notebook, all extra metadata is removed, only some keys are allowed by default:\n\nclean_nb(test_nb)\n\nassert {'jekyll', 'kernelspec'} == test_nb.metadata.keys()\nassert {'hide_input'} == test_nb.cells[1].metadata.keys()\n\nWe can preserve some additional keys at the notebook or cell levels:\n\ntest_nb = read_nb('../../tests/metadata.ipynb')\nclean_nb(test_nb, allowed_metadata_keys={'my_extra_key'}, allowed_cell_metadata_keys={'my_extra_cell_key'})\n\nassert {'jekyll', 'kernelspec', 'my_extra_key'} == test_nb.metadata.keys()\nassert {'hide_input', 'my_extra_cell_key'} == test_nb.cells[1].metadata.keys()\n\nPassing clear_all=True removes everything from the cell metadata:\n\ntest_nb = read_nb('../../tests/metadata.ipynb')\nclean_nb(test_nb, clear_all=True)\n\nassert {'jekyll', 'kernelspec'} == test_nb.metadata.keys()\ntest_eq(test_nb.cells[1].metadata, {})\n\nPassing clean_ids=True removes ids from plaintext repr outputs, to avoid notebooks whose contents change on each run since they often lead to git merge conflicts. For example:\n<PIL.PngImagePlugin.PngImageFile image mode=L size=28x28 at 0x7FB4F8979690>\nbecomes:\n<PIL.PngImagePlugin.PngImageFile image mode=L size=28x28>\n\nsource\n\n\nprocess_write\n\n process_write (warn_msg, proc_nb, f_in, f_out=None, disp=False)\n\n\nsource\n\n\nnbdev_clean\n\n nbdev_clean (fname:str=None, clear_all:bool=False, disp:bool=False,\n stdin:bool=False)\n\nClean all notebooks in fname to avoid merge conflicts\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nfname\nstr\nNone\nA notebook name or glob to clean\n\n\nclear_all\nbool\nFalse\nRemove all cell metadata and cell outputs?\n\n\ndisp\nbool\nFalse\nPrint the cleaned outputs\n\n\nstdin\nbool\nFalse\nRead notebook from input stream\n\n\n\nBy default (fname left to None), all the notebooks in config.nbs_path are cleaned. You can opt in to fully clean the notebook by removing every bit of metadata and the cell outputs by passing clear_all=True.\nIf you want to keep some keys in the main notebook metadata you can set allowed_metadata_keys in settings.ini. Similarly for cell level metadata use: allowed_cell_metadata_keys. For example, to preserve both k1 and k2 at both the notebook and cell level adding the following in settings.ini:\n...\nallowed_metadata_keys = k1 k2\nallowed_cell_metadata_keys = k1 k2\n...\n\nsource\n\n\nclean_jupyter\n\n clean_jupyter (path, model, **kwargs)\n\nClean Jupyter model pre save to path\nThis cleans notebooks on-save to avoid unnecessary merge conflicts. The easiest way to install it for both Jupyter Notebook and Lab is by running nbdev_install_hooks. It works by implementing a pre_save_hook from Jupyter’s file save hook API.", + "crumbs": [ + "Get Started", + "API", + "clean" + ] + }, + { + "objectID": "api/clean.html#hooks", + "href": "api/clean.html#hooks", + "title": "clean", + "section": "Hooks", + "text": "Hooks\n\nsource\n\nnbdev_install_hooks\n\n nbdev_install_hooks ()\n\nInstall Jupyter and git hooks to automatically clean, trust, and fix merge conflicts in notebooks\nSee clean_jupyter and nbdev_merge for more about how each hook works.", + "crumbs": [ + "Get Started", + "API", + "clean" + ] + }, + { + "objectID": "api/quarto.html", + "href": "api/quarto.html", + "title": "quarto", + "section": "", + "text": "Helpful background on how Quarto fits in here: https://nbdev.fast.ai/explanations/docs.html", + "crumbs": [ + "Get Started", + "API", + "quarto" + ] + }, + { + "objectID": "api/quarto.html#install", + "href": "api/quarto.html#install", + "title": "quarto", + "section": "Install", + "text": "Install\n\nsource\n\ninstall_quarto\n\n install_quarto ()\n\nInstall latest Quarto on macOS or Linux, prints instructions for Windows\n\nsource\n\n\ninstall\n\n install ()\n\nInstall Quarto and the current library", + "crumbs": [ + "Get Started", + "API", + "quarto" + ] + }, + { + "objectID": "api/quarto.html#sidebar", + "href": "api/quarto.html#sidebar", + "title": "quarto", + "section": "Sidebar", + "text": "Sidebar\n\nsource\n\nIndentDumper\n\n IndentDumper (stream, default_style=None, default_flow_style=False,\n canonical=None, indent=None, width=None,\n allow_unicode=None, line_break=None, encoding=None,\n explicit_start=None, explicit_end=None, version=None,\n tags=None, sort_keys=True)\n\nInitialize self. See help(type(self)) for accurate signature.\n\nsource\n\n\nnbdev_sidebar\n\n nbdev_sidebar (path:str=None, printit:bool=False, force:bool=False,\n skip_folder_re:str='(?:^[_.]|^www\\\\$)',\n file_glob:str=None, file_re:str='\\\\.(?:ipynb|qmd|html)$',\n symlinks:bool=False, folder_re:str=None,\n skip_file_glob:str=None, skip_file_re:str='^[_.]')\n\nCreate sidebar.yml\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\nNone\nPath to notebooks\n\n\nprintit\nbool\nFalse\nPrint YAML for debugging\n\n\nforce\nbool\nFalse\nCreate sidebar even if settings.ini custom_sidebar=False\n\n\nskip_folder_re\nstr\n(?:^[_.]|^www$)\nSkip folders matching regex\n\n\nfile_glob\nstr\nNone\nOnly include files matching glob\n\n\nfile_re\nstr\n.(?:ipynb|qmd|html)$\nOnly include files matching regex\n\n\nsymlinks\nbool\nFalse\nFollow symlinks?\n\n\nfolder_re\nstr\nNone\nOnly enter folders matching regex\n\n\nskip_file_glob\nstr\nNone\nSkip files matching glob\n\n\nskip_file_re\nstr\n^[_.]\nSkip files matching regex\n\n\n\n\n# nbdev_sidebar(printit=True, force=True)", + "crumbs": [ + "Get Started", + "API", + "quarto" + ] + }, + { + "objectID": "api/quarto.html#render-docs", + "href": "api/quarto.html#render-docs", + "title": "quarto", + "section": "Render docs", + "text": "Render docs\n\nsource\n\nrefresh_quarto_yml\n\n refresh_quarto_yml ()\n\nGenerate _quarto.yml from settings.ini.\n\nsource\n\n\nnbdev_proc_nbs\n\n nbdev_proc_nbs (path:str='', n_workers:int=4, force:bool=False,\n file_glob:str='', file_re:str='', symlinks:bool=False,\n folder_re:str=None, skip_file_glob:str=None,\n skip_file_re:str='^[_.]', skip_folder_re:str='^[_.]')\n\nProcess notebooks in path for docs rendering\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\n\nPath to notebooks\n\n\nn_workers\nint\n4\nNumber of workers\n\n\nforce\nbool\nFalse\nIgnore cache and build all\n\n\nfile_glob\nstr\n\nOnly include files matching glob\n\n\nfile_re\nstr\n\nOnly include files matching glob\n\n\nsymlinks\nbool\nFalse\nFollow symlinks?\n\n\nfolder_re\nstr\nNone\nOnly enter folders matching regex\n\n\nskip_file_glob\nstr\nNone\nSkip files matching glob\n\n\nskip_file_re\nstr\n^[_.]\nSkip files matching regex\n\n\nskip_folder_re\nstr\n^[_.]\nSkip folders matching regex\n\n\n\n\nsource\n\n\nnbdev_readme\n\n nbdev_readme (path:str=None, chk_time:bool=False)\n\nCreate README.md from readme_nb (index.ipynb by default)\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\nNone\nPath to notebooks\n\n\nchk_time\nbool\nFalse\nOnly build if out of date\n\n\n\nnbdev_readme calls “quarto render,” which is explained in the Quarto guide here.\n\nsource\n\n\nnbdev_docs\n\n nbdev_docs (path:str=None, n_workers:int=4, file_glob:str=None,\n file_re:str='\\\\.(?:ipynb|qmd|html)$', symlinks:bool=False,\n folder_re:str=None, skip_file_glob:str=None,\n skip_file_re:str='^[_.]', skip_folder_re:str='^[_.]')\n\nCreate Quarto docs and README.md\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\nNone\nPath to notebooks\n\n\nn_workers\nint\n4\nNumber of workers\n\n\nfile_glob\nstr\nNone\nOnly include files matching glob\n\n\nfile_re\nstr\n.(?:ipynb|qmd|html)$\nOnly include files matching regex\n\n\nsymlinks\nbool\nFalse\nFollow symlinks?\n\n\nfolder_re\nstr\nNone\nOnly enter folders matching regex\n\n\nskip_file_glob\nstr\nNone\nSkip files matching glob\n\n\nskip_file_re\nstr\n^[_.]\nSkip files matching regex\n\n\nskip_folder_re\nstr\n^[_.]\nSkip folders matching regex\n\n\n\n\nsource\n\n\nprepare\n\n prepare ()\n\nExport, test, and clean notebooks, and render README if needed", + "crumbs": [ + "Get Started", + "API", + "quarto" + ] + }, + { + "objectID": "api/quarto.html#preview", + "href": "api/quarto.html#preview", + "title": "quarto", + "section": "Preview", + "text": "Preview\n\nsource\n\nfs_watchdog\n\n fs_watchdog (func, path, recursive:bool=True)\n\nFile system watchdog dispatching to func\n\nsource\n\n\nnbdev_preview\n\n nbdev_preview (path:str=None, port:int=None, host:str=None,\n no_browser:bool=False, n_workers:int=4,\n file_glob:str=None, file_re:str='\\\\.(?:ipynb|qmd|html)$',\n symlinks:bool=False, folder_re:str=None,\n skip_file_glob:str=None, skip_file_re:str='^[_.]',\n skip_folder_re:str='^[_.]')\n\nPreview docs locally\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\nNone\nPath to notebooks\n\n\nport\nint\nNone\nThe port on which to run preview\n\n\nhost\nstr\nNone\nThe host on which to run preview\n\n\nno_browser\nbool\nFalse\nDo not open a browser\n\n\nn_workers\nint\n4\nNumber of workers\n\n\nfile_glob\nstr\nNone\nOnly include files matching glob\n\n\nfile_re\nstr\n.(?:ipynb|qmd|html)$\nOnly include files matching regex\n\n\nsymlinks\nbool\nFalse\nFollow symlinks?\n\n\nfolder_re\nstr\nNone\nOnly enter folders matching regex\n\n\nskip_file_glob\nstr\nNone\nSkip files matching glob\n\n\nskip_file_re\nstr\n^[_.]\nSkip files matching regex\n\n\nskip_folder_re\nstr\n^[_.]\nSkip folders matching regex", + "crumbs": [ + "Get Started", + "API", + "quarto" + ] + }, + { + "objectID": "api/export.html", + "href": "api/export.html", + "title": "export", + "section": "", + "text": "source\n\nExportModuleProc\n\n ExportModuleProc ()\n\nA processor which exports code to a module\nSpecify dest where the module(s) will be exported to, and optionally a class to use to create the module (ModuleMaker, by default).\nExported cells are stored in a dict called modules, where the keys are the modules exported to. Those without an explicit module are stored in the '#' key, which will be exported to default_exp.\n\neverything_fn = '../../tests/01_everything.ipynb'\n\nexp = ExportModuleProc()\nproc = NBProcessor(everything_fn, exp)\nproc.process()\ntest_eq(exp.default_exp, 'everything')\nassert 'print_function' in exp.modules['#'][1].source\nassert 'h_n' in exp.in_all['some.thing'][0].source\n\n\n\nOptional export processors\n\nsource\n\n\nblack_format\n\n black_format (cell, force=False)\n\nProcessor to format code with black\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\ncell\n\n\nCell to format\n\n\nforce\nbool\nFalse\nTurn black formatting on regardless of settings.ini\n\n\n\n\n_cell = read_nb('../../tests/export_procs.ipynb')['cells'][0]\nblack_format(_cell, force=True)\ntest_eq(_cell.source, 'j = [1, 2, 3]')\n\n\nsource\n\n\nscrub_magics\n\n scrub_magics (cell)\n\nProcessor to remove cell magics from exported code\n\n\n\n\nDetails\n\n\n\n\ncell\nCell to format\n\n\n\nscrub_magics is a processor that scrubs the jupyter “magics” lines out of exported cells. This can be helpful when using tools like sparkmagic or just Jupyter’s builtin magics in an nbdev project.\nUsage:\nThis behavior can be enabled by passing scrub_magics into the --procs flag of the nbdev_export command. - nbdev_export --procs scrub_magics - nbdev_export --procs 'scrub_magics black_format'\nExample:\nA cell like below could export the line \"hello nbdev\" into the bar module. And the %%spark magic line would be omitted.\n%%spark\n#|export bar\n\"hello nbdev\"\nIt will export as something similar to this:\n# %% ../path/to/01_bar.ipynb 1\n\"hello nbdev\"\n\n_cell = read_nb('../../tests/export_procs.ipynb')['cells'][2]\nscrub_magics(_cell)\ntest_eq(_cell.source, '''#|export bar\n\"hello nbdev\"''')\n\n\nsource\n\n\noptional_procs\n\n optional_procs ()\n\nAn explicit list of processors that could be used by nb_export\n\n# every optional processor should be explicitly listed here\ntest_eq(optional_procs(), ['black_format', 'scrub_magics'])\n\n\n\nnb_export\n\nsource\n\n\nnb_export\n\n nb_export (nbname, lib_path=None, procs=None, debug=False,\n mod_maker=<class 'nbdev.maker.ModuleMaker'>, name=None)\n\nCreate module(s) from notebook\nLet’s check we can import a test file:\n\nshutil.rmtree('tmp', ignore_errors=True)\nnb_export('../../tests/00_some.thing.ipynb', 'tmp')\n\ng = exec_new('import tmp.some.thing')\ntest_eq(g['tmp'].some.thing.__all__, ['a'])\ntest_eq(g['tmp'].some.thing.a, 1)\n\nWe’ll also check that our ‘everything’ file exports correctly:\n\nnb_export(everything_fn, 'tmp')\n\ng = exec_new('import tmp.everything; from tmp.everything import *')\n_alls = L(\"a b d e m n o p q\".split())\nfor s in _alls.map(\"{}_y\"): assert s in g, s\nfor s in \"c_y_nall _f_y_nall g_n h_n i_n j_n k_n l_n\".split(): assert s not in g, s\nfor s in _alls.map(\"{}_y\") + [\"c_y_nall\", \"_f_y_nall\"]: assert hasattr(g['tmp'].everything,s), s\n\nThat notebook should also export one extra function to tmp.some.thing:\n\ndel(sys.modules['tmp.some.thing']) # remove from module cache\ng = exec_new('import tmp.some.thing')\ntest_eq(g['tmp'].some.thing.__all__, ['a','h_n'])\ntest_eq(g['tmp'].some.thing.h_n(), None)\n\n\nPath('../nbdev/export.py').unlink(missing_ok=True)\nnb_export('04_export.ipynb')\n\ng = exec_new('import nbdev.export')\nassert hasattr(g['nbdev'].export, 'nb_export')", + "crumbs": [ + "Get Started", + "API", + "export" + ] + }, + { + "objectID": "api/sync.html", + "href": "api/sync.html", + "title": "sync", + "section": "", + "text": "The library is primarily developed in notebooks so any big changes should be made there. But sometimes, it’s easier to fix small bugs or typos in the modules directly. nbdev_update is the function that will propagate those changes back to the corresponding notebooks. Note that you can’t create new cells or reorder cells with that functionality, so your corrections should remain limited.\n\nsource\n\nabsolute_import\n\n absolute_import (name, fname, level)\n\nUnwarps a relative import in name according to fname\n\ntest_eq(absolute_import('xyz', 'nbdev', 0), 'xyz')\ntest_eq(absolute_import('', 'nbdev', 1), 'nbdev')\ntest_eq(absolute_import(None, 'nbdev', 1), 'nbdev')\ntest_eq(absolute_import('core', 'nbdev', 1), 'nbdev.core')\ntest_eq(absolute_import('core', 'nbdev/vision', 2), 'nbdev.core') # from ..core import *\ntest_eq(absolute_import('transform', 'nbdev/vision', 1), 'nbdev.vision.transform') # from .transform import *\ntest_eq(absolute_import('notebook.core', 'nbdev/data', 2), 'nbdev.notebook.core') # from ..notebook.core import *\n\n\nsource\n\n\nnbdev_update\n\n nbdev_update (fname:str=None)\n\nPropagate change in modules matching fname to notebooks that created them\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nfname\nstr\nNone\nA Python file name to update", + "crumbs": [ + "Get Started", + "API", + "sync" + ] + }, + { + "objectID": "api/processors.html", + "href": "api/processors.html", + "title": "processors", + "section": "", + "text": "On this page we’ll be using this private helper to process a notebook and return the results, to simplify testing:\n\ndef _run_procs(procs=None, return_nb=False, path=_test_file):\n nbp = NBProcessor(path, procs)\n nbp.process()\n if return_nb: return nbp.nb\n return '\\n'.join([str(cell) for cell in nbp.nb.cells])\n\n\nsource\n\npopulate_language\n\n populate_language (nb)\n\nSet cell language based on NB metadata and magics\n\nsource\n\n\ninsert_warning\n\n insert_warning (nb)\n\nInsert Autogenerated Warning Into Notebook after the first cell.\nThis preprocessor inserts a warning in the markdown destination that the file is autogenerated. This warning is inserted in the second cell so we do not interfere with front matter.\n\nres = _run_procs(insert_warning)\nassert \"<!-- WARNING: THIS FILE WAS AUTOGENERATED!\" in res\n\n\nL('foo', None, 'a').filter(lambda x:x == 1)\n_tstre = re.compile('a')\n\n\nsource\n\n\nadd_show_docs\n\n add_show_docs (nb)\n\nAdd show_doc cells after exported cells, unless they are already documented\n\nsource\n\n\ncell_lang\n\n cell_lang (cell)\n\n\nres = _run_procs([populate_language, add_show_docs])\nassert \"show_doc(some_func)'\" in res\nassert \"show_doc(and_another)'\" in res\nassert \"show_doc(another_func)'\" not in res\n\n\nsource\n\n\nfdiv\n\n fdiv (attrs='')\n\nCreate a fenced div markdown cell in quarto\n\na = fdiv('.py-2')\ntest_eq(a.cell_type, 'markdown')\ntest_eq(a.source, '::: {.py-2}')\n\n\nsource\n\n\nboxify\n\n boxify (cells)\n\nAdd a box around cells\n\nsource\n\n\nmv_exports\n\n mv_exports (nb)\n\nMove exports cells to after the show_doc\n\nsource\n\n\nadd_links\n\n add_links (cell)\n\nAdd links to markdown cells\n\nres = _run_procs(add_links)\nassert \"[`numpy.array`](https://numpy.org/doc/stable/reference/generated/numpy.array.html#numpy.array)\" in res\nassert \"[`ModuleMaker`](https://nbdev.fast.ai/api/maker.html#modulemaker) but not a link to `foobar`.\" in res\nassert \"A link in a docstring: [`ModuleMaker`](https://nbdev.fast.ai/api/maker.html#modulemaker).\" in res\nassert \"And not a link to <code>dict2nb</code>.\" in res\n\n\nsource\n\n\nadd_fold\n\n add_fold (cell)\n\nAdd code-fold to exports cells\n\nres = _run_procs(add_fold)\nassert \"#| code-fold: show\" in res\n\nGets rid of colors that are streamed from standard out, which can interfere with static site generators:\n\nsource\n\n\nstrip_ansi\n\n strip_ansi (cell)\n\nStrip Ansi Characters.\n\nres = _run_procs(strip_ansi)\nassert not _re_ansi_escape.findall(res)\n\n\nsource\n\n\nstrip_hidden_metadata\n\n strip_hidden_metadata (cell)\n\nStrips “hidden” metadata property from code cells so it doesn’t interfere with docs rendering\n\nsource\n\n\nhide_\n\n hide_ (cell)\n\nHide cell from output\n\nres = _run_procs(hide_)\nassert 'you will not be able to see this cell at all either' not in res\n\n\nsource\n\n\nhide_line\n\n hide_line (cell)\n\nHide lines of code in code cells with the directive hide_line at the end of a line of code\n\nres = _run_procs(hide_line)\nassert r\"def show():\\n a = 2\\n b = 3\" not in res\nassert r\"def show():\\n a = 2\" in res\n\n\nsource\n\n\nfilter_stream_\n\n filter_stream_ (cell, *words)\n\nRemove output lines containing any of words in cell stream output\n\nres = _run_procs(filter_stream_)\nexp=r\"'A line\\n', 'Another line.\\n'\"\nassert exp in res\n\n\nsource\n\n\nai_magics\n\n ai_magics (cell)\n\nA preprocessor to convert AI magics to markdown\n\nres = _run_procs(ai_magics)\nassert \"'source': 'This is a test.'\" in res\n\n\nsource\n\n\nclean_magics\n\n clean_magics (cell)\n\nA preprocessor to remove cell magic commands\n\nres = _run_procs(clean_magics)\nassert \"%%\" not in res\n\n\nsource\n\n\nrm_header_dash\n\n rm_header_dash (cell)\n\nRemove headings that end with a dash -\n\nres = _run_procs(rm_header_dash)\nassert 'some words' in res\nassert 'A heading to Hide' not in res\nassert 'Yet another heading to hide' not in res\n\n\nsource\n\n\nrm_export\n\n rm_export (cell)\n\nRemove cells that are exported or hidden\n\nres = _run_procs(rm_export)\nassert 'dontshow' not in res\n\n\nsource\n\n\nclean_show_doc\n\n clean_show_doc (cell)\n\nRemove ShowDoc input cells\n\nsource\n\n\nexec_show_docs\n\n exec_show_docs (nb)\n\nExecute cells needed for show_docs output, including exported cells and imports\n\nres = _run_procs([add_show_docs, exec_show_docs])\nassert res\n\n\nsource\n\n\nFilterDefaults\n\n FilterDefaults ()\n\nOverride FilterDefaults to change which notebook processors are used", + "crumbs": [ + "Get Started", + "API", + "processors" + ] + }, + { + "objectID": "api/release.html", + "href": "api/release.html", + "title": "release", + "section": "", + "text": "nbdev.release provides 3 commands that you can run from your shell to manage your changelog file and git releases:\n\nnbdev_changelog: creates a CHANGELOG.md file from closed and labeled GitHub issues\nnbdev_release_git: tags and creates a release in GitHub for the current version\nnbdev_release_gh: calls nbdev_changelog, lets you edit the result, then pushes to git and calls nbdev_release_git\n\nIt provides 3 futher commands for releasing packages on pypi or conda:\n\nnbdev_pypi: Create and upload a pypi installer\nnbdev_conda: Create and upload a conda installer\nnbdev_release_both: Create and upload both pypi and conda installers\n\nHere’s a brief demonstration of how to use the changelog and git release tools in nbdev.release. This demo first creates an issue using the gh command line tool, and then closes it using git; you can also use GitHub’s web interface for both of these tasks. (Note that this functionality used to be in a project called fastrelease, so in the video the command line tools have different names, starting with fastrelease_ instead of nbdev_).\n\n\n\nYou’ll need to get a GitHub personal access token if you haven’t already. To do so, click here and enter “nbdev” in the “Note” section, and click the repo checkbox.\nThen click “Generate Token” at the bottom of the screen, and copy the token (the long string of letters and numbers shown). You can easily do that by clicking the little clipboard icon next to the token.\n\nIt’s easiest to save the token as an environment variable GITHUB_TOKEN that can be automatically accessed. We recommend you do this is by adding the following to the end of your .bashrc or .zshrc file:\nexport GITHUB_TOKEN=xxx\n…and then replace the xxx with the token you just copied. It will automatically be avaialble whenever you start a new shell (but don’t forget to source that file or open a new shell after you change it.).\n\n\n\nNow you’re ready to create your release notes. These are created in a file called CHANGELOG.md. Here’s an example of what it creates: nbdev CHANGELOG.\nAll issues with the label bug, enhancement, or breaking that have been closed in your repo since your last release will be added to the top of this file. If you haven’t made any releases before, then all issues with those labels will be included.\nTherefore, before you create or update CHANGELOG.md, go to your GitHub issues page, remove is:open from the filter, and label any issues you want included with one of the labels above. When you’ve done that, you can create or update your release notes by running in your terminal:\nnbdev_changelog\nThe titles and bodies of each issue will be added. Open CHANGELOG.md in your editor and make any edits that you want, and then commit the file to your repo (remember to git add it!)\n\n\n\nYou should now tag a release. This will create a tag in GitHub with your current version number in settings.ini, and will then make it into a release, using your latest release notes as the description of the release:\nnbdev_release_git\nAfter you run this, be sure to increment your version number in settings.ini. You can either edit it manually, or if you use nbdev it can be done for you by running:\nnbdev_bump_version\n\n\n\nTo complete both of the steps above, run:\nnbdev_release_gh\nSee the screencast above for a demonstration of this.", + "crumbs": [ + "Get Started", + "API", + "release" + ] + }, + { + "objectID": "api/release.html#overview", + "href": "api/release.html#overview", + "title": "release", + "section": "", + "text": "nbdev.release provides 3 commands that you can run from your shell to manage your changelog file and git releases:\n\nnbdev_changelog: creates a CHANGELOG.md file from closed and labeled GitHub issues\nnbdev_release_git: tags and creates a release in GitHub for the current version\nnbdev_release_gh: calls nbdev_changelog, lets you edit the result, then pushes to git and calls nbdev_release_git\n\nIt provides 3 futher commands for releasing packages on pypi or conda:\n\nnbdev_pypi: Create and upload a pypi installer\nnbdev_conda: Create and upload a conda installer\nnbdev_release_both: Create and upload both pypi and conda installers\n\nHere’s a brief demonstration of how to use the changelog and git release tools in nbdev.release. This demo first creates an issue using the gh command line tool, and then closes it using git; you can also use GitHub’s web interface for both of these tasks. (Note that this functionality used to be in a project called fastrelease, so in the video the command line tools have different names, starting with fastrelease_ instead of nbdev_).\n\n\n\nYou’ll need to get a GitHub personal access token if you haven’t already. To do so, click here and enter “nbdev” in the “Note” section, and click the repo checkbox.\nThen click “Generate Token” at the bottom of the screen, and copy the token (the long string of letters and numbers shown). You can easily do that by clicking the little clipboard icon next to the token.\n\nIt’s easiest to save the token as an environment variable GITHUB_TOKEN that can be automatically accessed. We recommend you do this is by adding the following to the end of your .bashrc or .zshrc file:\nexport GITHUB_TOKEN=xxx\n…and then replace the xxx with the token you just copied. It will automatically be avaialble whenever you start a new shell (but don’t forget to source that file or open a new shell after you change it.).\n\n\n\nNow you’re ready to create your release notes. These are created in a file called CHANGELOG.md. Here’s an example of what it creates: nbdev CHANGELOG.\nAll issues with the label bug, enhancement, or breaking that have been closed in your repo since your last release will be added to the top of this file. If you haven’t made any releases before, then all issues with those labels will be included.\nTherefore, before you create or update CHANGELOG.md, go to your GitHub issues page, remove is:open from the filter, and label any issues you want included with one of the labels above. When you’ve done that, you can create or update your release notes by running in your terminal:\nnbdev_changelog\nThe titles and bodies of each issue will be added. Open CHANGELOG.md in your editor and make any edits that you want, and then commit the file to your repo (remember to git add it!)\n\n\n\nYou should now tag a release. This will create a tag in GitHub with your current version number in settings.ini, and will then make it into a release, using your latest release notes as the description of the release:\nnbdev_release_git\nAfter you run this, be sure to increment your version number in settings.ini. You can either edit it manually, or if you use nbdev it can be done for you by running:\nnbdev_bump_version\n\n\n\nTo complete both of the steps above, run:\nnbdev_release_gh\nSee the screencast above for a demonstration of this.", + "crumbs": [ + "Get Started", + "API", + "release" + ] + }, + { + "objectID": "api/release.html#python-api", + "href": "api/release.html#python-api", + "title": "release", + "section": "Python API", + "text": "Python API\n\nsource\n\nRelease\n\n Release (owner=None, repo=None, token=None, **groups)\n\nCreate CHANGELOG.md from GitHub issues\nTo create a markdown changelog, first create a Release object, optionally passing a mapping from GitHub labels to markdown titles. Put your github token in a file named token at the root of your repo. Release attempts to fetch values for arguments from the following locations if not supplied:\n\nowner: fetched from the field user in settings.ini. This is the owner name of the repository on GitHub. For example for the repo fastai/fastcore the owner would be fastai.\nrepo: fetched from the field lib_name in settings.ini. This is the name of the repository on GitHub. For example for the repo fastai/fastcore the owner would be fastcore.\ntoken: fetched from a file named token at the root of your repo. Creating a token is discussed in the setup section.\ngroups: (optional) fetched from the field label_groups in settings.ini, which is a JSON string. This is a mapping from label names to titles in your release notes. If not specified, this defaults to:\n\n{\"breaking\": \"Breaking Changes\", \"enhancement\":\"New Features\", \"bug\":\"Bugs Squashed\"}\n\nsource\n\n\nRelease.changelog\n\n Release.changelog (debug=False)\n\nCreate the CHANGELOG.md file, or return the proposed text if debug is True\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\ndebug\nbool\nFalse\nJust print the latest changes, instead of updating file\n\n\n\n\nrel = Release()\n# print(rel.changelog(debug=True))\n\n\nsource\n\n\nRelease.release\n\n Release.release ()\n\nTag and create a release in GitHub for the current version\nThis uses the version information from your settings.ini.\n\nsource\n\n\nRelease.latest_notes\n\n Release.latest_notes ()\n\nLatest CHANGELOG entry\nAll relevant pull requests and issues are fetched from the GitHub API, and are categorized according to a user-supplied mapping from labels to markdown headings.", + "crumbs": [ + "Get Started", + "API", + "release" + ] + }, + { + "objectID": "api/release.html#cli-functions", + "href": "api/release.html#cli-functions", + "title": "release", + "section": "CLI functions", + "text": "CLI functions\n\nsource\n\nchangelog\n\n changelog (debug:<function store_true>=False, repo:str=None)\n\nCreate a CHANGELOG.md file from closed and labeled GitHub issues\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\ndebug\nstore_true\nFalse\nPrint info to be added to CHANGELOG, instead of updating file\n\n\nrepo\nstr\nNone\nrepo to use instead of lib_name from settings.ini\n\n\n\n\nsource\n\n\nrelease_git\n\n release_git (token:str=None)\n\nTag and create a release in GitHub for the current version\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\ntoken\nstr\nNone\nOptional GitHub token (otherwise token file is used)\n\n\n\n\nsource\n\n\nrelease_gh\n\n release_gh (token:str=None)\n\nCalls nbdev_changelog, lets you edit the result, then pushes to git and calls nbdev_release_git\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\ntoken\nstr\nNone\nOptional GitHub token (otherwise token file is used)", + "crumbs": [ + "Get Started", + "API", + "release" + ] + }, + { + "objectID": "api/release.html#publish-packages", + "href": "api/release.html#publish-packages", + "title": "release", + "section": "Publish Packages", + "text": "Publish Packages\n\nsource\n\npypi_json\n\n pypi_json (s)\n\nDictionary decoded JSON for PYPI path s\n\nsource\n\n\nlatest_pypi\n\n latest_pypi (name)\n\nLatest version of name on pypi\n\nsource\n\n\npypi_details\n\n pypi_details (name)\n\nVersion, URL, and SHA256 for name from pypi\n\nsource\n\n\nconda_output_path\n\n conda_output_path (name, build='build')\n\nOutput path for conda build\n\nsource\n\n\nwrite_conda_meta\n\n write_conda_meta (path='conda')\n\nWrites a meta.yaml file to the conda directory of the current directory\nThis function is used in the conda_package CLI command.\nNB: you need to first of all upload your package to PyPi, before creating the conda package.\n\nsource\n\n\nwrite_requirements\n\n write_requirements (path:str='')\n\nWrites a requirements.txt file to directory based on settings.ini.\nThis function can be used in situations where you need to generate a requirements.txt file for a project.\n\nsource\n\n\nanaconda_upload\n\n anaconda_upload (name, loc=None, user=None, token=None, env_token=None)\n\nUpload name to anaconda\n\nfrom fastcore.xtras import globtastic\n\n\nsource\n\n\nrelease_conda\n\n release_conda (path:str='conda', do_build:<function bool_arg>=True,\n build_args:str='', skip_upload:<function\n store_true>=False, mambabuild:<function store_true>=False,\n upload_user:str=None)\n\nCreate a meta.yaml file ready to be built into a package, and optionally build and upload it\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\nconda\nPath where package will be created\n\n\ndo_build\nbool_arg\nTrue\nRun conda build step\n\n\nbuild_args\nstr\n\nAdditional args (as str) to send to conda build\n\n\nskip_upload\nstore_true\nFalse\nSkip anaconda upload step\n\n\nmambabuild\nstore_true\nFalse\nUse mambabuild (requires boa)\n\n\nupload_user\nstr\nNone\nOptional user to upload package to\n\n\n\n\nsource\n\n\nchk_conda_rel\n\n chk_conda_rel (nm:str, apkg:str=None, channel:str='fastai',\n force:<function store_true>=False)\n\nPrints GitHub tag only if a newer release exists on Pypi compared to an Anaconda Repo.\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nnm\nstr\n\nPackage name on pypi\n\n\napkg\nstr\nNone\nAnaconda Package (defaults to {nm})\n\n\nchannel\nstr\nfastai\nAnaconda Channel\n\n\nforce\nstore_true\nFalse\nAlways return github tag\n\n\n\nTo build and upload a conda package, cd to the root of your repo, and then:\nnbdev_conda_package\nOr to do things more manually:\nnbdev_conda_package --do_build false\ncd conda\nconda build --no-anaconda-upload --output-folder build {name}\nanaconda upload build/noarch/{name}-{ver}-*.tar.bz2\nAdd --debug to the conda build command to debug any problems that occur. Note that the build step takes a few minutes. Add -u {org_name} to the anaconda upload command if you wish to upload to an organization, or pass upload_user to nbdev_conda_package.\nNB: you need to first of all upload your package to PyPi, before creating the conda package.\n\nsource\n\n\nrelease_pypi\n\n release_pypi (repository:str='pypi')\n\nCreate and upload Python package to PyPI\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nrepository\nstr\npypi\nRespository to upload to (defined in ~/.pypirc)\n\n\n\nUse --repository flag to upload to TestPypi (e.g. nbdev_pypi --repository testpypi) and custom/private repositories.\nThe ~/.pypirc file can be updated to configure the additional repositories, see example below:\n[distutils]\nindex-servers =\n pypi\n testpypi\n private-repository\n\n[pypi]\nusername = __token__\npassword = <PyPI token>\n\n[testpypi]\nusername = __token__\npassword = <TestPyPI token>\n\n[private-repository]\nrepository = <private-repository URL>\nusername = <private-repository username>\npassword = <private-repository password>\nUse nbdev_pypi --repository private-repository to upload to the private repository.\n\nsource\n\n\nrelease_both\n\n release_both (path:str='conda', do_build:<function bool_arg>=True,\n build_args:str='', skip_upload:<function store_true>=False,\n mambabuild:<function store_true>=False,\n upload_user:str=None, repository:str='pypi')\n\nRelease both conda and PyPI packages\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\nconda\nPath where package will be created\n\n\ndo_build\nbool_arg\nTrue\nRun conda build step\n\n\nbuild_args\nstr\n\nAdditional args (as str) to send to conda build\n\n\nskip_upload\nstore_true\nFalse\nSkip anaconda upload step\n\n\nmambabuild\nstore_true\nFalse\nUse mambabuild (requires boa)\n\n\nupload_user\nstr\nNone\nOptional user to upload package to\n\n\nrepository\nstr\npypi\nPypi respository to upload to (defined in ~/.pypirc)", + "crumbs": [ + "Get Started", + "API", + "release" + ] + }, + { + "objectID": "api/release.html#bump-version", + "href": "api/release.html#bump-version", + "title": "release", + "section": "Bump Version", + "text": "Bump Version\n\nsource\n\nbump_version\n\n bump_version (version, part=2, unbump=False)\n\n\nsource\n\n\nnbdev_bump_version\n\n nbdev_bump_version (part:int=2, unbump:bool=False)\n\nIncrement version in settings.ini by one\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npart\nint\n2\nPart of version to bump\n\n\nunbump\nbool\nFalse\nReduce version instead of increasing it", + "crumbs": [ + "Get Started", + "API", + "release" + ] + }, + { + "objectID": "api/frontmatter.html", + "href": "api/frontmatter.html", + "title": "frontmatter", + "section": "", + "text": "source\n\nFrontmatterProc\n\n FrontmatterProc (nb)\n\nA YAML and formatted-markdown frontmatter processor\nYAML frontmatter can be added to notebooks in one of two ways:\n\nBy adding a raw notebook cell with --- as the first and last lines, and YAML between them, or\nA specially formatted markdown cell. The first line should be start with a single # (creating an H1 heading), and becomes the title. Then, optionally, a line beginning with > (creating a quote block), which becomes the description. Finally, zero or more lines beginning with - (creating a list), each of which contains YAML. (If you already have “title” defined in frontmatter in a raw cell, then markdown cells will be ignored.)\n\nFor instance, our test notebook contains the following markdown cell:\n# a title\n> A description\n- key1: value1\n- key2: value2\n- categories: [c1, c2]\nIt also contains the following raw cell:\n---\nexecute:\n echo: false\n---\nWhen we process with FrontmatterProc, these will both be removed, and a single raw cell will be added to the top, containing the combined YAML frontmatter:\n\nnbp = NBProcessor(_test_file, procs=FrontmatterProc)\nnbp.process()\nprint(nbp.nb.cells[0].source)\n\n---\ncategories:\n- c1\n- c2\ndescription: A description\nexecute:\n echo: false\nkey1: value1\nkey2: value2\noutput-file: docs_test.html\ntitle: a title\n\n---\n\n\n\n\nIn addition, a frontmatter_ attr will be added to the notebook, containing this information as a dict:\n\nd = nbp.nb.frontmatter_\nd\n\n{'execute': {'echo': False},\n 'title': 'a title',\n 'description': 'A description',\n 'key1': 'value1',\n 'key2': 'value2',\n 'categories': ['c1', 'c2'],\n 'output-file': 'docs_test.html'}", + "crumbs": [ + "Get Started", + "API", + "frontmatter" + ] + }, + { + "objectID": "api/test.html", + "href": "api/test.html", + "title": "test", + "section": "", + "text": "source\n\ntest_nb\n\n test_nb (fn, skip_flags=None, force_flags=None, do_print=False,\n showerr=True, basepath=None)\n\nExecute tests in notebook in fn except those with skip_flags\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nfn\n\n\nfile name of notebook to test\n\n\nskip_flags\nNoneType\nNone\nlist of flags marking cells to skip\n\n\nforce_flags\nNoneType\nNone\nlist of flags marking cells to always run\n\n\ndo_print\nbool\nFalse\nprint completion?\n\n\nshowerr\nbool\nTrue\nprint errors to stderr?\n\n\nbasepath\nNoneType\nNone\npath to add to sys.path\n\n\n\ntest_nb can test a notebook, and skip over certain flags:\n\n_nb = Path('../../tests/directives.ipynb')\nsuccess,duration = test_nb(_nb, skip_flags=['notest'])\nassert success\n\nIn that notebook the cell flagged notest raises an exception, which will be returned as a bool:\n\n_nb = Path('../../tests/directives.ipynb')\nsuccess,duration = test_nb(_nb, showerr=False)\nassert not success\n\nSometimes you may wish to override one or more of the skip_flags, in which case you can use the argument force_flags which will remove the appropriate tag(s) from skip_flags. This is useful because skip_flags are meant to be set in the tst_flags field of settings.ini, whereas force_flags are usually passed in by the user.\n\nsource\n\n\nnbdev_test\n\n nbdev_test (path:str=None, flags:str='', n_workers:int=None,\n timing:bool=False, do_print:bool=False, pause:float=0.01,\n ignore_fname:str='.notest', symlinks:bool=False,\n file_glob:str='*.ipynb', file_re:str=None,\n folder_re:str=None, skip_file_glob:str=None,\n skip_file_re:str='^[_.]', skip_folder_re:str='^[_.]')\n\nTest in parallel notebooks matching path, passing along flags\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\nNone\nA notebook name or glob to test\n\n\nflags\nstr\n\nSpace separated list of test flags to run that are normally ignored\n\n\nn_workers\nint\nNone\nNumber of workers\n\n\ntiming\nbool\nFalse\nTime each notebook to see which are slow\n\n\ndo_print\nbool\nFalse\nPrint start and end of each notebook\n\n\npause\nfloat\n0.01\nPause time (in seconds) between notebooks to avoid race conditions\n\n\nignore_fname\nstr\n.notest\nFilename that will result in siblings being ignored\n\n\nsymlinks\nbool\nFalse\nFollow symlinks?\n\n\nfile_glob\nstr\n*.ipynb\nOnly include files matching glob\n\n\nfile_re\nstr\nNone\nOnly include files matching regex\n\n\nfolder_re\nstr\nNone\nOnly enter folders matching regex\n\n\nskip_file_glob\nstr\nNone\nSkip files matching glob\n\n\nskip_file_re\nstr\n^[_.]\nSkip files matching regex\n\n\nskip_folder_re\nstr\n^[_.]\nSkip folders matching regex\n\n\n\n\nnbdev_test(n_workers=0)\n\nSuccess.\n\n\nYou can even run nbdev_test in non nbdev projects, for example, you can test an individual notebook like so:\nnbdev_test --path ../../tests/minimal.ipynb --do_print\nOr you can test an entire directory of notebooks filtered for only those that match a regular expression:\nnbdev_test --path ../../tests --file_re '.*test.ipynb' --do_print", + "crumbs": [ + "Get Started", + "API", + "test" + ] + }, + { + "objectID": "api/config.html", + "href": "api/config.html", + "title": "config", + "section": "", + "text": "nbdev is heavily customizeable, thanks to the configuration system defined in this module. There are 2 ways to interact with nbdev’s config:\n\nIn the terminal: nbdev_create_config creates a config file (if you’re starting a new project use nbdev_new instead)\nIn your library: get_config returns a fastcore.foundation.Config object.\n\nRead on for more about how these work.\n\nsource\n\n\n\n nbdev_create_config (repo:str=None, branch:str=None, user:str=None,\n author:str=None, author_email:str=None,\n description:str=None, path:str='.',\n cfg_name:str='settings.ini', lib_name='%(repo)s',\n git_url='https://github.com/%(user)s/%(repo)s',\n custom_sidebar:<function bool_arg>=False,\n nbs_path:pathlib.Path='nbs',\n lib_path:pathlib.Path=None,\n doc_path:pathlib.Path='_docs', tst_flags='notest',\n version='0.0.1',\n doc_host='https://%(user)s.github.io',\n doc_baseurl='/%(repo)s', keywords='nbdev jupyter\n notebook python', license='apache2',\n copyright:str=None, status='3', min_python='3.7',\n audience='Developers', language='English',\n recursive:<function bool_arg>=True,\n black_formatting:<function bool_arg>=False,\n readme_nb='index.ipynb', title='%(lib_name)s',\n allowed_metadata_keys='',\n allowed_cell_metadata_keys='',\n jupyter_hooks:<function bool_arg>=False,\n clean_ids:<function bool_arg>=True,\n clear_all:<function bool_arg>=False,\n cell_number:<function bool_arg>=True,\n put_version_in_init:<function bool_arg>=True)\n\nCreate a config file.\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nrepo\nstr\nNone\nRepo name\n\n\nbranch\nstr\nNone\nRepo default branch\n\n\nuser\nstr\nNone\nRepo username\n\n\nauthor\nstr\nNone\nPackage author’s name\n\n\nauthor_email\nstr\nNone\nPackage author’s email address\n\n\ndescription\nstr\nNone\nShort summary of the package\n\n\npath\nstr\n.\nPath to create config file\n\n\ncfg_name\nstr\nsettings.ini\nName of config file to create\n\n\nlib_name\nstr\n%(repo)s\nPackage name\n\n\ngit_url\nstr\nhttps://github.com/%(user)s/%(repo)s\nRepo URL\n\n\ncustom_sidebar\nbool_arg\nFalse\nUse a custom sidebar.yml?\n\n\nnbs_path\nPath\nnbs\nPath to notebooks\n\n\nlib_path\nPath\nNone\nPath to package root (default: repo with - replaced by _)\n\n\ndoc_path\nPath\n_docs\nPath to rendered docs\n\n\ntst_flags\nstr\nnotest\nTest flags\n\n\nversion\nstr\n0.0.1\nVersion of this release\n\n\ndoc_host\nstr\nhttps://%(user)s.github.io\nHostname for docs\n\n\ndoc_baseurl\nstr\n/%(repo)s\nBase URL for docs\n\n\nkeywords\nstr\nnbdev jupyter notebook python\nPackage keywords\n\n\nlicense\nstr\napache2\nLicense for the package\n\n\ncopyright\nstr\nNone\nCopyright for the package, defaults to ‘current_year onwards, author’\n\n\nstatus\nstr\n3\nDevelopment status PyPI classifier\n\n\nmin_python\nstr\n3.7\nMinimum Python version PyPI classifier\n\n\naudience\nstr\nDevelopers\nIntended audience PyPI classifier\n\n\nlanguage\nstr\nEnglish\nLanguage PyPI classifier\n\n\nrecursive\nbool_arg\nTrue\nInclude subfolders in notebook globs?\n\n\nblack_formatting\nbool_arg\nFalse\nFormat libraries with black?\n\n\nreadme_nb\nstr\nindex.ipynb\nNotebook to export as repo readme\n\n\ntitle\nstr\n%(lib_name)s\nQuarto website title\n\n\nallowed_metadata_keys\nstr\n\nPreserve the list of keys in the main notebook metadata\n\n\nallowed_cell_metadata_keys\nstr\n\nPreserve the list of keys in cell level metadata\n\n\njupyter_hooks\nbool_arg\nFalse\nRun Jupyter hooks?\n\n\nclean_ids\nbool_arg\nTrue\nRemove ids from plaintext reprs?\n\n\nclear_all\nbool_arg\nFalse\nRemove all cell metadata and cell outputs?\n\n\ncell_number\nbool_arg\nTrue\nAdd cell number to the exported file\n\n\nput_version_in_init\nbool_arg\nTrue\nAdd the version to the main init.py in nbdev_export\n\n\n\nThe table above also serves as a full reference of nbdev’s settings (excluding the path and cfg_name parameters which decide where the config file is saved). For more about PyPI classifiers, see Classifiers.\nYou can create a config file by passing all of the required settings via the command line, as well as any optional settings you’d like to override, for example:\nnbdev_create_config --repo nbdev --user fastai --author fastai \\\n --author_email info@fast.ai --description 'A test project'\nIf you don’t provide required settings from the command line, we’ll try to to infer them from git and GitHub. Finally, you’ll be asked to manually input any required settings that we couldn’t automatically fill in.\n\nsource\n\n\n\n\n get_config (cfg_name='settings.ini', path=None)\n\nReturn nbdev config.\nSearches up from path until cfg_name is found. User settings are loaded from ~/.config/nbdev/{cfg_name}. Unspecified optional settings return defaults.\nSee nbdev_create_config for a full reference of nbdev’s settings.\n\ncfg = get_config()\n\ncfg is a fastcore Config object, so you can access keys as attributes:\n\np = Path.cwd().parent.parent\ntest_eq(cfg.lib_name, 'nbdev')\ntest_eq(cfg.git_url, 'https://github.com/fastai/nbdev')\n\nIts own path and parent are attributes too:\n\ntest_eq(cfg.config_path, p)\ntest_eq(cfg.config_file, p/'settings.ini')\n\nPaths are relative to the project:\n\ntest_eq(cfg.doc_path, p/'_docs')\ntest_eq(cfg.lib_path, p/'nbdev')\ntest_eq(cfg.nbs_path, p/'nbs')\n\nIt automatically returns defaults for keys not specified in the config file. Here we create an empty config file and access lib_path and copyright even though they weren’t explicitly defined:\n\nwith tempfile.TemporaryDirectory() as d, working_directory(d):\n Config('.', 'test_settings.ini', {'repo': 'my-project', 'author': 'fastai', 'nbs_path': 'nbs'});\n cfg = get_config('test_settings.ini', '.')\n test_eq(cfg.repo, 'my-project')\n test_eq(cfg.lib_path.name, 'my_project')\n\nIn fact, you can return a default config even if you don’t have a settings file. This is to support certain nbdev commands work outside of nbdev repos:\n\ncfg = get_config('test_settings.ini', '.')\ntest_eq(cfg.lib_path, Path('nbdev').resolve())\ntest_eq(cfg.nbs_path, Path('nbs').resolve())\n\nYou can customise nbdev for all repositories for your user with a ~/.config/nbdev/settings.ini file (by default, although we follow the broader XDG specification). For example, you could globally disable nbdev’s Jupyter hooks by creating a user settings file with jupyter_hooks = False.\n\nsource\n\n\n\n\n config_key (c, default=None, path=True, missing_ok=None)\n\nDeprecated: use get_config().get or get_config().path instead.", + "crumbs": [ + "Get Started", + "API", + "config" + ] + }, + { + "objectID": "api/config.html#configuring-nbdev", + "href": "api/config.html#configuring-nbdev", + "title": "config", + "section": "", + "text": "nbdev is heavily customizeable, thanks to the configuration system defined in this module. There are 2 ways to interact with nbdev’s config:\n\nIn the terminal: nbdev_create_config creates a config file (if you’re starting a new project use nbdev_new instead)\nIn your library: get_config returns a fastcore.foundation.Config object.\n\nRead on for more about how these work.\n\nsource\n\n\n\n nbdev_create_config (repo:str=None, branch:str=None, user:str=None,\n author:str=None, author_email:str=None,\n description:str=None, path:str='.',\n cfg_name:str='settings.ini', lib_name='%(repo)s',\n git_url='https://github.com/%(user)s/%(repo)s',\n custom_sidebar:<function bool_arg>=False,\n nbs_path:pathlib.Path='nbs',\n lib_path:pathlib.Path=None,\n doc_path:pathlib.Path='_docs', tst_flags='notest',\n version='0.0.1',\n doc_host='https://%(user)s.github.io',\n doc_baseurl='/%(repo)s', keywords='nbdev jupyter\n notebook python', license='apache2',\n copyright:str=None, status='3', min_python='3.7',\n audience='Developers', language='English',\n recursive:<function bool_arg>=True,\n black_formatting:<function bool_arg>=False,\n readme_nb='index.ipynb', title='%(lib_name)s',\n allowed_metadata_keys='',\n allowed_cell_metadata_keys='',\n jupyter_hooks:<function bool_arg>=False,\n clean_ids:<function bool_arg>=True,\n clear_all:<function bool_arg>=False,\n cell_number:<function bool_arg>=True,\n put_version_in_init:<function bool_arg>=True)\n\nCreate a config file.\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\nrepo\nstr\nNone\nRepo name\n\n\nbranch\nstr\nNone\nRepo default branch\n\n\nuser\nstr\nNone\nRepo username\n\n\nauthor\nstr\nNone\nPackage author’s name\n\n\nauthor_email\nstr\nNone\nPackage author’s email address\n\n\ndescription\nstr\nNone\nShort summary of the package\n\n\npath\nstr\n.\nPath to create config file\n\n\ncfg_name\nstr\nsettings.ini\nName of config file to create\n\n\nlib_name\nstr\n%(repo)s\nPackage name\n\n\ngit_url\nstr\nhttps://github.com/%(user)s/%(repo)s\nRepo URL\n\n\ncustom_sidebar\nbool_arg\nFalse\nUse a custom sidebar.yml?\n\n\nnbs_path\nPath\nnbs\nPath to notebooks\n\n\nlib_path\nPath\nNone\nPath to package root (default: repo with - replaced by _)\n\n\ndoc_path\nPath\n_docs\nPath to rendered docs\n\n\ntst_flags\nstr\nnotest\nTest flags\n\n\nversion\nstr\n0.0.1\nVersion of this release\n\n\ndoc_host\nstr\nhttps://%(user)s.github.io\nHostname for docs\n\n\ndoc_baseurl\nstr\n/%(repo)s\nBase URL for docs\n\n\nkeywords\nstr\nnbdev jupyter notebook python\nPackage keywords\n\n\nlicense\nstr\napache2\nLicense for the package\n\n\ncopyright\nstr\nNone\nCopyright for the package, defaults to ‘current_year onwards, author’\n\n\nstatus\nstr\n3\nDevelopment status PyPI classifier\n\n\nmin_python\nstr\n3.7\nMinimum Python version PyPI classifier\n\n\naudience\nstr\nDevelopers\nIntended audience PyPI classifier\n\n\nlanguage\nstr\nEnglish\nLanguage PyPI classifier\n\n\nrecursive\nbool_arg\nTrue\nInclude subfolders in notebook globs?\n\n\nblack_formatting\nbool_arg\nFalse\nFormat libraries with black?\n\n\nreadme_nb\nstr\nindex.ipynb\nNotebook to export as repo readme\n\n\ntitle\nstr\n%(lib_name)s\nQuarto website title\n\n\nallowed_metadata_keys\nstr\n\nPreserve the list of keys in the main notebook metadata\n\n\nallowed_cell_metadata_keys\nstr\n\nPreserve the list of keys in cell level metadata\n\n\njupyter_hooks\nbool_arg\nFalse\nRun Jupyter hooks?\n\n\nclean_ids\nbool_arg\nTrue\nRemove ids from plaintext reprs?\n\n\nclear_all\nbool_arg\nFalse\nRemove all cell metadata and cell outputs?\n\n\ncell_number\nbool_arg\nTrue\nAdd cell number to the exported file\n\n\nput_version_in_init\nbool_arg\nTrue\nAdd the version to the main init.py in nbdev_export\n\n\n\nThe table above also serves as a full reference of nbdev’s settings (excluding the path and cfg_name parameters which decide where the config file is saved). For more about PyPI classifiers, see Classifiers.\nYou can create a config file by passing all of the required settings via the command line, as well as any optional settings you’d like to override, for example:\nnbdev_create_config --repo nbdev --user fastai --author fastai \\\n --author_email info@fast.ai --description 'A test project'\nIf you don’t provide required settings from the command line, we’ll try to to infer them from git and GitHub. Finally, you’ll be asked to manually input any required settings that we couldn’t automatically fill in.\n\nsource\n\n\n\n\n get_config (cfg_name='settings.ini', path=None)\n\nReturn nbdev config.\nSearches up from path until cfg_name is found. User settings are loaded from ~/.config/nbdev/{cfg_name}. Unspecified optional settings return defaults.\nSee nbdev_create_config for a full reference of nbdev’s settings.\n\ncfg = get_config()\n\ncfg is a fastcore Config object, so you can access keys as attributes:\n\np = Path.cwd().parent.parent\ntest_eq(cfg.lib_name, 'nbdev')\ntest_eq(cfg.git_url, 'https://github.com/fastai/nbdev')\n\nIts own path and parent are attributes too:\n\ntest_eq(cfg.config_path, p)\ntest_eq(cfg.config_file, p/'settings.ini')\n\nPaths are relative to the project:\n\ntest_eq(cfg.doc_path, p/'_docs')\ntest_eq(cfg.lib_path, p/'nbdev')\ntest_eq(cfg.nbs_path, p/'nbs')\n\nIt automatically returns defaults for keys not specified in the config file. Here we create an empty config file and access lib_path and copyright even though they weren’t explicitly defined:\n\nwith tempfile.TemporaryDirectory() as d, working_directory(d):\n Config('.', 'test_settings.ini', {'repo': 'my-project', 'author': 'fastai', 'nbs_path': 'nbs'});\n cfg = get_config('test_settings.ini', '.')\n test_eq(cfg.repo, 'my-project')\n test_eq(cfg.lib_path.name, 'my_project')\n\nIn fact, you can return a default config even if you don’t have a settings file. This is to support certain nbdev commands work outside of nbdev repos:\n\ncfg = get_config('test_settings.ini', '.')\ntest_eq(cfg.lib_path, Path('nbdev').resolve())\ntest_eq(cfg.nbs_path, Path('nbs').resolve())\n\nYou can customise nbdev for all repositories for your user with a ~/.config/nbdev/settings.ini file (by default, although we follow the broader XDG specification). For example, you could globally disable nbdev’s Jupyter hooks by creating a user settings file with jupyter_hooks = False.\n\nsource\n\n\n\n\n config_key (c, default=None, path=True, missing_ok=None)\n\nDeprecated: use get_config().get or get_config().path instead.", + "crumbs": [ + "Get Started", + "API", + "config" + ] + }, + { + "objectID": "api/config.html#helpers", + "href": "api/config.html#helpers", + "title": "config", + "section": "Helpers", + "text": "Helpers\n\nsource\n\ncreate_output\n\n create_output (txt, mime)\n\nAdd a cell output containing txt of the mime text MIME sub-type\n\nsource\n\n\nshow_src\n\n show_src (src, lang='python')\n\n\nshow_src(\"print(create_output('text', 'text/plain'))\")\n\nprint(create_output('text', 'text/plain'))", + "crumbs": [ + "Get Started", + "API", + "config" + ] + }, + { + "objectID": "api/config.html#exporting-a-basic-module", + "href": "api/config.html#exporting-a-basic-module", + "title": "config", + "section": "Exporting a basic module", + "text": "Exporting a basic module\n\nsource\n\nadd_init\n\n add_init (path=None)\n\nAdd __init__.py in all subdirs of path containing python files if it’s not there already.\n\nsource\n\n\nupdate_version\n\n update_version (path=None)\n\nAdd or update __version__ in the main __init__.py of the library.\nPython modules require a __init.py__ file in all directories that are modules. We assume that all directories containing a python file (including in subdirectories of any depth) is a module, and therefore add a __init__.py to each.\n\nwith tempfile.TemporaryDirectory() as d:\n d = Path(d)\n (d/'a/b').mkdir(parents=True)\n (d/'a/b/f.py').touch()\n (d/'a/c').mkdir()\n add_init(d)\n assert not (d/'a/c'/_init).exists(), \"Should not add init to dir without py file\"\n for e in [d, d/'a', d/'a/b']: assert (e/_init).exists(),f\"Missing init in {e}\"\n\n\nsource\n\n\nwrite_cells\n\n write_cells (cells, hdr, file, offset=0, cell_number=True)\n\nWrite cells to file along with header hdr starting at index offset (mainly for nbdev internal use).\nThis is a simple exporter with just enough functionality to correctly export this notebook, in order to bootstrap the creation of nbdev itself.", + "crumbs": [ + "Get Started", + "API", + "config" + ] + }, + { + "objectID": "explanations/docs.html", + "href": "explanations/docs.html", + "title": "Docs Website", + "section": "", + "text": "There are two mediums in which you can author documentation in nbdev:\n\nJupyter Notebooks\nQuarto Markdown (.qmd)\n\nFor most cases, you will use Jupyter Notebooks. However, you may choose to author a document in Quarto Markdown if there is no code on that particular page. When in doubt, we recommend using notebooks as they are more versatile.\nIn the case of notebooks, nbdev pre-processes them to add, remove or change the content before passing it to Quarto. In some cases, nbdev even executes certain cells in order to render the documentation properly. The mechanics of this are discussed in the Notebook Processor section below.\nFor markdown files, Quarto renders these directly.\n\n\n\nNbdev does special pre-processing on notebooks based on the following:\n\nDirectives: Directives are special comments that allow you to perform operations on cells. For example, the comment #|hide allows you to hide cell inputs and outputs. You can read more about directives on this page. Directives that are unique to nbdev and not supported by Quarto are removed from the notebook before being passed to Quarto.\nFront Matter: Front matter allows you to specify document-level options so you don’t have to repeat them on each cell. (Similarly, _quarto.yml allows you to specify project-level options.) You can read more about Quarto front-matter here.\n\nThe directives and front-matter are used by a Processing Pipeline to transform notebooks. Many of these pre-processing steps are defined in nbdev.processors, which are then run by nbdev.process.NBProcessor. Some of these pre-processing steps involve running code (with execnb) in order to dynamically render API documentation. This process is explained in the How show_doc works section below.\nWhen generating your docs site, the intermediate output of these pre-processed notebooks and other quarto project files are saved into a directory named _proc/ at the root of your repo. You can inspect the _proc/ directory in order to debug or understand how notebooks are pre-processed.\n\n\n\nQuarto is the mechanism nbdev uses to generate web pages from notebooks. It is useful to visit the Quarto docs and understand how it works. nbdev automatically generates the Quarto configuration files _quarto.yml and sidebar.yml for you.\nYou can override any settings in _quarto.yml by defining a custom.yml file. This is explained further in the Customizing Quarto section. We explain how to customize your sidebar in the Customizing The Sidebar section.\n\n\n\nQuarto has a built-in static site generator that will generate HTML, Javascript and CSS files. These files will be placed in the doc_path directory as specified in your project’s settings.ini file, which is _docs/ by default.", + "crumbs": [ + "Get Started", + "Explanations", + "Docs Website" + ] + }, + { + "objectID": "explanations/docs.html#concepts", + "href": "explanations/docs.html#concepts", + "title": "Docs Website", + "section": "", + "text": "There are two mediums in which you can author documentation in nbdev:\n\nJupyter Notebooks\nQuarto Markdown (.qmd)\n\nFor most cases, you will use Jupyter Notebooks. However, you may choose to author a document in Quarto Markdown if there is no code on that particular page. When in doubt, we recommend using notebooks as they are more versatile.\nIn the case of notebooks, nbdev pre-processes them to add, remove or change the content before passing it to Quarto. In some cases, nbdev even executes certain cells in order to render the documentation properly. The mechanics of this are discussed in the Notebook Processor section below.\nFor markdown files, Quarto renders these directly.\n\n\n\nNbdev does special pre-processing on notebooks based on the following:\n\nDirectives: Directives are special comments that allow you to perform operations on cells. For example, the comment #|hide allows you to hide cell inputs and outputs. You can read more about directives on this page. Directives that are unique to nbdev and not supported by Quarto are removed from the notebook before being passed to Quarto.\nFront Matter: Front matter allows you to specify document-level options so you don’t have to repeat them on each cell. (Similarly, _quarto.yml allows you to specify project-level options.) You can read more about Quarto front-matter here.\n\nThe directives and front-matter are used by a Processing Pipeline to transform notebooks. Many of these pre-processing steps are defined in nbdev.processors, which are then run by nbdev.process.NBProcessor. Some of these pre-processing steps involve running code (with execnb) in order to dynamically render API documentation. This process is explained in the How show_doc works section below.\nWhen generating your docs site, the intermediate output of these pre-processed notebooks and other quarto project files are saved into a directory named _proc/ at the root of your repo. You can inspect the _proc/ directory in order to debug or understand how notebooks are pre-processed.\n\n\n\nQuarto is the mechanism nbdev uses to generate web pages from notebooks. It is useful to visit the Quarto docs and understand how it works. nbdev automatically generates the Quarto configuration files _quarto.yml and sidebar.yml for you.\nYou can override any settings in _quarto.yml by defining a custom.yml file. This is explained further in the Customizing Quarto section. We explain how to customize your sidebar in the Customizing The Sidebar section.\n\n\n\nQuarto has a built-in static site generator that will generate HTML, Javascript and CSS files. These files will be placed in the doc_path directory as specified in your project’s settings.ini file, which is _docs/ by default.", + "crumbs": [ + "Get Started", + "Explanations", + "Docs Website" + ] + }, + { + "objectID": "explanations/docs.html#overview", + "href": "explanations/docs.html#overview", + "title": "Docs Website", + "section": "Overview", + "text": "Overview\nBelow is a diagram on how these concepts fit together.\n\n\n\n\n\nflowchart TB\n %%styles\n style JN fill:#FFA500\n style FP fill:#cfe5ed\n style SF fill:#dff1dd,stroke-dasharray: 5 5;\n style QMD fill:#7286bb,color:#fff;\n classDef files fill:#ede8ce ;\n classDef code fill:#5695c7,color:#fff;\n classDef container fill:#f9f9f6;\n \n %% list of nodes\n FP(<strong>Processing Pipeline</strong>\\ntransforms notebook based\\non directives and front-matter)\n E(execnb)\n SD(\"show_doc\")\n SS(<strong>Static Site</strong>\\nHTML, CSS and Javascript)\n CF(\"Intermediate Output is stored in the <code>_procs/</code> directory\\n\\n<i>(This is a full copy of your Quarto project)</i>\")\n class SD,E code;\n \n subgraph SF[\"<strong>Source Files</strong>\"]\n JN([Jupyter\\nNotebook])\n QMD([\"Quarto\\nMarkdown\\n(.qmd)\"])\n end\n \n \n %% connections to things inside Notebook Processor (NBP)\n JN -- json --> FP\n E -. \"cell execution\" .- SD\n \n subgraph NBP [\" <strong>Notebook Processor\\n</strong> \"]\n SD -.- |\"render API docs\"|FP\n end\n \n FP -- modified json with only\\nQuarto directives remaining --> CF\n \n subgraph Quarto [\" <strong>Quarto</strong>\\n <br>\"]\n direction LR\n F[[_quarto.yml]] .-> G[[custom.yml]] & H[[sidebar.yml]]\n class F,G,H files;\n end\n \n QMD --\"rendered\\ndirectly by Quarto\\n(no pre-processing required)\"--> CF\n CF --> Quarto\n Quarto --> SS\n \n class NBP,CF,Quarto container;", + "crumbs": [ + "Get Started", + "Explanations", + "Docs Website" + ] + }, + { + "objectID": "explanations/docs.html#customizing-quarto", + "href": "explanations/docs.html#customizing-quarto", + "title": "Docs Website", + "section": "Customizing Quarto", + "text": "Customizing Quarto\nYou can create a custom.yml file in the same location as your _quarto.yml file to override any values in _quarto.yml. For example, assume your _quarto.yml file looks contains this:\n\nwebsite:\n title: \"nbdev\"\n site-url: \"https://nbdev.fast.ai/\"\n description: \"Create delightful software with Jupyter Notebooks\"\n twitter-card: true\n open-graph: true\n repo-branch: master\n repo-url: \"https://github.com/fastai/nbdev\"\n repo-actions: [issue]\n navbar:\n background: primary\n search: true\n right:\n - icon: github\n href: \"https://github.com/fastai/nbdev\"\n sidebar:\n style: \"floating\"\n\nLet’s assume you want to customize your sidebar navigation options such that instead of “floating” for sidebar.style, you wanted your navbar to be “docked”. Additionally, lets assume you want a different background color using the sidebar.background field which is not in the configuration above.\nTo accomplish these tasks, you would create a custom.yml in the same location as _quarto.yml with these contents:\n\nwebsite:\n sidebar:\n style: \"docked\"\n background: \"dark\"\n\n\n\n\n\n\n\nNote\n\n\n\nYou can also set custom_quarto_yml = True in settings.ini if you wish to edit _quarto.yml directly instead of overriding settings in custom.yml.\n\n\n\nCustomizing The Sidebar\nBy default nbdev automatically generates sidebar.yml, which specifies the tree structure of your sidebar. nbdev infers the tree structure by inspecting the directory structure containing your source files. You can see an example of this by inspecting the folder structure of the notebooks directory in nbdev and the corresponding left-hand sidebar on this website. Leading numbers in filenames and directories are ignored when naming elements of the sidebar (which you can see examples of in this project’s notebooks directory).\nTo customize the sidebar, you must set custom_sidebar = true in settings.ini. This will prevent nbdev from regenerating this file every time the docs are re-built. This way, you an edit this file directly instead of overriding the sidebar with custom.yml.", + "crumbs": [ + "Get Started", + "Explanations", + "Docs Website" + ] + }, + { + "objectID": "explanations/docs.html#how-show_doc-works", + "href": "explanations/docs.html#how-show_doc-works", + "title": "Docs Website", + "section": "How show_doc works", + "text": "How show_doc works\nWhen your documention website is built, all functions and classes you export to source code will be automatically documented with show_doc. This function outputs a summary of the symbol, showing its signature, docstring, and parameters. For instance, if you have this function:\n\ndef say_gday(\n greeting:str=\"G'day\", # Greeting to use\n strine:bool=True, # Use incomprehensible Aussie accent?\n dropbears:bool=False): # Also warn about drop-bears?\n \"Says g'day, the classic Aussie greeting\"\n ...\n\nThis is how it’s rendered in the documentation, by automatically generating a temporary cell containing:\n\nshow_doc(say_gday)\n\n\nsay_gday\n\n say_gday (greeting:str=\"G'day\", strine:bool=True, dropbears:bool=False)\n\nSays g’day, the classic Aussie greeting\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\ngreeting\nstr\nG’day\nGreeting to use\n\n\nstrine\nbool\nTrue\nUse incomprehensible Aussie accent?\n\n\ndropbears\nbool\nFalse\nAlso warn about drop-bears?\n\n\n\n\n\nBecause this is done automatically any time you build your docs (including automatically by continuous integration), your documentation will always contain current information about your code.\nYou can also document code that’s not created in a notebook, by using show_doc with imported code. For instance, if we wanted to document release_conda, we can import it and call show_doc(release_conda):\n\nfrom nbdev.release import release_conda\nshow_doc(release_conda)\n\nsource\n\nrelease_conda\n\n release_conda (path:str='conda', do_build:<function bool_arg>=True,\n build_args:str='', skip_upload:<function\n store_true>=False, mambabuild:<function store_true>=False,\n upload_user:str=None)\n\nCreate a meta.yaml file ready to be built into a package, and optionally build and upload it\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\npath\nstr\nconda\nPath where package will be created\n\n\ndo_build\nbool_arg\nTrue\nRun conda build step\n\n\nbuild_args\nstr\n\nAdditional args (as str) to send to conda build\n\n\nskip_upload\nstore_true\nFalse\nSkip anaconda upload step\n\n\nmambabuild\nstore_true\nFalse\nUse mambabuild (requires boa)\n\n\nupload_user\nstr\nNone\nOptional user to upload package to\n\n\n\n\n\n\nAutomatic Cell Execution\nWhen your documentation is built, all your manually added show_doc cells are run automatically. nbdev also executes all cells containing an import statement, and all exported cells – that way we can be sure that the symbol used in your show_doc cell is available.\nWe don’t, however, execute any other cells. That’s because you wouldn’t want to wait for your entire notebook to run just to build your docs; for instance, your docs might demonstrate training a model which takes hours to complete!\nThis leads to an important rule when authoring nbdev notebooks:\n\n\n\n\n\n\nWarning\n\n\n\nDo not mix import statements (or calls to show_doc) with other code in a single cell. If you do, all the code in that cell will be executed every time you build your docs, which might lead to errors (since not all previous cells will have been executed.\nInstead, put your imports in separate cells, and calls to show_doc should contain only that one line of code – the show_doc call.\n\n\nNote that nbdev automatically hides the actual show_doc(...) line of code. So your users only see the output.\n\nForcing Cells To Execute\nSometimes you may want to execute additional cells beyond what is automatically executed by nbdev. For instance, on our Getting Started page we show a list of all nbdev commands, automatically generated with nbdev_help. We want this page to always have the most up to date list of commands and docs, so we want it to always execute when the docs are rendered. To do that, add the following directive to the top of a cell:\n#| exec_doc\nAlternatively, you can get nbdev to automatically execute all cells when rendering your docs, by adding the following to your notebook frontmatter:\n---\nexec_all: true\n---\n\n\nSkipping Execution\nLikewise, you can instruct nbdev to not execute any cells when rendering your docs with the following front matter:\n---\nskip_showdoc: true\n---\nOr ignore execution for a specific cell with this directive:\n#|eval: false\n\n\n\nWhy use show_doc?\nMany Python developers use sphinx autodoc to automatically document a whole module all at once. Whilst this can work reasonably well, we think there are huge benefits for both developers and users in using nbdev’s approach instead\nThe premise of nbdev’s approach is that your documentation is important enough to be worth you taking the time to think carefully though each thing you want to show your users, what examples you’re going to provide, maybe adding some images to explain more complex ideas, and so forth. Jupyter provides a terrific environment for creating just these kinds of documents. For instance, with Jupyter you can:\n\nPaste images directly from your clipboard into a cell\nInsert code and have it executed and the results displayed to users\nCreate a hierarchy of headings to help structure your page\n…and much more.\n\nWith show_doc, you can insert automatically-updated API details for your library anywhere in a page. That means that you get to decide exactly how your page should look, and what information is provided where. You don’t have to limit yourself to the limits of ASCII art for diagrams, and can include full end-to-end code walk-through of the processes your users will be following.", + "crumbs": [ + "Get Started", + "Explanations", + "Docs Website" + ] + }, + { + "objectID": "explanations/docs.html#previewing-your-site-locally", + "href": "explanations/docs.html#previewing-your-site-locally", + "title": "Docs Website", + "section": "Previewing Your Site Locally", + "text": "Previewing Your Site Locally\nYou can preview your docs anytime by running nbdev_preview. While in preview mode, you can make updates to notebooks and it will be reflected (after a small delay) in your browser.", + "crumbs": [ + "Get Started", + "Explanations", + "Docs Website" + ] + }, + { + "objectID": "explanations/docs.html#deploying-docs-with-github-actions", + "href": "explanations/docs.html#deploying-docs-with-github-actions", + "title": "Docs Website", + "section": "Deploying Docs With GitHub Actions", + "text": "Deploying Docs With GitHub Actions\nIf your nbdev project lives in GitHub, we include automation that deploys your documentation site for you on GitHub Pages.\nnbdev comes bundled with a workflow file that enables this automation. This workflow is automatically triggered whenever you change any of the content in your repo. The following GitHub Actions workflows will run to generate a docs site (in this order):\n\nDeploy to GitHub Pages: This workflow builds the docs with nbdev. This is defined in deploy.yaml and references fastai/workflows/quarto-ghp.\npages build and deployment: This is an internal built-in workflow that GitHub provides whenever GitHub pages are enabled.\n\nShould anything go wrong in your page build, you can always look at the logs of these workflows. Like other workflows, these can be found in the Actions tab of your repo:\n\n\n\n\n\nTo read more about GitHub Actions, see their docs.", + "crumbs": [ + "Get Started", + "Explanations", + "Docs Website" + ] + }, + { + "objectID": "explanations/docs.html#deploying-your-docs-on-other-platforms", + "href": "explanations/docs.html#deploying-your-docs-on-other-platforms", + "title": "Docs Website", + "section": "Deploying Your Docs On Other Platforms", + "text": "Deploying Your Docs On Other Platforms\nYou can generate all of the static assets for your site (html, css, etc) by running the command nbdev_docs. After running this command, all of the files for your documentation site will be located in the _docs/ directory (the location is configurable by doc_path in settings.ini) at the root of your repository. This directory is not checked into git and is ignored by .gitignore, but you can use these files to deploy to any hosting platform you want.\nYou can also use the quarto publish command to render your docs on a wide variety of other platforms, which is discussed in the Quarto docs here. After running the command nbdev_docs, the quarto publish command must be run from the root of the _proc/ directory, which is located at the root of your repo. The built-in help of quarto publish provides a good overview of the various targets available:\n\n\n\n\n\n\nCall nbdev_proc_nbs and publish from the _proc/ directory\n\n\n\nTo use quarto publish with nbdev, you must run the nbdev_proc_nbs command to pre-process your notebooks before publishing your docs. As a reminder, nbdev_proc_nbs creates the directory _proc/ at the root of your project that Quarto uses to render your site.\nFor example, to publish a site to Netlify you can run the following command from the root of your repo:\nnbdev_proc_nbs && cd _proc && quarto publish netlify\n\n\n\n!quarto publish -h\n\n\n Usage: quarto publish [provider] [path]\n Version: 1.1.75 \n \n\n Description:\n\n Publish a document or project. Available providers include:\n \n - Quarto Pub (quarto-pub) \n - GitHub Pages (gh-pages) \n - RStudio Connect (connect) \n \n - Netlify (netlify) \n Accounts are configured interactively during publishing. \n Manage/remove accounts with: quarto publish accounts \n\n Options:\n\n -h, --help - Show this help. \n --id <id> - Identifier of content to publish \n --server <server> - Server to publish to \n --token <token> - Access token for publising provider \n --no-render - Do not render before publishing. \n --no-prompt - Do not prompt to confirm publishing destination \n --no-browser - Do not open a browser to the site after publishing \n --log <level> - Path to log file \n --log-level <level> - Log level (info, warning, error, critical) \n --log-format <format> - Log format (plain, json-stream) \n --quiet - Suppress console output. \n\n Commands:\n\n help [command] - Show this help or the help of a sub-command.\n\n Examples:\n\n Publish project (prompt for provider): quarto publish \n Publish document (prompt for provider): quarto publish document.qmd \n Publish project to Netlify: quarto publish netlify \n Publish with explicit target: quarto publish netlify --id DA36416-F950-4647-815C-01A24233E294 \n Publish project to GitHub Pages: quarto publish gh-pages \n Publish project to RStudio Connect: quarto publish connect \n Publish with explicit credentials: quarto publish connect --server example.com --token 01A24233E294\n Publish without confirmation prompt: quarto publish --no-prompt \n Publish without rendering: quarto publish --no-render \n Publish without opening browser: quarto publish --no-browser \n Manage/remove publishing accounts: quarto publish accounts", + "crumbs": [ + "Get Started", + "Explanations", + "Docs Website" + ] + }, + { + "objectID": "explanations/why_nbdev.html", + "href": "explanations/why_nbdev.html", + "title": "Why nbdev", + "section": "", + "text": "Popular Python documentation standards such as numpy docstrings and sphinx facilitate documentation of source code with docstrings, which are limited in their expressiveness and functionality. Notebooks, on the other hand, offer a richer medium for authoring documentation (with markdown and code cells) compared to docstrings, and unlock new ways of documenting your code that are otherwhise infeasible.\nFurthermore, traditional testing frameworks such as pytest and unittest encourage writing tests in a separate context that is disjointed from the associated source code and documentation. With nbdev, you write tests in the same context as your source code and documentation, such that tests can optionally become part of the narrative within your documentation.\nSince nbdev allows your colleagues and users to view the tests, code and documentation in a single context with a REPL that invites experimentation, the way you author code, documentation and tests in nbdev are very different than traditional software development workflows.\nIn Notebook Best Practices we compare a function coded, tested, and documented in nbdev versus ordinary .py files. Here are a few of the challenges we faced with other approaches that led us to using nbdev. In .py files:\n\nDocstrings repeat information that is already contained in the function signature, such as names of parameters, default values, and types\nExamples are manually entered. This requires the author to copy and paste both the code and outputs. Furthermore, the author must manually re-enter or change these examples anytime the code changes, which is an error-prone process\nExamples are limited to short code snippets and cannot contain rich output like plots or graphics\nExamples cannot have prose interleaved with code except for code comments\nReaders of your code must copy and paste contents of the docstring if they wish to reproduce the examples.", + "crumbs": [ + "Get Started", + "Explanations", + "Why nbdev" + ] + }, + { + "objectID": "blog/index.html", + "href": "blog/index.html", + "title": "nbdev Blog", + "section": "", + "text": "Create A 🤗 Space From A Notebook\n\n\n\n\n\nA demo of using nbdev with Hugging Face Spaces & Gradio.\n\n\n\n\n\nNov 7, 2022\n\n\nHamel Husain\n\n\n\n\n\n\n\n\n\n\n\n\nThe Jupyter+git problem is now solved\n\n\n\n\n\nPreviously, using git with Jupyter could create conflicts and break notebooks. With nbdev2, the problem has been totally solved.\n\n\n\n\n\nAug 25, 2022\n\n\nJeremy Howard\n\n\n\n\n\n\n\n\n\n\n\n\nnbdev+Quarto: A new secret weapon for productivity\n\n\n\n\n\nOur favorite tool for software engineering productivity–nbdev, now re-written with Quarto\n\n\n\n\n\nJul 28, 2022\n\n\nHamel Husain, Jeremy Howard\n\n\n\n\n\n\nNo matching items" + }, + { + "objectID": "blog/posts/2022-11-07-spaces/index.html", + "href": "blog/posts/2022-11-07-spaces/index.html", + "title": "Create A 🤗 Space From A Notebook", + "section": "", + "text": "Image created with Stable Diffusion from this space\nHugging Face Spaces provides an easy ways to deploy a web app with python. Gradio is one of my favorite tools for building these web apps. For example, the cover-image for this blog post was generated with a Gradio App!1 Gradio also allows you to prototype your web apps in notebooks which allows you to iterate fast. Unfortunately, Hugging Face Spaces requires you to package your web application code as a python script named app.py.\nHowever, thanks to nbdev, you can deploy a Gradio app to Spaces from a notebook without having to refactor your code into a script! When you finish this tutorial, you will have an app that looks like this:\nThe above app allows you to lookup the size of any Hugging Face Dataset, using the Hugging Face Datasets Server API.\nAuthoring your spaces in notebooks offers a number of benefits such as the ability to:\n… All from the same environment!" + }, + { + "objectID": "blog/posts/2022-11-07-spaces/index.html#create-a-gradio-enabled-space-on-hugging-face", + "href": "blog/posts/2022-11-07-spaces/index.html#create-a-gradio-enabled-space-on-hugging-face", + "title": "Create A 🤗 Space From A Notebook", + "section": "1. Create a Gradio-enabled Space on Hugging Face", + "text": "1. Create a Gradio-enabled Space on Hugging Face\nThe first step is to create a space and select the appropriate sdk (which is Gradio in this example), according to these instructions:\n\n\n\ncreate a Hugging Face Space\n\n\nAfter you are done creating the space, clone the repo locally. In this example, I ran the command git clone https://huggingface.co/spaces/hamel/hfspace_demo." + }, + { + "objectID": "blog/posts/2022-11-07-spaces/index.html#create-a-notebook", + "href": "blog/posts/2022-11-07-spaces/index.html#create-a-notebook", + "title": "Create A 🤗 Space From A Notebook", + "section": "2. Create A Notebook", + "text": "2. Create A Notebook\nBefore getting started you will want to install the dependencies for this tutorial:\n!pip install git+https://github.com/fastai/nbdev.git gradio fastcore\nCreate a notebook called app.ipynb in the root of your newly cloned repo. Alternatively, download the notebook and follow along.\n\n\n\n\n\n\nDownload the notebook and follow along\n\n\n\nThis blog post is a verbose version of the “notebook” you can use to create a Gradio app. However, it can be useful to see just the code without any of the prose. A concise version of this notebook is here. I recommend taking a look at this notebook during or after you read this blog post." + }, + { + "objectID": "blog/posts/2022-11-07-spaces/index.html#make-an-app-with-gradio", + "href": "blog/posts/2022-11-07-spaces/index.html#make-an-app-with-gradio", + "title": "Create A 🤗 Space From A Notebook", + "section": "3. Make an app with Gradio", + "text": "3. Make an app with Gradio\nBelow, I will create a gradio app in a notebook and show you how to deploy it to Hugging Face Spaces.\nFirst, lets import the libraries we need, which in this case are gradio and fastcore:\n#|export\nimport gradio as gr\nfrom fastcore.net import urljson, HTTPError\nNext, write the functions your gradio app will use. Because of nbdev, you can prototype and package your code all in one place. The special comment #|export marks which cells will be sent to a python script (more on this later). Note that there are only three cells in this notebook with the #|export directive.\n#|export\ndef size(repo:str):\n \"Returns the size in GB of a HuggingFace Dataset.\"\n url = f'https://huggingface.co/api/datasets/{repo}'\n try: resp = urljson(f'{url}/treesize/main')\n except HTTPError: return f'Did not find repo: {url}'\n gb = resp['size'] / 1e9\n return f'{gb:.2f} GB'\nsize takes as an input a Hugging Face Dataset repo and returns the total size in GB of the data.\nFor example, I can check the size of tglcourse/CelebA-faces-cropped-128 like so:\nsize(\"tglcourse/CelebA-faces-cropped-128\")\n\n'5.49 GB'\n\nYou can construct a simple UI with the gradio.interface and then call the launch method of that interface to display a preview in a notebook. This is a great way to test your app to see if it works:\n#|export\niface = gr.Interface(fn=size, inputs=gr.Text(value=\"tglcourse/CelebA-faces-cropped-128\"), outputs=\"text\")\niface.launch(height=450, width=500)\n\nRunning on local URL: http://127.0.0.1:7861\n\nTo create a public link, set `share=True` in `launch()`.\n\n\nNote how running the launch() method in a notebook runs a webserver in the background. Below, I call the close() method to close the webserver.\n# this is only necessary in a notebook\niface.close()\n\nClosing server running on port: 7861" + }, + { + "objectID": "blog/posts/2022-11-07-spaces/index.html#convert-this-notebook-into-a-gradio-app", + "href": "blog/posts/2022-11-07-spaces/index.html#convert-this-notebook-into-a-gradio-app", + "title": "Create A 🤗 Space From A Notebook", + "section": "4. Convert This Notebook Into A Gradio App", + "text": "4. Convert This Notebook Into A Gradio App\nIn order to host this code on Hugging Face Spaces, you will export parts of this notebook to a script named app.py. As a reminder, this is what the special #|export comment that you have seen in cells above do! You can export code from this notebook like so:\nfrom nbdev.export import nb_export\nnb_export('app.ipynb', lib_path='.', name='app')\n\nUnderstanding what is generated\nNotice how the contents of app.py only contain the exported cells from this notebook:\n!cat app.py\n\n# AUTOGENERATED! DO NOT EDIT! File to edit: app.ipynb.\n\n# %% auto 0\n__all__ = ['iface', 'size']\n\n# %% app.ipynb 6\nimport gradio as gr\nfrom fastcore.net import urljson, HTTPError\n\n# %% app.ipynb 8\ndef size(repo:str):\n \"Returns the size in GB of a HuggingFace Dataset.\"\n url = f'https://huggingface.co/api/datasets/{repo}'\n try: resp = urljson(f'{url}/treesize/main')\n except HTTPError: return f'Did not find repo: {url}'\n gb = resp['size'] / 1e9\n return f'{gb:.2f} GB'\n\n# %% app.ipynb 12\niface = gr.Interface(fn=size, inputs=gr.Text(value=\"tglcourse/CelebA-faces-cropped-128\"), outputs=\"text\")\niface.launch(height=450, width=500)\n\n\n\nFill out requirements.txt\nYou must supply a requirements.txt file so the Gradio app knows how to build your dependencies. In this example, the only dependency other than Gradio is fastcore. You don’t need to specify Gradio itself as a dependency in requirements.txt, so our requirements.txt file has only one dependency:\n%%writefile requirements.txt\nfastcore\nWriting requirements.txt\nNote: you may want to add operating system dependencies in addition to python dependencies. You can do this via a packages.txt file as documented here." + }, + { + "objectID": "blog/posts/2022-11-07-spaces/index.html#launch-your-gradio-app", + "href": "blog/posts/2022-11-07-spaces/index.html#launch-your-gradio-app", + "title": "Create A 🤗 Space From A Notebook", + "section": "5. Launch Your Gradio App", + "text": "5. Launch Your Gradio App\nTo launch your gradio app, you need to commit the changes to the Hugging Face repo:\ngit add -A; git commit -m \"Add application files\"; git push" + }, + { + "objectID": "blog/posts/2022-11-07-spaces/index.html#footnotes", + "href": "blog/posts/2022-11-07-spaces/index.html#footnotes", + "title": "Create A 🤗 Space From A Notebook", + "section": "Footnotes", + "text": "Footnotes\n\n\nThe prompt that generated the cover image is: “A data scientist at a computer in a futuristic city with a view of the planet Jupyter in the night sky, trending on artstation, high detail, science-fiction”↩︎" + }, + { + "objectID": "getting_started.html", + "href": "getting_started.html", + "title": "Getting Started", + "section": "", + "text": "nbdev is a notebook-driven development platform. Simply write notebooks with lightweight markup and get high-quality documentation, tests, continuous integration, and packaging for free!\nnbdev makes debugging and refactoring your code much easier than in traditional programming environments since you always have live objects at your fingertips. nbdev also promotes software engineering best practices because tests and documentation are first class.", + "crumbs": [ + "Get Started", + "Getting Started" + ] + }, + { + "objectID": "getting_started.html#install", + "href": "getting_started.html#install", + "title": "Getting Started", + "section": "Install", + "text": "Install\nnbdev works on macOS, Linux, and most Unix-style operating systems. It works on Windows under WSL, but not under cmd or Powershell.\nYou can install nbdev with pip:\npip install nbdev\n… or with conda (or mamba):\nconda install -c fastai nbdev\nNote that nbdev must be installed into the same Python environment that you use for both Jupyter and your project.", + "crumbs": [ + "Get Started", + "Getting Started" + ] + }, + { + "objectID": "getting_started.html#how-to-use-nbdev", + "href": "getting_started.html#how-to-use-nbdev", + "title": "Getting Started", + "section": "How to use nbdev", + "text": "How to use nbdev\nThe best way to learn how to use nbdev is to complete either the written walkthrough or video walkthrough:\n\n\nAlternatively, there’s a shortened version of the video walkthrough with coding sections sped up using the unsilence Python library – it’s 27 minutes faster, but a bit harder to follow.\nYou can also run nbdev_help from the terminal to see the full list of available commands:\n\n!nbdev_help\n\nnbdev_bump_version Increment version in settings.ini by one\nnbdev_changelog Create a CHANGELOG.md file from closed and labeled GitHub issues\nnbdev_clean Clean all notebooks in `fname` to avoid merge conflicts\nnbdev_conda Create a `meta.yaml` file ready to be built into a package, and optionally build and upload it\nnbdev_create_config Create a config file.\nnbdev_docs Create Quarto docs and README.md\nnbdev_export Export notebooks in `path` to Python modules\nnbdev_filter A notebook filter for Quarto\nnbdev_fix Create working notebook from conflicted notebook `nbname`\nnbdev_help Show help for all console scripts\nnbdev_install Install Quarto and the current library\nnbdev_install_hooks Install Jupyter and git hooks to automatically clean, trust, and fix merge conflicts in notebooks\nnbdev_install_quarto Install latest Quarto on macOS or Linux, prints instructions for Windows\nnbdev_merge Git merge driver for notebooks\nnbdev_migrate Convert all markdown and notebook files in `path` from v1 to v2\nnbdev_new Create an nbdev project.\nnbdev_prepare Export, test, and clean notebooks, and render README if needed\nnbdev_preview Preview docs locally\nnbdev_proc_nbs Process notebooks in `path` for docs rendering\nnbdev_pypi Create and upload Python package to PyPI\nnbdev_readme Create README.md from readme_nb (index.ipynb by default)\nnbdev_release_both Release both conda and PyPI packages\nnbdev_release_gh Calls `nbdev_changelog`, lets you edit the result, then pushes to git and calls `nbdev_release_git`\nnbdev_release_git Tag and create a release in GitHub for the current version\nnbdev_requirements Writes a `requirements.txt` file to `directory` based on settings.ini.\nnbdev_sidebar Create sidebar.yml\nnbdev_test Test in parallel notebooks matching `path`, passing along `flags`\nnbdev_trust Trust notebooks matching `fname`\nnbdev_update Propagate change in modules matching `fname` to notebooks that created them\nnbdev_update_license Allows you to update the license of your project.", + "crumbs": [ + "Get Started", + "Getting Started" + ] + }, + { + "objectID": "getting_started.html#faq", + "href": "getting_started.html#faq", + "title": "Getting Started", + "section": "FAQ", + "text": "FAQ\n\nQ: What is the warning “Found a cell containing mix of imports and computations. Please use separate cells”?\nA: You should not have cells that are not exported, and contain a mix of import statements along with other code. For instance, don’t do this in a single cell:\nimport some_module\nsome_module.something()\nInstead, split this into two cells, one which does import some_module, and the other which does some_module.something().\nThe reason for this is that when we create your documentation website, we ensure that all of the signatures for functions you document are up to date, by running the imports, exported cells, and show_doc functions in your notebooks. When you mix imports with other code, that other code will be run too, which can cause errors (or at least slowdowns) when creating your website.\n\n\nQ: Why is nbdev asking for root access? How do I install Quarto without root access?\nA: When you setup your first project, nbdev will attempt to automatically download and install Quarto for you. This is the program that we use to create your documentation website.\nQuarto’s standard installation process requires root access, and nbdev will therefore ask for your root password during installation. For most people, this will work fine and everything will be handled automatically – if so, you can skip over the rest of this section, which talks about installing without root access.\nIf you need to install Quarto without root access on Linux, first cd to wherever you want to store it, then download Quarto, and type:\ndpkg -x quarto*.deb .\nmv opt/quarto ./\nrmdir opt\nmkdir -p ~/.local/bin\nln -s \"$(pwd)\"/quarto/bin/quarto ~/.local/bin\nTo use this non-root version of Quarto, you’ll need ~/.local/bin in your PATH environment variable. (Alternatively, change the ln -s step to place the symlink somewhere else in your path.)\n\n\nQ: Someone told me not to use notebooks for “serious” software development!\nA: Watch this video. Don’t worry, we still get this too, despite having used nbdev for a wide range of “very serious” software projects over the last three years, including deep learning libraries, API clients, Python language extensions, terminal user interfaces, and more!", + "crumbs": [ + "Get Started", + "Getting Started" + ] + }, + { + "objectID": "getting_started.html#contributing", + "href": "getting_started.html#contributing", + "title": "Getting Started", + "section": "Contributing", + "text": "Contributing\nIf you want to contribute to nbdev, be sure to review the contributions guidelines. This project adheres to fastai’s code of conduct. By participating, you are expected to uphold this code. In general, we strive to abide by generally accepted best practices in open-source software development.\nMake sure you have nbdev’s git hooks installed by running nbdev_install_hooks in the cloned repository.", + "crumbs": [ + "Get Started", + "Getting Started" + ] + }, + { + "objectID": "getting_started.html#copyright", + "href": "getting_started.html#copyright", + "title": "Getting Started", + "section": "Copyright", + "text": "Copyright\nCopyright © 2019 onward fast.ai, Inc. Licensed under the Apache License, Version 2.0 (the “License”); you may not use this project’s files except in compliance with the License. A copy of the License is provided in the LICENSE file in this repository.", + "crumbs": [ + "Get Started", + "Getting Started" + ] + }, + { + "objectID": "tutorials/qmd_intro.html", + "href": "tutorials/qmd_intro.html", + "title": "Qmd Documents", + "section": "", + "text": "Qmd documents are Markdown documents, but with loads of extra functionality provided by Quarto and Pandoc. nbdev uses Quarto to render its pages (with some extra functionality), and Quarto uses Pandoc to render its pages (with some extra functionality). Every markdown cell in an nbdev notebook is treated as qmd, and nbdev can publish plain qmd text files, and qmd RenderScripts. Therefore, it’s a good idea to be familiar with the main features of qmd.\nJust like with RenderScripts, you can use hot/live reloading with plain qmd text files – so as soon as you save the file, you’ll see the new output in your web browser (assuming you’ve got nbdev_preview running).", + "crumbs": [ + "Get Started", + "Tutorials", + "Qmd Documents" + ] + }, + { + "objectID": "tutorials/qmd_intro.html#computations", + "href": "tutorials/qmd_intro.html#computations", + "title": "Qmd Documents", + "section": "Computations", + "text": "Computations\nYou can generate data-driven documents using qmd files. For instance, consider this table (also shown in the RenderScript tutorial for comparison), containing a list of the people with testimonials on nbdev’s home page:\n\n\n\n\n\n\n\n\n\nName\nPosition\n\n\n\n\n\nChris Lattner\nInventor of Swift and LLVM\n\n\n\nFernando Pérez\nCreator of Jupyter\n\n\n\nDavid Berg\nSoftware Engineer, Netflix\n\n\n\nErik Gaasedelen\nSoftware Engineer, Lyft\n\n\n\nRoxanna Pourzand\nProduct Manager, Transform\n\n\n\nHugo Bowne-Anderson\nHead of Developer Relations, Outerbounds\n\n\n\nThe table above is generated using an embedded qmd computation block from the following python list:\n\ntestimonials = [\n ('chris-lattner.png', 'Chris Lattner', 'Inventor of Swift and LLVM'),\n ('fernando-pérez.jpeg', 'Fernando Pérez', 'Creator of Jupyter'),\n ('david-berg.jpeg', 'David Berg', 'Software Engineer, Netflix'),\n ('erik-gaasedelen.jpeg', 'Erik Gaasedelen', 'Software Engineer, Lyft'),\n ('roxanna-pourzand.jpeg', 'Roxanna Pourzand', 'Product Manager, Transform'),\n ('hugo-bowne-anderson.jpeg', 'Hugo Bowne-Anderson', 'Head of Developer Relations, Outerbounds')\n]\n\nJust like in the RenderScript example, to produce the table from this python list, the following four lines of code are used:\nprint(qmd.tbl_row(['','Name','Position']))\nprint(qmd.tbl_sep([1,3,4]))\nfor fname,name,position in testimonials:\n print(qmd.tbl_row([im(fname, 60), name, position]))\nFor data-driven documents such as this one, we add the following to the YAML frontmatter, which hides the code used to produce outputs, and also does not add any extra formatting to outputs:\n---\nexecute:\n echo: false\n output: asis\n---\nCompare the source code of the RenderScript example and of the current page to see how computations are used in RenderScripts compared to plain qmd text files. We find that we like to use Notebooks for most pages we build, since they’ve got so much helpful functionality (such as pasting images directly into cells). We use RenderScripts for complex web pages like the nbdev home page, and qmd files for pages that are mainly markdown and don’t need any notebook functionality.", + "crumbs": [ + "Get Started", + "Tutorials", + "Qmd Documents" + ] + }, + { + "objectID": "tutorials/qmd_intro.html#formatting", + "href": "tutorials/qmd_intro.html#formatting", + "title": "Qmd Documents", + "section": "Formatting", + "text": "Formatting\nIn addition to the standard markdown formatting, Quarto qmd adds many additional features. Look at the full quarto docs to see everything it can do – we’ll just highlight a few of our favorites here.\n\nDivs and classes\nYou can create HTML divs, by surrounding lines with :::. Divs can include classes by placing {.classname} after the opening :::. Here’s an example:\n::: {.border}\nThis content can be styled with a border\n:::\nThis is how that’s rendered:\n\nThis content can be styled with a border\n\nYou might be wondering where that border class comes from… Quarto comes with support for Bootstrap 5 and Bootswatch themes so there’s lots of classes available you can use in your documents. Remember, all notebook markdown cells are also considered qmd, and can also use all the formatting tricks discussed in this section.\n\n\nCallouts\nA special kind of block you can use is the callout block. Here’s an example:\n:::{.callout-note}\nNote that there are five types of callouts, including:\n`note`, `warning`, `important`, `tip`, and `caution`.\n:::\n…and here’s how it’s rendered:\n\n\n\n\n\n\nNote\n\n\n\nNote that there are five types of callouts, including: note, warning, important, tip, and caution.\n\n\n\n\nImages\nYou can add images (quarto calls them figures to your document, along with captions, and you can even arrange them into layouts. Here’s an example:\n::: {layout-ncol=3}\n![Jupyter](/images/jupyter.svg)\n\n![Vscode](/images/vscode.svg)\n\n![Git](/images/git.svg)\n:::\n\n\n\n\n\n\n\n\n\nJupyter\n\n\n\n\n\n\n\nVscode\n\n\n\n\n\n\n\nGit", + "crumbs": [ + "Get Started", + "Tutorials", + "Qmd Documents" + ] + }, + { + "objectID": "tutorials/modular_nbdev.html", + "href": "tutorials/modular_nbdev.html", + "title": "Modular nbdev", + "section": "", + "text": "While nbdev_new gets you started with everything you need to create a delightful Python package, you can also use each of nbdev’s components listed below on their own. You might find this useful if you’re porting a large system over to nbdev, documenting an existing code base, or if you’d like to customize the nbdev workflow for your own project. Note that all of the commands below work without a settings.ini file unless otherwise noted.", + "crumbs": [ + "Get Started", + "Tutorials", + "Modular nbdev" + ] + }, + { + "objectID": "tutorials/modular_nbdev.html#document-existing-code-show_doc", + "href": "tutorials/modular_nbdev.html#document-existing-code-show_doc", + "title": "Modular nbdev", + "section": "Document existing code: show_doc", + "text": "Document existing code: show_doc\nnbdev allows you to document existing code, even code that is not written in nbdev! nbdev.showdoc.show_doc allows you to render beautiful API documentation in notebooks and on Quarto sites. For example, you can render API documentation for numpy.all like this:\n\nfrom nbdev.showdoc import show_doc\nfrom numpy import all\nshow_doc(all)\n\n\nall\n\n all (a, axis=None, out=None, keepdims=<no value>, where=<no value>)\n\nTest whether all array elements along a given axis evaluate to True.\n\n\n\n\n\n\n\n\n\n\nType\nDefault\nDetails\n\n\n\n\na\narray_like\n\nInput array or object that can be converted to an array.\n\n\naxis\nNoneType\nNone\nAxis or axes along which a logical AND reduction is performed.The default (axis=None) is to perform a logical AND over allthe dimensions of the input array. axis may be negative, inwhich case it counts from the last to the first axis... versionadded:: 1.7.0If this is a tuple of ints, a reduction is performed on multipleaxes, instead of a single axis or all the axes as before.\n\n\nout\nNoneType\nNone\nAlternate output array in which to place the result.It must have the same shape as the expected output and itstype is preserved (e.g., if dtype(out) is float, the resultwill consist of 0.0’s and 1.0’s). See :ref:ufuncs-output-type for moredetails.\n\n\nkeepdims\n_NoValueType\n\nIf this is set to True, the axes which are reduced are leftin the result as dimensions with size one. With this option,the result will broadcast correctly against the input array.If the default value is passed, then keepdims will not bepassed through to the all method of sub-classes ofndarray, however any non-default value will be. If thesub-class’ method does not implement keepdims anyexceptions will be raised.\n\n\nwhere\n_NoValueType\n\nElements to include in checking for all True values.See ~numpy.ufunc.reduce for details... versionadded:: 1.20.0\n\n\nReturns\nndarray, bool\n\nA new boolean or array is returned unless out is specified,in which case a reference to out is returned.\n\n\n\n\n\n\n\n\n\n\n\nNote\n\n\n\nshow_doc automatically parses docstrings that are written in the numpy style. For more information read here.", + "crumbs": [ + "Get Started", + "Tutorials", + "Modular nbdev" + ] + }, + { + "objectID": "tutorials/modular_nbdev.html#testing-notebooks-nbdev_test", + "href": "tutorials/modular_nbdev.html#testing-notebooks-nbdev_test", + "title": "Modular nbdev", + "section": "Testing notebooks: nbdev_test", + "text": "Testing notebooks: nbdev_test\nTesting notebooks can be very useful outside of nbdev, especially if you are documenting an existing code base and want to incorporate tests for your docs. The nbdev_test CLI utility allows you to accomplish this:\nYou can test an individual notebook with the terminal command:\nnbdev_test --path notebook.ipynb\n…or a folder of notebooks:\nnbdev_test --path tests/", + "crumbs": [ + "Get Started", + "Tutorials", + "Modular nbdev" + ] + }, + { + "objectID": "tutorials/modular_nbdev.html#export-code-to-modules-nb_export", + "href": "tutorials/modular_nbdev.html#export-code-to-modules-nb_export", + "title": "Modular nbdev", + "section": "Export code to modules: nb_export", + "text": "Export code to modules: nb_export\nYou can export a notebook to a module with the Python function:\nnb_export('notebook.ipynb', 'pkg')\n…provided the notebook specifies a default_exp directive at the top, and export directives above each cell to be exported. We recommend including this in a code cell at the bottom of your notebook for convenience.", + "crumbs": [ + "Get Started", + "Tutorials", + "Modular nbdev" + ] + }, + { + "objectID": "tutorials/modular_nbdev.html#jupyter-git-integration", + "href": "tutorials/modular_nbdev.html#jupyter-git-integration", + "title": "Modular nbdev", + "section": "Jupyter-git integration", + "text": "Jupyter-git integration\nJupyter and Git don’t normally play well together, especially for things like merge conflicts. We have outlined all of these problems, and our solutions in this blog post. You can install our merge driver and hooks with the following command:\nnbdev_install_hooks\nWe describe what nbdev_install_hooks does in detail on this page.\nYou can also directly use any of its underlying commands, for example, to implement your own hooks or extensions:\n\nnbdev_clean\nnbdev_fix\nnbdev_merge\nnbdev_trust\n\nTo configure your own hooks, Check out the pre-commit hooks tutorial.", + "crumbs": [ + "Get Started", + "Tutorials", + "Modular nbdev" + ] + }, + { + "objectID": "tutorials/modular_nbdev.html#python-packaging", + "href": "tutorials/modular_nbdev.html#python-packaging", + "title": "Modular nbdev", + "section": "Python packaging", + "text": "Python packaging\nnbdev.releaseprovides utlities for easy packaging on PyPI, conda, and GitHub. Check out the nbdev.release docs for more information. Note that this functionality requires a settings.ini file.", + "crumbs": [ + "Get Started", + "Tutorials", + "Modular nbdev" + ] + }, + { + "objectID": "tutorials/pre_commit.html", + "href": "tutorials/pre_commit.html", + "title": "Pre-Commit Hooks", + "section": "", + "text": "We provide hooks for the pre-commit framework to catch and fix uncleaned and unexported notebooks, locally, without having to wait for continuous integration pipelines to run.\nThey might also be useful as an alternative to the Jupyter clean hook if you’re using a notebook editor that isn’t yet supported (e.g. VSCode).", + "crumbs": [ + "Get Started", + "Tutorials", + "Pre-Commit Hooks" + ] + }, + { + "objectID": "tutorials/pre_commit.html#install-pre-commit", + "href": "tutorials/pre_commit.html#install-pre-commit", + "title": "Pre-Commit Hooks", + "section": "Install pre-commit", + "text": "Install pre-commit\n…Install pre-commit (check their latest instructions if you have any difficulty with these commands):\n\npipcondahomebrew (macOS)\n\n\npip install pre-commit\n\n\nconda install -c conda-forge pre-commit\n\n\nbrew install pre-commit", + "crumbs": [ + "Get Started", + "Tutorials", + "Pre-Commit Hooks" + ] + }, + { + "objectID": "tutorials/pre_commit.html#configure-pre-commit-for-your-repo", + "href": "tutorials/pre_commit.html#configure-pre-commit-for-your-repo", + "title": "Pre-Commit Hooks", + "section": "Configure pre-commit for your repo", + "text": "Configure pre-commit for your repo\nCreate a file named .pre-commit-config.yaml in the root of your repo, with the following contents:\nrepos:\n- repo: https://github.com/fastai/nbdev\n rev: 2.2.10\n hooks:\n - id: nbdev_clean\n - id: nbdev_export\nInclude only the hook(s) you’d like to run, as well as any other supported hooks.\n\n\n\n\n\n\nTip\n\n\n\nIf you expect all collaborators to use pre-commit, add the .pre-commit-config.yaml file to your repo. Otherwise, add it to your .gitignore.\n\n\nInstall pre-commit hooks into your repo:\npre-commit install", + "crumbs": [ + "Get Started", + "Tutorials", + "Pre-Commit Hooks" + ] + }, + { + "objectID": "tutorials/pre_commit.html#make-a-commit-and-enjoy-pre-commit-in-action", + "href": "tutorials/pre_commit.html#make-a-commit-and-enjoy-pre-commit-in-action", + "title": "Pre-Commit Hooks", + "section": "Make a commit and enjoy pre-commit in action", + "text": "Make a commit and enjoy pre-commit in action\nWhen you do a git commit in a repo that has pre-commit hooks installed, your new workflow will be as follows:\n\npre-commit runs each hook on your staged changes (as in, changes that you git added)\nIf a hook changes files – for example, if a commited notebook wasn’t cleaned – pre-commit stops the commit, leaving those changes as unstaged\nYou can now stage those changes and make any edits required to get pre-commit to pass\nRedo the git commit, and if it succeeds, your commit will be created.\n\nUsing it in practice isn’t as complicated as it might sound. The best way to figure out if it works for you is to give it a try.", + "crumbs": [ + "Get Started", + "Tutorials", + "Pre-Commit Hooks" + ] + }, + { + "objectID": "tutorials/pre_commit.html#how-to-override-pre-commit-if-you-get-stuck", + "href": "tutorials/pre_commit.html#how-to-override-pre-commit-if-you-get-stuck", + "title": "Pre-Commit Hooks", + "section": "How to override pre-commit if you get stuck", + "text": "How to override pre-commit if you get stuck\nIf you struggle to get pre-commit to pass a commit that you absolutely think is correct, you can temporarily disable a hook like this:\nSKIP=hook git commit\n…where hook refers to a valid hook in your configuration, for example, to disable the nbdev_export hook:\nSKIP=nbdev_export git commit\nYou can also disable pre-commit entirely with the --no-verify flag:\ngit commit --no-verify\nFinally, if you decide it’s not for you, you can completely remove pre-commit hooks from your repo with:\npre-commit uninstall", + "crumbs": [ + "Get Started", + "Tutorials", + "Pre-Commit Hooks" + ] + }, + { + "objectID": "tutorials/blogging.html", + "href": "tutorials/blogging.html", + "title": "Blogging", + "section": "", + "text": "Blogging with notebooks can offer a dramatic quality of life improvement over writing in Markdown, especially for blog posts that contain code. Previously, there were no static site generators that supported Jupyter Notebooks as a first-class authoring medium. This previously led us to create fastpages (now deprecated), which extended Jekyll to enable blogging directly with Jupyter.", + "crumbs": [ + "Get Started", + "Tutorials", + "Blogging" + ] + }, + { + "objectID": "tutorials/blogging.html#background", + "href": "tutorials/blogging.html#background", + "title": "Blogging", + "section": "", + "text": "Blogging with notebooks can offer a dramatic quality of life improvement over writing in Markdown, especially for blog posts that contain code. Previously, there were no static site generators that supported Jupyter Notebooks as a first-class authoring medium. This previously led us to create fastpages (now deprecated), which extended Jekyll to enable blogging directly with Jupyter.", + "crumbs": [ + "Get Started", + "Tutorials", + "Blogging" + ] + }, + { + "objectID": "tutorials/blogging.html#enter-quarto", + "href": "tutorials/blogging.html#enter-quarto", + "title": "Blogging", + "section": "Enter Quarto", + "text": "Enter Quarto\nHowever, there now exists Quarto, a wonderful publishing system with rich support for authoring via Jupyter Notebooks.\nSome helpful resources on getting started with Quarto:\n\nThe Quarto Homepage\nCreating A Blog With Quarto: This page helps you get started with creating a blog.\nA Gallery of Quarto Sites: Good reference examples of using Quarto.\nThe Quarto Website: The Quarto website is built with Quarto and they use some of its advanced functionality. It is instructive to look through this project to understand how Quarto works.\n\n\n\n\n\n\n\nYou don’t need nbdev to blog with notebooks\n\n\n\nYou do not need to use nbdev to create a blog with notebooks. However, you may wish to:\n\nIncorporate a blog in your nbdev project’s website\nUse some nbdev functionality in your blog (testing, exporting etc)\n\nWe will discuss these subjects in this article.", + "crumbs": [ + "Get Started", + "Tutorials", + "Blogging" + ] + }, + { + "objectID": "tutorials/blogging.html#migrating-from-fastpages", + "href": "tutorials/blogging.html#migrating-from-fastpages", + "title": "Blogging", + "section": "Migrating from fastpages", + "text": "Migrating from fastpages\nIf you previously had a fastpages site, we offer some utilities to help migrate you to Quarto. The migration is not holistic: you will likely have to manually correct some things that we are not able to automate.\nInstructions:\n\nInstall Quarto\nCreate a new repo or directory to migrate your blog to\nIn this new repo, create a quarto blog and install required extensions with the following terminal commands. This will create a minimal project structure for you:\n\nquarto create-project --type website:blog .\nquarto install extension quarto-ext/video\n\nYour new repo will have a posts/ directory. This is where you will copy all of your notebook and markdown posts from fastpages. For example, let’s say your fastpages blog repo is in a sibling directory located at ../blog/, you would copy all the relevant posts like this:\n\n\n\n\n\n\n\nImportant\n\n\n\nMake sure you are in root of your quarto directory before executing the below commands. Furthermore, change the commands as appropriate depending on the location of your fastpages repo relative to your current directory.\n\n\ncp -r ../blog/_notebooks/* posts\ncp -r ../blog/_posts/* posts\n\nCopy all images associated with your posts into the posts/ directory. We have to get our images from several places (due to the way Jekyll and fastpages work):\n\ncp ../blog/images/* posts\ncp -r ../blog/images/copied_from_nb/* posts/\n\nMake your posts Quarto compatible with the following command:\n\nnbdev_migrate --path posts\n\n\n\n\n\n\nWhat does nbdev_migrate do?\n\n\n\n\n\nnbdev_migrate does the following things:\n\nFor notebooks\n\nMigrates markdown front matter to raw cell front matter as described here.\nnbdev v1 directives are automatically converted to Quarto directives. Note that we convert everything to Quarto directives (nbdev-specific directives are not relevant for this context)\nMarkdown shortcut for embedding youtube videos and callouts are automatically converted to work with Quarto.\n\n\n\nFor markdown and notebooks\n\nAutomatically creates link aliases so that old links will not break. Jekyll automatically generates URLs differently than Quarto, so this ensures that the Jekyll way is aliased.\nAutomatically corrects image paths\nMakes front matter compatible with Quarto by changing field names and values where necessary\n\n\n\n\n\n\nUpdate the following files:\n\n\n./.gitignore: we suggest adding_site/ as well as dot files .*\n./about.qmd: Add some information about yourself.\n./profile.jpg: optionally change the profile picture.\n\n\nPreview your site with the command quarto preview, and make any necessary adjustments and fix for broken links or Jekyll shortcodes (things with {% ... %}) that need to be converted to Quarto. Search the the Quarto documentation if you need help locating specific Quarto features.\n\n\nConfiguration options: fastpages vs. Quarto\nfastpages (which is based on Jekyll) and Quarto offer different options and configurations for individual posts and at a site level. The tables below enumerate some of the most important features of fastpages and how they map to Quarto. Each link in the last column is specific to the relevant feature.\n\nPost-level options\n\n\n\nJekyll Front Matter\nQuarto\nNotes\n\n\n\n\ntoc: false\nSame\nThere are more options in the Quarto docs\n\n\nbadges: true\nn/a\nNo support yet\n\n\ncomments: true\nsee notes\nQuarto docs\n\n\ncategories: [fastpages, jupyter]\nSame\nQuarto docs\n\n\nimage: images/some_folder/your_image.png\nSame\nQuarto docs\n\n\nhide: false\ndraft: true\nQuarto docs\n\n\nsearch_exclude: true\nsee notes\nQuarto docs\n\n\ntitle\nSame\n \n\n\ndescription\nSame\n \n\n\nsticky_rank\nNot supported\nQuarto docs\n\n\n\n\n\nSite-level options\n\n\n\nJekyll site config\nQuarto\nNotes\n\n\n\n\ntitle\nsee notes\nQuarto docs\n\n\ndescription\nsee notes\nQuarto docs\n\n\ngithub_repo\nsee notes\nQuarto docs\n\n\nurl\nn/a\nDon’t need this\n\n\nbaseurl\nn/a\nDon’t need this\n\n\ntwitter_username\nsearch page in notes for “twitter”\nQuarto docs\n\n\nuse_math\nsee notes \nQuarto docs\n\n\ngoogle_analytics\nwebsite: google-analytics: “UA-XXXXXXXX”\nQuarto docs\n\n\nshow_image\nn/a\nQuarto docs\n\n\nshow_tags\nsee title-block-categories of page in notes\nQuarto docs\n\n\npagination\nwebsite: page-navigation: true\nQuarto docs\n\n\nannotations\ncomments: hypothesis: …\nQuarto docs", + "crumbs": [ + "Get Started", + "Tutorials", + "Blogging" + ] + }, + { + "objectID": "tutorials/blogging.html#publishing-your-blog", + "href": "tutorials/blogging.html#publishing-your-blog", + "title": "Blogging", + "section": "Publishing your blog", + "text": "Publishing your blog\n\n\n\n\n\n\nWarning\n\n\n\nThis section is for stand-alone blogs that are not part of a nbdev documentation site. If you want to create a blog within a nbdev documentation site, see this section.\n\n\nYou can publish your site with the quarto publish command. See the docs for more details.\n\n\n\n\n\n\nGitHub Pages\n\n\n\nIf using GitHub Pages, commit your files to GitHub before publish your site. No GitHub Actions are needed, you can use quarto publish instead. If you want to automate your workflow with GitHub Actions, you can follow these instructions", + "crumbs": [ + "Get Started", + "Tutorials", + "Blogging" + ] + }, + { + "objectID": "tutorials/blogging.html#creating-a-blog-within-a-nbdev-project", + "href": "tutorials/blogging.html#creating-a-blog-within-a-nbdev-project", + "title": "Blogging", + "section": "Creating a blog within a nbdev project", + "text": "Creating a blog within a nbdev project\nIn addition to a stand-alone blog that you might build with Quarto, you might want to include a blogging site in your nbdev project. This website has a blog as well! The easiest way to implement a blog is to emulate the directory structure of this folder. The general steps are:\n\nCreate a blog/ directory in your notebooks folder.\nCreate a index.qmd file in the root of the blog/ directory. Here is an example.\n\nThe frontmatter the index.qmd file signals to Quarto that you intend to create a blog. For example, here is our front matter:\n---\ntitle: nbdev Blog\nsubtitle: News, tips, and commentary about all things nbdev\nlisting:\n sort: \"date desc\"\n contents: \"posts\"\n sort-ui: false\n filter-ui: false\n categories: true\n feed: true\npage-layout: full\n---\nThe listing: field specifies how you want to structure your blog. Feel free to copy ours as-is, but we encourage you to consult the documentation for additional options.\n\nCreate a link to your blog on your site’s navbar so people can find it: To add a link to your blog on your site’s navbar, you must edit the navbar section of _quarto.yml to include a link to your blog’s listing page, which is blog/index.qmd in our example. For nbdev, the relevant part of our _quarto.yml file looks like this: \n\nThe yaml snippet shown below is an abbreviated version of nbdev’s _quarto.yml file.website:\n navbar:\n left:\n - text: \"Blog\"\n href: blog/index.qmd\nYou can read more about the navbar in the Quarto docs.\n\nCreate a folder for each blog post: This is not strictly required, but we recommend this as a way to keep your blog posts and related assets (pictures, videos etc) organized.\nCreate your first blog post: You can emulate our example or create your own. In each folder, create a index.qmd or index.ipynb file. You can also put images and related assets in the same folder.\n\n\nFolder structure\nBelow is an overview of the general folder structure for a blog within a nbdev site:\nnbs/blog\n├── index.qmd\n└── posts\n ├── 2022-07-28-nbdev2\n │   ├── cover.png\n │   ├── index.qmd\n │   ├── ...\n └── 2022-08-25-jupyter-git\n ├── friendly-conflict.png\n ├── index.qmd\n └── ...\n ...\n\nnbs/blog: this is the folder inside your notebook folder that contains the blog.\nindex.qmd: this is at the root of your blog folder and is the listings page for your blog.\nposts/: this a subdirectory for each blog post.\nYYYY-MM-DD-.../index.{qmd,ipynb}: this is where you author the content of each individual blog post.\n\n\n\nSpecial considerations for nbdev blogs\nIn contrast to standalone Quarto blogs, when you embed a blog in a nbdev website there are the following differences:\n\nYou can use all nbdev directives in addition to Quarto ones. All nbdev features will be available in your nbdev blog in the same way they work for other pages.\nYour site will automatically deploy with GitHub Actions or whatever deployment mechanism you have for your nbdev site, so you do not have to use quarto publish.", + "crumbs": [ + "Get Started", + "Tutorials", + "Blogging" + ] + }, + { + "objectID": "tutorials/blogging.html#using-nbdev-features-in-blogs-outside-nbdev-projects", + "href": "tutorials/blogging.html#using-nbdev-features-in-blogs-outside-nbdev-projects", + "title": "Blogging", + "section": "Using nbdev features in blogs outside nbdev projects", + "text": "Using nbdev features in blogs outside nbdev projects\n\n\n\n\n\n\nWarning\n\n\n\nThis section is for stand-alone blogs that are not part of a nbdev documentation site. If you create a blog within a nbdev documentation site, all nbdev features will automatically work.\n\n\nIf you create a standalone blog with Quarto, a limited number of nbdev features can still assist you. 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You will see existing example blog posts that are index.qmd files in sibling folders you can look at for examples. You will need to add yaml front matter to the first cell of your notebook in the form of a raw cell.\n\n\nFor more information about creating a blog with Quarto, see this guide.", + "crumbs": [ + "Get Started", + "Tutorials", + "Blogging" + ] + }, + { + "objectID": "tutorials/renderscript.html", + "href": "tutorials/renderscript.html", + "title": "RenderScripts", + "section": "", + "text": "RenderScripts are regular Python scripts, except that:\n\nRather than just having the extension .py, they have an extension like .qmd.py\nThey contain a module docstring containing frontmatter (i.e three hyphens on a line, then some yaml, then another three hyphens on a line).\n\nThese scripts are run when your site is rendered. Anything that they print to stdout becomes a new file in your site. The name of the file is the same as the name of the .py script, but without the .py extension. For instance, the page you’re reading right now page is created by a script called renderscript.qmd.py, which you’ll find here.\nHot/live reloading even works with these .py scripts – so as soon as you save the script, you’ll see the new output in your web browser.\nThis approach can be particularly helpful for generating data-driven documents. For instance, consider this table, containing a list of the people with testimonials on nbdev’s home page:\n\n\n\n\n\n\n\n\n\nName\nPosition\n\n\n\n\n\nChris Lattner\nInventor of Swift and LLVM\n\n\n\nFernando Pérez\nCreator of Jupyter\n\n\n\nDavid Berg\nSoftware Engineer, Netflix\n\n\n\nErik Gaasedelen\nSoftware Engineer, Lyft\n\n\n\nRoxanna Pourzand\nProduct Manager, Transform\n\n\n\nHugo Bowne-Anderson\nHead of Developer Relations, Outerbounds\n\n\n\nWhen creating a table like this, it can be tricky to ensure that markdown is correct and consistent for every row. It can be easier and more maintainable to programatically generate it. The table above is generated from the following python list:\n\ntestimonials = [\n ('chris-lattner.png', 'Chris Lattner', 'Inventor of Swift and LLVM'),\n ('fernando-pérez.jpeg', 'Fernando Pérez', 'Creator of Jupyter'),\n ('david-berg.jpeg', 'David Berg', 'Software Engineer, Netflix'),\n ('erik-gaasedelen.jpeg', 'Erik Gaasedelen', 'Software Engineer, Lyft'),\n ('roxanna-pourzand.jpeg', 'Roxanna Pourzand', 'Product Manager, Transform'),\n ('hugo-bowne-anderson.jpeg', 'Hugo Bowne-Anderson', 'Head of Developer Relations, Outerbounds')\n]\n\nTo produce the table from this python list, the following four lines of code are used:\nprint(qmd.tbl_row(['','Name','Position']))\nprint(qmd.tbl_sep([1,3,4]))\nfor fname,name,position in testimonials:\n print(qmd.tbl_row([im(fname, 60), name, position]))\ntbl_hdr and tbl_row are two functions imported from the module nbdev.qmd. nbdev.qmd is a small module that has some convenient functions for creating .qmd documents, such as the table creation functions used above. You can see more examples of their use in index.qmd.py, which is the RenderScript which creates the nbdev home page. The nbdev home page is a more idiomatic example of how to use RenderScripts than the current page’s source code – we’re only using RenderScript for the current page to provide a more simple example. In practice, we find that RenderScripts are best used for pages containing a lot of data-driven content, reusable components, and so forth.\nYou can use RenderScripts to create any kind of file. For instance, the SVG below is created dynamically using this script:\n\nOnce you’ve run nbdev_preview or nbdev_docs you’ll find your rendered document in the _proc directory, along with all of your processed notebooks. This can be helpful for debugging. You can also simply call your script directly from the shell (e.g. python renderscript.qmd.py) to view the printed output.", + "crumbs": [ + "Get Started", + "Tutorials", + "RenderScripts" + ] + }, + { + "objectID": "tutorials/migrating.html", + "href": "tutorials/migrating.html", + "title": "nbdev1 Migration", + "section": "", + "text": "nbdev v2 is a new from-scratch rewrite of nbdev that’s not backwards compatible. This page describes the changes you need to make to upgrade your nbdev v1 repo to work with the new version. The steps shown here should work on macOS or Linux (including Windows WSL)\nThe biggest change is that nbdev2 uses Quarto to generate your website, whereas nbdev1 used nbconvert and jekyll. You can use all of Quarto’s features directly in nbdev, so checkout the Quarto website to see all the amazing functionality it supports.", + "crumbs": [ + "Get Started", + "Tutorials", + "nbdev1 Migration" + ] + }, + { + "objectID": "tutorials/migrating.html#initial-setup", + "href": "tutorials/migrating.html#initial-setup", + "title": "nbdev1 Migration", + "section": "Initial setup", + "text": "Initial setup\nIf you’ve pinned nbdev in requirements.txt or settings.ini (e.g nbdev<2) remove the version pin. (If you don’t know what this means, then you don’t have it, so you can ignore this step).\nInstall the latest version of nbdev by typing:\npip install -U nbdev\nor:\nconda install -c fastai nbdev\nYou may need to restart your terminal for the new commands to be visible to your shell.", + "crumbs": [ + "Get Started", + "Tutorials", + "nbdev1 Migration" + ] + }, + { + "objectID": "tutorials/migrating.html#upgrade-directives", + "href": "tutorials/migrating.html#upgrade-directives", + "title": "nbdev1 Migration", + "section": "Upgrade directives", + "text": "Upgrade directives\nnbdev has slightly changed how “directive comments” like export and default_exp work, in order to align with how Quarto does things. Now, instead of just adding a # to the start to indicate a directive (e.g #export), you now need to use #| (e.g #|export). You can also optionally add a space (e.g #| export).\nTo automatically upgrade your directives to the new format, run in the root of your repo:\nnbdev_migrate\nYou should now test that you can export your module by running:\nnbdev_export\nNote that nbdev_export replaces nbdev_build_lib. Run nbdev_export -h to see the options you can pass to it (normally you won’t need to pass any). To see a list of all the commands available in nbdev2, run nbdev_help.", + "crumbs": [ + "Get Started", + "Tutorials", + "nbdev1 Migration" + ] + }, + { + "objectID": "tutorials/migrating.html#add-and-remove-files", + "href": "tutorials/migrating.html#add-and-remove-files", + "title": "nbdev1 Migration", + "section": "Add and remove files", + "text": "Add and remove files\nFirst set a variable with the name of your library, by running the following (replacing “yourlib” with the name of your library’s subdirectory)\nexport LIBNAME=yourlib\nNow run the following:\ngit rm Makefile\ngit add $LIBNAME/_modidx.py\nrm -rf docs\nrm -f .gitconfig \nrm -f .git/hooks/post-merge\n\nrm -f setup.py\ncurl -O https://raw.githubusercontent.com/fastai/nbdev-template/master/styles.css\ncurl -O https://raw.githubusercontent.com/fastai/nbdev-template/master/setup.py\n\ncat >>.gitignore <<EOF\n_docs/\n_proc/\nEOF\nAs you see above, we’ve remove the Makefile – that’s because all the things done by make before are now handled by nbdev commands directly.\n\n\n\n\n\n\nNote\n\n\n\nAll documentation related files should be included in your nbs_path, and all paths should be relative to it. If you have set the nbs_path in your settings.ini file, then copy your styles.css file inside of your nbs_path folder.\n\n\nIf you use GitHub Actions for continuous integration (CI) you can update this to use nbdev too as follows:\nrm -f .github/workflows/main.yml\ncurl -O https://raw.githubusercontent.com/fastai/nbdev-template/master/.github/workflows/test.yaml\ncurl -O https://raw.githubusercontent.com/fastai/nbdev-template/master/.github/workflows/deploy.yaml\nmv deploy.yaml test.yaml .github/workflows/", + "crumbs": [ + "Get Started", + "Tutorials", + "nbdev1 Migration" + ] + }, + { + "objectID": "tutorials/migrating.html#update-directive-names", + "href": "tutorials/migrating.html#update-directive-names", + "title": "nbdev1 Migration", + "section": "Update directive names", + "text": "Update directive names\nA number of directives have changed names. We’ll use perl to fix them. Run these lines in the root of your repo:\nfind . -name '*.ipynb' -exec perl -pi -e 's/#\\|\\s*hide_input/#| echo: false/' {} +\nfind . -name '*.ipynb' -exec perl -pi -e 's/#\\|\\s*hide_output/#| output: false/' {} +\nfind . -name '*.ipynb' -exec perl -pi -e 's/#\\|\\s*skip/#| eval: false/' {} +\nfind . -name '*.ipynb' -exec perl -pi -e 's/from nbdev.export import notebook2script/from nbdev import nbdev_export/' {} +\nfind . -name '*.ipynb' -exec perl -pi -e 's/notebook2script/nbdev_export/' {} +\nThese change the following directives to use functionality built into Quarto:\n\nhide_input –> echo: false\nhide_output –> output: false\nskip –> eval: false\n\nThey also update the new location and name of the nbdev_export python function.\nIf you have any notebooks that you’ve asked nbdev1 to skip (using all_slow), you’ll need to add a raw cell to the top of your notebook containing YAML frontmatter. The frontmatter needs to include skip_showdoc: true to avoid running cells when rendering docs, and skip_exec: true to skip this notebook when running tests. E.g to do both, you would add a raw cell (or update your existing frontmatter raw cell) to contain:\n---\nskip_showdoc: true\nskip_exec: true\n---\nOr you can also add these flags in a markdown cell,\n# title\n> description\n\n- skip_showdoc: true\n- skip_exec: true", + "crumbs": [ + "Get Started", + "Tutorials", + "nbdev1 Migration" + ] + }, + { + "objectID": "tutorials/migrating.html#edit-workflow-permissions", + "href": "tutorials/migrating.html#edit-workflow-permissions", + "title": "nbdev1 Migration", + "section": "Edit Workflow Permissions", + "text": "Edit Workflow Permissions\nMake sure your workflow permissions are set to “Read and write permissions”, which you can find in Settings → Actions → General → Workflow permissions:\n\n\n\nGitHub Pages settings\n\n\n\n\n\n\n\n\nImportant\n\n\n\nFailure to set the correct permissions may result in an error message like this:\n fatal: unable to access 'https://github.com/user/repo.git/': The requested URL returned error: 403\n Error: Action failed with \"The process '/usr/bin/git' failed with exit code 128\"", + "crumbs": [ + "Get Started", + "Tutorials", + "nbdev1 Migration" + ] + }, + { + "objectID": "tutorials/migrating.html#edit-github-pages-permissions", + "href": "tutorials/migrating.html#edit-github-pages-permissions", + "title": "nbdev1 Migration", + "section": "Edit GitHub Pages Permissions", + "text": "Edit GitHub Pages Permissions\nAt this point you will want to commit the files with the changes you made to GitHub. Wait for GitHub Actions to run and pass. A new branch in your repo will automatically be created called gh-pages. 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992px){.navbar-expand-lg{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-lg .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-lg .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-lg .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-lg .navbar-nav-scroll{overflow:visible}.navbar-expand-lg .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-lg .navbar-toggler{display:none}.navbar-expand-lg .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-lg .offcanvas .offcanvas-header{display:none}.navbar-expand-lg .offcanvas 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!important;transform:none !important;transition:none}.navbar-expand-xl .offcanvas .offcanvas-header{display:none}.navbar-expand-xl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1400px){.navbar-expand-xxl{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-xxl .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-xxl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xxl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xxl .navbar-nav-scroll{overflow:visible}.navbar-expand-xxl .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-xxl .navbar-toggler{display:none}.navbar-expand-xxl .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: #fdfeff;--bs-navbar-hover-color: rgba(253, 253, 255, 0.8);--bs-navbar-disabled-color: rgba(253, 254, 255, 0.75);--bs-navbar-active-color: #fdfdff;--bs-navbar-brand-color: #fdfeff;--bs-navbar-brand-hover-color: #fdfdff;--bs-navbar-toggler-border-color: rgba(253, 254, 255, 0);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='%23fdfeff' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='%23fdfeff' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: 1px;--bs-card-border-color: rgba(0, 0, 0, 0.175);--bs-card-border-radius: 0.25rem;--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(0.25rem - 1px);--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(52, 58, 64, 0.25);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: #fff;--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0}.card>.list-group:last-child{border-bottom-width:0}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;-webkit-flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header-tabs{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-bottom:calc(-1*var(--bs-card-cap-padding-y));margin-left:calc(-0.5*var(--bs-card-cap-padding-x));border-bottom:0}.card-header-tabs .nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;display:-webkit-flex;flex-flow:row wrap;-webkit-flex-flow:row wrap}.card-group>.card{flex:1 0 0%;-webkit-flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}}.accordion{--bs-accordion-color: #343a40;--bs-accordion-bg: #fff;--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;--bs-accordion-border-color: #dee2e6;--bs-accordion-border-width: 1px;--bs-accordion-border-radius: 0.25rem;--bs-accordion-inner-border-radius: calc(0.25rem - 1px);--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: #343a40;--bs-accordion-btn-bg: #fff;--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23343a40'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%2310335b'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-focus-border-color: #93c0f1;--bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(39, 128, 227, 0.25);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: #10335b;--bs-accordion-active-bg: #d4e6f9}.accordion-button{position:relative;display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;-webkit-flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:not(:first-of-type){border-top:0}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%237db3ee'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%237db3ee'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: rgba(52, 58, 64, 0.75);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: rgba(52, 58, 64, 0.75);display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #2761e3;--bs-pagination-bg: #fff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: #dee2e6;--bs-pagination-border-radius: 0.25rem;--bs-pagination-hover-color: #1f4eb6;--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: #dee2e6;--bs-pagination-focus-color: #1f4eb6;--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(39, 128, 227, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #2780e3;--bs-pagination-active-border-color: #2780e3;--bs-pagination-disabled-color: rgba(52, 58, 64, 0.75);--bs-pagination-disabled-bg: #e9ecef;--bs-pagination-disabled-border-color: #dee2e6;display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px*-1)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.2em}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: 0.25rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 0 solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.25rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:.5rem}}.progress,.progress-stacked{--bs-progress-height: 0.5rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.25rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #2780e3;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #343a40;--bs-list-group-bg: #fff;--bs-list-group-border-color: #dee2e6;--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.25rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(52, 58, 64, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #343a40;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(52, 58, 64, 0.75);--bs-list-group-disabled-bg: #fff;--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #2780e3;--bs-list-group-active-border-color: #2780e3;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{--bs-list-group-color: var(--bs-default-text-emphasis);--bs-list-group-bg: var(--bs-default-bg-subtle);--bs-list-group-border-color: var(--bs-default-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-default-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-default-border-subtle);--bs-list-group-active-color: var(--bs-default-bg-subtle);--bs-list-group-active-bg: var(--bs-default-text-emphasis);--bs-list-group-active-border-color: var(--bs-default-text-emphasis)}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(39, 128, 227, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(255, 255, 255, 0.85);--bs-toast-border-width: 1px;--bs-toast-border-color: rgba(0, 0, 0, 0.175);--bs-toast-border-radius: 0.25rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: rgba(52, 58, 64, 0.75);--bs-toast-header-bg: rgba(255, 255, 255, 0.85);--bs-toast-header-border-color: rgba(0, 0, 0, 0.175);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;width:-webkit-max-content;width:-moz-max-content;width:-ms-max-content;width:-o-max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color)}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: #fff;--bs-modal-border-color: rgba(0, 0, 0, 0.175);--bs-modal-border-width: 1px;--bs-modal-border-radius: 0.5rem;--bs-modal-box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-modal-inner-border-radius: calc(0.5rem - 1px);--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: #dee2e6;--bs-modal-header-border-width: 1px;--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: #dee2e6;--bs-modal-footer-border-width: 1px;position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static .modal-dialog{transform:scale(1.02)}.modal-dialog-scrollable{height:calc(100% - var(--bs-modal-margin)*2)}.modal-dialog-scrollable .modal-content{max-height:100%;overflow:hidden}.modal-dialog-scrollable .modal-body{overflow-y:auto}.modal-dialog-centered{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;min-height:calc(100% - var(--bs-modal-margin)*2)}.modal-content{position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;width:100%;color:var(--bs-modal-color);pointer-events:auto;background-color:var(--bs-modal-bg);background-clip:padding-box;border:var(--bs-modal-border-width) solid var(--bs-modal-border-color);outline:0}.modal-backdrop{--bs-backdrop-zindex: 1050;--bs-backdrop-bg: #000;--bs-backdrop-opacity: 0.5;position:fixed;top:0;left:0;z-index:var(--bs-backdrop-zindex);width:100vw;height:100vh;background-color:var(--bs-backdrop-bg)}.modal-backdrop.fade{opacity:0}.modal-backdrop.show{opacity:var(--bs-backdrop-opacity)}.modal-header{display:flex;display:-webkit-flex;flex-shrink:0;-webkit-flex-shrink:0;align-items:center;-webkit-align-items:center;justify-content:space-between;-webkit-justify-content:space-between;padding:var(--bs-modal-header-padding);border-bottom:var(--bs-modal-header-border-width) solid var(--bs-modal-header-border-color)}.modal-header .btn-close{padding:calc(var(--bs-modal-header-padding-y)*.5) calc(var(--bs-modal-header-padding-x)*.5);margin:calc(-0.5*var(--bs-modal-header-padding-y)) calc(-0.5*var(--bs-modal-header-padding-x)) calc(-0.5*var(--bs-modal-header-padding-y)) auto}.modal-title{margin-bottom:0;line-height:var(--bs-modal-title-line-height)}.modal-body{position:relative;flex:1 1 auto;-webkit-flex:1 1 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100%}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]).sidebar-collapsed{grid-template-columns:0 100%}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]).sidebar-collapsed.sidebar-right{grid-template-columns:100% 0}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]):not(.sidebar-right)>.main{padding-left:var(--bslib-sidebar-padding-icon)}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]).sidebar-right>.main{padding-right:var(--bslib-sidebar-padding-icon)}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always])>.main{opacity:0;transition:opacity var(--bslib-sidebar-transition-easing-x) var(--bslib-sidebar-transition-duration)}.bslib-sidebar-layout:not([data-bslib-sidebar-open=always]).sidebar-collapsed>.main{opacity:1}}:root{--bslib-value-box-shadow: none;--bslib-value-box-border-width-auto-yes: var(--bslib-value-box-border-width-baseline);--bslib-value-box-border-width-auto-no: 0;--bslib-value-box-border-width-baseline: 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.value-box-showcase,.bslib-value-box .value-box-showcase>.html-fill-item{width:100%}.bslib-value-box[data-full-screen=true] .value-box-showcase{max-height:var(---bslib-value-box-showcase-max-h-fs, 100%)}@media screen and (min-width: 575.98px){@container bslib-value-box (max-width: 300px){.bslib-value-box:not(.showcase-bottom) .value-box-grid{grid-template-columns:1fr !important;grid-template-rows:auto auto;grid-template-areas:"top" "bottom"}.bslib-value-box:not(.showcase-bottom) .value-box-grid .value-box-showcase{grid-area:top !important}.bslib-value-box:not(.showcase-bottom) .value-box-grid .value-box-area{grid-area:bottom !important;justify-content:end}}}.bslib-value-box .value-box-area{justify-content:center;padding:1.5rem 1rem;font-size:.9rem;font-weight:500}.bslib-value-box .value-box-area *{margin-bottom:0;margin-top:0}.bslib-value-box .value-box-title{font-size:1rem;margin-top:0;margin-bottom:.5rem;font-weight:400;line-height:1.2}.bslib-value-box .value-box-title:empty::after{content:" "}.bslib-value-box .value-box-value{font-size:calc(1.29rem + 0.48vw);margin-top:0;margin-bottom:.5rem;font-weight:400;line-height:1.2}@media(min-width: 1200px){.bslib-value-box .value-box-value{font-size:1.65rem}}.bslib-value-box .value-box-value:empty::after{content:" "}.bslib-value-box .value-box-showcase{align-items:center;justify-content:center;margin-top:auto;margin-bottom:auto;padding:1rem}.bslib-value-box .value-box-showcase .bi,.bslib-value-box .value-box-showcase .fa,.bslib-value-box .value-box-showcase .fab,.bslib-value-box .value-box-showcase .fas,.bslib-value-box .value-box-showcase .far{opacity:.85;min-width:50px;max-width:125%}.bslib-value-box .value-box-showcase .bi,.bslib-value-box .value-box-showcase .fa,.bslib-value-box .value-box-showcase .fab,.bslib-value-box .value-box-showcase .fas,.bslib-value-box .value-box-showcase .far{font-size:4rem}.bslib-value-box.showcase-top-right .value-box-grid{grid-template-columns:1fr 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hn=".bs.modal",dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn="modal-open",An="show",En="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return"modal"}toggle(t){return 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sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=z.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),N.on(this._element,bn,(t=>{N.one(this._element,_n,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(En),this._queueCallback((()=>{this._element.classList.remove(En),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const 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W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Dn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(N.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Sn,$n),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():N.trigger(this._element,jn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():N.trigger(this._element,jn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}N.on(document,Wn,'[data-bs-toggle="offcanvas"]',(function(t){const e=z.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;N.one(e,Fn,(()=>{a(this)&&this.focus()}));const i=z.findOne(In);i&&i!==e&&qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=>{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=>{for(const t of z.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Yn={allowList:Vn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"
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")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Zn=new Set(["sanitize","allowList","sanitizeFn"]),ts="fade",es="show",is=".modal",ns="hide.bs.modal",ss="hover",os="focus",rs={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},as={allowList:Vn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},ls={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._queueCallback((()=>{N.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!N.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(es),"ontouchstart"in document.documentElement)for(const t 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t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=F.getDataAttributes(this._element);for(const t of Object.keys(e))Zn.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:r(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const[e,i]of Object.entries(this._config))this.constructor.Default[e]!==i&&(t[e]=i);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=cs.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}m(cs);const hs={...cs.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},ds={...cs.DefaultType,content:"(null|string|element|function)"};class us extends cs{static get Default(){return hs}static get DefaultType(){return ds}static get 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i;if([Ms,js].includes(t.key))i=e[t.key===Ms?0:e.length-1];else{const n=[Is,Ps].includes(t.key);i=b(e,t.target,n,!0)}i&&(i.focus({preventScroll:!0}),Vs.getOrCreateInstance(i).show())}_getChildren(){return z.find(Rs,this._parent)}_getActiveElem(){return this._getChildren().find((t=>this._elemIsActive(t)))||null}_setInitialAttributes(t,e){this._setAttributeIfNotExists(t,"role","tablist");for(const t of e)this._setInitialAttributesOnChild(t)}_setInitialAttributesOnChild(t){t=this._getInnerElement(t);const e=this._elemIsActive(t),i=this._getOuterElement(t);t.setAttribute("aria-selected",e),i!==t&&this._setAttributeIfNotExists(i,"role","presentation"),e||t.setAttribute("tabindex","-1"),this._setAttributeIfNotExists(t,"role","tab"),this._setInitialAttributesOnTargetPanel(t)}_setInitialAttributesOnTargetPanel(t){const 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NAME(){return"toast"}show(){N.trigger(this._element,Zs).defaultPrevented||(this._clearTimeout(),this._config.animation&&this._element.classList.add("fade"),this._element.classList.remove(eo),d(this._element),this._element.classList.add(io,no),this._queueCallback((()=>{this._element.classList.remove(no),N.trigger(this._element,to),this._maybeScheduleHide()}),this._element,this._config.animation))}hide(){this.isShown()&&(N.trigger(this._element,Gs).defaultPrevented||(this._element.classList.add(no),this._queueCallback((()=>{this._element.classList.add(eo),this._element.classList.remove(no,io),N.trigger(this._element,Js)}),this._element,this._config.animation)))}dispose(){this._clearTimeout(),this.isShown()&&this._element.classList.remove(io),super.dispose()}isShown(){return this._element.classList.contains(io)}_maybeScheduleHide(){this._config.autohide&&(this._hasMouseInteraction||this._hasKeyboardInteraction||(this._timeout=setTimeout((()=>{this.hide()}),this._config.delay)))}_onInteraction(t,e){switch(t.type){case"mouseover":case"mouseout":this._hasMouseInteraction=e;break;case"focusin":case"focusout":this._hasKeyboardInteraction=e}if(e)return void this._clearTimeout();const i=t.relatedTarget;this._element===i||this._element.contains(i)||this._maybeScheduleHide()}_setListeners(){N.on(this._element,Qs,(t=>this._onInteraction(t,!0))),N.on(this._element,Xs,(t=>this._onInteraction(t,!1))),N.on(this._element,Ys,(t=>this._onInteraction(t,!0))),N.on(this._element,Us,(t=>this._onInteraction(t,!1)))}_clearTimeout(){clearTimeout(this._timeout),this._timeout=null}static jQueryInterface(t){return this.each((function(){const e=ro.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}return 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+ setSvgSize(svg) { + const { widthInPoints, heightInPoints, explicitHeight, explicitWidth } = + this.resolveSize(svg); + + if (explicitWidth && explicitHeight) { + svg.setAttribute("width", widthInPoints); + svg.setAttribute("height", heightInPoints); + svg.style.maxWidth = null; // remove mermaid's default max-width + } else { + if (explicitWidth) { + svg.style.maxWidth = `${widthInPoints}px`; + } + if (explicitHeight) { + svg.style.maxHeight = `${heightInPoints}px`; + } + } + }, + + // NB: there's effectively a copy of this function + // in `core/svg.ts`. + // if you change something here, you must keep it consistent there as well. + makeResponsive(svg) { + const width = svg.getAttribute("width"); + if (width === null) { + throw new Error("Couldn't find SVG width"); + } + const numWidth = Number(width.slice(0, -2)); + + if (numWidth > 650) { + changed = true; + svg.setAttribute("width", "100%"); + svg.removeAttribute("height"); + } + }, + + // NB: there's effectively a copy of this function + // in `core/svg.ts`. + // if you change something here, you must keep it consistent there as well. + fixupAlignment(svg, align) { + let style = svg.getAttribute("style") || ""; + + switch (align) { + case "left": + style = `${style}; display: block; margin: auto auto auto 0`; + break; + case "right": + style = `${style}; display: block; margin: auto 0 auto auto`; + break; + case "center": + style = `${style}; display: block; margin: auto auto auto auto`; + break; + } + svg.setAttribute("style", style); + }, + + resolveOptions(svgEl) { + return svgEl.parentElement.parentElement.parentElement.parentElement + .dataset; + }, + + // NB: there's effectively a copy of this function + // in our mermaid runtime in `core/svg.ts`. + // if you change something here, you must keep it consistent there as well. + resolveSize(svgEl) { + const inInches = (size) => { + if (size.endsWith("in")) { + return Number(size.slice(0, -2)); + } + if (size.endsWith("pt") || size.endsWith("px")) { + // assume 96 dpi for now + return Number(size.slice(0, -2)) / 96; + } + return Number(size); + }; + + // these are figWidth and figHeight on purpose, + // because data attributes are translated to camelCase by the DOM API + const kFigWidth = "figWidth", + kFigHeight = "figHeight"; + const options = this.resolveOptions(svgEl); + let width = svgEl.getAttribute("width"); + let height = svgEl.getAttribute("height"); + const getViewBox = () => { + const vb = svgEl.attributes.getNamedItem("viewBox").value; // do it the roundabout way so that viewBox isn't dropped by deno_dom and text/html + if (!vb) return undefined; + const lst = vb.trim().split(" ").map(Number); + if (lst.length !== 4) return undefined; + if (lst.some(isNaN)) return undefined; + return lst; + }; + if (!width || !height) { + // attempt to resolve figure dimensions via viewBox + const viewBox = getViewBox(); + if (viewBox !== undefined) { + const [_mx, _my, vbWidth, vbHeight] = viewBox; + width = `${vbWidth}px`; + height = `${vbHeight}px`; + } else { + throw new Error( + "Mermaid generated an SVG without a viewbox attribute. Without knowing the diagram dimensions, quarto cannot convert it to a PNG" + ); + } + } + + let svgWidthInInches, svgHeightInInches; + + if ( + (width.slice(0, -2) === "pt" && height.slice(0, -2) === "pt") || + (width.slice(0, -2) === "px" && height.slice(0, -2) === "px") || + (!isNaN(Number(width)) && !isNaN(Number(height))) + ) { + // we assume 96 dpi which is generally what seems to be used. + svgWidthInInches = Number(width.slice(0, -2)) / 96; + svgHeightInInches = Number(height.slice(0, -2)) / 96; + } + const viewBox = getViewBox(); + if (viewBox !== undefined) { + // assume width and height come from viewbox. + const [_mx, _my, vbWidth, vbHeight] = viewBox; + svgWidthInInches = vbWidth / 96; + svgHeightInInches = vbHeight / 96; + } else { + throw new Error( + "Internal Error: Couldn't resolve width and height of SVG" + ); + } + const svgWidthOverHeight = svgWidthInInches / svgHeightInInches; + let widthInInches, heightInInches; + + if (options[kFigWidth] && options[kFigHeight]) { + // both were prescribed, so just go with them + widthInInches = inInches(String(options[kFigWidth])); + heightInInches = inInches(String(options[kFigHeight])); + } else if (options[kFigWidth]) { + // we were only given width, use that and adjust height based on aspect ratio; + widthInInches = inInches(String(options[kFigWidth])); + heightInInches = widthInInches / svgWidthOverHeight; + } else if (options[kFigHeight]) { + // we were only given height, use that and adjust width based on aspect ratio; + heightInInches = inInches(String(options[kFigHeight])); + widthInInches = heightInInches * svgWidthOverHeight; + } else { + // we were not given either, use svg's prescribed height + heightInInches = svgHeightInInches; + widthInInches = svgWidthInInches; + } + + return { + widthInInches, + heightInInches, + widthInPoints: Math.round(widthInInches * 96), + heightInPoints: Math.round(heightInInches * 96), + explicitWidth: options?.[kFigWidth] !== undefined, + explicitHeight: options?.[kFigHeight] !== undefined, + }; + }, + + postProcess(svg) { + const options = this.resolveOptions(svg); + if ( + options.responsive && + options["figWidth"] === undefined && + options["figHeight"] === undefined + ) { + this.makeResponsive(svg); + } else { + this.setSvgSize(svg); + } + if (options["reveal"]) { + this.fixupAlignment(svg, options["figAlign"] || "center"); + } + + // forward align attributes to the correct parent dif + // so that the svg figure is aligned correctly + const div = svg.parentElement.parentElement.parentElement; + const align = div.parentElement.parentElement.dataset.layoutAlign; + if (align) { + div.classList.remove("quarto-figure-left"); + div.classList.remove("quarto-figure-center"); + div.classList.remove("quarto-figure-right"); + div.classList.add(`quarto-figure-${align}`); + } + }, +}; + +// deno-lint-ignore no-window-prefix +window.addEventListener( + "load", + async function () { + let i = 0; + // we need pre because of whitespace preservation + for (const el of Array.from(document.querySelectorAll("pre.mermaid-js"))) { + //   doesn't appear to be treated as whitespace by mermaid + // so we replace it with a space. + const text = el.textContent.replaceAll(" ", " "); + const { svg: output } = await mermaid.mermaidAPI.render( + `mermaid-${++i}`, + text, + el + ); + el.innerHTML = output; + if (el.dataset.label) { + // patch mermaid's emitted style + const svg = el.firstChild; + const style = svg.querySelector("style"); + style.innerHTML = style.innerHTML.replaceAll( + `#${svg.id}`, + `#${el.dataset.label}-mermaid` + ); + svg.id = el.dataset.label + "-mermaid"; + delete el.dataset.label; + } + + const svg = el.querySelector("svg"); + const parent = el.parentElement; + parent.removeChild(el); + parent.appendChild(svg); + svg.classList.add("mermaid-js"); + } + for (const svgEl of Array.from( + document.querySelectorAll("svg.mermaid-js") + )) { + _quartoMermaid.postProcess(svgEl); + } + }, + false +); diff --git 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n(this.primaryColor,{h:150}),this.cScale8=this.cScale8||Gn(this.primaryColor,{h:210,l:150}),this.cScale9=this.cScale9||Gn(this.primaryColor,{h:270}),this.cScale10=this.cScale10||Gn(this.primaryColor,{h:300}),this.cScale11=this.cScale11||Gn(this.primaryColor,{h:330}),this.darkMode)for(let f=0;f{this[p]=a[p]}),this.updateColors(),f.forEach(p=>{this[p]=a[p]})}};const h9t=i=>{const a=new l9t;return a.calculate(i),a};let f9t=class{constructor(){this.background="#333",this.primaryColor="#1f2020",this.secondaryColor=Qs(this.primaryColor,16),this.tertiaryColor=Gn(this.primaryColor,{h:-160}),this.primaryBorderColor=Bi(this.background),this.secondaryBorderColor=ig(this.secondaryColor,this.darkMode),this.tertiaryBorderColor=ig(this.tertiaryColor,this.darkMode),this.primaryTextColor=Bi(this.primaryColor),this.secondaryTextColor=Bi(this.secondaryColor),this.tertiaryTextColor=Bi(this.tertiaryColor),this.lineColor=Bi(this.background),this.textColor=Bi(this.background),this.mainBkg="#1f2020",this.secondBkg="calculated",this.mainContrastColor="lightgrey",this.darkTextColor=Qs(Bi("#323D47"),10),this.lineColor="calculated",this.border1="#81B1DB",this.border2=$N(255,255,255,.25),this.arrowheadColor="calculated",this.fontFamily='"trebuchet ms", verdana, arial, sans-serif',this.fontSize="16px",this.labelBackground="#181818",this.textColor="#ccc",this.THEME_COLOR_LIMIT=12,this.nodeBkg="calculated",this.nodeBorder="calculated",this.clusterBkg="calculated",this.clusterBorder="calculated",this.defaultLinkColor="calculated",this.titleColor="#F9FFFE",this.edgeLabelBackground="calculated",this.actorBorder="calculated",this.actorBkg="calculated",this.actorTextColor="calculated",this.actorLineColor="calculated",this.signalColor="calculated",this.signalTextColor="calculated",this.labelBoxBkgColor="calculated",this.labelBoxBorderColor="calculated",this.labelTextColor="calculated",this.loopTextColor="calculated",this.noteBorderColor="calculated",this.noteBkgColor="#fff5ad",this.noteTextColor="calculated",this.activationBorderColor="calculated",this.activationBkgColor="calculated",this.sequenceNumberColor="black",this.sectionBkgColor=ya("#EAE8D9",30),this.altSectionBkgColor="calculated",this.sectionBkgColor2="#EAE8D9",this.excludeBkgColor=ya(this.sectionBkgColor,10),this.taskBorderColor=$N(255,255,255,70),this.taskBkgColor="calculated",this.taskTextColor="calculated",this.taskTextLightColor="calculated",this.taskTextOutsideColor="calculated",this.taskTextClickableColor="#003163",this.activeTaskBorderColor=$N(255,255,255,50),this.activeTaskBkgColor="#81B1DB",this.gridColor="calculated",this.doneTaskBkgColor="calculated",this.doneTaskBorderColor="grey",this.critBorderColor="#E83737",this.critBkgColor="#E83737",this.taskTextDarkColor="calculated",this.todayLineColor="#DB5757",this.personBorder=this.primaryBorderColor,this.personBkg=this.mainBkg,this.labelColor="calculated",this.errorBkgColor="#a44141",this.errorTextColor="#ddd"}updateColors(){this.secondBkg=Qs(this.mainBkg,16),this.lineColor=this.mainContrastColor,this.arrowheadColor=this.mainContrastColor,this.nodeBkg=this.mainBkg,this.nodeBorder=this.border1,this.clusterBkg=this.secondBkg,this.clusterBorder=this.border2,this.defaultLinkColor=this.lineColor,this.edgeLabelBackground=Qs(this.labelBackground,25),this.actorBorder=this.border1,this.actorBkg=this.mainBkg,this.actorTextColor=this.mainContrastColor,this.actorLineColor=this.mainContrastColor,this.signalColor=this.mainContrastColor,this.signalTextColor=this.mainContrastColor,this.labelBoxBkgColor=this.actorBkg,this.labelBoxBorderColor=this.actorBorder,this.labelTextColor=this.mainContrastColor,this.loopTextColor=this.mainContrastColor,this.noteBorderColor=this.secondaryBorderColor,this.noteBkgColor=this.secondBkg,this.noteTextColor=this.secondaryTextColor,this.activationBorderColor=this.border1,this.activationBkgColor=this.secondBkg,this.altSectionBkgColor=this.background,this.taskBkgColor=Qs(this.mainBkg,23),this.taskTextColor=this.darkTextColor,this.taskTextLightColor=this.mainContrastColor,this.taskTextOutsideColor=this.taskTextLightColor,this.gridColor=this.mainContrastColor,this.doneTaskBkgColor=this.mainContrastColor,this.taskTextDarkColor=this.darkTextColor,this.transitionColor=this.transitionColor||this.lineColor,this.transitionLabelColor=this.transitionLabelColor||this.textColor,this.stateLabelColor=this.stateLabelColor||this.stateBkg||this.primaryTextColor,this.stateBkg=this.stateBkg||this.mainBkg,this.labelBackgroundColor=this.labelBackgroundColor||this.stateBkg,this.compositeBackground=this.compositeBackground||this.background||this.tertiaryColor,this.altBackground=this.altBackground||"#555",this.compositeTitleBackground=this.compositeTitleBackground||this.mainBkg,this.compositeBorder=this.compositeBorder||this.nodeBorder,this.innerEndBackground=this.primaryBorderColor,this.specialStateColor="#f4f4f4",this.errorBkgColor=this.errorBkgColor||this.tertiaryColor,this.errorTextColor=this.errorTextColor||this.tertiaryTextColor,this.fillType0=this.primaryColor,this.fillType1=this.secondaryColor,this.fillType2=Gn(this.primaryColor,{h:64}),this.fillType3=Gn(this.secondaryColor,{h:64}),this.fillType4=Gn(this.primaryColor,{h:-64}),this.fillType5=Gn(this.secondaryColor,{h:-64}),this.fillType6=Gn(this.primaryColor,{h:128}),this.fillType7=Gn(this.secondaryColor,{h:128}),this.cScale1=this.cScale1||"#0b0000",this.cScale2=this.cScale2||"#4d1037",this.cScale3=this.cScale3||"#3f5258",this.cScale4=this.cScale4||"#4f2f1b",this.cScale5=this.cScale5||"#6e0a0a",this.cScale6=this.cScale6||"#3b0048",this.cScale7=this.cScale7||"#995a01",this.cScale8=this.cScale8||"#154706",this.cScale9=this.cScale9||"#161722",this.cScale10=this.cScale10||"#00296f",this.cScale11=this.cScale11||"#01629c",this.cScale12=this.cScale12||"#010029",this.cScale0=this.cScale0||this.primaryColor,this.cScale1=this.cScale1||this.secondaryColor,this.cScale2=this.cScale2||this.tertiaryColor,this.cScale3=this.cScale3||Gn(this.primaryColor,{h:30}),this.cScale4=this.cScale4||Gn(this.primaryColor,{h:60}),this.cScale5=this.cScale5||Gn(this.primaryColor,{h:90}),this.cScale6=this.cScale6||Gn(this.primaryColor,{h:120}),this.cScale7=this.cScale7||Gn(this.primaryColor,{h:150}),this.cScale8=this.cScale8||Gn(this.primaryColor,{h:210}),this.cScale9=this.cScale9||Gn(this.primaryColor,{h:270}),this.cScale10=this.cScale10||Gn(this.primaryColor,{h:300}),this.cScale11=this.cScale11||Gn(this.primaryColor,{h:330});for(let a=0;a{this[p]=a[p]}),this.updateColors(),f.forEach(p=>{this[p]=a[p]})}};const d9t=i=>{const a=new f9t;return a.calculate(i),a};let g9t=class{constructor(){this.background="#f4f4f4",this.primaryColor="#ECECFF",this.secondaryColor=Gn(this.primaryColor,{h:120}),this.secondaryColor="#ffffde",this.tertiaryColor=Gn(this.primaryColor,{h:-160}),this.primaryBorderColor=ig(this.primaryColor,this.darkMode),this.secondaryBorderColor=ig(this.secondaryColor,this.darkMode),this.tertiaryBorderColor=ig(this.tertiaryColor,this.darkMode),this.primaryTextColor=Bi(this.primaryColor),this.secondaryTextColor=Bi(this.secondaryColor),this.tertiaryTextColor=Bi(this.tertiaryColor),this.lineColor=Bi(this.background),this.textColor=Bi(this.background),this.background="white",this.mainBkg="#ECECFF",this.secondBkg="#ffffde",this.lineColor="#333333",this.border1="#9370DB",this.border2="#aaaa33",this.arrowheadColor="#333333",this.fontFamily='"trebuchet ms", verdana, arial, sans-serif',this.fontSize="16px",this.labelBackground="#e8e8e8",this.textColor="#333",this.THEME_COLOR_LIMIT=12,this.nodeBkg="calculated",this.nodeBorder="calculated",this.clusterBkg="calculated",this.clusterBorder="calculated",this.defaultLinkColor="calculated",this.titleColor="calculated",this.edgeLabelBackground="calculated",this.actorBorder="calculated",this.actorBkg="calculated",this.actorTextColor="black",this.actorLineColor="grey",this.signalColor="calculated",this.signalTextColor="calculated",this.labelBoxBkgColor="calculated",this.labelBoxBorderColor="calculated",this.labelTextColor="calculated",this.loopTextColor="calculated",this.noteBorderColor="calculated",this.noteBkgColor="#fff5ad",this.noteTextColor="calculated",this.activationBorderColor="#666",this.activationBkgColor="#f4f4f4",this.sequenceNumberColor="white",this.sectionBkgColor="calculated",this.altSectionBkgColor="calculated",this.sectionBkgColor2="calculated",this.excludeBkgColor="#eeeeee",this.taskBorderColor="calculated",this.taskBkgColor="calculated",this.taskTextLightColor="calculated",this.taskTextColor=this.taskTextLightColor,this.taskTextDarkColor="calculated",this.taskTextOutsideColor=this.taskTextDarkColor,this.taskTextClickableColor="calculated",this.activeTaskBorderColor="calculated",this.activeTaskBkgColor="calculated",this.gridColor="calculated",this.doneTaskBkgColor="calculated",this.doneTaskBorderColor="calculated",this.critBorderColor="calculated",this.critBkgColor="calculated",this.todayLineColor="calculated",this.sectionBkgColor=$N(102,102,255,.49),this.altSectionBkgColor="white",this.sectionBkgColor2="#fff400",this.taskBorderColor="#534fbc",this.taskBkgColor="#8a90dd",this.taskTextLightColor="white",this.taskTextColor="calculated",this.taskTextDarkColor="black",this.taskTextOutsideColor="calculated",this.taskTextClickableColor="#003163",this.activeTaskBorderColor="#534fbc",this.activeTaskBkgColor="#bfc7ff",this.gridColor="lightgrey",this.doneTaskBkgColor="lightgrey",this.doneTaskBorderColor="grey",this.critBorderColor="#ff8888",this.critBkgColor="red",this.todayLineColor="red",this.personBorder=this.primaryBorderColor,this.personBkg=this.mainBkg,this.labelColor="black",this.errorBkgColor="#552222",this.errorTextColor="#552222",this.updateColors()}updateColors(){this.cScale0=this.cScale0||this.primaryColor,this.cScale1=this.cScale1||this.secondaryColor,this.cScale2=this.cScale2||this.tertiaryColor,this.cScale3=this.cScale3||Gn(this.primaryColor,{h:30}),this.cScale4=this.cScale4||Gn(this.primaryColor,{h:60}),this.cScale5=this.cScale5||Gn(this.primaryColor,{h:90}),this.cScale6=this.cScale6||Gn(this.primaryColor,{h:120}),this.cScale7=this.cScale7||Gn(this.primaryColor,{h:150}),this.cScale8=this.cScale8||Gn(this.primaryColor,{h:210}),this.cScale9=this.cScale9||Gn(this.primaryColor,{h:270}),this.cScale10=this.cScale10||Gn(this.primaryColor,{h:300}),this.cScale11=this.cScale11||Gn(this.primaryColor,{h:330}),this["cScalePeer1"]=this["cScalePeer1"]||ya(this.secondaryColor,45),this["cScalePeer2"]=this["cScalePeer2"]||ya(this.tertiaryColor,40);for(let a=0;a{this[p]=a[p]}),this.updateColors(),f.forEach(p=>{this[p]=a[p]})}};const p9t=i=>{const a=new g9t;return a.calculate(i),a};let b9t=class{constructor(){this.background="#f4f4f4",this.primaryColor="#cde498",this.secondaryColor="#cdffb2",this.background="white",this.mainBkg="#cde498",this.secondBkg="#cdffb2",this.lineColor="green",this.border1="#13540c",this.border2="#6eaa49",this.arrowheadColor="green",this.fontFamily='"trebuchet ms", verdana, arial, sans-serif',this.fontSize="16px",this.tertiaryColor=Qs("#cde498",10),this.primaryBorderColor=ig(this.primaryColor,this.darkMode),this.secondaryBorderColor=ig(this.secondaryColor,this.darkMode),this.tertiaryBorderColor=ig(this.tertiaryColor,this.darkMode),this.primaryTextColor=Bi(this.primaryColor),this.secondaryTextColor=Bi(this.secondaryColor),this.tertiaryTextColor=Bi(this.primaryColor),this.lineColor=Bi(this.background),this.textColor=Bi(this.background),this.THEME_COLOR_LIMIT=12,this.nodeBkg="calculated",this.nodeBorder="calculated",this.clusterBkg="calculated",this.clusterBorder="calculated",this.defaultLinkColor="calculated",this.titleColor="#333",this.edgeLabelBackground="#e8e8e8",this.actorBorder="calculated",this.actorBkg="calculated",this.actorTextColor="black",this.actorLineColor="grey",this.signalColor="#333",this.signalTextColor="#333",this.labelBoxBkgColor="calculated",this.labelBoxBorderColor="#326932",this.labelTextColor="calculated",this.loopTextColor="calculated",this.noteBorderColor="calculated",this.noteBkgColor="#fff5ad",this.noteTextColor="calculated",this.activationBorderColor="#666",this.activationBkgColor="#f4f4f4",this.sequenceNumberColor="white",this.sectionBkgColor="#6eaa49",this.altSectionBkgColor="white",this.sectionBkgColor2="#6eaa49",this.excludeBkgColor="#eeeeee",this.taskBorderColor="calculated",this.taskBkgColor="#487e3a",this.taskTextLightColor="white",this.taskTextColor="calculated",this.taskTextDarkColor="black",this.taskTextOutsideColor="calculated",this.taskTextClickableColor="#003163",this.activeTaskBorderColor="calculated",this.activeTaskBkgColor="calculated",this.gridColor="lightgrey",this.doneTaskBkgColor="lightgrey",this.doneTaskBorderColor="grey",this.critBorderColor="#ff8888",this.critBkgColor="red",this.todayLineColor="red",this.personBorder=this.primaryBorderColor,this.personBkg=this.mainBkg,this.labelColor="black",this.errorBkgColor="#552222",this.errorTextColor="#552222"}updateColors(){this.actorBorder=ya(this.mainBkg,20),this.actorBkg=this.mainBkg,this.labelBoxBkgColor=this.actorBkg,this.labelTextColor=this.actorTextColor,this.loopTextColor=this.actorTextColor,this.noteBorderColor=this.border2,this.noteTextColor=this.actorTextColor,this.cScale0=this.cScale0||this.primaryColor,this.cScale1=this.cScale1||this.secondaryColor,this.cScale2=this.cScale2||this.tertiaryColor,this.cScale3=this.cScale3||Gn(this.primaryColor,{h:30}),this.cScale4=this.cScale4||Gn(this.primaryColor,{h:60}),this.cScale5=this.cScale5||Gn(this.primaryColor,{h:90}),this.cScale6=this.cScale6||Gn(this.primaryColor,{h:120}),this.cScale7=this.cScale7||Gn(this.primaryColor,{h:150}),this.cScale8=this.cScale8||Gn(this.primaryColor,{h:210}),this.cScale9=this.cScale9||Gn(this.primaryColor,{h:270}),this.cScale10=this.cScale10||Gn(this.primaryColor,{h:300}),this.cScale11=this.cScale11||Gn(this.primaryColor,{h:330}),this["cScalePeer1"]=this["cScalePeer1"]||ya(this.secondaryColor,45),this["cScalePeer2"]=this["cScalePeer2"]||ya(this.tertiaryColor,40);for(let a=0;a{this[p]=a[p]}),this.updateColors(),f.forEach(p=>{this[p]=a[p]})}};const v9t=i=>{const a=new b9t;return a.calculate(i),a};class w9t{constructor(){this.primaryColor="#eee",this.contrast="#707070",this.secondaryColor=Qs(this.contrast,55),this.background="#ffffff",this.tertiaryColor=Gn(this.primaryColor,{h:-160}),this.primaryBorderColor=ig(this.primaryColor,this.darkMode),this.secondaryBorderColor=ig(this.secondaryColor,this.darkMode),this.tertiaryBorderColor=ig(this.tertiaryColor,this.darkMode),this.primaryTextColor=Bi(this.primaryColor),this.secondaryTextColor=Bi(this.secondaryColor),this.tertiaryTextColor=Bi(this.tertiaryColor),this.lineColor=Bi(this.background),this.textColor=Bi(this.background),this.mainBkg="#eee",this.secondBkg="calculated",this.lineColor="#666",this.border1="#999",this.border2="calculated",this.note="#ffa",this.text="#333",this.critical="#d42",this.done="#bbb",this.arrowheadColor="#333333",this.fontFamily='"trebuchet ms", verdana, arial, sans-serif',this.fontSize="16px",this.THEME_COLOR_LIMIT=12,this.nodeBkg="calculated",this.nodeBorder="calculated",this.clusterBkg="calculated",this.clusterBorder="calculated",this.defaultLinkColor="calculated",this.titleColor="calculated",this.edgeLabelBackground="white",this.actorBorder="calculated",this.actorBkg="calculated",this.actorTextColor="calculated",this.actorLineColor="calculated",this.signalColor="calculated",this.signalTextColor="calculated",this.labelBoxBkgColor="calculated",this.labelBoxBorderColor="calculated",this.labelTextColor="calculated",this.loopTextColor="calculated",this.noteBorderColor="calculated",this.noteBkgColor="calculated",this.noteTextColor="calculated",this.activationBorderColor="#666",this.activationBkgColor="#f4f4f4",this.sequenceNumberColor="white",this.sectionBkgColor="calculated",this.altSectionBkgColor="white",this.sectionBkgColor2="calculated",this.excludeBkgColor="#eeeeee",this.taskBorderColor="calculated",this.taskBkgColor="calculated",this.taskTextLightColor="white",this.taskTextColor="calculated",this.taskTextDarkColor="calculated",this.taskTextOutsideColor="calculated",this.taskTextClickableColor="#003163",this.activeTaskBorderColor="calculated",this.activeTaskBkgColor="calculated",this.gridColor="calculated",this.doneTaskBkgColor="calculated",this.doneTaskBorderColor="calculated",this.critBkgColor="calculated",this.critBorderColor="calculated",this.todayLineColor="calculated",this.personBorder=this.primaryBorderColor,this.personBkg=this.mainBkg,this.labelColor="black",this.errorBkgColor="#552222",this.errorTextColor="#552222"}updateColors(){this.secondBkg=Qs(this.contrast,55),this.border2=this.contrast,this.actorBorder=Qs(this.border1,23),this.actorBkg=this.mainBkg,this.actorTextColor=this.text,this.actorLineColor=this.lineColor,this.signalColor=this.text,this.signalTextColor=this.text,this.labelBoxBkgColor=this.actorBkg,this.labelBoxBorderColor=this.actorBorder,this.labelTextColor=this.text,this.loopTextColor=this.text,this.noteBorderColor="#999",this.noteBkgColor="#666",this.noteTextColor="#fff",this.cScale0=this.cScale0||"#555",this.cScale1=this.cScale1||"#F4F4F4",this.cScale2=this.cScale2||"#555",this.cScale3=this.cScale3||"#BBB",this.cScale4=this.cScale4||"#777",this.cScale5=this.cScale5||"#999",this.cScale6=this.cScale6||"#DDD",this.cScale7=this.cScale7||"#FFF",this.cScale8=this.cScale8||"#DDD",this.cScale9=this.cScale9||"#BBB",this.cScale10=this.cScale10||"#999",this.cScale11=this.cScale11||"#777";for(let a=0;a{this[p]=a[p]}),this.updateColors(),f.forEach(p=>{this[p]=a[p]})}}const g5={base:{getThemeVariables:h9t},dark:{getThemeVariables:d9t},default:{getThemeVariables:p9t},forest:{getThemeVariables:v9t},neutral:{getThemeVariables:i=>{const a=new w9t;return a.calculate(i),a}}},Qk={theme:"default",themeVariables:g5.default.getThemeVariables(),themeCSS:void 0,maxTextSize:5e4,darkMode:!1,fontFamily:'"trebuchet ms", verdana, arial, sans-serif;',logLevel:5,securityLevel:"strict",startOnLoad:!0,arrowMarkerAbsolute:!1,secure:["secure","securityLevel","startOnLoad","maxTextSize"],deterministicIds:!1,deterministicIDSeed:void 0,flowchart:{titleTopMargin:25,diagramPadding:8,htmlLabels:!0,nodeSpacing:50,rankSpacing:50,curve:"basis",padding:15,useMaxWidth:!0,defaultRenderer:"dagre-wrapper",wrappingWidth:200},sequence:{hideUnusedParticipants:!1,activationWidth:10,diagramMarginX:50,diagramMarginY:10,actorMargin:50,width:150,height:65,boxMargin:10,boxTextMargin:5,noteMargin:10,messageMargin:35,messageAlign:"center",mirrorActors:!0,forceMenus:!1,bottomMarginAdj:1,useMaxWidth:!0,rightAngles:!1,showSequenceNumbers:!1,actorFontSize:14,actorFontFamily:'"Open Sans", sans-serif',actorFontWeight:400,noteFontSize:14,noteFontFamily:'"trebuchet ms", verdana, arial, sans-serif',noteFontWeight:400,noteAlign:"center",messageFontSize:16,messageFontFamily:'"trebuchet ms", verdana, arial, sans-serif',messageFontWeight:400,wrap:!1,wrapPadding:10,labelBoxWidth:50,labelBoxHeight:20,messageFont:function(){return{fontFamily:this.messageFontFamily,fontSize:this.messageFontSize,fontWeight:this.messageFontWeight}},noteFont:function(){return{fontFamily:this.noteFontFamily,fontSize:this.noteFontSize,fontWeight:this.noteFontWeight}},actorFont:function(){return{fontFamily:this.actorFontFamily,fontSize:this.actorFontSize,fontWeight:this.actorFontWeight}}},gantt:{titleTopMargin:25,barHeight:20,barGap:4,topPadding:50,rightPadding:75,leftPadding:75,gridLineStartPadding:35,fontSize:11,sectionFontSize:11,numberSectionStyles:4,displayMode:"",axisFormat:"%Y-%m-%d",tickInterval:void 0,useMaxWidth:!0,topAxis:!1,useWidth:void 0},journey:{diagramMarginX:50,diagramMarginY:10,leftMargin:150,width:150,height:50,boxMargin:10,boxTextMargin:5,noteMargin:10,messageMargin:35,messageAlign:"center",bottomMarginAdj:1,useMaxWidth:!0,rightAngles:!1,taskFontSize:14,taskFontFamily:'"Open Sans", sans-serif',taskMargin:50,activationWidth:10,textPlacement:"fo",actorColours:["#8FBC8F","#7CFC00","#00FFFF","#20B2AA","#B0E0E6","#FFFFE0"],sectionFills:["#191970","#8B008B","#4B0082","#2F4F4F","#800000","#8B4513","#00008B"],sectionColours:["#fff"]},timeline:{diagramMarginX:50,diagramMarginY:10,leftMargin:150,width:150,height:50,boxMargin:10,boxTextMargin:5,noteMargin:10,messageMargin:35,messageAlign:"center",bottomMarginAdj:1,useMaxWidth:!0,rightAngles:!1,taskFontSize:14,taskFontFamily:'"Open Sans", sans-serif',taskMargin:50,activationWidth:10,textPlacement:"fo",actorColours:["#8FBC8F","#7CFC00","#00FFFF","#20B2AA","#B0E0E6","#FFFFE0"],sectionFills:["#191970","#8B008B","#4B0082","#2F4F4F","#800000","#8B4513","#00008B"],sectionColours:["#fff"],disableMulticolor:!1},class:{titleTopMargin:25,arrowMarkerAbsolute:!1,dividerMargin:10,padding:5,textHeight:10,useMaxWidth:!0,defaultRenderer:"dagre-wrapper"},state:{titleTopMargin:25,dividerMargin:10,sizeUnit:5,padding:8,textHeight:10,titleShift:-15,noteMargin:10,forkWidth:70,forkHeight:7,miniPadding:2,fontSizeFactor:5.02,fontSize:24,labelHeight:16,edgeLengthFactor:"20",compositTitleSize:35,radius:5,useMaxWidth:!0,defaultRenderer:"dagre-wrapper"},er:{titleTopMargin:25,diagramPadding:20,layoutDirection:"TB",minEntityWidth:100,minEntityHeight:75,entityPadding:15,stroke:"gray",fill:"honeydew",fontSize:12,useMaxWidth:!0},pie:{useWidth:void 0,useMaxWidth:!0,textPosition:.75},requirement:{useWidth:void 0,useMaxWidth:!0,rect_fill:"#f9f9f9",text_color:"#333",rect_border_size:"0.5px",rect_border_color:"#bbb",rect_min_width:200,rect_min_height:200,fontSize:14,rect_padding:10,line_height:20},gitGraph:{titleTopMargin:25,diagramPadding:8,nodeLabel:{width:75,height:100,x:-25,y:0},mainBranchName:"main",mainBranchOrder:0,showCommitLabel:!0,showBranches:!0,rotateCommitLabel:!0},c4:{useWidth:void 0,diagramMarginX:50,diagramMarginY:10,c4ShapeMargin:50,c4ShapePadding:20,width:216,height:60,boxMargin:10,useMaxWidth:!0,c4ShapeInRow:4,nextLinePaddingX:0,c4BoundaryInRow:2,personFontSize:14,personFontFamily:'"Open Sans", sans-serif',personFontWeight:"normal",external_personFontSize:14,external_personFontFamily:'"Open Sans", sans-serif',external_personFontWeight:"normal",systemFontSize:14,systemFontFamily:'"Open Sans", sans-serif',systemFontWeight:"normal",external_systemFontSize:14,external_systemFontFamily:'"Open Sans", sans-serif',external_systemFontWeight:"normal",system_dbFontSize:14,system_dbFontFamily:'"Open Sans", sans-serif',system_dbFontWeight:"normal",external_system_dbFontSize:14,external_system_dbFontFamily:'"Open Sans", sans-serif',external_system_dbFontWeight:"normal",system_queueFontSize:14,system_queueFontFamily:'"Open Sans", sans-serif',system_queueFontWeight:"normal",external_system_queueFontSize:14,external_system_queueFontFamily:'"Open Sans", sans-serif',external_system_queueFontWeight:"normal",boundaryFontSize:14,boundaryFontFamily:'"Open Sans", sans-serif',boundaryFontWeight:"normal",messageFontSize:12,messageFontFamily:'"Open Sans", sans-serif',messageFontWeight:"normal",containerFontSize:14,containerFontFamily:'"Open Sans", sans-serif',containerFontWeight:"normal",external_containerFontSize:14,external_containerFontFamily:'"Open Sans", sans-serif',external_containerFontWeight:"normal",container_dbFontSize:14,container_dbFontFamily:'"Open Sans", sans-serif',container_dbFontWeight:"normal",external_container_dbFontSize:14,external_container_dbFontFamily:'"Open Sans", sans-serif',external_container_dbFontWeight:"normal",container_queueFontSize:14,container_queueFontFamily:'"Open Sans", sans-serif',container_queueFontWeight:"normal",external_container_queueFontSize:14,external_container_queueFontFamily:'"Open Sans", sans-serif',external_container_queueFontWeight:"normal",componentFontSize:14,componentFontFamily:'"Open Sans", sans-serif',componentFontWeight:"normal",external_componentFontSize:14,external_componentFontFamily:'"Open Sans", sans-serif',external_componentFontWeight:"normal",component_dbFontSize:14,component_dbFontFamily:'"Open Sans", sans-serif',component_dbFontWeight:"normal",external_component_dbFontSize:14,external_component_dbFontFamily:'"Open Sans", sans-serif',external_component_dbFontWeight:"normal",component_queueFontSize:14,component_queueFontFamily:'"Open Sans", sans-serif',component_queueFontWeight:"normal",external_component_queueFontSize:14,external_component_queueFontFamily:'"Open Sans", sans-serif',external_component_queueFontWeight:"normal",wrap:!0,wrapPadding:10,personFont:function(){return{fontFamily:this.personFontFamily,fontSize:this.personFontSize,fontWeight:this.personFontWeight}},external_personFont:function(){return{fontFamily:this.external_personFontFamily,fontSize:this.external_personFontSize,fontWeight:this.external_personFontWeight}},systemFont:function(){return{fontFamily:this.systemFontFamily,fontSize:this.systemFontSize,fontWeight:this.systemFontWeight}},external_systemFont:function(){return{fontFamily:this.external_systemFontFamily,fontSize:this.external_systemFontSize,fontWeight:this.external_systemFontWeight}},system_dbFont:function(){return{fontFamily:this.system_dbFontFamily,fontSize:this.system_dbFontSize,fontWeight:this.system_dbFontWeight}},external_system_dbFont:function(){return{fontFamily:this.external_system_dbFontFamily,fontSize:this.external_system_dbFontSize,fontWeight:this.external_system_dbFontWeight}},system_queueFont:function(){return{fontFamily:this.system_queueFontFamily,fontSize:this.system_queueFontSize,fontWeight:this.system_queueFontWeight}},external_system_queueFont:function(){return{fontFamily:this.external_system_queueFontFamily,fontSize:this.external_system_queueFontSize,fontWeight:this.external_system_queueFontWeight}},containerFont:function(){return{fontFamily:this.containerFontFamily,fontSize:this.containerFontSize,fontWeight:this.containerFontWeight}},external_containerFont:function(){return{fontFamily:this.external_containerFontFamily,fontSize:this.external_containerFontSize,fontWeight:this.external_containerFontWeight}},container_dbFont:function(){return{fontFamily:this.container_dbFontFamily,fontSize:this.container_dbFontSize,fontWeight:this.container_dbFontWeight}},external_container_dbFont:function(){return{fontFamily:this.external_container_dbFontFamily,fontSize:this.external_container_dbFontSize,fontWeight:this.external_container_dbFontWeight}},container_queueFont:function(){return{fontFamily:this.container_queueFontFamily,fontSize:this.container_queueFontSize,fontWeight:this.container_queueFontWeight}},external_container_queueFont:function(){return{fontFamily:this.external_container_queueFontFamily,fontSize:this.external_container_queueFontSize,fontWeight:this.external_container_queueFontWeight}},componentFont:function(){return{fontFamily:this.componentFontFamily,fontSize:this.componentFontSize,fontWeight:this.componentFontWeight}},external_componentFont:function(){return{fontFamily:this.external_componentFontFamily,fontSize:this.external_componentFontSize,fontWeight:this.external_componentFontWeight}},component_dbFont:function(){return{fontFamily:this.component_dbFontFamily,fontSize:this.component_dbFontSize,fontWeight:this.component_dbFontWeight}},external_component_dbFont:function(){return{fontFamily:this.external_component_dbFontFamily,fontSize:this.external_component_dbFontSize,fontWeight:this.external_component_dbFontWeight}},component_queueFont:function(){return{fontFamily:this.component_queueFontFamily,fontSize:this.component_queueFontSize,fontWeight:this.component_queueFontWeight}},external_component_queueFont:function(){return{fontFamily:this.external_component_queueFontFamily,fontSize:this.external_component_queueFontSize,fontWeight:this.external_component_queueFontWeight}},boundaryFont:function(){return{fontFamily:this.boundaryFontFamily,fontSize:this.boundaryFontSize,fontWeight:this.boundaryFontWeight}},messageFont:function(){return{fontFamily:this.messageFontFamily,fontSize:this.messageFontSize,fontWeight:this.messageFontWeight}},person_bg_color:"#08427B",person_border_color:"#073B6F",external_person_bg_color:"#686868",external_person_border_color:"#8A8A8A",system_bg_color:"#1168BD",system_border_color:"#3C7FC0",system_db_bg_color:"#1168BD",system_db_border_color:"#3C7FC0",system_queue_bg_color:"#1168BD",system_queue_border_color:"#3C7FC0",external_system_bg_color:"#999999",external_system_border_color:"#8A8A8A",external_system_db_bg_color:"#999999",external_system_db_border_color:"#8A8A8A",external_system_queue_bg_color:"#999999",external_system_queue_border_color:"#8A8A8A",container_bg_color:"#438DD5",container_border_color:"#3C7FC0",container_db_bg_color:"#438DD5",container_db_border_color:"#3C7FC0",container_queue_bg_color:"#438DD5",container_queue_border_color:"#3C7FC0",external_container_bg_color:"#B3B3B3",external_container_border_color:"#A6A6A6",external_container_db_bg_color:"#B3B3B3",external_container_db_border_color:"#A6A6A6",external_container_queue_bg_color:"#B3B3B3",external_container_queue_border_color:"#A6A6A6",component_bg_color:"#85BBF0",component_border_color:"#78A8D8",component_db_bg_color:"#85BBF0",component_db_border_color:"#78A8D8",component_queue_bg_color:"#85BBF0",component_queue_border_color:"#78A8D8",external_component_bg_color:"#CCCCCC",external_component_border_color:"#BFBFBF",external_component_db_bg_color:"#CCCCCC",external_component_db_border_color:"#BFBFBF",external_component_queue_bg_c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Dr=new Error(Er);throw Dr.hash=br,Dr}},parse:function(Er){var br=this,Dr=[0],Vn=[],qi=[null],yn=[],Bc=this.table,jn="",Ms=0,Pa=0,Ta=2,_a=1,ka=yn.slice.call(arguments,1),Qi=Object.create(this.lexer),ea={yy:{}};for(var Ca in this.yy)Object.prototype.hasOwnProperty.call(this.yy,Ca)&&(ea.yy[Ca]=this.yy[Ca]);Qi.setInput(Er,ea.yy),ea.yy.lexer=Qi,ea.yy.parser=this,typeof Qi.yylloc>"u"&&(Qi.yylloc={});var Sa=Qi.yylloc;yn.push(Sa);var Ka=Qi.options&&Qi.options.ranges;typeof ea.yy.parseError=="function"?this.parseError=ea.yy.parseError:this.parseError=Object.getPrototypeOf(this).parseError;function cg(){var Ns;return Ns=Vn.pop()||Qi.lex()||_a,typeof Ns!="number"&&(Ns instanceof Array&&(Vn=Ns,Ns=Vn.pop()),Ns=br.symbols_[Ns]||Ns),Ns}for(var Gc,Dh,Es,lp,sd={},sh,Ai,nn,Tr;;){if(Dh=Dr[Dr.length-1],this.defaultActions[Dh]?Es=this.defaultActions[Dh]:((Gc===null||typeof Gc>"u")&&(Gc=cg()),Es=Bc[Dh]&&Bc[Dh][Gc]),typeof Es>"u"||!Es.length||!Es[0]){var ai="";Tr=[];for(sh in 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qi=this.yylloc.range;return this.yylloc={first_line:this.yylloc.first_line,last_line:this.yylineno+1,first_column:this.yylloc.first_column,last_column:Dr?(Dr.length===Vn.length?this.yylloc.first_column:0)+Vn[Vn.length-Dr.length].length-Dr[0].length:this.yylloc.first_column-br},this.options.ranges&&(this.yylloc.range=[qi[0],qi[0]+this.yyleng-br]),this.yyleng=this.yytext.length,this},more:function(){return this._more=!0,this},reject:function(){if(this.options.backtrack_lexer)this._backtrack=!0;else return this.parseError("Lexical error on line "+(this.yylineno+1)+`. You can only invoke reject() in the lexer when the lexer is of the backtracking persuasion (options.backtrack_lexer = true). +`+this.showPosition(),{text:"",token:null,line:this.yylineno});return this},less:function(Er){this.unput(this.match.slice(Er))},pastInput:function(){var Er=this.matched.substr(0,this.matched.length-this.match.length);return(Er.length>20?"...":"")+Er.substr(-20).replace(/\n/g,"")},upcomingInput:function(){var Er=this.match;return Er.length<20&&(Er+=this._input.substr(0,20-Er.length)),(Er.substr(0,20)+(Er.length>20?"...":"")).replace(/\n/g,"")},showPosition:function(){var Er=this.pastInput(),br=new Array(Er.length+1).join("-");return Er+this.upcomingInput()+` +`+br+"^"},test_match:function(Er,br){var Dr,Vn,qi;if(this.options.backtrack_lexer&&(qi={yylineno:this.yylineno,yylloc:{first_line:this.yylloc.first_line,last_line:this.last_line,first_column:this.yylloc.first_column,last_column:this.yylloc.last_column},yytext:this.yytext,match:this.match,matches:this.matches,matched:this.matched,yyleng:this.yyleng,offset:this.offset,_more:this._more,_input:this._input,yy:this.yy,conditionStack:this.conditionStack.slice(0),done:this.done},this.options.ranges&&(qi.yylloc.range=this.yylloc.range.slice(0))),Vn=Er[0].match(/(?:\r\n?|\n).*/g),Vn&&(this.yylineno+=Vn.length),this.yylloc={first_line:this.yylloc.last_line,last_line:this.yylineno+1,first_column:this.yylloc.last_column,last_column:Vn?Vn[Vn.length-1].length-Vn[Vn.length-1].match(/\r?\n?/)[0].length:this.yylloc.last_column+Er[0].length},this.yytext+=Er[0],this.match+=Er[0],this.matches=Er,this.yyleng=this.yytext.length,this.options.ranges&&(this.yylloc.range=[this.offset,this.offset+=this.yyleng]),this._more=!1,this._backtrack=!1,this._input=this._input.slice(Er[0].length),this.matched+=Er[0],Dr=this.performAction.call(this,this.yy,this,br,this.conditionStack[this.conditionStack.length-1]),this.done&&this._input&&(this.done=!1),Dr)return Dr;if(this._backtrack){for(var yn in qi)this[yn]=qi[yn];return!1}return!1},next:function(){if(this.done)return this.EOF;this._input||(this.done=!0);var Er,br,Dr,Vn;this._more||(this.yytext="",this.match="");for(var qi=this._currentRules(),yn=0;ynbr[0].length)){if(br=Dr,Vn=yn,this.options.backtrack_lexer){if(Er=this.test_match(Dr,qi[yn]),Er!==!1)return Er;if(this._backtrack){br=!1;continue}else return!1}else if(!this.options.flex)break}return br?(Er=this.test_match(br,qi[Vn]),Er!==!1?Er:!1):this._input===""?this.EOF:this.parseError("Lexical error on line "+(this.yylineno+1)+`. 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Gt=_t.length-1;switch(Rc){case 5:pi.parseDirective("%%{","open_directive");break;case 6:pi.parseDirective(_t[Gt],"type_directive");break;case 7:_t[Gt]=_t[Gt].trim().replace(/'/g,'"'),pi.parseDirective(_t[Gt],"arg_directive");break;case 8:pi.parseDirective("}%%","close_directive","flowchart");break;case 10:this.$=[];break;case 11:(!Array.isArray(_t[Gt])||_t[Gt].length>0)&&_t[Gt-1].push(_t[Gt]),this.$=_t[Gt-1];break;case 12:case 97:case 153:case 155:case 156:this.$=_t[Gt];break;case 19:pi.setDirection("TB"),this.$="TB";break;case 20:pi.setDirection(_t[Gt-1]),this.$=_t[Gt-1];break;case 35:this.$=_t[Gt-1].nodes;break;case 36:case 37:case 38:case 39:case 40:this.$=[];break;case 41:this.$=pi.addSubGraph(_t[Gt-6],_t[Gt-1],_t[Gt-4]);break;case 42:this.$=pi.addSubGraph(_t[Gt-3],_t[Gt-1],_t[Gt-3]);break;case 43:this.$=pi.addSubGraph(void 0,_t[Gt-1],void 0);break;case 45:this.$=_t[Gt].trim(),pi.setAccTitle(this.$);break;case 46:case 47:this.$=_t[Gt].trim(),pi.setAccDescription(this.$);break;case 51:pi.addLink(_t[Gt-2].stmt,_t[Gt],_t[Gt-1]),this.$={stmt:_t[Gt],nodes:_t[Gt].concat(_t[Gt-2].nodes)};break;case 52:pi.addLink(_t[Gt-3].stmt,_t[Gt-1],_t[Gt-2]),this.$={stmt:_t[Gt-1],nodes:_t[Gt-1].concat(_t[Gt-3].nodes)};break;case 53:this.$={stmt:_t[Gt-1],nodes:_t[Gt-1]};break;case 54:this.$={stmt:_t[Gt],nodes:_t[Gt]};break;case 55:this.$=[_t[Gt]];break;case 56:this.$=_t[Gt-4].concat(_t[Gt]);break;case 57:this.$=[_t[Gt-2]],pi.setClass(_t[Gt-2],_t[Gt]);break;case 58:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"square");break;case 59:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"doublecircle");break;case 60:this.$=_t[Gt-5],pi.addVertex(_t[Gt-5],_t[Gt-2],"circle");break;case 61:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"ellipse");break;case 62:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"stadium");break;case 63:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"subroutine");break;case 64:this.$=_t[Gt-7],pi.addVertex(_t[Gt-7],_t[Gt-1],"rect",void 0,void 0,void 0,Object.fromEntries([[_t[Gt-5],_t[Gt-3]]]));break;case 65:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"cylinder");break;case 66:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"round");break;case 67:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"diamond");break;case 68:this.$=_t[Gt-5],pi.addVertex(_t[Gt-5],_t[Gt-2],"hexagon");break;case 69:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"odd");break;case 70:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"trapezoid");break;case 71:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"inv_trapezoid");break;case 72:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"lean_right");break;case 73:this.$=_t[Gt-3],pi.addVertex(_t[Gt-3],_t[Gt-1],"lean_left");break;case 74:this.$=_t[Gt],pi.addVertex(_t[Gt]);break;case 75:_t[Gt-1].text=_t[Gt],this.$=_t[Gt-1];break;case 76:case 77:_t[Gt-2].text=_t[Gt-1],this.$=_t[Gt-2];break;case 78:this.$=_t[Gt];break;case 79:var ff=pi.destructLink(_t[Gt],_t[Gt-2]);this.$={type:ff.type,stroke:ff.stroke,length:ff.length,text:_t[Gt-1]};break;case 80:var ff=pi.destructLink(_t[Gt]);this.$={type:ff.type,stroke:ff.stroke,length:ff.length};break;case 81:this.$=_t[Gt-1];break;case 82:this.$={text:_t[Gt],type:"text"};break;case 83:this.$={text:_t[Gt-1].text+""+_t[Gt],type:_t[Gt-1].type};break;case 84:this.$={text:_t[Gt],type:"text"};break;case 85:this.$={text:_t[Gt],type:"markdown"};break;case 98:case 154:this.$=_t[Gt-1]+""+_t[Gt];break;case 99:case 100:this.$=_t[Gt-4],pi.addClass(_t[Gt-2],_t[Gt]);break;case 101:this.$=_t[Gt-4],pi.setClass(_t[Gt-2],_t[Gt]);break;case 102:case 110:this.$=_t[Gt-1],pi.setClickEvent(_t[Gt-1],_t[Gt]);break;case 103:case 111:this.$=_t[Gt-3],pi.setClickEvent(_t[Gt-3],_t[Gt-2]),pi.setTooltip(_t[Gt-3],_t[Gt]);break;case 104:this.$=_t[Gt-2],pi.setClickEvent(_t[Gt-2],_t[Gt-1],_t[Gt]);break;case 105:this.$=_t[Gt-4],pi.setClickEvent(_t[Gt-4],_t[Gt-3],_t[Gt-2]),pi.setTooltip(_t[Gt-4],_t[Gt]);break;case 106:case 112:this.$=_t[Gt-1],pi.setLink(_t[Gt-1],_t[Gt]);break;case 107:case 113:this.$=_t[Gt-3],pi.setLink(_t[Gt-3],_t[Gt-2]),pi.setTooltip(_t[Gt-3],_t[Gt]);break;case 108:case 114:this.$=_t[Gt-3],pi.setLink(_t[Gt-3],_t[Gt-2],_t[Gt]);break;case 109:case 115:this.$=_t[Gt-5],pi.setLink(_t[Gt-5],_t[Gt-4],_t[Gt]),pi.setTooltip(_t[Gt-5],_t[Gt-2]);break;case 116:this.$=_t[Gt-4],pi.addVertex(_t[Gt-2],void 0,void 0,_t[Gt]);break;case 117:case 119:this.$=_t[Gt-4],pi.updateLink(_t[Gt-2],_t[Gt]);break;case 118:this.$=_t[Gt-4],pi.updateLink([_t[Gt-2]],_t[Gt]);break;case 120:this.$=_t[Gt-8],pi.updateLinkInterpolate([_t[Gt-6]],_t[Gt-2]),pi.updateLink([_t[Gt-6]],_t[Gt]);break;case 121:this.$=_t[Gt-8],pi.updateLinkInterpolate(_t[Gt-6],_t[Gt-2]),pi.updateLink(_t[Gt-6],_t[Gt]);break;case 122:this.$=_t[Gt-6],pi.updateLinkInterpolate([_t[Gt-4]],_t[Gt]);break;case 123:this.$=_t[Gt-6],pi.updateLinkInterpolate(_t[Gt-4],_t[Gt]);break;case 124:case 126:this.$=[_t[Gt]];break;case 125:case 127:_t[Gt-2].push(_t[Gt]),this.$=_t[Gt-2];break;case 129:this.$=_t[Gt-1]+_t[Gt];break;case 151:this.$=_t[Gt];break;case 152:this.$=_t[Gt-1]+""+_t[Gt];break;case 157:this.$="v";break;case 158:this.$="-";break;case 159:this.$={stmt:"dir",value:"TB"};break;case 160:this.$={stmt:"dir",value:"BT"};break;case 161:this.$={stmt:"dir",value:"RL"};break;case 162:this.$={stmt:"dir",value:"LR"};break}},table:[{3:1,4:2,5:3,6:5,12:a,16:4,21:f,22:p,24:w},{1:[3]},{1:[2,1]},{3:10,4:2,5:3,6:5,12:a,16:4,21:f,22:p,24:w},i(y,b,{17:11}),{7:12,13:[1,13]},{16:14,21:f,22:p,24:w},{16:15,21:f,22:p,24:w},{25:[1,16],26:[1,17]},{13:[2,5]},{1:[2,2]},{1:[2,9],18:18,19:19,20:E,21:S,22:N,23:B,32:24,33:25,34:26,35:27,36:28,37:29,38:R,43:31,44:j,46:$,48:V,50:35,51:45,52:Q,54:46,66:oe,67:ce,87:se,88:ge,89:ye,90:ke,91:Ae,92:de,96:ve,106:te,107:xe,110:De,112:he,113:Ie,117:47,119:ee,120:rt,121:me,122:gt,123:pe,124:Et,125:wt,126:jt,127:At,128:Bt},{8:64,10:[1,65],15:cn},i([10,15],[2,6]),i(y,[2,17]),i(y,[2,18]),i(y,[2,19]),{20:[1,68],21:[1,69],22:Nn,27:67,30:70},i(Ot,[2,11]),i(Ot,[2,12]),i(Ot,[2,13]),i(Ot,[2,14]),i(Ot,[2,15]),i(Ot,[2,16]),{9:72,20:oi,21:kt,23:Dt,49:73,78:77,81:[1,78],82:[1,79]},{9:80,20:oi,21:kt,23:Dt},{9:81,20:oi,21:kt,23:Dt},{9:82,20:oi,21:kt,23:Dt},{9:83,20:oi,21:kt,23:Dt},{9:84,20:oi,21:kt,23:Dt},{9:86,20:oi,21:kt,22:[1,85],23:Dt},i(Ot,[2,44]),{45:[1,87]},{47:[1,88]},i(Ot,[2,47]),i(vt,[2,54],{30:89,22:Nn}),{22:[1,90]},{22:[1,91]},{22:[1,92]},{22:[1,93]},{26:Nt,52:ze,66:Xe,67:Lt,84:[1,97],92:Ge,98:96,99:[1,94],101:[1,95],106:Bn,107:Oe,110:Ri,112:tn,113:hi,116:100,118:98,123:Sr,124:Zn,125:Xn,126:ir,127:Hn,128:tr},i(Ot,[2,159]),i(Ot,[2,160]),i(Ot,[2,161]),i(Ot,[2,162]),i(ha,[2,55],{53:[1,116]}),i(Zs,[2,74],{117:129,40:[1,117],52:Q,55:[1,118],57:[1,119],59:[1,120],61:[1,121],63:[1,122],65:[1,123],66:oe,67:ce,69:[1,124],71:[1,125],73:[1,126],74:[1,127],76:[1,128],92:de,96:ve,106:te,107:xe,110:De,112:he,113:Ie,123:pe,124:Et,125:wt,126:jt,127:At,128:Bt}),i(ns,[2,151]),i(ns,[2,176]),i(ns,[2,177]),i(ns,[2,178]),i(ns,[2,179]),i(ns,[2,180]),i(ns,[2,181]),i(ns,[2,182]),i(ns,[2,183]),i(ns,[2,184]),i(ns,[2,185]),i(ns,[2,186]),i(ns,[2,187]),i(ns,[2,188]),i(ns,[2,189]),i(ns,[2,190]),i(ns,[2,191]),{9:130,20:oi,21:kt,23:Dt},{11:131,14:[1,132]},i(Hi,[2,8]),i(y,[2,20]),i(y,[2,26]),i(y,[2,27]),{21:[1,133]},i(Js,[2,34],{30:134,22:Nn}),i(Ot,[2,35]),{50:135,51:45,52:Q,54:46,66:oe,67:ce,92:de,96:ve,106:te,107:xe,110:De,112:he,113:Ie,117:47,123:pe,124:Et,125:wt,126:jt,127:At,128:Bt},i(Pc,[2,48]),i(Pc,[2,49]),i(Pc,[2,50]),i(Ga,[2,78],{79:136,68:[1,138],80:[1,137]}),{22:ws,24:Oi,26:Er,38:br,39:139,42:Dr,52:ze,66:Xe,67:Lt,73:Vn,81:qi,83:140,84:yn,85:Bc,86:152,87:jn,88:Ms,89:Pa,90:Ta,91:_a,92:ka,93:Qi,95:143,96:ea,106:Bn,107:Oe,110:Ca,112:tn,113:hi,114:Sa,115:Ka,116:149,123:Sr,124:Zn,125:Xn,126:ir,127:Hn,128:tr},i([52,66,67,68,80,92,96,106,107,110,112,113,123,124,125,126,127,128],[2,80]),i(Ot,[2,36]),i(Ot,[2,37]),i(Ot,[2,38]),i(Ot,[2,39]),i(Ot,[2,40]),{22:ws,24:Oi,26:Er,38:br,39:164,42:Dr,52:ze,66:Xe,67:Lt,73:Vn,81:qi,83:140,84:yn,85:Bc,86:152,87:jn,88:Ms,89:Pa,90:Ta,91:_a,92:ka,93:Qi,95:143,96:ea,106:Bn,107:Oe,110:Ca,112:tn,113:hi,114:Sa,115:Ka,116:149,123:Sr,124:Zn,125:Xn,126:ir,127:Hn,128:tr},i(cg,b,{17:165}),i(Ot,[2,45]),i(Ot,[2,46]),i(vt,[2,53],{52:Gc}),{26:Nt,52:ze,66:Xe,67:Lt,92:Ge,98:167,103:[1,168],106:Bn,107:Oe,110:Ri,112:tn,113:hi,116:100,118:98,123:Sr,124:Zn,125:Xn,126:ir,127:Hn,128:tr},{96:[1,169],104:170,106:[1,171]},{26:Nt,52:ze,66:Xe,67:Lt,92:Ge,96:[1,172],98:173,106:Bn,107:Oe,110:Ri,112:tn,113:hi,116:100,118:98,123:Sr,124:Zn,125:Xn,126:ir,127:Hn,128:tr},{26:Nt,52:ze,66:Xe,67:Lt,92:Ge,98:174,106:Bn,107:Oe,110:Ri,112:tn,113:hi,116:100,118:98,123:Sr,124:Zn,125:Xn,126:ir,127:Hn,128:tr},i(Hi,[2,102],{22:[1,175],100:[1,176]}),i(Hi,[2,106],{22:[1,177]}),i(Hi,[2,110],{116:100,118:179,22:[1,178],26:Nt,52:ze,66:Xe,67:Lt,92:Ge,106:Bn,107:Oe,110:Ri,112:tn,113:hi,123:Sr,124:Zn,125:Xn,126:ir,127:Hn,128:tr}),i(Hi,[2,112],{22:[1,180]}),i(Dh,[2,153]),i(Dh,[2,155]),i(Dh,[2,156]),i(Dh,[2,157]),i(Dh,[2,158]),i(Es,[2,163]),i(Es,[2,164]),i(Es,[2,165]),i(Es,[2,166]),i(Es,[2,167]),i(Es,[2,168]),i(Es,[2,169]),i(Es,[2,170]),i(Es,[2,171]),i(Es,[2,172]),i(Es,[2,173]),i(Es,[2,174]),i(Es,[2,175]),{52:Q,54:181,66:oe,67:ce,92:de,96:ve,106:te,107:xe,110:De,112:he,113:Ie,117:47,123:pe,124:Et,125:wt,126:jt,127:At,128:Bt},{22:ws,24:Oi,26:Er,38:br,39:182,42:Dr,52:ze,66:Xe,67:Lt,73:Vn,81:qi,83:140,84:yn,85:Bc,86:152,87:jn,88:Ms,89:Pa,90:Ta,91:_a,92:ka,93:Qi,95:143,96:ea,106:Bn,107:Oe,110:Ca,112:tn,113:hi,114:Sa,115:Ka,116:149,123:Sr,124:Zn,125:Xn,126:ir,127:Hn,128:tr},{22:ws,24:Oi,26:Er,38:br,39:183,42:Dr,52:ze,66:Xe,67:Lt,73:Vn,81:qi,83:140,84:yn,85:Bc,86:152,87:jn,88:Ms,89:Pa,90:Ta,91:_a,92:ka,93:Qi,95:143,96:ea,106:Bn,107:Oe,110:Ca,112:tn,113:hi,114:Sa,115:Ka,116:149,123:Sr,124:Zn,125:Xn,126:ir,127:Hn,128:tr},{22:ws,24:Oi,26:Er,38:br,39:185,42:Dr,52:ze,57:[1,184],66:Xe,67:Lt,73:Vn,81:qi,83:140,84:yn,85:Bc,86:152,87:jn,88:Ms,89:Pa,90:Ta,91:_a,92:ka,93:Qi,95:143,96:ea,106:Bn,107:Oe,110:Ca,112:tn,113:hi,114:Sa,115:Ka,116:149,123:Sr,124:Zn,125:Xn,126:ir,127:Hn,128:tr},{22:ws,24:Oi,26:Er,38:br,39:186,42:Dr,52:ze,66:Xe,67:Lt,73:Vn,81:qi,83:140,84:yn,85:Bc,86:152,87:jn,88:Ms,89:Pa,90:Ta,91:_a,92:ka,93:Qi,95:143,96:ea,106:Bn,107:Oe,110:Ca,112:tn,113:hi,114:Sa,115:Ka,116:149,123:Sr,124:Zn,125:Xn,126:ir,127:Hn,128:tr},{22:ws,24:O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Aa=new Error(rs);throw Aa.hash=Ps,Aa}},parse:function(rs){var Ps=this,Aa=[0],pi=[],Rc=[null],_t=[],hp=this.table,Gt="",ff=0,sm=0,m9=2,fp=1,N5=_t.slice.call(arguments,1),ah=Object.create(this.lexer),od={yy:{}};for(var P5 in this.yy)Object.prototype.hasOwnProperty.call(this.yy,P5)&&(od.yy[P5]=this.yy[P5]);ah.setInput(rs,od.yy),od.yy.lexer=ah,od.yy.parser=this,typeof ah.yylloc>"u"&&(ah.yylloc={});var B5=ah.yylloc;_t.push(B5);var y9=ah.options&&ah.options.ranges;typeof od.yy.parseError=="function"?this.parseError=od.yy.parseError:this.parseError=Object.getPrototypeOf(this).parseError;function vL(){var oh;return oh=pi.pop()||ah.lex()||fp,typeof oh!="number"&&(oh instanceof Array&&(pi=oh,oh=pi.pop()),oh=Ps.symbols_[oh]||oh),oh}for(var v1,dp,cd,am,ev={},om,yc,hx,Vo;;){if(dp=Aa[Aa.length-1],this.defaultActions[dp]?cd=this.defaultActions[dp]:((v1===null||typeof v1>"u")&&(v1=vL()),cd=hp[dp]&&hp[dp][v1]),typeof cd>"u"||!cd.length||!cd[0]){var fx="";Vo=[];for(om in hp[dp])this.terminals_[om]&&om>m9&&Vo.push("'"+this.terminals_[om]+"'");ah.showPosition?fx="Parse error on line "+(ff+1)+`: +`+ah.showPosition()+` +Expecting `+Vo.join(", ")+", got '"+(this.terminals_[v1]||v1)+"'":fx="Parse error on line "+(ff+1)+": Unexpected "+(v1==fp?"end of input":"'"+(this.terminals_[v1]||v1)+"'"),this.parseError(fx,{text:ah.match,token:this.terminals_[v1]||v1,line:ah.yylineno,loc:B5,expected:Vo})}if(cd[0]instanceof Array&&cd.length>1)throw new Error("Parse Error: multiple actions possible at state: "+dp+", token: "+v1);switch(cd[0]){case 1:Aa.push(v1),Rc.push(ah.yytext),_t.push(ah.yylloc),Aa.push(cd[1]),v1=null,sm=ah.yyleng,Gt=ah.yytext,ff=ah.yylineno,B5=ah.yylloc;break;case 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this.yy=Ps||this.yy||{},this._input=rs,this._more=this._backtrack=this.done=!1,this.yylineno=this.yyleng=0,this.yytext=this.matched=this.match="",this.conditionStack=["INITIAL"],this.yylloc={first_line:1,first_column:0,last_line:1,last_column:0},this.options.ranges&&(this.yylloc.range=[0,0]),this.offset=0,this},input:function(){var rs=this._input[0];this.yytext+=rs,this.yyleng++,this.offset++,this.match+=rs,this.matched+=rs;var Ps=rs.match(/(?:\r\n?|\n).*/g);return Ps?(this.yylineno++,this.yylloc.last_line++):this.yylloc.last_column++,this.options.ranges&&this.yylloc.range[1]++,this._input=this._input.slice(1),rs},unput:function(rs){var Ps=rs.length,Aa=rs.split(/(?:\r\n?|\n)/g);this._input=rs+this._input,this.yytext=this.yytext.substr(0,this.yytext.length-Ps),this.offset-=Ps;var pi=this.match.split(/(?:\r\n?|\n)/g);this.match=this.match.substr(0,this.match.length-1),this.matched=this.matched.substr(0,this.matched.length-1),Aa.length-1&&(this.yylineno-=Aa.length-1);var Rc=this.yylloc.range;return this.yylloc={first_line:this.yylloc.first_line,last_line:this.yylineno+1,first_column:this.yylloc.first_column,last_column:Aa?(Aa.length===pi.length?this.yylloc.first_column:0)+pi[pi.length-Aa.length].length-Aa[0].length:this.yylloc.first_column-Ps},this.options.ranges&&(this.yylloc.range=[Rc[0],Rc[0]+this.yyleng-Ps]),this.yyleng=this.yytext.length,this},more:function(){return this._more=!0,this},reject:function(){if(this.options.backtrack_lexer)this._backtrack=!0;else return this.parseError("Lexical error on line "+(this.yylineno+1)+`. You can only invoke reject() in the lexer when the lexer is of the backtracking persuasion (options.backtrack_lexer = true). +`+this.showPosition(),{text:"",token:null,line:this.yylineno});return this},less:function(rs){this.unput(this.match.slice(rs))},pastInput:function(){var rs=this.matched.substr(0,this.matched.length-this.match.length);return(rs.length>20?"...":"")+rs.substr(-20).replace(/\n/g,"")},upcomingInput:function(){var rs=this.match;return rs.length<20&&(rs+=this._input.substr(0,20-rs.length)),(rs.substr(0,20)+(rs.length>20?"...":"")).replace(/\n/g,"")},showPosition:function(){var rs=this.pastInput(),Ps=new Array(rs.length+1).join("-");return rs+this.upcomingInput()+` +`+Ps+"^"},test_match:function(rs,Ps){var Aa,pi,Rc;if(this.options.backtrack_lexer&&(Rc={yylineno:this.yylineno,yylloc:{first_line:this.yylloc.first_line,last_line:this.last_line,first_column:this.yylloc.first_column,last_column:this.yylloc.last_column},yytext:this.yytext,match:this.match,matches:this.matches,matched:this.matched,yyleng:this.yyleng,offset:this.offset,_more:this._more,_input:this._input,yy:this.yy,conditionStack:this.conditionStack.slice(0),done:this.done},this.options.ranges&&(Rc.yylloc.range=this.yylloc.range.slice(0))),pi=rs[0].match(/(?:\r\n?|\n).*/g),pi&&(this.yylineno+=pi.length),this.yylloc={first_line:this.yylloc.last_line,last_line:this.yylineno+1,first_column:this.yylloc.last_column,last_column:pi?pi[pi.length-1].length-pi[pi.length-1].match(/\r?\n?/)[0].length:this.yylloc.last_column+rs[0].length},this.yytext+=rs[0],this.match+=rs[0],this.matches=rs,this.yyleng=this.yytext.length,this.options.ranges&&(this.yylloc.range=[this.offset,this.offset+=this.yyleng]),this._more=!1,this._backtrack=!1,this._input=this._input.slice(rs[0].length),this.matched+=rs[0],Aa=this.performAction.call(this,this.yy,this,Ps,this.conditionStack[this.conditionStack.length-1]),this.done&&this._input&&(this.done=!1),Aa)return Aa;if(this._backtrack){for(var _t in Rc)this[_t]=Rc[_t];return!1}return!1},next:function(){if(this.done)return this.EOF;this._input||(this.done=!0);var rs,Ps,Aa,pi;this._more||(this.yytext="",this.match="");for(var Rc=this._currentRules(),_t=0;_tPs[0].length)){if(Ps=Aa,pi=_t,this.options.backtrack_lexer){if(rs=this.test_match(Aa,Rc[_t]),rs!==!1)return rs;if(this._backtrack){Ps=!1;continue}else return!1}else if(!this.options.flex)break}return Ps?(rs=this.test_match(Ps,Rc[pi]),rs!==!1?rs:!1):this._input===""?this.EOF:this.parseError("Lexical error on line "+(this.yylineno+1)+`. Unrecognized text. +`+this.showPosition(),{text:"",token:null,line:this.yylineno})},lex:function(){var Ps=this.next();return Ps||this.lex()},begin:function(Ps){this.conditionStack.push(Ps)},popState:function(){var Ps=this.conditionStack.length-1;return Ps>0?this.conditionStack.pop():this.conditionStack[0]},_currentRules:function(){return this.conditionStack.length&&this.conditionStack[this.conditionStack.length-1]?this.conditions[this.conditionStack[this.conditionStack.length-1]].rules:this.conditions.INITIAL.rules},topState:function(Ps){return Ps=this.conditionStack.length-1-Math.abs(Ps||0),Ps>=0?this.conditionStack[Ps]:"INITIAL"},pushState:function(Ps){this.begin(Ps)},stateStackSize:function(){return this.conditionStack.length},options:{},performAction:function(Ps,Aa,pi,Rc){switch(pi){case 0:return this.begin("open_directive"),12;case 1:return this.begin("type_directive"),13;case 2:return this.popState(),this.begin("arg_directive"),10;case 3:return this.popState(),this.popState(),15;case 4:return 14;case 5:return this.begin("acc_title"),44;case 6:return this.popState(),"acc_title_value";case 7:return this.begin("acc_descr"),46;case 8:return this.popState(),"acc_descr_value";case 9:this.begin("acc_descr_multiline");break;case 10:this.popState();break;case 11:return"acc_descr_multiline_value";case 12:this.begin("md_string");break;case 13:return"MD_STR";case 14:this.popState();break;case 15:this.begin("string");break;case 16:this.popState();break;case 17:return"STR";case 18:return 87;case 19:return 96;case 20:return 88;case 21:return 105;case 22:return 89;case 23:return 90;case 24:this.begin("href");break;case 25:this.popState();break;case 26:return 101;case 27:this.begin("callbackname");break;case 28:this.popState();break;case 29:this.popState(),this.begin("callbackargs");break;case 30:return 99;case 31:this.popState();break;case 32:return 100;case 33:this.begin("click");break;case 34:this.popState();break;case 35:return 91;case 36:return Ps.lex.firstGraph()&&this.begin("dir"),24;case 37:return Ps.lex.firstGraph()&&this.begin("dir"),24;case 38:return Ps.lex.firstGraph()&&this.begin("dir"),24;case 39:return 38;case 40:return 42;case 41:return 102;case 42:return 102;case 43:return 102;case 44:return 102;case 45:return this.popState(),25;case 46:return this.popState(),26;case 47:return this.popState(),26;case 48:return this.popState(),26;case 49:return this.popState(),26;case 50:return this.popState(),26;case 51:return this.popState(),26;case 52:return this.popState(),26;case 53:return this.popState(),26;case 54:return this.popState(),26;case 55:return this.popState(),26;case 56:return 119;case 57:return 120;case 58:return 121;case 59:return 122;case 60:return 106;case 61:return 112;case 62:return 53;case 63:return 67;case 64:return 52;case 65:return 20;case 66:return 107;case 67:return 127;case 68:return 82;case 69:return 82;case 70:return 82;case 71:return 82;case 72:return 81;case 73:return 81;case 74:return 81;case 75:return 59;case 76:return 60;case 77:return 61;case 78:return 62;case 79:return 63;case 80:return 64;case 81:return 65;case 82:return 69;case 83:return 70;case 84:return 55;case 85:return 56;case 86:return 110;case 87:return 113;case 88:return 128;case 89:return 125;case 90:return 114;case 91:return 126;case 92:return 126;case 93:return 115;case 94:return 73;case 95:return 93;case 96:return"SEP";case 97:return 92;case 98:return 66;case 99:return 75;case 100:return 74;case 101:return 77;case 102:return 76;case 103:return 123;case 104:return 124;case 105:return 68;case 106:return 57;case 107:return 58;case 108:return 40;case 109:return 41;case 110:return 71;case 111:return 72;case 112:return 134;case 113:return 21;case 114:return 22;case 115:return 23}},rules:[/^(?:%%\{)/,/^(?:((?:(?!\}%%)[^:.])*))/,/^(?::)/,/^(?:\}%%)/,/^(?:((?:(?!\}%%).|\n)*))/,/^(?:accTitle\s*:\s*)/,/^(?:(?!\n||)*[^\n]*)/,/^(?:accDescr\s*:\s*)/,/^(?:(?!\n||)*[^\n]*)/,/^(?:accDescr\s*\{\s*)/,/^(?:[\}])/,/^(?:[^\}]*)/,/^(?:["][`])/,/^(?:[^`"]+)/,/^(?:[`]["])/,/^(?:["])/,/^(?:["])/,/^(?:[^"]*)/,/^(?:style\b)/,/^(?:default\b)/,/^(?:linkStyle\b)/,/^(?:interpolate\b)/,/^(?:classDef\b)/,/^(?:class\b)/,/^(?:href[\s]+["])/,/^(?:["])/,/^(?:[^"]*)/,/^(?:call[\s]+)/,/^(?:\([\s]*\))/,/^(?:\()/,/^(?:[^(]*)/,/^(?:\))/,/^(?:[^)]*)/,/^(?:click[\s]+)/,/^(?:[\s\n])/,/^(?:[^\s\n]*)/,/^(?:flowchart-elk\b)/,/^(?:graph\b)/,/^(?:flowchart\b)/,/^(?:subgraph\b)/,/^(?:end\b\s*)/,/^(?:_self\b)/,/^(?:_blank\b)/,/^(?:_parent\b)/,/^(?:_top\b)/,/^(?:(\r?\n)*\s*\n)/,/^(?:\s*LR\b)/,/^(?:\s*RL\b)/,/^(?:\s*TB\b)/,/^(?:\s*BT\b)/,/^(?:\s*TD\b)/,/^(?:\s*BR\b)/,/^(?:\s*<)/,/^(?:\s*>)/,/^(?:\s*\^)/,/^(?:\s*v\b)/,/^(?:.*direction\s+TB[^\n]*)/,/^(?:.*direction\s+BT[^\n]*)/,/^(?:.*direction\s+RL[^\n]*)/,/^(?:.*direction\s+LR[^\n]*)/,/^(?:[0-9]+)/,/^(?:#)/,/^(?::::)/,/^(?::)/,/^(?:&)/,/^(?:;)/,/^(?:,)/,/^(?:\*)/,/^(?:\s*[xo<]?--+[-xo>]\s*)/,/^(?:\s*[xo<]?==+[=xo>]\s*)/,/^(?:\s*[xo<]?-?\.+-[xo>]?\s*)/,/^(?:\s*~~[\~]+\s*)/,/^(?:\s*[xo<]?--\s*)/,/^(?:\s*[xo<]?==\s*)/,/^(?:\s*[xo<]?-\.\s*)/,/^(?:\(-)/,/^(?:-\))/,/^(?:\(\[)/,/^(?:\]\))/,/^(?:\[\[)/,/^(?:\]\])/,/^(?:\[\|)/,/^(?:\[\()/,/^(?:\)\])/,/^(?:\(\(\()/,/^(?:\)\)\))/,/^(?:-)/,/^(?:\.)/,/^(?:[\_])/,/^(?:\+)/,/^(?:%)/,/^(?:=)/,/^(?:=)/,/^(?:<)/,/^(?:>)/,/^(?:\^)/,/^(?:\\\|)/,/^(?:v\b)/,/^(?:[A-Za-z]+)/,/^(?:\\\])/,/^(?:\[\/)/,/^(?:\/\])/,/^(?:\[\\)/,/^(?:[!"#$%&'*+,-.`?\\_/])/,/^(?:[\u00AA\u00B5\u00BA\u00C0-\u00D6\u00D8-\u00F6]|[\u00F8-\u02C1\u02C6-\u02D1\u02E0-\u02E4\u02EC\u02EE\u0370-\u0374\u0376\u0377]|[\u037A-\u037D\u0386\u0388-\u038A\u038C\u038E-\u03A1\u03A3-\u03F5]|[\u03F7-\u0481\u048A-\u0527\u0531-\u0556\u0559\u0561-\u0587\u05D0-\u05EA]|[\u05F0-\u05F2\u0620-\u064A\u066E\u066F\u0671-\u06D3\u06D5\u06E5\u06E6\u06EE]|[\u06EF\u06FA-\u06FC\u06FF\u0710\u0712-\u072F\u074D-\u07A5\u07B1\u07CA-\u07EA]|[\u07F4\u07F5\u07FA\u0800-\u0815\u081A\u0824\u0828\u0840-\u0858\u08A0]|[\u08A2-\u08AC\u0904-\u0939\u093D\u0950\u0958-\u0961\u0971-\u0977]|[\u0979-\u097F\u0985-\u098C\u098F\u0990\u0993-\u09A8\u09AA-\u09B0\u09B2]|[\u09B6-\u09B9\u09BD\u09CE\u09DC\u09DD\u09DF-\u09E1\u09F0\u09F1\u0A05-\u0A0A]|[\u0A0F\u0A10\u0A13-\u0A28\u0A2A-\u0A30\u0A32\u0A33\u0A35\u0A36\u0A38\u0A39]|[\u0A59-\u0A5C\u0A5E\u0A72-\u0A74\u0A85-\u0A8D\u0A8F-\u0A91\u0A93-\u0AA8]|[\u0AAA-\u0AB0\u0AB2\u0AB3\u0AB5-\u0AB9\u0ABD\u0AD0\u0AE0\u0AE1\u0B05-\u0B0C]|[\u0B0F\u0B10\u0B13-\u0B28\u0B2A-\u0B30\u0B32\u0B33\u0B35-\u0B39\u0B3D\u0B5C]|[\u0B5D\u0B5F-\u0B61\u0B71\u0B83\u0B85-\u0B8A\u0B8E-\u0B90\u0B92-\u0B95\u0B99]|[\u0B9A\u0B9C\u0B9E\u0B9F\u0BA3\u0BA4\u0BA8-\u0BAA\u0BAE-\u0BB9\u0BD0]|[\u0C05-\u0C0C\u0C0E-\u0C10\u0C12-\u0C28\u0C2A-\u0C33\u0C35-\u0C39\u0C3D]|[\u0C58\u0C59\u0C60\u0C61\u0C85-\u0C8C\u0C8E-\u0C90\u0C92-\u0CA8\u0CAA-\u0CB3]|[\u0CB5-\u0CB9\u0CBD\u0CDE\u0CE0\u0CE1\u0CF1\u0CF2\u0D05-\u0D0C\u0D0E-\u0D10]|[\u0D12-\u0D3A\u0D3D\u0D4E\u0D60\u0D61\u0D7A-\u0D7F\u0D85-\u0D96\u0D9A-\u0DB1]|[\u0DB3-\u0DBB\u0DBD\u0DC0-\u0DC6\u0E01-\u0E30\u0E32\u0E33\u0E40-\u0E46\u0E81]|[\u0E82\u0E84\u0E87\u0E88\u0E8A\u0E8D\u0E94-\u0E97\u0E99-\u0E9F\u0EA1-\u0EA3]|[\u0EA5\u0EA7\u0EAA\u0EAB\u0EAD-\u0EB0\u0EB2\u0EB3\u0EBD\u0EC0-\u0EC4\u0EC6]|[\u0EDC-\u0EDF\u0F00\u0F40-\u0F47\u0F49-\u0F6C\u0F88-\u0F8C\u1000-\u102A]|[\u103F\u1050-\u1055\u105A-\u105D\u1061\u1065\u1066\u106E-\u1070\u1075-\u1081]|[\u108E\u10A0-\u10C5\u10C7\u10CD\u10D0-\u10FA\u10FC-\u1248\u124A-\u124D]|[\u1250-\u1256\u1258\u125A-\u125D\u1260-\u1288\u128A-\u128D\u1290-\u12B0]|[\u12B2-\u12B5\u12B8-\u12BE\u12C0\u12C2-\u12C5\u12C8-\u12D6\u12D8-\u1310]|[\u1312-\u1315\u1318-\u135A\u1380-\u138F\u13A0-\u13F4\u1401-\u166C]|[\u166F-\u167F\u1681-\u169A\u16A0-\u16EA\u1700-\u170C\u170E-\u1711]|[\u1720-\u1731\u1740-\u1751\u1760-\u176C\u176E-\u1770\u1780-\u17B3\u17D7]|[\u17DC\u1820-\u1877\u1880-\u18A8\u18AA\u18B0-\u18F5\u1900-\u191C]|[\u1950-\u196D\u1970-\u1974\u1980-\u19AB\u19C1-\u19C7\u1A00-\u1A16]|[\u1A20-\u1A54\u1AA7\u1B05-\u1B33\u1B45-\u1B4B\u1B83-\u1BA0\u1BAE\u1BAF]|[\u1BBA-\u1BE5\u1C00-\u1C23\u1C4D-\u1C4F\u1C5A-\u1C7D\u1CE9-\u1CEC]|[\u1CEE-\u1CF1\u1CF5\u1CF6\u1D00-\u1DBF\u1E00-\u1F15\u1F18-\u1F1D]|[\u1F20-\u1F45\u1F48-\u1F4D\u1F50-\u1F57\u1F59\u1F5B\u1F5D\u1F5F-\u1F7D]|[\u1F80-\u1FB4\u1FB6-\u1FBC\u1FBE\u1FC2-\u1FC4\u1FC6-\u1FCC\u1FD0-\u1FD3]|[\u1FD6-\u1FDB\u1FE0-\u1FEC\u1FF2-\u1FF4\u1FF6-\u1FFC\u2071\u207F]|[\u2090-\u209C\u2102\u2107\u210A-\u2113\u2115\u2119-\u211D\u2124\u2126\u2128]|[\u212A-\u212D\u212F-\u2139\u213C-\u213F\u2145-\u2149\u214E\u2183\u2184]|[\u2C00-\u2C2E\u2C30-\u2C5E\u2C60-\u2CE4\u2CEB-\u2CEE\u2CF2\u2CF3]|[\u2D00-\u2D25\u2D27\u2D2D\u2D30-\u2D67\u2D6F\u2D80-\u2D96\u2DA0-\u2DA6]|[\u2DA8-\u2DAE\u2DB0-\u2DB6\u2DB8-\u2DBE\u2DC0-\u2DC6\u2DC8-\u2DCE]|[\u2DD0-\u2DD6\u2DD8-\u2DDE\u2E2F\u3005\u3006\u3031-\u3035\u303B\u303C]|[\u3041-\u3096\u309D-\u309F\u30A1-\u30FA\u30FC-\u30FF\u3105-\u312D]|[\u3131-\u318E\u31A0-\u31BA\u31F0-\u31FF\u3400-\u4DB5\u4E00-\u9FCC]|[\uA000-\uA48C\uA4D0-\uA4FD\uA500-\uA60C\uA610-\uA61F\uA62A\uA62B]|[\uA640-\uA66E\uA67F-\uA697\uA6A0-\uA6E5\uA717-\uA71F\uA722-\uA788]|[\uA78B-\uA78E\uA790-\uA793\uA7A0-\uA7AA\uA7F8-\uA801\uA803-\uA805]|[\uA807-\uA80A\uA80C-\uA822\uA840-\uA873\uA882-\uA8B3\uA8F2-\uA8F7\uA8FB]|[\uA90A-\uA925\uA930-\uA946\uA960-\uA97C\uA984-\uA9B2\uA9CF\uAA00-\uAA28]|[\uAA40-\uAA42\uAA44-\uAA4B\uAA60-\uAA76\uAA7A\uAA80-\uAAAF\uAAB1\uAAB5]|[\uAAB6\uAAB9-\uAABD\uAAC0\uAAC2\uAADB-\uAADD\uAAE0-\uAAEA\uAAF2-\uAAF4]|[\uAB01-\uAB06\uAB09-\uAB0E\uAB11-\uAB16\uAB20-\uAB26\uAB28-\uAB2E]|[\uABC0-\uABE2\uAC00-\uD7A3\uD7B0-\uD7C6\uD7CB-\uD7FB\uF900-\uFA6D]|[\uFA70-\uFAD9\uFB00-\uFB06\uFB13-\uFB17\uFB1D\uFB1F-\uFB28\uFB2A-\uFB36]|[\uFB38-\uFB3C\uFB3E\uFB40\uFB41\uFB43\uFB44\uFB46-\uFBB1\uFBD3-\uFD3D]|[\uFD50-\uFD8F\uFD92-\uFDC7\uFDF0-\uFDFB\uFE70-\uFE74\uFE76-\uFEFC]|[\uFF21-\uFF3A\uFF41-\uFF5A\uFF66-\uFFBE\uFFC2-\uFFC7\uFFCA-\uFFCF]|[\uFFD2-\uFFD7\uFFDA-\uFFDC])/,/^(?:\|)/,/^(?:\()/,/^(?:\))/,/^(?:\[)/,/^(?:\])/,/^(?:\{)/,/^(?:\})/,/^(?:")/,/^(?:(\r?\n)+)/,/^(?:\s)/,/^(?:$)/],conditions:{close_directive:{rules:[],inclusive:!1},arg_directive:{rules:[3,4],inclusive:!1},type_directive:{rules:[2,3],inclusive:!1},open_directive:{rules:[1],inclusive:!1},callbackargs:{rules:[31,32],inclusive:!1},callbackname:{rules:[28,29,30],inclusive:!1},href:{rules:[25,26],inclusive:!1},click:{rules:[34,35],inclusive:!1},vertex:{rules:[],inclusive:!1},dir:{rules:[45,46,47,48,49,50,51,52,53,54,55],inclusive:!1},acc_descr_multiline:{rules:[10,11],inclusive:!1},acc_descr:{rules:[8],inclusive:!1},acc_title:{rules:[6],inclusive:!1},md_string:{rules:[13,14],inclusive:!1},string:{rules:[16,17],inclusive:!1},INITIAL:{rules:[0,5,7,9,12,15,18,19,20,21,22,23,24,27,33,36,37,38,39,40,41,42,43,44,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115],inclusive:!0}}};return 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86:he.commit(ee[me-2],ee[me-4],he.commitType.NORMAL,ee[me]);break;case 87:he.commit(ee[me-6],ee[me-4],ee[me-2],ee[me]);break;case 88:he.commit(ee[me-6],ee[me-4],ee[me],ee[me-2]);break;case 89:he.commit(ee[me-6],ee[me-2],ee[me-4],ee[me]);break;case 90:he.commit(ee[me-6],ee[me],ee[me-4],ee[me-2]);break;case 91:he.commit(ee[me-6],ee[me-2],ee[me],ee[me-4]);break;case 92:he.commit(ee[me-6],ee[me],ee[me-2],ee[me-4]);break;case 93:he.commit(ee[me-4],ee[me-6],ee[me-2],ee[me]);break;case 94:he.commit(ee[me-4],ee[me-6],ee[me],ee[me-2]);break;case 95:he.commit(ee[me-2],ee[me-6],ee[me-4],ee[me]);break;case 96:he.commit(ee[me],ee[me-6],ee[me-4],ee[me-2]);break;case 97:he.commit(ee[me-2],ee[me-6],ee[me],ee[me-4]);break;case 98:he.commit(ee[me],ee[me-6],ee[me-2],ee[me-4]);break;case 99:he.commit(ee[me],ee[me-4],ee[me-2],ee[me-6]);break;case 100:he.commit(ee[me-2],ee[me-4],ee[me],ee[me-6]);break;case 101:he.commit(ee[me],ee[me-2],ee[me-4],ee[me-6]);break;case 102:he.commit(ee[me-2],ee[me],ee[me-4],ee[me-6]);break;case 103:he.commit(ee[me-4],ee[me-2],ee[me],ee[me-6]);break;case 104:he.commit(ee[me-4],ee[me],ee[me-2],ee[me-6]);break;case 105:he.commit(ee[me-2],ee[me-4],ee[me-6],ee[me]);break;case 106:he.commit(ee[me],ee[me-4],ee[me-6],ee[me-2]);break;case 107:he.commit(ee[me-2],ee[me],ee[me-6],ee[me-4]);break;case 108:he.commit(ee[me],ee[me-2],ee[me-6],ee[me-4]);break;case 109:he.commit(ee[me-4],ee[me-2],ee[me-6],ee[me]);break;case 110:he.commit(ee[me-4],ee[me],ee[me-6],ee[me-2]);break;case 111:this.$="";break;case 112:this.$=ee[me];break;case 113:this.$=he.commitType.NORMAL;break;case 114:this.$=he.commitType.REVERSE;break;case 115:this.$=he.commitType.HIGHLIGHT;break;case 118:he.parseDirective("%%{","open_directive");break;case 119:he.parseDirective(ee[me],"type_directive");break;case 120:ee[me]=ee[me].trim().replace(/'/g,'"'),he.parseDirective(ee[me],"arg_directive");break;case 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Unrecognized text. +`+this.showPosition(),{text:"",token:null,line:this.yylineno})},lex:function(){var xe=this.next();return xe||this.lex()},begin:function(xe){this.conditionStack.push(xe)},popState:function(){var xe=this.conditionStack.length-1;return xe>0?this.conditionStack.pop():this.conditionStack[0]},_currentRules:function(){return this.conditionStack.length&&this.conditionStack[this.conditionStack.length-1]?this.conditions[this.conditionStack[this.conditionStack.length-1]].rules:this.conditions.INITIAL.rules},topState:function(xe){return xe=this.conditionStack.length-1-Math.abs(xe||0),xe>=0?this.conditionStack[xe]:"INITIAL"},pushState:function(xe){this.begin(xe)},stateStackSize:function(){return this.conditionStack.length},options:{"case-insensitive":!0},performAction:function(xe,De,he,Ie){switch(he){case 0:return this.begin("open_directive"),40;case 1:return this.begin("type_directive"),41;case 2:return this.popState(),this.begin("arg_directive"),33;case 3:return this.popState(),this.popState(),43;case 4:return 42;case 5:return this.begin("acc_title"),21;case 6:return this.popState(),"acc_title_value";case 7:return this.begin("acc_descr"),23;case 8:return this.popState(),"acc_descr_value";case 9:this.begin("acc_descr_multiline");break;case 10:this.popState();break;case 11:return"acc_descr_multiline_value";case 12:break;case 13:break;case 14:break;case 15:return 11;case 16:break;case 17:break;case 18:break;case 19:this.begin("href");break;case 20:this.popState();break;case 21:return 38;case 22:this.begin("callbackname");break;case 23:this.popState();break;case 24:this.popState(),this.begin("callbackargs");break;case 25:return 36;case 26:this.popState();break;case 27:return 37;case 28:this.begin("click");break;case 29:this.popState();break;case 30:return 35;case 31:return 5;case 32:return 12;case 33:return 13;case 34:return 14;case 35:return 15;case 36:return 16;case 37:return 18;case 38:return 17;case 39:return 19;case 40:return"date";case 41:return 20;case 42:return"accDescription";case 43:return 26;case 44:return 28;case 45:return 29;case 46:return 33;case 47:return 7;case 48:return"INVALID"}},rules:[/^(?:%%\{)/i,/^(?:((?:(?!\}%%)[^:.])*))/i,/^(?::)/i,/^(?:\}%%)/i,/^(?:((?:(?!\}%%).|\n)*))/i,/^(?:accTitle\s*:\s*)/i,/^(?:(?!\n||)*[^\n]*)/i,/^(?:accDescr\s*:\s*)/i,/^(?:(?!\n||)*[^\n]*)/i,/^(?:accDescr\s*\{\s*)/i,/^(?:[\}])/i,/^(?:[^\}]*)/i,/^(?:%%(?!\{)*[^\n]*)/i,/^(?:[^\}]%%*[^\n]*)/i,/^(?:%%*[^\n]*[\n]*)/i,/^(?:[\n]+)/i,/^(?:\s+)/i,/^(?:#[^\n]*)/i,/^(?:%[^\n]*)/i,/^(?:href[\s]+["])/i,/^(?:["])/i,/^(?:[^"]*)/i,/^(?:call[\s]+)/i,/^(?:\([\s]*\))/i,/^(?:\()/i,/^(?:[^(]*)/i,/^(?:\))/i,/^(?:[^)]*)/i,/^(?:click[\s]+)/i,/^(?:[\s\n])/i,/^(?:[^\s\n]*)/i,/^(?:gantt\b)/i,/^(?:dateFormat\s[^#\n;]+)/i,/^(?:inclusiveEndDates\b)/i,/^(?:topAxis\b)/i,/^(?:axisFormat\s[^#\n;]+)/i,/^(?:tickInterval\s[^#\n;]+)/i,/^(?:includes\s[^#\n;]+)/i,/^(?:excludes\s[^#\n;]+)/i,/^(?:todayMarker\s[^\n;]+)/i,/^(?:\d\d\d\d-\d\d-\d\d\b)/i,/^(?:title\s[^#\n;]+)/i,/^(?:accDescription\s[^#\n;]+)/i,/^(?:section\s[^#:\n;]+)/i,/^(?:[^#:\n;]+)/i,/^(?::[^#\n;]+)/i,/^(?::)/i,/^(?:$)/i,/^(?:.)/i],conditions:{acc_descr_multiline:{rules:[10,11],inclusive:!1},acc_descr:{rules:[8],inclusive:!1},acc_title:{rules:[6],inclusive:!1},close_directive:{rules:[],inclusive:!1},arg_directive:{rules:[3,4],inclusive:!1},type_directive:{rules:[2,3],inclusive:!1},open_directive:{rules:[1],inclusive:!1},callbackargs:{rules:[26,27],inclusive:!1},callbackname:{rules:[23,24,25],inclusive:!1},href:{rules:[20,21],inclusive:!1},click:{rules:[29,30],inclusive:!1},INITIAL:{rules:[0,5,7,9,12,13,14,15,16,17,18,19,22,28,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48],inclusive:!0}}};return ve}();ke.lexer=Ae;function de(){this.yy={}}return de.prototype=ke,ke.Parser=de,new de}();N0e.parser=N0e;const Ejt=N0e;var Tjt="isoweek";const _jt=function(i,a,f){var p=function(S,N){var B=(N?f.utc:f)().year(S).startOf(o5),R=4-B.isoWeekday();return B.isoWeekday()>4&&(R+=7),B.add(R,Fw)},w=function(S){return S.add(4-S.isoWeekday(),Fw)},y=a.prototype;y.isoWeekYear=function(){var E=w(this);return E.year()},y.isoWeek=function(E){if(!this.$utils().u(E))return this.add((E-this.isoWeek())*7,Fw);var S=w(this),N=p(this.isoWeekYear(),this.$u);return S.diff(N,yN)+1},y.isoWeekday=function(E){return this.$utils().u(E)?this.day()||7:this.day(this.day()%7?E:E-7)};var b=y.startOf;y.startOf=function(E,S){var N=this.$utils(),B=N.u(S)?!0:S,R=N.p(E);return R===Tjt?B?this.date(this.date()-(this.isoWeekday()-1)).startOf("day"):this.date(this.date()-1-(this.isoWeekday()-1)+7).endOf("day"):b.bind(this)(E,S)}};var Cjt=function(a){return a.replace(/(\[[^\]]+])|(MMMM|MM|DD|dddd)/g,function(f,p,w){return 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line */ + + .crit0, + .crit1, + .crit2, + .crit3 { + stroke: ${i.critBorderColor}; + fill: ${i.critBkgColor}; + stroke-width: 2; + } + + .activeCrit0, + .activeCrit1, + .activeCrit2, + .activeCrit3 { + stroke: ${i.critBorderColor}; + fill: ${i.activeTaskBkgColor}; + stroke-width: 2; + } + + .doneCrit0, + .doneCrit1, + .doneCrit2, + .doneCrit3 { + stroke: ${i.critBorderColor}; + fill: ${i.doneTaskBkgColor}; + stroke-width: 2; + cursor: pointer; + shape-rendering: crispEdges; + } + + .milestone { + transform: rotate(45deg) scale(0.8,0.8); + } + + .milestoneText { + font-style: italic; + } + .doneCritText0, + .doneCritText1, + .doneCritText2, + .doneCritText3 { + fill: ${i.taskTextDarkColor} !important; + } + + .activeCritText0, + .activeCritText1, + .activeCritText2, + .activeCritText3 { + fill: ${i.taskTextDarkColor} !important; + } + + .titleText { + text-anchor: middle; + font-size: 18px; + fill: ${i.textColor} ; + font-family: 'trebuchet ms', verdana, arial, sans-serif; + 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Unrecognized text. +`+this.showPosition(),{text:"",token:null,line:this.yylineno})},lex:function(){var E=this.next();return E||this.lex()},begin:function(E){this.conditionStack.push(E)},popState:function(){var E=this.conditionStack.length-1;return E>0?this.conditionStack.pop():this.conditionStack[0]},_currentRules:function(){return this.conditionStack.length&&this.conditionStack[this.conditionStack.length-1]?this.conditions[this.conditionStack[this.conditionStack.length-1]].rules:this.conditions.INITIAL.rules},topState:function(E){return E=this.conditionStack.length-1-Math.abs(E||0),E>=0?this.conditionStack[E]:"INITIAL"},pushState:function(E){this.begin(E)},stateStackSize:function(){return this.conditionStack.length},options:{"case-insensitive":!0},performAction:function(E,S,N,B){switch(N){case 0:return 4;case 1:return 9;case 2:return"space";case 3:return 10;case 4:return 6;case 5:return"TXT"}},rules:[/^(?:info\b)/i,/^(?:[\s\n\r]+)/i,/^(?:[\s]+)/i,/^(?:showInfo\b)/i,/^(?:$)/i,/^(?:.)/i],conditions:{INITIAL:{rules:[0,1,2,3,4,5],inclusive:!0}}};return y}();f.lexer=p;function w(){this.yy={}}return w.prototype=f,f.Parser=w,new w}();W0e.parser=W0e;const E$t=W0e;var ARe="",LRe=!1;const T$t=Object.freeze(Object.defineProperty({__proto__:null,diagram:{parser:E$t,db:{setMessage:i=>{Fe.debug("Setting message to: "+i),ARe=i},getMessage:()=>ARe,setInfo:i=>{LRe=i},getInfo:()=>LRe,clear:rp},renderer:{draw:(i,a,f)=>{try{Fe.debug(`Rendering info diagram +`+i);const p=Tt().securityLevel;let w;p==="sandbox"&&(w=Cr("#i"+a));const b=Cr(p==="sandbox"?w.nodes()[0].contentDocument.body:"body").select("#"+a);b.append("g").append("text").attr("x",100).attr("y",40).attr("class","version").attr("font-size","32px").style("text-anchor","middle").text("v "+f),b.attr("height",100),b.attr("width",400)}catch(p){Fe.error("Error while rendering info diagram"),Fe.error(p.message)}}},styles:()=>""}},Symbol.toStringTag,{value:"Module"}));var K0e=function(){var i=function(Ae,de,ve,te){for(ve=ve||{},te=Ae.length;te--;ve[Ae[te]]=de);return ve},a=[1,4],f=[1,5],p=[1,6],w=[1,7],y=[1,9],b=[1,11,13,15,17,19,20,26,27,28,29],E=[2,5],S=[1,6,11,13,15,17,19,20,26,27,28,29],N=[26,27,28],B=[2,8],R=[1,18],j=[1,19],$=[1,20],V=[1,21],Q=[1,22],oe=[1,23],ce=[1,28],se=[6,26,27,28,29],ge={trace:function(){},yy:{},symbols_:{error:2,start:3,eol:4,directive:5,PIE:6,document:7,showData:8,line:9,statement:10,txt:11,value:12,title:13,title_value:14,acc_title:15,acc_title_value:16,acc_descr:17,acc_descr_value:18,acc_descr_multiline_value:19,section:20,openDirective:21,typeDirective:22,closeDirective:23,":":24,argDirective:25,NEWLINE:26,";":27,EOF:28,open_directive:29,type_directive:30,arg_directive:31,close_directive:32,$accept:0,$end:1},terminals_:{2:"error",6:"PIE",8:"showData",11:"txt",12:"value",13:"title",14:"title_value",15:"acc_title",16:"acc_title_value",17:"acc_descr",18:"acc_descr_value",19:"acc_descr_multiline_value",20:"section",24:":",26:"NEWLINE",27:";",28:"EOF",29:"open_directive",30:"type_directive",31:"arg_directive",32:"close_directive"},productions_:[0,[3,2],[3,2],[3,2],[3,3],[7,0],[7,2],[9,2],[10,0],[10,2],[10,2],[10,2],[10,2],[10,1],[10,1],[10,1],[5,3],[5,5],[4,1],[4,1],[4,1],[21,1],[22,1],[25,1],[23,1]],performAction:function(de,ve,te,xe,De,he,Ie){var ee=he.length-1;switch(De){case 4:xe.setShowData(!0);break;case 7:this.$=he[ee-1];break;case 9:xe.addSection(he[ee-1],xe.cleanupValue(he[ee]));break;case 10:this.$=he[ee].trim(),xe.setDiagramTitle(this.$);break;case 11:this.$=he[ee].trim(),xe.setAccTitle(this.$);break;case 12:case 13:this.$=he[ee].trim(),xe.setAccDescription(this.$);break;case 14:xe.addSection(he[ee].substr(8)),this.$=he[ee].substr(8);break;case 21:xe.parseDirective("%%{","open_directive");break;case 22:xe.parseDirective(he[ee],"type_directive");break;case 23:he[ee]=he[ee].trim().replace(/'/g,'"'),xe.parseDirective(he[ee],"arg_directive");break;case 24:xe.parseDirective("}%%","close_directive","pie");break}},table:[{3:1,4:2,5:3,6:a,21:8,26:f,27:p,28:w,29:y},{1:[3]},{3:10,4:2,5:3,6:a,21:8,26:f,27:p,28:w,29:y},{3:11,4:2,5:3,6:a,21:8,26:f,27:p,28:w,29:y},i(b,E,{7:12,8:[1,13]}),i(S,[2,18]),i(S,[2,19]),i(S,[2,20]),{22:14,30:[1,15]},{30:[2,21]},{1:[2,1]},{1:[2,2]},i(N,B,{21:8,9:16,10:17,5:24,1:[2,3],11:R,13:j,15:$,17:V,19:Q,20:oe,29:y}),i(b,E,{7:25}),{23:26,24:[1,27],32:ce},i([24,32],[2,22]),i(b,[2,6]),{4:29,26:f,27:p,28:w},{12:[1,30]},{14:[1,31]},{16:[1,32]},{18:[1,33]},i(N,[2,13]),i(N,[2,14]),i(N,[2,15]),i(N,B,{21:8,9:16,10:17,5:24,1:[2,4],11:R,13:j,15:$,17:V,19:Q,20:oe,29:y}),i(se,[2,16]),{25:34,31:[1,35]},i(se,[2,24]),i(b,[2,7]),i(N,[2,9]),i(N,[2,10]),i(N,[2,11]),i(N,[2,12]),{23:36,32:ce},{32:[2,23]},i(se,[2,17])],defaultActions:{9:[2,21],10:[2,1],11:[2,2],35:[2,23]},parseError:function(de,ve){if(ve.recoverable)this.trace(de);else{var te=new Error(de);throw te.hash=ve,te}},parse:function(de){var ve=this,te=[0],xe=[],De=[null],he=[],Ie=this.table,ee="",rt=0,me=0,gt=2,pe=1,Et=he.slice.call(arguments,1),wt=Object.create(this.lexer),jt={yy:{}};for(var At in this.yy)Object.prototype.hasOwnProperty.call(this.yy,At)&&(jt.yy[At]=this.yy[At]);wt.setInput(de,jt.yy),jt.yy.lexer=wt,jt.yy.parser=this,typeof wt.yylloc>"u"&&(wt.yylloc={});var Bt=wt.yylloc;he.push(Bt);var cn=wt.options&&wt.options.ranges;typeof jt.yy.parseError=="function"?this.parseError=jt.yy.parseError:this.parseError=Object.getPrototypeOf(this).parseError;function Nn(){var Bn;return Bn=xe.pop()||wt.lex()||pe,typeof Bn!="number"&&(Bn instanceof Array&&(xe=Bn,Bn=xe.pop()),Bn=ve.symbols_[Bn]||Bn),Bn}for(var Ot,oi,kt,Dt,vt={},Nt,ze,Xe,Lt;;){if(oi=te[te.length-1],this.defaultActions[oi]?kt=this.defaultActions[oi]:((Ot===null||typeof Ot>"u")&&(Ot=Nn()),kt=Ie[oi]&&Ie[oi][Ot]),typeof kt>"u"||!kt.length||!kt[0]){var Ge="";Lt=[];for(Nt in Ie[oi])this.terminals_[Nt]&&Nt>gt&&Lt.push("'"+this.terminals_[Nt]+"'");wt.showPosition?Ge="Parse error on line "+(rt+1)+`: +`+wt.showPosition()+` +Expecting `+Lt.join(", ")+", got '"+(this.terminals_[Ot]||Ot)+"'":Ge="Parse error on line "+(rt+1)+": Unexpected "+(Ot==pe?"end of input":"'"+(this.terminals_[Ot]||Ot)+"'"),this.parseError(Ge,{text:wt.match,token:this.terminals_[Ot]||Ot,line:wt.yylineno,loc:Bt,expected:Lt})}if(kt[0]instanceof Array&&kt.length>1)throw new Error("Parse Error: multiple actions possible at state: "+oi+", token: "+Ot);switch(kt[0]){case 1:te.push(Ot),De.push(wt.yytext),he.push(wt.yylloc),te.push(kt[1]),Ot=null,me=wt.yyleng,ee=wt.yytext,rt=wt.yylineno,Bt=wt.yylloc;break;case 2:if(ze=this.productions_[kt[1]][1],vt.$=De[De.length-ze],vt._$={first_line:he[he.length-(ze||1)].first_line,last_line:he[he.length-1].last_line,first_column:he[he.length-(ze||1)].first_column,last_column:he[he.length-1].last_column},cn&&(vt._$.range=[he[he.length-(ze||1)].range[0],he[he.length-1].range[1]]),Dt=this.performAction.apply(vt,[ee,me,rt,jt.yy,kt[1],De,he].concat(Et)),typeof Dt<"u")return Dt;ze&&(te=te.slice(0,-1*ze*2),De=De.slice(0,-1*ze),he=he.slice(0,-1*ze)),te.push(this.productions_[kt[1]][0]),De.push(vt.$),he.push(vt._$),Xe=Ie[te[te.length-2]][te[te.length-1]],te.push(Xe);break;case 3:return!0}}return!0}},ye=function(){var Ae={EOF:1,parseError:function(ve,te){if(this.yy.parser)this.yy.parser.parseError(ve,te);else throw new Error(ve)},setInput:function(de,ve){return this.yy=ve||this.yy||{},this._input=de,this._more=this._backtrack=this.done=!1,this.yylineno=this.yyleng=0,this.yytext=this.matched=this.match="",this.conditionStack=["INITIAL"],this.yylloc={first_line:1,first_column:0,last_line:1,last_column:0},this.options.ranges&&(this.yylloc.range=[0,0]),this.offset=0,this},input:function(){var de=this._input[0];this.yytext+=de,this.yyleng++,this.offset++,this.match+=de,this.matched+=de;var ve=de.match(/(?:\r\n?|\n).*/g);return ve?(this.yylineno++,this.yylloc.last_line++):this.yylloc.last_column++,this.options.ranges&&this.yylloc.range[1]++,this._input=this._input.slice(1),de},unput:function(de){var ve=de.length,te=de.split(/(?:\r\n?|\n)/g);this._input=de+this._input,this.yytext=this.yytext.substr(0,this.yytext.length-ve),this.offset-=ve;var xe=this.match.split(/(?:\r\n?|\n)/g);this.match=this.match.substr(0,this.match.length-1),this.matched=this.matched.substr(0,this.matched.length-1),te.length-1&&(this.yylineno-=te.length-1);var De=this.yylloc.range;return this.yylloc={first_line:this.yylloc.first_line,last_line:this.yylineno+1,first_column:this.yylloc.first_column,last_column:te?(te.length===xe.length?this.yylloc.first_column:0)+xe[xe.length-te.length].length-te[0].length:this.yylloc.first_column-ve},this.options.ranges&&(this.yylloc.range=[De[0],De[0]+this.yyleng-ve]),this.yyleng=this.yytext.length,this},more:function(){return this._more=!0,this},reject:function(){if(this.options.backtrack_lexer)this._backtrack=!0;else return this.parseError("Lexical error on line "+(this.yylineno+1)+`. You can only invoke reject() in the lexer when the lexer is of the backtracking persuasion (options.backtrack_lexer = true). +`+this.showPosition(),{text:"",token:null,line:this.yylineno});return this},less:function(de){this.unput(this.match.slice(de))},pastInput:function(){var de=this.matched.substr(0,this.matched.length-this.match.length);return(de.length>20?"...":"")+de.substr(-20).replace(/\n/g,"")},upcomingInput:function(){var de=this.match;return de.length<20&&(de+=this._input.substr(0,20-de.length)),(de.substr(0,20)+(de.length>20?"...":"")).replace(/\n/g,"")},showPosition:function(){var de=this.pastInput(),ve=new Array(de.length+1).join("-");return de+this.upcomingInput()+` +`+ve+"^"},test_match:function(de,ve){var te,xe,De;if(this.options.backtrack_lexer&&(De={yylineno:this.yylineno,yylloc:{first_line:this.yylloc.first_line,last_line:this.last_line,first_column:this.yylloc.first_column,last_column:this.yylloc.last_column},yytext:this.yytext,match:this.match,matches:this.matches,matched:this.matched,yyleng:this.yyleng,offset:this.offset,_more:this._more,_input:this._input,yy:this.yy,conditionStack:this.conditionStack.slice(0),done:this.done},this.options.ranges&&(De.yylloc.range=this.yylloc.range.slice(0))),xe=de[0].match(/(?:\r\n?|\n).*/g),xe&&(this.yylineno+=xe.length),this.yylloc={first_line:this.yylloc.last_line,last_line:this.yylineno+1,first_column:this.yylloc.last_column,last_column:xe?xe[xe.length-1].length-xe[xe.length-1].match(/\r?\n?/)[0].length:this.yylloc.last_column+de[0].length},this.yytext+=de[0],this.match+=de[0],this.matches=de,this.yyleng=this.yytext.length,this.options.ranges&&(this.yylloc.range=[this.offset,this.offset+=this.yyleng]),this._more=!1,this._backtrack=!1,this._input=this._input.slice(de[0].length),this.matched+=de[0],te=this.performAction.call(this,this.yy,this,ve,this.conditionStack[this.conditionStack.length-1]),this.done&&this._input&&(this.done=!1),te)return te;if(this._backtrack){for(var he in De)this[he]=De[he];return!1}return!1},next:function(){if(this.done)return this.EOF;this._input||(this.done=!0);var de,ve,te,xe;this._more||(this.yytext="",this.match="");for(var De=this._currentRules(),he=0;heve[0].length)){if(ve=te,xe=he,this.options.backtrack_lexer){if(de=this.test_match(te,De[he]),de!==!1)return de;if(this._backtrack){ve=!1;continue}else return!1}else if(!this.options.flex)break}return ve?(de=this.test_match(ve,De[xe]),de!==!1?de:!1):this._input===""?this.EOF:this.parseError("Lexical error on line "+(this.yylineno+1)+`. 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28}},rules:[/^(?:%%\{)/i,/^(?:((?:(?!\}%%)[^:.])*))/i,/^(?::)/i,/^(?:\}%%)/i,/^(?:((?:(?!\}%%).|\n)*))/i,/^(?:%%(?!\{)[^\n]*)/i,/^(?:[^\}]%%[^\n]*)/i,/^(?:[\n\r]+)/i,/^(?:%%[^\n]*)/i,/^(?:[\s]+)/i,/^(?:title\b)/i,/^(?:(?!\n||)*[^\n]*)/i,/^(?:accTitle\s*:\s*)/i,/^(?:(?!\n||)*[^\n]*)/i,/^(?:accDescr\s*:\s*)/i,/^(?:(?!\n||)*[^\n]*)/i,/^(?:accDescr\s*\{\s*)/i,/^(?:[\}])/i,/^(?:[^\}]*)/i,/^(?:["])/i,/^(?:["])/i,/^(?:[^"]*)/i,/^(?:pie\b)/i,/^(?:showData\b)/i,/^(?::[\s]*[\d]+(?:\.[\d]+)?)/i,/^(?:$)/i],conditions:{acc_descr_multiline:{rules:[17,18],inclusive:!1},acc_descr:{rules:[15],inclusive:!1},acc_title:{rules:[13],inclusive:!1},close_directive:{rules:[],inclusive:!1},arg_directive:{rules:[3,4],inclusive:!1},type_directive:{rules:[2,3],inclusive:!1},open_directive:{rules:[1],inclusive:!1},title:{rules:[11],inclusive:!1},string:{rules:[20,21],inclusive:!1},INITIAL:{rules:[0,5,6,7,8,9,10,12,14,16,19,22,23,24,25],inclusive:!0}}};return Ae}();ge.lexer=ye;function ke(){this.yy={}}return 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${i.fontFamily}; + } + .slice { + font-family: ${i.fontFamily}; + fill: ${i.pieSectionTextColor}; + font-size:${i.pieSectionTextSize}; + // fill: white; + } + .legend text { + fill: ${i.pieLegendTextColor}; + font-family: ${i.fontFamily}; + font-size: ${i.pieLegendTextSize}; + } +`;let d3=Tt(),A5;const CP=450,A$t=Object.freeze(Object.defineProperty({__proto__:null,diagram:{parser:_$t,db:C$t,renderer:{draw:(i,a,f,p)=>{var ge;try{d3=Tt(),Fe.debug(`Rendering info diagram +`+i);const ye=Tt().securityLevel;let ke;ye==="sandbox"&&(ke=Cr("#i"+a));const Ae=Cr(ye==="sandbox"?ke.nodes()[0].contentDocument.body:"body"),de=ye==="sandbox"?ke.nodes()[0].contentDocument:document;p.db.clear(),p.parser.parse(i),Fe.debug("Parsed info diagram");const ve=de.getElementById(a);A5=ve.parentElement.offsetWidth,A5===void 0&&(A5=1200),d3.useWidth!==void 0&&(A5=d3.useWidth),d3.pie.useWidth!==void 0&&(A5=d3.pie.useWidth);const te=Ae.select("#"+a);Vw(te,CP,A5,d3.pie.useMaxWidth),ve.setAttribute("viewBox","0 0 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You can only invoke reject() in the lexer when the lexer is of the backtracking persuasion (options.backtrack_lexer = true). +`+this.showPosition(),{text:"",token:null,line:this.yylineno});return this},less:function(kt){this.unput(this.match.slice(kt))},pastInput:function(){var kt=this.matched.substr(0,this.matched.length-this.match.length);return(kt.length>20?"...":"")+kt.substr(-20).replace(/\n/g,"")},upcomingInput:function(){var kt=this.match;return kt.length<20&&(kt+=this._input.substr(0,20-kt.length)),(kt.substr(0,20)+(kt.length>20?"...":"")).replace(/\n/g,"")},showPosition:function(){var kt=this.pastInput(),Dt=new Array(kt.length+1).join("-");return kt+this.upcomingInput()+` +`+Dt+"^"},test_match:function(kt,Dt){var vt,Nt,ze;if(this.options.backtrack_lexer&&(ze={yylineno:this.yylineno,yylloc:{first_line:this.yylloc.first_line,last_line:this.last_line,first_column:this.yylloc.first_column,last_column:this.yylloc.last_column},yytext:this.yytext,match:this.match,matches:this.matches,matched:this.matched,yyleng:this.yyleng,offset:this.offset,_more:this._more,_input:this._input,yy:this.yy,conditionStack:this.conditionStack.slice(0),done:this.done},this.options.ranges&&(ze.yylloc.range=this.yylloc.range.slice(0))),Nt=kt[0].match(/(?:\r\n?|\n).*/g),Nt&&(this.yylineno+=Nt.length),this.yylloc={first_line:this.yylloc.last_line,last_line:this.yylineno+1,first_column:this.yylloc.last_column,last_column:Nt?Nt[Nt.length-1].length-Nt[Nt.length-1].match(/\r?\n?/)[0].length:this.yylloc.last_column+kt[0].length},this.yytext+=kt[0],this.match+=kt[0],this.matches=kt,this.yyleng=this.yytext.length,this.options.ranges&&(this.yylloc.range=[this.offset,this.offset+=this.yyleng]),this._more=!1,this._backtrack=!1,this._input=this._input.slice(kt[0].length),this.matched+=kt[0],vt=this.performAction.call(this,this.yy,this,Dt,this.conditionStack[this.conditionStack.length-1]),this.done&&this._input&&(this.done=!1),vt)return vt;if(this._backtrack){for(var Xe in ze)this[Xe]=ze[Xe];return!1}return!1},next:function(){if(this.done)return this.EOF;this._input||(this.done=!0);var kt,Dt,vt,Nt;this._more||(this.yytext="",this.match="");for(var ze=this._currentRules(),Xe=0;XeDt[0].length)){if(Dt=vt,Nt=Xe,this.options.backtrack_lexer){if(kt=this.test_match(vt,ze[Xe]),kt!==!1)return kt;if(this._backtrack){Dt=!1;continue}else return!1}else if(!this.options.flex)break}return Dt?(kt=this.test_match(Dt,ze[Nt]),kt!==!1?kt:!1):this._input===""?this.EOF:this.parseError("Lexical error on line "+(this.yylineno+1)+`. Unrecognized text. +`+this.showPosition(),{text:"",token:null,line:this.yylineno})},lex:function(){var Dt=this.next();return Dt||this.lex()},begin:function(Dt){this.conditionStack.push(Dt)},popState:function(){var Dt=this.conditionStack.length-1;return Dt>0?this.conditionStack.pop():this.conditionStack[0]},_currentRules:function(){return this.conditionStack.length&&this.conditionStack[this.conditionStack.length-1]?this.conditions[this.conditionStack[this.conditionStack.length-1]].rules:this.conditions.INITIAL.rules},topState:function(Dt){return Dt=this.conditionStack.length-1-Math.abs(Dt||0),Dt>=0?this.conditionStack[Dt]:"INITIAL"},pushState:function(Dt){this.begin(Dt)},stateStackSize:function(){return this.conditionStack.length},options:{"case-insensitive":!0},performAction:function(Dt,vt,Nt,ze){switch(Nt){case 0:return this.begin("open_directive"),19;case 1:return this.begin("type_directive"),20;case 2:return this.popState(),this.begin("arg_directive"),12;case 3:return this.popState(),this.popState(),22;case 4:return 21;case 5:return"title";case 6:return this.begin("acc_title"),14;case 7:return this.popState(),"acc_title_value";case 8:return this.begin("acc_descr"),16;case 9:return this.popState(),"acc_descr_value";case 10:this.begin("acc_descr_multiline");break;case 11:this.popState();break;case 12:return"acc_descr_multiline_value";case 13:return 5;case 14:break;case 15:break;case 16:break;case 17:return 8;case 18:return 6;case 19:return 28;case 20:return 39;case 21:return 31;case 22:return 30;case 23:return 33;case 24:return 35;case 25:return 37;case 26:return 40;case 27:return 41;case 28:return 42;case 29:return 43;case 30:return 44;case 31:return 45;case 32:return 46;case 33:return 47;case 34:return 48;case 35:return 49;case 36:return 50;case 37:return 51;case 38:return 52;case 39:return 53;case 40:return 64;case 41:return 65;case 42:return 66;case 43:return 67;case 44:return 68;case 45:return 69;case 46:return 70;case 47:return 56;case 48:return 58;case 49:return 60;case 50:return 63;case 51:return 62;case 52:this.begin("string");break;case 53:this.popState();break;case 54:return"qString";case 55:return vt.yytext=vt.yytext.trim(),71}},rules:[/^(?:%%\{)/i,/^(?:((?:(?!\}%%)[^:.])*))/i,/^(?::)/i,/^(?:\}%%)/i,/^(?:((?:(?!\}%%).|\n)*))/i,/^(?:title\s[^#\n;]+)/i,/^(?:accTitle\s*:\s*)/i,/^(?:(?!\n||)*[^\n]*)/i,/^(?:accDescr\s*:\s*)/i,/^(?:(?!\n||)*[^\n]*)/i,/^(?:accDescr\s*\{\s*)/i,/^(?:[\}])/i,/^(?:[^\}]*)/i,/^(?:(\r?\n)+)/i,/^(?:\s+)/i,/^(?:#[^\n]*)/i,/^(?:%[^\n]*)/i,/^(?:$)/i,/^(?:requirementDiagram\b)/i,/^(?:\{)/i,/^(?:\})/i,/^(?::)/i,/^(?:id\b)/i,/^(?:text\b)/i,/^(?:risk\b)/i,/^(?:verifyMethod\b)/i,/^(?:requirement\b)/i,/^(?:functionalRequirement\b)/i,/^(?:interfaceRequirement\b)/i,/^(?:performanceRequirement\b)/i,/^(?:physicalRequirement\b)/i,/^(?:designConstraint\b)/i,/^(?:low\b)/i,/^(?:medium\b)/i,/^(?:high\b)/i,/^(?:analysis\b)/i,/^(?:demonstration\b)/i,/^(?:inspection\b)/i,/^(?:test\b)/i,/^(?:element\b)/i,/^(?:contains\b)/i,/^(?:copies\b)/i,/^(?:derives\b)/i,/^(?:satisfies\b)/i,/^(?:verifies\b)/i,/^(?:refines\b)/i,/^(?:traces\b)/i,/^(?:type\b)/i,/^(?:docref\b)/i,/^(?:<-)/i,/^(?:->)/i,/^(?:-)/i,/^(?:["])/i,/^(?:["])/i,/^(?:[^"]*)/i,/^(?:[\w][^\r\n\{\<\>\-\=]*)/i],conditions:{acc_descr_multiline:{rules:[11,12],inclusive:!1},acc_descr:{rules:[9],inclusive:!1},acc_title:{rules:[7],inclusive:!1},close_directive:{rules:[],inclusive:!1},arg_directive:{rules:[3,4],inclusive:!1},type_directive:{rules:[2,3],inclusive:!1},open_directive:{rules:[1],inclusive:!1},unqString:{rules:[],inclusive:!1},token:{rules:[],inclusive:!1},string:{rules:[53,54],inclusive:!1},INITIAL:{rules:[0,5,6,8,10,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,55],inclusive:!0}}};return oi}();cn.lexer=Nn;function Ot(){this.yy={}}return Ot.prototype=cn,cn.Parser=Ot,new Ot}();X0e.parser=X0e;const L$t=X0e;let Q0e=[],up={},SP={},ox={},AP={};const M$t={RequirementType:{REQUIREMENT:"Requirement",FUNCTIONAL_REQUIREMENT:"Functional Requirement",INTERFACE_REQUIREMENT:"Interface Requirement",PERFORMANCE_REQUIREMENT:"Performance Requirement",PHYSICAL_REQUIREMENT:"Physical Requirement",DESIGN_CONSTRAINT:"Design Constraint"},RiskLevel:{LOW_RISK:"Low",MED_RISK:"Medium",HIGH_RISK:"High"},VerifyType:{VERIFY_ANALYSIS:"Analysis",VERIFY_DEMONSTRATION:"Demonstration",VERIFY_INSPECTION:"Inspection",VERIFY_TEST:"Test"},Relationships:{CONTAINS:"contains",COPIES:"copies",DERIVES:"derives",SATISFIES:"satisfies",VERIFIES:"verifies",REFINES:"refines",TRACES:"traces"},parseDirective:function(i,a,f){rd.parseDirective(this,i,a,f)},getConfig:()=>Tt().req,addRequirement:(i,a)=>(SP[i]===void 0&&(SP[i]={name:i,type:a,id:up.id,text:up.text,risk:up.risk,verifyMethod:up.verifyMethod}),up={},SP[i]),getRequirements:()=>SP,setNewReqId:i=>{up!==void 0&&(up.id=i)},setNewReqText:i=>{up!==void 0&&(up.text=i)},setNewReqRisk:i=>{up!==void 0&&(up.risk=i)},setNewReqVerifyMethod:i=>{up!==void 0&&(up.verifyMethod=i)},setAccTitle:ip,getAccTitle:L2,setAccDescription:M2,getAccDescription:D2,addElement:i=>(AP[i]===void 0&&(AP[i]={name:i,type:ox.type,docRef:ox.docRef},Fe.info("Added new requirement: ",i)),ox={},AP[i]),getElements:()=>AP,setNewElementType:i=>{ox!==void 0&&(ox.type=i)},setNewElementDocRef:i=>{ox!==void 0&&(ox.docRef=i)},addRelationship:(i,a,f)=>{Q0e.push({type:i,src:a,dst:f})},getRelationships:()=>Q0e,clear:()=>{Q0e=[],up={},SP={},ox={},AP={},rp()}},D$t=i=>` + + marker { + fill: ${i.relationColor}; + stroke: ${i.relationColor}; + } + + marker.cross { + stroke: ${i.lineColor}; + } + + svg { + font-family: ${i.fontFamily}; + font-size: ${i.fontSize}; + } + + .reqBox { + fill: ${i.requirementBackground}; + fill-opacity: 1.0; + stroke: ${i.requirementBorderColor}; + stroke-width: ${i.requirementBorderSize}; + } + + .reqTitle, .reqLabel{ + fill: ${i.requirementTextColor}; + } + .reqLabelBox { + fill: ${i.relationLabelBackground}; + fill-opacity: 1.0; + } + + .req-title-line { + stroke: ${i.requirementBorderColor}; + stroke-width: ${i.requirementBorderSize}; + } + .relationshipLine { + stroke: ${i.relationColor}; + stroke-width: 1; + } + .relationshipLabel { + fill: ${i.relationLabelColor}; + } + +`,Z0e={CONTAINS:"contains",ARROW:"arrow"},MRe={ReqMarkers:Z0e,insertLineEndings:(i,a)=>{let f=i.append("defs").append("marker").attr("id",Z0e.CONTAINS+"_line_ending").attr("refX",0).attr("refY",a.line_height/2).attr("markerWidth",a.line_height).attr("markerHeight",a.line_height).attr("orient","auto").append("g");f.append("circle").attr("cx",a.line_height/2).attr("cy",a.line_height/2).attr("r",a.line_height/2).attr("fill","none"),f.append("line").attr("x1",0).attr("x2",a.line_height).attr("y1",a.line_height/2).attr("y2",a.line_height/2).attr("stroke-width",1),f.append("line").attr("y1",0).attr("y2",a.line_height).attr("x1",a.line_height/2).attr("x2",a.line_height/2).attr("stroke-width",1),i.append("defs").append("marker").attr("id",Z0e.ARROW+"_line_ending").attr("refX",a.line_height).attr("refY",.5*a.line_height).attr("markerWidth",a.line_height).attr("markerHeight",a.line_height).attr("orient","auto").append("path").attr("d",`M0,0 + L${a.line_height},${a.line_height/2} + M${a.line_height},${a.line_height/2} + L0,${a.line_height}`).attr("stroke-width",1)}};let Mh={},DRe=0;const IRe=(i,a)=>i.insert("rect","#"+a).attr("class","req reqBox").attr("x",0).attr("y",0).attr("width",Mh.rect_min_width+"px").attr("height",Mh.rect_min_height+"px"),ORe=(i,a,f)=>{let p=Mh.rect_min_width/2,w=i.append("text").attr("class","req reqLabel reqTitle").attr("id",a).attr("x",p).attr("y",Mh.rect_padding).attr("dominant-baseline","hanging"),y=0;f.forEach(N=>{y==0?w.append("tspan").attr("text-anchor","middle").attr("x",Mh.rect_min_width/2).attr("dy",0).text(N):w.append("tspan").attr("text-anchor","middle").attr("x",Mh.rect_min_width/2).attr("dy",Mh.line_height*.75).text(N),y++});let b=1.5*Mh.rect_padding,E=y*Mh.line_height*.75,S=b+E;return i.append("line").attr("class","req-title-line").attr("x1","0").attr("x2",Mh.rect_min_width).attr("y1",S).attr("y2",S),{titleNode:w,y:S}},NRe=(i,a,f,p)=>{let w=i.append("text").attr("class","req reqLabel").attr("id",a).attr("x",Mh.rect_padding).attr("y",p).attr("dominant-baseline","hanging"),y=0;const b=30;let E=[];return f.forEach(S=>{let N=S.length;for(;N>b&&y<3;){let B=S.substring(0,b);S=S.substring(b,S.length),N=S.length,E[E.length]=B,y++}if(y==3){let B=E[E.length-1];E[E.length-1]=B.substring(0,B.length-4)+"..."}else E[E.length]=S;y=0}),E.forEach(S=>{w.append("tspan").attr("x",Mh.rect_padding).attr("dy",Mh.line_height).text(S)}),w},I$t=(i,a,f,p)=>{const w=a.node().getTotalLength(),y=a.node().getPointAtLength(w*.5),b="rel"+DRe;DRe++;const S=i.append("text").attr("class","req relationshipLabel").attr("id",b).attr("x",y.x).attr("y",y.y).attr("text-anchor","middle").attr("dominant-baseline","middle").text(p).node().getBBox();i.insert("rect","#"+b).attr("class","req reqLabelBox").attr("x",y.x-S.width/2).attr("y",y.y-S.height/2).attr("width",S.width).attr("height",S.height).attr("fill","white").attr("fill-opacity","85%")},O$t=function(i,a,f,p,w){const y=f.edge(oL(a.src),oL(a.dst)),b=WE().x(function(S){return S.x}).y(function(S){return S.y}),E=i.insert("path","#"+p).attr("class","er relationshipLine").attr("d",b(y.points)).attr("fill","none");a.type==w.db.Relationships.CONTAINS?E.attr("marker-start","url("+Wa.getUrl(Mh.arrowMarkerAbsolute)+"#"+a.type+"_line_ending)"):(E.attr("stroke-dasharray","10,7"),E.attr("marker-end","url("+Wa.getUrl(Mh.arrowMarkerAbsolute)+"#"+MRe.ReqMarkers.ARROW+"_line_ending)")),I$t(i,E,Mh,`<<${a.type}>>`)},N$t=(i,a,f)=>{Object.keys(i).forEach(p=>{let w=i[p];p=oL(p),Fe.info("Added new requirement: ",p);const y=f.append("g").attr("id",p),b="req-"+p,E=IRe(y,b);let S=ORe(y,p+"_title",[`<<${w.type}>>`,`${w.name}`]);NRe(y,p+"_body",[`Id: ${w.id}`,`Text: ${w.text}`,`Risk: ${w.risk}`,`Verification: ${w.verifyMethod}`],S.y);const N=E.node().getBBox();a.setNode(p,{width:N.width,height:N.height,shape:"rect",id:p})})},P$t=(i,a,f)=>{Object.keys(i).forEach(p=>{let w=i[p];const y=oL(p),b=f.append("g").attr("id",y),E="element-"+y,S=IRe(b,E);let N=ORe(b,E+"_title",["<>",`${p}`]);NRe(b,E+"_body",[`Type: ${w.type||"Not Specified"}`,`Doc Ref: 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zf({multigraph:!1,compound:!1,directed:!0}).setGraph({rankdir:Mh.layoutDirection,marginx:20,marginy:20,nodesep:100,edgesep:100,ranksep:100}).setDefaultEdgeLabel(function(){return{}});let N=p.db.getRequirements(),B=p.db.getElements(),R=p.db.getRelationships();N$t(N,S,E),P$t(B,S,E),B$t(R,S),tL(S),R$t(E,S),R.forEach(function(oe){O$t(E,oe,S,a,p)});const j=Mh.rect_padding,$=E.node().getBBox(),V=$.width+j*2,Q=$.height+j*2;Vw(E,Q,V,Mh.useMaxWidth),E.attr("viewBox",`${$.x-j} ${$.y-j} ${V} ${Q}`)}},styles:D$t}},Symbol.toStringTag,{value:"Module"}));var J0e=function(){var i=function(Dt,vt,Nt,ze){for(Nt=Nt||{},ze=Dt.length;ze--;Nt[Dt[ze]]=vt);return 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66:this.$=[Ge[Oe-4],Ge[Oe-1],{type:"addMessage",from:Ge[Oe-4].actor,to:Ge[Oe-1].actor,signalType:Ge[Oe-3],msg:Ge[Oe]},{type:"activeStart",signalType:Xe.LINETYPE.ACTIVE_START,actor:Ge[Oe-1]}];break;case 67:this.$=[Ge[Oe-4],Ge[Oe-1],{type:"addMessage",from:Ge[Oe-4].actor,to:Ge[Oe-1].actor,signalType:Ge[Oe-3],msg:Ge[Oe]},{type:"activeEnd",signalType:Xe.LINETYPE.ACTIVE_END,actor:Ge[Oe-4]}];break;case 68:this.$=[Ge[Oe-3],Ge[Oe-1],{type:"addMessage",from:Ge[Oe-3].actor,to:Ge[Oe-1].actor,signalType:Ge[Oe-2],msg:Ge[Oe]}];break;case 69:this.$={type:"addParticipant",actor:Ge[Oe]};break;case 70:this.$=Xe.LINETYPE.SOLID_OPEN;break;case 71:this.$=Xe.LINETYPE.DOTTED_OPEN;break;case 72:this.$=Xe.LINETYPE.SOLID;break;case 73:this.$=Xe.LINETYPE.DOTTED;break;case 74:this.$=Xe.LINETYPE.SOLID_CROSS;break;case 75:this.$=Xe.LINETYPE.DOTTED_CROSS;break;case 76:this.$=Xe.LINETYPE.SOLID_POINT;break;case 77:this.$=Xe.LINETYPE.DOTTED_POINT;break;case 78:this.$=Xe.parseMessage(Ge[Oe].trim().substring(1));break;case 79:Xe.parseDirective("%%{","open_directive");break;case 80:Xe.parseDirective(Ge[Oe],"type_directive");break;case 81:Ge[Oe]=Ge[Oe].trim().replace(/'/g,'"'),Xe.parseDirective(Ge[Oe],"arg_directive");break;case 82:Xe.parseDirective("}%%","close_directive","sequence");break}},table:[{3:1,4:a,5:f,6:4,7:p,14:6,83:w},{1:[3]},{3:8,4:a,5:f,6:4,7:p,14:6,83:w},{3:9,4:a,5:f,6:4,7:p,14:6,83:w},{3:10,4:a,5:f,6:4,7:p,14:6,83:w},i([1,4,5,19,23,26,28,34,35,36,38,40,41,42,43,44,46,48,50,54,56,57,62,63,64,65,73,83],y,{8:11}),{15:12,84:[1,13]},{84:[2,79]},{1:[2,1]},{1:[2,2]},{1:[2,3]},{1:[2,4],4:b,5:E,6:41,9:14,10:16,13:18,14:6,19:S,22:20,23:N,26:B,27:44,28:R,29:24,30:25,31:26,32:27,33:28,34:j,35:$,36:V,38:Q,40:oe,41:ce,42:se,43:ge,44:ye,46:ke,48:Ae,50:de,54:ve,56:te,57:xe,62:De,63:he,64:Ie,65:ee,73:rt,83:w},{16:51,17:[1,52],86:me},i([17,86],[2,80]),i(gt,[2,6]),{6:41,10:54,13:18,14:6,19:S,22:20,23:N,26:B,27:44,28:R,29:24,30:25,31:26,32:27,33:28,34:j,35:$,36:V,38:Q,40:oe,41:ce,42:se,43:ge,44:ye,46:ke,48:Ae,50:de,54:ve,56:te,57:xe,62:De,63:he,64:Ie,65:ee,73:rt,83:w},i(gt,[2,8]),i(gt,[2,9]),i(gt,[2,17]),{20:[1,55]},{5:[1,56]},{5:[1,59],24:[1,57],25:[1,58]},{27:60,73:rt},{27:61,73:rt},{5:[1,62]},{5:[1,63]},{5:[1,64]},{5:[1,65]},{5:[1,66]},i(gt,[2,31]),i(gt,[2,32]),{37:[1,67]},{39:[1,68]},i(gt,[2,35]),{20:[1,69]},{20:[1,70]},{20:[1,71]},{20:[1,72]},{20:[1,73]},{20:[1,74]},{20:[1,75]},i(gt,[2,43]),{27:76,73:rt},{27:77,73:rt},{70:78,74:[1,79],75:[1,80],76:[1,81],77:[1,82],78:[1,83],79:[1,84],80:[1,85],81:[1,86]},{58:87,60:[1,88],68:[1,89],69:[1,90]},{27:91,73:rt},{27:92,73:rt},{27:93,73:rt},{27:94,73:rt},i([5,55,67,74,75,76,77,78,79,80,81,82],[2,69]),{5:[1,95]},{18:96,85:[1,97]},{5:[2,82]},i(gt,[2,7]),i(pe,[2,10],{11:98}),i(gt,[2,19]),{5:[1,100],24:[1,99]},{5:[1,101]},i(gt,[2,23]),{5:[1,102]},{5:[1,103]},i(gt,[2,26]),i(gt,[2,27]),i(gt,[2,28]),i(gt,[2,29]),i(gt,[2,30]),i(gt,[2,33]),i(gt,[2,34]),i(Et,y,{8:104}),i(Et,y,{8:105}),i(Et,y,{8:106}),i(wt,y,{45:107,8:108}),i(jt,y,{47:109,8:110}),i(At,y,{49:111,8:112}),i(Et,y,{8:113}),{5:[1,115],55:[1,114]},{5:[1,117],55:[1,116]},{27:120,71:[1,118],72:[1,119],73:rt},i(Bt,[2,70]),i(Bt,[2,71]),i(Bt,[2,72]),i(Bt,[2,73]),i(Bt,[2,74]),i(Bt,[2,75]),i(Bt,[2,76]),i(Bt,[2,77]),{27:121,73:rt},{27:123,61:122,73:rt},{73:[2,64]},{73:[2,65]},{59:124,82:cn},{59:126,82:cn},{59:127,82:cn},{59:128,82:cn},i(Nn,[2,15]),{16:129,86:me},{86:[2,81]},{4:[1,132],5:[1,134],12:131,13:133,21:[1,130],54:ve,56:te},{5:[1,135]},i(gt,[2,21]),i(gt,[2,22]),i(gt,[2,24]),i(gt,[2,25]),{4:b,5:E,6:41,9:14,10:16,13:18,14:6,19:S,21:[1,136],22:20,23:N,26:B,27:44,28:R,29:24,30:25,31:26,32:27,33:28,34:j,35:$,36:V,38:Q,40:oe,41:ce,42:se,43:ge,44:ye,46:ke,48:Ae,50:de,54:ve,56:te,57:xe,62:De,63:he,64:Ie,65:ee,73:rt,83:w},{4:b,5:E,6:41,9:14,10:16,13:18,14:6,19:S,21:[1,137],22:20,23:N,26:B,27:44,28:R,29:24,30:25,31:26,32:27,33:28,34:j,35:$,36:V,38:Q,40:oe,41:ce,42:se,43:ge,44:ye,46:ke,48:Ae,50:de,54:ve,56:te,57:xe,62:De,63:he,64:Ie,65:ee,73:rt,83:w},{4:b,5:E,6:41,9:14,10:16,13:18,14:6,19:S,21:[1,138],22:20,23:N,26:B,27:44,28:R,29:24,30:25,31:26,32:27,33:28,34:j,35:$,36:V,38:Q,40:oe,41:ce,42:se,43:ge,44:ye,46:ke,48:Ae,50:de,54:ve,56:te,57:xe,62:De,63:he,64:Ie,65:ee,73:rt,83:w},{21:[1,139]},{4:b,5:E,6:41,9:14,10:16,13:18,14:6,19:S,21:[2,48],22:20,23:N,26:B,27:44,28:R,29:24,30:25,31:26,32:27,33:28,34:j,35:$,36:V,38:Q,40:oe,41:ce,42:se,43:ge,44:ye,46:ke,48:Ae,50:de,53:[1,140],54:ve,56:te,57:xe,62:De,63:he,64:Ie,65:ee,73:rt,83:w},{21:[1,141]},{4:b,5:E,6:41,9:14,10:16,13:18,14:6,19:S,21:[2,46],22:20,23:N,26:B,27:44,28:R,29:24,30:25,31:26,32:27,33:28,34:j,35:$,36:V,38:Q,40:oe,41:ce,42:se,43:ge,44:ye,46:ke,48:Ae,50:de,52:[1,142],54:ve,56:te,57:xe,62:De,63:he,64:Ie,65:ee,73:rt,83:w},{21:[1,143]},{4:b,5:E,6:41,9:14,10:16,13:18,14:6,19:S,21:[2,44],22:20,23:N,26:B,27:44,28:R,29:24,30:25,31:26,32:27,33:28,34:j,35:$,36:V,38:Q,40:oe,41:ce,42:se,43:ge,44:ye,46:ke,48:Ae,50:de,51:[1,144],54:ve,56:te,57:xe,62:De,63:he,64:Ie,65:ee,73:rt,83:w},{4:b,5:E,6:41,9:14,10:16,13:18,14:6,19:S,21:[1,145],22:20,23:N,26:B,27:44,28:R,29:24,30:25,31:26,32:27,33:28,34:j,35:$,36:V,38:Q,40:oe,41:ce,42:se,43:ge,44:ye,46:ke,48:Ae,50:de,54:ve,56:te,57:xe,62:De,63:he,64:Ie,65:ee,73:rt,83:w},{20:[1,146]},i(gt,[2,51]),{20:[1,147]},i(gt,[2,53]),{27:148,73:rt},{27:149,73:rt},{59:150,82:cn},{59:151,82:cn},{59:152,82:cn},{67:[1,153],82:[2,63]},{5:[2,56]},{5:[2,78]},{5:[2,57]},{5:[2,58]},{5:[2,59]},{5:[1,154]},i(gt,[2,18]),i(pe,[2,11]),{13:155,54:ve,56:te},i(pe,[2,13]),i(pe,[2,14]),i(gt,[2,20]),i(gt,[2,36]),i(gt,[2,37]),i(gt,[2,38]),i(gt,[2,39]),{20:[1,156]},i(gt,[2,40]),{20:[1,157]},i(gt,[2,41]),{20:[1,158]},i(gt,[2,42]),{5:[1,159]},{5:[1,160]},{59:161,82:cn},{59:162,82:cn},{5:[2,68]},{5:[2,54]},{5:[2,55]},{27:163,73:rt},i(Nn,[2,16]),i(pe,[2,12]),i(wt,y,{8:108,45:164}),i(jt,y,{8:110,47:165}),i(At,y,{8:112,49:166}),i(gt,[2,50]),i(gt,[2,52]),{5:[2,66]},{5:[2,67]},{82:[2,62]},{21:[2,49]},{21:[2,47]},{21:[2,45]}],defaultActions:{7:[2,79],8:[2,1],9:[2,2],10:[2,3],53:[2,82],89:[2,64],90:[2,65],97:[2,81],124:[2,56],125:[2,78],126:[2,57],127:[2,58],128:[2,59],150:[2,68],151:[2,54],152:[2,55],161:[2,66],162:[2,67],163:[2,62],164:[2,49],165:[2,47],166:[2,45]},parseError:function(vt,Nt){if(Nt.recoverable)this.trace(vt);else{var ze=new Error(vt);throw ze.hash=Nt,ze}},parse:function(vt){var Nt=this,ze=[0],Xe=[],Lt=[null],Ge=[],Bn=this.table,Oe="",Ri=0,tn=0,hi=2,Sr=1,Zn=Ge.slice.call(arguments,1),Xn=Object.create(this.lexer),ir={yy:{}};for(var Hn in this.yy)Object.prototype.hasOwnProperty.call(this.yy,Hn)&&(ir.yy[Hn]=this.yy[Hn]);Xn.setInput(vt,ir.yy),ir.yy.lexer=Xn,ir.yy.parser=this,typeof Xn.yylloc>"u"&&(Xn.yylloc={});var tr=Xn.yylloc;Ge.push(tr);var ha=Xn.options&&Xn.options.ranges;typeof ir.yy.parseError=="function"?this.parseError=ir.yy.parseError:this.parseError=Object.getPrototypeOf(this).parseError;function Zs(){var Vn;return Vn=Xe.pop()||Xn.lex()||Sr,typeof Vn!="number"&&(Vn instanceof Array&&(Xe=Vn,Vn=Xe.pop()),Vn=Nt.symbols_[Vn]||Vn),Vn}for(var ns,Hi,Js,Pc,Ga={},ws,Oi,Er,br;;){if(Hi=ze[ze.length-1],this.defaultActions[Hi]?Js=this.defaultActions[Hi]:((ns===null||typeof ns>"u")&&(ns=Zs()),Js=Bn[Hi]&&Bn[Hi][ns]),typeof Js>"u"||!Js.length||!Js[0]){var Dr="";br=[];for(ws in Bn[Hi])this.terminals_[ws]&&ws>hi&&br.push("'"+this.terminals_[ws]+"'");Xn.showPosition?Dr="Parse error on line "+(Ri+1)+`: +`+Xn.showPosition()+` +Expecting `+br.join(", ")+", got '"+(this.terminals_[ns]||ns)+"'":Dr="Parse error on line "+(Ri+1)+": Unexpected "+(ns==Sr?"end of input":"'"+(this.terminals_[ns]||ns)+"'"),this.parseError(Dr,{text:Xn.match,token:this.terminals_[ns]||ns,line:Xn.yylineno,loc:tr,expected:br})}if(Js[0]instanceof Array&&Js.length>1)throw new Error("Parse Error: multiple actions possible at state: "+Hi+", token: "+ns);switch(Js[0]){case 1:ze.push(ns),Lt.push(Xn.yytext),Ge.push(Xn.yylloc),ze.push(Js[1]),ns=null,tn=Xn.yyleng,Oe=Xn.yytext,Ri=Xn.yylineno,tr=Xn.yylloc;break;case 2:if(Oi=this.productions_[Js[1]][1],Ga.$=Lt[Lt.length-Oi],Ga._$={first_line:Ge[Ge.length-(Oi||1)].first_line,last_line:Ge[Ge.length-1].last_line,first_column:Ge[Ge.length-(Oi||1)].first_column,last_column:Ge[Ge.length-1].last_column},ha&&(Ga._$.range=[Ge[Ge.length-(Oi||1)].range[0],Ge[Ge.length-1].range[1]]),Pc=this.performAction.apply(Ga,[Oe,tn,Ri,ir.yy,Js[1],Lt,Ge].concat(Zn)),typeof Pc<"u")return Pc;Oi&&(ze=ze.slice(0,-1*Oi*2),Lt=Lt.slice(0,-1*Oi),Ge=Ge.slice(0,-1*Oi)),ze.push(this.productions_[Js[1]][0]),Lt.push(Ga.$),Ge.push(Ga._$),Er=Bn[ze[ze.length-2]][ze[ze.length-1]],ze.push(Er);break;case 3:return!0}}return!0}},oi=function(){var Dt={EOF:1,parseError:function(Nt,ze){if(this.yy.parser)this.yy.parser.parseError(Nt,ze);else throw new Error(Nt)},setInput:function(vt,Nt){return this.yy=Nt||this.yy||{},this._input=vt,this._more=this._backtrack=this.done=!1,this.yylineno=this.yyleng=0,this.yytext=this.matched=this.match="",this.conditionStack=["INITIAL"],this.yylloc={first_line:1,first_column:0,last_line:1,last_column:0},this.options.ranges&&(this.yylloc.range=[0,0]),this.offset=0,this},input:function(){var vt=this._input[0];this.yytext+=vt,this.yyleng++,this.offset++,this.match+=vt,this.matched+=vt;var Nt=vt.match(/(?:\r\n?|\n).*/g);return Nt?(this.yylineno++,this.yylloc.last_line++):this.yylloc.last_column++,this.options.ranges&&this.yylloc.range[1]++,this._input=this._input.slice(1),vt},unput:function(vt){var Nt=vt.length,ze=vt.split(/(?:\r\n?|\n)/g);this._input=vt+this._input,this.yytext=this.yytext.substr(0,this.yytext.length-Nt),this.offset-=Nt;var Xe=this.match.split(/(?:\r\n?|\n)/g);this.match=this.match.substr(0,this.match.length-1),this.matched=this.matched.substr(0,this.matched.length-1),ze.length-1&&(this.yylineno-=ze.length-1);var Lt=this.yylloc.range;return this.yylloc={first_line:this.yylloc.first_line,last_line:this.yylineno+1,first_column:this.yylloc.first_column,last_column:ze?(ze.length===Xe.length?this.yylloc.first_column:0)+Xe[Xe.length-ze.length].length-ze[0].length:this.yylloc.first_column-Nt},this.options.ranges&&(this.yylloc.range=[Lt[0],Lt[0]+this.yyleng-Nt]),this.yyleng=this.yytext.length,this},more:function(){return this._more=!0,this},reject:function(){if(this.options.backtrack_lexer)this._backtrack=!0;else return this.parseError("Lexical error on line "+(this.yylineno+1)+`. You can only invoke reject() in the lexer when the lexer is of the backtracking persuasion (options.backtrack_lexer = true). +`+this.showPosition(),{text:"",token:null,line:this.yylineno});return this},less:function(vt){this.unput(this.match.slice(vt))},pastInput:function(){var vt=this.matched.substr(0,this.matched.length-this.match.length);return(vt.length>20?"...":"")+vt.substr(-20).replace(/\n/g,"")},upcomingInput:function(){var vt=this.match;return vt.length<20&&(vt+=this._input.substr(0,20-vt.length)),(vt.substr(0,20)+(vt.length>20?"...":"")).replace(/\n/g,"")},showPosition:function(){var vt=this.pastInput(),Nt=new Array(vt.length+1).join("-");return vt+this.upcomingInput()+` +`+Nt+"^"},test_match:function(vt,Nt){var ze,Xe,Lt;if(this.options.backtrack_lexer&&(Lt={yylineno:this.yylineno,yylloc:{first_line:this.yylloc.first_line,last_line:this.last_line,first_column:this.yylloc.first_column,last_column:this.yylloc.last_column},yytext:this.yytext,match:this.match,matches:this.matches,matched:this.matched,yyleng:this.yyleng,offset:this.offset,_more:this._more,_input:this._input,yy:this.yy,conditionStack:this.conditionStack.slice(0),done:this.done},this.options.ranges&&(Lt.yylloc.range=this.yylloc.range.slice(0))),Xe=vt[0].match(/(?:\r\n?|\n).*/g),Xe&&(this.yylineno+=Xe.length),this.yylloc={first_line:this.yylloc.last_line,last_line:this.yylineno+1,first_column:this.yylloc.last_column,last_column:Xe?Xe[Xe.length-1].length-Xe[Xe.length-1].match(/\r?\n?/)[0].length:this.yylloc.last_column+vt[0].length},this.yytext+=vt[0],this.match+=vt[0],this.matches=vt,this.yyleng=this.yytext.length,this.options.ranges&&(this.yylloc.range=[this.offset,this.offset+=this.yyleng]),this._more=!1,this._backtrack=!1,this._input=this._input.slice(vt[0].length),this.matched+=vt[0],ze=this.performAction.call(this,this.yy,this,Nt,this.conditionStack[this.conditionStack.length-1]),this.done&&this._input&&(this.done=!1),ze)return ze;if(this._backtrack){for(var Ge in Lt)this[Ge]=Lt[Ge];return!1}return!1},next:function(){if(this.done)return this.EOF;this._input||(this.done=!0);var vt,Nt,ze,Xe;this._more||(this.yytext="",this.match="");for(var Lt=this._currentRules(),Ge=0;GeNt[0].length)){if(Nt=ze,Xe=Ge,this.options.backtrack_lexer){if(vt=this.test_match(ze,Lt[Ge]),vt!==!1)return vt;if(this._backtrack){Nt=!1;continue}else return!1}else if(!this.options.flex)break}return Nt?(vt=this.test_match(Nt,Lt[Xe]),vt!==!1?vt:!1):this._input===""?this.EOF:this.parseError("Lexical error on line "+(this.yylineno+1)+`. Unrecognized text. +`+this.showPosition(),{text:"",token:null,line:this.yylineno})},lex:function(){var Nt=this.next();return Nt||this.lex()},begin:function(Nt){this.conditionStack.push(Nt)},popState:function(){var Nt=this.conditionStack.length-1;return Nt>0?this.conditionStack.pop():this.conditionStack[0]},_currentRules:function(){return this.conditionStack.length&&this.conditionStack[this.conditionStack.length-1]?this.conditions[this.conditionStack[this.conditionStack.length-1]].rules:this.conditions.INITIAL.rules},topState:function(Nt){return Nt=this.conditionStack.length-1-Math.abs(Nt||0),Nt>=0?this.conditionStack[Nt]:"INITIAL"},pushState:function(Nt){this.begin(Nt)},stateStackSize:function(){return this.conditionStack.length},options:{"case-insensitive":!0},performAction:function(Nt,ze,Xe,Lt){switch(Xe){case 0:return this.begin("open_directive"),83;case 1:return this.begin("type_directive"),84;case 2:return this.popState(),this.begin("arg_directive"),17;case 3:return this.popState(),this.popState(),86;case 4:return 85;case 5:return 5;case 6:break;case 7:break;case 8:break;case 9:break;case 10:break;case 11:return 24;case 12:return this.begin("LINE"),19;case 13:return this.begin("ID"),54;case 14:return this.begin("ID"),56;case 15:return ze.yytext=ze.yytext.trim(),this.begin("ALIAS"),73;case 16:return this.popState(),this.popState(),this.begin("LINE"),55;case 17:return this.popState(),this.popState(),5;case 18:return this.begin("LINE"),41;case 19:return this.begin("LINE"),42;case 20:return this.begin("LINE"),43;case 21:return this.begin("LINE"),44;case 22:return this.begin("LINE"),53;case 23:return this.begin("LINE"),46;case 24:return this.begin("LINE"),52;case 25:return this.begin("LINE"),48;case 26:return this.begin("LINE"),51;case 27:return this.begin("LINE"),50;case 28:return this.popState(),20;case 29:return 21;case 30:return 68;case 31:return 69;case 32:return 62;case 33:return 63;case 34:return 64;case 35:return 65;case 36:return 60;case 37:return 57;case 38:return this.begin("ID"),26;case 39:return this.begin("ID"),28;case 40:return 34;case 41:return 35;case 42:return this.begin("acc_title"),36;case 43:return this.popState(),"acc_title_value";case 44:return this.begin("acc_descr"),38;case 45:return this.popState(),"acc_descr_value";case 46:this.begin("acc_descr_multiline");break;case 47:this.popState();break;case 48:return"acc_descr_multiline_value";case 49:return 7;case 50:return 23;case 51:return 25;case 52:return 67;case 53:return 5;case 54:return ze.yytext=ze.yytext.trim(),73;case 55:return 76;case 56:return 77;case 57:return 74;case 58:return 75;case 59:return 78;case 60:return 79;case 61:return 80;case 62:return 81;case 63:return 82;case 64:return 71;case 65:return 72;case 66:return 5;case 67:return"INVALID"}},rules:[/^(?:%%\{)/i,/^(?:((?:(?!\}%%)[^:.])*))/i,/^(?::)/i,/^(?:\}%%)/i,/^(?:((?:(?!\}%%).|\n)*))/i,/^(?:[\n]+)/i,/^(?:\s+)/i,/^(?:((?!\n)\s)+)/i,/^(?:#[^\n]*)/i,/^(?:%(?!\{)[^\n]*)/i,/^(?:[^\}]%%[^\n]*)/i,/^(?:[0-9]+(?=[ \n]+))/i,/^(?:box\b)/i,/^(?:participant\b)/i,/^(?:actor\b)/i,/^(?:[^\->:\n,;]+?([\-]*[^\->:\n,;]+?)*?(?=((?!\n)\s)+as(?!\n)\s|[#\n;]|$))/i,/^(?:as\b)/i,/^(?:(?:))/i,/^(?:loop\b)/i,/^(?:rect\b)/i,/^(?:opt\b)/i,/^(?:alt\b)/i,/^(?:else\b)/i,/^(?:par\b)/i,/^(?:and\b)/i,/^(?:critical\b)/i,/^(?:option\b)/i,/^(?:break\b)/i,/^(?:(?:[:]?(?:no)?wrap)?[^#\n;]*)/i,/^(?:end\b)/i,/^(?:left of\b)/i,/^(?:right of\b)/i,/^(?:links\b)/i,/^(?:link\b)/i,/^(?:properties\b)/i,/^(?:details\b)/i,/^(?:over\b)/i,/^(?:note\b)/i,/^(?:activate\b)/i,/^(?:deactivate\b)/i,/^(?:title\s[^#\n;]+)/i,/^(?:title:\s[^#\n;]+)/i,/^(?:accTitle\s*:\s*)/i,/^(?:(?!\n||)*[^\n]*)/i,/^(?:accDescr\s*:\s*)/i,/^(?:(?!\n||)*[^\n]*)/i,/^(?:accDescr\s*\{\s*)/i,/^(?:[\}])/i,/^(?:[^\}]*)/i,/^(?:sequenceDiagram\b)/i,/^(?:autonumber\b)/i,/^(?:off\b)/i,/^(?:,)/i,/^(?:;)/i,/^(?:[^\+\->:\n,;]+((?!(-x|--x|-\)|--\)))[\-]*[^\+\->:\n,;]+)*)/i,/^(?:->>)/i,/^(?:-->>)/i,/^(?:->)/i,/^(?:-->)/i,/^(?:-[x])/i,/^(?:--[x])/i,/^(?:-[\)])/i,/^(?:--[\)])/i,/^(?::(?:(?:no)?wrap)?[^#\n;]+)/i,/^(?:\+)/i,/^(?:-)/i,/^(?:$)/i,/^(?:.)/i],conditions:{acc_descr_multiline:{rules:[47,48],inclusive:!1},acc_descr:{rules:[45],inclusive:!1},acc_title:{rules:[43],inclusive:!1},open_directive:{rules:[1,8],inclusive:!1},type_directive:{rules:[2,3,8],inclusive:!1},arg_directive:{rules:[3,4,8],inclusive:!1},ID:{rules:[7,8,15],inclusive:!1},ALIAS:{rules:[7,8,16,17],inclusive:!1},LINE:{rules:[7,8,28],inclusive:!1},INITIAL:{rules:[0,5,6,8,9,10,11,12,13,14,18,19,20,21,22,23,24,25,26,27,29,30,31,32,33,34,35,36,37,38,39,40,41,42,44,46,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67],inclusive:!0}}};return Dt}();Ot.lexer=oi;function kt(){this.yy={}}return kt.prototype=Ot,Ot.Parser=kt,new kt}();J0e.parser=J0e;const j$t=J0e;let LP,cx={},cL=[],rm=[],LK=!1,ege,L5;const $$t=function(i,a,f){rd.parseDirective(this,i,a,f)},H$t=function(i){cL.push({name:i.text,wrap:i.wrap===void 0&&d9()||!!i.wrap,fill:i.color,actorKeys:[]}),L5=cL.slice(-1)[0]},tge=function(i,a,f,p){let w=L5;const y=cx[i];if(y){if(L5&&y.box&&L5!==y.box)throw new Error("A same participant should only be defined in one Box: "+y.name+" can't be in '"+y.box.name+"' and in '"+L5.name+"' at the same time.");if(w=y.box?y.box:L5,y.box=w,y&&a===y.name&&f==null)return}(f==null||f.text==null)&&(f={text:a,wrap:null,type:p}),(p==null||f.text==null)&&(f={text:a,wrap:null,type:p}),cx[i]={box:w,name:a,description:f.text,wrap:f.wrap===void 0&&d9()||!!f.wrap,prevActor:LP,links:{},properties:{},actorCnt:null,rectData:null,type:p||"participant"},LP&&cx[LP]&&(cx[LP].nextActor=i),L5&&L5.actorKeys.push(i),LP=i},z$t=i=>{let a,f=0;for(a=0;a>-",token:"->>-",line:"1",loc:{first_line:1,last_line:1,first_column:1,last_column:1},expected:["'ACTIVE_PARTICIPANT'"]},y}return rm.push({from:i,to:a,message:f.text,wrap:f.wrap===void 0&&d9()||!!f.wrap,type:p}),!0},q$t=function(){return cL.length>0},V$t=function(){return cL.some(i=>i.name)},U$t=function(){return rm},W$t=function(){return cL},K$t=function(){return cx},MP=function(i){return cx[i]},Y$t=function(){return Object.keys(cx)},X$t=function(){LK=!0},Q$t=function(){LK=!1},Z$t=()=>LK,J$t=function(i){ege=i},d9=()=>ege!==void 0?ege:Tt().sequence.wrap,eHt=function(){cx={},cL=[],rm=[],LK=!1,rp()},tHt=function(i){const a=i.trim(),f={text:a.replace(/^:?(?:no)?wrap:/,"").trim(),wrap:a.match(/^:?wrap:/)!==null?!0:a.match(/^:?nowrap:/)!==null?!1:void 0};return Fe.debug("parseMessage:",f),f},nHt=function(i){const a=i.match(/^((?:rgba?|hsla?)\s*\(.*\)|\w*)(.*)$/);let f=a!=null&&a[1]?a[1].trim():"transparent",p=a!=null&&a[2]?a[2].trim():void 0;if(window&&window.CSS)window.CSS.supports("color",f)||(f="transparent",p=i.trim());else{const y=new Option().style;y.color=f,y.color!==f&&(f="transparent",p=i.trim())}return{color:f,text:p!==void 0?ep(p.replace(/^:?(?:no)?wrap:/,""),Tt()):void 0,wrap:p!==void 0?p.match(/^:?wrap:/)!==null?!0:p.match(/^:?nowrap:/)!==null?!1:void 0:void 0}},DP={SOLID:0,DOTTED:1,NOTE:2,SOLID_CROSS:3,DOTTED_CROSS:4,SOLID_OPEN:5,DOTTED_OPEN:6,LOOP_START:10,LOOP_END:11,ALT_START:12,ALT_ELSE:13,ALT_END:14,OPT_START:15,OPT_END:16,ACTIVE_START:17,ACTIVE_END:18,PAR_START:19,PAR_AND:20,PAR_END:21,RECT_START:22,RECT_END:23,SOLID_POINT:24,DOTTED_POINT:25,AUTONUMBER:26,CRITICAL_START:27,CRITICAL_OPTION:28,CRITICAL_END:29,BREAK_START:30,BREAK_END:31},rHt={FILLED:0,OPEN:1},iHt={LEFTOF:0,RIGHTOF:1,OVER:2},PRe=function(i,a,f){f.text,f.wrap===void 0&&d9()||f.wrap;const p=[].concat(i,i);rm.push({from:p[0],to:p[1],message:f.text,wrap:f.wrap===void 0&&d9()||!!f.wrap,type:DP.NOTE,placement:a})},BRe=function(i,a){const f=MP(i);try{let p=ep(a.text,Tt());p=p.replace(/&/g,"&"),p=p.replace(/=/g,"=");const w=JSON.parse(p);nge(f,w)}catch(p){Fe.error("error while parsing actor link text",p)}},sHt=function(i,a){const f=MP(i);try{const b={};let E=ep(a.text,Tt());var p=E.indexOf("@");E=E.replace(/&/g,"&"),E=E.replace(/=/g,"=");var w=E.slice(0,p-1).trim(),y=E.slice(p+1).trim();b[w]=y,nge(f,b)}catch(b){Fe.error("error while parsing actor link text",b)}};function nge(i,a){if(i.links==null)i.links=a;else for(let f in a)i.links[f]=a[f]}const RRe=function(i,a){const f=MP(i);try{let p=ep(a.text,Tt());const w=JSON.parse(p);FRe(f,w)}catch(p){Fe.error("error while parsing actor properties text",p)}};function FRe(i,a){if(i.properties==null)i.properties=a;else for(let f in a)i.properties[f]=a[f]}function aHt(){L5=void 0}const jRe=function(i,a){const f=MP(i),p=document.getElementById(a.text);try{const w=p.innerHTML,y=JSON.parse(w);y.properties&&FRe(f,y.properties),y.links&&nge(f,y.links)}catch(w){Fe.error("error while 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0,void 0,i.loopText,i.signalType);break;case"loopEnd":lf(void 0,void 0,void 0,i.signalType);break;case"rectStart":lf(void 0,void 0,i.color,i.signalType);break;case"rectEnd":lf(void 0,void 0,void 0,i.signalType);break;case"optStart":lf(void 0,void 0,i.optText,i.signalType);break;case"optEnd":lf(void 0,void 0,void 0,i.signalType);break;case"altStart":lf(void 0,void 0,i.altText,i.signalType);break;case"else":lf(void 0,void 0,i.altText,i.signalType);break;case"altEnd":lf(void 0,void 0,void 0,i.signalType);break;case"setAccTitle":ip(i.text);break;case"parStart":lf(void 0,void 0,i.parText,i.signalType);break;case"and":lf(void 0,void 0,i.parText,i.signalType);break;case"parEnd":lf(void 0,void 0,void 0,i.signalType);break;case"criticalStart":lf(void 0,void 0,i.criticalText,i.signalType);break;case"option":lf(void 0,void 0,i.optionText,i.signalType);break;case"criticalEnd":lf(void 0,void 0,void 0,i.signalType);break;case"breakStart":lf(void 0,void 0,i.breakText,i.signalType);break;case"breakEnd":lf(void 0,void 0,void 0,i.signalType);break}},cHt={addActor:tge,addMessage:G$t,addSignal:lf,addLinks:BRe,addDetails:jRe,addProperties:RRe,autoWrap:d9,setWrap:J$t,enableSequenceNumbers:X$t,disableSequenceNumbers:Q$t,showSequenceNumbers:Z$t,getMessages:U$t,getActors:K$t,getActor:MP,getActorKeys:Y$t,getActorProperty:oHt,getAccTitle:L2,getBoxes:W$t,getDiagramTitle:Ww,setDiagramTitle:Uw,parseDirective:$$t,getConfig:()=>Tt().sequence,clear:eHt,parseMessage:tHt,parseBoxData:nHt,LINETYPE:DP,ARROWTYPE:rHt,PLACEMENT:iHt,addNote:PRe,setAccTitle:ip,apply:$Re,setAccDescription:M2,getAccDescription:D2,hasAtLeastOneBox:q$t,hasAtLeastOneBoxWithTitle:V$t},uHt=i=>`.actor { + stroke: ${i.actorBorder}; + fill: ${i.actorBkg}; + } + + text.actor > tspan { + fill: ${i.actorTextColor}; + stroke: none; + } + + .actor-line { + stroke: ${i.actorLineColor}; + } + + .messageLine0 { + stroke-width: 1.5; + stroke-dasharray: none; + stroke: ${i.signalColor}; + } + + .messageLine1 { + stroke-width: 1.5; + stroke-dasharray: 2, 2; + stroke: ${i.signalColor}; + } + + #arrowhead path { + fill: ${i.signalColor}; + stroke: ${i.signalColor}; + } + + .sequenceNumber { + fill: ${i.sequenceNumberColor}; + } + + #sequencenumber { + fill: ${i.signalColor}; + } + + #crosshead path { + fill: ${i.signalColor}; + stroke: ${i.signalColor}; + } + + .messageText { + fill: ${i.signalTextColor}; + stroke: none; + } + + .labelBox { + stroke: ${i.labelBoxBorderColor}; + fill: ${i.labelBoxBkgColor}; + } + + .labelText, .labelText > tspan { + fill: ${i.labelTextColor}; + stroke: none; + } + + .loopText, .loopText > tspan { + fill: ${i.loopTextColor}; + stroke: none; + } + + .loopLine { + stroke-width: 2px; + stroke-dasharray: 2, 2; + stroke: ${i.labelBoxBorderColor}; + fill: ${i.labelBoxBorderColor}; + } + + .note { + //stroke: #decc93; + stroke: ${i.noteBorderColor}; + fill: ${i.noteBkgColor}; + } + + .noteText, .noteText > tspan { + fill: ${i.noteTextColor}; + stroke: none; + } + + .activation0 { + fill: ${i.activationBkgColor}; + stroke: ${i.activationBorderColor}; + } + + .activation1 { + fill: ${i.activationBkgColor}; + stroke: ${i.activationBorderColor}; + } + + .activation2 { + fill: ${i.activationBkgColor}; + stroke: ${i.activationBorderColor}; + } + + .actorPopupMenu { + position: absolute; + } + + .actorPopupMenuPanel { + position: absolute; + fill: ${i.actorBkg}; + box-shadow: 0px 8px 16px 0px rgba(0,0,0,0.2); + filter: drop-shadow(3px 5px 2px rgb(0 0 0 / 0.4)); +} + .actor-man line { + stroke: ${i.actorBorder}; + fill: ${i.actorBkg}; + } + .actor-man circle, line { + stroke: ${i.actorBorder}; + fill: ${i.actorBkg}; + stroke-width: 2px; + } +`,MK=function(i,a){const f=i.append("rect");return f.attr("x",a.x),f.attr("y",a.y),f.attr("fill",a.fill),f.attr("stroke",a.stroke),f.attr("width",a.width),f.attr("height",a.height),f.attr("rx",a.rx),f.attr("ry",a.ry),a.class!==void 0&&f.attr("class",a.class),f},HRe=(i,a)=>{ISt(()=>{const 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z")},CHt=function(i){i.append("defs").append("marker").attr("id","filled-head").attr("refX",18).attr("refY",7).attr("markerWidth",20).attr("markerHeight",28).attr("orient","auto").append("path").attr("d","M 18,7 L9,13 L14,7 L9,1 Z")},SHt=function(i){i.append("defs").append("marker").attr("id","sequencenumber").attr("refX",15).attr("refY",15).attr("markerWidth",60).attr("markerHeight",40).attr("orient","auto").append("circle").attr("cx",15).attr("cy",15).attr("r",6)},AHt=function(i){i.append("defs").append("marker").attr("id","crosshead").attr("markerWidth",15).attr("markerHeight",8).attr("orient","auto").attr("refX",4).attr("refY",5).append("path").attr("fill","none").attr("stroke","#000000").style("stroke-dasharray","0, 0").attr("stroke-width","1pt").attr("d","M 1,2 L 6,7 M 6,2 L 1,7")},rge=function(){return{x:0,y:0,fill:void 0,anchor:void 0,style:"#666",width:void 0,height:void 0,textMargin:0,rx:0,ry:0,tspan:!0,valign:void 0}},DK=function(){return{x:0,y:0,fill:"#EDF2AE",stroke:"#666",width:100,anchor:"start",height:100,rx:0,ry:0}},ige=function(){function i(w,y,b,E,S,N,B){const R=y.append("text").attr("x",b+S/2).attr("y",E+N/2+5).style("text-anchor","middle").text(w);p(R,B)}function a(w,y,b,E,S,N,B,R){const{actorFontSize:j,actorFontFamily:$,actorFontWeight:V}=R,[Q,oe]=$A(j),ce=w.split(Wa.lineBreakRegex);for(let se=0;sei.height||0))+(this.loops.length===0?0:this.loops.map(i=>i.height||0).reduce((i,a)=>i+a))+(this.messages.length===0?0:this.messages.map(i=>i.height||0).reduce((i,a)=>i+a))+(this.notes.length===0?0:this.notes.map(i=>i.height||0).reduce((i,a)=>i+a))},clear:function(){this.actors=[],this.boxes=[],this.loops=[],this.messages=[],this.notes=[]},addBox:function(i){this.boxes.push(i)},addActor:function(i){this.actors.push(i)},addLoop:function(i){this.loops.push(i)},addMessage:function(i){this.messages.push(i)},addNote:function(i){this.notes.push(i)},lastActor:function(){return this.actors[this.actors.length-1]},lastLoop:function(){return this.loops[this.loops.length-1]},lastMessage:function(){return this.messages[this.messages.length-1]},lastNote:function(){return this.notes[this.notes.length-1]},actors:[],boxes:[],loops:[],messages:[],notes:[]},init:function(){this.sequenceItems=[],this.activations=[],this.models.clear(),this.data={startx:void 0,stopx:void 0,starty:void 0,stopy:void 0},this.verticalPos=0,KRe(Tt())},updateVal:function(i,a,f,p){i[a]===void 0?i[a]=f:i[a]=p(f,i[a])},updateBounds:function(i,a,f,p){const w=this;let y=0;function b(E){return function(N){y++;const B=w.sequenceItems.length-y+1;w.updateVal(N,"starty",a-B*ln.boxMargin,Math.min),w.updateVal(N,"stopy",p+B*ln.boxMargin,Math.max),w.updateVal(si.data,"startx",i-B*ln.boxMargin,Math.min),w.updateVal(si.data,"stopx",f+B*ln.boxMargin,Math.max),E!=="activation"&&(w.updateVal(N,"startx",i-B*ln.boxMargin,Math.min),w.updateVal(N,"stopx",f+B*ln.boxMargin,Math.max),w.updateVal(si.data,"starty",a-B*ln.boxMargin,Math.min),w.updateVal(si.data,"stopy",p+B*ln.boxMargin,Math.max))}}this.sequenceItems.forEach(b()),this.activations.forEach(b("activation"))},insert:function(i,a,f,p){const w=Math.min(i,f),y=Math.max(i,f),b=Math.min(a,p),E=Math.max(a,p);this.updateVal(si.data,"startx",w,Math.min),this.updateVal(si.data,"starty",b,Math.min),this.updateVal(si.data,"stopx",y,Math.max),this.updateVal(si.data,"stopy",E,Math.max),this.updateBounds(w,b,y,E)},newActivation:function(i,a,f){const p=f[i.from.actor],w=IK(i.from.actor).length||0,y=p.x+p.width/2+(w-1)*ln.activationWidth/2;this.activations.push({startx:y,starty:this.verticalPos+2,stopx:y+ln.activationWidth,stopy:void 0,actor:i.from.actor,anchored:ih.anchorElement(a)})},endActivation:function(i){const a=this.activations.map(function(f){return f.actor}).lastIndexOf(i.from.actor);return this.activations.splice(a,1)[0]},createLoop:function(i={message:void 0,wrap:!1,width:void 0},a){return{startx:void 0,starty:this.verticalPos,stopx:void 0,stopy:void 0,title:i.message,wrap:i.wrap,width:i.width,height:0,fill:a}},newLoop:function(i={message:void 0,wrap:!1,width:void 0},a){this.sequenceItems.push(this.createLoop(i,a))},endLoop:function(){return this.sequenceItems.pop()},addSectionToLoop:function(i){const a=this.sequenceItems.pop();a.sections=a.sections||[],a.sectionTitles=a.sectionTitles||[],a.sections.push({y:si.getVerticalPos(),height:0}),a.sectionTitles.push(i),this.sequenceItems.push(a)},bumpVerticalPos:function(i){this.verticalPos=this.verticalPos+i,this.data.stopy=this.verticalPos},getVerticalPos:function(){return this.verticalPos},getBounds:function(){return{bounds:this.data,models:this.models}}},MHt=function(i,a){si.bumpVerticalPos(ln.boxMargin),a.height=ln.boxMargin,a.starty=si.getVerticalPos();const f=ih.getNoteRect();f.x=a.startx,f.y=a.starty,f.width=a.width||ln.width,f.class="note";const p=i.append("g"),w=ih.drawRect(p,f),y=ih.getTextObj();y.x=a.startx,y.y=a.starty,y.width=f.width,y.dy="1em",y.text=a.message,y.class="noteText",y.fontFamily=ln.noteFontFamily,y.fontSize=ln.noteFontSize,y.fontWeight=ln.noteFontWeight,y.anchor=ln.noteAlign,y.textMargin=ln.noteMargin,y.valign="center";const b=uL(p,y),E=Math.round(b.map(S=>(S._groups||S)[0][0].getBBox().height).reduce((S,N)=>S+N));w.attr("height",E+2*ln.noteMargin),a.height+=E+2*ln.noteMargin,si.bumpVerticalPos(E+2*ln.noteMargin),a.stopy=a.starty+E+2*ln.noteMargin,a.stopx=a.startx+f.width,si.insert(a.startx,a.starty,a.stopx,a.stopy),si.models.addNote(a)},g9=i=>({fontFamily:i.messageFontFamily,fontSize:i.messageFontSize,fontWeight:i.messageFontWeight}),lL=i=>({fontFamily:i.noteFontFamily,fontSize:i.noteFontSize,fontWeight:i.noteFontWeight}),sge=i=>({fontFamily:i.actorFontFamily,fontSize:i.actorFontSize,fontWeight:i.actorFontWeight});function DHt(i,a){si.bumpVerticalPos(10);const{startx:f,stopx:p,message:w}=a,y=Wa.splitBreaks(w).length,b=co.calculateTextDimensions(w,g9(ln)),E=b.height/y;a.height+=E,si.bumpVerticalPos(E);let S,N=b.height-10;const B=b.width;if(f===p){S=si.getVerticalPos()+N,ln.rightAngles||(N+=ln.boxMargin,S=si.getVerticalPos()+N),N+=30;const R=Math.max(B/2,ln.width/2);si.insert(f-R,si.getVerticalPos()-10+N,p+R,si.getVerticalPos()+30+N)}else N+=ln.boxMargin,S=si.getVerticalPos()+N,si.insert(f,S-10,p,S);return si.bumpVerticalPos(N),a.height+=N,a.stopy=a.starty+a.height,si.insert(a.fromBounds,a.starty,a.toBounds,a.stopy),S}const IHt=function(i,a,f,p){const{startx:w,stopx:y,starty:b,message:E,type:S,sequenceIndex:N,sequenceVisible:B}=a,R=co.calculateTextDimensions(E,g9(ln)),j=ih.getTextObj();j.x=w,j.y=b+10,j.width=y-w,j.class="messageText",j.dy="1em",j.text=E,j.fontFamily=ln.messageFontFamily,j.fontSize=ln.messageFontSize,j.fontWeight=ln.messageFontWeight,j.anchor=ln.messageAlign,j.valign="center",j.textMargin=ln.wrapPadding,j.tspan=!1,uL(i,j);const $=R.width;let V;w===y?ln.rightAngles?V=i.append("path").attr("d",`M ${w},${f} H ${w+Math.max(ln.width/2,$/2)} V ${f+25} H ${w}`):V=i.append("path").attr("d","M "+w+","+f+" C "+(w+60)+","+(f-10)+" "+(w+60)+","+(f+30)+" "+w+","+(f+20)):(V=i.append("line"),V.attr("x1",w),V.attr("y1",f),V.attr("x2",y),V.attr("y2",f)),S===p.db.LINETYPE.DOTTED||S===p.db.LINETYPE.DOTTED_CROSS||S===p.db.LINETYPE.DOTTED_POINT||S===p.db.LINETYPE.DOTTED_OPEN?(V.style("stroke-dasharray","3, 3"),V.attr("class","messageLine1")):V.attr("class","messageLine0");let Q="";ln.arrowMarkerAbsolute&&(Q=window.location.protocol+"//"+window.location.host+window.location.pathname+window.location.search,Q=Q.replace(/\(/g,"\\("),Q=Q.replace(/\)/g,"\\)")),V.attr("stroke-width",2),V.attr("stroke","none"),V.style("fill","none"),(S===p.db.LINETYPE.SOLID||S===p.db.LINETYPE.DOTTED)&&V.attr("marker-end","url("+Q+"#arrowhead)"),(S===p.db.LINETYPE.SOLID_POINT||S===p.db.LINETYPE.DOTTED_POINT)&&V.attr("marker-end","url("+Q+"#filled-head)"),(S===p.db.LINETYPE.SOLID_CROSS||S===p.db.LINETYPE.DOTTED_CROSS)&&V.attr("marker-end","url("+Q+"#crosshead)"),(B||ln.showSequenceNumbers)&&(V.attr("marker-start","url("+Q+"#sequencenumber)"),i.append("text").attr("x",w).attr("y",f+4).attr("font-family","sans-serif").attr("font-size","12px").attr("text-anchor","middle").attr("class","sequenceNumber").text(N))},age=function(i,a,f,p,w,y,b){if(w.hideUnusedParticipants===!0){const R=new Set;y.forEach(j=>{R.add(j.from),R.add(j.to)}),f=f.filter(j=>R.has(j))}let E=0,S=0,N=0,B;for(const R of f){const j=a[R],$=j.box;B&&B!=$&&(b||si.models.addBox(B),S+=ln.boxMargin+B.margin),$&&$!=B&&(b||($.x=E+S,$.y=p),S+=$.margin),j.width=j.width||ln.width,j.height=Math.max(j.height||ln.height,ln.height),j.margin=j.margin||ln.actorMargin,j.x=E+S,j.y=si.getVerticalPos();const V=ih.drawActor(i,j,ln,b);N=Math.max(N,V),si.insert(j.x,p,j.x+j.width,j.height),E+=j.width+S,j.box&&(j.box.width=E+$.margin-j.box.x),S=j.margin,B=j.box,si.models.addActor(j)}B&&!b&&si.models.addBox(B),si.bumpVerticalPos(N)},WRe=function(i,a,f,p){let w=0,y=0;for(const b of f){const E=a[b],S=PHt(E),N=ih.drawPopup(i,E,S,ln,ln.forceMenus,p);N.height>w&&(w=N.height),N.width+E.x>y&&(y=N.width+E.x)}return{maxHeight:w,maxWidth:y}},KRe=function(i){nd(ln,i),i.fontFamily&&(ln.actorFontFamily=ln.noteFontFamily=ln.messageFontFamily=i.fontFamily),i.fontSize&&(ln.actorFontSize=ln.noteFontSize=ln.messageFontSize=i.fontSize),i.fontWeight&&(ln.actorFontWeight=ln.noteFontWeight=ln.messageFontWeight=i.fontWeight)},IK=function(i){return si.activations.filter(function(a){return a.actor===i})},YRe=function(i,a){const f=a[i],p=IK(i),w=p.reduce(function(b,E){return Math.min(b,E.startx)},f.x+f.width/2),y=p.reduce(function(b,E){return Math.max(b,E.stopx)},f.x+f.width/2);return[w,y]};function p3(i,a,f,p,w){si.bumpVerticalPos(f);let y=p;if(a.id&&a.message&&i[a.id]){const b=i[a.id].width,E=g9(ln);a.message=co.wrapLabel(`[${a.message}]`,b-2*ln.wrapPadding,E),a.width=b,a.wrap=!0;const S=co.calculateTextDimensions(a.message,E),N=Math.max(S.height,ln.labelBoxHeight);y=p+N,Fe.debug(`${N} - ${a.message}`)}w(a),si.bumpVerticalPos(y)}const OHt=function(i,a,f,p){const{securityLevel:w,sequence:y}=Tt();ln=y,p.db.clear(),p.parser.parse(i);let b;w==="sandbox"&&(b=Cr("#i"+a));const E=Cr(w==="sandbox"?b.nodes()[0].contentDocument.body:"body"),S=w==="sandbox"?b.nodes()[0].contentDocument:document;si.init(),Fe.debug(p.db);const N=w==="sandbox"?E.select(`[id="${a}"]`):Cr(`[id="${a}"]`),B=p.db.getActors(),R=p.db.getBoxes(),j=p.db.getActorKeys(),$=p.db.getMessages(),V=p.db.getDiagramTitle(),Q=p.db.hasAtLeastOneBox(),oe=p.db.hasAtLeastOneBoxWithTitle(),ce=NHt(B,$,p);ln.height=BHt(B,ce,R),ih.insertComputerIcon(N),ih.insertDatabaseIcon(N),ih.insertClockIcon(N),Q&&(si.bumpVerticalPos(ln.boxMargin),oe&&si.bumpVerticalPos(R[0].textMaxHeight)),age(N,B,j,0,ln,$,!1);const se=jHt($,B,ce,p);ih.insertArrowHead(N),ih.insertArrowCrossHead(N),ih.insertArrowFilledHead(N),ih.insertSequenceNumber(N);function ge(rt,me){const gt=si.endActivation(rt);gt.starty+18>me&&(gt.starty=me-6,me+=12),ih.drawActivation(N,gt,me,ln,IK(rt.from.actor).length),si.insert(gt.startx,me-10,gt.stopx,me)}let ye=1,ke=1;const Ae=[];$.forEach(function(rt){let me,gt,pe;switch(rt.type){case p.db.LINETYPE.NOTE:gt=rt.noteModel,MHt(N,gt);break;case p.db.LINETYPE.ACTIVE_START:si.newActivation(rt,N,B);break;case p.db.LINETYPE.ACTIVE_END:ge(rt,si.getVerticalPos());break;case p.db.LINETYPE.LOOP_START:p3(se,rt,ln.boxMargin,ln.boxMargin+ln.boxTextMargin,Et=>si.newLoop(Et));break;case p.db.LINETYPE.LOOP_END:me=si.endLoop(),ih.drawLoop(N,me,"loop",ln),si.bumpVerticalPos(me.stopy-si.getVerticalPos()),si.models.addLoop(me);break;case p.db.LINETYPE.RECT_START:p3(se,rt,ln.boxMargin,ln.boxMargin,Et=>si.newLoop(void 0,Et.message));break;case p.db.LINETYPE.RECT_END:me=si.endLoop(),ih.drawBackgroundRect(N,me),si.models.addLoop(me),si.bumpVerticalPos(me.stopy-si.getVerticalPos());break;case p.db.LINETYPE.OPT_START:p3(se,rt,ln.boxMargin,ln.boxMargin+ln.boxTextMargin,Et=>si.newLoop(Et));break;case p.db.LINETYPE.OPT_END:me=si.endLoop(),ih.drawLoop(N,me,"opt",ln),si.bumpVerticalPos(me.stopy-si.getVerticalPos()),si.models.addLoop(me);break;case p.db.LINETYPE.ALT_START:p3(se,rt,ln.boxMargin,ln.boxMargin+ln.boxTextMargin,Et=>si.newLoop(Et));break;case p.db.LINETYPE.ALT_ELSE:p3(se,rt,ln.boxMargin+ln.boxTextMargin,ln.boxMargin,Et=>si.addSectionToLoop(Et));break;case p.db.LINETYPE.ALT_END:me=si.endLoop(),ih.drawLoop(N,me,"alt",ln),si.bumpVerticalPos(me.stopy-si.getVerticalPos()),si.models.addLoop(me);break;case p.db.LINETYPE.PAR_START:p3(se,rt,ln.boxMargin,ln.boxMargin+ln.boxTextMargin,Et=>si.newLoop(Et));break;case p.db.LINETYPE.PAR_AND:p3(se,rt,ln.boxMargin+ln.boxTextMargin,ln.boxMargin,Et=>si.addSectionToLoop(Et));break;case p.db.LINETYPE.PAR_END:me=si.endLoop(),ih.drawLoop(N,me,"par",ln),si.bumpVerticalPos(me.stopy-si.getVerticalPos()),si.models.addLoop(me);break;case p.db.LINETYPE.AUTONUMBER:ye=rt.message.start||ye,ke=rt.message.step||ke,rt.message.visible?p.db.enableSequenceNumbers():p.db.disableSequenceNumbers();break;case p.db.LINETYPE.CRITICAL_START:p3(se,rt,ln.boxMargin,ln.boxMargin+ln.boxTextMargin,Et=>si.newLoop(Et));break;case p.db.LINETYPE.CRITICAL_OPTION:p3(se,rt,ln.boxMargin+ln.boxTextMargin,ln.boxMargin,Et=>si.addSectionToLoop(Et));break;case p.db.LINETYPE.CRITICAL_END:me=si.endLoop(),ih.drawLoop(N,me,"critical",ln),si.bumpVerticalPos(me.stopy-si.getVerticalPos()),si.models.addLoop(me);break;case p.db.LINETYPE.BREAK_START:p3(se,rt,ln.boxMargin,ln.boxMargin+ln.boxTextMargin,Et=>si.newLoop(Et));break;case p.db.LINETYPE.BREAK_END:me=si.endLoop(),ih.drawLoop(N,me,"break",ln),si.bumpVerticalPos(me.stopy-si.getVerticalPos()),si.models.addLoop(me);break;default:try{pe=rt.msgModel,pe.starty=si.getVerticalPos(),pe.sequenceIndex=ye,pe.sequenceVisible=p.db.showSequenceNumbers();const Et=DHt(N,pe);Ae.push({messageModel:pe,lineStartY:Et}),si.models.addMessage(pe)}catch(Et){Fe.error("error while drawing message",Et)}}[p.db.LINETYPE.SOLID_OPEN,p.db.LINETYPE.DOTTED_OPEN,p.db.LINETYPE.SOLID,p.db.LINETYPE.DOTTED,p.db.LINETYPE.SOLID_CROSS,p.db.LINETYPE.DOTTED_CROSS,p.db.LINETYPE.SOLID_POINT,p.db.LINETYPE.DOTTED_POINT].includes(rt.type)&&(ye=ye+ke)}),Ae.forEach(rt=>IHt(N,rt.messageModel,rt.lineStartY,p)),ln.mirrorActors&&(si.bumpVerticalPos(ln.boxMargin*2),age(N,B,j,si.getVerticalPos(),ln,$,!0),si.bumpVerticalPos(ln.boxMargin),VRe(N,si.getVerticalPos())),si.models.boxes.forEach(function(rt){rt.height=si.getVerticalPos()-rt.y,si.insert(rt.x,rt.y,rt.x+rt.width,rt.height),rt.startx=rt.x,rt.starty=rt.y,rt.stopx=rt.startx+rt.width,rt.stopy=rt.starty+rt.height,rt.stroke="rgb(0,0,0, 0.5)",ih.drawBox(N,rt,ln)}),Q&&si.bumpVerticalPos(ln.boxMargin);const de=WRe(N,B,j,S),{bounds:ve}=si.getBounds();Fe.debug("For line height fix Querying: #"+a+" .actor-line"),Jfe("#"+a+" .actor-line").attr("y2",ve.stopy);let xe=ve.stopy-ve.starty;xe{const b=i[y];b.wrap&&(b.description=co.wrapLabel(b.description,ln.width-2*ln.wrapPadding,sge(ln)));const E=co.calculateTextDimensions(b.description,sge(ln));b.width=b.wrap?ln.width:Math.max(ln.width,E.width+2*ln.wrapPadding),b.height=b.wrap?Math.max(E.height,ln.height):ln.height,p=Math.max(p,b.height)});for(const y in a){const b=i[y];if(!b)continue;const E=i[b.nextActor];if(!E){const R=a[y]+ln.actorMargin-b.width/2;b.margin=Math.max(R,ln.actorMargin);continue}const N=a[y]+ln.actorMargin-b.width/2-E.width/2;b.margin=Math.max(N,ln.actorMargin)}let w=0;return f.forEach(y=>{const b=g9(ln);let E=y.actorKeys.reduce((B,R)=>B+=i[R].width+(i[R].margin||0),0);E-=2*ln.boxTextMargin,y.wrap&&(y.name=co.wrapLabel(y.name,E-2*ln.wrapPadding,b));const S=co.calculateTextDimensions(y.name,b);w=Math.max(S.height,w);const N=Math.max(E,S.width+2*ln.wrapPadding);if(y.margin=ln.boxTextMargin,Ey.textMaxHeight=w),Math.max(p,ln.height)}const RHt=function(i,a,f){const p=a[i.from].x,w=a[i.to].x,y=i.wrap&&i.message;let b=co.calculateTextDimensions(y?co.wrapLabel(i.message,ln.width,lL(ln)):i.message,lL(ln));const E={width:y?ln.width:Math.max(ln.width,b.width+2*ln.noteMargin),height:0,startx:a[i.from].x,stopx:0,starty:0,stopy:0,message:i.message};return i.placement===f.db.PLACEMENT.RIGHTOF?(E.width=y?Math.max(ln.width,b.width):Math.max(a[i.from].width/2+a[i.to].width/2,b.width+2*ln.noteMargin),E.startx=p+(a[i.from].width+ln.actorMargin)/2):i.placement===f.db.PLACEMENT.LEFTOF?(E.width=Math.max(y?ln.width:a[i.from].width/2+a[i.to].width/2,b.width+2*ln.noteMargin),E.startx=p-E.width+(a[i.from].width-ln.actorMargin)/2):i.to===i.from?(b=co.calculateTextDimensions(y?co.wrapLabel(i.message,Math.max(ln.width,a[i.from].width),lL(ln)):i.message,lL(ln)),E.width=y?Math.max(ln.width,a[i.from].width):Math.max(a[i.from].width,ln.width,b.width+2*ln.noteMargin),E.startx=p+(a[i.from].width-E.width)/2):(E.width=Math.abs(p+a[i.from].width/2-(w+a[i.to].width/2))+ln.actorMargin,E.startx=pj.actor).lastIndexOf(N.from.actor);delete si.activations.splice(R,1)[0]}break}N.placement!==void 0?(E=RHt(N,a,p),N.noteModel=E,y.forEach(R=>{b=R,b.from=Math.min(b.from,E.startx),b.to=Math.max(b.to,E.startx+E.width),b.width=Math.max(b.width,Math.abs(b.from-b.to))-ln.labelBoxWidth})):(S=FHt(N,a,p),N.msgModel=S,S.startx&&S.stopx&&y.length>0&&y.forEach(R=>{if(b=R,S.startx===S.stopx){const j=a[N.from],$=a[N.to];b.from=Math.min(j.x-S.width/2,j.x-j.width/2,b.from),b.to=Math.max($.x+S.width/2,$.x+j.width/2,b.to),b.width=Math.max(b.width,Math.abs(b.to-b.from))-ln.labelBoxWidth}else b.from=Math.min(S.startx,b.from),b.to=Math.max(S.stopx,b.to),b.width=Math.max(b.width,S.width)-ln.labelBoxWidth}))}),si.activations=[],Fe.debug("Loop type widths:",w),w},$Ht=Object.freeze(Object.defineProperty({__proto__:null,diagram:{parser:j$t,db:cHt,renderer:{bounds:si,drawActors:age,drawActorsPopup:WRe,setConf:KRe,draw:OHt},styles:uHt}},Symbol.toStringTag,{value:"Module"}));var oge=function(){var i=function(Nt,ze,Xe,Lt){for(Xe=Xe||{},Lt=Nt.length;Lt--;Xe[Nt[Lt]]=ze);return Xe},a=[1,32],f=[1,33],p=[1,34],w=[1,35],y=[1,9],b=[1,8],E=[1,18],S=[1,19],N=[1,20],B=[1,38],R=[1,25],j=[1,23],$=[1,24],V=[1,30],Q=[1,31],oe=[1,26],ce=[1,27],se=[1,28],ge=[1,29],ye=[1,42],ke=[1,39],Ae=[1,40],de=[1,41],ve=[1,43],te=[1,16,24],xe=[1,57],De=[1,58],he=[1,59],Ie=[1,60],ee=[1,61],rt=[1,62],me=[1,63],gt=[1,73],pe=[1,16,24,27,28,35,48,49,63,64,65,66,67,68,69,74,76],Et=[1,16,24,27,28,33,35,48,49,54,63,64,65,66,67,68,69,74,76,89,91,92,93,94],wt=[1,80],jt=[28,89,91,92,93,94],At=[28,68,69,89,91,92,93,94],Bt=[28,63,64,65,66,67,89,91,92,93,94],cn=[1,90],Nn=[1,16,24,48,49],Ot=[1,16,24,35],oi=[8,9,10,11,19,23,42,44,46,52,53,55,56,58,60,70,71,73,77,89,91,92,93,94],kt={trace:function(){},yy:{},symbols_:{error:2,start:3,mermaidDoc:4,directive:5,statements:6,direction:7,direction_tb:8,direction_bt:9,direction_rl:10,direction_lr:11,graphConfig:12,openDirective:13,typeDirective:14,closeDirective:15,NEWLINE:16,":":17,argDirective:18,open_directive:19,type_directive:20,arg_directive:21,close_directive:22,CLASS_DIAGRAM:23,EOF:24,statement:25,classLabel:26,SQS:27,STR:28,SQE:29,className:30,alphaNumToken:31,classLiteralName:32,GENERICTYPE:33,relationStatement:34,LABEL:35,classStatement:36,methodStatement:37,annotationStatement:38,clickStatement:39,cssClassStatement:40,noteStatement:41,acc_title:42,acc_title_value:43,acc_descr:44,acc_descr_value:45,acc_descr_multiline_value:46,classIdentifier:47,STYLE_SEPARATOR:48,STRUCT_START:49,members:50,STRUCT_STOP:51,CLASS:52,ANNOTATION_START:53,ANNOTATION_END:54,MEMBER:55,SEPARATOR:56,relation:57,NOTE_FOR:58,noteText:59,NOTE:60,relationType:61,lineType:62,AGGREGATION:63,EXTENSION:64,COMPOSITION:65,DEPENDENCY:66,LOLLIPOP:67,LINE:68,DOTTED_LINE:69,CALLBACK:70,LINK:71,LINK_TARGET:72,CLICK:73,CALLBACK_NAME:74,CALLBACK_ARGS:75,HREF:76,CSSCLASS:77,commentToken:78,textToken:79,graphCodeTokens:80,textNoTagsToken:81,TAGSTART:82,TAGEND:83,"==":84,"--":85,PCT:86,DEFAULT:87,SPACE:88,MINUS:89,keywords:90,UNICODE_TEXT:91,NUM:92,ALPHA:93,BQUOTE_STR:94,$accept:0,$end:1},terminals_:{2:"error",8:"direction_tb",9:"direction_bt",10:"direction_rl",11:"direction_lr",16:"NEWLINE",17:":",19:"open_directive",20:"type_directive",21:"arg_directive",22:"close_directive",23:"CLASS_DIAGRAM",24:"EOF",27:"SQS",28:"STR",29:"SQE",33:"GENERICTYPE",35:"LABEL",42:"acc_title",43:"acc_title_value",44:"acc_descr",45:"acc_descr_value",46:"acc_descr_multiline_value",48:"STYLE_SEPARATOR",49:"STRUCT_START",51:"STRUCT_STOP",52:"CLASS",53:"ANNOTATION_START",54:"ANNOTATION_END",55:"MEMBER",56:"SEPARATOR",58:"NOTE_FOR",60:"NOTE",63:"AGGREGATION",64:"EXTENSION",65:"COMPOSITION",66:"DEPENDENCY",67:"LOLLIPOP",68:"LINE",69:"DOTTED_LINE",70:"CALLBACK",71:"LINK",72:"LINK_TARGET",73:"CLICK",74:"CALLBACK_NAME",75:"CALLBACK_ARGS",76:"HREF",77:"CSSCLASS",80:"graphCodeTokens",82:"TAGSTART",83:"TAGEND",84:"==",85:"--",86:"PCT",87:"DEFAULT",88:"SPACE",89:"MINUS",90:"keywords",91:"UNICODE_TEXT",92:"NUM",93:"ALPHA",94:"BQUOTE_STR"},productions_:[0,[3,1],[3,2],[3,1],[7,1],[7,1],[7,1],[7,1],[4,1],[5,4],[5,6],[13,1],[14,1],[18,1],[15,1],[12,4],[6,1],[6,2],[6,3],[26,3],[30,1],[30,1],[30,2],[30,2],[30,2],[25,1],[25,2],[25,1],[25,1],[25,1],[25,1],[25,1],[25,1],[25,1],[25,2],[25,2],[25,1],[36,1],[36,3],[36,4],[36,6],[47,2],[47,3],[38,4],[50,1],[50,2],[37,1],[37,2],[37,1],[37,1],[34,3],[34,4],[34,4],[34,5],[41,3],[41,2],[57,3],[57,2],[57,2],[57,1],[61,1],[61,1],[61,1],[61,1],[61,1],[62,1],[62,1],[39,3],[39,4],[39,3],[39,4],[39,4],[39,5],[39,3],[39,4],[39,4],[39,5],[39,3],[39,4],[39,4],[39,5],[40,3],[78,1],[78,1],[79,1],[79,1],[79,1],[79,1],[79,1],[79,1],[79,1],[81,1],[81,1],[81,1],[81,1],[31,1],[31,1],[31,1],[31,1],[32,1],[59,1]],performAction:function(ze,Xe,Lt,Ge,Bn,Oe,Ri){var tn=Oe.length-1;switch(Bn){case 4:Ge.setDirection("TB");break;case 5:Ge.setDirection("BT");break;case 6:Ge.setDirection("RL");break;case 7:Ge.setDirection("LR");break;case 11:Ge.parseDirective("%%{","open_directive");break;case 12:Ge.parseDirective(Oe[tn],"type_directive");break;case 13:Oe[tn]=Oe[tn].trim().replace(/'/g,'"'),Ge.parseDirective(Oe[tn],"arg_directive");break;case 14:Ge.parseDirective("}%%","close_directive","class");break;case 19:this.$=Oe[tn-1];break;case 20:case 21:this.$=Oe[tn];break;case 22:this.$=Oe[tn-1]+Oe[tn];break;case 23:case 24:this.$=Oe[tn-1]+"~"+Oe[tn]+"~";break;case 25:Ge.addRelation(Oe[tn]);break;case 26:Oe[tn-1].title=Ge.cleanupLabel(Oe[tn]),Ge.addRelation(Oe[tn-1]);break;case 34:this.$=Oe[tn].trim(),Ge.setAccTitle(this.$);break;case 35:case 36:this.$=Oe[tn].trim(),Ge.setAccDescription(this.$);break;case 38:Ge.setCssClass(Oe[tn-2],Oe[tn]);break;case 39:Ge.addMembers(Oe[tn-3],Oe[tn-1]);break;case 40:Ge.setCssClass(Oe[tn-5],Oe[tn-3]),Ge.addMembers(Oe[tn-5],Oe[tn-1]);break;case 41:this.$=Oe[tn],Ge.addClass(Oe[tn]);break;case 42:this.$=Oe[tn-1],Ge.addClass(Oe[tn-1]),Ge.setClassLabel(Oe[tn-1],Oe[tn]);break;case 43:Ge.addAnnotation(Oe[tn],Oe[tn-2]);break;case 44:this.$=[Oe[tn]];break;case 45:Oe[tn].push(Oe[tn-1]),this.$=Oe[tn];break;case 46:break;case 47:Ge.addMember(Oe[tn-1],Ge.cleanupLabel(Oe[tn]));break;case 48:break;case 49:break;case 50:this.$={id1:Oe[tn-2],id2:Oe[tn],relation:Oe[tn-1],relationTitle1:"none",relationTitle2:"none"};break;case 51:this.$={id1:Oe[tn-3],id2:Oe[tn],relation:Oe[tn-1],relationTitle1:Oe[tn-2],relationTitle2:"none"};break;case 52:this.$={id1:Oe[tn-3],id2:Oe[tn],relation:Oe[tn-2],relationTitle1:"none",relationTitle2:Oe[tn-1]};break;case 53:this.$={id1:Oe[tn-4],id2:Oe[tn],relation:Oe[tn-2],relationTitle1:Oe[tn-3],relationTitle2:Oe[tn-1]};break;case 54:Ge.addNote(Oe[tn],Oe[tn-1]);break;case 55:Ge.addNote(Oe[tn]);break;case 56:this.$={type1:Oe[tn-2],type2:Oe[tn],lineType:Oe[tn-1]};break;case 57:this.$={type1:"none",type2:Oe[tn],lineType:Oe[tn-1]};break;case 58:this.$={type1:Oe[tn-1],type2:"none",lineType:Oe[tn]};break;case 59:this.$={type1:"none",type2:"none",lineType:Oe[tn]};break;case 60:this.$=Ge.relationType.AGGREGATION;break;case 61:this.$=Ge.relationType.EXTENSION;break;case 62:this.$=Ge.relationType.COMPOSITION;break;case 63:this.$=Ge.relationType.DEPENDENCY;break;case 64:this.$=Ge.relationType.LOLLIPOP;break;case 65:this.$=Ge.lineType.LINE;break;case 66:this.$=Ge.lineType.DOTTED_LINE;break;case 67:case 73:this.$=Oe[tn-2],Ge.setClickEvent(Oe[tn-1],Oe[tn]);break;case 68:case 74:this.$=Oe[tn-3],Ge.setClickEvent(Oe[tn-2],Oe[tn-1]),Ge.setTooltip(Oe[tn-2],Oe[tn]);break;case 69:case 77:this.$=Oe[tn-2],Ge.setLink(Oe[tn-1],Oe[tn]);break;case 70:this.$=Oe[tn-3],Ge.setLink(Oe[tn-2],Oe[tn-1],Oe[tn]);break;case 71:case 79:this.$=Oe[tn-3],Ge.setLink(Oe[tn-2],Oe[tn-1]),Ge.setTooltip(Oe[tn-2],Oe[tn]);break;case 72:case 80:this.$=Oe[tn-4],Ge.setLink(Oe[tn-3],Oe[tn-2],Oe[tn]),Ge.setTooltip(Oe[tn-3],Oe[tn-1]);break;case 75:this.$=Oe[tn-3],Ge.setClickEvent(Oe[tn-2],Oe[tn-1],Oe[tn]);break;case 76:this.$=Oe[tn-4],Ge.setClickEvent(Oe[tn-3],Oe[tn-2],Oe[tn-1]),Ge.setTooltip(Oe[tn-3],Oe[tn]);break;case 78:this.$=Oe[tn-3],Ge.setLink(Oe[tn-2],Oe[tn-1],Oe[tn]);break;case 81:Ge.setCssClass(Oe[tn-1],Oe[tn]);break}},table:[{3:1,4:2,5:3,6:4,7:17,8:a,9:f,10:p,11:w,12:5,13:6,19:y,23:b,25:7,30:21,31:36,32:37,34:10,36:11,37:12,38:13,39:14,40:15,41:16,42:E,44:S,46:N,47:22,52:B,53:R,55:j,56:$,58:V,60:Q,70:oe,71:ce,73:se,77:ge,89:ye,91:ke,92:Ae,93:de,94:ve},{1:[3]},{1:[2,1]},{3:44,4:2,5:3,6:4,7:17,8:a,9:f,10:p,11:w,12:5,13:6,19:y,23:b,25:7,30:21,31:36,32:37,34:10,36:11,37:12,38:13,39:14,40:15,41:16,42:E,44:S,46:N,47:22,52:B,53:R,55:j,56:$,58:V,60:Q,70:oe,71:ce,73:se,77:ge,89:ye,91:ke,92:Ae,93:de,94:ve},{1:[2,3]},{1:[2,8]},{14:45,20:[1,46]},i($,[2,16],{16:[1,47]}),{16:[1,48]},{20:[2,11]},i(te,[2,25],{35:[1,49]}),i(te,[2,27]),i(te,[2,28]),i(te,[2,29]),i(te,[2,30]),i(te,[2,31]),i(te,[2,32]),i(te,[2,33]),{43:[1,50]},{45:[1,51]},i(te,[2,36]),i(te,[2,46],{57:52,61:55,62:56,28:[1,53],35:[1,54],63:xe,64:De,65:he,66:Ie,67:ee,68:rt,69:me}),i(te,[2,37],{48:[1,64],49:[1,65]}),i(te,[2,48]),i(te,[2,49]),{31:66,89:ye,91:ke,92:Ae,93:de},{30:67,31:36,32:37,89:ye,91:ke,92:Ae,93:de,94:ve},{30:68,31:36,32:37,89:ye,91:ke,92:Ae,93:de,94:ve},{30:69,31:36,32:37,89:ye,91:ke,92:Ae,93:de,94:ve},{28:[1,70]},{30:71,31:36,32:37,89:ye,91:ke,92:Ae,93:de,94:ve},{28:gt,59:72},i(te,[2,4]),i(te,[2,5]),i(te,[2,6]),i(te,[2,7]),i(pe,[2,20],{31:36,32:37,30:74,33:[1,75],89:ye,91:ke,92:Ae,93:de,94:ve}),i(pe,[2,21],{33:[1,76]}),{30:77,31:36,32:37,89:ye,91:ke,92:Ae,93:de,94:ve},i(Et,[2,95]),i(Et,[2,96]),i(Et,[2,97]),i(Et,[2,98]),i([1,16,24,27,28,33,35,48,49,63,64,65,66,67,68,69,74,76],[2,99]),{1:[2,2]},{15:78,17:[1,79],22:wt},i([17,22],[2,12]),i($,[2,17],{25:7,34:10,36:11,37:12,38:13,39:14,40:15,41:16,7:17,30:21,47:22,31:36,32:37,6:81,8:a,9:f,10:p,11:w,42:E,44:S,46:N,52:B,53:R,55:j,56:$,58:V,60:Q,70:oe,71:ce,73:se,77:ge,89:ye,91:ke,92:Ae,93:de,94:ve}),{6:82,7:17,8:a,9:f,10:p,11:w,25:7,30:21,31:36,32:37,34:10,36:11,37:12,38:13,39:14,40:15,41:16,42:E,44:S,46:N,47:22,52:B,53:R,55:j,56:$,58:V,60:Q,70:oe,71:ce,73:se,77:ge,89:ye,91:ke,92:Ae,93:de,94:ve},i(te,[2,26]),i(te,[2,34]),i(te,[2,35]),{28:[1,84],30:83,31:36,32:37,89:ye,91:ke,92:Ae,93:de,94:ve},{57:85,61:55,62:56,63:xe,64:De,65:he,66:Ie,67:ee,68:rt,69:me},i(te,[2,47]),{62:86,68:rt,69:me},i(jt,[2,59],{61:87,63:xe,64:De,65:he,66:Ie,67:ee}),i(At,[2,60]),i(At,[2,61]),i(At,[2,62]),i(At,[2,63]),i(At,[2,64]),i(Bt,[2,65]),i(Bt,[2,66]),{31:88,89:ye,91:ke,92:Ae,93:de},{50:89,55:cn},{54:[1,91]},{28:[1,92]},{28:[1,93]},{74:[1,94],76:[1,95]},{31:96,89:ye,91:ke,92:Ae,93:de},{28:gt,59:97},i(te,[2,55]),i(te,[2,100]),i(pe,[2,22]),i(pe,[2,23]),i(pe,[2,24]),i(Nn,[2,41],{26:98,27:[1,99]}),{16:[1,100]},{18:101,21:[1,102]},{16:[2,14]},i($,[2,18]),{24:[1,103]},i(Ot,[2,50]),{30:104,31:36,32:37,89:ye,91:ke,92:Ae,93:de,94:ve},{28:[1,106],30:105,31:36,32:37,89:ye,91:ke,92:Ae,93:de,94:ve},i(jt,[2,58],{61:107,63:xe,64:De,65:he,66:Ie,67:ee}),i(jt,[2,57]),i(te,[2,38],{49:[1,108]}),{51:[1,109]},{50:110,51:[2,44],55:cn},{30:111,31:36,32:37,89:ye,91:ke,92:Ae,93:de,94:ve},i(te,[2,67],{28:[1,112]}),i(te,[2,69],{28:[1,114],72:[1,113]}),i(te,[2,73],{28:[1,115],75:[1,116]}),i(te,[2,77],{28:[1,118],72:[1,117]}),i(te,[2,81]),i(te,[2,54]),i(Nn,[2,42]),{28:[1,119]},i(oi,[2,9]),{15:120,22:wt},{22:[2,13]},{1:[2,15]},i(Ot,[2,52]),i(Ot,[2,51]),{30:121,31:36,32:37,89:ye,91:ke,92:Ae,93:de,94:ve},i(jt,[2,56]),{50:122,55:cn},i(te,[2,39]),{51:[2,45]},i(te,[2,43]),i(te,[2,68]),i(te,[2,70]),i(te,[2,71],{72:[1,123]}),i(te,[2,74]),i(te,[2,75],{28:[1,124]}),i(te,[2,78]),i(te,[2,79],{72:[1,125]}),{29:[1,126]},{16:[1,127]},i(Ot,[2,53]),{51:[1,128]},i(te,[2,72]),i(te,[2,76]),i(te,[2,80]),i(Nn,[2,19]),i(oi,[2,10]),i(te,[2,40])],defaultActions:{2:[2,1],4:[2,3],5:[2,8],9:[2,11],44:[2,2],80:[2,14],102:[2,13],103:[2,15],110:[2,45]},parseError:function(ze,Xe){if(Xe.recoverable)this.trace(ze);else{var Lt=new Error(ze);throw Lt.hash=Xe,Lt}},parse:function(ze){var Xe=this,Lt=[0],Ge=[],Bn=[null],Oe=[],Ri=this.table,tn="",hi=0,Sr=0,Zn=2,Xn=1,ir=Oe.slice.call(arguments,1),Hn=Object.create(this.lexer),tr={yy:{}};for(var ha in this.yy)Object.prototype.hasOwnProperty.call(this.yy,ha)&&(tr.yy[ha]=this.yy[ha]);Hn.setInput(ze,tr.yy),tr.yy.lexer=Hn,tr.yy.parser=this,typeof Hn.yylloc>"u"&&(Hn.yylloc={});var Zs=Hn.yylloc;Oe.push(Zs);var ns=Hn.options&&Hn.options.ranges;typeof tr.yy.parseError=="function"?this.parseError=tr.yy.parseError:this.parseError=Object.getPrototypeOf(this).parseError;function Hi(){var yn;return yn=Ge.pop()||Hn.lex()||Xn,typeof yn!="number"&&(yn instanceof Array&&(Ge=yn,yn=Ge.pop()),yn=Xe.symbols_[yn]||yn),yn}for(var Js,Pc,Ga,ws,Oi={},Er,br,Dr,Vn;;){if(Pc=Lt[Lt.length-1],this.defaultActions[Pc]?Ga=this.defaultActions[Pc]:((Js===null||typeof Js>"u")&&(Js=Hi()),Ga=Ri[Pc]&&Ri[Pc][Js]),typeof Ga>"u"||!Ga.length||!Ga[0]){var qi="";Vn=[];for(Er in Ri[Pc])this.terminals_[Er]&&Er>Zn&&Vn.push("'"+this.terminals_[Er]+"'");Hn.showPosition?qi="Parse error on line "+(hi+1)+`: +`+Hn.showPosition()+` +Expecting `+Vn.join(", ")+", got '"+(this.terminals_[Js]||Js)+"'":qi="Parse error on line "+(hi+1)+": Unexpected "+(Js==Xn?"end of input":"'"+(this.terminals_[Js]||Js)+"'"),this.parseError(qi,{text:Hn.match,token:this.terminals_[Js]||Js,line:Hn.yylineno,loc:Zs,expected:Vn})}if(Ga[0]instanceof Array&&Ga.length>1)throw new Error("Parse Error: multiple actions possible at state: "+Pc+", token: "+Js);switch(Ga[0]){case 1:Lt.push(Js),Bn.push(Hn.yytext),Oe.push(Hn.yylloc),Lt.push(Ga[1]),Js=null,Sr=Hn.yyleng,tn=Hn.yytext,hi=Hn.yylineno,Zs=Hn.yylloc;break;case 2:if(br=this.productions_[Ga[1]][1],Oi.$=Bn[Bn.length-br],Oi._$={first_line:Oe[Oe.length-(br||1)].first_line,last_line:Oe[Oe.length-1].last_line,first_column:Oe[Oe.length-(br||1)].first_column,last_column:Oe[Oe.length-1].last_column},ns&&(Oi._$.range=[Oe[Oe.length-(br||1)].range[0],Oe[Oe.length-1].range[1]]),ws=this.performAction.apply(Oi,[tn,Sr,hi,tr.yy,Ga[1],Bn,Oe].concat(ir)),typeof ws<"u")return ws;br&&(Lt=Lt.slice(0,-1*br*2),Bn=Bn.slice(0,-1*br),Oe=Oe.slice(0,-1*br)),Lt.push(this.productions_[Ga[1]][0]),Bn.push(Oi.$),Oe.push(Oi._$),Dr=Ri[Lt[Lt.length-2]][Lt[Lt.length-1]],Lt.push(Dr);break;case 3:return!0}}return!0}},Dt=function(){var Nt={EOF:1,parseError:function(Xe,Lt){if(this.yy.parser)this.yy.parser.parseError(Xe,Lt);else throw new Error(Xe)},setInput:function(ze,Xe){return this.yy=Xe||this.yy||{},this._input=ze,this._more=this._backtrack=this.done=!1,this.yylineno=this.yyleng=0,this.yytext=this.matched=this.match="",this.conditionStack=["INITIAL"],this.yylloc={first_line:1,first_column:0,last_line:1,last_column:0},this.options.ranges&&(this.yylloc.range=[0,0]),this.offset=0,this},input:function(){var ze=this._input[0];this.yytext+=ze,this.yyleng++,this.offset++,this.match+=ze,this.matched+=ze;var Xe=ze.match(/(?:\r\n?|\n).*/g);return Xe?(this.yylineno++,this.yylloc.last_line++):this.yylloc.last_column++,this.options.ranges&&this.yylloc.range[1]++,this._input=this._input.slice(1),ze},unput:function(ze){var Xe=ze.length,Lt=ze.split(/(?:\r\n?|\n)/g);this._input=ze+this._input,this.yytext=this.yytext.substr(0,this.yytext.length-Xe),this.offset-=Xe;var Ge=this.match.split(/(?:\r\n?|\n)/g);this.match=this.match.substr(0,this.match.length-1),this.matched=this.matched.substr(0,this.matched.length-1),Lt.length-1&&(this.yylineno-=Lt.length-1);var Bn=this.yylloc.range;return this.yylloc={first_line:this.yylloc.first_line,last_line:this.yylineno+1,first_column:this.yylloc.first_column,last_column:Lt?(Lt.length===Ge.length?this.yylloc.first_column:0)+Ge[Ge.length-Lt.length].length-Lt[0].length:this.yylloc.first_column-Xe},this.options.ranges&&(this.yylloc.range=[Bn[0],Bn[0]+this.yyleng-Xe]),this.yyleng=this.yytext.length,this},more:function(){return this._more=!0,this},reject:function(){if(this.options.backtrack_lexer)this._backtrack=!0;else return this.parseError("Lexical error on line "+(this.yylineno+1)+`. You can only invoke reject() in the lexer when the lexer is of the backtracking persuasion (options.backtrack_lexer = true). +`+this.showPosition(),{text:"",token:null,line:this.yylineno});return this},less:function(ze){this.unput(this.match.slice(ze))},pastInput:function(){var ze=this.matched.substr(0,this.matched.length-this.match.length);return(ze.length>20?"...":"")+ze.substr(-20).replace(/\n/g,"")},upcomingInput:function(){var ze=this.match;return ze.length<20&&(ze+=this._input.substr(0,20-ze.length)),(ze.substr(0,20)+(ze.length>20?"...":"")).replace(/\n/g,"")},showPosition:function(){var ze=this.pastInput(),Xe=new Array(ze.length+1).join("-");return ze+this.upcomingInput()+` +`+Xe+"^"},test_match:function(ze,Xe){var Lt,Ge,Bn;if(this.options.backtrack_lexer&&(Bn={yylineno:this.yylineno,yylloc:{first_line:this.yylloc.first_line,last_line:this.last_line,first_column:this.yylloc.first_column,last_column:this.yylloc.last_column},yytext:this.yytext,match:this.match,matches:this.matches,matched:this.matched,yyleng:this.yyleng,offset:this.offset,_more:this._more,_input:this._input,yy:this.yy,conditionStack:this.conditionStack.slice(0),done:this.done},this.options.ranges&&(Bn.yylloc.range=this.yylloc.range.slice(0))),Ge=ze[0].match(/(?:\r\n?|\n).*/g),Ge&&(this.yylineno+=Ge.length),this.yylloc={first_line:this.yylloc.last_line,last_line:this.yylineno+1,first_column:this.yylloc.last_column,last_column:Ge?Ge[Ge.length-1].length-Ge[Ge.length-1].match(/\r?\n?/)[0].length:this.yylloc.last_column+ze[0].length},this.yytext+=ze[0],this.match+=ze[0],this.matches=ze,this.yyleng=this.yytext.length,this.options.ranges&&(this.yylloc.range=[this.offset,this.offset+=this.yyleng]),this._more=!1,this._backtrack=!1,this._input=this._input.slice(ze[0].length),this.matched+=ze[0],Lt=this.performAction.call(this,this.yy,this,Xe,this.conditionStack[this.conditionStack.length-1]),this.done&&this._input&&(this.done=!1),Lt)return Lt;if(this._backtrack){for(var Oe in Bn)this[Oe]=Bn[Oe];return!1}return!1},next:function(){if(this.done)return this.EOF;this._input||(this.done=!0);var ze,Xe,Lt,Ge;this._more||(this.yytext="",this.match="");for(var Bn=this._currentRules(),Oe=0;OeXe[0].length)){if(Xe=Lt,Ge=Oe,this.options.backtrack_lexer){if(ze=this.test_match(Lt,Bn[Oe]),ze!==!1)return ze;if(this._backtrack){Xe=!1;continue}else return!1}else if(!this.options.flex)break}return Xe?(ze=this.test_match(Xe,Bn[Ge]),ze!==!1?ze:!1):this._input===""?this.EOF:this.parseError("Lexical error on line "+(this.yylineno+1)+`. Unrecognized text. +`+this.showPosition(),{text:"",token:null,line:this.yylineno})},lex:function(){var Xe=this.next();return Xe||this.lex()},begin:function(Xe){this.conditionStack.push(Xe)},popState:function(){var Xe=this.conditionStack.length-1;return Xe>0?this.conditionStack.pop():this.conditionStack[0]},_currentRules:function(){return this.conditionStack.length&&this.conditionStack[this.conditionStack.length-1]?this.conditions[this.conditionStack[this.conditionStack.length-1]].rules:this.conditions.INITIAL.rules},topState:function(Xe){return Xe=this.conditionStack.length-1-Math.abs(Xe||0),Xe>=0?this.conditionStack[Xe]:"INITIAL"},pushState:function(Xe){this.begin(Xe)},stateStackSize:function(){return this.conditionStack.length},options:{},performAction:function(Xe,Lt,Ge,Bn){switch(Ge){case 0:return this.begin("open_directive"),19;case 1:return 8;case 2:return 9;case 3:return 10;case 4:return 11;case 5:return this.begin("type_directive"),20;case 6:return this.popState(),this.begin("arg_directive"),17;case 7:return this.popState(),this.popState(),22;case 8:return 21;case 9:break;case 10:break;case 11:return this.begin("acc_title"),42;case 12:return this.popState(),"acc_title_value";case 13:return this.begin("acc_descr"),44;case 14:return this.popState(),"acc_descr_value";case 15:this.begin("acc_descr_multiline");break;case 16:this.popState();break;case 17:return"acc_descr_multiline_value";case 18:return 16;case 19:break;case 20:return 23;case 21:return 23;case 22:return this.begin("struct"),49;case 23:return"EDGE_STATE";case 24:return"EOF_IN_STRUCT";case 25:return"OPEN_IN_STRUCT";case 26:return this.popState(),51;case 27:break;case 28:return"MEMBER";case 29:return 52;case 30:return 77;case 31:return 70;case 32:return 71;case 33:return 73;case 34:return 58;case 35:return 60;case 36:return 53;case 37:return 54;case 38:this.begin("generic");break;case 39:this.popState();break;case 40:return"GENERICTYPE";case 41:this.begin("string");break;case 42:this.popState();break;case 43:return"STR";case 44:this.begin("bqstring");break;case 45:this.popState();break;case 46:return"BQUOTE_STR";case 47:this.begin("href");break;case 48:this.popState();break;case 49:return 76;case 50:this.begin("callback_name");break;case 51:this.popState();break;case 52:this.popState(),this.begin("callback_args");break;case 53:return 74;case 54:this.popState();break;case 55:return 75;case 56:return 72;case 57:return 72;case 58:return 72;case 59:return 72;case 60:return 64;case 61:return 64;case 62:return 66;case 63:return 66;case 64:return 65;case 65:return 63;case 66:return 67;case 67:return 68;case 68:return 69;case 69:return 35;case 70:return 48;case 71:return 89;case 72:return"DOT";case 73:return"PLUS";case 74:return 86;case 75:return"EQUALS";case 76:return"EQUALS";case 77:return 93;case 78:return 27;case 79:return 29;case 80:return"PUNCTUATION";case 81:return 92;case 82:return 91;case 83:return 88;case 84:return 24}},rules:[/^(?:%%\{)/,/^(?:.*direction\s+TB[^\n]*)/,/^(?:.*direction\s+BT[^\n]*)/,/^(?:.*direction\s+RL[^\n]*)/,/^(?:.*direction\s+LR[^\n]*)/,/^(?:((?:(?!\}%%)[^:.])*))/,/^(?::)/,/^(?:\}%%)/,/^(?:((?:(?!\}%%).|\n)*))/,/^(?:%%(?!\{)*[^\n]*(\r?\n?)+)/,/^(?:%%[^\n]*(\r?\n)*)/,/^(?:accTitle\s*:\s*)/,/^(?:(?!\n||)*[^\n]*)/,/^(?:accDescr\s*:\s*)/,/^(?:(?!\n||)*[^\n]*)/,/^(?:accDescr\s*\{\s*)/,/^(?:[\}])/,/^(?:[^\}]*)/,/^(?:\s*(\r?\n)+)/,/^(?:\s+)/,/^(?:classDiagram-v2\b)/,/^(?:classDiagram\b)/,/^(?:[{])/,/^(?:\[\*\])/,/^(?:$)/,/^(?:[{])/,/^(?:[}])/,/^(?:[\n])/,/^(?:[^{}\n]*)/,/^(?:class\b)/,/^(?:cssClass\b)/,/^(?:callback\b)/,/^(?:link\b)/,/^(?:click\b)/,/^(?:note for\b)/,/^(?:note\b)/,/^(?:<<)/,/^(?:>>)/,/^(?:[~])/,/^(?:[~])/,/^(?:[^~]*)/,/^(?:["])/,/^(?:["])/,/^(?:[^"]*)/,/^(?:[`])/,/^(?:[`])/,/^(?:[^`]+)/,/^(?:href[\s]+["])/,/^(?:["])/,/^(?:[^"]*)/,/^(?:call[\s]+)/,/^(?:\([\s]*\))/,/^(?:\()/,/^(?:[^(]*)/,/^(?:\))/,/^(?:[^)]*)/,/^(?:_self\b)/,/^(?:_blank\b)/,/^(?:_parent\b)/,/^(?:_top\b)/,/^(?:\s*<\|)/,/^(?:\s*\|>)/,/^(?:\s*>)/,/^(?:\s*<)/,/^(?:\s*\*)/,/^(?:\s*o\b)/,/^(?:\s*\(\))/,/^(?:--)/,/^(?:\.\.)/,/^(?::{1}[^:\n;]+)/,/^(?::{3})/,/^(?:-)/,/^(?:\.)/,/^(?:\+)/,/^(?:%)/,/^(?:=)/,/^(?:=)/,/^(?:\w+)/,/^(?:\[)/,/^(?:\])/,/^(?:[!"#$%&'*+,-.`?\\/])/,/^(?:[0-9]+)/,/^(?:[\u00AA\u00B5\u00BA\u00C0-\u00D6\u00D8-\u00F6]|[\u00F8-\u02C1\u02C6-\u02D1\u02E0-\u02E4\u02EC\u02EE\u0370-\u0374\u0376\u0377]|[\u037A-\u037D\u0386\u0388-\u038A\u038C\u038E-\u03A1\u03A3-\u03F5]|[\u03F7-\u0481\u048A-\u0527\u0531-\u0556\u0559\u0561-\u0587\u05D0-\u05EA]|[\u05F0-\u05F2\u0620-\u064A\u066E\u066F\u0671-\u06D3\u06D5\u06E5\u06E6\u06EE]|[\u06EF\u06FA-\u06FC\u06FF\u0710\u0712-\u072F\u074D-\u07A5\u07B1\u07CA-\u07EA]|[\u07F4\u07F5\u07FA\u0800-\u0815\u081A\u0824\u0828\u0840-\u0858\u08A0]|[\u08A2-\u08AC\u0904-\u0939\u093D\u0950\u0958-\u0961\u0971-\u0977]|[\u0979-\u097F\u0985-\u098C\u098F\u0990\u0993-\u09A8\u09AA-\u09B0\u09B2]|[\u09B6-\u09B9\u09BD\u09CE\u09DC\u09DD\u09DF-\u09E1\u09F0\u09F1\u0A05-\u0A0A]|[\u0A0F\u0A10\u0A13-\u0A28\u0A2A-\u0A30\u0A32\u0A33\u0A35\u0A36\u0A38\u0A39]|[\u0A59-\u0A5C\u0A5E\u0A72-\u0A74\u0A85-\u0A8D\u0A8F-\u0A91\u0A93-\u0AA8]|[\u0AAA-\u0AB0\u0AB2\u0AB3\u0AB5-\u0AB9\u0ABD\u0AD0\u0AE0\u0AE1\u0B05-\u0B0C]|[\u0B0F\u0B10\u0B13-\u0B28\u0B2A-\u0B30\u0B32\u0B33\u0B35-\u0B39\u0B3D\u0B5C]|[\u0B5D\u0B5F-\u0B61\u0B71\u0B83\u0B85-\u0B8A\u0B8E-\u0B90\u0B92-\u0B95\u0B99]|[\u0B9A\u0B9C\u0B9E\u0B9F\u0BA3\u0BA4\u0BA8-\u0BAA\u0BAE-\u0BB9\u0BD0]|[\u0C05-\u0C0C\u0C0E-\u0C10\u0C12-\u0C28\u0C2A-\u0C33\u0C35-\u0C39\u0C3D]|[\u0C58\u0C59\u0C60\u0C61\u0C85-\u0C8C\u0C8E-\u0C90\u0C92-\u0CA8\u0CAA-\u0CB3]|[\u0CB5-\u0CB9\u0CBD\u0CDE\u0CE0\u0CE1\u0CF1\u0CF2\u0D05-\u0D0C\u0D0E-\u0D10]|[\u0D12-\u0D3A\u0D3D\u0D4E\u0D60\u0D61\u0D7A-\u0D7F\u0D85-\u0D96\u0D9A-\u0DB1]|[\u0DB3-\u0DBB\u0DBD\u0DC0-\u0DC6\u0E01-\u0E30\u0E32\u0E33\u0E40-\u0E46\u0E81]|[\u0E82\u0E84\u0E87\u0E88\u0E8A\u0E8D\u0E94-\u0E97\u0E99-\u0E9F\u0EA1-\u0EA3]|[\u0EA5\u0EA7\u0EAA\u0EAB\u0EAD-\u0EB0\u0EB2\u0EB3\u0EBD\u0EC0-\u0EC4\u0EC6]|[\u0EDC-\u0EDF\u0F00\u0F40-\u0F47\u0F49-\u0F6C\u0F88-\u0F8C\u1000-\u102A]|[\u103F\u1050-\u1055\u105A-\u105D\u1061\u1065\u1066\u106E-\u1070\u1075-\u1081]|[\u108E\u10A0-\u10C5\u10C7\u10CD\u10D0-\u10FA\u10FC-\u1248\u124A-\u124D]|[\u1250-\u1256\u1258\u125A-\u125D\u1260-\u1288\u128A-\u128D\u1290-\u12B0]|[\u12B2-\u12B5\u12B8-\u12BE\u12C0\u12C2-\u12C5\u12C8-\u12D6\u12D8-\u1310]|[\u1312-\u1315\u1318-\u135A\u1380-\u138F\u13A0-\u13F4\u1401-\u166C]|[\u166F-\u167F\u1681-\u169A\u16A0-\u16EA\u1700-\u170C\u170E-\u1711]|[\u1720-\u1731\u1740-\u1751\u1760-\u176C\u176E-\u1770\u1780-\u17B3\u17D7]|[\u17DC\u1820-\u1877\u1880-\u18A8\u18AA\u18B0-\u18F5\u1900-\u191C]|[\u1950-\u196D\u1970-\u1974\u1980-\u19AB\u19C1-\u19C7\u1A00-\u1A16]|[\u1A20-\u1A54\u1AA7\u1B05-\u1B33\u1B45-\u1B4B\u1B83-\u1BA0\u1BAE\u1BAF]|[\u1BBA-\u1BE5\u1C00-\u1C23\u1C4D-\u1C4F\u1C5A-\u1C7D\u1CE9-\u1CEC]|[\u1CEE-\u1CF1\u1CF5\u1CF6\u1D00-\u1DBF\u1E00-\u1F15\u1F18-\u1F1D]|[\u1F20-\u1F45\u1F48-\u1F4D\u1F50-\u1F57\u1F59\u1F5B\u1F5D\u1F5F-\u1F7D]|[\u1F80-\u1FB4\u1FB6-\u1FBC\u1FBE\u1FC2-\u1FC4\u1FC6-\u1FCC\u1FD0-\u1FD3]|[\u1FD6-\u1FDB\u1FE0-\u1FEC\u1FF2-\u1FF4\u1FF6-\u1FFC\u2071\u207F]|[\u2090-\u209C\u2102\u2107\u210A-\u2113\u2115\u2119-\u211D\u2124\u2126\u2128]|[\u212A-\u212D\u212F-\u2139\u213C-\u213F\u2145-\u2149\u214E\u2183\u2184]|[\u2C00-\u2C2E\u2C30-\u2C5E\u2C60-\u2CE4\u2CEB-\u2CEE\u2CF2\u2CF3]|[\u2D00-\u2D25\u2D27\u2D2D\u2D30-\u2D67\u2D6F\u2D80-\u2D96\u2DA0-\u2DA6]|[\u2DA8-\u2DAE\u2DB0-\u2DB6\u2DB8-\u2DBE\u2DC0-\u2DC6\u2DC8-\u2DCE]|[\u2DD0-\u2DD6\u2DD8-\u2DDE\u2E2F\u3005\u3006\u3031-\u3035\u303B\u303C]|[\u3041-\u3096\u309D-\u309F\u30A1-\u30FA\u30FC-\u30FF\u3105-\u312D]|[\u3131-\u318E\u31A0-\u31BA\u31F0-\u31FF\u3400-\u4DB5\u4E00-\u9FCC]|[\uA000-\uA48C\uA4D0-\uA4FD\uA500-\uA60C\uA610-\uA61F\uA62A\uA62B]|[\uA640-\uA66E\uA67F-\uA697\uA6A0-\uA6E5\uA717-\uA71F\uA722-\uA788]|[\uA78B-\uA78E\uA790-\uA793\uA7A0-\uA7AA\uA7F8-\uA801\uA803-\uA805]|[\uA807-\uA80A\uA80C-\uA822\uA840-\uA873\uA882-\uA8B3\uA8F2-\uA8F7\uA8FB]|[\uA90A-\uA925\uA930-\uA946\uA960-\uA97C\uA984-\uA9B2\uA9CF\uAA00-\uAA28]|[\uAA40-\uAA42\uAA44-\uAA4B\uAA60-\uAA76\uAA7A\uAA80-\uAAAF\uAAB1\uAAB5]|[\uAAB6\uAAB9-\uAABD\uAAC0\uAAC2\uAADB-\uAADD\uAAE0-\uAAEA\uAAF2-\uAAF4]|[\uAB01-\uAB06\uAB09-\uAB0E\uAB11-\uAB16\uAB20-\uAB26\uAB28-\uAB2E]|[\uABC0-\uABE2\uAC00-\uD7A3\uD7B0-\uD7C6\uD7CB-\uD7FB\uF900-\uFA6D]|[\uFA70-\uFAD9\uFB00-\uFB06\uFB13-\uFB17\uFB1D\uFB1F-\uFB28\uFB2A-\uFB36]|[\uFB38-\uFB3C\uFB3E\uFB40\uFB41\uFB43\uFB44\uFB46-\uFBB1\uFBD3-\uFD3D]|[\uFD50-\uFD8F\uFD92-\uFDC7\uFDF0-\uFDFB\uFE70-\uFE74\uFE76-\uFEFC]|[\uFF21-\uFF3A\uFF41-\uFF5A\uFF66-\uFFBE\uFFC2-\uFFC7\uFFCA-\uFFCF]|[\uFFD2-\uFFD7\uFFDA-\uFFDC])/,/^(?:\s)/,/^(?:$)/],conditions:{acc_descr_multiline:{rules:[16,17],inclusive:!1},acc_descr:{rules:[14],inclusive:!1},acc_title:{rules:[12],inclusive:!1},arg_directive:{rules:[7,8],inclusive:!1},type_directive:{rules:[6,7],inclusive:!1},open_directive:{rules:[5],inclusive:!1},callback_args:{rules:[54,55],inclusive:!1},callback_name:{rules:[51,52,53],inclusive:!1},href:{rules:[48,49],inclusive:!1},struct:{rules:[23,24,25,26,27,28],inclusive:!1},generic:{rules:[39,40],inclusive:!1},bqstring:{rules:[45,46],inclusive:!1},string:{rules:[42,43],inclusive:!1},INITIAL:{rules:[0,1,2,3,4,9,10,11,13,15,18,19,20,21,22,23,29,30,31,32,33,34,35,36,37,38,41,44,47,50,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84],inclusive:!0}}};return Nt}();kt.lexer=Dt;function vt(){this.yy={}}return vt.prototype=kt,kt.Parser=vt,new vt}();oge.parser=oge;const XRe=oge,cge="classId-";let uge=[],hf={},OK=[],QRe=0,IP=[];const M5=i=>Wa.sanitizeText(i,Tt()),HHt=function(i,a,f){rd.parseDirective(this,i,a,f)},hL=function(i){let a="",f=i;if(i.indexOf("~")>0){const p=i.split("~");f=M5(p[0]),a=M5(p[1])}return{className:f,type:a}},zHt=function(i,a){a&&(a=M5(a));const{className:f}=hL(i);hf[f].label=a},lge=function(i){const a=hL(i);hf[a.className]===void 0&&(hf[a.className]={id:a.className,type:a.type,label:a.className,cssClasses:[],methods:[],members:[],annotations:[],domId:cge+a.className+"-"+QRe},QRe++)},ZRe=function(i){if(i in hf)return hf[i].domId;throw new Error("Class not found: "+i)},GHt=function(){uge=[],hf={},OK=[],IP=[],IP.push(eFe),rp()},qHt=function(i){return hf[i]},VHt=function(){return hf},UHt=function(){return uge},WHt=function(){return OK},KHt=function(i){Fe.debug("Adding relation: 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46:this.$={stmt:"state",id:Ot[kt-2].trim(),classes:[Ot[kt].trim()],type:"default",description:""};break;case 47:this.$={stmt:"state",id:Ot[kt-2].trim(),classes:[Ot[kt].trim()],type:"default",description:""};break;case 50:cn.parseDirective("%%{","open_directive");break;case 51:cn.parseDirective(Ot[kt],"type_directive");break;case 52:Ot[kt]=Ot[kt].trim().replace(/'/g,'"'),cn.parseDirective(Ot[kt],"arg_directive");break;case 53:cn.parseDirective("}%%","close_directive","state");break}},table:[{3:1,4:a,5:f,6:4,7:p,45:6,60:w},{1:[3]},{3:8,4:a,5:f,6:4,7:p,45:6,60:w},{3:9,4:a,5:f,6:4,7:p,45:6,60:w},{3:10,4:a,5:f,6:4,7:p,45:6,60:w},i([1,4,5,16,17,19,22,24,25,26,27,28,29,33,35,37,38,42,50,51,52,53,56,60],y,{8:11}),{46:12,61:[1,13]},{61:[2,50]},{1:[2,1]},{1:[2,2]},{1:[2,3]},{1:[2,4],4:b,5:E,6:30,9:14,10:16,11:18,12:19,13:20,16:S,17:N,19:B,22:R,24:j,25:$,26:V,27:Q,28:oe,29:ce,32:31,33:se,35:ge,37:ye,38:ke,42:Ae,45:6,50:de,51:ve,52:te,53:xe,56:De,60:w},{47:43,48:[1,44],63:he},i([48,63],[2,51]),i(Ie,[2,6]),{6:30,10:46,11:18,12:19,13:20,16:S,17:N,19:B,22:R,24:j,25:$,26:V,27:Q,28:oe,29:ce,32:31,33:se,35:ge,37:ye,38:ke,42:Ae,45:6,50:de,51:ve,52:te,53:xe,56:De,60:w},i(Ie,[2,8]),i(Ie,[2,9]),i(Ie,[2,10]),i(Ie,[2,11]),i(Ie,[2,12],{14:[1,47],15:[1,48]}),i(Ie,[2,16]),{18:[1,49]},i(Ie,[2,18],{20:[1,50]}),{23:[1,51]},i(Ie,[2,22]),i(Ie,[2,23]),i(Ie,[2,24]),i(Ie,[2,25]),{30:52,31:[1,53],58:[1,54],59:[1,55]},i(Ie,[2,28]),i(Ie,[2,29]),{34:[1,56]},{36:[1,57]},i(Ie,[2,32]),{39:[1,58],41:[1,59]},{43:[1,60]},i(ee,[2,44],{57:[1,61]}),i(ee,[2,45],{57:[1,62]}),i(Ie,[2,38]),i(Ie,[2,39]),i(Ie,[2,40]),i(Ie,[2,41]),i(rt,[2,36]),{49:63,62:[1,64]},i(rt,[2,53]),i(Ie,[2,7]),i(Ie,[2,13]),{13:65,24:j,56:De},i(Ie,[2,17]),i(me,y,{8:66}),{24:[1,67]},{24:[1,68]},{23:[1,69]},{24:[2,48]},{24:[2,49]},i(Ie,[2,30]),i(Ie,[2,31]),{40:[1,70]},{40:[1,71]},{44:[1,72]},{24:[1,73]},{24:[1,74]},{47:75,63:he},{63:[2,52]},i(Ie,[2,14],{14:[1,76]}),{4:b,5:E,6:30,9:14,10:16,11:18,12:19,13:20,16:S,17:N,19:B,21:[1,77],22:R,24:j,25:$,26:V,27:Q,28:oe,29:ce,32:31,33:se,35:ge,37:ye,38:ke,42:Ae,45:6,50:de,51:ve,52:te,53:xe,56:De,60:w},i(Ie,[2,20],{20:[1,78]}),{31:[1,79]},{24:[1,80]},i(Ie,[2,33]),i(Ie,[2,34]),i(Ie,[2,35]),i(ee,[2,46]),i(ee,[2,47]),i(rt,[2,37]),i(Ie,[2,15]),i(Ie,[2,19]),i(me,y,{8:81}),i(Ie,[2,26]),i(Ie,[2,27]),{4:b,5:E,6:30,9:14,10:16,11:18,12:19,13:20,16:S,17:N,19:B,21:[1,82],22:R,24:j,25:$,26:V,27:Q,28:oe,29:ce,32:31,33:se,35:ge,37:ye,38:ke,42:Ae,45:6,50:de,51:ve,52:te,53:xe,56:De,60:w},i(Ie,[2,21])],defaultActions:{7:[2,50],8:[2,1],9:[2,2],10:[2,3],54:[2,48],55:[2,49],64:[2,52]},parseError:function(jt,At){if(At.recoverable)this.trace(jt);else{var Bt=new Error(jt);throw Bt.hash=At,Bt}},parse:function(jt){var At=this,Bt=[0],cn=[],Nn=[null],Ot=[],oi=this.table,kt="",Dt=0,vt=0,Nt=2,ze=1,Xe=Ot.slice.call(arguments,1),Lt=Object.create(this.lexer),Ge={yy:{}};for(var Bn in this.yy)Object.prototype.hasOwnProperty.call(this.yy,Bn)&&(Ge.yy[Bn]=this.yy[Bn]);Lt.setInput(jt,Ge.yy),Ge.yy.lexer=Lt,Ge.yy.parser=this,typeof Lt.yylloc>"u"&&(Lt.yylloc={});var Oe=Lt.yylloc;Ot.push(Oe);var Ri=Lt.options&&Lt.options.ranges;typeof Ge.yy.parseError=="function"?this.parseError=Ge.yy.parseError:this.parseError=Object.getPrototypeOf(this).parseError;function tn(){var Hi;return Hi=cn.pop()||Lt.lex()||ze,typeof Hi!="number"&&(Hi instanceof Array&&(cn=Hi,Hi=cn.pop()),Hi=At.symbols_[Hi]||Hi),Hi}for(var hi,Sr,Zn,Xn,ir={},Hn,tr,ha,Zs;;){if(Sr=Bt[Bt.length-1],this.defaultActions[Sr]?Zn=this.defaultActions[Sr]:((hi===null||typeof hi>"u")&&(hi=tn()),Zn=oi[Sr]&&oi[Sr][hi]),typeof Zn>"u"||!Zn.length||!Zn[0]){var ns="";Zs=[];for(Hn in oi[Sr])this.terminals_[Hn]&&Hn>Nt&&Zs.push("'"+this.terminals_[Hn]+"'");Lt.showPosition?ns="Parse error on line "+(Dt+1)+`: +`+Lt.showPosition()+` +Expecting `+Zs.join(", ")+", got '"+(this.terminals_[hi]||hi)+"'":ns="Parse error on line "+(Dt+1)+": Unexpected "+(hi==ze?"end of input":"'"+(this.terminals_[hi]||hi)+"'"),this.parseError(ns,{text:Lt.match,token:this.terminals_[hi]||hi,line:Lt.yylineno,loc:Oe,expected:Zs})}if(Zn[0]instanceof Array&&Zn.length>1)throw new Error("Parse Error: multiple actions possible at state: "+Sr+", token: "+hi);switch(Zn[0]){case 1:Bt.push(hi),Nn.push(Lt.yytext),Ot.push(Lt.yylloc),Bt.push(Zn[1]),hi=null,vt=Lt.yyleng,kt=Lt.yytext,Dt=Lt.yylineno,Oe=Lt.yylloc;break;case 2:if(tr=this.productions_[Zn[1]][1],ir.$=Nn[Nn.length-tr],ir._$={first_line:Ot[Ot.length-(tr||1)].first_line,last_line:Ot[Ot.length-1].last_line,first_column:Ot[Ot.length-(tr||1)].first_column,last_column:Ot[Ot.length-1].last_column},Ri&&(ir._$.range=[Ot[Ot.length-(tr||1)].range[0],Ot[Ot.length-1].range[1]]),Xn=this.performAction.apply(ir,[kt,vt,Dt,Ge.yy,Zn[1],Nn,Ot].concat(Xe)),typeof Xn<"u")return Xn;tr&&(Bt=Bt.slice(0,-1*tr*2),Nn=Nn.slice(0,-1*tr),Ot=Ot.slice(0,-1*tr)),Bt.push(this.productions_[Zn[1]][0]),Nn.push(ir.$),Ot.push(ir._$),ha=oi[Bt[Bt.length-2]][Bt[Bt.length-1]],Bt.push(ha);break;case 3:return!0}}return!0}},pe=function(){var wt={EOF:1,parseError:function(At,Bt){if(this.yy.parser)this.yy.parser.parseError(At,Bt);else throw new Error(At)},setInput:function(jt,At){return this.yy=At||this.yy||{},this._input=jt,this._more=this._backtrack=this.done=!1,this.yylineno=this.yyleng=0,this.yytext=this.matched=this.match="",this.conditionStack=["INITIAL"],this.yylloc={first_line:1,first_column:0,last_line:1,last_column:0},this.options.ranges&&(this.yylloc.range=[0,0]),this.offset=0,this},input:function(){var jt=this._input[0];this.yytext+=jt,this.yyleng++,this.offset++,this.match+=jt,this.matched+=jt;var At=jt.match(/(?:\r\n?|\n).*/g);return At?(this.yylineno++,this.yylloc.last_line++):this.yylloc.last_column++,this.options.ranges&&this.yylloc.range[1]++,this._input=this._input.slice(1),jt},unput:function(jt){var At=jt.length,Bt=jt.split(/(?:\r\n?|\n)/g);this._input=jt+this._input,this.yytext=this.yytext.substr(0,this.yytext.length-At),this.offset-=At;var cn=this.match.split(/(?:\r\n?|\n)/g);this.match=this.match.substr(0,this.match.length-1),this.matched=this.matched.substr(0,this.matched.length-1),Bt.length-1&&(this.yylineno-=Bt.length-1);var Nn=this.yylloc.range;return this.yylloc={first_line:this.yylloc.first_line,last_line:this.yylineno+1,first_column:this.yylloc.first_column,last_column:Bt?(Bt.length===cn.length?this.yylloc.first_column:0)+cn[cn.length-Bt.length].length-Bt[0].length:this.yylloc.first_column-At},this.options.ranges&&(this.yylloc.range=[Nn[0],Nn[0]+this.yyleng-At]),this.yyleng=this.yytext.length,this},more:function(){return this._more=!0,this},reject:function(){if(this.options.backtrack_lexer)this._backtrack=!0;else return this.parseError("Lexical error on line "+(this.yylineno+1)+`. You can only invoke reject() in the lexer when the lexer is of the backtracking persuasion (options.backtrack_lexer = true). +`+this.showPosition(),{text:"",token:null,line:this.yylineno});return this},less:function(jt){this.unput(this.match.slice(jt))},pastInput:function(){var jt=this.matched.substr(0,this.matched.length-this.match.length);return(jt.length>20?"...":"")+jt.substr(-20).replace(/\n/g,"")},upcomingInput:function(){var jt=this.match;return jt.length<20&&(jt+=this._input.substr(0,20-jt.length)),(jt.substr(0,20)+(jt.length>20?"...":"")).replace(/\n/g,"")},showPosition:function(){var jt=this.pastInput(),At=new Array(jt.length+1).join("-");return jt+this.upcomingInput()+` +`+At+"^"},test_match:function(jt,At){var Bt,cn,Nn;if(this.options.backtrack_lexer&&(Nn={yylineno:this.yylineno,yylloc:{first_line:this.yylloc.first_line,last_line:this.last_line,first_column:this.yylloc.first_column,last_column:this.yylloc.last_column},yytext:this.yytext,match:this.match,matches:this.matches,matched:this.matched,yyleng:this.yyleng,offset:this.offset,_more:this._more,_input:this._input,yy:this.yy,conditionStack:this.conditionStack.slice(0),done:this.done},this.options.ranges&&(Nn.yylloc.range=this.yylloc.range.slice(0))),cn=jt[0].match(/(?:\r\n?|\n).*/g),cn&&(this.yylineno+=cn.length),this.yylloc={first_line:this.yylloc.last_line,last_line:this.yylineno+1,first_column:this.yylloc.last_column,last_column:cn?cn[cn.length-1].length-cn[cn.length-1].match(/\r?\n?/)[0].length:this.yylloc.last_column+jt[0].length},this.yytext+=jt[0],this.match+=jt[0],this.matches=jt,this.yyleng=this.yytext.length,this.options.ranges&&(this.yylloc.range=[this.offset,this.offset+=this.yyleng]),this._more=!1,this._backtrack=!1,this._input=this._input.slice(jt[0].length),this.matched+=jt[0],Bt=this.performAction.call(this,this.yy,this,At,this.conditionStack[this.conditionStack.length-1]),this.done&&this._input&&(this.done=!1),Bt)return Bt;if(this._backtrack){for(var Ot in Nn)this[Ot]=Nn[Ot];return!1}return!1},next:function(){if(this.done)return this.EOF;this._input||(this.done=!0);var jt,At,Bt,cn;this._more||(this.yytext="",this.match="");for(var Nn=this._currentRules(),Ot=0;OtAt[0].length)){if(At=Bt,cn=Ot,this.options.backtrack_lexer){if(jt=this.test_match(Bt,Nn[Ot]),jt!==!1)return jt;if(this._backtrack){At=!1;continue}else return!1}else if(!this.options.flex)break}return At?(jt=this.test_match(At,Nn[cn]),jt!==!1?jt:!1):this._input===""?this.EOF:this.parseError("Lexical error on line "+(this.yylineno+1)+`. Unrecognized text. +`+this.showPosition(),{text:"",token:null,line:this.yylineno})},lex:function(){var At=this.next();return At||this.lex()},begin:function(At){this.conditionStack.push(At)},popState:function(){var At=this.conditionStack.length-1;return At>0?this.conditionStack.pop():this.conditionStack[0]},_currentRules:function(){return this.conditionStack.length&&this.conditionStack[this.conditionStack.length-1]?this.conditions[this.conditionStack[this.conditionStack.length-1]].rules:this.conditions.INITIAL.rules},topState:function(At){return At=this.conditionStack.length-1-Math.abs(At||0),At>=0?this.conditionStack[At]:"INITIAL"},pushState:function(At){this.begin(At)},stateStackSize:function(){return this.conditionStack.length},options:{"case-insensitive":!0},performAction:function(At,Bt,cn,Nn){switch(cn){case 0:return 41;case 1:return 50;case 2:return 51;case 3:return 52;case 4:return 53;case 5:return this.begin("open_directive"),60;case 6:return this.begin("type_directive"),61;case 7:return this.popState(),this.begin("arg_directive"),48;case 8:return this.popState(),this.popState(),63;case 9:return 62;case 10:break;case 11:break;case 12:return 5;case 13:break;case 14:break;case 15:break;case 16:break;case 17:return this.pushState("SCALE"),17;case 18:return 18;case 19:this.popState();break;case 20:return this.begin("acc_title"),33;case 21:return this.popState(),"acc_title_value";case 22:return this.begin("acc_descr"),35;case 23:return this.popState(),"acc_descr_value";case 24:this.begin("acc_descr_multiline");break;case 25:this.popState();break;case 26:return"acc_descr_multiline_value";case 27:return this.pushState("CLASSDEF"),38;case 28:return this.popState(),this.pushState("CLASSDEFID"),"DEFAULT_CLASSDEF_ID";case 29:return this.popState(),this.pushState("CLASSDEFID"),39;case 30:return this.popState(),40;case 31:return this.pushState("CLASS"),42;case 32:return this.popState(),this.pushState("CLASS_STYLE"),43;case 33:return this.popState(),44;case 34:return this.pushState("SCALE"),17;case 35:return 18;case 36:this.popState();break;case 37:this.pushState("STATE");break;case 38:return this.popState(),Bt.yytext=Bt.yytext.slice(0,-8).trim(),25;case 39:return this.popState(),Bt.yytext=Bt.yytext.slice(0,-8).trim(),26;case 40:return this.popState(),Bt.yytext=Bt.yytext.slice(0,-10).trim(),27;case 41:return this.popState(),Bt.yytext=Bt.yytext.slice(0,-8).trim(),25;case 42:return this.popState(),Bt.yytext=Bt.yytext.slice(0,-8).trim(),26;case 43:return this.popState(),Bt.yytext=Bt.yytext.slice(0,-10).trim(),27;case 44:return 50;case 45:return 51;case 46:return 52;case 47:return 53;case 48:this.pushState("STATE_STRING");break;case 49:return this.pushState("STATE_ID"),"AS";case 50:return this.popState(),"ID";case 51:this.popState();break;case 52:return"STATE_DESCR";case 53:return 19;case 54:this.popState();break;case 55:return this.popState(),this.pushState("struct"),20;case 56:break;case 57:return this.popState(),21;case 58:break;case 59:return this.begin("NOTE"),29;case 60:return this.popState(),this.pushState("NOTE_ID"),58;case 61:return this.popState(),this.pushState("NOTE_ID"),59;case 62:this.popState(),this.pushState("FLOATING_NOTE");break;case 63:return this.popState(),this.pushState("FLOATING_NOTE_ID"),"AS";case 64:break;case 65:return"NOTE_TEXT";case 66:return this.popState(),"ID";case 67:return this.popState(),this.pushState("NOTE_TEXT"),24;case 68:return this.popState(),Bt.yytext=Bt.yytext.substr(2).trim(),31;case 69:return this.popState(),Bt.yytext=Bt.yytext.slice(0,-8).trim(),31;case 70:return 7;case 71:return 7;case 72:return 16;case 73:return 56;case 74:return 24;case 75:return Bt.yytext=Bt.yytext.trim(),14;case 76:return 15;case 77:return 28;case 78:return 57;case 79:return 5;case 80:return"INVALID"}},rules:[/^(?:default\b)/i,/^(?:.*direction\s+TB[^\n]*)/i,/^(?:.*direction\s+BT[^\n]*)/i,/^(?:.*direction\s+RL[^\n]*)/i,/^(?:.*direction\s+LR[^\n]*)/i,/^(?:%%\{)/i,/^(?:((?:(?!\}%%)[^:.])*))/i,/^(?::)/i,/^(?:\}%%)/i,/^(?:((?:(?!\}%%).|\n)*))/i,/^(?:%%(?!\{)[^\n]*)/i,/^(?:[^\}]%%[^\n]*)/i,/^(?:[\n]+)/i,/^(?:[\s]+)/i,/^(?:((?!\n)\s)+)/i,/^(?:#[^\n]*)/i,/^(?:%[^\n]*)/i,/^(?:scale\s+)/i,/^(?:\d+)/i,/^(?:\s+width\b)/i,/^(?:accTitle\s*:\s*)/i,/^(?:(?!\n||)*[^\n]*)/i,/^(?:accDescr\s*:\s*)/i,/^(?:(?!\n||)*[^\n]*)/i,/^(?:accDescr\s*\{\s*)/i,/^(?:[\}])/i,/^(?:[^\}]*)/i,/^(?:classDef\s+)/i,/^(?:DEFAULT\s+)/i,/^(?:\w+\s+)/i,/^(?:[^\n]*)/i,/^(?:class\s+)/i,/^(?:(\w+)+((,\s*\w+)*))/i,/^(?:[^\n]*)/i,/^(?:scale\s+)/i,/^(?:\d+)/i,/^(?:\s+width\b)/i,/^(?:state\s+)/i,/^(?:.*<>)/i,/^(?:.*<>)/i,/^(?:.*<>)/i,/^(?:.*\[\[fork\]\])/i,/^(?:.*\[\[join\]\])/i,/^(?:.*\[\[choice\]\])/i,/^(?:.*direction\s+TB[^\n]*)/i,/^(?:.*direction\s+BT[^\n]*)/i,/^(?:.*direction\s+RL[^\n]*)/i,/^(?:.*direction\s+LR[^\n]*)/i,/^(?:["])/i,/^(?:\s*as\s+)/i,/^(?:[^\n\{]*)/i,/^(?:["])/i,/^(?:[^"]*)/i,/^(?:[^\n\s\{]+)/i,/^(?:\n)/i,/^(?:\{)/i,/^(?:%%(?!\{)[^\n]*)/i,/^(?:\})/i,/^(?:[\n])/i,/^(?:note\s+)/i,/^(?:left of\b)/i,/^(?:right of\b)/i,/^(?:")/i,/^(?:\s*as\s*)/i,/^(?:["])/i,/^(?:[^"]*)/i,/^(?:[^\n]*)/i,/^(?:\s*[^:\n\s\-]+)/i,/^(?:\s*:[^:\n;]+)/i,/^(?:[\s\S]*?end note\b)/i,/^(?:stateDiagram\s+)/i,/^(?:stateDiagram-v2\s+)/i,/^(?:hide empty description\b)/i,/^(?:\[\*\])/i,/^(?:[^:\n\s\-\{]+)/i,/^(?:\s*:[^:\n;]+)/i,/^(?:-->)/i,/^(?:--)/i,/^(?::::)/i,/^(?:$)/i,/^(?:.)/i],conditions:{LINE:{rules:[14,15],inclusive:!1},close_directive:{rules:[14,15],inclusive:!1},arg_directive:{rules:[8,9,14,15],inclusive:!1},type_directive:{rules:[7,8,14,15],inclusive:!1},open_directive:{rules:[6,14,15],inclusive:!1},struct:{rules:[14,15,27,31,37,44,45,46,47,56,57,58,59,73,74,75,76,77],inclusive:!1},FLOATING_NOTE_ID:{rules:[66],inclusive:!1},FLOATING_NOTE:{rules:[63,64,65],inclusive:!1},NOTE_TEXT:{rules:[68,69],inclusive:!1},NOTE_ID:{rules:[67],inclusive:!1},NOTE:{rules:[60,61,62],inclusive:!1},CLASS_STYLE:{rules:[33],inclusive:!1},CLASS:{rules:[32],inclusive:!1},CLASSDEFID:{rules:[30],inclusive:!1},CLASSDEF:{rules:[28,29],inclusive:!1},acc_descr_multiline:{rules:[25,26],inclusive:!1},acc_descr:{rules:[23],inclusive:!1},acc_title:{rules:[21],inclusive:!1},SCALE:{rules:[18,19,35,36],inclusive:!1},ALIAS:{rules:[],inclusive:!1},STATE_ID:{rules:[50],inclusive:!1},STATE_STRING:{rules:[51,52],inclusive:!1},FORK_STATE:{rules:[],inclusive:!1},STATE:{rules:[14,15,38,39,40,41,42,43,48,49,53,54,55],inclusive:!1},ID:{rules:[14,15],inclusive:!1},INITIAL:{rules:[0,1,2,3,4,5,10,11,12,13,15,16,17,20,22,24,27,31,34,37,55,59,70,71,72,73,74,75,76,78,79,80],inclusive:!0}}};return wt}();gt.lexer=pe;function Et(){this.yy={}}return Et.prototype=gt,gt.Parser=Et,new Et}();dge.parser=dge;const sFe=dge,pzt="LR",bzt="TB",RK="state",gge="relation",vzt="classDef",wzt="applyClass",NP="default",aFe="divider",pge="[*]",oFe="start",cFe=pge,uFe="end",lFe="color",hFe="fill",mzt="bgFill",yzt=",";function fFe(){return{}}let dFe=pzt,FK=[],PP=fFe();const gFe=()=>({relations:[],states:{},documents:{}});let jK={root:gFe()},x0=jK.root,BP=0,pFe=0;const kzt={LINE:0,DOTTED_LINE:1},xzt={AGGREGATION:0,EXTENSION:1,COMPOSITION:2,DEPENDENCY:3},$K=i=>JSON.parse(JSON.stringify(i)),Ezt=function(i,a,f){rd.parseDirective(this,i,a,f)},Tzt=i=>{Fe.info("Setting root doc",i),FK=i},_zt=()=>FK,HK=(i,a,f)=>{if(a.stmt===gge)HK(i,a.state1,!0),HK(i,a.state2,!1);else if(a.stmt===RK&&(a.id==="[*]"?(a.id=f?i.id+"_start":i.id+"_end",a.start=f):a.id=a.id.trim()),a.doc){const p=[];let w=[],y;for(y=0;y0&&w.length>0){const b={stmt:RK,id:IIe(),type:"divider",doc:$K(w)};p.push($K(b)),a.doc=p}a.doc.forEach(b=>HK(a,b,!0))}},Czt=()=>(HK({id:"root"},{id:"root",doc:FK},!0),{id:"root",doc:FK}),Szt=i=>{let a;i.doc?a=i.doc:a=i,Fe.info(a),bFe(!0),Fe.info("Extract",a),a.forEach(f=>{switch(f.stmt){case RK:p9(f.id.trim(),f.type,f.doc,f.description,f.note,f.classes,f.styles,f.textStyles);break;case gge:vFe(f.state1,f.state2,f.description);break;case vzt:wFe(f.id.trim(),f.classes);break;case wzt:mge(f.id.trim(),f.styleClass);break}})},p9=function(i,a=NP,f=null,p=null,w=null,y=null,b=null,E=null){const S=i==null?void 0:i.trim();x0.states[S]===void 0?(Fe.info("Adding state ",S,p),x0.states[S]={id:S,descriptions:[],type:a,doc:f,note:w,classes:[],styles:[],textStyles:[]}):(x0.states[S].doc||(x0.states[S].doc=f),x0.states[S].type||(x0.states[S].type=a)),p&&(Fe.info("Setting state description",S,p),typeof p=="string"&&wge(S,p.trim()),typeof p=="object"&&p.forEach(N=>wge(S,N.trim()))),w&&(x0.states[S].note=w,x0.states[S].note.text=Wa.sanitizeText(x0.states[S].note.text,Tt())),y&&(Fe.info("Setting state classes",S,y),(typeof y=="string"?[y]:y).forEach(B=>mge(S,B.trim()))),b&&(Fe.info("Setting state styles",S,b),(typeof b=="string"?[b]:b).forEach(B=>Rzt(S,B.trim()))),E&&(Fe.info("Setting state styles",S,b),(typeof E=="string"?[E]:E).forEach(B=>Fzt(S,B.trim())))},bFe=function(i){jK={root:gFe()},x0=jK.root,BP=0,PP=fFe(),i||rp()},RP=function(i){return x0.states[i]},Azt=function(){return x0.states},Lzt=function(){Fe.info("Documents = ",jK)},Mzt=function(){return x0.relations};function bge(i=""){let a=i;return i===pge&&(BP++,a=`${oFe}${BP}`),a}function vge(i="",a=NP){return i===pge?oFe:a}function Dzt(i=""){let a=i;return i===cFe&&(BP++,a=`${uFe}${BP}`),a}function Izt(i="",a=NP){return i===cFe?uFe:a}function Ozt(i,a,f){let p=bge(i.id.trim()),w=vge(i.id.trim(),i.type),y=bge(a.id.trim()),b=vge(a.id.trim(),a.type);p9(p,w,i.doc,i.description,i.note,i.classes,i.styles,i.textStyles),p9(y,b,a.doc,a.description,a.note,a.classes,a.styles,a.textStyles),x0.relations.push({id1:p,id2:y,relationTitle:Wa.sanitizeText(f,Tt())})}const vFe=function(i,a,f){if(typeof i=="object")Ozt(i,a,f);else{const p=bge(i.trim()),w=vge(i),y=Dzt(a.trim()),b=Izt(a);p9(p,w),p9(y,b),x0.relations.push({id1:p,id2:y,title:Wa.sanitizeText(f,Tt())})}},wge=function(i,a){const f=x0.states[i],p=a.startsWith(":")?a.replace(":","").trim():a;f.descriptions.push(Wa.sanitizeText(p,Tt()))},Nzt=function(i){return i.substring(0,1)===":"?i.substr(2).trim():i.trim()},Pzt=()=>(pFe++,"divider-id-"+pFe),wFe=function(i,a=""){PP[i]===void 0&&(PP[i]={id:i,styles:[],textStyles:[]});const f=PP[i];a!=null&&a.split(yzt).forEach(p=>{const w=p.replace(/([^;]*);/,"$1").trim();if(p.match(lFe)){const b=w.replace(hFe,mzt).replace(lFe,hFe);f.textStyles.push(b)}f.styles.push(w)})},Bzt=function(){return PP},mge=function(i,a){i.split(",").forEach(function(f){let p=RP(f);if(p===void 0){const w=f.trim();p9(w),p=RP(w)}p.classes.push(a)})},Rzt=function(i,a){const f=RP(i);f!==void 0&&f.textStyles.push(a)},Fzt=function(i,a){const f=RP(i);f!==void 0&&f.textStyles.push(a)},D5={parseDirective:Ezt,getConfig:()=>Tt().state,addState:p9,clear:bFe,getState:RP,getStates:Azt,getRelations:Mzt,getClasses:Bzt,getDirection:()=>dFe,addRelation:vFe,getDividerId:Pzt,setDirection:i=>{dFe=i},cleanupLabel:Nzt,lineType:kzt,relationType:xzt,logDocuments:Lzt,getRootDoc:_zt,setRootDoc:Tzt,getRootDocV2:Czt,extract:Szt,trimColon:i=>i&&i[0]===":"?i.substr(1).trim():i.trim(),getAccTitle:L2,setAccTitle:ip,getAccDescription:D2,setAccDescription:M2,addStyleClass:wFe,setCssClass:mge,addDescription:wge,setDiagramTitle:Uw,getDiagramTitle:Ww},mFe=i=>` +defs #statediagram-barbEnd { + fill: ${i.transitionColor}; + stroke: ${i.transitionColor}; + } +g.stateGroup text { + fill: ${i.nodeBorder}; + stroke: none; + font-size: 10px; +} +g.stateGroup text { + fill: ${i.textColor}; + stroke: none; + font-size: 10px; + +} +g.stateGroup .state-title { + font-weight: bolder; + fill: ${i.stateLabelColor}; +} + +g.stateGroup rect { + fill: ${i.mainBkg}; + stroke: ${i.nodeBorder}; +} + +g.stateGroup line { + stroke: ${i.lineColor}; + stroke-width: 1; +} + +.transition { + stroke: ${i.transitionColor}; + stroke-width: 1; + fill: none; +} + +.stateGroup .composit { + fill: ${i.background}; + border-bottom: 1px +} + +.stateGroup .alt-composit { + fill: #e0e0e0; + border-bottom: 1px +} + +.state-note { + stroke: ${i.noteBorderColor}; + fill: ${i.noteBkgColor}; + + text { + fill: ${i.noteTextColor}; + stroke: none; + font-size: 10px; + } +} + +.stateLabel .box { + stroke: none; + stroke-width: 0; + fill: ${i.mainBkg}; + opacity: 0.5; +} + +.edgeLabel .label rect { + fill: ${i.labelBackgroundColor}; + opacity: 0.5; +} +.edgeLabel .label text { + fill: ${i.transitionLabelColor||i.tertiaryTextColor}; +} +.label div .edgeLabel { + color: ${i.transitionLabelColor||i.tertiaryTextColor}; +} + +.stateLabel text { + fill: ${i.stateLabelColor}; + font-size: 10px; + font-weight: bold; +} + +.node circle.state-start { + fill: ${i.specialStateColor}; + stroke: ${i.specialStateColor}; +} + +.node .fork-join { + fill: ${i.specialStateColor}; + stroke: ${i.specialStateColor}; +} + +.node circle.state-end { + fill: ${i.innerEndBackground}; + stroke: ${i.background}; + stroke-width: 1.5 +} +.end-state-inner { + fill: ${i.compositeBackground||i.background}; + // stroke: ${i.background}; + stroke-width: 1.5 +} + +.node rect { + fill: ${i.stateBkg||i.mainBkg}; + stroke: ${i.stateBorder||i.nodeBorder}; + stroke-width: 1px; +} +.node polygon { + fill: ${i.mainBkg}; + stroke: ${i.stateBorder||i.nodeBorder};; + stroke-width: 1px; +} +#statediagram-barbEnd { + fill: ${i.lineColor}; +} + +.statediagram-cluster rect { + fill: ${i.compositeTitleBackground}; + stroke: ${i.stateBorder||i.nodeBorder}; + stroke-width: 1px; +} + +.cluster-label, .nodeLabel { + color: ${i.stateLabelColor}; +} + +.statediagram-cluster rect.outer { + rx: 5px; + ry: 5px; +} +.statediagram-state .divider { + stroke: ${i.stateBorder||i.nodeBorder}; +} + +.statediagram-state .title-state { + rx: 5px; + ry: 5px; +} +.statediagram-cluster.statediagram-cluster .inner { + fill: ${i.compositeBackground||i.background}; +} +.statediagram-cluster.statediagram-cluster-alt .inner { + fill: ${i.altBackground?i.altBackground:"#efefef"}; +} + +.statediagram-cluster .inner { + rx:0; + ry:0; +} + +.statediagram-state rect.basic { + rx: 5px; + ry: 5px; +} +.statediagram-state rect.divider { + stroke-dasharray: 10,10; + fill: ${i.altBackground?i.altBackground:"#efefef"}; +} + +.note-edge { + stroke-dasharray: 5; +} + +.statediagram-note rect { + fill: ${i.noteBkgColor}; + stroke: ${i.noteBorderColor}; + stroke-width: 1px; + rx: 0; + ry: 0; +} +.statediagram-note rect { + fill: ${i.noteBkgColor}; + stroke: ${i.noteBorderColor}; + stroke-width: 1px; + rx: 0; + ry: 0; +} + +.statediagram-note text { + fill: ${i.noteTextColor}; +} + +.statediagram-note .nodeLabel { + color: ${i.noteTextColor}; +} +.statediagram .edgeLabel { + color: red; // ${i.noteTextColor}; +} + +#dependencyStart, #dependencyEnd { + fill: ${i.lineColor}; + stroke: ${i.lineColor}; + stroke-width: 1; +} + +.statediagramTitleText { + text-anchor: middle; + font-size: 18px; + fill: ${i.textColor}; +} +`,yge={},jzt=(i,a)=>{yge[i]=a},$zt=i=>yge[i],yFe=()=>Object.keys(yge),Hzt={get:$zt,set:jzt,keys:yFe,size:()=>yFe().length},zzt=i=>i.append("circle").attr("class","start-state").attr("r",Tt().state.sizeUnit).attr("cx",Tt().state.padding+Tt().state.sizeUnit).attr("cy",Tt().state.padding+Tt().state.sizeUnit),Gzt=i=>i.append("line").style("stroke","grey").style("stroke-dasharray","3").attr("x1",Tt().state.textHeight).attr("class","divider").attr("x2",Tt().state.textHeight*2).attr("y1",0).attr("y2",0),qzt=(i,a)=>{const f=i.append("text").attr("x",2*Tt().state.padding).attr("y",Tt().state.textHeight+2*Tt().state.padding).attr("font-size",Tt().state.fontSize).attr("class","state-title").text(a.id),p=f.node().getBBox();return i.insert("rect",":first-child").attr("x",Tt().state.padding).attr("y",Tt().state.padding).attr("width",p.width+2*Tt().state.padding).attr("height",p.height+2*Tt().state.padding).attr("rx",Tt().state.radius),f},Vzt=(i,a)=>{const f=function(j,$,V){const 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N.attr("x2",R+3*Tt().state.padding),i.insert("rect",":first-child").attr("x",Tt().state.padding).attr("y",Tt().state.padding).attr("width",R+2*Tt().state.padding).attr("height",B.height+y+2*Tt().state.padding).attr("rx",Tt().state.radius),i},Uzt=(i,a,f)=>{const p=Tt().state.padding,w=2*Tt().state.padding,y=i.node().getBBox(),b=y.width,E=y.x,S=i.append("text").attr("x",0).attr("y",Tt().state.titleShift).attr("font-size",Tt().state.fontSize).attr("class","state-title").text(a.id),B=S.node().getBBox().width+w;let R=Math.max(B,b);R===b&&(R=R+w);let j;const $=i.node().getBBox();a.doc,j=E-p,B>b&&(j=(b-R)/2+p),Math.abs(E-$.x)b&&(j=E-(B-b)/2);const V=1-Tt().state.textHeight;return i.insert("rect",":first-child").attr("x",j).attr("y",V).attr("class",f?"alt-composit":"composit").attr("width",R).attr("height",$.height+Tt().state.textHeight+Tt().state.titleShift+1).attr("rx","0"),S.attr("x",j+p),B<=b&&S.attr("x",E+(R-w)/2-B/2+p),i.insert("rect",":first-child").attr("x",j).attr("y",Tt().state.titleShift-Tt().state.textHeight-Tt().state.padding).attr("width",R).attr("height",Tt().state.textHeight*3).attr("rx",Tt().state.radius),i.insert("rect",":first-child").attr("x",j).attr("y",Tt().state.titleShift-Tt().state.textHeight-Tt().state.padding).attr("width",R).attr("height",$.height+3+2*Tt().state.textHeight).attr("rx",Tt().state.radius),i},Wzt=i=>(i.append("circle").attr("class","end-state-outer").attr("r",Tt().state.sizeUnit+Tt().state.miniPadding).attr("cx",Tt().state.padding+Tt().state.sizeUnit+Tt().state.miniPadding).attr("cy",Tt().state.padding+Tt().state.sizeUnit+Tt().state.miniPadding),i.append("circle").attr("class","end-state-inner").attr("r",Tt().state.sizeUnit).attr("cx",Tt().state.padding+Tt().state.sizeUnit+2).attr("cy",Tt().state.padding+Tt().state.sizeUnit+2)),Kzt=(i,a)=>{let f=Tt().state.forkWidth,p=Tt().state.forkHeight;if(a.parentId){let w=f;f=p,p=w}return i.append("rect").style("stroke","black").style("fill","black").attr("width",f).attr("height",p).attr("x",Tt().state.padding).attr("y",Tt().state.padding)},Yzt=(i,a,f,p)=>{let w=0;const y=p.append("text");y.style("text-anchor","start"),y.attr("class","noteText");let b=i.replace(/\r\n/g,"
");b=b.replace(/\n/g,"
");const E=b.split(Wa.lineBreakRegex);let S=1.25*Tt().state.noteMargin;for(const N of E){const B=N.trim();if(B.length>0){const R=y.append("tspan");if(R.text(B),S===0){const j=R.node().getBBox();S+=j.height}w+=S,R.attr("x",a+Tt().state.noteMargin),R.attr("y",f+w+1.25*Tt().state.noteMargin)}}return{textWidth:y.node().getBBox().width,textHeight:w}},Xzt=(i,a)=>{a.attr("class","state-note");const f=a.append("rect").attr("x",0).attr("y",Tt().state.padding),p=a.append("g"),{textWidth:w,textHeight:y}=Yzt(i,0,0,p);return f.attr("height",y+2*Tt().state.noteMargin),f.attr("width",w+Tt().state.noteMargin*2),f},kFe=function(i,a){const f=a.id,p={id:f,label:a.id,width:0,height:0},w=i.append("g").attr("id",f).attr("class","stateGroup");a.type==="start"&&zzt(w),a.type==="end"&&Wzt(w),(a.type==="fork"||a.type==="join")&&Kzt(w,a),a.type==="note"&&Xzt(a.note.text,w),a.type==="divider"&&Gzt(w),a.type==="default"&&a.descriptions.length===0&&qzt(w,a),a.type==="default"&&a.descriptions.length>0&&Vzt(w,a);const y=w.node().getBBox();return p.width=y.width+2*Tt().state.padding,p.height=y.height+2*Tt().state.padding,Hzt.set(f,p),p};let xFe=0;const Qzt=function(i,a,f){const p=function(S){switch(S){case D5.relationType.AGGREGATION:return"aggregation";case D5.relationType.EXTENSION:return"extension";case D5.relationType.COMPOSITION:return"composition";case D5.relationType.DEPENDENCY:return"dependency"}};a.points=a.points.filter(S=>!Number.isNaN(S.y));const w=a.points,y=WE().x(function(S){return S.x}).y(function(S){return S.y}).curve(SA),b=i.append("path").attr("d",y(w)).attr("id","edge"+xFe).attr("class","transition");let E="";if(Tt().state.arrowMarkerAbsolute&&(E=window.location.protocol+"//"+window.location.host+window.location.pathname+window.location.search,E=E.replace(/\(/g,"\\("),E=E.replace(/\)/g,"\\)")),b.attr("marker-end","url("+E+"#"+p(D5.relationType.DEPENDENCY)+"End)"),f.title!==void 0){const S=i.append("g").attr("class","stateLabel"),{x:N,y:B}=co.calcLabelPosition(a.points),R=Wa.getRows(f.title);let j=0;const $=[];let V=0,Q=0;for(let se=0;se<=R.length;se++){const ge=S.append("text").attr("text-anchor","middle").text(R[se]).attr("x",N).attr("y",B+j),ye=ge.node().getBBox();V=Math.max(V,ye.width),Q=Math.min(Q,ye.x),Fe.info(ye.x,N,B+j),j===0&&(j=ge.node().getBBox().height,Fe.info("Title height",j,B)),$.push(ge)}let oe=j*R.length;if(R.length>1){const se=(R.length-1)*j*.5;$.forEach((ge,ye)=>ge.attr("y",B+ye*j-se)),oe=j*R.length}const 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t,n,r;for(r=e.f,e.n=Me(pa,Ao,25,r,15,1),e.d=Me(pa,Ao,25,r,15,1),t=0;t0?e.c:0),++s;e.b=r,e.d=o}function Pun(e,t){var n,r,s,o,h;for(r=0,s=0,n=0,h=new C(t);h.a0?e.g:0),++n;e.c=s,e.d=r}function Dit(e,t){var n;return n=ie(re(pa,1),Ao,25,15,[y3e(e,(n1(),pc),t),y3e(e,lu,t),y3e(e,bc,t)]),e.f&&(n[0]=b.Math.max(n[0],n[2]),n[2]=n[0]),n}function Bun(e,t,n){var r;try{hz(e,t+e.j,n+e.k,!1,!0)}catch(s){throw s=ts(s),we(s,73)?(r=s,J(new Do(r.g+Pz+t+io+n+")."))):J(s)}}function Run(e,t,n){var r;try{hz(e,t+e.j,n+e.k,!0,!1)}catch(s){throw s=ts(s),we(s,73)?(r=s,J(new Do(r.g+Pz+t+io+n+")."))):J(s)}}function Iit(e){var t;ta(e,(pt(),Tw))&&(t=u(K(e,Tw),21),t.Hc((sy(),If))?(t.Mc(If),t.Fc(Of)):t.Hc(Of)&&(t.Mc(Of),t.Fc(If)))}function Oit(e){var t;ta(e,(pt(),Tw))&&(t=u(K(e,Tw),21),t.Hc((sy(),Pf))?(t.Mc(Pf),t.Fc(Zh)):t.Hc(Zh)&&(t.Mc(Zh),t.Fc(Pf)))}function Fun(e,t,n){kr(n,"Self-Loop ordering",1),ms(Cu(Vi(Vi(ic(new vn(null,new mn(t.b,16)),new rB),new VY),new UY),new WY),new mm(e)),ur(n)}function XD(e,t,n,r){var s,o;for(s=t;s0&&(s.b+=t),s}function HH(e,t){var n,r,s;for(s=new Fa,r=e.Kc();r.Ob();)n=u(r.Pb(),37),cC(n,0,s.b),s.b+=n.f.b+t,s.a=b.Math.max(s.a,n.f.a);return s.a>0&&(s.a+=t),s}function Pit(e){var t,n,r;for(r=Ei,n=new C(e.a);n.a>16==6?e.Cb.ih(e,5,h1,t):(r=go(u(gn((n=u(_n(e,16),26),n||e.zh()),e.Db>>16),18)),e.Cb.ih(e,r.n,r.f,t))}function Gun(e){k8();var t=e.e;if(t&&t.stack){var n=t.stack,r=t+` +`;return n.substring(0,r.length)==r&&(n=n.substring(r.length)),n.split(` +`)}return[]}function qun(e){var t;return t=(Zet(),I0t),t[e>>>28]|t[e>>24&15]<<4|t[e>>20&15]<<8|t[e>>16&15]<<12|t[e>>12&15]<<16|t[e>>8&15]<<20|t[e>>4&15]<<24|t[e&15]<<28}function Fit(e){var t,n,r;e.b==e.c&&(r=e.a.length,n=cye(b.Math.max(8,r))<<1,e.b!=0?(t=wf(e.a,n),att(e,t,r),e.a=t,e.b=0):rHe(e.a,n),e.c=r)}function Vun(e,t){var n;return n=e.b,n.Xe((bi(),kl))?n.Hf()==(ht(),Dn)?-n.rf().a-Ue(ft(n.We(kl))):t+Ue(ft(n.We(kl))):n.Hf()==(ht(),Dn)?-n.rf().a:t}function QD(e){var t;return e.b.c.length!=0&&u(St(e.b,0),70).a?u(St(e.b,0),70).a:(t=ere(e),t??""+(e.c?Yo(e.c.a,e,0):-1))}function zH(e){var t;return e.f.c.length!=0&&u(St(e.f,0),70).a?u(St(e.f,0),70).a:(t=ere(e),t??""+(e.i?Yo(e.i.j,e,0):-1))}function Uun(e,t){var n,r;if(t<0||t>=e.gc())return null;for(n=t;n0?e.c:0),s=b.Math.max(s,t.d),++r;e.e=o,e.b=s}function Kun(e){var t,n;if(!e.b)for(e.b=p$(u(e.f,118).Ag().i),n=new rr(u(e.f,118).Ag());n.e!=n.i.gc();)t=u(pr(n),137),it(e.b,new tte(t));return e.b}function Yun(e,t){var n,r,s;if(t.dc())return u8(),u8(),uN;for(n=new jUe(e,t.gc()),s=new rr(e);s.e!=s.i.gc();)r=pr(s),t.Hc(r)&&Br(n,r);return n}function L3e(e,t,n,r){return t==0?r?(!e.o&&(e.o=new Nl((cu(),k2),Dw,e,0)),e.o):(!e.o&&(e.o=new Nl((cu(),k2),Dw,e,0)),hD(e.o)):NH(e,t,n,r)}function bse(e){var t,n;if(e.rb)for(t=0,n=e.rb.i;t>22),s+=r>>22,s<0)?!1:(e.l=n&ml,e.m=r&ml,e.h=s&V0,!0)}function Jun(e,t,n,r,s,o,h){var d,v;return!(t.Ae()&&(v=e.a.ue(n,r),v<0||!s&&v==0)||t.Be()&&(d=e.a.ue(n,o),d>0||!h&&d==0))}function eln(e,t){X8();var n;if(n=e.j.g-t.j.g,n!=0)return 0;switch(e.j.g){case 2:return jie(t,r9e)-jie(e,r9e);case 4:return jie(e,n9e)-jie(t,n9e)}return 0}function tln(e){switch(e.g){case 0:return mle;case 1:return yle;case 2:return kle;case 3:return xle;case 4:return Mq;case 5:return Ele;default:return null}}function Ro(e,t,n){var r,s;return r=(s=new Wee,cb(s,t),au(s,n),Br((!e.c&&(e.c=new at(Iw,e,12,10)),e.c),s),s),Cg(r,0),Wm(r,1),Mg(r,!0),Lg(r,!0),r}function J6(e,t){var n,r;if(t>=e.i)throw J(new zte(t,e.i));return++e.j,n=e.g[t],r=e.i-t-1,r>0&&Hc(e.g,t+1,e.g,t,r),cs(e.g,--e.i,null),e.fi(t,n),e.ci(),n}function jit(e,t){var n,r;return e.Db>>16==17?e.Cb.ih(e,21,tf,t):(r=go(u(gn((n=u(_n(e,16),26),n||e.zh()),e.Db>>16),18)),e.Cb.ih(e,r.n,r.f,t))}function nln(e){var t,n,r,s;for(hn(),aa(e.c,e.a),s=new C(e.c);s.an.a.c.length))throw J(new Ln("index must be >= 0 and <= layer node count"));e.c&&Au(e.c.a,e),e.c=n,n&&Om(n.a,t,e)}function qit(e,t){var n,r,s;for(r=new cr(fr(j0(e).a.Kc(),new V));Vr(r);)return n=u(Pr(r),17),s=u(t.Kb(n),10),new Bx(Nr(s.n.b+s.o.b/2));return kT(),kT(),hue}function Vit(e,t){this.c=new Mr,this.a=e,this.b=t,this.d=u(K(e,(et(),G4)),304),je(K(e,(pt(),zTe)))===je((pD(),Dq))?this.e=new yHe:this.e=new mHe}function cln(e,t){var n,r,s,o;for(o=0,r=new C(e);r.a>16==6?e.Cb.ih(e,6,ra,t):(r=go(u(gn((n=u(_n(e,16),26),n||(cu(),qV)),e.Db>>16),18)),e.Cb.ih(e,r.n,r.f,t))}function P3e(e,t){var n,r;return e.Db>>16==7?e.Cb.ih(e,1,iN,t):(r=go(u(gn((n=u(_n(e,16),26),n||(cu(),xAe)),e.Db>>16),18)),e.Cb.ih(e,r.n,r.f,t))}function B3e(e,t){var n,r;return e.Db>>16==9?e.Cb.ih(e,9,hs,t):(r=go(u(gn((n=u(_n(e,16),26),n||(cu(),TAe)),e.Db>>16),18)),e.Cb.ih(e,r.n,r.f,t))}function Wit(e,t){var n,r;return e.Db>>16==5?e.Cb.ih(e,9,JV,t):(r=go(u(gn((n=u(_n(e,16),26),n||(on(),Yg)),e.Db>>16),18)),e.Cb.ih(e,r.n,r.f,t))}function R3e(e,t){var n,r;return e.Db>>16==3?e.Cb.ih(e,0,aN,t):(r=go(u(gn((n=u(_n(e,16),26),n||(on(),Kg)),e.Db>>16),18)),e.Cb.ih(e,r.n,r.f,t))}function Kit(e,t){var n,r;return e.Db>>16==7?e.Cb.ih(e,6,h1,t):(r=go(u(gn((n=u(_n(e,16),26),n||(on(),Qg)),e.Db>>16),18)),e.Cb.ih(e,r.n,r.f,t))}function Yit(){this.a=new VB,this.g=new FH,this.j=new FH,this.b=new Mr,this.d=new FH,this.i=new FH,this.k=new Mr,this.c=new Mr,this.e=new Mr,this.f=new Mr}function fln(e,t,n){var r,s,o;for(n<0&&(n=0),o=e.i,s=n;sioe)return o7(e,r);if(r==e)return!0}}return!1}function gln(e){switch(uj(),e.q.g){case 5:Oat(e,(ht(),An)),Oat(e,xr);break;case 4:Aot(e,(ht(),An)),Aot(e,xr);break;default:Alt(e,(ht(),An)),Alt(e,xr)}}function pln(e){switch(uj(),e.q.g){case 5:Kat(e,(ht(),$n)),Kat(e,Dn);break;case 4:sit(e,(ht(),$n)),sit(e,Dn);break;default:Llt(e,(ht(),$n)),Llt(e,Dn)}}function bln(e){var t,n;t=u(K(e,(a1(),dpt)),19),t?(n=t.a,n==0?Ye(e,(zp(),tq),new Fie):Ye(e,(zp(),tq),new m$(n))):Ye(e,(zp(),tq),new m$(1))}function vln(e,t){var n;switch(n=e.i,t.g){case 1:return-(e.n.b+e.o.b);case 2:return e.n.a-n.o.a;case 3:return e.n.b-n.o.b;case 4:return-(e.n.a+e.o.a)}return 0}function wln(e,t){switch(e.g){case 0:return t==(mh(),l2)?kq:xq;case 1:return t==(mh(),l2)?kq:bO;case 2:return t==(mh(),l2)?bO:xq;default:return bO}}function JD(e,t){var n,r,s;for(Au(e.a,t),e.e-=t.r+(e.a.c.length==0?0:e.c),s=Exe,r=new C(e.a);r.a>16==3?e.Cb.ih(e,12,hs,t):(r=go(u(gn((n=u(_n(e,16),26),n||(cu(),kAe)),e.Db>>16),18)),e.Cb.ih(e,r.n,r.f,t))}function j3e(e,t){var n,r;return e.Db>>16==11?e.Cb.ih(e,10,hs,t):(r=go(u(gn((n=u(_n(e,16),26),n||(cu(),EAe)),e.Db>>16),18)),e.Cb.ih(e,r.n,r.f,t))}function Xit(e,t){var n,r;return e.Db>>16==10?e.Cb.ih(e,11,tf,t):(r=go(u(gn((n=u(_n(e,16),26),n||(on(),Xg)),e.Db>>16),18)),e.Cb.ih(e,r.n,r.f,t))}function Qit(e,t){var n,r;return e.Db>>16==10?e.Cb.ih(e,12,nf,t):(r=go(u(gn((n=u(_n(e,16),26),n||(on(),Ky)),e.Db>>16),18)),e.Cb.ih(e,r.n,r.f,t))}function $h(e){var t;return!(e.Bb&1)&&e.r&&e.r.kh()&&(t=u(e.r,49),e.r=u(Up(e,t),138),e.r!=t&&e.Db&4&&!(e.Db&1)&&_i(e,new oa(e,9,8,t,e.r))),e.r}function wse(e,t,n){var r;return r=ie(re(pa,1),Ao,25,15,[l4e(e,(n1(),pc),t,n),l4e(e,lu,t,n),l4e(e,bc,t,n)]),e.f&&(r[0]=b.Math.max(r[0],r[2]),r[2]=r[0]),r}function mln(e,t){var n,r,s;if(s=dun(e,t),s.c.length!=0)for(aa(s,new PY),n=s.c.length,r=0;r>19,x=t.h>>19,v!=x?x-v:(s=e.h,d=t.h,s!=d?s-d:(r=e.m,h=t.m,r!=h?r-h:(n=e.l,o=t.l,n-o)))}function GH(){GH=pe,S7e=(uz(),Mue),C7e=new dn(A6e,S7e),_7e=(P$(),Lue),T7e=new dn(L6e,_7e),E7e=(LH(),Aue),x7e=new dn(M6e,E7e),k7e=new dn(D6e,(Mn(),!0))}function Z_(e,t,n){var r,s;r=t*n,we(e.g,145)?(s=j6(e),s.f.d?s.f.a||(e.d.a+=r+z1):(e.d.d-=r+z1,e.d.a+=r+z1)):we(e.g,10)&&(e.d.d-=r,e.d.a+=2*r)}function Zit(e,t,n){var r,s,o,h,d;for(s=e[n.g],d=new C(t.d);d.a0?e.g:0),++n;t.b=r,t.e=s}function Jit(e){var t,n,r;if(r=e.b,mGe(e.i,r.length)){for(n=r.length*2,e.b=Me(pue,AI,317,n,0,1),e.c=Me(pue,AI,317,n,0,1),e.f=n-1,e.i=0,t=e.a;t;t=t.c)aI(e,t,t);++e.g}}function Sln(e,t,n,r){var s,o,h,d;for(s=0;sh&&(d=h/r),s>o&&(v=o/s),bd(e,b.Math.min(d,v)),e}function Lln(){pz();var e,t;try{if(t=u(X3e((Ap(),rf),H7),2014),t)return t}catch(n){if(n=ts(n),we(n,102))e=n,Rve((jr(),e));else throw J(n)}return new Y5}function Mln(){zJe();var e,t;try{if(t=u(X3e((Ap(),rf),_b),2024),t)return t}catch(n){if(n=ts(n),we(n,102))e=n,Rve((jr(),e));else throw J(n)}return new bm}function Dln(){pz();var e,t;try{if(t=u(X3e((Ap(),rf),Uh),1941),t)return t}catch(n){if(n=ts(n),we(n,102))e=n,Rve((jr(),e));else throw J(n)}return new KZ}function Iln(e,t,n){var r,s;return s=e.e,e.e=t,e.Db&4&&!(e.Db&1)&&(r=new oa(e,1,4,s,t),n?n.Ei(r):n=r),s!=t&&(t?n=E7(e,nz(e,t),n):n=E7(e,e.a,n)),n}function est(){kF.call(this),this.e=-1,this.a=!1,this.p=$a,this.k=-1,this.c=-1,this.b=-1,this.g=!1,this.f=-1,this.j=-1,this.n=-1,this.i=-1,this.d=-1,this.o=$a}function Oln(e,t){var n,r,s;if(r=e.b.d.d,e.a||(r+=e.b.d.a),s=t.b.d.d,t.a||(s+=t.b.d.a),n=Fs(r,s),n==0){if(!e.a&&t.a)return-1;if(!t.a&&e.a)return 1}return n}function Nln(e,t){var 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null;if(r=Xc(e,!0),s=tO.length,an(r.substr(r.length-s,s),tO)){if(n=r.length,n==4){if(t=(zr(0,r.length),r.charCodeAt(0)),t==43)return nLe;if(t==45)return F4t}else if(n==3)return nLe}return new hpe(r)}function agn(e){var t,n,r;return n=e.l,n&n-1||(r=e.m,r&r-1)||(t=e.h,t&t-1)||t==0&&r==0&&n==0?-1:t==0&&r==0&&n!=0?Dme(n):t==0&&r!=0&&n==0?Dme(r)+22:t!=0&&r==0&&n==0?Dme(t)+44:-1}function ogn(e,t){var n,r,s,o,h;for(kr(t,"Edge joining",1),n=It(Mt(K(e,(pt(),Jle)))),s=new C(e.b);s.a1)for(s=new C(e.a);s.a0),o.a.Xb(o.c=--o.b),Dm(o,s),Qn(o.b3&&e0(e,0,t-3))}function hgn(e){var t,n,r,s;return je(K(e,(pt(),Iy)))===je((F0(),Wg))?!e.e&&je(K(e,_O))!==je((q8(),wO)):(r=u(K(e,Hle),292),s=It(Mt(K(e,zle)))||je(K(e,dS))===je((V6(),vO)),t=u(K(e,kTe),19).a,n=e.a.c.length,!s&&r!=(q8(),wO)&&(t==0||t>n))}function fgn(e){var t,n;for(n=0;n0);n++);if(n>0&&n0);t++);return t>0&&n>16!=6&&t){if(o7(e,t))throw J(new Ln(FC+Zat(e)));r=null,e.Cb&&(r=(n=e.Db>>16,n>=0?N3e(e,r):e.Cb.ih(e,-1-n,null,r))),t&&(r=Q6(t,e,6,r)),r=Ibe(e,t,r),r&&r.Fi()}else e.Db&4&&!(e.Db&1)&&_i(e,new oa(e,1,6,t,t))}function c5e(e,t){var n,r;if(t!=e.Cb||e.Db>>16!=9&&t){if(o7(e,t))throw J(new Ln(FC+Nct(e)));r=null,e.Cb&&(r=(n=e.Db>>16,n>=0?B3e(e,r):e.Cb.ih(e,-1-n,null,r))),t&&(r=Q6(t,e,9,r)),r=Obe(e,t,r),r&&r.Fi()}else e.Db&4&&!(e.Db&1)&&_i(e,new oa(e,1,9,t,t))}function Wse(e,t){var n,r;if(t!=e.Cb||e.Db>>16!=3&&t){if(o7(e,t))throw J(new Ln(FC+Out(e)));r=null,e.Cb&&(r=(n=e.Db>>16,n>=0?F3e(e,r):e.Cb.ih(e,-1-n,null,r))),t&&(r=Q6(t,e,12,r)),r=Dbe(e,t,r),r&&r.Fi()}else e.Db&4&&!(e.Db&1)&&_i(e,new oa(e,1,3,t,t))}function b7(e){var t,n,r,s,o;if(r=$h(e),o=e.j,o==null&&r)return e.$j()?null:r.zj();if(we(r,148)){if(n=r.Aj(),n&&(s=n.Nh(),s!=e.i)){if(t=u(r,148),t.Ej())try{e.g=s.Kh(t,o)}catch(h){if(h=ts(h),we(h,78))e.g=null;else throw J(h)}e.i=s}return e.g}return null}function Pot(e){var t;return t=new st,it(t,new y6(new Pt(e.c,e.d),new Pt(e.c+e.b,e.d))),it(t,new y6(new Pt(e.c,e.d),new Pt(e.c,e.d+e.a))),it(t,new y6(new Pt(e.c+e.b,e.d+e.a),new Pt(e.c+e.b,e.d))),it(t,new y6(new Pt(e.c+e.b,e.d+e.a),new Pt(e.c,e.d+e.a))),t}function Bot(e,t,n,r){var s,o,h;if(h=U3e(t,n),r.c[r.c.length]=t,e.j[h.p]==-1||e.j[h.p]==2||e.a[t.p])return r;for(e.j[h.p]=-1,o=new cr(fr(j0(h).a.Kc(),new V));Vr(o);)if(s=u(Pr(o),17),!(!(!to(s)&&!(!to(s)&&s.c.i.c==s.d.i.c))||s==t))return Bot(e,s,h,r);return r}function dgn(e,t,n){var r,s,o;for(o=t.a.ec().Kc();o.Ob();)s=u(o.Pb(),79),r=u(er(e.b,s),266),!r&&(us(n0(s))==us(Kp(s))?Apn(e,s,n):n0(s)==us(Kp(s))?er(e.c,s)==null&&er(e.b,Kp(s))!=null&&plt(e,s,n,!1):er(e.d,s)==null&&er(e.b,n0(s))!=null&&plt(e,s,n,!0))}function ggn(e,t){var n,r,s,o,h,d,v;for(s=e.Kc();s.Ob();)for(r=u(s.Pb(),10),d=new $c,rc(d,r),Vs(d,(ht(),$n)),Ye(d,(et(),$q),(Mn(),!0)),h=t.Kc();h.Ob();)o=u(h.Pb(),10),v=new $c,rc(v,o),Vs(v,Dn),Ye(v,$q,!0),n=new Iv,Ye(n,$q,!0),Va(n,d),ba(n,v)}function pgn(e,t,n,r){var s,o,h,d;s=Drt(e,t,n),o=Drt(e,n,t),h=u(er(e.c,t),112),d=u(er(e.c,n),112),sr.b.g&&(o.c[o.c.length]=r);return o}function v7(){v7=pe,X4=new _M("CANDIDATE_POSITION_LAST_PLACED_RIGHT",0),Nk=new _M("CANDIDATE_POSITION_LAST_PLACED_BELOW",1),IS=new _M("CANDIDATE_POSITION_WHOLE_DRAWING_RIGHT",2),DS=new _M("CANDIDATE_POSITION_WHOLE_DRAWING_BELOW",3),OS=new _M("WHOLE_DRAWING",4)}function bgn(e,t){if(we(t,239))return Uan(e,u(t,33));if(we(t,186))return son(e,u(t,118));if(we(t,354))return wJt(e,u(t,137));if(we(t,352))return zbn(e,u(t,79));if(t)return null;throw J(new Ln(a8e+Yp(new Al(ie(re(Yn,1),yt,1,5,[t])))))}function vgn(e){var t,n,r,s,o,h,d;for(o=new as,s=new C(e.d.a);s.a1)for(t=Ev((n=new z2,++e.b,n),e.d),d=ii(o,0);d.b!=d.d.c;)h=u(ri(d),121),Cf(bf(pf(vf(gf(new Nh,1),0),t),h))}function u5e(e,t){var n,r;if(t!=e.Cb||e.Db>>16!=11&&t){if(o7(e,t))throw J(new Ln(FC+S5e(e)));r=null,e.Cb&&(r=(n=e.Db>>16,n>=0?j3e(e,r):e.Cb.ih(e,-1-n,null,r))),t&&(r=Q6(t,e,10,r)),r=Hbe(e,t,r),r&&r.Fi()}else e.Db&4&&!(e.Db&1)&&_i(e,new oa(e,1,11,t,t))}function wgn(e){var t,n,r,s;for(r=new ob(new dg(e.b).a);r.b;)n=$v(r),s=u(n.cd(),11),t=u(n.dd(),10),Ye(t,(et(),Mi),s),Ye(s,cl,t),Ye(s,kO,(Mn(),!0)),Vs(s,u(K(t,vc),61)),K(t,vc),Ye(s.i,(pt(),bs),(wa(),CE)),u(K(Ya(s.i),eu),21).Fc((mo(),uE))}function mgn(e,t,n){var r,s,o,h,d,v;if(o=0,h=0,e.c)for(v=new C(e.d.i.j);v.ao.a?-1:s.av){for(_=e.d,e.d=Me(SAe,p8e,63,2*v+4,0,1),o=0;o=9223372036854776e3?(D8(),B8e):(s=!1,e<0&&(s=!0,e=-e),r=0,e>=vb&&(r=_s(e/vb),e-=r*vb),n=0,e>=ck&&(n=_s(e/ck),e-=n*ck),t=_s(e),o=fu(t,n,r),s&&gie(o),o)}function Lgn(e,t){var n,r,s,o;for(n=!t||!e.u.Hc((ol(),Z0)),o=0,s=new C(e.e.Cf());s.a=-t&&r==t?new xa(ct(n-1),ct(r)):new xa(ct(n),ct(r-1))}function Hot(){return po(),ie(re(m3n,1),tt,77,0,[MEe,SEe,tS,ele,YEe,uq,mq,eE,WEe,FEe,VEe,J7,KEe,PEe,XEe,kEe,dq,tle,oq,bq,ZEe,pq,xEe,UEe,JEe,vq,QEe,cq,IEe,GEe,zEe,yq,_Ee,aq,hq,TEe,Z7,$Ee,BEe,qEe,nS,AEe,CEe,HEe,REe,fq,wq,EEe,gq,jEe,lq,OEe,DEe,pO,sq,NEe,LEe])}function Ogn(e,t,n){e.d=0,e.b=0,t.k==(zn(),Jc)&&n.k==Jc&&u(K(t,(et(),Mi)),10)==u(K(n,Mi),10)&&(Hre(t).j==(ht(),An)?Cot(e,t,n):Cot(e,n,t)),t.k==Jc&&n.k==ca?Hre(t).j==(ht(),An)?e.d=1:e.b=1:n.k==Jc&&t.k==ca&&(Hre(n).j==(ht(),An)?e.b=1:e.d=1),yun(e,t,n)}function Ngn(e){var t,n,r,s,o,h,d,v,x,_,L;return L=c4e(e),t=e.a,v=t!=null,v&&f8(L,"category",e.a),s=hM(new vm(e.d)),h=!s,h&&(x=new hg,t1(L,"knownOptions",x),n=new S$e(x),Da(new vm(e.d),n)),o=hM(e.g),d=!o,d&&(_=new hg,t1(L,"supportedFeatures",_),r=new A$e(_),Da(e.g,r)),L}function Pgn(e){var t,n,r,s,o,h,d,v,x;for(r=!1,t=336,n=0,o=new HUe(e.length),d=e,v=0,x=d.length;v>16!=7&&t){if(o7(e,t))throw J(new Ln(FC+Kst(e)));r=null,e.Cb&&(r=(n=e.Db>>16,n>=0?P3e(e,r):e.Cb.ih(e,-1-n,null,r))),t&&(r=u(t,49).gh(e,1,iN,r)),r=Ove(e,t,r),r&&r.Fi()}else e.Db&4&&!(e.Db&1)&&_i(e,new oa(e,1,7,t,t))}function zot(e,t){var n,r;if(t!=e.Cb||e.Db>>16!=3&&t){if(o7(e,t))throw J(new Ln(FC+rrt(e)));r=null,e.Cb&&(r=(n=e.Db>>16,n>=0?R3e(e,r):e.Cb.ih(e,-1-n,null,r))),t&&(r=u(t,49).gh(e,0,aN,r)),r=Nve(e,t,r),r&&r.Fi()}else e.Db&4&&!(e.Db&1)&&_i(e,new oa(e,1,3,t,t))}function Yse(e,t){d7();var n,r,s,o,h,d,v,x,_;return t.d>e.d&&(d=e,e=t,t=d),t.d<63?_pn(e,t):(h=(e.d&-2)<<4,x=Wwe(e,h),_=Wwe(t,h),r=hae(e,$6(x,h)),s=hae(t,$6(_,h)),v=Yse(x,_),n=Yse(r,s),o=Yse(hae(x,r),hae(s,_)),o=mae(mae(o,v),n),o=$6(o,h),v=$6(v,h<<1),mae(mae(v,o),n))}function Rgn(e,t,n){var r,s,o,h,d;for(h=H_(e,n),d=Me(h0,Bg,10,t.length,0,1),r=0,o=h.Kc();o.Ob();)s=u(o.Pb(),11),It(Mt(K(s,(et(),kO))))&&(d[r++]=u(K(s,cl),10));if(r=0;o+=n?1:-1)h=h|t.c.Sf(v,o,n,r&&!It(Mt(K(t.j,(et(),kw))))&&!It(Mt(K(t.j,(et(),z4))))),h=h|t.q._f(v,o,n),h=h|Sct(e,v[o],n,r);return Gs(e.c,t),h}function sz(e,t,n){var r,s,o,h,d,v,x,_,L,P;for(_=TQe(e.j),L=0,P=_.length;L1&&(e.a=!0),JQt(u(n.b,65),Ni(fc(u(t.b,65).c),bd(da(fc(u(n.b,65).a),u(t.b,65).a),s))),FXe(e,t),Got(e,n)}function qot(e){var t,n,r,s,o,h,d;for(o=new C(e.a.a);o.a0&&o>0?h.p=t++:r>0?h.p=n++:o>0?h.p=s++:h.p=n++}hn(),aa(e.j,new _L)}function zgn(e){var t,n;n=null,t=u(St(e.g,0),17);do{if(n=t.d.i,ta(n,(et(),Yh)))return u(K(n,Yh),11).i;if(n.k!=(zn(),Hs)&&Vr(new cr(fr(js(n).a.Kc(),new V))))t=u(Pr(new cr(fr(js(n).a.Kc(),new V))),17);else if(n.k!=Hs)return null}while(n&&n.k!=(zn(),Hs));return n}function Ggn(e,t){var n,r,s,o,h,d,v,x,_;for(d=t.j,h=t.g,v=u(St(d,d.c.length-1),113),_=(xn(0,d.c.length),u(d.c[0],113)),x=gse(e,h,v,_),o=1;ox&&(v=n,_=s,x=r);t.a=_,t.c=v}function qgn(e,t){var n,r;if(r=KM(e.b,t.b),!r)throw J(new Wo("Invalid hitboxes for scanline constraint calculation."));(Qtt(t.b,u(qKt(e.b,t.b),57))||Qtt(t.b,u(GKt(e.b,t.b),57)))&&(Ud(),t.b+""),e.a[t.b.f]=u(hne(e.b,t.b),57),n=u(lne(e.b,t.b),57),n&&(e.a[n.f]=t.b)}function Cf(e){if(!e.a.d||!e.a.e)throw J(new Wo((S0(sgt),sgt.k+" must have a source and target "+(S0(R7e),R7e.k)+" specified.")));if(e.a.d==e.a.e)throw J(new Wo("Network simplex does not support self-loops: "+e.a+" "+e.a.d+" "+e.a.e));return lj(e.a.d.g,e.a),lj(e.a.e.b,e.a),e.a}function Vgn(e,t,n){var r,s,o,h,d,v,x;for(x=new Sp(new Cje(e)),h=ie(re(Upt,1),ift,11,0,[t,n]),d=0,v=h.length;dv-e.b&&dv-e.a&&d0&&++z;++P}return z}function tpn(e,t){var n,r,s,o,h;for(h=u(K(t,(nw(),q_e)),425),o=ii(t.b,0);o.b!=o.d.c;)if(s=u(ri(o),86),e.b[s.g]==0){switch(h.g){case 0:wit(e,s);break;case 1:r0n(e,s)}e.b[s.g]=2}for(r=ii(e.a,0);r.b!=r.d.c;)n=u(ri(r),188),Xm(n.b.d,n,!0),Xm(n.c.b,n,!0);Ye(t,(Tc(),R_e),e.a)}function pu(e,t){ho();var n,r,s,o;return t?t==(Fi(),B4t)||(t==T4t||t==zb||t==E4t)&&e!=eLe?new s6e(e,t):(r=u(t,677),n=r.pk(),n||(m8(Po((Yu(),Oa),t)),n=r.pk()),o=(!n.i&&(n.i=new Mr),n.i),s=u(hc($o(o.f,e)),1942),!s&&Si(o,e,s=new s6e(e,t)),s):y4t}function npn(e,t){var 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r,s,o,h,d,v,x;if(r=n.gc(),r==0)return!1;if(e.ej())if(v=e.fj(),Qye(e,t,n),h=r==1?e.Zi(3,null,n.Kc().Pb(),t,v):e.Zi(5,null,n,t,v),e.bj()){for(d=r<100?null:new _p(r),o=t+r,s=t;s0){for(h=0;h>16==-15&&e.Cb.nh()&&Gre(new jre(e.Cb,9,13,n,e.c,Dg(gl(u(e.Cb,59)),e))):we(e.Cb,88)&&e.Db>>16==-23&&e.Cb.nh()&&(t=e.c,we(t,88)||(t=(on(),sf)),we(n,88)||(n=(on(),sf)),Gre(new jre(e.Cb,9,10,n,t,Dg(jc(u(e.Cb,26)),e)))))),e.c}function _bn(e,t){var n,r,s,o,h,d,v,x,_,L;for(kr(t,"Hypernodes processing",1),s=new C(e.b);s.an);return s}function gut(e,t){var n,r,s;r=vl(e.d,1)!=0,!It(Mt(K(t.j,(et(),kw))))&&!It(Mt(K(t.j,z4)))||je(K(t.j,(pt(),h2)))===je((R0(),f2))?t.c.Tf(t.e,r):r=It(Mt(K(t.j,kw))),gI(e,t,r,!0),It(Mt(K(t.j,z4)))&&Ye(t.j,z4,(Mn(),!1)),It(Mt(K(t.j,kw)))&&(Ye(t.j,kw,(Mn(),!1)),Ye(t.j,z4,!0)),n=Pse(e,t);do{if(zme(e),n==0)return 0;r=!r,s=n,gI(e,t,r,!1),n=Pse(e,t)}while(s>n);return s}function put(e,t,n){var r,s,o,h,d,v,x,_,L,P,z,q;if(t==n)return!0;if(t=U4e(e,t),n=U4e(e,n),r=ose(t),r){if(_=ose(n),_!=r)return 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o,h;if(o=Ua(qs(t[0],yo),qs(r[0],yo)),e[0]=Or(o),o=Np(o,32),n>=s){for(h=1;h0&&(s.b[h++]=0,s.b[h++]=o.b[0]-1),t=1;t0&&(tM(v,v.d-s.d),s.c==(Jf(),d2)&&Wge(v,v.a-s.d),v.d<=0&&v.i>0&&ks(t,v,t.c.b,t.c)));for(o=new C(e.f);o.a0&&(hT(d,d.i-s.d),s.c==(Jf(),d2)&&sv(d,d.b-s.d),d.i<=0&&d.d>0&&ks(n,d,n.c.b,n.c)))}function Pbn(e,t,n){var r,s,o,h,d,v,x,_;for(kr(n,"Processor compute fanout",1),sl(e.b),sl(e.a),d=null,o=ii(t.b,0);!d&&o.b!=o.d.c;)x=u(ri(o),86),It(Mt(K(x,(Tc(),$y))))&&(d=x);for(v=new as,ks(v,d,v.c.b,v.c),Mlt(e,v),_=ii(t.b,0);_.b!=_.d.c;)x=u(ri(_),86),h=Hr(K(x,(Tc(),AS))),s=Uc(e.b,h)!=null?u(Uc(e.b,h),19).a:0,Ye(x,gV,ct(s)),r=1+(Uc(e.a,h)!=null?u(Uc(e.a,h),19).a:0),Ye(x,cmt,ct(r));ur(n)}function Bbn(e,t,n,r,s){var o,h,d,v,x,_,L,P,z,q;for(P=mhn(e,n),v=0;v0),r.a.Xb(r.c=--r.b),L>P+v&&Ol(r);for(h=new C(z);h.a0),r.a.Xb(r.c=--r.b)}}function Rbn(){yi();var e,t,n,r,s,o;if(Mfe)return Mfe;for(e=new Hl(4),ly(e,Zp(cue,!0)),bC(e,Zp("M",!0)),bC(e,Zp("C",!0)),o=new Hl(4),r=0;r<11;r++)Yc(o,r,r);return t=new Hl(4),ly(t,Zp("M",!0)),Yc(t,4448,4607),Yc(t,65438,65439),s=new e_(2),pb(s,e),pb(s,nA),n=new e_(2),n.$l(Ij(o,Zp("L",!0))),n.$l(t),n=new $m(3,n),n=new Xve(s,n),Mfe=n,Mfe}function Fbn(e){var t,n;if(t=Hr(Ft(e,(bi(),PS))),!Ptt(t,e)&&!J2(e,xE)&&((!e.a&&(e.a=new at(hs,e,10,11)),e.a).i!=0||It(Mt(Ft(e,UO)))))if(t==null||ny(t).length==0){if(!Ptt(qn,e))throw n=Yr(Yr(new Fl("Unable to load default layout algorithm "),qn)," for unconfigured node "),yz(e,n),J(new M3(n.a))}else throw n=Yr(Yr(new Fl("Layout algorithm '"),t),"' not found for "),yz(e,n),J(new M3(n.a))}function uae(e){var t,n,r,s,o,h,d,v,x,_,L,P,z;if(n=e.i,t=e.n,e.b==0)for(z=n.c+t.b,P=n.b-t.b-t.c,h=e.a,v=0,_=h.length;v<_;++v)s=h[v],Nj(s,z,P);else r=vit(e,!1),Nj(e.a[0],n.c+t.b,r[0]),Nj(e.a[2],n.c+n.b-t.c-r[2],r[2]),L=n.b-t.b-t.c,r[0]>0&&(L-=r[0]+e.c,r[0]+=e.c),r[2]>0&&(L-=r[2]+e.c),r[1]=b.Math.max(r[1],L),Nj(e.a[1],n.c+t.b+r[0]-(r[1]-L)/2,r[1]);for(o=e.a,d=0,x=o.length;d0?(e.n.c.length-1)*e.i:0,r=new C(e.n);r.a1)for(r=ii(s,0);r.b!=r.d.c;)for(n=u(ri(r),231),o=0,v=new C(n.e);v.a0&&(t[0]+=e.c,L-=t[0]),t[2]>0&&(L-=t[2]+e.c),t[1]=b.Math.max(t[1],L),Pj(e.a[1],r.d+n.d+t[0]-(t[1]-L)/2,t[1]);else for(q=r.d+n.d,z=r.a-n.d-n.a,h=e.a,v=0,_=h.length;v<_;++v)s=h[v],Pj(s,q,z);for(o=e.a,d=0,x=o.length;d=0&&o!=n))throw J(new Ln(YI));for(s=0,v=0;v0||Kv(s.b.d,e.b.d+e.b.a)==0&&r.b<0||Kv(s.b.d+s.b.a,e.b.d)==0&&r.b>0){d=0;break}}else d=b.Math.min(d,Eat(e,s,r));d=b.Math.min(d,Eut(e,o,d,r))}return d}function mI(e,t){var n,r,s,o,h,d,v;if(e.b<2)throw J(new Ln("The vector chain must contain at least a source and a target point."));for(s=(Qn(e.b!=0),u(e.a.a.c,8)),nj(t,s.a,s.b),v=new _6((!t.a&&(t.a=new Bs(ef,t,5)),t.a)),h=ii(e,1);h.aUe(A1(h.g,h.d[0]).a)?(Qn(v.b>0),v.a.Xb(v.c=--v.b),Dm(v,h),s=!0):d.e&&d.e.gc()>0&&(o=(!d.e&&(d.e=new st),d.e).Mc(t),x=(!d.e&&(d.e=new st),d.e).Mc(n),(o||x)&&((!d.e&&(d.e=new st),d.e).Fc(h),++h.c));s||(r.c[r.c.length]=h)}function Cut(e){var t,n,r;if(R3(u(K(e,(pt(),bs)),98)))for(n=new C(e.j);n.a>>0,"0"+t.toString(16)),r="\\x"+jl(n,n.length-2,n.length)):e>=so?(n=(t=e>>>0,"0"+t.toString(16)),r="\\v"+jl(n,n.length-6,n.length)):r=""+String.fromCharCode(e&Ss)}return r}function hae(e,t){var n,r,s,o,h,d,v,x,_,L;if(h=e.e,v=t.e,v==0)return e;if(h==0)return t.e==0?t:new z3(-t.e,t.d,t.a);if(o=e.d,d=t.d,o+d==2)return n=qs(e.a[0],yo),r=qs(t.a[0],yo),h<0&&(n=M8(n)),v<0&&(r=M8(r)),WD(Wp(n,r));if(s=o!=d?o>d?1:-1:mye(e.a,t.a,o),s==-1)L=-v,_=h==v?Ore(t.a,d,e.a,o):Pre(t.a,d,e.a,o);else if(L=h,h==v){if(s==0)return Qp(),K7;_=Ore(e.a,o,t.a,d)}else _=Pre(e.a,o,t.a,d);return x=new z3(L,_.length,_),E_(x),x}function G5e(e){var t,n,r,s,o,h;for(this.e=new st,this.a=new st,n=e.b-1;n<3;n++)c8(e,0,u(s1(e,0),8));if(e.b<4)throw J(new Ln("At (least dimension + 1) control points are necessary!"));for(this.b=3,this.d=!0,this.c=!1,M0n(this,e.b+this.b-1),h=new st,o=new 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n,r,s,o,h,d,v,x,_,L,P,z;if(n=u(_o(e.b,t),124),v=u(u(Ii(e.r,t),21),84),v.dc()){n.n.d=0,n.n.a=0;return}for(x=e.u.Hc((ol(),Z0)),h=0,e.A.Hc((Bl(),Hb))&&Mct(e,t),d=v.Kc(),_=null,P=0,L=0;d.Ob();)r=u(d.Pb(),111),o=Ue(ft(r.b.We((uj(),WG)))),s=r.b.rf().b,_?(z=L+_.d.a+e.w+r.d.d,h=b.Math.max(h,(S1(),Ef(z1),b.Math.abs(P-o)<=z1||P==o||isNaN(P)&&isNaN(o)?0:z/(o-P)))):e.C&&e.C.d>0&&(h=b.Math.max(h,Ett(e.C.d+r.d.d,o))),_=r,P=o,L=s;e.C&&e.C.a>0&&(z=L+e.C.a,x&&(z+=_.d.a),h=b.Math.max(h,(S1(),Ef(z1),b.Math.abs(P-1)<=z1||P==1||isNaN(P)&&isNaN(1)?0:z/(1-P)))),n.n.d=0,n.a.b=h}function Zut(e,t,n){var r,s,o,h,d,v;for(this.g=e,d=t.d.length,v=n.d.length,this.d=Me(h0,Bg,10,d+v,0,1),h=0;h0?Xre(this,this.f/this.a):A1(t.g,t.d[0]).a!=null&&A1(n.g,n.d[0]).a!=null?Xre(this,(Ue(A1(t.g,t.d[0]).a)+Ue(A1(n.g,n.d[0]).a))/2):A1(t.g,t.d[0]).a!=null?Xre(this,A1(t.g,t.d[0]).a):A1(n.g,n.d[0]).a!=null&&Xre(this,A1(n.g,n.d[0]).a)}function Cwn(e,t){var n,r,s,o,h,d,v,x,_,L;for(e.a=new iYe(tsn(RS)),r=new C(t.a);r.a=1&&(X-h>0&&L>=0?(v.n.a+=W,v.n.b+=o*h):X-h<0&&_>=0&&(v.n.a+=W*X,v.n.b+=o));e.o.a=t.a,e.o.b=t.b,Ye(e,(pt(),Ib),(Bl(),r=u(Qf(qS),9),new hh(r,u(wf(r,r.length),9),0)))}function Mwn(e,t,n,r,s,o){var h;if(!(t==null||!$ie(t,OAe,NAe)))throw J(new Ln("invalid scheme: "+t));if(!e&&!(n!=null&&pd(n,Nu(35))==-1&&n.length>0&&(zr(0,n.length),n.charCodeAt(0)!=47)))throw J(new Ln("invalid opaquePart: "+n));if(e&&!(t!=null&&gM(ZV,t.toLowerCase()))&&!(n==null||!$ie(n,KS,YS)))throw J(new Ln(ydt+n));if(e&&t!=null&&gM(ZV,t.toLowerCase())&&!Ehn(n))throw J(new Ln(ydt+n));if(!Son(r))throw J(new Ln("invalid device: "+r));if(!yan(s))throw h=s==null?"invalid segments: null":"invalid segment: "+ban(s),J(new Ln(h));if(!(o==null||pd(o,Nu(35))==-1))throw J(new Ln("invalid query: "+o))}function Dwn(e,t){var n,r,s,o,h,d,v,x,_,L,P,z,q,W,X,le;for(kr(t,"Calculate Graph Size",1),t.n&&e&&yf(t,kf(e),(Pl(),nh)),d=O7,v=O7,o=Exe,h=Exe,L=new rr((!e.a&&(e.a=new 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C(Ce.e);h.a=x&&Ve>=X&&(P+=q.n.b+W.n.b+W.a.b-Ne,++d))}d>0&&(nt+=P/d,++z)}z>0?(t.a=s*nt/z,t.g=z):(t.a=0,t.g=0)}function Amn(e,t){var n,r,s,o,h,d,v,x,_,L,P;for(s=new C(e.a.b);s.aDs||t.o==Pb&&_0&&Du(le,Ne*nt),Ve>0&&Iu(le,Ve*bt);for(B_(e.b,new sm),t=new st,d=new ob(new dg(e.c).a);d.b;)h=$v(d),r=u(h.cd(),79),n=u(h.dd(),395).a,s=d4(r,!1,!1),L=mst(n0(r),iI(s),n),mI(L,s),Ee=Dst(r),Ee&&Yo(t,Ee,0)==-1&&(t.c[t.c.length]=Ee,PYe(Ee,(Qn(L.b!=0),u(L.a.a.c,8)),n));for(X=new ob(new dg(e.d).a);X.b;)W=$v(X),r=u(W.cd(),79),n=u(W.dd(),395).a,s=d4(r,!1,!1),L=mst(Kp(r),BD(iI(s)),n),L=BD(L),mI(L,s),Ee=Ist(r),Ee&&Yo(t,Ee,0)==-1&&(t.c[t.c.length]=Ee,PYe(Ee,(Qn(L.b!=0),u(L.c.b.c,8)),n))}function klt(e,t,n,r){var s,o,h,d,v,x,_,L,P,z,q,W,X,le,Ce,Ee,Ne,Ve,nt,bt;if(n.c.length!=0){for(z=new st,P=new C(n);P.a1)for(z=new Y5e(q,Ee,r),Da(Ee,new fqe(e,z)),h.c[h.c.length]=z,L=Ee.a.ec().Kc();L.Ob();)_=u(L.Pb(),46),Au(o,_.b);if(d.a.gc()>1)for(z=new Y5e(q,d,r),Da(d,new 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cr(fr(z0(Ne).a.Kc(),new V));Vr(_);)x=u(Pr(_),79),iC(x)||Fyn(x,t,bt,nt);bt+=s.b+s.c,nt+=s.d+s.a,sw(e,bt,nt,!1,!0)}function xz(e){var t,n,r,s,o,h,d,v,x,_,L;if(e==null)throw J(new gd(Pu));if(x=e,o=e.length,v=!1,o>0&&(t=(zr(0,e.length),e.charCodeAt(0)),(t==45||t==43)&&(e=e.substr(1),--o,v=t==45)),o==0)throw J(new gd(cw+x+'"'));for(;e.length>0&&(zr(0,e.length),e.charCodeAt(0)==48);)e=e.substr(1),--o;if(o>(hut(),O0t)[10])throw J(new gd(cw+x+'"'));for(s=0;s0&&(L=-parseInt(e.substr(0,r),10),e=e.substr(r),o-=r,n=!1);o>=h;){if(r=parseInt(e.substr(0,h),10),e=e.substr(h),o-=h,n)n=!1;else{if(Mc(L,d)<0)throw J(new gd(cw+x+'"'));L=ja(L,_)}L=Wp(L,r)}if(Mc(L,0)>0)throw J(new gd(cw+x+'"'));if(!v&&(L=M8(L),Mc(L,0)<0))throw J(new gd(cw+x+'"'));return L}function s6e(e,t){ZWe();var n,r,s,o,h,d,v;if(this.a=new Y2e(this),this.b=e,this.c=t,this.f=Bne(Po((Yu(),Oa),t)),this.f.dc())if((d=q3e(Oa,e))==t)for(this.e=!0,this.d=new st,this.f=new xx,this.f.Fc(_b),u(wz(wD(Oa,Gl(e)),""),26)==e&&this.f.Fc(f_(Oa,Gl(e))),s=iae(Oa,e).Kc();s.Ob();)switch(r=u(s.Pb(),170),Dv(Po(Oa,r))){case 4:{this.d.Fc(r);break}case 5:{this.f.Gc(Bne(Po(Oa,r)));break}}else if(ho(),u(t,66).Oj())for(this.e=!0,this.f=null,this.d=new st,h=0,v=(e.i==null&&xd(e),e.i).length;h=0&&h0&&(u(_o(e.b,t),124).a.b=n)}function Fmn(e,t){var n,r,s,o,h,d,v,x,_,L,P,z,q,W,X,le;for(kr(t,"Comment pre-processing",1),n=0,v=new C(e.a);v.a0&&(v=(zr(0,t.length),t.charCodeAt(0)),v!=64)){if(v==37&&(L=t.lastIndexOf("%"),x=!1,L!=0&&(L==P-1||(x=(zr(L+1,t.length),t.charCodeAt(L+1)==46))))){if(h=t.substr(1,L-1),Ee=an("%",h)?null:o6e(h),r=0,x)try{r=Wl(t.substr(L+2),$a,Ei)}catch(Ne){throw Ne=ts(Ne),we(Ne,127)?(d=Ne,J(new D$(d))):J(Ne)}for(X=Hme(e.Wg());X.Ob();)if(q=aH(X),we(q,510)&&(s=u(q,590),Ce=s.d,(Ee==null?Ce==null:an(Ee,Ce))&&r--==0))return s;return null}if(_=t.lastIndexOf("."),z=_==-1?t:t.substr(0,_),n=0,_!=-1)try{n=Wl(t.substr(_+1),$a,Ei)}catch(Ne){if(Ne=ts(Ne),we(Ne,127))z=t;else throw J(Ne)}for(z=an("%",z)?null:o6e(z),W=Hme(e.Wg());W.Ob();)if(q=aH(W),we(q,191)&&(o=u(q,191),le=o.ne(),(z==null?le==null:an(z,le))&&n--==0))return o;return null}return Kut(e,t)}function Hmn(e){var t,n,r,s,o,h,d,v,x,_,L,P,z,q,W,X,le,Ce,Ee,Ne,Ve,nt,bt,zt,Ut,In,Rn;for(nt=new st,q=new C(e.b);q.a=t.length)return{done:!0};var s=t[r++];return{value:[s,n.get(s)],done:!1}}}},Upn()||(e.prototype.createObject=function(){return{}},e.prototype.get=function(t){return this.obj[":"+t]},e.prototype.set=function(t,n){this.obj[":"+t]=n},e.prototype[coe]=function(t){delete this.obj[":"+t]},e.prototype.keys=function(){var t=[];for(var n in this.obj)n.charCodeAt(0)==58&&t.push(n.substring(1));return t}),e}function Gmn(e){j5e();var t,n,r,s,o,h,d,v,x,_,L,P,z,q,W,X;if(e==null)return null;if(L=e.length*8,L==0)return"";for(d=L%24,z=L/24|0,P=d!=0?z+1:z,o=null,o=Me(Sh,Td,25,P*4,15,1),x=0,_=0,t=0,n=0,r=0,h=0,s=0,v=0;v>24,x=(t&3)<<24>>24,q=t&-128?(t>>2^192)<<24>>24:t>>2<<24>>24,W=n&-128?(n>>4^240)<<24>>24:n>>4<<24>>24,X=r&-128?(r>>6^252)<<24>>24:r>>6<<24>>24,o[h++]=Zg[q],o[h++]=Zg[W|x<<4],o[h++]=Zg[_<<2|X],o[h++]=Zg[r&63];return d==8?(t=e[s],x=(t&3)<<24>>24,q=t&-128?(t>>2^192)<<24>>24:t>>2<<24>>24,o[h++]=Zg[q],o[h++]=Zg[x<<4],o[h++]=61,o[h++]=61):d==16&&(t=e[s],n=e[s+1],_=(n&15)<<24>>24,x=(t&3)<<24>>24,q=t&-128?(t>>2^192)<<24>>24:t>>2<<24>>24,W=n&-128?(n>>4^240)<<24>>24:n>>4<<24>>24,o[h++]=Zg[q],o[h++]=Zg[W|x<<4],o[h++]=Zg[_<<2],o[h++]=61),jh(o,0,o.length)}function qmn(e,t){var n,r,s,o,h,d,v;if(e.e==0&&e.p>0&&(e.p=-(e.p-1)),e.p>$a&&$we(t,e.p-e2),h=t.q.getDate(),tD(t,1),e.k>=0&&Cen(t,e.k),e.c>=0?tD(t,e.c):e.k>=0?(v=new oye(t.q.getFullYear()-e2,t.q.getMonth(),35),r=35-v.q.getDate(),tD(t,b.Math.min(r,h))):tD(t,h),e.f<0&&(e.f=t.q.getHours()),e.b>0&&e.f<12&&(e.f+=12),RWt(t,e.f==24&&e.g?0:e.f),e.j>=0&&Rnn(t,e.j),e.n>=0&&trn(t,e.n),e.i>=0&&Qqe(t,Ua(ja(eI(Ou(t.q.getTime()),Pg),Pg),e.i)),e.a&&(s=new kF,$we(s,s.q.getFullYear()-e2-80),fte(Ou(t.q.getTime()),Ou(s.q.getTime()))&&$we(t,s.q.getFullYear()-e2+100)),e.d>=0){if(e.c==-1)n=(7+e.d-t.q.getDay())%7,n>3&&(n-=7),d=t.q.getMonth(),tD(t,t.q.getDate()+n),t.q.getMonth()!=d&&tD(t,t.q.getDate()+(n>0?-7:7));else if(t.q.getDay()!=e.d)return!1}return e.o>$a&&(o=t.q.getTimezoneOffset(),Qqe(t,Ua(Ou(t.q.getTime()),(e.o-o)*60*Pg))),!0}function Clt(e,t){var n,r,s,o,h,d,v,x,_,L,P,z,q,W,X,le,Ce,Ee,Ne;if(s=K(t,(et(),Mi)),!!we(s,239)){for(q=u(s,33),W=t.e,P=new Io(t.c),o=t.d,P.a+=o.b,P.b+=o.d,Ne=u(Ft(q,(pt(),Jq)),174),Vu(Ne,(wl(),$V))&&(z=u(Ft(q,qTe),116),jge(z,o.a),wee(z,o.d),$ge(z,o.b),Vge(z,o.c)),n=new st,_=new C(t.a);_.a<_.c.c.length;)for(v=u(Y(_),10),we(K(v,Mi),239)?Xmn(v,P):we(K(v,Mi),186)&&!W&&(r=u(K(v,Mi),118),Ce=vut(t,v,r.g,r.f),C1(r,Ce.a,Ce.b)),le=new C(v.j);le.a0&&it(e.p,_),it(e.o,_);t-=r,z=v+t,x+=t*e.e,gh(e.a,d,ct(z)),gh(e.b,d,x),e.j=b.Math.max(e.j,z),e.k=b.Math.max(e.k,x),e.d+=t,t+=W}}function ht(){ht=pe;var e;uc=new MM(EC,0),An=new MM(Oz,1),$n=new MM(woe,2),xr=new MM(moe,3),Dn=new MM(yoe,4),Q1=(hn(),new Kx((e=u(Qf(ao),9),new 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$r(Ur((jr(),hdt))));if(n=r,t==44){if(s>=e.j)throw J(new $r(Ur((jr(),ddt))));if((t=Ma(e.i,s++))>=48&&t<=57){for(n=t-48;s=48&&t<=57;)if(n=n*10+t-48,n<0)throw J(new $r(Ur((jr(),d8e))));if(r>n)throw J(new $r(Ur((jr(),gdt))))}else n=-1}if(t!=125)throw J(new $r(Ur((jr(),fdt))));e.sl(s)?(o=(yi(),yi(),new $m(9,o)),e.d=s+1):(o=(yi(),yi(),new $m(3,o)),e.d=s),o.dm(r),o.cm(n),mi(e)}}return o}function Glt(e,t,n,r,s){var o,h,d,v,x,_,L,P,z,q,W,X,le,Ce,Ee,Ne,Ve,nt,bt,zt,Ut,In,Rn;for(W=new su(t.b),Ne=new su(t.b),P=new su(t.b),zt=new su(t.b),X=new su(t.b),bt=ii(t,0);bt.b!=bt.d.c;)for(Ve=u(ri(bt),11),d=new C(Ve.g);d.a0,le=Ve.g.c.length>0,x&&le?P.c[P.c.length]=Ve:x?W.c[W.c.length]=Ve:le&&(Ne.c[Ne.c.length]=Ve);for(q=new C(W);q.a1)for(q=new _6((!e.a&&(e.a=new at(os,e,6,6)),e.a));q.e!=q.i.gc();)J_(q);for(h=u(Te((!e.a&&(e.a=new at(os,e,6,6)),e.a),0),202),X=ki,ki>Ve+Ne?X=Ve+Ne:kint+W?le=nt+W:WsVe-Ne&&Xnt-W&&leki+dr?zt=ki+dr:VeWs+bt?Ut=Ws+bt:ntki-dr&&ztWs-bt&&Utn&&(P=n-1),z=pN+vl(t,24)*NI*L-L/2,z<0?z=1:z>r&&(z=r-1),s=(pv(),v=new pp,v),z$(s,P),G$(s,z),Br((!h.a&&(h.a=new Bs(ef,h,5)),h.a),s)}function pt(){pt=pe,Xle=(bi(),c3t),QTe=u3t,SO=zSe,Mf=l3t,Ok=GSe,Sw=h3t,Ry=qSe,bE=VSe,vE=USe,Qle=RV,Aw=jb,Zle=f3t,bS=YSe,eV=Fk,CO=(f6e(),svt),V4=avt,Nb=ovt,U4=cvt,Vvt=new fo(BV,ct(0)),pE=nvt,XTe=rvt,Ik=ivt,s_e=Mvt,ZTe=hvt,JTe=gvt,ehe=kvt,e_e=vvt,t_e=mvt,tV=Nvt,the=Dvt,r_e=Cvt,n_e=Tvt,i_e=Avt,_w=Xbt,pS=Qbt,Vle=gbt,ATe=bbt,VTe=new kv(12),qTe=new fo(Fb,VTe),_Te=($0(),_E),K0=new fo(wSe,_Te),Ny=new fo(kl,0),Uvt=new fo(ufe,ct(1)),Hq=new fo(Bk,N7),Ob=PV,bs=BS,gE=t5,Fvt=VO,Bd=Jyt,Iy=Q4,Wvt=new fo(lfe,(Mn(),!0)),Oy=UO,Db=nfe,Ib=Rb,Jq=p2,Yle=NV,TTe=(wo(),f0),Zl=new fo(Mw,TTe),Tw=J4,Qq=SSe,Py=Hy,qvt=cfe,KTe=$Se,WTe=(n4(),ZO),new fo(PSe,WTe),Hvt=ife,zvt=sfe,Gvt=afe,$vt=rfe,Jle=lvt,jTe=Fbt,Wle=Rbt,vS=uvt,vu=Mbt,Dy=abt,dS=sbt,My=U2t,kTe=W2t,Hle=Q2t,_O=K2t,zle=rbt,$Te=jbt,HTe=$bt,NTe=Tbt,Zq=evt,Kle=Gbt,Ule=mbt,GTe=Kbt,STe=fbt,qle=dbt,$le=IV,zTe=Hbt,Gq=j2t,wTe=F2t,zq=R2t,DTe=xbt,MTe=kbt,ITe=Ebt,fE=e5,Fo=Z4,Hg=ySe,Rd=tfe,Gle=efe,xTe=J2t,zg=ofe,fS=n3t,Kq=r3t,Cw=RSe,UTe=i3t,dE=s3t,BTe=Ibt,RTe=Nbt,By=Rk,Fle=B2t,FTe=Bbt,Wq=ubt,Uq=cbt,Xq=WO,PTe=Sbt,gS=Vbt,AO=WSe,ETe=obt,YTe=tvt,CTe=lbt,jvt=Lbt,Rvt=tbt,OTe=TSe,Yq=Dbt,Vq=nbt,h2=V2t,yTe=G2t,qq=H2t,mTe=z2t,jle=q2t,Dk=$2t,LTe=ybt}function Lae(e,t){pae();var n,r,s,o,h,d,v,x,_,L,P,z,q,W,X,le,Ce,Ee,Ne,Ve,nt,bt,zt,Ut,In,Rn,dr,ki;if(zt=e.e,q=e.d,s=e.a,zt==0)switch(t){case 0:return"0";case 1:return L7;case 2:return"0.00";case 3:return"0.000";case 4:return"0.0000";case 5:return"0.00000";case 6:return"0.000000";default:return nt=new Tp,t<0?nt.a+="0E+":nt.a+="0E",nt.a+=-t,nt.a}if(Ee=q*10+1+7,Ne=Me(Sh,Td,25,Ee+1,15,1),n=Ee,q==1)if(d=s[0],d<0){ki=qs(d,yo);do W=ki,ki=eI(ki,10),Ne[--n]=48+Or(Wp(W,ja(ki,10)))&Ss;while(Mc(ki,0)!=0)}else{ki=d;do W=ki,ki=ki/10|0,Ne[--n]=48+(W-ki*10)&Ss;while(ki!=0)}else{In=Me(Lr,Jr,25,q,15,1),dr=q,Hc(s,0,In,0,dr);e:for(;;){for(bt=0,x=dr-1;x>=0;x--)Rn=Ua(A0(bt,32),qs(In[x],yo)),le=Ghn(Rn),In[x]=Or(le),bt=Or(Np(le,32));Ce=Or(bt),X=n;do Ne[--n]=48+Ce%10&Ss;while((Ce=Ce/10|0)!=0&&n!=0);for(r=9-X+n,v=0;v0;v++)Ne[--n]=48;for(L=dr-1;In[L]==0;L--)if(L==0)break e;dr=L+1}for(;Ne[n]==48;)++n}if(z=zt<0,h=Ee-n-t-1,t==0)return z&&(Ne[--n]=45),jh(Ne,n,Ee-n);if(t>0&&h>=-6){if(h>=0){for(_=n+h,P=Ee-1;P>=_;P--)Ne[P+1]=Ne[P];return Ne[++_]=46,z&&(Ne[--n]=45),jh(Ne,n,Ee-n+1)}for(L=2;L<-h+1;L++)Ne[--n]=48;return Ne[--n]=46,Ne[--n]=48,z&&(Ne[--n]=45),jh(Ne,n,Ee-n)}return Ut=n+1,o=Ee,Ve=new xm,z&&(Ve.a+="-"),o-Ut>=1?(Bp(Ve,Ne[n]),Ve.a+=".",Ve.a+=jh(Ne,n+1,Ee-n-1)):Ve.a+=jh(Ne,n,Ee-n),Ve.a+="E",h>0&&(Ve.a+="+"),Ve.a+=""+h,Ve.a}function Ult(e,t){var n,r,s,o,h,d,v,x,_,L,P,z,q,W,X,le,Ce,Ee,Ne,Ve,nt;switch(e.c=t,e.g=new Mr,n=(Tm(),new ym(e.c)),r=new nr(n),Uye(r),Ee=Hr(Ft(e.c,(nI(),HCe))),v=u(Ft(e.c,Vhe),316),Ve=u(Ft(e.c,Uhe),429),h=u(Ft(e.c,FCe),482),Ne=u(Ft(e.c,qhe),430),e.j=Ue(ft(Ft(e.c,Eyt))),d=e.a,v.g){case 0:d=e.a;break;case 1:d=e.b;break;case 2:d=e.i;break;case 3:d=e.e;break;case 4:d=e.f;break;default:throw J(new Ln(lG+(v.f!=null?v.f:""+v.g)))}if(e.d=new gXe(d,Ve,h),Ye(e.d,(H8(),JC),Mt(Ft(e.c,kyt))),e.d.c=It(Mt(Ft(e.c,jCe))),Jj(e.c).i==0)return e.d;for(L=new rr(Jj(e.c));L.e!=L.i.gc();){for(_=u(pr(L),33),z=_.g/2,P=_.f/2,nt=new Pt(_.i+z,_.j+P);Il(e.g,nt);)Lm(nt,(b.Math.random()-.5)*Sd,(b.Math.random()-.5)*Sd);W=u(Ft(_,(bi(),WO)),142),X=new DXe(nt,new fh(nt.a-z-e.j/2-W.b,nt.b-P-e.j/2-W.d,_.g+e.j+(W.b+W.c),_.f+e.j+(W.d+W.a))),it(e.d.i,X),Si(e.g,nt,new xa(X,_))}switch(Ne.g){case 0:if(Ee==null)e.d.d=u(St(e.d.i,0),65);else for(Ce=new C(e.d.i);Ce.a1&&ks(_,le,_.c.b,_.c),F$(s)));le=Ce}return _}function jyn(e,t,n){var r,s,o,h,d,v,x,_,L,P,z,q,W,X,le,Ce,Ee,Ne,Ve,nt,bt,zt,Ut,In,Rn,dr,ki,Ws,rh,af,ed;for(kr(n,"Greedy cycle 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t,n,r,s,o,h,d,v,x,_,L,P,z;if(h=!0,L=null,r=null,s=null,t=!1,z=e4t,x=null,o=null,d=0,v=Yie(e,d,OAe,NAe),v=0&&an(e.substr(d,2),"//")?(d+=2,v=Yie(e,d,KS,YS),r=e.substr(d,v-d),d=v):L!=null&&(d==e.length||(zr(d,e.length),e.charCodeAt(d)!=47))&&(h=!1,v=lbe(e,Nu(35),d),v==-1&&(v=e.length),r=e.substr(d,v-d),d=v);if(!n&&d0&&Ma(_,_.length-1)==58&&(s=_,d=v)),d=e.j){e.a=-1,e.c=1;return}if(t=Ma(e.i,e.d++),e.a=t,e.b==1){switch(t){case 92:if(r=10,e.d>=e.j)throw J(new $r(Ur((jr(),vG))));e.a=Ma(e.i,e.d++);break;case 45:(e.e&512)==512&&e.d=e.j||Ma(e.i,e.d)!=63)break;if(++e.d>=e.j)throw J(new $r(Ur((jr(),Wce))));switch(t=Ma(e.i,e.d++),t){case 58:r=13;break;case 61:r=14;break;case 33:r=15;break;case 91:r=19;break;case 62:r=18;break;case 60:if(e.d>=e.j)throw J(new $r(Ur((jr(),Wce))));if(t=Ma(e.i,e.d++),t==61)r=16;else if(t==33)r=17;else throw J(new $r(Ur((jr(),W1t))));break;case 35:for(;e.d=e.j)throw J(new $r(Ur((jr(),vG))));e.a=Ma(e.i,e.d++);break;default:r=0}e.c=r}function zyn(e){var t,n,r,s,o,h,d,v,x,_,L,P,z,q,W,X,le,Ce,Ee,Ne,Ve,nt,bt,zt,Ut,In,Rn,dr;if(bt=u(K(e,(pt(),bs)),98),bt!=(wa(),X1)&&bt!=w2){for(q=e.b,z=q.c.length,_=new su((ql(z+2,Nae),R$(Ua(Ua(5,z+2),(z+2)/10|0)))),W=new su((ql(z+2,Nae),R$(Ua(Ua(5,z+2),(z+2)/10|0)))),it(_,new Mr),it(_,new Mr),it(W,new st),it(W,new st),nt=new st,t=0;t=Ve||!ucn(le,r))&&(r=HXe(t,_)),No(le,r),o=new cr(fr(Xo(le).a.Kc(),new V));Vr(o);)s=u(Pr(o),17),!e.a[s.p]&&(W=s.c.i,--e.e[W.p],e.e[W.p]==0&&S8(l7(z,W)));for(x=_.c.length-1;x>=0;--x)it(t.b,(xn(x,_.c.length),u(_.c[x],29)));t.a.c=Me(Yn,yt,1,0,5,1),ur(n)}function Ylt(e){var t,n,r,s,o,h,d,v,x;for(e.b=1,mi(e),t=null,e.c==0&&e.a==94?(mi(e),t=(yi(),yi(),new Hl(4)),Yc(t,0,q7),d=new Hl(4)):d=(yi(),yi(),new Hl(4)),s=!0;(x=e.c)!=1;){if(x==0&&e.a==93&&!s){t&&(bC(t,d),d=t);break}if(n=e.a,r=!1,x==10)switch(n){case 100:case 68:case 119:case 87:case 115:case 83:ly(d,m7(n)),r=!0;break;case 105:case 73:case 99:case 67:n=(ly(d,m7(n)),-1),n<0&&(r=!0);break;case 112:case 80:if(v=$4e(e,n),!v)throw J(new $r(Ur((jr(),Kce))));ly(d,v),r=!0;break;default:n=y5e(e)}else if(x==24&&!s){if(t&&(bC(t,d),d=t),o=Ylt(e),bC(d,o),e.c!=0||e.a!=93)throw J(new $r(Ur((jr(),rdt))));break}if(mi(e),!r){if(x==0){if(n==91)throw J(new $r(Ur((jr(),h8e))));if(n==93)throw J(new $r(Ur((jr(),f8e))));if(n==45&&!s&&e.a!=93)throw J(new $r(Ur((jr(),Yce))))}if(e.c!=0||e.a!=45||n==45&&s)Yc(d,n,n);else{if(mi(e),(x=e.c)==1)throw J(new $r(Ur((jr(),wG))));if(x==0&&e.a==93)Yc(d,n,n),Yc(d,45,45);else{if(x==0&&e.a==93||x==24)throw J(new $r(Ur((jr(),Yce))));if(h=e.a,x==0){if(h==91)throw J(new $r(Ur((jr(),h8e))));if(h==93)throw J(new $r(Ur((jr(),f8e))));if(h==45)throw J(new $r(Ur((jr(),Yce))))}else x==10&&(h=y5e(e));if(mi(e),n>h)throw J(new $r(Ur((jr(),adt))));Yc(d,n,h)}}}s=!1}if(e.c==1)throw J(new $r(Ur((jr(),wG))));return l4(d),gC(d),e.b=0,mi(e),d}function qyn(e){Rr(e.c,Zr,ie(re(mt,1),Qe,2,6,[Ha,"http://www.w3.org/2001/XMLSchema#decimal"])),Rr(e.d,Zr,ie(re(mt,1),Qe,2,6,[Ha,"http://www.w3.org/2001/XMLSchema#integer"])),Rr(e.e,Zr,ie(re(mt,1),Qe,2,6,[Ha,"http://www.w3.org/2001/XMLSchema#boolean"])),Rr(e.f,Zr,ie(re(mt,1),Qe,2,6,[Ha,"EBoolean",gi,"EBoolean:Object"])),Rr(e.i,Zr,ie(re(mt,1),Qe,2,6,[Ha,"http://www.w3.org/2001/XMLSchema#byte"])),Rr(e.g,Zr,ie(re(mt,1),Qe,2,6,[Ha,"http://www.w3.org/2001/XMLSchema#hexBinary"])),Rr(e.j,Zr,ie(re(mt,1),Qe,2,6,[Ha,"EByte",gi,"EByte:Object"])),Rr(e.n,Zr,ie(re(mt,1),Qe,2,6,[Ha,"EChar",gi,"EChar:Object"])),Rr(e.t,Zr,ie(re(mt,1),Qe,2,6,[Ha,"http://www.w3.org/2001/XMLSchema#double"])),Rr(e.u,Zr,ie(re(mt,1),Qe,2,6,[Ha,"EDouble",gi,"EDouble:Object"])),Rr(e.F,Zr,ie(re(mt,1),Qe,2,6,[Ha,"http://www.w3.org/2001/XMLSchema#float"])),Rr(e.G,Zr,ie(re(mt,1),Qe,2,6,[Ha,"EFloat",gi,"EFloat:Object"])),Rr(e.I,Zr,ie(re(mt,1),Qe,2,6,[Ha,"http://www.w3.org/2001/XMLSchema#int"])),Rr(e.J,Zr,ie(re(mt,1),Qe,2,6,[Ha,"EInt",gi,"EInt:Object"])),Rr(e.N,Zr,ie(re(mt,1),Qe,2,6,[Ha,"http://www.w3.org/2001/XMLSchema#long"])),Rr(e.O,Zr,ie(re(mt,1),Qe,2,6,[Ha,"ELong",gi,"ELong:Object"])),Rr(e.Z,Zr,ie(re(mt,1),Qe,2,6,[Ha,"http://www.w3.org/2001/XMLSchema#short"])),Rr(e.$,Zr,ie(re(mt,1),Qe,2,6,[Ha,"EShort",gi,"EShort:Object"])),Rr(e._,Zr,ie(re(mt,1),Qe,2,6,[Ha,"http://www.w3.org/2001/XMLSchema#string"]))}function Vyn(e){var t,n,r,s,o,h,d,v,x,_,L,P,z,q,W,X,le,Ce,Ee,Ne,Ve,nt,bt,zt,Ut,In,Rn,dr;if(e.c.length==1)return xn(0,e.c.length),u(e.c[0],135);if(e.c.length<=0)return new E$;for(v=new C(e);v.aL&&(Rn=0,dr+=_+bt,_=0),tgn(Ve,h,Rn,dr),t=b.Math.max(t,Rn+nt.a),_=b.Math.max(_,nt.b),Rn+=nt.a+bt;for(Ne=new Mr,n=new Mr,Ut=new C(e);Ut.aqse(o))&&(L=o);for(!L&&(L=(xn(0,X.c.length),u(X.c[0],180))),W=new C(t.b);W.a=-1900?1:0,n>=4?Yr(e,ie(re(mt,1),Qe,2,6,[fht,dht])[d]):Yr(e,ie(re(mt,1),Qe,2,6,["BC","AD"])[d]);break;case 121:jcn(e,n,r);break;case 77:G2n(e,n,r);break;case 107:v=s.q.getHours(),v==0?e0(e,24,n):e0(e,v,n);break;case 83:lgn(e,n,s);break;case 69:_=r.q.getDay(),n==5?Yr(e,ie(re(mt,1),Qe,2,6,["S","M","T","W","T","F","S"])[_]):n==4?Yr(e,ie(re(mt,1),Qe,2,6,[Kae,Yae,Xae,Qae,Zae,Jae,eoe])[_]):Yr(e,ie(re(mt,1),Qe,2,6,["Sun","Mon","Tue","Wed","Thu","Fri","Sat"])[_]);break;case 97:s.q.getHours()>=12&&s.q.getHours()<24?Yr(e,ie(re(mt,1),Qe,2,6,["AM","PM"])[1]):Yr(e,ie(re(mt,1),Qe,2,6,["AM","PM"])[0]);break;case 104:L=s.q.getHours()%12,L==0?e0(e,12,n):e0(e,L,n);break;case 75:P=s.q.getHours()%12,e0(e,P,n);break;case 72:z=s.q.getHours(),e0(e,z,n);break;case 99:q=r.q.getDay(),n==5?Yr(e,ie(re(mt,1),Qe,2,6,["S","M","T","W","T","F","S"])[q]):n==4?Yr(e,ie(re(mt,1),Qe,2,6,[Kae,Yae,Xae,Qae,Zae,Jae,eoe])[q]):n==3?Yr(e,ie(re(mt,1),Qe,2,6,["Sun","Mon","Tue","Wed","Thu","Fri","Sat"])[q]):e0(e,q,1);break;case 76:W=r.q.getMonth(),n==5?Yr(e,ie(re(mt,1),Qe,2,6,["J","F","M","A","M","J","J","A","S","O","N","D"])[W]):n==4?Yr(e,ie(re(mt,1),Qe,2,6,[Rae,Fae,jae,$ae,ak,Hae,zae,Gae,qae,Vae,Uae,Wae])[W]):n==3?Yr(e,ie(re(mt,1),Qe,2,6,["Jan","Feb","Mar","Apr",ak,"Jun","Jul","Aug","Sep","Oct","Nov","Dec"])[W]):e0(e,W+1,n);break;case 81:X=r.q.getMonth()/3|0,n<4?Yr(e,ie(re(mt,1),Qe,2,6,["Q1","Q2","Q3","Q4"])[X]):Yr(e,ie(re(mt,1),Qe,2,6,["1st quarter","2nd quarter","3rd quarter","4th quarter"])[X]);break;case 100:le=r.q.getDate(),e0(e,le,n);break;case 109:x=s.q.getMinutes(),e0(e,x,n);break;case 115:h=s.q.getSeconds(),e0(e,h,n);break;case 122:n<4?Yr(e,o.c[0]):Yr(e,o.c[1]);break;case 118:Yr(e,o.b);break;case 90:n<3?Yr(e,J1n(o)):n==3?Yr(e,ndn(o)):Yr(e,rdn(o.a));break;default:return!1}return!0}function h6e(e,t,n,r){var s,o,h,d,v,x,_,L,P,z,q,W,X,le,Ce,Ee,Ne,Ve,nt,bt,zt,Ut,In,Rn,dr,ki;if(Bct(t),v=u(Te((!t.b&&(t.b=new wn(mr,t,4,7)),t.b),0),82),_=u(Te((!t.c&&(t.c=new wn(mr,t,5,8)),t.c),0),82),d=zo(v),x=zo(_),h=(!t.a&&(t.a=new at(os,t,6,6)),t.a).i==0?null:u(Te((!t.a&&(t.a=new at(os,t,6,6)),t.a),0),202),bt=u(er(e.a,d),10),Rn=u(er(e.a,x),10),zt=null,dr=null,we(v,186)&&(nt=u(er(e.a,v),299),we(nt,11)?zt=u(nt,11):we(nt,10)&&(bt=u(nt,10),zt=u(St(bt.j,0),11))),we(_,186)&&(In=u(er(e.a,_),299),we(In,11)?dr=u(In,11):we(In,10)&&(Rn=u(In,10),dr=u(St(Rn.j,0),11))),!bt||!Rn)throw J(new CT("The source or the target of edge "+t+" could not be found. This usually happens when an edge connects a node laid out by ELK Layered to a node in another level of hierarchy laid out by either another instance of ELK Layered or another layout algorithm alltogether. The former can be solved by setting the hierarchyHandling option to INCLUDE_CHILDREN."));for(W=new Iv,Ho(W,t),Ye(W,(et(),Mi),t),Ye(W,(pt(),Fo),null),z=u(K(r,eu),21),bt==Rn&&z.Fc((mo(),cS)),zt||(Ve=(vo(),hu),Ut=null,h&&R3(u(K(bt,bs),98))&&(Ut=new Pt(h.j,h.k),qQe(Ut,nD(t)),yZe(Ut,n),Vm(x,d)&&(Ve=ul,Ni(Ut,bt.n))),zt=Nut(bt,Ut,Ve,r)),dr||(Ve=(vo(),ul),ki=null,h&&R3(u(K(Rn,bs),98))&&(ki=new Pt(h.b,h.c),qQe(ki,nD(t)),yZe(ki,n)),dr=Nut(Rn,ki,Ve,Ya(Rn))),Va(W,zt),ba(W,dr),(zt.e.c.length>1||zt.g.c.length>1||dr.e.c.length>1||dr.g.c.length>1)&&z.Fc((mo(),oS)),P=new rr((!t.n&&(t.n=new at(Jo,t,1,7)),t.n));P.e!=P.i.gc();)if(L=u(pr(P),137),!It(Mt(Ft(L,Ob)))&&L.a)switch(X=Mie(L),it(W.b,X),u(K(X,Rd),272).g){case 1:case 2:z.Fc((mo(),cE));break;case 0:z.Fc((mo(),oE)),Ye(X,Rd,(P1(),EE))}if(o=u(K(r,dS),314),le=u(K(r,Zq),315),s=o==(V6(),vO)||le==(X_(),ohe),h&&(!h.a&&(h.a=new Bs(ef,h,5)),h.a).i!=0&&s){for(Ce=iI(h),q=new Gu,Ne=ii(Ce,0);Ne.b!=Ne.d.c;)Ee=u(ri(Ne),8),ci(q,new Io(Ee));Ye(W,R9e,q)}return W}function Yyn(e){e.gb||(e.gb=!0,e.b=gc(e,0),ls(e.b,18),zi(e.b,19),e.a=gc(e,1),ls(e.a,1),zi(e.a,2),zi(e.a,3),zi(e.a,4),zi(e.a,5),e.o=gc(e,2),ls(e.o,8),ls(e.o,9),zi(e.o,10),zi(e.o,11),zi(e.o,12),zi(e.o,13),zi(e.o,14),zi(e.o,15),zi(e.o,16),zi(e.o,17),zi(e.o,18),zi(e.o,19),zi(e.o,20),zi(e.o,21),zi(e.o,22),zi(e.o,23),Bo(e.o),Bo(e.o),Bo(e.o),Bo(e.o),Bo(e.o),Bo(e.o),Bo(e.o),Bo(e.o),Bo(e.o),Bo(e.o),e.p=gc(e,3),ls(e.p,2),ls(e.p,3),ls(e.p,4),ls(e.p,5),zi(e.p,6),zi(e.p,7),Bo(e.p),Bo(e.p),e.q=gc(e,4),ls(e.q,8),e.v=gc(e,5),zi(e.v,9),Bo(e.v),Bo(e.v),Bo(e.v),e.w=gc(e,6),ls(e.w,2),ls(e.w,3),ls(e.w,4),zi(e.w,5),e.B=gc(e,7),zi(e.B,1),Bo(e.B),Bo(e.B),Bo(e.B),e.Q=gc(e,8),zi(e.Q,0),Bo(e.Q),e.R=gc(e,9),ls(e.R,1),e.S=gc(e,10),Bo(e.S),Bo(e.S),Bo(e.S),Bo(e.S),Bo(e.S),Bo(e.S),Bo(e.S),Bo(e.S),Bo(e.S),Bo(e.S),Bo(e.S),Bo(e.S),Bo(e.S),Bo(e.S),Bo(e.S),e.T=gc(e,11),zi(e.T,10),zi(e.T,11),zi(e.T,12),zi(e.T,13),zi(e.T,14),Bo(e.T),Bo(e.T),e.U=gc(e,12),ls(e.U,2),ls(e.U,3),zi(e.U,4),zi(e.U,5),zi(e.U,6),zi(e.U,7),Bo(e.U),e.V=gc(e,13),zi(e.V,10),e.W=gc(e,14),ls(e.W,18),ls(e.W,19),ls(e.W,20),zi(e.W,21),zi(e.W,22),zi(e.W,23),e.bb=gc(e,15),ls(e.bb,10),ls(e.bb,11),ls(e.bb,12),ls(e.bb,13),ls(e.bb,14),ls(e.bb,15),ls(e.bb,16),zi(e.bb,17),Bo(e.bb),Bo(e.bb),e.eb=gc(e,16),ls(e.eb,2),ls(e.eb,3),ls(e.eb,4),ls(e.eb,5),ls(e.eb,6),ls(e.eb,7),zi(e.eb,8),zi(e.eb,9),e.ab=gc(e,17),ls(e.ab,0),ls(e.ab,1),e.H=gc(e,18),zi(e.H,0),zi(e.H,1),zi(e.H,2),zi(e.H,3),zi(e.H,4),zi(e.H,5),Bo(e.H),e.db=gc(e,19),zi(e.db,2),e.c=di(e,20),e.d=di(e,21),e.e=di(e,22),e.f=di(e,23),e.i=di(e,24),e.g=di(e,25),e.j=di(e,26),e.k=di(e,27),e.n=di(e,28),e.r=di(e,29),e.s=di(e,30),e.t=di(e,31),e.u=di(e,32),e.fb=di(e,33),e.A=di(e,34),e.C=di(e,35),e.D=di(e,36),e.F=di(e,37),e.G=di(e,38),e.I=di(e,39),e.J=di(e,40),e.L=di(e,41),e.M=di(e,42),e.N=di(e,43),e.O=di(e,44),e.P=di(e,45),e.X=di(e,46),e.Y=di(e,47),e.Z=di(e,48),e.$=di(e,49),e._=di(e,50),e.cb=di(e,51),e.K=di(e,52))}function bi(){bi=pe;var e,t;PS=new Zi(n1t),xE=new Zi(r1t),dSe=(t0(),Yhe),Jyt=new dn(Zke,dSe),Bk=new dn(fk,null),e3t=new Zi(Uxe),pSe=(ty(),Ui(Zhe,ie(re(Jhe,1),tt,291,0,[Qhe]))),IV=new dn(rG,pSe),VO=new dn(WI,(Mn(),!1)),bSe=(wo(),f0),Mw=new dn(txe,bSe),mSe=($0(),hfe),wSe=new dn(VI,mSe),xSe=new dn(uG,!1),ESe=(F0(),FV),Q4=new dn(nG,ESe),OSe=new kv(12),Fb=new dn(uw,OSe),OV=new dn(jI,!1),TSe=new dn(fce,!1),KO=new dn(CC,!1),FSe=(wa(),w2),BS=new dn(Doe,FSe),Rk=new Zi(iG),BV=new Zi(FI),ufe=new Zi(Fz),lfe=new Zi(_C),_Se=new Gu,Z4=new dn(lxe,_Se),n3t=new dn(dxe,!1),r3t=new dn(gxe,!1),CSe=new yT,WO=new dn(bxe,CSe),PV=new dn(Xke,!1),o3t=new dn(i1t,1),new dn(s1t,!0),ct(0),new dn(a1t,ct(100)),new dn(o1t,!1),ct(0),new dn(c1t,ct(4e3)),ct(0),new dn(u1t,ct(400)),new dn(l1t,!1),new dn(h1t,!1),new dn(f1t,!0),new dn(d1t,!1),gSe=(EH(),pfe),t3t=new dn(Vxe,gSe),c3t=new dn(Fke,10),u3t=new dn(jke,10),zSe=new dn(_oe,20),l3t=new dn($ke,10),GSe=new dn(Moe,2),h3t=new dn(Hke,10),qSe=new dn(zke,0),RV=new dn(Vke,5),VSe=new dn(Gke,1),USe=new dn(qke,1),jb=new dn(py,20),f3t=new dn(Uke,10),YSe=new dn(Wke,10),Fk=new Zi(Kke),KSe=new bVe,WSe=new dn(vxe,KSe),s3t=new Zi(hce),NSe=!1,i3t=new dn(lce,NSe),ASe=new kv(5),SSe=new dn(nxe,ASe),LSe=(sy(),t=u(Qf(xo),9),new hh(t,u(wf(t,t.length),9),0)),J4=new dn(P7,LSe),BSe=(n4(),v2),PSe=new dn(sxe,BSe),ife=new Zi(axe),sfe=new Zi(oxe),afe=new Zi(cxe),rfe=new Zi(uxe),MSe=(e=u(Qf(qS),9),new hh(e,u(wf(e,e.length),9),0)),Rb=new dn(E4,MSe),ISe=rn((wl(),SE)),p2=new dn(dk,ISe),DSe=new Pt(0,0),e5=new dn(gk,DSe),NV=new dn(uce,!1),vSe=(P1(),EE),tfe=new dn(hxe,vSe),efe=new dn(jz,!1),ct(1),new dn(g1t,null),RSe=new Zi(pxe),ofe=new Zi(fxe),HSe=(ht(),uc),t5=new dn(Qke,HSe),kl=new Zi(Yke),jSe=(ol(),rn(m2)),Hy=new dn(B7,jSe),cfe=new dn(rxe,!1),$Se=new dn(ixe,!0),UO=new dn(Jke,!1),nfe=new dn(exe,!1),ySe=new dn(Coe,1),kSe=(YH(),dfe),new dn(p1t,kSe),a3t=!0}function et(){et=pe;var e,t;Mi=new Zi(K6e),O9e=new Zi("coordinateOrigin"),Ple=new Zi("processors"),I9e=new zs("compoundNode",(Mn(),!1)),kO=new zs("insideConnections",!1),R9e=new Zi("originalBendpoints"),F9e=new Zi("originalDummyNodePosition"),j9e=new Zi("originalLabelEdge"),EO=new Zi("representedLabels"),uS=new Zi("endLabels"),Ck=new Zi("endLabel.origin"),Ak=new zs("labelSide",(Ul(),QO)),H4=new zs("maxEdgeThickness",0),W1=new zs("reversed",!1),Lk=new Zi(Qht),l1=new zs("longEdgeSource",null),Yh=new zs("longEdgeTarget",null),Ay=new zs("longEdgeHasLabelDummies",!1),xO=new zs("longEdgeBeforeLabelDummy",!1),Fq=new zs("edgeConstraint",(sb(),wle)),xw=new Zi("inLayerLayoutUnit"),Lb=new zs("inLayerConstraint",(P0(),mO)),Sk=new zs("inLayerSuccessorConstraint",new st),B9e=new zs("inLayerSuccessorConstraintBetweenNonDummies",!1),cl=new Zi("portDummy"),Rq=new zs("crossingHint",ct(0)),eu=new zs("graphProperties",(t=u(Qf(_le),9),new hh(t,u(wf(t,t.length),9),0))),vc=new zs("externalPortSide",(ht(),uc)),P9e=new zs("externalPortSize",new Fa),Mle=new Zi("externalPortReplacedDummies"),jq=new Zi("externalPortReplacedDummy"),Sy=new zs("externalPortConnections",(e=u(Qf(ao),9),new hh(e,u(wf(e,e.length),9),0))),Ew=new zs(Ght,0),D9e=new Zi("barycenterAssociates"),Mk=new Zi("TopSideComments"),_k=new Zi("BottomSideComments"),Bq=new Zi("CommentConnectionPort"),Ile=new zs("inputCollect",!1),Nle=new zs("outputCollect",!1),yO=new zs("cyclic",!1),N9e=new Zi("crossHierarchyMap"),Rle=new Zi("targetOffset"),new zs("splineLabelSize",new Fa),G4=new Zi("spacings"),$q=new zs("partitionConstraint",!1),yw=new Zi("breakingPoint.info"),z9e=new Zi("splines.survivingEdge"),Mb=new Zi("splines.route.start"),q4=new Zi("splines.edgeChain"),H9e=new Zi("originalPortConstraints"),lE=new Zi("selfLoopHolder"),hE=new Zi("splines.nsPortY"),Nc=new Zi("modelOrder"),Ole=new Zi("longEdgeTargetNode"),kw=new zs(Tft,!1),z4=new zs(Tft,!1),Dle=new Zi("layerConstraints.hiddenNodes"),$9e=new Zi("layerConstraints.opposidePort"),Ble=new Zi("targetNode.modelOrder")}function f6e(){f6e=pe,J9e=(ED(),Lq),obt=new dn(nke,J9e),mbt=new dn(rke,(Mn(),!1)),sTe=(b$(),Lle),Tbt=new dn(Gz,sTe),jbt=new dn(ike,!1),$bt=new dn(ske,!0),B2t=new dn(ake,!1),dTe=(mD(),lhe),tvt=new dn(oke,dTe),ct(1),uvt=new dn(cke,ct(7)),lvt=new dn(uke,!1),ybt=new dn(lke,!1),Z9e=(db(),ble),abt=new dn(Roe,Z9e),cTe=(WH(),rhe),Fbt=new dn(GI,cTe),aTe=(mh(),TO),Mbt=new dn(hke,aTe),ct(-1),Lbt=new dn(fke,ct(-1)),ct(-1),Dbt=new dn(dke,ct(-1)),ct(-1),Ibt=new dn(Foe,ct(4)),ct(-1),Nbt=new dn(joe,ct(2)),oTe=(f4(),aV),Rbt=new dn($oe,oTe),ct(0),Bbt=new dn(Hoe,ct(0)),Sbt=new dn(zoe,ct(Ei)),Q9e=(V6(),Ek),sbt=new dn(MC,Q9e),U2t=new dn(gke,!1),J2t=new dn(Goe,.1),rbt=new dn(qoe,!1),ct(-1),tbt=new dn(pke,ct(-1)),ct(-1),nbt=new dn(bke,ct(-1)),ct(0),W2t=new dn(vke,ct(40)),X9e=(q8(),Sle),Q2t=new dn(Voe,X9e),Y9e=wO,K2t=new dn(qz,Y9e),fTe=(X_(),wS),evt=new dn(T4,fTe),Vbt=new Zi(Vz),uTe=(pD(),Dq),Hbt=new dn(Uoe,uTe),lTe=(tI(),Iq),Gbt=new dn(Woe,lTe),Kbt=new dn(Koe,.3),Xbt=new Zi(Yoe),hTe=(Zm(),sV),Qbt=new dn(Xoe,hTe),nTe=(iH(),fhe),fbt=new dn(wke,nTe),rTe=(uD(),dhe),dbt=new dn(mke,rTe),iTe=(Q8(),kS),gbt=new dn(Uz,iTe),bbt=new dn(Wz,.2),lbt=new dn(Qoe,2),svt=new dn(yke,null),ovt=new dn(kke,10),avt=new dn(xke,10),cvt=new dn(Eke,20),ct(0),nvt=new dn(Tke,ct(0)),ct(0),rvt=new dn(_ke,ct(0)),ct(0),ivt=new dn(Cke,ct(0)),R2t=new dn(Zoe,!1),V9e=(h7(),aS),j2t=new dn(Ske,V9e),q9e=(S$(),gle),F2t=new dn(Ake,q9e),xbt=new dn(Kz,!1),ct(0),kbt=new dn(Joe,ct(16)),ct(0),Ebt=new dn(ece,ct(5)),bTe=(uH(),bhe),Mvt=new dn(W0,bTe),hvt=new dn(Yz,10),gvt=new dn(Xz,1),pTe=(V$(),Aq),kvt=new dn(DC,pTe),vvt=new Zi(tce),gTe=ct(1),ct(0),mvt=new dn(nce,gTe),vTe=(nH(),phe),Nvt=new dn(Qz,vTe),Dvt=new Zi(Zz),Cvt=new dn(Jz,!0),Tvt=new dn(eG,2),Avt=new dn(rce,!0),tTe=(QH(),Mq),ubt=new dn(Lke,tTe),eTe=(ek(),iE),cbt=new dn(Mke,eTe),K9e=(R0(),f2),V2t=new dn(tG,K9e),q2t=new dn(Dke,!1),U9e=(Uv(),N4),$2t=new dn(ice,U9e),W9e=(j_(),ihe),G2t=new dn(Ike,W9e),H2t=new dn(sce,0),z2t=new dn(ace,0),Cbt=vle,_bt=vO,Obt=rV,Pbt=rV,Abt=nhe,ebt=(F0(),Wg),ibt=Ek,Z2t=Ek,Y2t=Ek,X2t=Wg,Ubt=mS,Wbt=wS,zbt=wS,qbt=wS,Ybt=che,Jbt=mS,Zbt=mS,pbt=($0(),jk),vbt=jk,wbt=kS,hbt=YO,fvt=wE,dvt=Fy,pvt=wE,bvt=Fy,xvt=wE,Evt=Fy,wvt=ple,yvt=Aq,Pvt=wE,Bvt=Fy,Ivt=wE,Ovt=Fy,Svt=Fy,_vt=Fy,Lvt=Fy}function po(){po=pe,MEe=new Cs("DIRECTION_PREPROCESSOR",0),SEe=new Cs("COMMENT_PREPROCESSOR",1),tS=new Cs("EDGE_AND_LAYER_CONSTRAINT_EDGE_REVERSER",2),ele=new Cs("INTERACTIVE_EXTERNAL_PORT_POSITIONER",3),YEe=new Cs("PARTITION_PREPROCESSOR",4),uq=new Cs("LABEL_DUMMY_INSERTER",5),mq=new Cs("SELF_LOOP_PREPROCESSOR",6),eE=new Cs("LAYER_CONSTRAINT_PREPROCESSOR",7),WEe=new Cs("PARTITION_MIDPROCESSOR",8),FEe=new Cs("HIGH_DEGREE_NODE_LAYER_PROCESSOR",9),VEe=new Cs("NODE_PROMOTION",10),J7=new Cs("LAYER_CONSTRAINT_POSTPROCESSOR",11),KEe=new Cs("PARTITION_POSTPROCESSOR",12),PEe=new Cs("HIERARCHICAL_PORT_CONSTRAINT_PROCESSOR",13),XEe=new Cs("SEMI_INTERACTIVE_CROSSMIN_PROCESSOR",14),kEe=new Cs("BREAKING_POINT_INSERTER",15),dq=new Cs("LONG_EDGE_SPLITTER",16),tle=new Cs("PORT_SIDE_PROCESSOR",17),oq=new Cs("INVERTED_PORT_PROCESSOR",18),bq=new Cs("PORT_LIST_SORTER",19),ZEe=new Cs("SORT_BY_INPUT_ORDER_OF_MODEL",20),pq=new Cs("NORTH_SOUTH_PORT_PREPROCESSOR",21),xEe=new Cs("BREAKING_POINT_PROCESSOR",22),UEe=new Cs(bft,23),JEe=new Cs(vft,24),vq=new Cs("SELF_LOOP_PORT_RESTORER",25),QEe=new Cs("SINGLE_EDGE_GRAPH_WRAPPER",26),cq=new Cs("IN_LAYER_CONSTRAINT_PROCESSOR",27),IEe=new Cs("END_NODE_PORT_LABEL_MANAGEMENT_PROCESSOR",28),GEe=new Cs("LABEL_AND_NODE_SIZE_PROCESSOR",29),zEe=new Cs("INNERMOST_NODE_MARGIN_CALCULATOR",30),yq=new Cs("SELF_LOOP_ROUTER",31),_Ee=new Cs("COMMENT_NODE_MARGIN_CALCULATOR",32),aq=new Cs("END_LABEL_PREPROCESSOR",33),hq=new Cs("LABEL_DUMMY_SWITCHER",34),TEe=new Cs("CENTER_LABEL_MANAGEMENT_PROCESSOR",35),Z7=new Cs("LABEL_SIDE_SELECTOR",36),$Ee=new Cs("HYPEREDGE_DUMMY_MERGER",37),BEe=new Cs("HIERARCHICAL_PORT_DUMMY_SIZE_PROCESSOR",38),qEe=new Cs("LAYER_SIZE_AND_GRAPH_HEIGHT_CALCULATOR",39),nS=new Cs("HIERARCHICAL_PORT_POSITION_PROCESSOR",40),AEe=new Cs("CONSTRAINTS_POSTPROCESSOR",41),CEe=new Cs("COMMENT_POSTPROCESSOR",42),HEe=new Cs("HYPERNODE_PROCESSOR",43),REe=new Cs("HIERARCHICAL_PORT_ORTHOGONAL_EDGE_ROUTER",44),fq=new Cs("LONG_EDGE_JOINER",45),wq=new Cs("SELF_LOOP_POSTPROCESSOR",46),EEe=new Cs("BREAKING_POINT_REMOVER",47),gq=new Cs("NORTH_SOUTH_PORT_POSTPROCESSOR",48),jEe=new Cs("HORIZONTAL_COMPACTOR",49),lq=new Cs("LABEL_DUMMY_REMOVER",50),OEe=new Cs("FINAL_SPLINE_BENDPOINTS_CALCULATOR",51),DEe=new Cs("END_LABEL_SORTER",52),pO=new Cs("REVERSED_EDGE_RESTORER",53),sq=new Cs("END_LABEL_POSTPROCESSOR",54),NEe=new Cs("HIERARCHICAL_NODE_RESIZER",55),LEe=new Cs("DIRECTION_POSTPROCESSOR",56)}function Xyn(e,t,n){var r,s,o,h,d,v,x,_,L,P,z,q,W,X,le,Ce,Ee,Ne,Ve,nt,bt,zt,Ut,In,Rn,dr,ki,Ws,rh,af,ed,aU,pN,rA,bN,IE,Dfe,Q4t,Ife,Jg,Bw,OE,vN,wN,Vk,Ofe,iA,Z4t,gLe,Rw,sA,Nfe,Uk,aA,Qy,oA,Pfe,J4t;for(gLe=0,ki=t,af=0,pN=ki.length;af0&&(e.a[Jg.p]=gLe++)}for(aA=0,Ws=n,ed=0,rA=Ws.length;ed0;){for(Jg=(Qn(wN.b>0),u(wN.a.Xb(wN.c=--wN.b),11)),vN=0,d=new C(Jg.e);d.a0&&(Jg.j==(ht(),An)?(e.a[Jg.p]=aA,++aA):(e.a[Jg.p]=aA+bN+Dfe,++Dfe))}aA+=Dfe}for(OE=new Mr,q=new C0,dr=t,rh=0,aU=dr.length;rhx.b&&(x.b=Vk)):Jg.i.c==Z4t&&(Vkx.c&&(x.c=Vk));for(L8(W,0,W.length,null),Uk=Me(Lr,Jr,25,W.length,15,1),r=Me(Lr,Jr,25,aA+1,15,1),le=0;le0;)bt%2>0&&(s+=Pfe[bt+1]),bt=(bt-1)/2|0,++Pfe[bt];for(Ut=Me(_wt,yt,362,W.length*2,0,1),Ne=0;Ne'?":an(W1t,e)?"'(?<' or '(? toIndex: ",_6e=", toIndex: ",C6e="Index: ",S6e=", Size: ",M7="org.eclipse.elk.alg.common",ji={62:1},_ht="org.eclipse.elk.alg.common.compaction",Cht="Scanline/EventHandler",o0="org.eclipse.elk.alg.common.compaction.oned",Sht="CNode belongs to another CGroup.",Aht="ISpacingsHandler/1",doe="The ",goe=" instance has been finished already.",Lht="The direction ",Mht=" is not supported by the CGraph instance.",Dht="OneDimensionalCompactor",Iht="OneDimensionalCompactor/lambda$0$Type",Oht="Quadruplet",Nht="ScanlineConstraintCalculator",Pht="ScanlineConstraintCalculator/ConstraintsScanlineHandler",Bht="ScanlineConstraintCalculator/ConstraintsScanlineHandler/lambda$0$Type",Rht="ScanlineConstraintCalculator/Timestamp",Fht="ScanlineConstraintCalculator/lambda$0$Type",_d={169:1,45:1},poe="org.eclipse.elk.alg.common.compaction.options",cc="org.eclipse.elk.core.data",A6e="org.eclipse.elk.polyomino.traversalStrategy",L6e="org.eclipse.elk.polyomino.lowLevelSort",M6e="org.eclipse.elk.polyomino.highLevelSort",D6e="org.eclipse.elk.polyomino.fill",zh={130:1},boe="polyomino",xC="org.eclipse.elk.alg.common.networksimplex",c0={177:1,3:1,4:1},jht="org.eclipse.elk.alg.common.nodespacing",wb="org.eclipse.elk.alg.common.nodespacing.cellsystem",D7="CENTER",$ht={212:1,326:1},I6e={3:1,4:1,5:1,595:1},uk="LEFT",lk="RIGHT",O6e="Vertical alignment cannot be 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Requested point (",Eoe=") is out of bounds.",Pz=" Given center based coordinates were (",BI="org.eclipse.elk.graph.properties",qht="IPropertyHolder",B6e={3:1,94:1,134:1},hk="org.eclipse.elk.alg.common.spore",Vht="org.eclipse.elk.alg.common.utils",mb={209:1},k4="org.eclipse.elk.core",Uht="Connected Components Compaction",Wht="org.eclipse.elk.alg.disco",Bz="org.eclipse.elk.alg.disco.graph",Toe="org.eclipse.elk.alg.disco.options",R6e="CompactionStrategy",F6e="org.eclipse.elk.disco.componentCompaction.strategy",j6e="org.eclipse.elk.disco.componentCompaction.componentLayoutAlgorithm",$6e="org.eclipse.elk.disco.debug.discoGraph",H6e="org.eclipse.elk.disco.debug.discoPolys",Kht="componentCompaction",yb="org.eclipse.elk.disco",_oe="org.eclipse.elk.spacing.componentComponent",Coe="org.eclipse.elk.edge.thickness",fk="org.eclipse.elk.aspectRatio",uw="org.eclipse.elk.padding",x4="org.eclipse.elk.alg.disco.transform",Soe=1.5707963267948966,O7=17976931348623157e292,gy={3:1,4:1,5:1,192:1},z6e={3:1,6:1,4:1,5:1,106:1,120:1},G6e="org.eclipse.elk.alg.force",q6e="ComponentsProcessor",Yht="ComponentsProcessor/1",RI="org.eclipse.elk.alg.force.graph",Xht="Component Layout",V6e="org.eclipse.elk.alg.force.model",Rz="org.eclipse.elk.force.model",U6e="org.eclipse.elk.force.iterations",W6e="org.eclipse.elk.force.repulsivePower",Aoe="org.eclipse.elk.force.temperature",Sd=.001,Loe="org.eclipse.elk.force.repulsion",TC="org.eclipse.elk.alg.force.options",N7=1.600000023841858,Yl="org.eclipse.elk.force",FI="org.eclipse.elk.priority",py="org.eclipse.elk.spacing.nodeNode",Moe="org.eclipse.elk.spacing.edgeLabel",Fz="org.eclipse.elk.randomSeed",_C="org.eclipse.elk.separateConnectedComponents",jI="org.eclipse.elk.interactive",Doe="org.eclipse.elk.portConstraints",jz="org.eclipse.elk.edgeLabels.inline",CC="org.eclipse.elk.omitNodeMicroLayout",dk="org.eclipse.elk.nodeSize.options",E4="org.eclipse.elk.nodeSize.constraints",P7="org.eclipse.elk.nodeLabels.placement",B7="org.eclipse.elk.portLabels.placement",K6e="origin",Qht="random",Zht="boundingBox.upLeft",Jht="boundingBox.lowRight",Y6e="org.eclipse.elk.stress.fixed",X6e="org.eclipse.elk.stress.desiredEdgeLength",Q6e="org.eclipse.elk.stress.dimension",Z6e="org.eclipse.elk.stress.epsilon",J6e="org.eclipse.elk.stress.iterationLimit",t2="org.eclipse.elk.stress",eft="ELK Stress",gk="org.eclipse.elk.nodeSize.minimum",$z="org.eclipse.elk.alg.force.stress",tft="Layered layout",pk="org.eclipse.elk.alg.layered",$I="org.eclipse.elk.alg.layered.compaction.components",SC="org.eclipse.elk.alg.layered.compaction.oned",Hz="org.eclipse.elk.alg.layered.compaction.oned.algs",kb="org.eclipse.elk.alg.layered.compaction.recthull",Ad="org.eclipse.elk.alg.layered.components",U0="NONE",Dc={3:1,6:1,4:1,9:1,5:1,122:1},nft={3:1,6:1,4:1,5:1,141:1,106:1,120:1},zz="org.eclipse.elk.alg.layered.compound",ps={51:1},uu="org.eclipse.elk.alg.layered.graph",Ioe=" -> ",rft="Not supported by LGraph",eke="Port side is undefined",Ooe={3:1,6:1,4:1,5:1,474:1,141:1,106:1,120:1},Bg={3:1,6:1,4:1,5:1,141:1,193:1,203:1,106:1,120:1},ift={3:1,6:1,4:1,5:1,141:1,1943:1,203:1,106:1,120:1},sft=`([{"' \r +`,aft=`)]}"' \r +`,oft="The given string contains parts that cannot be parsed as numbers.",HI="org.eclipse.elk.core.math",cft={3:1,4:1,142:1,207:1,414:1},uft={3:1,4:1,116:1,207:1,414:1},qn="org.eclipse.elk.layered",Rg="org.eclipse.elk.alg.layered.graph.transform",lft="ElkGraphImporter",hft="ElkGraphImporter/lambda$0$Type",fft="ElkGraphImporter/lambda$1$Type",dft="ElkGraphImporter/lambda$2$Type",gft="ElkGraphImporter/lambda$4$Type",pft="Node margin calculation",Pn="org.eclipse.elk.alg.layered.intermediate",bft="ONE_SIDED_GREEDY_SWITCH",vft="TWO_SIDED_GREEDY_SWITCH",Noe="No implementation is available for the layout processor ",tke="IntermediateProcessorStrategy",Poe="Node '",wft="FIRST_SEPARATE",mft="LAST_SEPARATE",yft="Odd port side processing",Is="org.eclipse.elk.alg.layered.intermediate.compaction",AC="org.eclipse.elk.alg.layered.intermediate.greedyswitch",u0="org.eclipse.elk.alg.layered.p3order.counting",zI={225:1},bk="org.eclipse.elk.alg.layered.intermediate.loops",Xl="org.eclipse.elk.alg.layered.intermediate.loops.ordering",n2="org.eclipse.elk.alg.layered.intermediate.loops.routing",LC="org.eclipse.elk.alg.layered.intermediate.preserveorder",Ld="org.eclipse.elk.alg.layered.intermediate.wrapping",Ic="org.eclipse.elk.alg.layered.options",Boe="INTERACTIVE",kft="DEPTH_FIRST",xft="EDGE_LENGTH",Eft="SELF_LOOPS",Tft="firstTryWithInitialOrder",nke="org.eclipse.elk.layered.directionCongruency",rke="org.eclipse.elk.layered.feedbackEdges",Gz="org.eclipse.elk.layered.interactiveReferencePoint",ike="org.eclipse.elk.layered.mergeEdges",ske="org.eclipse.elk.layered.mergeHierarchyEdges",ake="org.eclipse.elk.layered.allowNonFlowPortsToSwitchSides",oke="org.eclipse.elk.layered.portSortingStrategy",cke="org.eclipse.elk.layered.thoroughness",uke="org.eclipse.elk.layered.unnecessaryBendpoints",lke="org.eclipse.elk.layered.generatePositionAndLayerIds",Roe="org.eclipse.elk.layered.cycleBreaking.strategy",GI="org.eclipse.elk.layered.layering.strategy",hke="org.eclipse.elk.layered.layering.layerConstraint",fke="org.eclipse.elk.layered.layering.layerChoiceConstraint",dke="org.eclipse.elk.layered.layering.layerId",Foe="org.eclipse.elk.layered.layering.minWidth.upperBoundOnWidth",joe="org.eclipse.elk.layered.layering.minWidth.upperLayerEstimationScalingFactor",$oe="org.eclipse.elk.layered.layering.nodePromotion.strategy",Hoe="org.eclipse.elk.layered.layering.nodePromotion.maxIterations",zoe="org.eclipse.elk.layered.layering.coffmanGraham.layerBound",MC="org.eclipse.elk.layered.crossingMinimization.strategy",gke="org.eclipse.elk.layered.crossingMinimization.forceNodeModelOrder",Goe="org.eclipse.elk.layered.crossingMinimization.hierarchicalSweepiness",qoe="org.eclipse.elk.layered.crossingMinimization.semiInteractive",pke="org.eclipse.elk.layered.crossingMinimization.positionChoiceConstraint",bke="org.eclipse.elk.layered.crossingMinimization.positionId",vke="org.eclipse.elk.layered.crossingMinimization.greedySwitch.activationThreshold",Voe="org.eclipse.elk.layered.crossingMinimization.greedySwitch.type",qz="org.eclipse.elk.layered.crossingMinimization.greedySwitchHierarchical.type",T4="org.eclipse.elk.layered.nodePlacement.strategy",Vz="org.eclipse.elk.layered.nodePlacement.favorStraightEdges",Uoe="org.eclipse.elk.layered.nodePlacement.bk.edgeStraightening",Woe="org.eclipse.elk.layered.nodePlacement.bk.fixedAlignment",Koe="org.eclipse.elk.layered.nodePlacement.linearSegments.deflectionDampening",Yoe="org.eclipse.elk.layered.nodePlacement.networkSimplex.nodeFlexibility",Xoe="org.eclipse.elk.layered.nodePlacement.networkSimplex.nodeFlexibility.default",wke="org.eclipse.elk.layered.edgeRouting.selfLoopDistribution",mke="org.eclipse.elk.layered.edgeRouting.selfLoopOrdering",Uz="org.eclipse.elk.layered.edgeRouting.splines.mode",Wz="org.eclipse.elk.layered.edgeRouting.splines.sloppy.layerSpacingFactor",Qoe="org.eclipse.elk.layered.edgeRouting.polyline.slopedEdgeZoneWidth",yke="org.eclipse.elk.layered.spacing.baseValue",kke="org.eclipse.elk.layered.spacing.edgeNodeBetweenLayers",xke="org.eclipse.elk.layered.spacing.edgeEdgeBetweenLayers",Eke="org.eclipse.elk.layered.spacing.nodeNodeBetweenLayers",Tke="org.eclipse.elk.layered.priority.direction",_ke="org.eclipse.elk.layered.priority.shortness",Cke="org.eclipse.elk.layered.priority.straightness",Zoe="org.eclipse.elk.layered.compaction.connectedComponents",Ske="org.eclipse.elk.layered.compaction.postCompaction.strategy",Ake="org.eclipse.elk.layered.compaction.postCompaction.constraints",Kz="org.eclipse.elk.layered.highDegreeNodes.treatment",Joe="org.eclipse.elk.layered.highDegreeNodes.threshold",ece="org.eclipse.elk.layered.highDegreeNodes.treeHeight",W0="org.eclipse.elk.layered.wrapping.strategy",Yz="org.eclipse.elk.layered.wrapping.additionalEdgeSpacing",Xz="org.eclipse.elk.layered.wrapping.correctionFactor",DC="org.eclipse.elk.layered.wrapping.cutting.strategy",tce="org.eclipse.elk.layered.wrapping.cutting.cuts",nce="org.eclipse.elk.layered.wrapping.cutting.msd.freedom",Qz="org.eclipse.elk.layered.wrapping.validify.strategy",Zz="org.eclipse.elk.layered.wrapping.validify.forbiddenIndices",Jz="org.eclipse.elk.layered.wrapping.multiEdge.improveCuts",eG="org.eclipse.elk.layered.wrapping.multiEdge.distancePenalty",rce="org.eclipse.elk.layered.wrapping.multiEdge.improveWrappedEdges",Lke="org.eclipse.elk.layered.edgeLabels.sideSelection",Mke="org.eclipse.elk.layered.edgeLabels.centerLabelPlacementStrategy",tG="org.eclipse.elk.layered.considerModelOrder.strategy",Dke="org.eclipse.elk.layered.considerModelOrder.noModelOrder",ice="org.eclipse.elk.layered.considerModelOrder.components",Ike="org.eclipse.elk.layered.considerModelOrder.longEdgeStrategy",sce="org.eclipse.elk.layered.considerModelOrder.crossingCounterNodeInfluence",ace="org.eclipse.elk.layered.considerModelOrder.crossingCounterPortInfluence",oce="layering",_ft="layering.minWidth",Cft="layering.nodePromotion",qI="crossingMinimization",nG="org.eclipse.elk.hierarchyHandling",Sft="crossingMinimization.greedySwitch",Aft="nodePlacement",Lft="nodePlacement.bk",Mft="edgeRouting",VI="org.eclipse.elk.edgeRouting",G1="spacing",Oke="priority",Nke="compaction",Dft="compaction.postCompaction",Ift="Specifies whether and how post-process compaction is applied.",Pke="highDegreeNodes",Bke="wrapping",Oft="wrapping.cutting",Nft="wrapping.validify",Rke="wrapping.multiEdge",cce="edgeLabels",UI="considerModelOrder",Fke="org.eclipse.elk.spacing.commentComment",jke="org.eclipse.elk.spacing.commentNode",$ke="org.eclipse.elk.spacing.edgeEdge",Hke="org.eclipse.elk.spacing.edgeNode",zke="org.eclipse.elk.spacing.labelLabel",Gke="org.eclipse.elk.spacing.labelPortHorizontal",qke="org.eclipse.elk.spacing.labelPortVertical",Vke="org.eclipse.elk.spacing.labelNode",Uke="org.eclipse.elk.spacing.nodeSelfLoop",Wke="org.eclipse.elk.spacing.portPort",Kke="org.eclipse.elk.spacing.individual",Yke="org.eclipse.elk.port.borderOffset",Xke="org.eclipse.elk.noLayout",Qke="org.eclipse.elk.port.side",WI="org.eclipse.elk.debugMode",Zke="org.eclipse.elk.alignment",Jke="org.eclipse.elk.insideSelfLoops.activate",exe="org.eclipse.elk.insideSelfLoops.yo",uce="org.eclipse.elk.nodeSize.fixedGraphSize",txe="org.eclipse.elk.direction",nxe="org.eclipse.elk.nodeLabels.padding",rxe="org.eclipse.elk.portLabels.nextToPortIfPossible",ixe="org.eclipse.elk.portLabels.treatAsGroup",sxe="org.eclipse.elk.portAlignment.default",axe="org.eclipse.elk.portAlignment.north",oxe="org.eclipse.elk.portAlignment.south",cxe="org.eclipse.elk.portAlignment.west",uxe="org.eclipse.elk.portAlignment.east",rG="org.eclipse.elk.contentAlignment",lxe="org.eclipse.elk.junctionPoints",hxe="org.eclipse.elk.edgeLabels.placement",fxe="org.eclipse.elk.port.index",dxe="org.eclipse.elk.commentBox",gxe="org.eclipse.elk.hypernode",pxe="org.eclipse.elk.port.anchor",lce="org.eclipse.elk.partitioning.activate",hce="org.eclipse.elk.partitioning.partition",iG="org.eclipse.elk.position",bxe="org.eclipse.elk.margins",vxe="org.eclipse.elk.spacing.portsSurrounding",fce="org.eclipse.elk.interactiveLayout",Oc="org.eclipse.elk.core.util",wxe={3:1,4:1,5:1,593:1},Pft="NETWORK_SIMPLEX",Qc={123:1,51:1},sG="org.eclipse.elk.alg.layered.p1cycles",by="org.eclipse.elk.alg.layered.p2layers",mxe={402:1,225:1},Bft={832:1,3:1,4:1},Qu="org.eclipse.elk.alg.layered.p3order",ko="org.eclipse.elk.alg.layered.p4nodes",Rft={3:1,4:1,5:1,840:1},Md=1e-5,r2="org.eclipse.elk.alg.layered.p4nodes.bk",dce="org.eclipse.elk.alg.layered.p5edges",o1="org.eclipse.elk.alg.layered.p5edges.orthogonal",gce="org.eclipse.elk.alg.layered.p5edges.orthogonal.direction",pce=1e-6,vy="org.eclipse.elk.alg.layered.p5edges.splines",bce=.09999999999999998,aG=1e-8,Fft=4.71238898038469,jft=3.141592653589793,IC="org.eclipse.elk.alg.mrtree",OC="org.eclipse.elk.alg.mrtree.graph",vk="org.eclipse.elk.alg.mrtree.intermediate",$ft="Set neighbors in level",Hft="DESCENDANTS",yxe="org.eclipse.elk.mrtree.weighting",kxe="org.eclipse.elk.mrtree.searchOrder",oG="org.eclipse.elk.alg.mrtree.options",Fg="org.eclipse.elk.mrtree",zft="org.eclipse.elk.tree",xxe="org.eclipse.elk.alg.radial",_4=6.283185307179586,Exe=5e-324,Gft="org.eclipse.elk.alg.radial.intermediate",vce="org.eclipse.elk.alg.radial.intermediate.compaction",qft={3:1,4:1,5:1,106:1},Txe="org.eclipse.elk.alg.radial.intermediate.optimization",wce="No implementation is available for the layout option ",NC="org.eclipse.elk.alg.radial.options",_xe="org.eclipse.elk.radial.orderId",Cxe="org.eclipse.elk.radial.radius",mce="org.eclipse.elk.radial.compactor",yce="org.eclipse.elk.radial.compactionStepSize",Sxe="org.eclipse.elk.radial.sorter",Axe="org.eclipse.elk.radial.wedgeCriteria",Lxe="org.eclipse.elk.radial.optimizationCriteria",Dd="org.eclipse.elk.radial",Vft="org.eclipse.elk.alg.radial.p1position.wedge",Mxe="org.eclipse.elk.alg.radial.sorting",Uft=5.497787143782138,Wft=3.9269908169872414,Kft=2.356194490192345,Yft="org.eclipse.elk.alg.rectpacking",cG="org.eclipse.elk.alg.rectpacking.firstiteration",kce="org.eclipse.elk.alg.rectpacking.options",Dxe="org.eclipse.elk.rectpacking.optimizationGoal",Ixe="org.eclipse.elk.rectpacking.lastPlaceShift",Oxe="org.eclipse.elk.rectpacking.currentPosition",Nxe="org.eclipse.elk.rectpacking.desiredPosition",Pxe="org.eclipse.elk.rectpacking.onlyFirstIteration",Bxe="org.eclipse.elk.rectpacking.rowCompaction",xce="org.eclipse.elk.rectpacking.expandToAspectRatio",Rxe="org.eclipse.elk.rectpacking.targetWidth",uG="org.eclipse.elk.expandNodes",Gh="org.eclipse.elk.rectpacking",KI="org.eclipse.elk.alg.rectpacking.util",lG="No implementation available for ",wy="org.eclipse.elk.alg.spore",my="org.eclipse.elk.alg.spore.options",lw="org.eclipse.elk.sporeCompaction",Ece="org.eclipse.elk.underlyingLayoutAlgorithm",Fxe="org.eclipse.elk.processingOrder.treeConstruction",jxe="org.eclipse.elk.processingOrder.spanningTreeCostFunction",Tce="org.eclipse.elk.processingOrder.preferredRoot",_ce="org.eclipse.elk.processingOrder.rootSelection",Cce="org.eclipse.elk.structure.structureExtractionStrategy",$xe="org.eclipse.elk.compaction.compactionStrategy",Hxe="org.eclipse.elk.compaction.orthogonal",zxe="org.eclipse.elk.overlapRemoval.maxIterations",Gxe="org.eclipse.elk.overlapRemoval.runScanline",Sce="processingOrder",Xft="overlapRemoval",R7="org.eclipse.elk.sporeOverlap",Qft="org.eclipse.elk.alg.spore.p1structure",Ace="org.eclipse.elk.alg.spore.p2processingorder",Lce="org.eclipse.elk.alg.spore.p3execution",Zft="Invalid index: ",F7="org.eclipse.elk.core.alg",C4={331:1},yy={288:1},Jft="Make sure its type is registered with the ",qxe=" utility class.",j7="true",Mce="false",e1t="Couldn't clone property '",hw=.05,qh="org.eclipse.elk.core.options",t1t=1.2999999523162842,fw="org.eclipse.elk.box",Vxe="org.eclipse.elk.box.packingMode",n1t="org.eclipse.elk.algorithm",r1t="org.eclipse.elk.resolvedAlgorithm",Uxe="org.eclipse.elk.bendPoints",t3n="org.eclipse.elk.labelManager",i1t="org.eclipse.elk.scaleFactor",s1t="org.eclipse.elk.animate",a1t="org.eclipse.elk.animTimeFactor",o1t="org.eclipse.elk.layoutAncestors",c1t="org.eclipse.elk.maxAnimTime",u1t="org.eclipse.elk.minAnimTime",l1t="org.eclipse.elk.progressBar",h1t="org.eclipse.elk.validateGraph",f1t="org.eclipse.elk.validateOptions",d1t="org.eclipse.elk.zoomToFit",n3n="org.eclipse.elk.font.name",g1t="org.eclipse.elk.font.size",p1t="org.eclipse.elk.edge.type",b1t="partitioning",v1t="nodeLabels",hG="portAlignment",Dce="nodeSize",Ice="port",Wxe="portLabels",w1t="insideSelfLoops",PC="org.eclipse.elk.fixed",fG="org.eclipse.elk.random",m1t="port must have a parent node to calculate the port side",y1t="The edge needs to have exactly one edge section. 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size=",Vce="sourceIndex=",Od={3:1,4:1,20:1,28:1,52:1,14:1,15:1,54:1,67:1,63:1,58:1},Uce={3:1,4:1,20:1,28:1,52:1,14:1,47:1,15:1,54:1,67:1,63:1,58:1,588:1},bG="logging",q1t="measureExecutionTime",V1t="parser.parse.1",U1t="parser.parse.2",vG="parser.next.1",Wce="parser.next.2",W1t="parser.next.3",K1t="parser.next.4",Tb="parser.factor.1",c8e="parser.factor.2",Y1t="parser.factor.3",X1t="parser.factor.4",Q1t="parser.factor.5",Z1t="parser.factor.6",J1t="parser.atom.1",edt="parser.atom.2",tdt="parser.atom.3",u8e="parser.atom.4",Kce="parser.atom.5",l8e="parser.cc.1",wG="parser.cc.2",ndt="parser.cc.3",rdt="parser.cc.5",h8e="parser.cc.6",f8e="parser.cc.7",Yce="parser.cc.8",idt="parser.ope.1",sdt="parser.ope.2",adt="parser.ope.3",jg="parser.descape.1",odt="parser.descape.2",cdt="parser.descape.3",udt="parser.descape.4",ldt="parser.descape.5",xh="parser.process.1",hdt="parser.quantifier.1",fdt="parser.quantifier.2",ddt="parser.quantifier.3",gdt="parser.quantifier.4",d8e="parser.quantifier.5",pdt="org.eclipse.emf.common.notify",g8e={415:1,672:1},bdt={3:1,4:1,20:1,28:1,52:1,14:1,15:1,67:1,58:1},XI={366:1,143:1},$C="index=",Xce={3:1,4:1,5:1,126:1},vdt={3:1,4:1,20:1,28:1,52:1,14:1,15:1,54:1,67:1,58:1},p8e={3:1,6:1,4:1,5:1,192:1},wdt={3:1,4:1,5:1,165:1,367:1},mdt=";/?:@&=+$,",ydt="invalid authority: ",kdt="EAnnotation",xdt="ETypedElement",Edt="EStructuralFeature",Tdt="EAttribute",_dt="EClassifier",Cdt="EEnumLiteral",Sdt="EGenericType",Adt="EOperation",Ldt="EParameter",Mdt="EReference",Ddt="ETypeParameter",Wi="org.eclipse.emf.ecore.util",Qce={76:1},b8e={3:1,20:1,14:1,15:1,58:1,589:1,76:1,69:1,95:1},Idt="org.eclipse.emf.ecore.util.FeatureMap$Entry",Zu=8192,ky=2048,HC="byte",mG="char",zC="double",GC="float",qC="int",VC="long",UC="short",Odt="java.lang.Object",L4={3:1,4:1,5:1,247:1},v8e={3:1,4:1,5:1,673:1},Ndt={3:1,4:1,20:1,28:1,52:1,14:1,15:1,54:1,67:1,63:1,58:1,69:1},Zo={3:1,4:1,20:1,28:1,52:1,14:1,15:1,54:1,67:1,63:1,58:1,76:1,69:1,95:1},QI="mixed",Zr="http:///org/eclipse/emf/ecore/util/ExtendedMetaData",Vh="kind",Pdt={3:1,4:1,5:1,674:1},w8e={3:1,4:1,20:1,28:1,52:1,14:1,15:1,67:1,58:1,76:1,69:1,95:1},yG={20:1,28:1,52:1,14:1,15:1,58:1,69:1},kG={47:1,125:1,279:1},xG={72:1,332:1},EG="The value of type '",TG="' must be of type '",M4=1316,Uh="http://www.eclipse.org/emf/2002/Ecore",_G=-32768,gw="constraints",Ha="baseType",Bdt="getEStructuralFeature",Rdt="getFeatureID",WC="feature",Fdt="getOperationID",m8e="operation",jdt="defaultValue",$dt="eTypeParameters",Hdt="isInstance",zdt="getEEnumLiteral",Gdt="eContainingClass",li={55:1},qdt={3:1,4:1,5:1,119:1},Vdt="org.eclipse.emf.ecore.resource",Udt={92:1,90:1,591:1,1935:1},Zce="org.eclipse.emf.ecore.resource.impl",y8e="unspecified",ZI="simple",CG="attribute",Wdt="attributeWildcard",SG="element",Jce="elementWildcard",c1="collapse",eue="itemType",AG="namespace",JI="##targetNamespace",Wh="whiteSpace",k8e="wildcards",_b="http://www.eclipse.org/emf/2003/XMLType",tue="##any",G7="uninitialized",eO="The multiplicity constraint is 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other."),J9e),(Ng(),vs)),g9e),rn((i1(),Fn))))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,rke),""),"Feedback Edges"),"Whether feedback edges should be highlighted by routing around the nodes."),(Mn(),!1)),za),Us),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Gz),""),"Interactive Reference Point"),"Determines which point of a node is considered by interactive layout phases."),sTe),vs),M9e),rn(Fn)))),va(t,Gz,Roe,Cbt),va(t,Gz,MC,_bt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,ike),""),"Merge Edges"),"Edges that have no ports are merged so they touch the connected nodes at the same points. When this option is disabled, one port is created for each edge directly connected to a node. When it is enabled, all such incoming edges share an input port, and all outgoing edges share an output port."),!1),za),Us),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,ske),""),"Merge Hierarchy-Crossing Edges"),"If hierarchical layout is active, hierarchy-crossing edges use as few hierarchical ports as possible. They are broken by the algorithm, with hierarchical ports inserted as required. Usually, one such port is created for each edge at each hierarchy crossing point. With this option set to true, we try to create as few hierarchical ports as possible in the process. In particular, all edges that form a hyperedge can share a port."),!0),za),Us),rn(Fn)))),en(t,new Vt(sUt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,ake),""),"Allow Non-Flow Ports To Switch Sides"),"Specifies whether non-flow ports may switch sides if their node's port constraints are either FIXED_SIDE or FIXED_ORDER. A non-flow port is a port on a side that is not part of the currently configured layout flow. For instance, given a left-to-right layout direction, north and south ports would be considered non-flow ports. Further note that the underlying criterium whether to switch sides or not solely relies on the minimization of edge crossings. Hence, edge length and other aesthetics criteria are not addressed."),!1),za),Us),rn(Bb)),ie(re(mt,1),Qe,2,6,["org.eclipse.elk.layered.northOrSouthPort"])))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,oke),""),"Port Sorting Strategy"),"Only relevant for nodes with FIXED_SIDE port constraints. Determines the way a node's ports are distributed on the sides of a node if their order is not prescribed. The option is set on parent nodes."),dTe),vs),k_e),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,cke),""),"Thoroughness"),"How much effort should be spent to produce a nice layout."),ct(7)),Cc),Za),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,uke),""),"Add Unnecessary Bendpoints"),"Adds bend points even if an edge does not change direction. If true, each long edge dummy will contribute a bend point to its edges and hierarchy-crossing edges will always get a bend point where they cross hierarchy boundaries. By default, bend points are only added where an edge changes direction."),!1),za),Us),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,lke),""),"Generate Position and Layer IDs"),"If enabled position id and layer id are generated, which are usually only used internally when setting the interactiveLayout option. This option should be specified on the root node."),!1),za),Us),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Roe),"cycleBreaking"),"Cycle Breaking Strategy"),"Strategy for cycle breaking. Cycle breaking looks for cycles in the graph and determines which edges to reverse to break the cycles. Reversed edges will end up pointing to the opposite direction of regular edges (that is, reversed edges will point left if edges usually point right)."),Z9e),vs),f9e),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,GI),oce),"Node Layering Strategy"),"Strategy for node layering."),cTe),vs),u_e),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,hke),oce),"Layer Constraint"),"Determines a constraint on the placement of the node regarding the layering."),aTe),vs),G9e),rn(ua)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,fke),oce),"Layer Choice Constraint"),"Allows to set a constraint regarding the layer placement of a node. Let i be the value of teh constraint. Assumed the drawing has n layers and i < n. If set to i, it expresses that the node should be placed in i-th layer. Should i>=n be true then the node is placed in the last layer of the drawing. Note that this option is not part of any of ELK Layered's default configurations but is only evaluated as part of the `InteractiveLayeredGraphVisitor`, which must be applied manually or used via the `DiagramLayoutEngine."),ct(-1)),Cc),Za),rn(ua)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,dke),oce),"Layer ID"),"Layer identifier that was calculated by ELK Layered for a node. This is only generated if interactiveLayot or generatePositionAndLayerIds is set."),ct(-1)),Cc),Za),rn(ua)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Foe),_ft),"Upper Bound On Width [MinWidth Layerer]"),"Defines a loose upper bound on the width of the MinWidth layerer. If set to '-1' multiple values are tested and the best result is selected."),ct(4)),Cc),Za),rn(Fn)))),va(t,Foe,GI,Obt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,joe),_ft),"Upper Layer Estimation Scaling Factor [MinWidth Layerer]"),"Multiplied with Upper Bound On Width for defining an upper bound on the width of layers which haven't been determined yet, but whose maximum width had been (roughly) estimated by the MinWidth algorithm. Compensates for too high estimations. If set to '-1' multiple values are tested and the best result is selected."),ct(2)),Cc),Za),rn(Fn)))),va(t,joe,GI,Pbt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,$oe),Cft),"Node Promotion Strategy"),"Reduces number of dummy nodes after layering phase (if possible)."),oTe),vs),w_e),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Hoe),Cft),"Max Node Promotion Iterations"),"Limits the number of iterations for node promotion."),ct(0)),Cc),Za),rn(Fn)))),va(t,Hoe,$oe,null),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,zoe),"layering.coffmanGraham"),"Layer Bound"),"The maximum number of nodes allowed per layer."),ct(Ei)),Cc),Za),rn(Fn)))),va(t,zoe,GI,Abt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,MC),qI),"Crossing Minimization Strategy"),"Strategy for crossing minimization."),Q9e),vs),c9e),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,gke),qI),"Force Node Model Order"),"The node order given by the model does not change to produce a better layout. E.g. if node A is before node B in the model this is not changed during crossing minimization. This assumes that the node model order is already respected before crossing minimization. This can be achieved by setting considerModelOrder.strategy to NODES_AND_EDGES."),!1),za),Us),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Goe),qI),"Hierarchical Sweepiness"),"How likely it is to use cross-hierarchy (1) vs bottom-up (-1)."),.1),qo),ma),rn(Fn)))),va(t,Goe,nG,ebt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,qoe),qI),"Semi-Interactive Crossing Minimization"),"Preserves the order of nodes within a layer but still minimizes crossings between edges connecting long edge dummies. Derives the desired order from positions specified by the 'org.eclipse.elk.position' layout option. Requires a crossing minimization strategy that is able to process 'in-layer' constraints."),!1),za),Us),rn(Fn)))),va(t,qoe,MC,ibt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,pke),qI),"Position Choice Constraint"),"Allows to set a constraint regarding the position placement of a node in a layer. Assumed the layer in which the node placed includes n other nodes and i < n. If set to i, it expresses that the node should be placed at the i-th position. Should i>=n be true then the node is placed at the last position in the layer. Note that this option is not part of any of ELK Layered's default configurations but is only evaluated as part of the `InteractiveLayeredGraphVisitor`, which must be applied manually or used via the `DiagramLayoutEngine."),ct(-1)),Cc),Za),rn(ua)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,bke),qI),"Position ID"),"Position within a layer that was determined by ELK Layered for a node. This is only generated if interactiveLayot or generatePositionAndLayerIds is set."),ct(-1)),Cc),Za),rn(ua)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,vke),Sft),"Greedy Switch Activation Threshold"),"By default it is decided automatically if the greedy switch is activated or not. The decision is based on whether the size of the input graph (without dummy nodes) is smaller than the value of this option. A '0' enforces the activation."),ct(40)),Cc),Za),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Voe),Sft),"Greedy Switch Crossing Minimization"),"Greedy Switch strategy for crossing minimization. The greedy switch heuristic is executed after the regular crossing minimization as a post-processor. Note that if 'hierarchyHandling' is set to 'INCLUDE_CHILDREN', the 'greedySwitchHierarchical.type' option must be used."),X9e),vs),Ale),rn(Fn)))),va(t,Voe,MC,Z2t),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,qz),"crossingMinimization.greedySwitchHierarchical"),"Greedy Switch Crossing Minimization (hierarchical)"),"Activates the greedy switch heuristic in case hierarchical layout is used. The differences to the non-hierarchical case (see 'greedySwitch.type') are: 1) greedy switch is inactive by default, 3) only the option value set on the node at which hierarchical layout starts is relevant, and 2) if it's activated by the user, it properly addresses hierarchy-crossing edges."),Y9e),vs),Ale),rn(Fn)))),va(t,qz,MC,Y2t),va(t,qz,nG,X2t),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,T4),Aft),"Node Placement Strategy"),"Strategy for node placement."),fTe),vs),d_e),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(Wt(Xt(Kt(Yt(new Ht,Vz),Aft),"Favor Straight Edges Over Balancing"),"Favor straight edges over a balanced node placement. The default behavior is determined automatically based on the used 'edgeRouting'. For an orthogonal style it is set to true, for all other styles to false."),za),Us),rn(Fn)))),va(t,Vz,T4,Ubt),va(t,Vz,T4,Wbt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Uoe),Lft),"BK Edge Straightening"),"Specifies whether the Brandes Koepf node placer tries to increase the number of straight edges at the expense of diagram size. There is a subtle difference to the 'favorStraightEdges' option, which decides whether a balanced placement of the nodes is desired, or not. In bk terms this means combining the four alignments into a single balanced one, or not. This option on the other hand tries to straighten additional edges during the creation of each of the four alignments."),uTe),vs),v9e),rn(Fn)))),va(t,Uoe,T4,zbt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Woe),Lft),"BK Fixed Alignment"),"Tells the BK node placer to use a certain alignment (out of its four) instead of the one producing the smallest height, or the combination of all four."),lTe),vs),x9e),rn(Fn)))),va(t,Woe,T4,qbt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Koe),"nodePlacement.linearSegments"),"Linear Segments Deflection Dampening"),"Dampens the movement of nodes to keep the diagram from getting too large."),.3),qo),ma),rn(Fn)))),va(t,Koe,T4,Ybt),en(t,new Vt(Zt(Qt(Jt(Wt(Xt(Kt(Yt(new Ht,Yoe),"nodePlacement.networkSimplex"),"Node Flexibility"),"Aims at shorter and straighter edges. Two configurations are possible: (a) allow ports to move freely on the side they are assigned to (the order is always defined beforehand), (b) additionally allow to enlarge a node wherever it helps. If this option is not configured for a node, the 'nodeFlexibility.default' value is used, which is specified for the node's parent."),vs),ahe),rn(ua)))),va(t,Yoe,T4,Jbt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Xoe),"nodePlacement.networkSimplex.nodeFlexibility"),"Node Flexibility Default"),"Default value of the 'nodeFlexibility' option for the children of a hierarchical node."),hTe),vs),ahe),rn(Fn)))),va(t,Xoe,T4,Zbt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,wke),Mft),"Self-Loop Distribution"),"Alter the distribution of the loops around the node. It only takes effect for PortConstraints.FREE."),nTe),vs),T_e),rn(ua)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,mke),Mft),"Self-Loop Ordering"),"Alter the ordering of the loops they can either be stacked or sequenced. It only takes effect for PortConstraints.FREE."),rTe),vs),__e),rn(ua)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Uz),"edgeRouting.splines"),"Spline Routing Mode"),"Specifies the way control points are assembled for each individual edge. CONSERVATIVE ensures that edges are properly routed around the nodes but feels rather orthogonal at times. SLOPPY uses fewer control points to obtain curvier edge routes but may result in edges overlapping nodes."),iTe),vs),S_e),rn(Fn)))),va(t,Uz,VI,pbt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Wz),"edgeRouting.splines.sloppy"),"Sloppy Spline Layer Spacing Factor"),"Spacing factor for routing area between layers when using sloppy spline routing."),.2),qo),ma),rn(Fn)))),va(t,Wz,VI,vbt),va(t,Wz,Uz,wbt),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,Qoe),"edgeRouting.polyline"),"Sloped Edge Zone Width"),"Width of the strip to the left and to the right of each layer where the polyline edge router is allowed to refrain from ensuring that edges are routed horizontally. This prevents awkward bend points for nodes that extent almost to the edge of their layer."),2),qo),ma),rn(Fn)))),va(t,Qoe,VI,hbt),en(t,new Vt(Zt(Qt(Jt(Wt(Xt(Kt(Yt(new Ht,yke),G1),"Spacing Base Value"),"An optional base value for all other layout options of the 'spacing' group. It can be used to conveniently alter the overall 'spaciousness' of the drawing. Whenever an explicit value is set for the other layout options, this base value will have no effect. The base value is not inherited, i.e. it must be set for each hierarchical node."),qo),ma),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,kke),G1),"Edge Node Between Layers Spacing"),"The spacing to be preserved between nodes and edges that are routed next to the node's layer. For the spacing between nodes and edges that cross the node's layer 'spacing.edgeNode' is used."),10),qo),ma),rn(Fn)))),en(t,new Vt(Zt(Qt(Jt(pn(Wt(Xt(Kt(Yt(new Ht,xke),G1),"Edge Edge Between Layer Spacing"),"Spacing to be preserved between pairs of edges that are routed between the same pair of layers. 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xg(16,this):t?this.p=new yg(19,t,this):this.p=new xg(18,this):this.Bb&Zu?t?this.p=new yg(21,t,this):this.p=new xg(20,this):t?this.p=new yg(23,t,this):this.p=new xg(22,this):this.qk()?this.sk()?this.p=new MWe(u(o,26),this,s):this.p=new vwe(u(o,26),this,s):we(o,148)?t==eU?this.p=new xg(40,this):this.Bb&Zu?t?this.p=new AKe(n,v,this,(Gie(),d==Lr?qAe:d==El?jAe:d==S2?VAe:d==Xy?GAe:d==pa?zAe:d==a5?UAe:d==el?$Ae:d==Sh?HAe:_fe)):this.p=new $Ye(u(o,148),n,v,this):t?this.p=new SKe(n,v,this,(Gie(),d==Lr?qAe:d==El?jAe:d==S2?VAe:d==Xy?GAe:d==pa?zAe:d==a5?UAe:d==el?$Ae:d==Sh?HAe:_fe)):this.p=new jYe(u(o,148),n,v,this):this.rk()?s?this.Bb&Zu?this.sk()?this.p=new IWe(u(o,26),this,s):this.p=new cve(u(o,26),this,s):this.sk()?this.p=new DWe(u(o,26),this,s):this.p=new wne(u(o,26),this,s):this.Bb&Zu?this.sk()?this.p=new SUe(u(o,26),this):this.p=new xbe(u(o,26),this):this.sk()?this.p=new CUe(u(o,26),this):this.p=new ine(u(o,26),this):this.sk()?s?this.Bb&Zu?this.p=new OWe(u(o,26),this,s):this.p=new ave(u(o,26),this,s):this.Bb&Zu?this.p=new AUe(u(o,26),this):this.p=new Ebe(u(o,26),this):s?this.Bb&Zu?this.p=new NWe(u(o,26),this,s):this.p=new ove(u(o,26),this,s):this.Bb&Zu?this.p=new LUe(u(o,26),this):this.p=new Mj(u(o,26),this)),this.p},l.Ij=function(){return(this.Bb&Sf)!=0},l.qk=function(){return!1},l.rk=function(){return!1},l.Jj=function(){return(this.Bb&Ed)!=0},l.Oj=function(){return Ure(this)},l.sk=function(){return!1},l.Kj=function(){return(this.Bb&Zu)!=0},l.tk=function(t){this.k=t},l.Lh=function(t){bre(this,t)},l.Ib=function(){return lz(this)},l.e=!1,l.n=0,O(Tn,"EStructuralFeatureImpl",449),M(322,449,{105:1,92:1,90:1,34:1,147:1,191:1,56:1,170:1,66:1,108:1,472:1,49:1,97:1,322:1,150:1,449:1,284:1,114:1,115:1,677:1},Vee),l._g=function(t,n,r){var s,o;switch(t){case 0:return!this.Ab&&(this.Ab=new at(ti,this,0,3)),this.Ab;case 1:return this.zb;case 2:return Mn(),!!(this.Bb&256);case 3:return Mn(),!!(this.Bb&512);case 4:return ct(this.s);case 5:return ct(this.t);case 6:return Mn(),!!j4e(this);case 7:return Mn(),o=this.s,o>=1;case 8:return n?$h(this):this.r;case 9:return this.q;case 10:return Mn(),!!(this.Bb&Sf);case 11:return Mn(),!!(this.Bb&ky);case 12:return Mn(),!!(this.Bb&dy);case 13:return this.j;case 14:return b7(this);case 15:return Mn(),!!(this.Bb&Zu);case 16:return Mn(),!!(this.Bb&Ed);case 17:return Fm(this);case 18:return Mn(),!!(this.Bb&_c);case 19:return n?lie(this):$Ze(this)}return ph(this,t-Jn((on(),Wy)),gn((s=u(_n(this,16),26),s||Wy),t),n,r)},l.lh=function(t){var n,r;switch(t){case 0:return!!this.Ab&&this.Ab.i!=0;case 1:return this.zb!=null;case 2:return(this.Bb&256)==0;case 3:return(this.Bb&512)==0;case 4:return this.s!=0;case 5:return this.t!=1;case 6:return j4e(this);case 7:return r=this.s,r>=1;case 8:return!!this.r&&!this.q.e&&Mv(this.q).i==0;case 9:return!!this.q&&!(this.r&&!this.q.e&&Mv(this.q).i==0);case 10:return(this.Bb&Sf)==0;case 11:return(this.Bb&ky)!=0;case 12:return(this.Bb&dy)!=0;case 13:return this.j!=null;case 14:return b7(this)!=null;case 15:return(this.Bb&Zu)!=0;case 16:return(this.Bb&Ed)!=0;case 17:return!!Fm(this);case 18:return(this.Bb&_c)!=0;case 19:return!!$Ze(this)}return dh(this,t-Jn((on(),Wy)),gn((n=u(_n(this,16),26),n||Wy),t))},l.sh=function(t,n){var r,s;switch(t){case 0:!this.Ab&&(this.Ab=new at(ti,this,0,3)),_r(this.Ab),!this.Ab&&(this.Ab=new at(ti,this,0,3)),fs(this.Ab,u(n,14));return;case 1:bre(this,Hr(n));return;case 2:Lg(this,It(Mt(n)));return;case 3:Mg(this,It(Mt(n)));return;case 4:Cg(this,u(n,19).a);return;case 5:wze(this,u(n,19).a);return;case 8:cb(this,u(n,138));return;case 9:s=$1(this,u(n,87),null),s&&s.Fi();return;case 10:J8(this,It(Mt(n)));return;case 11:n7(this,It(Mt(n)));return;case 12:e7(this,It(Mt(n)));return;case 13:N2e(this,Hr(n));return;case 15:t7(this,It(Mt(n)));return;case 16:r7(this,It(Mt(n)));return;case 18:Pie(this,It(Mt(n)));return}yh(this,t-Jn((on(),Wy)),gn((r=u(_n(this,16),26),r||Wy),t),n)},l.zh=function(){return on(),Wy},l.Bh=function(t){var n,r;switch(t){case 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2:Vte(this,Hr(n));return;case 5:x7(this,Hr(n));return;case 7:!this.A&&(this.A=new qu(mu,this,7)),_r(this.A),!this.A&&(this.A=new qu(mu,this,7)),fs(this.A,u(n,14));return}yh(this,t-Jn(this.zh()),gn((r=u(_n(this,16),26),r||this.zh()),t),n)},l.zh=function(){return on(),s4t},l.Bh=function(t){var n;switch(t){case 0:!this.Ab&&(this.Ab=new at(ti,this,0,3)),_r(this.Ab);return;case 1:we(this.Cb,179)&&(u(this.Cb,179).tb=null),au(this,null);return;case 2:Y8(this,null),R8(this,this.D);return;case 5:x7(this,null);return;case 7:!this.A&&(this.A=new qu(mu,this,7)),_r(this.A);return}wh(this,t-Jn(this.zh()),gn((n=u(_n(this,16),26),n||this.zh()),t))},l.yj=function(){var t;return this.G==-1&&(this.G=(t=Gl(this),t?Dg(t.Mh(),this):-1)),this.G},l.zj=function(){return null},l.Aj=function(){return Gl(this)},l.vk=function(){return this.v},l.Bj=function(){return Jv(this)},l.Cj=function(){return this.D!=null?this.D:this.B},l.Dj=function(){return this.F},l.wj=function(t){return oae(this,t)},l.wk=function(t){this.v=t},l.xk=function(t){wtt(this,t)},l.yk=function(t){this.C=t},l.Lh=function(t){l$(this,t)},l.Ib=function(){return xH(this)},l.C=null,l.D=null,l.G=-1,O(Tn,"EClassifierImpl",351),M(88,351,{105:1,92:1,90:1,26:1,138:1,147:1,191:1,56:1,108:1,49:1,97:1,88:1,351:1,150:1,473:1,114:1,115:1,676:1},YL),l.uk=function(t){return XKt(this,t.Tg())},l._g=function(t,n,r){var s;switch(t){case 0:return!this.Ab&&(this.Ab=new at(ti,this,0,3)),this.Ab;case 1:return this.zb;case 2:return this.D!=null?this.D:this.B;case 3:return Jv(this);case 4:return null;case 5:return this.F;case 6:return n?Gl(this):x8(this);case 7:return!this.A&&(this.A=new qu(mu,this,7)),this.A;case 8:return Mn(),!!(this.Bb&256);case 9:return Mn(),!!(this.Bb&512);case 10:return jo(this);case 11:return!this.q&&(this.q=new at(nf,this,11,10)),this.q;case 12:return b4(this);case 13:return fC(this);case 14:return fC(this),this.r;case 15:return b4(this),this.k;case 16:return L4e(this);case 17:return fae(this);case 18:return xd(this);case 19:return rz(this);case 20:return b4(this),this.o;case 21:return!this.s&&(this.s=new at(ju,this,21,17)),this.s;case 22:return jc(this);case 23:return Qse(this)}return ph(this,t-Jn((on(),E2)),gn((s=u(_n(this,16),26),s||E2),t),n,r)},l.hh=function(t,n,r){var s,o,h;switch(n){case 0:return!this.Ab&&(this.Ab=new at(ti,this,0,3)),ou(this.Ab,t,r);case 6:return this.Cb&&(r=(o=this.Db>>16,o>=0?pse(this,r):this.Cb.ih(this,-1-o,null,r))),Kl(this,t,6,r);case 11:return!this.q&&(this.q=new at(nf,this,11,10)),ou(this.q,t,r);case 21:return!this.s&&(this.s=new at(ju,this,21,17)),ou(this.s,t,r)}return h=u(gn((s=u(_n(this,16),26),s||(on(),E2)),n),66),h.Nj().Qj(this,du(this),n-Jn((on(),E2)),t,r)},l.jh=function(t,n,r){var s,o;switch(n){case 0:return!this.Ab&&(this.Ab=new at(ti,this,0,3)),Xa(this.Ab,t,r);case 6:return Kl(this,null,6,r);case 7:return!this.A&&(this.A=new qu(mu,this,7)),Xa(this.A,t,r);case 11:return!this.q&&(this.q=new at(nf,this,11,10)),Xa(this.q,t,r);case 21:return!this.s&&(this.s=new at(ju,this,21,17)),Xa(this.s,t,r);case 22:return Xa(jc(this),t,r)}return o=u(gn((s=u(_n(this,16),26),s||(on(),E2)),n),66),o.Nj().Rj(this,du(this),n-Jn((on(),E2)),t,r)},l.lh=function(t){var n;switch(t){case 0:return!!this.Ab&&this.Ab.i!=0;case 1:return this.zb!=null;case 2:return this.D!=null&&this.D==this.F;case 3:return!!Jv(this);case 4:return!1;case 5:return this.F!=null&&this.F!=this.D&&this.F!=this.B;case 6:return!!x8(this);case 7:return!!this.A&&this.A.i!=0;case 8:return(this.Bb&256)!=0;case 9:return(this.Bb&512)!=0;case 10:return!!this.u&&jc(this.u.a).i!=0&&!(this.n&&ise(this.n));case 11:return!!this.q&&this.q.i!=0;case 12:return b4(this).i!=0;case 13:return fC(this).i!=0;case 14:return fC(this),this.r.i!=0;case 15:return b4(this),this.k.i!=0;case 16:return L4e(this).i!=0;case 17:return fae(this).i!=0;case 18:return xd(this).i!=0;case 19:return rz(this).i!=0;case 20:return b4(this),!!this.o;case 21:return!!this.s&&this.s.i!=0;case 22:return!!this.n&&ise(this.n);case 23:return Qse(this).i!=0}return dh(this,t-Jn((on(),E2)),gn((n=u(_n(this,16),26),n||E2),t))},l.oh=function(t){var n;return n=this.i==null||this.q&&this.q.i!=0?null:dI(this,t),n||a6e(this,t)},l.sh=function(t,n){var r;switch(t){case 0:!this.Ab&&(this.Ab=new at(ti,this,0,3)),_r(this.Ab),!this.Ab&&(this.Ab=new at(ti,this,0,3)),fs(this.Ab,u(n,14));return;case 1:l$(this,Hr(n));return;case 2:Vte(this,Hr(n));return;case 5:x7(this,Hr(n));return;case 7:!this.A&&(this.A=new qu(mu,this,7)),_r(this.A),!this.A&&(this.A=new qu(mu,this,7)),fs(this.A,u(n,14));return;case 8:Nye(this,It(Mt(n)));return;case 9:Pye(this,It(Mt(n)));return;case 10:pC(jo(this)),fs(jo(this),u(n,14));return;case 11:!this.q&&(this.q=new at(nf,this,11,10)),_r(this.q),!this.q&&(this.q=new at(nf,this,11,10)),fs(this.q,u(n,14));return;case 21:!this.s&&(this.s=new at(ju,this,21,17)),_r(this.s),!this.s&&(this.s=new at(ju,this,21,17)),fs(this.s,u(n,14));return;case 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1:(!this.c&&(this.c=new ds(this,0)),u(u(Wc(this.c,(Fi(),zb)),153),215)).Wb(n);return;case 2:!this.b&&(this.b=new ds(this,2)),XM(this.b,n);return;case 3:Mwe(this,Hr(n));return;case 4:Mwe(this,Ube(this.a,n));return;case 5:Ac(this,u(n,148));return}yh(this,t-Jn((Fi(),i5)),gn(this.j&2?(!this.k&&(this.k=new ch),this.k).ck():i5,t),n)},l.zh=function(){return Fi(),i5},l.Bh=function(t){switch(t){case 0:!this.c&&(this.c=new ds(this,0)),_r(this.c);return;case 1:(!this.c&&(this.c=new ds(this,0)),u(Wc(this.c,(Fi(),zb)),153)).$b();return;case 2:!this.b&&(this.b=new ds(this,2)),_r(this.b);return;case 3:!this.c&&(this.c=new ds(this,0)),vz(this.c,(Fi(),QS),null);return;case 4:Mwe(this,Ube(this.a,null));return;case 5:this.a=null;return}wh(this,t-Jn((Fi(),i5)),gn(this.j&2?(!this.k&&(this.k=new ch),this.k).ck():i5,t))},O(As,"SimpleAnyTypeImpl",668),M(669,506,{105:1,92:1,90:1,56:1,49:1,97:1,2023:1,669:1},OHe),l._g=function(t,n,r){switch(t){case 0:return r?(!this.a&&(this.a=new ds(this,0)),this.a):(!this.a&&(this.a=new ds(this,0)),this.a.b);case 1:return r?(!this.b&&(this.b=new Nl((on(),oo),wc,this,1)),this.b):(!this.b&&(this.b=new Nl((on(),oo),wc,this,1)),hD(this.b));case 2:return r?(!this.c&&(this.c=new Nl((on(),oo),wc,this,2)),this.c):(!this.c&&(this.c=new Nl((on(),oo),wc,this,2)),hD(this.c));case 3:return!this.a&&(this.a=new ds(this,0)),Wc(this.a,(Fi(),dN));case 4:return!this.a&&(this.a=new ds(this,0)),Wc(this.a,(Fi(),gN));case 5:return!this.a&&(this.a=new ds(this,0)),Wc(this.a,(Fi(),ZS));case 6:return!this.a&&(this.a=new ds(this,0)),Wc(this.a,(Fi(),JS))}return ph(this,t-Jn((Fi(),Pw)),gn(this.j&2?(!this.k&&(this.k=new ch),this.k).ck():Pw,t),n,r)},l.jh=function(t,n,r){var s;switch(n){case 0:return!this.a&&(this.a=new ds(this,0)),vI(this.a,t,r);case 1:return!this.b&&(this.b=new Nl((on(),oo),wc,this,1)),vj(this.b,t,r);case 2:return!this.c&&(this.c=new Nl((on(),oo),wc,this,2)),vj(this.c,t,r);case 5:return!this.a&&(this.a=new ds(this,0)),FUe(Wc(this.a,(Fi(),ZS)),t,r)}return s=u(gn(this.j&2?(!this.k&&(this.k=new ch),this.k).ck():(Fi(),Pw),n),66),s.Nj().Rj(this,vme(this),n-Jn((Fi(),Pw)),t,r)},l.lh=function(t){switch(t){case 0:return!!this.a&&this.a.i!=0;case 1:return!!this.b&&this.b.f!=0;case 2:return!!this.c&&this.c.f!=0;case 3:return!this.a&&(this.a=new ds(this,0)),!YF(Wc(this.a,(Fi(),dN)));case 4:return!this.a&&(this.a=new ds(this,0)),!YF(Wc(this.a,(Fi(),gN)));case 5:return!this.a&&(this.a=new ds(this,0)),!YF(Wc(this.a,(Fi(),ZS)));case 6:return!this.a&&(this.a=new ds(this,0)),!YF(Wc(this.a,(Fi(),JS)))}return dh(this,t-Jn((Fi(),Pw)),gn(this.j&2?(!this.k&&(this.k=new ch),this.k).ck():Pw,t))},l.sh=function(t,n){switch(t){case 0:!this.a&&(this.a=new ds(this,0)),XM(this.a,n);return;case 1:!this.b&&(this.b=new Nl((on(),oo),wc,this,1)),sH(this.b,n);return;case 2:!this.c&&(this.c=new Nl((on(),oo),wc,this,2)),sH(this.c,n);return;case 3:!this.a&&(this.a=new ds(this,0)),d6(Wc(this.a,(Fi(),dN))),!this.a&&(this.a=new ds(this,0)),t_(Wc(this.a,dN),u(n,14));return;case 4:!this.a&&(this.a=new ds(this,0)),d6(Wc(this.a,(Fi(),gN))),!this.a&&(this.a=new ds(this,0)),t_(Wc(this.a,gN),u(n,14));return;case 5:!this.a&&(this.a=new ds(this,0)),d6(Wc(this.a,(Fi(),ZS))),!this.a&&(this.a=new ds(this,0)),t_(Wc(this.a,ZS),u(n,14));return;case 6:!this.a&&(this.a=new ds(this,0)),d6(Wc(this.a,(Fi(),JS))),!this.a&&(this.a=new ds(this,0)),t_(Wc(this.a,JS),u(n,14));return}yh(this,t-Jn((Fi(),Pw)),gn(this.j&2?(!this.k&&(this.k=new ch),this.k).ck():Pw,t),n)},l.zh=function(){return Fi(),Pw},l.Bh=function(t){switch(t){case 0:!this.a&&(this.a=new ds(this,0)),_r(this.a);return;case 1:!this.b&&(this.b=new Nl((on(),oo),wc,this,1)),this.b.c.$b();return;case 2:!this.c&&(this.c=new Nl((on(),oo),wc,this,2)),this.c.c.$b();return;case 3:!this.a&&(this.a=new ds(this,0)),d6(Wc(this.a,(Fi(),dN)));return;case 4:!this.a&&(this.a=new ds(this,0)),d6(Wc(this.a,(Fi(),gN)));return;case 5:!this.a&&(this.a=new ds(this,0)),d6(Wc(this.a,(Fi(),ZS)));return;case 6:!this.a&&(this.a=new ds(this,0)),d6(Wc(this.a,(Fi(),JS)));return}wh(this,t-Jn((Fi(),Pw)),gn(this.j&2?(!this.k&&(this.k=new ch),this.k).ck():Pw,t))},l.Ib=function(){var t;return this.j&4?_f(this):(t=new Ph(_f(this)),t.a+=" (mixed: ",QT(t,this.a),t.a+=")",t.a)},O(As,"XMLTypeDocumentRootImpl",669),M(1919,704,{105:1,92:1,90:1,471:1,147:1,56:1,108:1,49:1,97:1,150:1,114:1,115:1,2024:1},bm),l.Ih=function(t,n){switch(t.yj()){case 7:case 8:case 9:case 10:case 16:case 22:case 23:case 24:case 25:case 26:case 32:case 33:case 34:case 36:case 37:case 44:case 45:case 50:case 51:case 53:case 55:case 56:case 57:case 58:case 60:case 61:case 4:return n==null?null:Qo(n);case 19:case 28:case 29:case 35:case 38:case 39:case 41:case 46:case 52:case 54:case 5:return Hr(n);case 6:return _Kt(u(n,190));case 12:case 47:case 49:case 11:return ult(this,t,n);case 13:return n==null?null:fvn(u(n,240));case 15:case 14:return n==null?null:xZt(Ue(ft(n)));case 17:return fst((Fi(),n));case 18:return fst(n);case 21:case 20:return n==null?null:EZt(u(n,155).a);case 27:return CKt(u(n,190));case 30:return Ait((Fi(),u(n,15)));case 31:return Ait(u(n,15));case 40:return AKt((Fi(),n));case 42:return dst((Fi(),n));case 43:return dst(n);case 59:case 48:return SKt((Fi(),n));default:throw J(new Ln($7+t.ne()+dw))}},l.Jh=function(t){var n,r,s,o,h;switch(t.G==-1&&(t.G=(r=Gl(t),r?Dg(r.Mh(),t):-1)),t.G){case 0:return n=new Tpe,n;case 1:return s=new fR,s;case 2:return o=new NHe,o;case 3:return h=new OHe,h;default:throw J(new Ln(Pce+t.zb+dw))}},l.Kh=function(t,n){var r,s,o,h,d,v,x,_,L,P,z,q,W,X,le,Ce;switch(t.yj()){case 5:case 52:case 4:return n;case 6:return zcn(n);case 8:case 7:return n==null?null:Lhn(n);case 9:return n==null?null:xD(Wl((s=Xc(n,!0),s.length>0&&(zr(0,s.length),s.charCodeAt(0)==43)?s.substr(1):s),-128,127)<<24>>24);case 10:return n==null?null:xD(Wl((o=Xc(n,!0),o.length>0&&(zr(0,o.length),o.charCodeAt(0)==43)?o.substr(1):o),-128,127)<<24>>24);case 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n==null?null:lb(xz((q=Xc(n,!0),q.length>0&&(zr(0,q.length),q.charCodeAt(0)==43)?q.substr(1):q)));case 37:return n==null?null:lb(xz((W=Xc(n,!0),W.length>0&&(zr(0,W.length),W.charCodeAt(0)==43)?W.substr(1):W)));case 40:return Jon((Fi(),n));case 42:return Brt((Fi(),n));case 43:return Brt(n);case 44:return n==null?null:new Ip((X=Xc(n,!0),X.length>0&&(zr(0,X.length),X.charCodeAt(0)==43)?X.substr(1):X));case 45:return n==null?null:new Ip((le=Xc(n,!0),le.length>0&&(zr(0,le.length),le.charCodeAt(0)==43)?le.substr(1):le));case 46:return Xc(n,!1);case 47:return Hr(aw(this,(Fi(),O4t),n));case 59:case 48:return Zon((Fi(),n));case 49:return Hr(aw(this,(Fi(),N4t),n));case 50:return n==null?null:Z8(Wl((Ce=Xc(n,!0),Ce.length>0&&(zr(0,Ce.length),Ce.charCodeAt(0)==43)?Ce.substr(1):Ce),_G,32767)<<16>>16);case 51:return n==null?null:Z8(Wl((h=Xc(n,!0),h.length>0&&(zr(0,h.length),h.charCodeAt(0)==43)?h.substr(1):h),_G,32767)<<16>>16);case 53:return Hr(aw(this,(Fi(),P4t),n));case 55:return n==null?null:Z8(Wl((d=Xc(n,!0),d.length>0&&(zr(0,d.length),d.charCodeAt(0)==43)?d.substr(1):d),_G,32767)<<16>>16);case 56:return n==null?null:Z8(Wl((v=Xc(n,!0),v.length>0&&(zr(0,v.length),v.charCodeAt(0)==43)?v.substr(1):v),_G,32767)<<16>>16);case 57:return n==null?null:lb(xz((x=Xc(n,!0),x.length>0&&(zr(0,x.length),x.charCodeAt(0)==43)?x.substr(1):x)));case 58:return n==null?null:lb(xz((_=Xc(n,!0),_.length>0&&(zr(0,_.length),_.charCodeAt(0)==43)?_.substr(1):_)));case 60:return n==null?null:ct(Wl((r=Xc(n,!0),r.length>0&&(zr(0,r.length),r.charCodeAt(0)==43)?r.substr(1):r),$a,Ei));case 61:return n==null?null:ct(Wl(Xc(n,!0),$a,Ei));default:throw J(new Ln($7+t.ne()+dw))}};var R4t,tLe,F4t,nLe;O(As,"XMLTypeFactoryImpl",1919),M(586,179,{105:1,92:1,90:1,147:1,191:1,56:1,235:1,108:1,49:1,97:1,150:1,179:1,114:1,115:1,675:1,1945:1,586:1},mYe),l.N=!1,l.O=!1;var j4t=!1;O(As,"XMLTypePackageImpl",586),M(1852,1,{837:1},e6),l._j=function(){return 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f=0;f<5;f++)a+=` + .subgraph-lvl-${f} { + fill: ${i[`surface${f}`]}; + stroke: ${i[`surfacePeer${f}`]}; + } + `;return a},iqt=Object.freeze(Object.defineProperty({__proto__:null,diagram:{db:hMt,renderer:nqt,parser:Dde,styles:i=>`.label { + font-family: ${i.fontFamily}; + color: ${i.nodeTextColor||i.textColor}; + } + .cluster-label text { + fill: ${i.titleColor}; + } + .cluster-label span { + color: ${i.titleColor}; + } + + .label text,span { + fill: ${i.nodeTextColor||i.textColor}; + color: ${i.nodeTextColor||i.textColor}; + } + + .node rect, + .node circle, + .node ellipse, + .node polygon, + .node path { + fill: ${i.mainBkg}; + stroke: ${i.nodeBorder}; + stroke-width: 1px; + } + + .node .label { + text-align: center; + } + .node.clickable { + cursor: pointer; + } + + .arrowheadPath { + fill: ${i.arrowheadColor}; + } + + .edgePath .path { + stroke: ${i.lineColor}; + stroke-width: 2.0px; + } + + .flowchart-link { + stroke: ${i.lineColor}; + fill: none; + } + + .edgeLabel { + background-color: ${i.edgeLabelBackground}; + rect { + opacity: 0.85; + background-color: ${i.edgeLabelBackground}; + fill: ${i.edgeLabelBackground}; + } + text-align: center; + } + + .cluster rect { + fill: ${i.clusterBkg}; + stroke: ${i.clusterBorder}; + stroke-width: 1px; + } + + .cluster text { + fill: ${i.titleColor}; + } + + .cluster span { + color: ${i.titleColor}; + } + /* .cluster div { + color: ${i.titleColor}; + } */ + + div.mermaidTooltip { + position: absolute; + text-align: center; + max-width: 200px; + padding: 2px; + font-family: ${i.fontFamily}; + font-size: 12px; + background: ${i.tertiaryColor}; + border: 1px solid ${i.border2}; + border-radius: 2px; + pointer-events: none; + z-index: 100; + } + + .flowchartTitleText { + text-anchor: middle; + font-size: 18px; + fill: ${i.textColor}; + } + .subgraph { + stroke-width:2; + rx:3; + } + // .subgraph-lvl-1 { + // fill:#ccc; + // // stroke:black; + // } + + .flowchart-label text { + text-anchor: middle; + } + + ${rqt(i)} 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w.attr("x",a.x+a.textMargin*2),w.text(f),p},lqt=function(i,a){function f(w,y,b,E,S){return w+","+y+" "+(w+b)+","+y+" "+(w+b)+","+(y+E-S)+" "+(w+b-S*1.2)+","+(y+E)+" "+w+","+(y+E)}const p=i.append("polygon");p.attr("points",f(a.x,a.y,50,20,7)),p.attr("class","labelBox"),a.y=a.y+a.labelMargin,a.x=a.x+.5*a.labelMargin,rje(i,a)},hqt=function(i,a,f){const p=i.append("g"),w=Oge();w.x=a.x,w.y=a.y,w.fill=a.fill,w.width=f.width,w.height=f.height,w.class="journey-section section-type-"+a.num,w.rx=3,w.ry=3,KK(p,w),sje(f)(a.text,p,w.x,w.y,w.width,w.height,{class:"journey-section section-type-"+a.num},f,a.colour)};let ije=-1;const fqt=function(i,a,f){const p=a.x+f.width/2,w=i.append("g");ije++;const y=300+5*30;w.append("line").attr("id","task"+ije).attr("x1",p).attr("y1",a.y).attr("x2",p).attr("y2",y).attr("class","task-line").attr("stroke-width","1px").attr("stroke-dasharray","4 2").attr("stroke","#666"),cqt(w,{cx:p,cy:300+(5-a.score)*30,score:a.score});const 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p=i.append("g"),y=p.append("text").text(a.descr).attr("dy","1em").attr("alignment-baseline","middle").attr("dominant-baseline","middle").attr("text-anchor","middle").call(aje,a.width).node().getBBox(),b=f.fontSize&&f.fontSize.replace?f.fontSize.replace("px",""):f.fontSize;return p.remove(),y.height+b*1.1*.5+a.padding},wqt=function(i,a,f){i.append("path").attr("id","node-"+a.id).attr("class","node-bkg node-"+a.type).attr("d",`M0 ${a.height-5} v${-a.height+2*5} q0,-5 5,-5 h${a.width-2*5} q5,0 5,5 v${a.height-5} H0 Z`),i.append("line").attr("class","node-line-"+f).attr("x1",0).attr("y1",a.height).attr("x2",a.width).attr("y2",a.height)},v9={drawRect:KK,drawCircle:uqt,drawSection:hqt,drawText:rje,drawLabel:lqt,drawTask:fqt,drawBackgroundRect:dqt,getTextObj:gqt,getNoteRect:Oge,initGraphics:pqt,drawNode:bqt,getVirtualNodeHeight:vqt},mqt=function(i,a,f,p){var te,xe,De,he;const w=Tt(),y=w.leftMargin??50;(xe=(te=p.db).clear)==null||xe.call(te),p.parser.parse(i+` 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w=E,b},kqt={setConf:()=>{},draw:mqt},xqt=i=>{let a="";for(let f=0;f` + .edge { + stroke-width: 3; + } + ${xqt(i)} + .section-root rect, .section-root path, .section-root circle { + fill: ${i.git0}; + } + .section-root text { + fill: ${i.gitBranchLabel0}; + } + .icon-container { + height:100%; + display: flex; + justify-content: center; + align-items: center; + } + .edge { + fill: none; + } + .eventWrapper { + filter: brightness(120%); + } +`}},Symbol.toStringTag,{value:"Module"}));var Nge=function(){var i=function(ye,ke,Ae,de){for(Ae=Ae||{},de=ye.length;de--;Ae[ye[de]]=ke);return 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A3=A(Ra,m.hoverData.downs);A3&&(m.hoverData.dragging=!0,m.hoverData.justStartedPan=!0,qc[4]=0,m.data.bgActivePosistion=F5(is),m.redrawHint("select",!0),m.redraw())}Ra&&Ra.pannable()&&Ra.active()&&Ra.unactivate()}}else{if(Ra&&Ra.pannable()&&Ra.active()&&Ra.unactivate(),(!Ra||!Ra.grabbed())&&uo!=Lc&&(Lc&&k(Lc,["mouseout","tapdragout"],We,{x:qr[0],y:qr[1]}),uo&&k(uo,["mouseover","tapdragover"],We,{x:qr[0],y:qr[1]}),m.hoverData.last=uo),Ra)if(Yf){if(ar.boxSelectionEnabled()&&ov)Ra&&Ra.grabbed()&&(ue(Sl),Ra.emit("freeon"),Sl.emit("free"),m.dragData.didDrag&&(Ra.emit("dragfreeon"),Sl.emit("dragfree"))),l6();else if(Ra&&Ra.grabbed()&&m.nodeIsDraggable(Ra)){var qd=!m.dragData.didDrag;qd&&m.redrawHint("eles",!0),m.dragData.didDrag=!0,m.hoverData.draggingEles||ne(Sl,{inDragLayer:!0});var _1={x:0,y:0};if(te(lo[0])&&te(lo[1])&&(_1.x+=lo[0],_1.y+=lo[1],qd)){var Vd=m.hoverData.dragDelta;Vd&&te(Vd[0])&&te(Vd[1])&&(_1.x+=Vd[0],_1.y+=Vd[1])}m.hoverData.draggingEles=!0,Sl.silentShift(_1).emit("position 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Lc=Ir.collection(m.getAllInBox(or[0],or[1],or[2],or[3]));m.redrawHint("select",!0),Lc.length>0&&m.redrawHint("eles",!0),Ir.emit({type:"boxend",originalEvent:We,position:{x:ar[0],y:ar[1]}});var Ra=function(Yf){return Yf.selectable()&&!Yf.selected()};Ir.selectionType()==="additive"||Uo||Ir.$(g).unmerge(Lc).unselect(),Lc.emit("box").stdFilter(Ra).select().emit("boxselect"),m.redraw()}if(m.hoverData.dragging&&(m.hoverData.dragging=!1,m.redrawHint("select",!0),m.redrawHint("eles",!0),m.redraw()),!or[4]){m.redrawHint("drag",!0),m.redrawHint("eles",!0);var lo=is&&is.grabbed();ue(qr),lo&&(is.emit("freeon"),qr.emit("free"),m.dragData.didDrag&&(is.emit("dragfreeon"),qr.emit("dragfree")))}}or[4]=0,m.hoverData.down=null,m.hoverData.cxtStarted=!1,m.hoverData.draggingEles=!1,m.hoverData.selecting=!1,m.hoverData.isOverThresholdDrag=!1,m.dragData.didDrag=!1,m.hoverData.dragged=!1,m.hoverData.dragDelta=[],m.hoverData.mdownPos=null,m.hoverData.mdownGPos=null}},!1);var Je=function(We){if(!m.scrollingPage){var On=m.cy,Ir=On.zoom(),ar=On.pan(),or=m.projectIntoViewport(We.clientX,We.clientY),qa=[or[0]*Ir+ar.x,or[1]*Ir+ar.y];if(m.hoverData.draggingEles||m.hoverData.dragging||m.hoverData.cxtStarted||Re()){We.preventDefault();return}if(On.panningEnabled()&&On.userPanningEnabled()&&On.zoomingEnabled()&&On.userZoomingEnabled()){We.preventDefault(),m.data.wheelZooming=!0,clearTimeout(m.data.wheelTimeout),m.data.wheelTimeout=setTimeout(function(){m.data.wheelZooming=!1,m.redrawHint("eles",!0),m.redraw()},150);var qr;We.deltaY!=null?qr=We.deltaY/-250:We.wheelDeltaY!=null?qr=We.wheelDeltaY/1e3:qr=We.wheelDelta/1e3,qr=qr*m.wheelSensitivity;var is=We.deltaMode===1;is&&(qr*=33);var Uo=On.zoom()*Math.pow(10,qr);We.type==="gesturechange"&&(Uo=m.gestureStartZoom*We.scale),On.zoom({level:Uo,renderedPosition:{x:qa[0],y:qa[1]}}),On.emit(We.type==="gesturechange"?"pinchzoom":"scrollzoom")}}};m.registerBinding(m.container,"wheel",Je,!0),m.registerBinding(window,"scroll",function(We){m.scrollingPage=!0,clearTimeout(m.scrollingPageTimeout),m.scrollingPageTimeout=setTimeout(function(){m.scrollingPage=!1},250)},!0),m.registerBinding(m.container,"gesturestart",function(We){m.gestureStartZoom=m.cy.zoom(),m.hasTouchStarted||We.preventDefault()},!0),m.registerBinding(m.container,"gesturechange",function(Ar){m.hasTouchStarted||Je(Ar)},!0),m.registerBinding(m.container,"mouseout",function(We){var On=m.projectIntoViewport(We.clientX,We.clientY);m.cy.emit({originalEvent:We,type:"mouseout",position:{x:On[0],y:On[1]}})},!1),m.registerBinding(m.container,"mouseover",function(We){var On=m.projectIntoViewport(We.clientX,We.clientY);m.cy.emit({originalEvent:We,type:"mouseover",position:{x:On[0],y:On[1]}})},!1);var Ct,lt,un,Rt,$t,bn,Cn,Kn,kn,Wn,sr,yr,hr,nr=function(We,On,Ir,ar){return Math.sqrt((Ir-We)*(Ir-We)+(ar-On)*(ar-On))},fn=function(We,On,Ir,ar){return(Ir-We)*(Ir-We)+(ar-On)*(ar-On)},vr;m.registerBinding(m.container,"touchstart",vr=function(We){if(m.hasTouchStarted=!0,!!Ze(We)){be(),m.touchData.capture=!0,m.data.bgActivePosistion=void 0;var On=m.cy,Ir=m.touchData.now,ar=m.touchData.earlier;if(We.touches[0]){var or=m.projectIntoViewport(We.touches[0].clientX,We.touches[0].clientY);Ir[0]=or[0],Ir[1]=or[1]}if(We.touches[1]){var or=m.projectIntoViewport(We.touches[1].clientX,We.touches[1].clientY);Ir[2]=or[0],Ir[3]=or[1]}if(We.touches[2]){var or=m.projectIntoViewport(We.touches[2].clientX,We.touches[2].clientY);Ir[4]=or[0],Ir[5]=or[1]}if(We.touches[1]){m.touchData.singleTouchMoved=!0,ue(m.dragData.touchDragEles);var qa=m.findContainerClientCoords();kn=qa[0],Wn=qa[1],sr=qa[2],yr=qa[3],Ct=We.touches[0].clientX-kn,lt=We.touches[0].clientY-Wn,un=We.touches[1].clientX-kn,Rt=We.touches[1].clientY-Wn,hr=0<=Ct&&Ct<=sr&&0<=un&&un<=sr&&0<=lt&<<=yr&&0<=Rt&&Rt<=yr;var qr=On.pan(),is=On.zoom();$t=nr(Ct,lt,un,Rt),bn=fn(Ct,lt,un,Rt),Cn=[(Ct+un)/2,(lt+Rt)/2],Kn=[(Cn[0]-qr.x)/is,(Cn[1]-qr.y)/is];var Uo=200,qc=Uo*Uo;if(bn=1){for(var yp=m.touchData.startPosition=[],Xf=0;Xf=m.touchTapThreshold2}if(On&&m.touchData.cxt){We.preventDefault();var yp=We.touches[0].clientX-kn,Xf=We.touches[0].clientY-Wn,gg=We.touches[1].clientX-kn,fd=We.touches[1].clientY-Wn,ov=fn(yp,Xf,gg,fd),mm=ov/bn,l6=150,S3=l6*l6,h6=1.5,gT=h6*h6;if(mm>=gT||ov>=S3){m.touchData.cxt=!1,m.data.bgActivePosistion=void 0,m.redrawHint("select",!0);var A3={originalEvent:We,type:"cxttapend",position:{x:or[0],y:or[1]}};m.touchData.start?(m.touchData.start.unactivate().emit(A3),m.touchData.start=null):ar.emit(A3)}}if(On&&m.touchData.cxt){var A3={originalEvent:We,type:"cxtdrag",position:{x:or[0],y:or[1]}};m.data.bgActivePosistion=void 0,m.redrawHint("select",!0),m.touchData.start?m.touchData.start.emit(A3):ar.emit(A3),m.touchData.start&&(m.touchData.start._private.grabbed=!1),m.touchData.cxtDragged=!0;var qd=m.findNearestElement(or[0],or[1],!0,!0);(!m.touchData.cxtOver||qd!==m.touchData.cxtOver)&&(m.touchData.cxtOver&&m.touchData.cxtOver.emit({originalEvent:We,type:"cxtdragout",position:{x:or[0],y:or[1]}}),m.touchData.cxtOver=qd,qd&&qd.emit({originalEvent:We,type:"cxtdragover",position:{x:or[0],y:or[1]}}))}else if(On&&We.touches[2]&&ar.boxSelectionEnabled())We.preventDefault(),m.data.bgActivePosistion=void 0,this.lastThreeTouch=+new Date,m.touchData.selecting||ar.emit({originalEvent:We,type:"boxstart",position:{x:or[0],y:or[1]}}),m.touchData.selecting=!0,m.touchData.didSelect=!0,Ir[4]=1,!Ir||Ir.length===0||Ir[0]===void 0?(Ir[0]=(or[0]+or[2]+or[4])/3,Ir[1]=(or[1]+or[3]+or[5])/3,Ir[2]=(or[0]+or[2]+or[4])/3+1,Ir[3]=(or[1]+or[3]+or[5])/3+1):(Ir[2]=(or[0]+or[2]+or[4])/3,Ir[3]=(or[1]+or[3]+or[5])/3),m.redrawHint("select",!0),m.redraw();else if(On&&We.touches[1]&&!m.touchData.didSelect&&ar.zoomingEnabled()&&ar.panningEnabled()&&ar.userZoomingEnabled()&&ar.userPanningEnabled()){We.preventDefault(),m.data.bgActivePosistion=void 0,m.redrawHint("select",!0);var _1=m.dragData.touchDragEles;if(_1){m.redrawHint("drag",!0);for(var Vd=0;Vd<_1.length;Vd++){var pT=_1[Vd]._private;pT.grabbed=!1,pT.rscratch.inDragLayer=!1}}var $2=m.touchData.start,yp=We.touches[0].clientX-kn,Xf=We.touches[0].clientY-Wn,gg=We.touches[1].clientX-kn,fd=We.touches[1].clientY-Wn,QR=nr(yp,Xf,gg,fd),Dee=QR/$t;if(hr){var Iee=yp-Ct,Oee=Xf-lt,Nee=gg-un,Pee=fd-Rt,Bee=(Iee+Nee)/2,Ree=(Oee+Pee)/2,Gx=ar.zoom(),iM=Gx*Dee,bT=ar.pan(),ZR=Kn[0]*Gx+bT.x,JR=Kn[1]*Gx+bT.y,Fee={x:-iM/Gx*(ZR-bT.x-Bee)+ZR,y:-iM/Gx*(JR-bT.y-Ree)+JR};if($2&&$2.active()){var _1=m.dragData.touchDragEles;ue(_1),m.redrawHint("drag",!0),m.redrawHint("eles",!0),$2.unactivate().emit("freeon"),_1.emit("free"),m.dragData.didDrag&&($2.emit("dragfreeon"),_1.emit("dragfree"))}ar.viewport({zoom:iM,pan:Fee,cancelOnFailedZoom:!0}),ar.emit("pinchzoom"),$t=QR,Ct=yp,lt=Xf,un=gg,Rt=fd,m.pinching=!0}if(We.touches[0]){var is=m.projectIntoViewport(We.touches[0].clientX,We.touches[0].clientY);or[0]=is[0],or[1]=is[1]}if(We.touches[1]){var is=m.projectIntoViewport(We.touches[1].clientX,We.touches[1].clientY);or[2]=is[0],or[3]=is[1]}if(We.touches[2]){var is=m.projectIntoViewport(We.touches[2].clientX,We.touches[2].clientY);or[4]=is[0],or[5]=is[1]}}else if(We.touches[0]&&!m.touchData.didSelect){var kp=m.touchData.start,sM=m.touchData.last,qd;if(!m.hoverData.draggingEles&&!m.swipePanning&&(qd=m.findNearestElement(or[0],or[1],!0,!0)),On&&kp!=null&&We.preventDefault(),On&&kp!=null&&m.nodeIsDraggable(kp))if(qc){var 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Vd=0;Vd0&&!m.hoverData.draggingEles&&!m.swipePanning&&m.data.bgActivePosistion!=null&&(m.data.bgActivePosistion=void 0,m.redrawHint("select",!0),m.redraw())}},!1);var ni;m.registerBinding(window,"touchcancel",ni=function(We){var On=m.touchData.start;m.touchData.capture=!1,On&&On.unactivate()});var Ti,ia,Ba,Li;if(m.registerBinding(window,"touchend",Ti=function(We){var On=m.touchData.start,Ir=m.touchData.capture;if(Ir)We.touches.length===0&&(m.touchData.capture=!1),We.preventDefault();else return;var ar=m.selection;m.swipePanning=!1,m.hoverData.draggingEles=!1;var or=m.cy,qa=or.zoom(),qr=m.touchData.now,is=m.touchData.earlier;if(We.touches[0]){var Uo=m.projectIntoViewport(We.touches[0].clientX,We.touches[0].clientY);qr[0]=Uo[0],qr[1]=Uo[1]}if(We.touches[1]){var Uo=m.projectIntoViewport(We.touches[1].clientX,We.touches[1].clientY);qr[2]=Uo[0],qr[3]=Uo[1]}if(We.touches[2]){var Uo=m.projectIntoViewport(We.touches[2].clientX,We.touches[2].clientY);qr[4]=Uo[0],qr[5]=Uo[1]}On&&On.unactivate();var qc;if(m.touchData.cxt){if(qc={originalEvent:We,type:"cxttapend",position:{x:qr[0],y:qr[1]}},On?On.emit(qc):or.emit(qc),!m.touchData.cxtDragged){var uo={originalEvent:We,type:"cxttap",position:{x:qr[0],y:qr[1]}};On?On.emit(uo):or.emit(uo)}m.touchData.start&&(m.touchData.start._private.grabbed=!1),m.touchData.cxt=!1,m.touchData.start=null,m.redraw();return}if(!We.touches[2]&&or.boxSelectionEnabled()&&m.touchData.selecting){m.touchData.selecting=!1;var Lc=or.collection(m.getAllInBox(ar[0],ar[1],ar[2],ar[3]));ar[0]=void 0,ar[1]=void 0,ar[2]=void 0,ar[3]=void 0,ar[4]=0,m.redrawHint("select",!0),or.emit({type:"boxend",originalEvent:We,position:{x:qr[0],y:qr[1]}});var Ra=function(S3){return S3.selectable()&&!S3.selected()};Lc.emit("box").stdFilter(Ra).select().emit("boxselect"),Lc.nonempty()&&m.redrawHint("eles",!0),m.redraw()}if(On!=null&&On.unactivate(),We.touches[2])m.data.bgActivePosistion=void 0,m.redrawHint("select",!0);else if(!We.touches[1]){if(!We.touches[0]){if(!We.touches[0]){m.data.bgActivePosistion=void 0,m.redrawHint("select",!0);var lo=m.dragData.touchDragEles;if(On!=null){var Sl=On._private.grabbed;ue(lo),m.redrawHint("drag",!0),m.redrawHint("eles",!0),Sl&&(On.emit("freeon"),lo.emit("free"),m.dragData.didDrag&&(On.emit("dragfreeon"),lo.emit("dragfree"))),k(On,["touchend","tapend","vmouseup","tapdragout"],We,{x:qr[0],y:qr[1]}),On.unactivate(),m.touchData.start=null}else{var Yf=m.findNearestElement(qr[0],qr[1],!0,!0);k(Yf,["touchend","tapend","vmouseup","tapdragout"],We,{x:qr[0],y:qr[1]})}var mp=m.touchData.startPosition[0]-qr[0],yp=mp*mp,Xf=m.touchData.startPosition[1]-qr[1],gg=Xf*Xf,fd=yp+gg,ov=fd*qa*qa;m.touchData.singleTouchMoved||(On||or.$(":selected").unselect(["tapunselect"]),k(On,["tap","vclick"],We,{x:qr[0],y:qr[1]}),ia=!1,We.timeStamp-Li<=or.multiClickDebounceTime()?(Ba&&clearTimeout(Ba),ia=!0,Li=null,k(On,["dbltap","vdblclick"],We,{x:qr[0],y:qr[1]})):(Ba=setTimeout(function(){ia||k(On,["onetap","voneclick"],We,{x:qr[0],y:qr[1]})},or.multiClickDebounceTime()),Li=We.timeStamp)),On!=null&&!m.dragData.didDrag&&On._private.selectable&&ov"u"){var wi=[],Ts=function(We){return{clientX:We.clientX,clientY:We.clientY,force:1,identifier:We.pointerId,pageX:We.pageX,pageY:We.pageY,radiusX:We.width/2,radiusY:We.height/2,screenX:We.screenX,screenY:We.screenY,target:We.target}},Yi=function(We){return{event:We,touch:Ts(We)}},Di=function(We){wi.push(Yi(We))},es=function(We){for(var On=0;On0)return kn[0]}return null},ne=Object.keys(U),ae=0;ae0?Z:XP(D,I,g,k,T,A,F)},checkPoint:function(g,k,T,A,D,I,F){var H=wx(A,D),C=2*H;if(tv(g,k,this.points,I,F,A,D-C,[0,-1],T)||tv(g,k,this.points,I,F,A-C,D,[0,-1],T))return!0;var G=A/2+2*T,U=D/2+2*T,Z=[I-G,F-U,I-G,F,I+G,F,I+G,F-U];return!!(Gd(g,k,Z)||m3(g,k,C,C,I+A/2-H,F+D/2-H,T)||m3(g,k,C,C,I-A/2+H,F+D/2-H,T))}}},iv.registerNodeShapes=function(){var m=this.nodeShapes={},g=this;this.generateEllipse(),this.generatePolygon("triangle",ud(3,0)),this.generateRoundPolygon("round-triangle",ud(3,0)),this.generatePolygon("rectangle",ud(4,0)),m.square=m.rectangle,this.generateRoundRectangle(),this.generateCutRectangle(),this.generateBarrel(),this.generateBottomRoundrectangle();{var k=[0,1,1,0,0,-1,-1,0];this.generatePolygon("diamond",k),this.generateRoundPolygon("round-diamond",k)}this.generatePolygon("pentagon",ud(5,0)),this.generateRoundPolygon("round-pentagon",ud(5,0)),this.generatePolygon("hexagon",ud(6,0)),this.generateRoundPolygon("round-hexagon",ud(6,0)),this.generatePolygon("heptagon",ud(7,0)),this.generateRoundPolygon("round-heptagon",ud(7,0)),this.generatePolygon("octagon",ud(8,0)),this.generateRoundPolygon("round-octagon",ud(8,0));var T=new Array(20);{var A=TL(5,0),D=TL(5,Math.PI/5),I=.5*(3-Math.sqrt(5));I*=1.57;for(var F=0;F=g.deqFastCost*Be)break}else if(C){if(Se>=g.deqCost*ne||Se>=g.deqAvgCost*Z)break}else if(Le>=g.deqNoDrawCost*QL)break;var Ke=g.deq(T,_e,ue);if(Ke.length>0)for(var qe=0;qe0&&(g.onDeqd(T,ae),!C&&g.shouldRedraw(T,ae,_e,ue)&&D())},F=g.priority||om;A.beforeRender(I,F(T))}}}},tee=function(){function m(g){var k=arguments.length>1&&arguments[1]!==void 0?arguments[1]:am;p(this,m),this.idsByKey=new R2,this.keyForId=new R2,this.cachesByLvl=new R2,this.lvls=[],this.getKey=g,this.doesEleInvalidateKey=k}return y(m,[{key:"getIdsFor",value:function(k){k==null&&yc("Can not get id list for null key");var T=this.idsByKey,A=this.idsByKey.get(k);return A||(A=new R5,T.set(k,A)),A}},{key:"addIdForKey",value:function(k,T){k!=null&&this.getIdsFor(k).add(T)}},{key:"deleteIdForKey",value:function(k,T){k!=null&&this.getIdsFor(k).delete(T)}},{key:"getNumberOfIdsForKey",value:function(k){return k==null?0:this.getIdsFor(k).size}},{key:"updateKeyMappingFor",value:function(k){var T=k.id(),A=this.keyForId.get(T),D=this.getKey(k);this.deleteIdForKey(A,T),this.addIdForKey(D,T),this.keyForId.set(T,D)}},{key:"deleteKeyMappingFor",value:function(k){var T=k.id(),A=this.keyForId.get(T);this.deleteIdForKey(A,T),this.keyForId.delete(T)}},{key:"keyHasChangedFor",value:function(k){var T=k.id(),A=this.keyForId.get(T),D=this.getKey(k);return A!==D}},{key:"isInvalid",value:function(k){return this.keyHasChangedFor(k)||this.doesEleInvalidateKey(k)}},{key:"getCachesAt",value:function(k){var T=this.cachesByLvl,A=this.lvls,D=T.get(k);return D||(D=new R2,T.set(k,D),A.push(k)),D}},{key:"getCache",value:function(k,T){return this.getCachesAt(T).get(k)}},{key:"get",value:function(k,T){var A=this.getKey(k),D=this.getCache(A,T);return D!=null&&this.updateKeyMappingFor(k),D}},{key:"getForCachedKey",value:function(k,T){var A=this.keyForId.get(k.id()),D=this.getCache(A,T);return D}},{key:"hasCache",value:function(k,T){return this.getCachesAt(T).has(k)}},{key:"has",value:function(k,T){var A=this.getKey(k);return this.hasCache(A,T)}},{key:"setCache",value:function(k,T,A){A.key=k,this.getCachesAt(T).set(k,A)}},{key:"set",value:function(k,T,A){var D=this.getKey(k);this.setCache(D,T,A),this.updateKeyMappingFor(k)}},{key:"deleteCache",value:function(k,T){this.getCachesAt(T).delete(k)}},{key:"delete",value:function(k,T){var A=this.getKey(k);this.deleteCache(A,T)}},{key:"invalidateKey",value:function(k){var T=this;this.lvls.forEach(function(A){return T.deleteCache(k,A)})}},{key:"invalidate",value:function(k){var T=k.id(),A=this.keyForId.get(T);this.deleteKeyMappingFor(k);var D=this.doesEleInvalidateKey(k);return D&&this.invalidateKey(A),D||this.getNumberOfIdsForKey(A)===0}}]),m}(),cT=25,uT=50,i6=-4,ZL=3,JL=7.99,nee=8,ree=1024,iee=1024,HR=1024,see=.2,aee=.8,oee=10,cee=.15,uee=.1,lee=.9,hee=.9,fee=100,dee=1,s6={dequeue:"dequeue",downscale:"downscale",highQuality:"highQuality"},gee=Vf({getKey:null,doesEleInvalidateKey:am,drawElement:null,getBoundingBox:null,getRotationPoint:null,getRotationOffset:null,isVisible:cd,allowEdgeTxrCaching:!0,allowParentTxrCaching:!0}),Fx=function(g,k){var T=this;T.renderer=g,T.onDequeues=[];var A=gee(k);Oe(T,A),T.lookup=new tee(A.getKey,A.doesEleInvalidateKey),T.setupDequeueing()},Oh=Fx.prototype;Oh.reasons=s6,Oh.getTextureQueue=function(m){var g=this;return g.eleImgCaches=g.eleImgCaches||{},g.eleImgCaches[m]=g.eleImgCaches[m]||[]},Oh.getRetiredTextureQueue=function(m){var g=this,k=g.eleImgCaches.retired=g.eleImgCaches.retired||{},T=k[m]=k[m]||[];return T},Oh.getElementQueue=function(){var m=this,g=m.eleCacheQueue=m.eleCacheQueue||new gx(function(k,T){return T.reqs-k.reqs});return g},Oh.getElementKeyToQueue=function(){var m=this,g=m.eleKeyToCacheQueue=m.eleKeyToCacheQueue||{};return g},Oh.getElement=function(m,g,k,T,A){var D=this,I=this.renderer,F=I.cy.zoom(),H=this.lookup;if(!g||g.w===0||g.h===0||isNaN(g.w)||isNaN(g.h)||!m.visible()||m.removed()||!D.allowEdgeTxrCaching&&m.isEdge()||!D.allowParentTxrCaching&&m.isParent())return null;if(T==null&&(T=Math.ceil(yL(F*k))),T=JL||T>ZL)return null;var C=Math.pow(2,T),G=g.h*C,U=g.w*C,Z=I.eleTextBiggerThanMin(m,C);if(!this.isVisible(m,Z))return null;var ne=H.get(m,T);if(ne&&ne.invalidated&&(ne.invalidated=!1,ne.texture.invalidatedWidth-=ne.width),ne)return ne;var ae;if(G<=cT?ae=cT:G<=uT?ae=uT:ae=Math.ceil(G/uT)*uT,G>HR||U>iee)return null;var ue=D.getTextureQueue(ae),_e=ue[ue.length-2],be=function(){return D.recycleTexture(ae,U)||D.addTexture(ae,U)};_e||(_e=ue[ue.length-1]),_e||(_e=be()),_e.width-_e.usedWidthT;ut--)$e=D.getElement(m,g,k,ut,s6.downscale);ot()}else return D.queueElement(m,qe.level-1),qe;else{var Je;if(!Le&&!Be&&!Ke)for(var Ct=T-1;Ct>=i6;Ct--){var lt=H.get(m,Ct);if(lt){Je=lt;break}}if(Se(Je))return D.queueElement(m,T),Je;_e.context.translate(_e.usedWidth,0),_e.context.scale(C,C),this.drawElement(_e.context,m,g,Z,!1),_e.context.scale(1/C,1/C),_e.context.translate(-_e.usedWidth,0)}return ne={x:_e.usedWidth,texture:_e,level:T,scale:C,width:U,height:G,scaledLabelShown:Z},_e.usedWidth+=Math.ceil(U+nee),_e.eleCaches.push(ne),H.set(m,T,ne),D.checkTextureFullness(_e),ne},Oh.invalidateElements=function(m){for(var g=0;g=see*m.width&&this.retireTexture(m)},Oh.checkTextureFullness=function(m){var g=this,k=g.getTextureQueue(m.height);m.usedWidth/m.width>aee&&m.fullnessChecks>=oee?cm(k,m):m.fullnessChecks++},Oh.retireTexture=function(m){var g=this,k=m.height,T=g.getTextureQueue(k),A=this.lookup;cm(T,m),m.retired=!0;for(var D=m.eleCaches,I=0;I=g)return I.retired=!1,I.usedWidth=0,I.invalidatedWidth=0,I.fullnessChecks=0,wL(I.eleCaches),I.context.setTransform(1,0,0,1,0,0),I.context.clearRect(0,0,I.width,I.height),cm(A,I),T.push(I),I}},Oh.queueElement=function(m,g){var k=this,T=k.getElementQueue(),A=k.getElementKeyToQueue(),D=this.getKey(m),I=A[D];if(I)I.level=Math.max(I.level,g),I.eles.merge(m),I.reqs++,T.updateItem(I);else{var F={eles:m.spawn().merge(m),level:g,reqs:1,key:D};T.push(F),A[D]=F}},Oh.dequeue=function(m){for(var g=this,k=g.getElementQueue(),T=g.getElementKeyToQueue(),A=[],D=g.lookup,I=0;I0;I++){var F=k.pop(),H=F.key,C=F.eles[0],G=D.hasCache(C,F.level);if(T[H]=null,G)continue;A.push(F);var U=g.getBoundingBox(C);g.getElement(C,U,m,F.level,s6.dequeue)}return A},Oh.removeFromQueue=function(m){var g=this,k=g.getElementQueue(),T=g.getElementKeyToQueue(),A=this.getKey(m),D=T[A];D!=null&&(D.eles.length===1?(D.reqs=dp,k.updateItem(D),k.pop(),T[A]=null):D.eles.unmerge(m))},Oh.onDequeue=function(m){this.onDequeues.push(m)},Oh.offDequeue=function(m){cm(this.onDequeues,m)},Oh.setupDequeueing=oT.setupDequeueing({deqRedrawThreshold:fee,deqCost:cee,deqAvgCost:uee,deqNoDrawCost:lee,deqFastCost:hee,deq:function(g,k,T){return g.dequeue(k,T)},onDeqd:function(g,k){for(var T=0;T=lT||k>jx)return null}T.validateLayersElesOrdering(k,m);var H=T.layersByLevel,C=Math.pow(2,k),G=H[k]=H[k]||[],U,Z=T.levelIsComplete(k,m),ne,ae=function(){var ot=function(un){if(T.validateLayersElesOrdering(un,m),T.levelIsComplete(un,m))return ne=H[un],!0},ut=function(un){if(!ne)for(var Rt=k+un;a6<=Rt&&Rt<=jx&&!ot(Rt);Rt+=un);};ut(1),ut(-1);for(var Je=G.length-1;Je>=0;Je--){var Ct=G[Je];Ct.invalid&&cm(G,Ct)}};if(!Z)ae();else return G;var ue=function(){if(!U){U=zd();for(var ot=0;otGge)return null;var Ct=T.makeLayer(U,k);if(ut!=null){var lt=G.indexOf(ut)+1;G.splice(lt,0,Ct)}else(ot.insert===void 0||ot.insert)&&G.unshift(Ct);return Ct};if(T.skipping&&!F)return null;for(var be=null,Se=m.length/pee,Le=!F,Be=0;Be=Se||!YP(be.bb,Ke.boundingBox()))&&(be=_e({insert:!0,after:be}),!be))return null;ne||Le?T.queueLayer(be,Ke):T.drawEleInLayer(be,Ke,k,g),be.eles.push(Ke),Re[k]=be}return ne||(Le?null:G)},x1.getEleLevelForLayerLevel=function(m,g){return m},x1.drawEleInLayer=function(m,g,k,T){var A=this,D=this.renderer,I=m.context,F=g.boundingBox();F.w===0||F.h===0||!g.visible()||(k=A.getEleLevelForLayerLevel(k,T),D.setImgSmoothing(I,!1),D.drawCachedElement(I,g,null,null,k,qge),D.setImgSmoothing(I,!0))},x1.levelIsComplete=function(m,g){var k=this,T=k.layersByLevel[m];if(!T||T.length===0)return!1;for(var A=0,D=0;D0||I.invalid)return!1;A+=I.eles.length}return A===g.length},x1.validateLayersElesOrdering=function(m,g){var k=this.layersByLevel[m];if(k)for(var T=0;T0){g=!0;break}}return g},x1.invalidateElements=function(m){var g=this;m.length!==0&&(g.lastInvalidationTime=pi(),!(m.length===0||!g.haveLayers())&&g.updateElementsInLayers(m,function(T,A,D){g.invalidateLayer(T)}))},x1.invalidateLayer=function(m){if(this.lastInvalidationTime=pi(),!m.invalid){var g=m.level,k=m.eles,T=this.layersByLevel[g];cm(T,m),m.elesQueue=[],m.invalid=!0,m.replacement&&(m.replacement.invalid=!0);for(var A=0;A3&&arguments[3]!==void 0?arguments[3]:!0,A=arguments.length>4&&arguments[4]!==void 0?arguments[4]:!0,D=arguments.length>5&&arguments[5]!==void 0?arguments[5]:!0,I=this,F=g._private.rscratch;if(!(D&&!g.visible())&&!(F.badLine||F.allpts==null||isNaN(F.allpts[0]))){var H;k&&(H=k,m.translate(-H.x1,-H.y1));var C=D?g.pstyle("opacity").value:1,G=D?g.pstyle("line-opacity").value:1,U=g.pstyle("curve-style").value,Z=g.pstyle("line-style").value,ne=g.pstyle("width").pfValue,ae=g.pstyle("line-cap").value,ue=C*G,_e=C*G,be=function(){var 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N!=0&&(S=this.lworldOrgX+(E-this.ldeviceOrgX)*this.lworldExtX/N),S},b.prototype.inverseTransformY=function(E){var S=0,N=this.ldeviceExtY;return N!=0&&(S=this.lworldOrgY+(E-this.ldeviceOrgY)*this.lworldExtY/N),S},b.prototype.inverseTransformPoint=function(E){var S=new y(this.inverseTransformX(E.x),this.inverseTransformY(E.y));return S},f.exports=b},function(f,p,w){function y($){if(Array.isArray($)){for(var V=0,Q=Array($.length);V<$.length;V++)Q[V]=$[V];return Q}else return Array.from($)}var b=w(15),E=w(7),S=w(0),N=w(8),B=w(9);function R(){b.call(this),this.useSmartIdealEdgeLengthCalculation=E.DEFAULT_USE_SMART_IDEAL_EDGE_LENGTH_CALCULATION,this.idealEdgeLength=E.DEFAULT_EDGE_LENGTH,this.springConstant=E.DEFAULT_SPRING_STRENGTH,this.repulsionConstant=E.DEFAULT_REPULSION_STRENGTH,this.gravityConstant=E.DEFAULT_GRAVITY_STRENGTH,this.compoundGravityConstant=E.DEFAULT_COMPOUND_GRAVITY_STRENGTH,this.gravityRangeFactor=E.DEFAULT_GRAVITY_RANGE_FACTOR,this.compoundGravityRangeFactor=E.DEFAULT_COMPOUND_GRAVITY_RANGE_FACTOR,this.displacementThresholdPerNode=3*E.DEFAULT_EDGE_LENGTH/100,this.coolingFactor=E.DEFAULT_COOLING_FACTOR_INCREMENTAL,this.initialCoolingFactor=E.DEFAULT_COOLING_FACTOR_INCREMENTAL,this.totalDisplacement=0,this.oldTotalDisplacement=0,this.maxIterations=E.MAX_ITERATIONS}R.prototype=Object.create(b.prototype);for(var j in b)R[j]=b[j];R.prototype.initParameters=function(){b.prototype.initParameters.call(this,arguments),this.totalIterations=0,this.notAnimatedIterations=0,this.useFRGridVariant=E.DEFAULT_USE_SMART_REPULSION_RANGE_CALCULATION,this.grid=[]},R.prototype.calcIdealEdgeLengths=function(){for(var $,V,Q,oe,ce,se,ge=this.getGraphManager().getAllEdges(),ye=0;yeE.ADAPTATION_LOWER_NODE_LIMIT&&(this.coolingFactor=Math.max(this.coolingFactor*E.COOLING_ADAPTATION_FACTOR,this.coolingFactor-($-E.ADAPTATION_LOWER_NODE_LIMIT)/(E.ADAPTATION_UPPER_NODE_LIMIT-E.ADAPTATION_LOWER_NODE_LIMIT)*this.coolingFactor*(1-E.COOLING_ADAPTATION_FACTOR))),this.maxNodeDisplacement=E.MAX_NODE_DISPLACEMENT_INCREMENTAL):($>E.ADAPTATION_LOWER_NODE_LIMIT?this.coolingFactor=Math.max(E.COOLING_ADAPTATION_FACTOR,1-($-E.ADAPTATION_LOWER_NODE_LIMIT)/(E.ADAPTATION_UPPER_NODE_LIMIT-E.ADAPTATION_LOWER_NODE_LIMIT)*(1-E.COOLING_ADAPTATION_FACTOR)):this.coolingFactor=1,this.initialCoolingFactor=this.coolingFactor,this.maxNodeDisplacement=E.MAX_NODE_DISPLACEMENT),this.maxIterations=Math.max(this.getAllNodes().length*5,this.maxIterations),this.totalDisplacementThreshold=this.displacementThresholdPerNode*this.getAllNodes().length,this.repulsionRange=this.calcRepulsionRange()},R.prototype.calcSpringForces=function(){for(var $=this.getAllEdges(),V,Q=0;Q<$.length;Q++)V=$[Q],this.calcSpringForce(V,V.idealLength)},R.prototype.calcRepulsionForces=function(){var $=arguments.length>0&&arguments[0]!==void 0?arguments[0]:!0,V=arguments.length>1&&arguments[1]!==void 0?arguments[1]:!1,Q,oe,ce,se,ge=this.getAllNodes(),ye;if(this.useFRGridVariant)for(this.totalIterations%E.GRID_CALCULATION_CHECK_PERIOD==1&&$&&this.updateGrid(),ye=new Set,Q=0;Qke||ye>ke)&&($.gravitationForceX=-this.gravityConstant*ce,$.gravitationForceY=-this.gravityConstant*se)):(ke=V.getEstimatedSize()*this.compoundGravityRangeFactor,(ge>ke||ye>ke)&&($.gravitationForceX=-this.gravityConstant*ce*this.compoundGravityConstant,$.gravitationForceY=-this.gravityConstant*se*this.compoundGravityConstant))},R.prototype.isConverged=function(){var $,V=!1;return this.totalIterations>this.maxIterations/3&&(V=Math.abs(this.totalDisplacement-this.oldTotalDisplacement)<2),$=this.totalDisplacement=ge.length||ke>=ge[0].length)){for(var Ae=0;AeR}}]),N}();f.exports=S},function(f,p,w){var y=function(){function S(N,B){for(var R=0;R2&&arguments[2]!==void 0?arguments[2]:1,j=arguments.length>3&&arguments[3]!==void 0?arguments[3]:-1,$=arguments.length>4&&arguments[4]!==void 0?arguments[4]:-1;b(this,S),this.sequence1=N,this.sequence2=B,this.match_score=R,this.mismatch_penalty=j,this.gap_penalty=$,this.iMax=N.length+1,this.jMax=B.length+1,this.grid=new Array(this.iMax);for(var V=0;V=0;N--){var B=this.listeners[N];B.event===E&&B.callback===S&&this.listeners.splice(N,1)}},b.emit=function(E,S){for(var N=0;NB.coolingFactor*B.maxNodeDisplacement&&(this.displacementX=B.coolingFactor*B.maxNodeDisplacement*E.sign(this.displacementX)),Math.abs(this.displacementY)>B.coolingFactor*B.maxNodeDisplacement&&(this.displacementY=B.coolingFactor*B.maxNodeDisplacement*E.sign(this.displacementY)),this.child==null?this.moveBy(this.displacementX,this.displacementY):this.child.getNodes().length==0?this.moveBy(this.displacementX,this.displacementY):this.propogateDisplacementToChildren(this.displacementX,this.displacementY),B.totalDisplacement+=Math.abs(this.displacementX)+Math.abs(this.displacementY),this.springForceX=0,this.springForceY=0,this.repulsionForceX=0,this.repulsionForceY=0,this.gravitationForceX=0,this.gravitationForceY=0,this.displacementX=0,this.displacementY=0},S.prototype.propogateDisplacementToChildren=function(B,R){for(var j=this.getChild().getNodes(),$,V=0;V0)this.positionNodesRadially(de);else{this.reduceTrees(),this.graphManager.resetAllNodesToApplyGravitation();var ve=new Set(this.getAllNodes()),te=this.nodesWithGravity.filter(function(xe){return ve.has(xe)});this.graphManager.setAllNodesToApplyGravitation(te),this.positionNodesRandomly()}}return this.initSpringEmbedder(),this.runSpringEmbedder(),!0},ke.prototype.tick=function(){if(this.totalIterations++,this.totalIterations===this.maxIterations&&!this.isTreeGrowing&&!this.isGrowthFinished)if(this.prunedNodesAll.length>0)this.isTreeGrowing=!0;else return!0;if(this.totalIterations%j.CONVERGENCE_CHECK_PERIOD==0&&!this.isTreeGrowing&&!this.isGrowthFinished){if(this.isConverged())if(this.prunedNodesAll.length>0)this.isTreeGrowing=!0;else return!0;this.coolingCycle++,this.layoutQuality==0?this.coolingAdjuster=this.coolingCycle:this.layoutQuality==1&&(this.coolingAdjuster=this.coolingCycle/3),this.coolingFactor=Math.max(this.initialCoolingFactor-Math.pow(this.coolingCycle,Math.log(100*(this.initialCoolingFactor-this.finalTemperature))/Math.log(this.maxCoolingCycle))/100*this.coolingAdjuster,this.finalTemperature),this.animationPeriod=Math.ceil(this.initialAnimationPeriod*Math.sqrt(this.coolingFactor))}if(this.isTreeGrowing){if(this.growTreeIterations%10==0)if(this.prunedNodesAll.length>0){this.graphManager.updateBounds(),this.updateGrid(),this.growTree(this.prunedNodesAll),this.graphManager.resetAllNodesToApplyGravitation();var de=new Set(this.getAllNodes()),ve=this.nodesWithGravity.filter(function(De){return de.has(De)});this.graphManager.setAllNodesToApplyGravitation(ve),this.graphManager.updateBounds(),this.updateGrid(),this.coolingFactor=j.DEFAULT_COOLING_FACTOR_INCREMENTAL}else this.isTreeGrowing=!1,this.isGrowthFinished=!0;this.growTreeIterations++}if(this.isGrowthFinished){if(this.isConverged())return!0;this.afterGrowthIterations%10==0&&(this.graphManager.updateBounds(),this.updateGrid()),this.coolingFactor=j.DEFAULT_COOLING_FACTOR_INCREMENTAL*((100-this.afterGrowthIterations)/100),this.afterGrowthIterations++}var te=!this.isTreeGrowing&&!this.isGrowthFinished,xe=this.growTreeIterations%10==1&&this.isTreeGrowing||this.afterGrowthIterations%10==1&&this.isGrowthFinished;return this.totalDisplacement=0,this.graphManager.updateBounds(),this.calcSpringForces(),this.calcRepulsionForces(te,xe),this.calcGravitationalForces(),this.moveNodes(),this.animate(),!1},ke.prototype.getPositionsData=function(){for(var de=this.graphManager.getAllNodes(),ve={},te=0;te1){var ee;for(ee=0;eexe&&(xe=Math.floor(Ie.y)),he=Math.floor(Ie.x+R.DEFAULT_COMPONENT_SEPERATION)}this.transform(new Q($.WORLD_CENTER_X-Ie.x/2,$.WORLD_CENTER_Y-Ie.y/2))},ke.radialLayout=function(de,ve,te){var xe=Math.max(this.maxDiagonalInTree(de),R.DEFAULT_RADIAL_SEPARATION);ke.branchRadialLayout(ve,null,0,359,0,xe);var De=ge.calculateBounds(de),he=new ye;he.setDeviceOrgX(De.getMinX()),he.setDeviceOrgY(De.getMinY()),he.setWorldOrgX(te.x),he.setWorldOrgY(te.y);for(var Ie=0;Ie1;){var cn=Bt[0];Bt.splice(0,1);var Nn=pe.indexOf(cn);Nn>=0&&pe.splice(Nn,1),jt--,Et--}ve!=null?At=(pe.indexOf(Bt[0])+1)%jt:At=0;for(var Ot=Math.abs(xe-te)/Et,oi=At;wt!=Et;oi=++oi%jt){var kt=pe[oi].getOtherEnd(de);if(kt!=ve){var Dt=(te+wt*Ot)%360,vt=(Dt+Ot)%360;ke.branchRadialLayout(kt,de,Dt,vt,De+he,he),wt++}}},ke.maxDiagonalInTree=function(de){for(var ve=ce.MIN_VALUE,te=0;teve&&(ve=De)}return ve},ke.prototype.calcRepulsionRange=function(){return 2*(this.level+1)*this.idealEdgeLength},ke.prototype.groupZeroDegreeMembers=function(){var de=this,ve={};this.memberGroups={},this.idToDummyNode={};for(var te=[],xe=this.graphManager.getAllNodes(),De=0;De"u"&&(ve[ee]=[]),ve[ee]=ve[ee].concat(he)}Object.keys(ve).forEach(function(rt){if(ve[rt].length>1){var me="DummyCompound_"+rt;de.memberGroups[me]=ve[rt];var gt=ve[rt][0].getParent(),pe=new N(de.graphManager);pe.id=me,pe.paddingLeft=gt.paddingLeft||0,pe.paddingRight=gt.paddingRight||0,pe.paddingBottom=gt.paddingBottom||0,pe.paddingTop=gt.paddingTop||0,de.idToDummyNode[me]=pe;var Et=de.getGraphManager().add(de.newGraph(),pe),wt=gt.getChild();wt.add(pe);for(var jt=0;jt=0;de--){var ve=this.compoundOrder[de],te=ve.id,xe=ve.paddingLeft,De=ve.paddingTop;this.adjustLocations(this.tiledMemberPack[te],ve.rect.x,ve.rect.y,xe,De)}},ke.prototype.repopulateZeroDegreeMembers=function(){var de=this,ve=this.tiledZeroDegreePack;Object.keys(ve).forEach(function(te){var xe=de.idToDummyNode[te],De=xe.paddingLeft,he=xe.paddingTop;de.adjustLocations(ve[te],xe.rect.x,xe.rect.y,De,he)})},ke.prototype.getToBeTiled=function(de){var ve=de.id;if(this.toBeTiled[ve]!=null)return this.toBeTiled[ve];var te=de.getChild();if(te==null)return this.toBeTiled[ve]=!1,!1;for(var xe=te.getNodes(),De=0;De0)return this.toBeTiled[ve]=!1,!1;if(he.getChild()==null){this.toBeTiled[he.id]=!1;continue}if(!this.getToBeTiled(he))return this.toBeTiled[ve]=!1,!1}return this.toBeTiled[ve]=!0,!0},ke.prototype.getNodeDegree=function(de){de.id;for(var ve=de.getEdges(),te=0,xe=0;xert&&(rt=gt.rect.height)}te+=rt+de.verticalPadding}},ke.prototype.tileCompoundMembers=function(de,ve){var te=this;this.tiledMemberPack=[],Object.keys(de).forEach(function(xe){var De=ve[xe];te.tiledMemberPack[xe]=te.tileNodes(de[xe],De.paddingLeft+De.paddingRight),De.rect.width=te.tiledMemberPack[xe].width,De.rect.height=te.tiledMemberPack[xe].height})},ke.prototype.tileNodes=function(de,ve){var te=R.TILING_PADDING_VERTICAL,xe=R.TILING_PADDING_HORIZONTAL,De={rows:[],rowWidth:[],rowHeight:[],width:0,height:ve,verticalPadding:te,horizontalPadding:xe};de.sort(function(ee,rt){return ee.rect.width*ee.rect.height>rt.rect.width*rt.rect.height?-1:ee.rect.width*ee.rect.height0&&(Ie+=de.horizontalPadding),de.rowWidth[te]=Ie,de.width0&&(ee+=de.verticalPadding);var rt=0;ee>de.rowHeight[te]&&(rt=de.rowHeight[te],de.rowHeight[te]=ee,rt=de.rowHeight[te]-rt),de.height+=rt,de.rows[te].push(ve)},ke.prototype.getShortestRowIndex=function(de){for(var ve=-1,te=Number.MAX_VALUE,xe=0;xete&&(ve=xe,te=de.rowWidth[xe]);return ve},ke.prototype.canAddHorizontal=function(de,ve,te){var xe=this.getShortestRowIndex(de);if(xe<0)return!0;var De=de.rowWidth[xe];if(De+de.horizontalPadding+ve<=de.width)return!0;var he=0;de.rowHeight[xe]0&&(he=te+de.verticalPadding-de.rowHeight[xe]);var Ie;de.width-De>=ve+de.horizontalPadding?Ie=(de.height+he)/(De+ve+de.horizontalPadding):Ie=(de.height+he)/de.width,he=te+de.verticalPadding;var ee;return de.widthhe&&ve!=te){xe.splice(-1,1),de.rows[te].push(De),de.rowWidth[ve]=de.rowWidth[ve]-he,de.rowWidth[te]=de.rowWidth[te]+he,de.width=de.rowWidth[instance.getLongestRowIndex(de)];for(var Ie=Number.MIN_VALUE,ee=0;eeIe&&(Ie=xe[ee].height);ve>0&&(Ie+=de.verticalPadding);var rt=de.rowHeight[ve]+de.rowHeight[te];de.rowHeight[ve]=Ie,de.rowHeight[te]0)for(var wt=De;wt<=he;wt++)Et[0]+=this.grid[wt][Ie-1].length+this.grid[wt][Ie].length-1;if(he0)for(var wt=Ie;wt<=ee;wt++)Et[3]+=this.grid[De-1][wt].length+this.grid[De][wt].length-1;for(var jt=ce.MAX_VALUE,At,Bt,cn=0;cn0){var ee;ee=ye.getGraphManager().add(ye.newGraph(),te),this.processChildrenList(ee,ve,ye)}}},Q.prototype.stop=function(){return this.stopped=!0,this};var ce=function(ge){ge("layout","cose-bilkent",Q)};typeof cytoscape<"u"&&ce(cytoscape),p.exports=ce}])})})(qqt);const Yqt=xLe(Fge);dje.use(Yqt);function bje(i,a,f,p){fje.drawNode(i,a,f,p),a.children&&a.children.forEach((w,y)=>{bje(i,w,f<0?y:f,p)})}function Xqt(i,a){a.edges().map((f,p)=>{const w=f.data();if(f[0]._private.bodyBounds){const y=f[0]._private.rscratch;Fe.trace("Edge: ",p,w),i.insert("path").attr("d",`M ${y.startX},${y.startY} L ${y.midX},${y.midY} L${y.endX},${y.endY} `).attr("class","edge section-edge-"+w.section+" edge-depth-"+w.depth)}})}function vje(i,a,f,p){a.add({group:"nodes",data:{id:i.id,labelText:i.descr,height:i.height,width:i.width,level:p,nodeId:i.id,padding:i.padding,type:i.type},position:{x:i.x,y:i.y}}),i.children&&i.children.forEach(w=>{vje(w,a,f,p+1),a.add({group:"edges",data:{id:`${i.id}_${w.id}`,source:i.id,target:w.id,depth:p,section:w.section}})})}function Qqt(i,a){return new Promise(f=>{const 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mode 100644 index 000000000..5ac814d1e --- /dev/null +++ b/site_libs/quarto-html/anchor.min.js @@ -0,0 +1,9 @@ +// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat +// +// AnchorJS - v5.0.0 - 2023-01-18 +// https://www.bryanbraun.com/anchorjs/ +// Copyright (c) 2023 Bryan Braun; Licensed MIT +// +// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat +!function(A,e){"use strict";"function"==typeof define&&define.amd?define([],e):"object"==typeof module&&module.exports?module.exports=e():(A.AnchorJS=e(),A.anchors=new A.AnchorJS)}(globalThis,function(){"use strict";return function(A){function 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b/site_libs/quarto-html/quarto-syntax-highlighting.css @@ -0,0 +1,205 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-ot-color: #003B4F; + --quarto-hl-at-color: #657422; + --quarto-hl-ss-color: #20794D; + --quarto-hl-an-color: #5E5E5E; + --quarto-hl-fu-color: #4758AB; + --quarto-hl-st-color: #20794D; + --quarto-hl-cf-color: #003B4F; + --quarto-hl-op-color: #5E5E5E; + --quarto-hl-er-color: #AD0000; + --quarto-hl-bn-color: #AD0000; + --quarto-hl-al-color: #AD0000; + --quarto-hl-va-color: #111111; + --quarto-hl-bu-color: inherit; + --quarto-hl-ex-color: inherit; + --quarto-hl-pp-color: #AD0000; + --quarto-hl-in-color: #5E5E5E; + --quarto-hl-vs-color: #20794D; + --quarto-hl-wa-color: #5E5E5E; + --quarto-hl-do-color: #5E5E5E; + --quarto-hl-im-color: #00769E; + --quarto-hl-ch-color: #20794D; + --quarto-hl-dt-color: #AD0000; + --quarto-hl-fl-color: #AD0000; + --quarto-hl-co-color: #5E5E5E; + --quarto-hl-cv-color: #5E5E5E; + --quarto-hl-cn-color: #8f5902; + --quarto-hl-sc-color: #5E5E5E; + --quarto-hl-dv-color: #AD0000; + --quarto-hl-kw-color: #003B4F; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +pre > code.sourceCode > span { + color: #003B4F; +} + +code span { + color: #003B4F; +} + +code.sourceCode > span { + color: #003B4F; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #003B4F; +} + +code span.ot { + color: #003B4F; + font-style: inherit; +} + +code span.at { + color: #657422; + font-style: inherit; +} + +code span.ss { + color: #20794D; + font-style: inherit; +} + +code span.an { + color: #5E5E5E; + font-style: inherit; +} + +code span.fu { + color: #4758AB; + font-style: inherit; +} + +code span.st { + color: #20794D; + font-style: inherit; +} + +code span.cf { + color: #003B4F; + font-weight: bold; + font-style: inherit; +} + +code span.op { + color: #5E5E5E; + font-style: inherit; +} + +code span.er { + color: #AD0000; + font-style: inherit; +} + +code span.bn { + color: #AD0000; + font-style: inherit; +} + +code span.al { + color: #AD0000; + font-style: inherit; +} + +code span.va { + color: #111111; + font-style: inherit; +} + +code span.bu { + font-style: inherit; +} + +code span.ex { + font-style: inherit; +} + +code span.pp { + color: #AD0000; + font-style: inherit; +} + +code span.in { + color: #5E5E5E; + font-style: inherit; +} + +code span.vs { + color: #20794D; + font-style: inherit; +} + +code span.wa { + color: #5E5E5E; + font-style: italic; +} + +code span.do { + color: #5E5E5E; + font-style: italic; +} + +code span.im { + color: #00769E; + font-style: inherit; +} + +code span.ch { + color: #20794D; + font-style: inherit; +} + +code span.dt { + color: #AD0000; + font-style: inherit; +} + +code span.fl { + color: #AD0000; + font-style: inherit; +} + +code span.co { + color: #5E5E5E; + font-style: inherit; +} + +code span.cv { + color: #5E5E5E; + font-style: italic; +} + +code span.cn { + color: #8f5902; + font-style: inherit; +} + +code span.sc { + color: #5E5E5E; + font-style: inherit; +} + +code span.dv { + color: #AD0000; + font-style: inherit; +} + +code span.kw { + color: #003B4F; + font-weight: bold; + font-style: inherit; +} + +.prevent-inlining { + content: " { + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > *, .margin-caption, .aside" + ); + + let lastBottom = 0; + for (const marginChild of marginChildren) { + if (marginChild.offsetParent !== null) { + // clear the top margin so we recompute it + marginChild.style.marginTop = null; + const top = marginChild.getBoundingClientRect().top + window.scrollY; + if (top < lastBottom) { + const marginChildStyle = window.getComputedStyle(marginChild); + const marginBottom = parseFloat(marginChildStyle["marginBottom"]); + const margin = lastBottom - top + marginBottom; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + } +}; + +window.document.addEventListener("DOMContentLoaded", function (_event) { + // Recompute the position of margin elements anytime the body size changes + if (window.ResizeObserver) { + const resizeObserver = new window.ResizeObserver( + throttle(() => { + layoutMarginEls(); + if ( + window.document.body.getBoundingClientRect().width < 990 && + isReaderMode() + ) { + quartoToggleReader(); + } + }, 50) + ); + resizeObserver.observe(window.document.body); + } + + const tocEl = window.document.querySelector('nav.toc-active[role="doc-toc"]'); + const sidebarEl = window.document.getElementById("quarto-sidebar"); + const leftTocEl = window.document.getElementById("quarto-sidebar-toc-left"); + const marginSidebarEl = window.document.getElementById( + "quarto-margin-sidebar" + ); + // function to determine whether the element has a previous sibling that is active + const prevSiblingIsActiveLink = (el) => { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior) + function fireSlideEnter(e) { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // fire slideEnter for tabby tab activations (for htmlwidget resize behavior) + document.addEventListener("tabby", fireSlideEnter, false); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id="${anchor}"]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + // This is the no-scroll case where last section should be the active one + sectionIndex = 0; + } else { + // This finds the last section visible on screen that should be made active + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + const currentPagePath = offsetAbsoluteUrl(window.location.href); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + if ( + item === currentPagePath || + item === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + let elRect; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + child.style.pointerEvents = "none"; + } + + nexttick(() => { + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append( + titleEl.textContent || titleEl.innerText, + toggleIcon + ); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.pointerEvents = null; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + if (!elRect) { + elRect = el.getBoundingClientRect(); + } + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + positionToggle(); + + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + positionToggle(); + }, 50) + ); + + window.addEventListener("quarto-hrChanged", () => { + elRect = undefined; + }); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }); + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + child.style.pointerEvents = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]'); + for (const tabEl of tabEls) { + const id = tabEl.getAttribute("data-bs-target"); + if (id) { + const columnEl = document.querySelector( + `${id} .column-margin, .tabset-margin-content` + ); + if (columnEl) + tabEl.addEventListener("shown.bs.tab", function (event) { + const el = event.srcElement; + if (el) { + const visibleCls = `${el.id}-margin-content`; + // walk up until we find a parent tabset + let panelTabsetEl = el.parentElement; + while (panelTabsetEl) { + if (panelTabsetEl.classList.contains("panel-tabset")) { + break; + } + panelTabsetEl = panelTabsetEl.parentElement; + } + + if (panelTabsetEl) { + const prevSib = panelTabsetEl.previousElementSibling; + if ( + prevSib && + prevSib.classList.contains("tabset-margin-container") + ) { + const childNodes = prevSib.querySelectorAll( + ".tabset-margin-content" + ); + for (const childEl of childNodes) { + if (childEl.classList.contains(visibleCls)) { + childEl.classList.remove("collapse"); + } else { + childEl.classList.add("collapse"); + } + } + } + } + } + + layoutMarginEls(); + }); + } + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const boundRect = el.getBoundingClientRect(); + const top = + boundRect.top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + let hasObserved = false; + const visibleItemObserver = (els) => { + let visibleElements = [...els]; + const intersectionObserver = new IntersectionObserver( + (entries, _observer) => { + entries.forEach((entry) => { + if (entry.isIntersecting) { + if (visibleElements.indexOf(entry.target) === -1) { + visibleElements.push(entry.target); + } + } else { + visibleElements = visibleElements.filter((visibleEntry) => { + return visibleEntry !== entry; + }); + } + }); + + if (!hasObserved) { + hideOverlappedSidebars(); + } + hasObserved = true; + }, + {} + ); + els.forEach((el) => { + intersectionObserver.observe(el); + }); + + return { + getVisibleEntries: () => { + return visibleElements; + }, + }; + }; + + const rightElementObserver = visibleItemObserver(rightSideConflictEls); + const leftElementObserver = visibleItemObserver(leftSideConflictEls); + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries())); + sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries())); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility( + toRegions(leftElementObserver.getVisibleEntries()) + ); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded"); + const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (tocOpenDepth === -1 && depth > 1) { + // toc-expand: false + el.classList.add("collapse"); + } else if ( + depth <= tocOpenDepth || + hasActiveChild || + prevSiblingIsActiveLink(el) + ) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +// grouped tabsets +window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } +}); + +function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; +} + +function nexttick(func) { + return setTimeout(func, 0); +} diff --git a/site_libs/quarto-html/tippy.css b/site_libs/quarto-html/tippy.css new file mode 100644 index 000000000..e6ae635cb --- /dev/null +++ b/site_libs/quarto-html/tippy.css @@ -0,0 +1 @@ +.tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 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+ setCategoryHash(category); + } +}; + +window["quarto-listing-loaded"] = () => { + // Process any existing hash + const hash = getHash(); + + if (hash) { + // If there is a category, switch to that + if (hash.category) { + activateCategory(hash.category); + } + // Paginate a specific listing + const listingIds = Object.keys(window["quarto-listings"]); + for (const listingId of listingIds) { + const page = hash[getListingPageKey(listingId)]; + if (page) { + showPage(listingId, page); + } + } + } + + const listingIds = Object.keys(window["quarto-listings"]); + for (const listingId of listingIds) { + // The actual list + const list = window["quarto-listings"][listingId]; + + // Update the handlers for pagination events + refreshPaginationHandlers(listingId); + + // Render any visible items that need it + renderVisibleProgressiveImages(list); + + // Whenever the list is updated, we also need to + // attach handlers to the new pagination elements + // and refresh any newly visible items. + list.on("updated", function () { + renderVisibleProgressiveImages(list); + setTimeout(() => refreshPaginationHandlers(listingId)); + + // Show or hide the no matching message + toggleNoMatchingMessage(list); + }); + } +}; + +window.document.addEventListener("DOMContentLoaded", function (_event) { + // Attach click handlers to categories + const categoryEls = window.document.querySelectorAll( + ".quarto-listing-category .category" + ); + + for (const categoryEl of categoryEls) { + const category = categoryEl.getAttribute("data-category"); + categoryEl.onclick = () => { + activateCategory(category); + setCategoryHash(category); + }; + } + + // Attach a click handler to the category title + // (there should be only one, but since it is a class name, handle N) + const categoryTitleEls = window.document.querySelectorAll( + ".quarto-listing-category-title" + ); + for (const categoryTitleEl of categoryTitleEls) { + categoryTitleEl.onclick = () => { + activateCategory(""); + setCategoryHash(""); + }; + } + + categoriesLoaded = true; +}); + +function toggleNoMatchingMessage(list) { + const selector = `#${list.listContainer.id} .listing-no-matching`; + const noMatchingEl = window.document.querySelector(selector); + if (noMatchingEl) { + if (list.visibleItems.length === 0) { + noMatchingEl.classList.remove("d-none"); + } else { + if (!noMatchingEl.classList.contains("d-none")) { + noMatchingEl.classList.add("d-none"); + } + } + } +} + +function setCategoryHash(category) { + setHash({ category }); +} + +function setPageHash(listingId, page) { + const currentHash = getHash() || {}; + currentHash[getListingPageKey(listingId)] = page; + setHash(currentHash); +} + +function getListingPageKey(listingId) { + return `${listingId}-page`; +} + +function refreshPaginationHandlers(listingId) { + const listingEl = window.document.getElementById(listingId); + const paginationEls = listingEl.querySelectorAll( + ".pagination li.page-item:not(.disabled) .page.page-link" + ); + for (const paginationEl of paginationEls) { + paginationEl.onclick = (sender) => { + setPageHash(listingId, sender.target.getAttribute("data-i")); + showPage(listingId, sender.target.getAttribute("data-i")); + return false; + }; + } +} + +function renderVisibleProgressiveImages(list) { + // Run through the visible items and render any progressive images + for (const item of list.visibleItems) { + const itemEl = item.elm; + if (itemEl) { + const progressiveImgs = itemEl.querySelectorAll( + `img[${kProgressiveAttr}]` + ); + for (const progressiveImg of progressiveImgs) { + const srcValue = progressiveImg.getAttribute(kProgressiveAttr); + if (srcValue) { + progressiveImg.setAttribute("src", srcValue); + } + progressiveImg.removeAttribute(kProgressiveAttr); + } + } + } +} + +function getHash() { + // Hashes are of the form + // #name:value|name1:value1|name2:value2 + const currentUrl = new URL(window.location); + const hashRaw = currentUrl.hash ? currentUrl.hash.slice(1) : undefined; + return parseHash(hashRaw); +} + +const kAnd = "&"; +const kEquals = "="; + +function parseHash(hash) { + if (!hash) { + return undefined; + } + const hasValuesStrs = hash.split(kAnd); + const hashValues = hasValuesStrs + .map((hashValueStr) => { + const vals = hashValueStr.split(kEquals); + if (vals.length === 2) { + return { name: vals[0], value: vals[1] }; + } else { + return undefined; + } + }) + .filter((value) => { + return value !== undefined; + }); + + const hashObj = {}; + hashValues.forEach((hashValue) => { + hashObj[hashValue.name] = decodeURIComponent(hashValue.value); + }); + return hashObj; +} + +function makeHash(obj) { + return Object.keys(obj) + .map((key) => { + return `${key}${kEquals}${obj[key]}`; + }) + .join(kAnd); +} + +function setHash(obj) { + const hash = makeHash(obj); + window.history.pushState(null, null, `#${hash}`); +} + +function showPage(listingId, page) { + const list = window["quarto-listings"][listingId]; + if (list) { + list.show((page - 1) * list.page + 1, list.page); + } +} + +function activateCategory(category) { + // Deactivate existing categories + const activeEls = window.document.querySelectorAll( + ".quarto-listing-category .category.active" + ); + for (const activeEl of activeEls) { + activeEl.classList.remove("active"); + } + + // Activate this category + const categoryEl = window.document.querySelector( + `.quarto-listing-category .category[data-category='${category}'` + ); + if (categoryEl) { + categoryEl.classList.add("active"); + } + + // Filter the listings to this category + filterListingCategory(category); +} + +function filterListingCategory(category) { + const listingIds = Object.keys(window["quarto-listings"]); + for (const listingId of listingIds) { + const list = window["quarto-listings"][listingId]; + if (list) { + if (category === "") { + // resets the filter + list.filter(); + } else { + // filter to this category + list.filter(function (item) { + const itemValues = item.values(); + if (itemValues.categories !== null) { + const categories = itemValues.categories.split(","); + return categories.includes(category); + } else { + return false; + } + }); + } + } + } +} diff --git a/site_libs/quarto-nav/headroom.min.js b/site_libs/quarto-nav/headroom.min.js new file mode 100644 index 000000000..b08f1dffb --- /dev/null +++ b/site_libs/quarto-nav/headroom.min.js @@ -0,0 +1,7 @@ +/*! + * headroom.js v0.12.0 - Give your page some headroom. Hide your header until you need it + * Copyright (c) 2020 Nick Williams - http://wicky.nillia.ms/headroom.js + * License: MIT + */ + +!function(t,n){"object"==typeof exports&&"undefined"!=typeof module?module.exports=n():"function"==typeof define&&define.amd?define(n):(t=t||self).Headroom=n()}(this,function(){"use strict";function t(){return"undefined"!=typeof window}function d(t){return function(t){return t&&t.document&&function(t){return 9===t.nodeType}(t.document)}(t)?function(t){var n=t.document,o=n.body,s=n.documentElement;return{scrollHeight:function(){return Math.max(o.scrollHeight,s.scrollHeight,o.offsetHeight,s.offsetHeight,o.clientHeight,s.clientHeight)},height:function(){return t.innerHeight||s.clientHeight||o.clientHeight},scrollY:function(){return void 0!==t.pageYOffset?t.pageYOffset:(s||o.parentNode||o).scrollTop}}}(t):function(t){return{scrollHeight:function(){return Math.max(t.scrollHeight,t.offsetHeight,t.clientHeight)},height:function(){return 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"))},removeClass:function(t){this.elem.classList.remove.apply(this.elem.classList,this.classes[t].split(" "))},hasClass:function(t){return this.classes[t].split(" ").every(function(t){return this.classList.contains(t)},this.elem)},update:function(t){t.isOutOfBounds||!0!==this.frozen&&(t.top?this.top():this.notTop(),t.bottom?this.bottom():this.notBottom(),this.shouldUnpin(t)?this.unpin():this.shouldPin(t)&&this.pin())}},s.options={tolerance:{up:0,down:0},offset:0,scroller:t()?window:null,classes:{frozen:"headroom--frozen",pinned:"headroom--pinned",unpinned:"headroom--unpinned",top:"headroom--top",notTop:"headroom--not-top",bottom:"headroom--bottom",notBottom:"headroom--not-bottom",initial:"headroom"}},s.cutsTheMustard=!!(t()&&function(){}.bind&&"classList"in document.documentElement&&Object.assign&&Object.keys&&requestAnimationFrame),s}); diff --git a/site_libs/quarto-nav/quarto-nav.js b/site_libs/quarto-nav/quarto-nav.js new file mode 100644 index 000000000..38cc43057 --- /dev/null +++ b/site_libs/quarto-nav/quarto-nav.js @@ -0,0 +1,325 @@ +const headroomChanged = new CustomEvent("quarto-hrChanged", { + detail: {}, + bubbles: true, + cancelable: false, + composed: false, +}); + +const announceDismiss = () => { + const annEl = window.document.getElementById("quarto-announcement"); + if (annEl) { + annEl.remove(); + + const annId = annEl.getAttribute("data-announcement-id"); + window.localStorage.setItem(`quarto-announce-${annId}`, "true"); + } +}; + +const announceRegister = () => { + const annEl = window.document.getElementById("quarto-announcement"); + if (annEl) { + const annId = annEl.getAttribute("data-announcement-id"); + const isDismissed = + window.localStorage.getItem(`quarto-announce-${annId}`) || false; + if (isDismissed) { + announceDismiss(); + return; + } else { + annEl.classList.remove("hidden"); + } + + const actionEl = annEl.querySelector(".quarto-announcement-action"); + if (actionEl) { + actionEl.addEventListener("click", function (e) { + e.preventDefault(); + // Hide the bar immediately + announceDismiss(); + }); + } + } +}; + +window.document.addEventListener("DOMContentLoaded", function () { + let init = false; + + announceRegister(); + + // Manage the back to top button, if one is present. + let lastScrollTop = window.pageYOffset || document.documentElement.scrollTop; + const scrollDownBuffer = 5; + const scrollUpBuffer = 35; + const btn = document.getElementById("quarto-back-to-top"); + const hideBackToTop = () => { + btn.style.display = "none"; + }; + const showBackToTop = () => { + btn.style.display = "inline-block"; + }; + if (btn) { + window.document.addEventListener( + "scroll", + function () { + const currentScrollTop = + window.pageYOffset || document.documentElement.scrollTop; + + // Shows and hides the button 'intelligently' as the user scrolls + if (currentScrollTop - scrollDownBuffer > lastScrollTop) { + hideBackToTop(); + lastScrollTop = currentScrollTop <= 0 ? 0 : currentScrollTop; + } else if (currentScrollTop < lastScrollTop - scrollUpBuffer) { + showBackToTop(); + lastScrollTop = currentScrollTop <= 0 ? 0 : currentScrollTop; + } + + // Show the button at the bottom, hides it at the top + if (currentScrollTop <= 0) { + hideBackToTop(); + } else if ( + window.innerHeight + currentScrollTop >= + document.body.offsetHeight + ) { + showBackToTop(); + } + }, + false + ); + } + + function throttle(func, wait) { + var timeout; + return function () { + const context = this; + const args = arguments; + const later = function () { + clearTimeout(timeout); + timeout = null; + func.apply(context, args); + }; + + if (!timeout) { + timeout = setTimeout(later, wait); + } + }; + } + + function headerOffset() { + // Set an offset if there is are fixed top navbar + const headerEl = window.document.querySelector("header.fixed-top"); + if (headerEl) { + return headerEl.clientHeight; + } else { + return 0; + } + } + + function footerOffset() { + const footerEl = window.document.querySelector("footer.footer"); + if (footerEl) { + return footerEl.clientHeight; + } else { + return 0; + } + } + + function dashboardOffset() { + const dashboardNavEl = window.document.getElementById( + "quarto-dashboard-header" + ); + if (dashboardNavEl !== null) { + return dashboardNavEl.clientHeight; + } else { + return 0; + } + } + + function updateDocumentOffsetWithoutAnimation() { + updateDocumentOffset(false); + } + + function updateDocumentOffset(animated) { + // set body offset + const topOffset = headerOffset(); + const bodyOffset = topOffset + footerOffset() + dashboardOffset(); + const bodyEl = window.document.body; + bodyEl.setAttribute("data-bs-offset", topOffset); + bodyEl.style.paddingTop = topOffset + "px"; + + // deal with sidebar offsets + const sidebars = window.document.querySelectorAll( + ".sidebar, .headroom-target" + ); + sidebars.forEach((sidebar) => { + if (!animated) { + sidebar.classList.add("notransition"); + // Remove the no transition class after the animation has time to complete + setTimeout(function () { + sidebar.classList.remove("notransition"); + }, 201); + } + + if (window.Headroom && sidebar.classList.contains("sidebar-unpinned")) { + sidebar.style.top = "0"; + sidebar.style.maxHeight = "100vh"; + } else { + sidebar.style.top = topOffset + "px"; + sidebar.style.maxHeight = "calc(100vh - " + topOffset + "px)"; + } + }); + + // allow space for footer + const mainContainer = window.document.querySelector(".quarto-container"); + if (mainContainer) { + mainContainer.style.minHeight = "calc(100vh - " + bodyOffset + "px)"; + } + + // link offset + let linkStyle = window.document.querySelector("#quarto-target-style"); + if (!linkStyle) { + linkStyle = window.document.createElement("style"); + linkStyle.setAttribute("id", "quarto-target-style"); + window.document.head.appendChild(linkStyle); + } + while (linkStyle.firstChild) { + linkStyle.removeChild(linkStyle.firstChild); + } + if (topOffset > 0) { + linkStyle.appendChild( + window.document.createTextNode(` + section:target::before { + content: ""; + display: block; + height: ${topOffset}px; + margin: -${topOffset}px 0 0; + }`) + ); + } + if (init) { + window.dispatchEvent(headroomChanged); + } + init = true; + } + + // initialize headroom + var header = window.document.querySelector("#quarto-header"); + if (header && window.Headroom) { + const headroom = new window.Headroom(header, { + tolerance: 5, + onPin: function () { + const sidebars = window.document.querySelectorAll( + ".sidebar, .headroom-target" + ); + sidebars.forEach((sidebar) => { + sidebar.classList.remove("sidebar-unpinned"); + }); + updateDocumentOffset(); + }, + onUnpin: function () { + const sidebars = window.document.querySelectorAll( + ".sidebar, .headroom-target" + ); + sidebars.forEach((sidebar) => { + sidebar.classList.add("sidebar-unpinned"); + }); + updateDocumentOffset(); + }, + }); + headroom.init(); + + let frozen = false; + window.quartoToggleHeadroom = function () { + if (frozen) { + headroom.unfreeze(); + frozen = false; + } else { + headroom.freeze(); + frozen = true; + } + }; + } + + window.addEventListener( + "hashchange", + function (e) { + if ( + getComputedStyle(document.documentElement).scrollBehavior !== "smooth" + ) { + window.scrollTo(0, window.pageYOffset - headerOffset()); + } + }, + false + ); + + // Observe size changed for the header + const headerEl = window.document.querySelector("header.fixed-top"); + if (headerEl && window.ResizeObserver) { + const observer = new window.ResizeObserver(() => { + setTimeout(updateDocumentOffsetWithoutAnimation, 0); + }); + observer.observe(headerEl, { + attributes: true, + childList: true, + characterData: true, + }); + } else { + window.addEventListener( + "resize", + throttle(updateDocumentOffsetWithoutAnimation, 50) + ); + } + setTimeout(updateDocumentOffsetWithoutAnimation, 250); + + // fixup index.html links if we aren't on the filesystem + if (window.location.protocol !== "file:") { + const links = window.document.querySelectorAll("a"); + for (let i = 0; i < links.length; i++) { + if (links[i].href) { + links[i].dataset.originalHref = links[i].href; + links[i].href = links[i].href.replace(/\/index\.html/, "/"); + } + } + + // Fixup any sharing links that require urls + // Append url to any sharing urls + const sharingLinks = window.document.querySelectorAll( + "a.sidebar-tools-main-item, a.quarto-navigation-tool, a.quarto-navbar-tools, a.quarto-navbar-tools-item" + ); + for (let i = 0; i < sharingLinks.length; i++) { + const sharingLink = sharingLinks[i]; + const href = sharingLink.getAttribute("href"); + if (href) { + sharingLink.setAttribute( + "href", + href.replace("|url|", window.location.href) + ); + } + } + + // Scroll the active navigation item into view, if necessary + const navSidebar = window.document.querySelector("nav#quarto-sidebar"); + if (navSidebar) { + // Find the active item + const activeItem = navSidebar.querySelector("li.sidebar-item a.active"); + if (activeItem) { + // Wait for the scroll height and height to resolve by observing size changes on the + // nav element that is scrollable + const resizeObserver = new ResizeObserver((_entries) => { + // The bottom of the element + const elBottom = activeItem.offsetTop; + const viewBottom = navSidebar.scrollTop + navSidebar.clientHeight; + + // The element height and scroll height are the same, then we are still loading + if (viewBottom !== navSidebar.scrollHeight) { + // Determine if the item isn't visible and scroll to it + if (elBottom >= viewBottom) { + navSidebar.scrollTop = elBottom; + } + + // stop observing now since we've completed the scroll + resizeObserver.unobserve(navSidebar); + } + }); + resizeObserver.observe(navSidebar); + } + } + } +}); diff --git a/site_libs/quarto-search/autocomplete.umd.js b/site_libs/quarto-search/autocomplete.umd.js new file mode 100644 index 000000000..ae0063aa9 --- /dev/null +++ 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t=!e.endsWith(this.pattern);return{isMatch:t,score:t?0:1,indices:[0,e.length-1]}}}],[{key:"type",get:function(){return"inverse-suffix-exact"}},{key:"multiRegex",get:function(){return/^!"(.*)"\$$/}},{key:"singleRegex",get:function(){return/^!(.*)\$$/}}]),n}(z),G=function(e){a(n,e);var t=l(n);function n(e){var i,o=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},c=o.location,a=void 0===c?I.location:c,s=o.threshold,u=void 0===s?I.threshold:s,h=o.distance,l=void 0===h?I.distance:h,f=o.includeMatches,d=void 0===f?I.includeMatches:f,v=o.findAllMatches,g=void 0===v?I.findAllMatches:v,y=o.minMatchCharLength,p=void 0===y?I.minMatchCharLength:y,m=o.isCaseSensitive,k=void 0===m?I.isCaseSensitive:m,M=o.ignoreLocation,b=void 0===M?I.ignoreLocation:M;return r(this,n),(i=t.call(this,e))._bitapSearch=new T(e,{location:a,threshold:u,distance:l,includeMatches:d,findAllMatches:g,minMatchCharLength:p,isCaseSensitive:k,ignoreLocation:b}),i}return o(n,[{key:"search",value:function(e){return this._bitapSearch.searchIn(e)}}],[{key:"type",get:function(){return"fuzzy"}},{key:"multiRegex",get:function(){return/^"(.*)"$/}},{key:"singleRegex",get:function(){return/^(.*)$/}}]),n}(z),H=function(e){a(n,e);var t=l(n);function n(e){return r(this,n),t.call(this,e)}return o(n,[{key:"search",value:function(e){for(var t,n=0,r=[],i=this.pattern.length;(t=e.indexOf(this.pattern,n))>-1;)n=t+i,r.push([t,n-1]);var o=!!r.length;return{isMatch:o,score:o?0:1,indices:r}}}],[{key:"type",get:function(){return"include"}},{key:"multiRegex",get:function(){return/^'"(.*)"$/}},{key:"singleRegex",get:function(){return/^'(.*)$/}}]),n}(z),Q=[K,H,B,J,V,U,q,G],X=Q.length,Y=/ +(?=(?:[^\"]*\"[^\"]*\")*[^\"]*$)/;function Z(e){var t=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{};return e.split("|").map((function(e){for(var n=e.trim().split(Y).filter((function(e){return e&&!!e.trim()})),r=[],i=0,o=n.length;i1&&void 0!==arguments[1]?arguments[1]:{},i=n.isCaseSensitive,o=void 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0===r?I.includeMatches:r,o=n.includeScore,c=void 0===o?I.includeScore:o,a=[];return i&&a.push(de),c&&a.push(ve),e.map((function(e){var n=e.idx,r={item:t[n],refIndex:n};return a.length&&a.forEach((function(t){t(e,r)})),r}))}var ye=function(){function e(n){var i=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{},o=arguments.length>2?arguments[2]:void 0;r(this,e),this.options=t(t({},I),i),this.options.useExtendedSearch,this._keyStore=new S(this.options.keys),this.setCollection(n,o)}return o(e,[{key:"setCollection",value:function(e,t){if(this._docs=e,t&&!(t instanceof $))throw new Error("Incorrect 'index' type");this._myIndex=t||F(this.options.keys,this._docs,{getFn:this.options.getFn,fieldNormWeight:this.options.fieldNormWeight})}},{key:"add",value:function(e){k(e)&&(this._docs.push(e),this._myIndex.add(e))}},{key:"remove",value:function(){for(var e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:function(){return!1},t=[],n=0,r=this._docs.length;n1&&void 0!==arguments[1]?arguments[1]:{},n=t.limit,r=void 0===n?-1:n,i=this.options,o=i.includeMatches,c=i.includeScore,a=i.shouldSort,s=i.sortFn,u=i.ignoreFieldNorm,h=g(e)?g(this._docs[0])?this._searchStringList(e):this._searchObjectList(e):this._searchLogical(e);return fe(h,{ignoreFieldNorm:u}),a&&h.sort(s),y(r)&&r>-1&&(h=h.slice(0,r)),ge(h,this._docs,{includeMatches:o,includeScore:c})}},{key:"_searchStringList",value:function(e){var t=re(e,this.options),n=this._myIndex.records,r=[];return n.forEach((function(e){var n=e.v,i=e.i,o=e.n;if(k(n)){var c=t.searchIn(n),a=c.isMatch,s=c.score,u=c.indices;a&&r.push({item:n,idx:i,matches:[{score:s,value:n,norm:o,indices:u}]})}})),r}},{key:"_searchLogical",value:function(e){var t=this,n=function(e,t){var n=(arguments.length>2&&void 0!==arguments[2]?arguments[2]:{}).auto,r=void 0===n||n,i=function e(n){var i=Object.keys(n),o=ue(n);if(!o&&i.length>1&&!se(n))return e(le(n));if(he(n)){var c=o?n[ce]:i[0],a=o?n[ae]:n[c];if(!g(a))throw new Error(x(c));var s={keyId:j(c),pattern:a};return r&&(s.searcher=re(a,t)),s}var u={children:[],operator:i[0]};return i.forEach((function(t){var r=n[t];v(r)&&r.forEach((function(t){u.children.push(e(t))}))})),u};return se(e)||(e=le(e)),i(e)}(e,this.options),r=function e(n,r,i){if(!n.children){var o=n.keyId,c=n.searcher,a=t._findMatches({key:t._keyStore.get(o),value:t._myIndex.getValueForItemAtKeyId(r,o),searcher:c});return a&&a.length?[{idx:i,item:r,matches:a}]:[]}for(var s=[],u=0,h=n.children.length;u1&&void 0!==arguments[1]?arguments[1]:{},n=t.getFn,r=void 0===n?I.getFn:n,i=t.fieldNormWeight,o=void 0===i?I.fieldNormWeight:i,c=e.keys,a=e.records,s=new $({getFn:r,fieldNormWeight:o});return s.setKeys(c),s.setIndexRecords(a),s},ye.config=I,function(){ne.push.apply(ne,arguments)}(te),ye},"object"==typeof exports&&"undefined"!=typeof module?module.exports=t():"function"==typeof define&&define.amd?define(t):(e="undefined"!=typeof globalThis?globalThis:e||self).Fuse=t(); \ No newline at end of file diff --git a/site_libs/quarto-search/quarto-search.js b/site_libs/quarto-search/quarto-search.js new file mode 100644 index 000000000..d788a9581 --- /dev/null +++ b/site_libs/quarto-search/quarto-search.js @@ -0,0 +1,1290 @@ +const kQueryArg = "q"; +const kResultsArg = "show-results"; + +// If items don't provide a URL, then both the navigator and the onSelect +// function aren't called (and therefore, the default implementation is used) +// +// We're using this sentinel URL to signal to those handlers that this +// item is a more item (along with the type) and can be handled appropriately +const kItemTypeMoreHref = "0767FDFD-0422-4E5A-BC8A-3BE11E5BBA05"; + +window.document.addEventListener("DOMContentLoaded", function (_event) { + // Ensure that search is available on this page. If it isn't, + // should return early and not do anything + var searchEl = window.document.getElementById("quarto-search"); + if (!searchEl) return; + + const { autocomplete } = window["@algolia/autocomplete-js"]; + + let quartoSearchOptions = {}; + let language = {}; + const searchOptionEl = window.document.getElementById( + "quarto-search-options" + ); + if (searchOptionEl) { + const jsonStr = searchOptionEl.textContent; + quartoSearchOptions = JSON.parse(jsonStr); + language = quartoSearchOptions.language; + } + + // note the search mode + if (quartoSearchOptions.type === "overlay") { + searchEl.classList.add("type-overlay"); + } else { + searchEl.classList.add("type-textbox"); + } + + // Used to determine highlighting behavior for this page + // A `q` query param is expected when the user follows a search + // to this page + const currentUrl = new URL(window.location); + const query = currentUrl.searchParams.get(kQueryArg); + const showSearchResults = currentUrl.searchParams.get(kResultsArg); + const mainEl = window.document.querySelector("main"); + + // highlight matches on the page + if (query && mainEl) { + // perform any highlighting + highlight(escapeRegExp(query), mainEl); + + // fix up the URL to remove the q query param + const replacementUrl = new URL(window.location); + replacementUrl.searchParams.delete(kQueryArg); + window.history.replaceState({}, "", replacementUrl); + } + + // function to clear highlighting on the page when the search query changes + // (e.g. if the user edits the query or clears it) + let highlighting = true; + const resetHighlighting = (searchTerm) => { + if (mainEl && highlighting && query && searchTerm !== query) { + clearHighlight(query, mainEl); + highlighting = false; + } + }; + + // Clear search highlighting when the user scrolls sufficiently + const resetFn = () => { + resetHighlighting(""); + window.removeEventListener("quarto-hrChanged", resetFn); + window.removeEventListener("quarto-sectionChanged", resetFn); + }; + + // Register this event after the initial scrolling and settling of events + // on the page + window.addEventListener("quarto-hrChanged", resetFn); + window.addEventListener("quarto-sectionChanged", resetFn); + + // Responsively switch to overlay mode if the search is present on the navbar + // Note that switching the sidebar to overlay mode requires more coordinate (not just + // the media query since we generate different HTML for sidebar overlays than we do + // for sidebar input UI) + const detachedMediaQuery = + quartoSearchOptions.type === "overlay" ? "all" : "(max-width: 991px)"; + + // If configured, include the analytics client to send insights + const plugins = configurePlugins(quartoSearchOptions); + + let lastState = null; + const { setIsOpen, setQuery, setCollections } = autocomplete({ + container: searchEl, + detachedMediaQuery: detachedMediaQuery, + defaultActiveItemId: 0, + panelContainer: "#quarto-search-results", + panelPlacement: quartoSearchOptions["panel-placement"], + debug: false, + openOnFocus: true, + plugins, + classNames: { + form: "d-flex", + }, + placeholder: language["search-text-placeholder"], + translations: { + clearButtonTitle: language["search-clear-button-title"], + detachedCancelButtonText: language["search-detached-cancel-button-title"], + submitButtonTitle: language["search-submit-button-title"], + }, + initialState: { + query, + }, + getItemUrl({ item }) { + return item.href; + }, + onStateChange({ state }) { + // If this is a file URL, note that + + // Perhaps reset highlighting + resetHighlighting(state.query); + + // If the panel just opened, ensure the panel is positioned properly + if (state.isOpen) { + if (lastState && !lastState.isOpen) { + setTimeout(() => { + positionPanel(quartoSearchOptions["panel-placement"]); + }, 150); + } + } + + // Perhaps show the copy link + showCopyLink(state.query, quartoSearchOptions); + + lastState = state; + }, + reshape({ sources, state }) { + return sources.map((source) => { + try { + const items = source.getItems(); + + // Validate the items + validateItems(items); + + // group the items by document + const groupedItems = new Map(); + items.forEach((item) => { + const hrefParts = item.href.split("#"); + const baseHref = hrefParts[0]; + const isDocumentItem = hrefParts.length === 1; + + const items = groupedItems.get(baseHref); + if (!items) { + groupedItems.set(baseHref, [item]); + } else { + // If the href for this item matches the document + // exactly, place this item first as it is the item that represents + // the document itself + if (isDocumentItem) { + items.unshift(item); + } else { + items.push(item); + } + groupedItems.set(baseHref, items); + } + }); + + const reshapedItems = []; + let count = 1; + for (const [_key, value] of groupedItems) { + const firstItem = value[0]; + reshapedItems.push({ + ...firstItem, + type: kItemTypeDoc, + }); + + const collapseMatches = quartoSearchOptions["collapse-after"]; + const collapseCount = + typeof collapseMatches === "number" ? collapseMatches : 1; + + if (value.length > 1) { + const target = `search-more-${count}`; + const isExpanded = + state.context.expanded && + state.context.expanded.includes(target); + + const remainingCount = value.length - collapseCount; + + for (let i = 1; i < value.length; i++) { + if (collapseMatches && i === collapseCount) { + reshapedItems.push({ + target, + title: isExpanded + ? language["search-hide-matches-text"] + : remainingCount === 1 + ? `${remainingCount} ${language["search-more-match-text"]}` + : `${remainingCount} ${language["search-more-matches-text"]}`, + type: kItemTypeMore, + href: kItemTypeMoreHref, + }); + } + + if (isExpanded || !collapseMatches || i < collapseCount) { + reshapedItems.push({ + ...value[i], + type: kItemTypeItem, + target, + }); + } + } + } + count += 1; + } + + return { + ...source, + getItems() { + return reshapedItems; + }, + }; + } catch (error) { + // Some form of error occurred + return { + ...source, + getItems() { + return [ + { + title: error.name || "An Error Occurred While Searching", + text: + error.message || + "An unknown error occurred while attempting to perform the requested search.", + type: kItemTypeError, + }, + ]; + }, + }; + } + }); + }, + navigator: { + navigate({ itemUrl }) { + if (itemUrl !== offsetURL(kItemTypeMoreHref)) { + window.location.assign(itemUrl); + } + }, + navigateNewTab({ itemUrl }) { + if (itemUrl !== offsetURL(kItemTypeMoreHref)) { + const windowReference = window.open(itemUrl, "_blank", "noopener"); + if (windowReference) { + windowReference.focus(); + } + } + }, + navigateNewWindow({ itemUrl }) { + if (itemUrl !== offsetURL(kItemTypeMoreHref)) { + window.open(itemUrl, "_blank", "noopener"); + } + }, + }, + getSources({ state, setContext, setActiveItemId, refresh }) { + return [ + { + sourceId: "documents", + getItemUrl({ item }) { + if (item.href) { + return offsetURL(item.href); + } else { + return undefined; + } + }, + onSelect({ + item, + state, + setContext, + setIsOpen, + setActiveItemId, + refresh, + }) { + if (item.type === kItemTypeMore) { + toggleExpanded(item, state, setContext, setActiveItemId, refresh); + + // Toggle more + setIsOpen(true); + } + }, + getItems({ query }) { + if (query === null || query === "") { + return []; + } + + const limit = quartoSearchOptions.limit; + if (quartoSearchOptions.algolia) { + return algoliaSearch(query, limit, quartoSearchOptions.algolia); + } else { + // Fuse search options + const fuseSearchOptions = { + isCaseSensitive: false, + shouldSort: true, + minMatchCharLength: 2, + limit: limit, + }; + + return readSearchData().then(function (fuse) { + return fuseSearch(query, fuse, fuseSearchOptions); + }); + } + }, + templates: { + noResults({ createElement }) { + const hasQuery = lastState.query; + + return createElement( + "div", + { + class: `quarto-search-no-results${ + hasQuery ? "" : " no-query" + }`, + }, + language["search-no-results-text"] + ); + }, + header({ items, createElement }) { + // count the documents + const count = items.filter((item) => { + return item.type === kItemTypeDoc; + }).length; + + if (count > 0) { + return createElement( + "div", + { class: "search-result-header" }, + `${count} ${language["search-matching-documents-text"]}` + ); + } else { + return createElement( + "div", + { class: "search-result-header-no-results" }, + `` + ); + } + }, + footer({ _items, createElement }) { + if ( + quartoSearchOptions.algolia && + quartoSearchOptions.algolia["show-logo"] + ) { + const libDir = quartoSearchOptions.algolia["libDir"]; + const logo = createElement("img", { + src: offsetURL( + `${libDir}/quarto-search/search-by-algolia.svg` + ), + class: "algolia-search-logo", + }); + return createElement( + "a", + { href: "http://www.algolia.com/" }, + logo + ); + } + }, + + item({ item, createElement }) { + return renderItem( + item, + createElement, + state, + setActiveItemId, + setContext, + refresh, + quartoSearchOptions + ); + }, + }, + }, + ]; + }, + }); + + window.quartoOpenSearch = () => { + setIsOpen(false); + setIsOpen(true); + focusSearchInput(); + }; + + document.addEventListener("keyup", (event) => { + const { key } = event; + const kbds = quartoSearchOptions["keyboard-shortcut"]; + const focusedEl = document.activeElement; + + const isFormElFocused = [ + "input", + "select", + "textarea", + "button", + "option", + ].find((tag) => { + return focusedEl.tagName.toLowerCase() === tag; + }); + + if ( + kbds && + kbds.includes(key) && + !isFormElFocused && + !document.activeElement.isContentEditable + ) { + event.preventDefault(); + window.quartoOpenSearch(); + } + }); + + // Remove the labeleledby attribute since it is pointing + // to a non-existent label + if (quartoSearchOptions.type === "overlay") { + const inputEl = window.document.querySelector( + "#quarto-search .aa-Autocomplete" + ); + if (inputEl) { + inputEl.removeAttribute("aria-labelledby"); + } + } + + function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; + } + + // If the main document scrolls dismiss the search results + // (otherwise, since they're floating in the document they can scroll with the document) + window.document.body.onscroll = throttle(() => { + // Only do this if we're not detached + // Bug #7117 + // This will happen when the keyboard is shown on ios (resulting in a scroll) + // which then closed the search UI + if (!window.matchMedia(detachedMediaQuery).matches) { + setIsOpen(false); + } + }, 50); + + if (showSearchResults) { + setIsOpen(true); + focusSearchInput(); + } +}); + +function configurePlugins(quartoSearchOptions) { + const autocompletePlugins = []; + const algoliaOptions = quartoSearchOptions.algolia; + if ( + algoliaOptions && + algoliaOptions["analytics-events"] && + algoliaOptions["search-only-api-key"] && + algoliaOptions["application-id"] + ) { + const apiKey = algoliaOptions["search-only-api-key"]; + const appId = algoliaOptions["application-id"]; + + // Aloglia insights may not be loaded because they require cookie consent + // Use deferred loading so events will start being recorded when/if consent + // is granted. + const algoliaInsightsDeferredPlugin = deferredLoadPlugin(() => { + if ( + window.aa && + window["@algolia/autocomplete-plugin-algolia-insights"] + ) { + window.aa("init", { + appId, + apiKey, + useCookie: true, + }); + + const { createAlgoliaInsightsPlugin } = + window["@algolia/autocomplete-plugin-algolia-insights"]; + // Register the insights client + const algoliaInsightsPlugin = createAlgoliaInsightsPlugin({ + insightsClient: window.aa, + onItemsChange({ insights, insightsEvents }) { + const events = insightsEvents.flatMap((event) => { + // This API limits the number of items per event to 20 + const chunkSize = 20; + const itemChunks = []; + const eventItems = event.items; + for (let i = 0; i < eventItems.length; i += chunkSize) { + itemChunks.push(eventItems.slice(i, i + chunkSize)); + } + // Split the items into multiple events that can be sent + const events = itemChunks.map((items) => { + return { + ...event, + items, + }; + }); + return events; + }); + + for (const event of events) { + insights.viewedObjectIDs(event); + } + }, + }); + return algoliaInsightsPlugin; + } + }); + + // Add the plugin + autocompletePlugins.push(algoliaInsightsDeferredPlugin); + return autocompletePlugins; + } +} + +// For plugins that may not load immediately, create a wrapper +// plugin and forward events and plugin data once the plugin +// is initialized. This is useful for cases like cookie consent +// which may prevent the analytics insights event plugin from initializing +// immediately. +function deferredLoadPlugin(createPlugin) { + let plugin = undefined; + let subscribeObj = undefined; + const wrappedPlugin = () => { + if (!plugin && subscribeObj) { + plugin = createPlugin(); + if (plugin && plugin.subscribe) { + plugin.subscribe(subscribeObj); + } + } + return plugin; + }; + + return { + subscribe: (obj) => { + subscribeObj = obj; + }, + onStateChange: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.onStateChange) { + plugin.onStateChange(obj); + } + }, + onSubmit: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.onSubmit) { + plugin.onSubmit(obj); + } + }, + onReset: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.onReset) { + plugin.onReset(obj); + } + }, + getSources: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.getSources) { + return plugin.getSources(obj); + } else { + return Promise.resolve([]); + } + }, + data: (obj) => { + const plugin = wrappedPlugin(); + if (plugin && plugin.data) { + plugin.data(obj); + } + }, + }; +} + +function validateItems(items) { + // Validate the first item + if (items.length > 0) { + const item = items[0]; + const missingFields = []; + if (item.href == undefined) { + missingFields.push("href"); + } + if (!item.title == undefined) { + missingFields.push("title"); + } + if (!item.text == undefined) { + missingFields.push("text"); + } + + if (missingFields.length === 1) { + throw { + name: `Error: Search index is missing the ${missingFields[0]} field.`, + message: `The items being returned for this search do not include all the required fields. Please ensure that your index items include the ${missingFields[0]} field or use index-fields in your _quarto.yml file to specify the field names.`, + }; + } else if (missingFields.length > 1) { + const missingFieldList = missingFields + .map((field) => { + return `${field}`; + }) + .join(", "); + + throw { + name: `Error: Search index is missing the following fields: ${missingFieldList}.`, + message: `The items being returned for this search do not include all the required fields. Please ensure that your index items includes the following fields: ${missingFieldList}, or use index-fields in your _quarto.yml file to specify the field names.`, + }; + } + } +} + +let lastQuery = null; +function showCopyLink(query, options) { + const language = options.language; + lastQuery = query; + // Insert share icon + const inputSuffixEl = window.document.body.querySelector( + ".aa-Form .aa-InputWrapperSuffix" + ); + + if (inputSuffixEl) { + let copyButtonEl = window.document.body.querySelector( + ".aa-Form .aa-InputWrapperSuffix .aa-CopyButton" + ); + + if (copyButtonEl === null) { + copyButtonEl = window.document.createElement("button"); + copyButtonEl.setAttribute("class", "aa-CopyButton"); + copyButtonEl.setAttribute("type", "button"); + copyButtonEl.setAttribute("title", language["search-copy-link-title"]); + copyButtonEl.onmousedown = (e) => { + e.preventDefault(); + e.stopPropagation(); + }; + + const linkIcon = "bi-clipboard"; + const checkIcon = "bi-check2"; + + const shareIconEl = window.document.createElement("i"); + shareIconEl.setAttribute("class", `bi ${linkIcon}`); + copyButtonEl.appendChild(shareIconEl); + inputSuffixEl.prepend(copyButtonEl); + + const clipboard = new window.ClipboardJS(".aa-CopyButton", { + text: function (_trigger) { + const copyUrl = new URL(window.location); + copyUrl.searchParams.set(kQueryArg, lastQuery); + copyUrl.searchParams.set(kResultsArg, "1"); + return copyUrl.toString(); + }, + }); + clipboard.on("success", function (e) { + // Focus the input + + // button target + const button = e.trigger; + const icon = button.querySelector("i.bi"); + + // flash "checked" + icon.classList.add(checkIcon); + icon.classList.remove(linkIcon); + setTimeout(function () { + icon.classList.remove(checkIcon); + icon.classList.add(linkIcon); + }, 1000); + }); + } + + // If there is a query, show the link icon + if (copyButtonEl) { + if (lastQuery && options["copy-button"]) { + copyButtonEl.style.display = "flex"; + } else { + copyButtonEl.style.display = "none"; + } + } + } +} + +/* Search Index Handling */ +// create the index +var fuseIndex = undefined; +var shownWarning = false; + +// fuse index options +const kFuseIndexOptions = { + keys: [ + { name: "title", weight: 20 }, + { name: "section", weight: 20 }, + { name: "text", weight: 10 }, + ], + ignoreLocation: true, + threshold: 0.1, +}; + +async function readSearchData() { + // Initialize the search index on demand + if (fuseIndex === undefined) { + if (window.location.protocol === "file:" && !shownWarning) { + window.alert( + "Search requires JavaScript features disabled when running in file://... URLs. In order to use search, please run this document in a web server." + ); + shownWarning = true; + return; + } + const fuse = new window.Fuse([], kFuseIndexOptions); + + // fetch the main search.json + const response = await fetch(offsetURL("search.json")); + if (response.status == 200) { + return response.json().then(function (searchDocs) { + searchDocs.forEach(function (searchDoc) { + fuse.add(searchDoc); + }); + fuseIndex = fuse; + return fuseIndex; + }); + } else { + return Promise.reject( + new Error( + "Unexpected status from search index request: " + response.status + ) + ); + } + } + + return fuseIndex; +} + +function inputElement() { + return window.document.body.querySelector(".aa-Form .aa-Input"); +} + +function focusSearchInput() { + setTimeout(() => { + const inputEl = inputElement(); + if (inputEl) { + inputEl.focus(); + } + }, 50); +} + +/* Panels */ +const kItemTypeDoc = "document"; +const kItemTypeMore = "document-more"; +const kItemTypeItem = "document-item"; +const kItemTypeError = "error"; + +function renderItem( + item, + createElement, + state, + setActiveItemId, + setContext, + refresh, + quartoSearchOptions +) { + switch (item.type) { + case kItemTypeDoc: + return createDocumentCard( + createElement, + "file-richtext", + item.title, + item.section, + item.text, + item.href, + item.crumbs, + quartoSearchOptions + ); + case kItemTypeMore: + return createMoreCard( + createElement, + item, + state, + setActiveItemId, + setContext, + refresh + ); + case kItemTypeItem: + return createSectionCard( + createElement, + item.section, + item.text, + item.href + ); + case kItemTypeError: + return createErrorCard(createElement, item.title, item.text); + default: + return undefined; + } +} + +function createDocumentCard( + createElement, + icon, + title, + section, + text, + href, + crumbs, + quartoSearchOptions +) { + const iconEl = createElement("i", { + class: `bi bi-${icon} search-result-icon`, + }); + const titleEl = createElement("p", { class: "search-result-title" }, title); + const titleContents = [iconEl, titleEl]; + const showParent = quartoSearchOptions["show-item-context"]; + if (crumbs && showParent) { + let crumbsOut = undefined; + const crumbClz = ["search-result-crumbs"]; + if (showParent === "root") { + crumbsOut = crumbs.length > 1 ? crumbs[0] : undefined; + } else if (showParent === "parent") { + crumbsOut = crumbs.length > 1 ? crumbs[crumbs.length - 2] : undefined; + } else { + crumbsOut = crumbs.length > 1 ? crumbs.join(" > ") : undefined; + crumbClz.push("search-result-crumbs-wrap"); + } + + const crumbEl = createElement( + "p", + { class: crumbClz.join(" ") }, + crumbsOut + ); + titleContents.push(crumbEl); + } + + const titleContainerEl = createElement( + "div", + { class: "search-result-title-container" }, + titleContents + ); + + const textEls = []; + if (section) { + const sectionEl = createElement( + "p", + { class: "search-result-section" }, + section + ); + textEls.push(sectionEl); + } + const descEl = createElement("p", { + class: "search-result-text", + dangerouslySetInnerHTML: { + __html: text, + }, + }); + textEls.push(descEl); + + const textContainerEl = createElement( + "div", + { class: "search-result-text-container" }, + textEls + ); + + const containerEl = createElement( + "div", + { + class: "search-result-container", + }, + [titleContainerEl, textContainerEl] + ); + + const linkEl = createElement( + "a", + { + href: offsetURL(href), + class: "search-result-link", + }, + containerEl + ); + + const classes = ["search-result-doc", "search-item"]; + if (!section) { + classes.push("document-selectable"); + } + + return createElement( + "div", + { + class: classes.join(" "), + }, + linkEl + ); +} + +function createMoreCard( + createElement, + item, + state, + setActiveItemId, + setContext, + refresh +) { + const moreCardEl = createElement( + "div", + { + class: "search-result-more search-item", + onClick: (e) => { + // Handle expanding the sections by adding the expanded + // section to the list of expanded sections + toggleExpanded(item, state, setContext, setActiveItemId, refresh); + e.stopPropagation(); + }, + }, + item.title + ); + + return moreCardEl; +} + +function toggleExpanded(item, state, setContext, setActiveItemId, refresh) { + const expanded = state.context.expanded || []; + if (expanded.includes(item.target)) { + setContext({ + expanded: expanded.filter((target) => target !== item.target), + }); + } else { + setContext({ expanded: [...expanded, item.target] }); + } + + refresh(); + setActiveItemId(item.__autocomplete_id); +} + +function createSectionCard(createElement, section, text, href) { + const sectionEl = createSection(createElement, section, text, href); + return createElement( + "div", + { + class: "search-result-doc-section search-item", + }, + sectionEl + ); +} + +function createSection(createElement, title, text, href) { + const descEl = createElement("p", { + class: "search-result-text", + dangerouslySetInnerHTML: { + __html: text, + }, + }); + + const titleEl = createElement("p", { class: "search-result-section" }, title); + const linkEl = createElement( + "a", + { + href: offsetURL(href), + class: "search-result-link", + }, + [titleEl, descEl] + ); + return linkEl; +} + +function createErrorCard(createElement, title, text) { + const descEl = createElement("p", { + class: "search-error-text", + dangerouslySetInnerHTML: { + __html: text, + }, + }); + + const titleEl = createElement("p", { + class: "search-error-title", + dangerouslySetInnerHTML: { + __html: ` ${title}`, + }, + }); + const errorEl = createElement("div", { class: "search-error" }, [ + titleEl, + descEl, + ]); + return errorEl; +} + +function positionPanel(pos) { + const panelEl = window.document.querySelector( + "#quarto-search-results .aa-Panel" + ); + const inputEl = window.document.querySelector( + "#quarto-search .aa-Autocomplete" + ); + + if (panelEl && inputEl) { + panelEl.style.top = `${Math.round(panelEl.offsetTop)}px`; + if (pos === "start") { + panelEl.style.left = `${Math.round(inputEl.left)}px`; + } else { + panelEl.style.right = `${Math.round(inputEl.offsetRight)}px`; + } + } +} + +/* Highlighting */ +// highlighting functions +function highlightMatch(query, text) { + if (text) { + const start = text.toLowerCase().indexOf(query.toLowerCase()); + if (start !== -1) { + const startMark = ""; + const endMark = ""; + + const end = start + query.length; + text = + text.slice(0, start) + + startMark + + text.slice(start, end) + + endMark + + text.slice(end); + const startInfo = clipStart(text, start); + const endInfo = clipEnd( + text, + startInfo.position + startMark.length + endMark.length + ); + text = + startInfo.prefix + + text.slice(startInfo.position, endInfo.position) + + endInfo.suffix; + + return text; + } else { + return text; + } + } else { + return text; + } +} + +function clipStart(text, pos) { + const clipStart = pos - 50; + if (clipStart < 0) { + // This will just return the start of the string + return { + position: 0, + prefix: "", + }; + } else { + // We're clipping before the start of the string, walk backwards to the first space. + const spacePos = findSpace(text, pos, -1); + return { + position: spacePos.position, + prefix: "", + }; + } +} + +function clipEnd(text, pos) { + const clipEnd = pos + 200; + if (clipEnd > text.length) { + return { + position: text.length, + suffix: "", + }; + } else { + const spacePos = findSpace(text, clipEnd, 1); + return { + position: spacePos.position, + suffix: spacePos.clipped ? "…" : "", + }; + } +} + +function findSpace(text, start, step) { + let stepPos = start; + while (stepPos > -1 && stepPos < text.length) { + const char = text[stepPos]; + if (char === " " || char === "," || char === ":") { + return { + position: step === 1 ? stepPos : stepPos - step, + clipped: stepPos > 1 && stepPos < text.length, + }; + } + stepPos = stepPos + step; + } + + return { + position: stepPos - step, + clipped: false, + }; +} + +// removes highlighting as implemented by the mark tag +function clearHighlight(searchterm, el) { + const childNodes = el.childNodes; + for (let i = childNodes.length - 1; i >= 0; i--) { + const node = childNodes[i]; + if (node.nodeType === Node.ELEMENT_NODE) { + if ( + node.tagName === "MARK" && + node.innerText.toLowerCase() === searchterm.toLowerCase() + ) { + el.replaceChild(document.createTextNode(node.innerText), node); + } else { + clearHighlight(searchterm, node); + } + } + } +} + +function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string +} + +// highlight matches +function highlight(term, el) { + const termRegex = new RegExp(term, "ig"); + const childNodes = el.childNodes; + + // walk back to front avoid mutating elements in front of us + for (let i = childNodes.length - 1; i >= 0; i--) { + const node = childNodes[i]; + + if (node.nodeType === Node.TEXT_NODE) { + // Search text nodes for text to highlight + const text = node.nodeValue; + + let startIndex = 0; + let matchIndex = text.search(termRegex); + if (matchIndex > -1) { + const markFragment = document.createDocumentFragment(); + while (matchIndex > -1) { + const prefix = text.slice(startIndex, matchIndex); + markFragment.appendChild(document.createTextNode(prefix)); + + const mark = document.createElement("mark"); + mark.appendChild( + document.createTextNode( + text.slice(matchIndex, matchIndex + term.length) + ) + ); + markFragment.appendChild(mark); + + startIndex = matchIndex + term.length; + matchIndex = text.slice(startIndex).search(new RegExp(term, "ig")); + if (matchIndex > -1) { + matchIndex = startIndex + matchIndex; + } + } + if (startIndex < text.length) { + markFragment.appendChild( + document.createTextNode(text.slice(startIndex, text.length)) + ); + } + + el.replaceChild(markFragment, node); + } + } else if (node.nodeType === Node.ELEMENT_NODE) { + // recurse through elements + highlight(term, node); + } + } +} + +/* Link Handling */ +// get the offset from this page for a given site root relative url +function offsetURL(url) { + var offset = getMeta("quarto:offset"); + return offset ? offset + url : url; +} + +// read a meta tag value +function getMeta(metaName) { + var metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; +} + +function algoliaSearch(query, limit, algoliaOptions) { + const { getAlgoliaResults } = window["@algolia/autocomplete-preset-algolia"]; + + const applicationId = algoliaOptions["application-id"]; + const searchOnlyApiKey = algoliaOptions["search-only-api-key"]; + const indexName = algoliaOptions["index-name"]; + const indexFields = algoliaOptions["index-fields"]; + const searchClient = window.algoliasearch(applicationId, searchOnlyApiKey); + const searchParams = algoliaOptions["params"]; + const searchAnalytics = !!algoliaOptions["analytics-events"]; + + return getAlgoliaResults({ + searchClient, + queries: [ + { + indexName: indexName, + query, + params: { + hitsPerPage: limit, + clickAnalytics: searchAnalytics, + ...searchParams, + }, + }, + ], + transformResponse: (response) => { + if (!indexFields) { + return response.hits.map((hit) => { + return hit.map((item) => { + return { + ...item, + text: highlightMatch(query, item.text), + }; + }); + }); + } else { + const remappedHits = response.hits.map((hit) => { + return hit.map((item) => { + const newItem = { ...item }; + ["href", "section", "title", "text", "crumbs"].forEach( + (keyName) => { + const mappedName = indexFields[keyName]; + if ( + mappedName && + item[mappedName] !== undefined && + mappedName !== keyName + ) { + newItem[keyName] = item[mappedName]; + delete newItem[mappedName]; + } + } + ); + newItem.text = highlightMatch(query, newItem.text); + return newItem; + }); + }); + return remappedHits; + } + }, + }); +} + +let subSearchTerm = undefined; +let subSearchFuse = undefined; +const kFuseMaxWait = 125; + +async function fuseSearch(query, fuse, fuseOptions) { + let index = fuse; + // Fuse.js using the Bitap algorithm for text matching which runs in + // O(nm) time (no matter the structure of the text). In our case this + // means that long search terms mixed with large index gets very slow + // + // This injects a subIndex that will be used once the terms get long enough + // Usually making this subindex is cheap since there will typically be + // a subset of results matching the existing query + if (subSearchFuse !== undefined && query.startsWith(subSearchTerm)) { + // Use the existing subSearchFuse + index = subSearchFuse; + } else if (subSearchFuse !== undefined) { + // The term changed, discard the existing fuse + subSearchFuse = undefined; + subSearchTerm = undefined; + } + + // Search using the active fuse + const then = performance.now(); + const resultsRaw = await index.search(query, fuseOptions); + const now = performance.now(); + + const results = resultsRaw.map((result) => { + const addParam = (url, name, value) => { + const anchorParts = url.split("#"); + const baseUrl = anchorParts[0]; + const sep = baseUrl.search("\\?") > 0 ? "&" : "?"; + anchorParts[0] = baseUrl + sep + name + "=" + value; + return anchorParts.join("#"); + }; + + return { + title: result.item.title, + section: result.item.section, + href: addParam(result.item.href, kQueryArg, query), + text: highlightMatch(query, result.item.text), + crumbs: result.item.crumbs, + }; + }); + + // If we don't have a subfuse and the query is long enough, go ahead + // and create a subfuse to use for subsequent queries + if ( + now - then > kFuseMaxWait && + subSearchFuse === undefined && + resultsRaw.length < fuseOptions.limit + ) { + subSearchTerm = query; + subSearchFuse = new window.Fuse([], kFuseIndexOptions); + resultsRaw.forEach((rr) => { + subSearchFuse.add(rr.item); + }); + } + return results; +} diff --git a/sitemap.xml b/sitemap.xml new file mode 100644 index 000000000..816121deb --- /dev/null +++ b/sitemap.xml @@ -0,0 +1,171 @@ + + + + https://nbdev.fast.ai/tutorials/index.html + 2024-09-02T09:49:12.577Z + + + https://nbdev.fast.ai/tutorials/docs_only.html + 2024-09-02T09:50:08.553Z + + + https://nbdev.fast.ai/tutorials/best_practices.html + 2024-09-02T09:50:08.669Z + + + https://nbdev.fast.ai/tutorials/git_friendly_jupyter.html + 2024-09-02T09:50:08.517Z + + + https://nbdev.fast.ai/tutorials/extensions.html + 2024-09-02T09:50:08.489Z + + + https://nbdev.fast.ai/tutorials/tutorial.html + 2024-09-02T09:50:08.477Z + + + https://nbdev.fast.ai/index.html + 2024-09-02T09:50:07.493Z + + + https://nbdev.fast.ai/blog/posts/2022-07-28-nbdev2/index.html + 2024-09-02T09:49:12.545Z + + + https://nbdev.fast.ai/blog/posts/2022-08-25-jupyter-git/index.html + 2024-09-02T09:49:12.549Z + + + https://nbdev.fast.ai/explanations/directives.html + 2024-09-02T09:50:08.429Z + + + https://nbdev.fast.ai/explanations/index.html + 2024-09-02T09:49:12.553Z + + + https://nbdev.fast.ai/explanations/config.html + 2024-09-02T09:50:08.361Z + + + https://nbdev.fast.ai/api/maker.html + 2024-09-02T09:50:08.349Z + + + https://nbdev.fast.ai/api/index.html + 2024-09-02T09:49:12.545Z + + + https://nbdev.fast.ai/api/migrate.html + 2024-09-02T09:50:08.237Z + + + https://nbdev.fast.ai/api/serve.html + 2024-09-02T09:50:08.125Z + + + https://nbdev.fast.ai/api/merge.html + 2024-09-02T09:50:08.117Z + + + https://nbdev.fast.ai/api/doclinks.html + 2024-09-02T09:50:08.049Z + + + https://nbdev.fast.ai/api/cli.html + 2024-09-02T09:50:08.125Z + + + https://nbdev.fast.ai/api/qmd.html + 2024-09-02T09:50:07.825Z + + + https://nbdev.fast.ai/api/process.html + 2024-09-02T09:50:07.809Z + + + https://nbdev.fast.ai/api/showdoc.html + 2024-09-02T09:50:07.865Z + + + https://nbdev.fast.ai/api/clean.html + 2024-09-02T09:50:07.873Z + + + https://nbdev.fast.ai/api/quarto.html + 2024-09-02T09:50:08.025Z + + + https://nbdev.fast.ai/api/export.html + 2024-09-02T09:50:07.949Z + + + https://nbdev.fast.ai/api/sync.html + 2024-09-02T09:50:08.021Z + + + https://nbdev.fast.ai/api/processors.html + 2024-09-02T09:50:08.193Z + + + https://nbdev.fast.ai/api/release.html + 2024-09-02T09:50:08.345Z + + + https://nbdev.fast.ai/api/frontmatter.html + 2024-09-02T09:50:08.193Z + + + https://nbdev.fast.ai/api/test.html + 2024-09-02T09:50:08.285Z + + + https://nbdev.fast.ai/api/config.html + 2024-09-02T09:50:08.433Z + + + https://nbdev.fast.ai/explanations/docs.html + 2024-09-02T09:50:08.393Z + + + https://nbdev.fast.ai/explanations/why_nbdev.html + 2024-09-02T09:50:08.393Z + + + https://nbdev.fast.ai/blog/index.html + 2024-09-02T09:49:12.545Z + + + https://nbdev.fast.ai/blog/posts/2022-11-07-spaces/index.html + 2024-09-02T09:49:12.553Z + + + https://nbdev.fast.ai/getting_started.html + 2024-09-02T09:50:07.729Z + + + https://nbdev.fast.ai/tutorials/qmd_intro.html + 2024-09-02T09:49:12.577Z + + + https://nbdev.fast.ai/tutorials/modular_nbdev.html + 2024-09-02T09:50:08.473Z + + + https://nbdev.fast.ai/tutorials/pre_commit.html + 2024-09-02T09:50:08.505Z + + + https://nbdev.fast.ai/tutorials/blogging.html + 2024-09-02T09:50:08.529Z + + + https://nbdev.fast.ai/tutorials/renderscript.html + 2024-09-02T09:50:08.441Z + + + https://nbdev.fast.ai/tutorials/migrating.html + 2024-09-02T09:50:08.565Z + + diff --git a/styles.css b/styles.css new file mode 100644 index 000000000..4be3d9b01 --- /dev/null +++ b/styles.css @@ -0,0 +1,57 @@ +.cell { + margin-bottom: 1rem; +} + +.cell > .sourceCode { + margin-bottom: 0; +} + +.cell-output > pre { + margin-bottom: 0; +} + +.cell-output > pre, .cell-output > .sourceCode > pre, .cell-output-stdout > pre { + margin-left: 0.8rem; + margin-top: 0; + background: none; + border-left: 2px solid lightsalmon; + border-top-left-radius: 0; + border-top-right-radius: 0; +} + +.cell-output > .sourceCode { + border: none; +} + +.cell-output > .sourceCode { + background: none; + margin-top: 0; +} + +div.description { + padding-left: 2px; + padding-top: 5px; + font-style: italic; + font-size: 135%; + opacity: 70%; +} + +/* show_doc signature */ +blockquote > pre { + font-size: 14px; +} + +.table { + font-size: 16px; + /* disable striped tables */ + --bs-table-striped-bg: var(--bs-table-bg); +} + +.quarto-figure-center > figure > figcaption { + text-align: center; +} + +.figure-caption { + font-size: 75%; + font-style: italic; +} \ No newline at end of file diff --git a/tutorial.html b/tutorial.html new file mode 100644 index 000000000..6ead56d7d --- /dev/null +++ b/tutorial.html @@ -0,0 +1,14 @@ + + + Redirect + + + + + diff --git a/tutorials/best_practices.html b/tutorials/best_practices.html new file mode 100644 index 000000000..cf31689a0 --- /dev/null +++ b/tutorials/best_practices.html @@ -0,0 +1,1441 @@ + + + + + + + + + + +Notebook Best Practices – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + + +
    + +
    + + +
    + + + +
    + +
    +
    +

    Notebook Best Practices

    +
    + +
    +
    + How to write great nbdev notebooks +
    +
    + + +
    + + + + +
    + + + +
    + + + +

    The flexibility offered by notebooks can be overwhelming. While there are industry standards for writing Python packages—like numpy and sphinx docstrings, and pytest and unittest testing frameworks—they weren’t designed for notebooks.

    +

    This article walks you through the practices we’ve learned to leverage the full power of notebooks with nbdev1. Our approach weaves code, tests, and docs into a single interactive context that invites experimentation. If you prefer to learn by example, you might want to start with the annotated example and branch out from there.

    +
    +
    +

    +
    Marie Curie’s research notebook dated 19-21 January 1900 (source).
    +
    +
    +
    +

    Know which form of notebook you’re writing

    +

    First of all, decide which form of notebook you’re writing. We’re fans of the Diátaxis system which classifies documentation into four forms: tutorials, how-to guides, explanations, and references. They’ve laid this out beautifully in the following diagram:

    +

    A 2x2 matrix, from top-left to bottom-right, 'Tutorials (learning-oriented)', 'How-to guides (problem-oriented)', 'Explanation (understanding-oriented), and 'Reference (information-oriented)'. Horizontal axis reads 'Most useful when we're studying' on the left, and 'Most useful when we're working' on the right. Vertical axis reads 'Practical steps' on top, and 'Theoretical knowledge' below.

    +
    +
    +

    Start with a great title and subtitle

    +

    Start with a markdown cell at the top of your notebook with its title in an H1 header, and subtitle in a blockquote. For example:

    +
    # Great title
+
+> And an even better subtitle
    +

    The title will also be used to reference your page in the sidebar. You can also optionally add frontmatter to this cell to customize nbdev and Quarto.

    +
    +
    +

    Introduce your notebook

    +

    Introduce your notebook with markdown cells below the title. We recommend a slightly different approach depending on the form of documentation:

    +
      +
    • Reference: Start with a brief description of the technical component, and an overview that links to the main symbols in the page (you might want to use doclinks)
      • +
    • Tutorials and how-to guides: Describe what the reader will learn and how. Keep it short and get to the subject matter quickly
      • +
    • Explanations: Since these are typically very focused, a short description of the topic is often sufficient.
      • +
    +
    +
    +
    + +
    +
    +

    Note that Markdown lists such as the one above require a blank line above them to be rendered as lists in the documentation, even though the notebook viewer will render lists that are not preceded by a blank line.

    +
    +
    +
    +
    +
    +

    Use lots of code examples, pictures, plots, and videos

    +

    Take advantage of the richness of notebooks by including code examples, pictures, plots, and videos.

    +

    Here are a few examples to get you started:

    + +
    +
    +

    Keep docstrings short; elaborate in separate cells

    +

    While nbdev renders docstrings as markdown, they aren’t rendered correctly when using symbol? or help(symbol) and they can’t include executed code. By splitting longer docstrings across separate code and markdown cells you can use code examples, pictures, plots, and videos.

    +

    We find a single-line summary sufficient for most docstrings.

    +
    +
    +

    Document parameters with docments

    +

    fastcore.docments is a concise way to document parameters that is beautifully rendered by nbdev. For example, this function:

    +
    +
    def draw_n(n:int, # Number of cards to draw
+           replace:bool=True # Draw with replacement?
+          )->list: # List of cards
+    "Draw `n` cards."
    +
    +

    …would include the following table as part of its documentation:

    +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    TypeDefaultDetails
    nintNumber of cards to draw
    replaceboolTrueDraw with replacement?
    ReturnslistList of cards
    +
    +

    nbdev also supports some numpy docstring sections. For example, this code snippet would produce the same table (there’s no need to include types like in the docstring if you already have annotations):

    +
    +
    def draw_n(n:int, replace:bool=True) -> Cards:
+    """
+    Draw `n` cards.
+    
+    Parameters
+    ----------
+    n
+        Number of cards to draw
+    replace
+        Draw with replacement?
+        
+    Returns
+    -------
+    cards
+        List of cards
+    """
    +
    +
    +
    +
    + +
    +
    +

    You can render a symbol’s parameters table directly with DocmentTbl. In fact, that’s how we rendered the table above.

    +
    +
    +
    +
    +
    +

    Consider turning code examples into tests by adding assertions

    +

    nbdev blurs the lines between code, docs, and tests. Every code cell is run as a test (unless it’s explicitly marked otherwise), and any error in the cell fails the test.

    +

    Consider turning your code examples into tests by adding assertions – if they would make valuable tests and if it doesn’t hurt readability. fastcore.test provides a set of light wrappers around assert for better notebook tests (for example, they print both objects on error if they differ).

    +

    Here’s an example using fastcore.test.test_eq:

    +
    +
    def inc(x): return x + 1
+test_eq(inc(3), 4)
    +
    +
    +
    +

    Document error-cases as tests

    +

    Docstring-driven approaches typically document the errors raised by an object using plaintext descriptions, for example, in a “raises” section.

    +

    In nbdev, we recommend documenting errors with actual failing code using fastcore.test.test_fail. For example:

    +
    +
    def divide(x, y): return x / y
+test_fail(lambda: divide(1, 0), contains="division by zero")
    +
    +

    The first argument is a lambda since we need to allow test_fail to control its execution and catch any errors.

    +
    + +
    +

    Add rich representations to your classes

    +

    This is another way to take advantage of the rich display feature of notebooks. You can provide rich representations to your object by defining a _repr_markdown_ method that returns markdown text (which may also include HTML/CSS).

    +

    Here’s a simple example to get you started:

    +
    +
    class Color:
+    def __init__(self, color): self.color = color
+    def _repr_markdown_(self):
+        style = f'background-color: {self.color}; width: 50px; height: 50px; margin: 10px'
+        return f'<div style="{style}"></div>'
    +
    +
    +
    Color('green')
    +
    +
    + +
    +
    +
    +
    +
    Color('blue')
    +
    +
    + +
    +
    +
    +

    Also see the earlier list of example projects that make use of beautiful visual representations.

    +
    +
    +

    Document class methods with show_doc or fastcore.basics.patch

    +

    nbdev automatically documents exported function and class definitions with show_doc. However, it’s up to you to document class methods. There are two ways to do that: calling show_doc on the method, or defining the method with the fastcore.basics.patch decorator.

    +
    + +
    +
    +

    If your class is defined in a single cell, use show_doc. Here’s what your notebook might look like:

    +
    +
    #| export
+class Number:
+    "A number."
+    def __init__(self, num): self.num = num
+    def __add__(self, other):
+        "Sum of this and `other`."
+        return Number(self.num + other.num)
+    def __repr__(self): return f'Number({self.num})'
    +

    For example, here is the number 5:

    +
    Number(5)
    +
    show_doc(Number.__add__)
    +

    For example:

    +
    Number(3) + Number(4)
    +
    +
    +
    +

    If you split your class definition across cells with fastcore.basics.patch, here’s what your notebook might look like:

    +
    +
    #| export
+class Number:
+    "A number."
+    def __init__(self, num): self.num = num
+    def __repr__(self): return f'Number({self.num})'
    +

    For example, here is the number 5:

    +
    Number(5)
    +
    #| export
+@patch
+def __add__(self:Number, other):
+    "Sum of this and `other`."
+    return Number(self.num + other.num)
    +

    For example:

    +
    Number(3) + Number(4)
    +
    +
    +
    +

    In either case, this is how the documentation would be rendered:

    +
    +
    +
    +

    Number

    +
    +
     Number (num)
    +
    +

    A number.

    +

    For example, here is the number 5:

    +
    +
    Number(5)
    +
    +
    Number(5)
    +
    +
    +
    +
    +
    +

    Number.__add__

    +
    +
     Number.__add__ (other)
    +
    +

    Sum of this and other.

    +

    For example:

    +
    +
    Number(3) + Number(4)
    +
    +
    Number(7)
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +

    Group symbols with H2 sections

    +

    As your notebooks grow, consider grouping related symbols using markdown cells with level 2 headers. Since nbdev displays documented symbols as level 3 headers, this would group all symbols below your level 2 header.

    +

    Here is the markdown syntax:

    +
    ## Section title
    +
    +
    +

    Split long explanations with H4 sections

    +

    Similar to the previous section, as a symbol’s explanation grows, consider grouping its cells using level 4 headers. This is the recommended way to structure your reference docs, for example, to achieve numpy-style structures with sections like notes, examples, methods, and so on.

    +

    Here’s the markdown syntax:

    +
    #### Section title
    +
    +
    +

    Putting it all together: an annotated example

    +

    In this section, we’ll guide you through a full example of writing a documented and tested function in a notebook using all of the principles described above. We’ll use the numpy.all function since it follows the widely-known numpy-docstring standard for .py files.

    +

    Below is the definition of the numpy.all function. Take note of how all of the information is included in the docstring. While this works well for .py files, it doesn’t let us weave executable code with rich markdown as we can in notebooks:

    +
    +
    def all(a, axis=None, out=None, keepdims=np._NoValue, *, where=np._NoValue):
+    """
+    Test whether all array elements along a given axis evaluate to True.
+    Parameters
+    ----------
+    a : array_like
+        Input array or object that can be converted to an array.
+    axis : None or int or tuple of ints, optional
+        Axis or axes along which a logical AND reduction is performed.
+        The default (``axis=None``) is to perform a logical AND over all
+        the dimensions of the input array. `axis` may be negative, in
+        which case it counts from the last to the first axis.
+        .. versionadded:: 1.7.0
+        If this is a tuple of ints, a reduction is performed on multiple
+        axes, instead of a single axis or all the axes as before.
+    out : ndarray, optional
+        Alternate output array in which to place the result.
+        It must have the same shape as the expected output and its
+        type is preserved (e.g., if ``dtype(out)`` is float, the result
+        will consist of 0.0's and 1.0's). See :ref:`ufuncs-output-type` for more
+        details.
+    keepdims : bool, optional
+        If this is set to True, the axes which are reduced are left
+        in the result as dimensions with size one. With this option,
+        the result will broadcast correctly against the input array.
+        If the default value is passed, then `keepdims` will not be
+        passed through to the `all` method of sub-classes of
+        `ndarray`, however any non-default value will be.  If the
+        sub-class' method does not implement `keepdims` any
+        exceptions will be raised.
+    where : array_like of bool, optional
+        Elements to include in checking for all `True` values.
+        See `~numpy.ufunc.reduce` for details.
+        .. versionadded:: 1.20.0
+    Returns
+    -------
+    all : ndarray, bool
+        A new boolean or array is returned unless `out` is specified,
+        in which case a reference to `out` is returned.
+    See Also
+    --------
+    ndarray.all : equivalent method
+    any : Test whether any element along a given axis evaluates to True.
+    Notes
+    -----
+    Not a Number (NaN), positive infinity and negative infinity
+    evaluate to `True` because these are not equal to zero.
+    Examples
+    --------
+    >>> np.all([[True,False],[True,True]])
+    False
+    >>> np.all([[True,False],[True,True]], axis=0)
+    array([ True, False])
+    >>> np.all([-1, 4, 5])
+    True
+    >>> np.all([1.0, np.nan])
+    True
+    >>> np.all([[True, True], [False, True]], where=[[True], [False]])
+    True
+    >>> o=np.array(False)
+    >>> z=np.all([-1, 4, 5], out=o)
+    >>> id(z), id(o), z
+    (28293632, 28293632, array(True)) # may vary
+    """
+    ...
    +
    +

    Alternatively, Here is how we’d write numpy.all in a notebook using nbdev. The first step is to define the function:

    +
    +
    #| export
+def all(a, # Input array or object that can be converted to an array.
+        axis:int|tuple|None=None, # Axis or axes along which a logical AND reduction is performed (default: all).
+        out:np.ndarray|None=None, # Alternate output array in which to place the result.
+        keepdims:bool=np._NoValue, # Leave reduced one-dimensional axes in the result?
+        where=np._NoValue, # Elements to include in reduction. See `numpy.ufunc.reduce` for details. New in version 1.20.0.
+        ) -> np.ndarray|bool: # A new boolean or array, or a reference to `out` if its specified.
+    "Test whether all array elements along a given axis evaluate to `True`."
+    ...
    +
    +

    We can observe the following differences between this code and numpy-docstrings:

    +
      +
    • The definition uses simple type annotations, which will be rendered in the function’s parameters table below
      • +
    • Parameters are described with a short comment, called docments – a concise alternative to numpy and sphinx docstring formats (although nbdev does support numpy docstrings see this example)
      • +
    • The docstring and parameter descriptions are all short, single-line summaries. We prefer to keep docstrings short and instead elaborate in separate cells, where we can use markdown and real code examples.
      • +
    +

    Note: the use of | syntax for unions e.g. int|tuple|None (equivalent to Union[int, tuple, None]) requires using Python 3.10 or by treating all annotations as strings using from __future__ import annotations which is available from Python 3.7.

    +

    Our function definition is automatically rendered in the docs like this. Note that parameter names, types, defaults, and details are all parsed from the definition which means you don’t have to repeat yourself.

    +
    +
    +
    +

    all

    +
    +
     all (a, axis:Union[int,tuple,NoneType]=None,
+      out:Optional[numpy.ndarray]=None, keepdims:bool=<no value>,
+      where=<no value>)
    +
    +

    Test whether all array elements along a given axis evaluate to True.

    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    TypeDefaultDetails
    aInput array or object that can be converted to an array.
    axisint | tuple | NoneNoneAxis or axes along which a logical AND reduction is performed (default: all).
    outnp.ndarray | NoneNoneAlternate output array in which to place the result.
    keepdimsboolLeave reduced one-dimensional axes in the result?
    where_NoValueTypeElements to include in reduction. See numpy.ufunc.reduce for details. New in version 1.20.0.
    Returnsnp.ndarray | boolA new boolean or array, or a reference to out if its specified.
    +
    +
    +

    Next, describe how to use your function using markdown cells and lots of code examples. This is the biggest benefit to developing in notebooks: instead of copying and pasting code examples into plaintext, you can include real executeable code examples.

    +

    We start with basic usage first:

    +
    +

    For example:

    +
    +
    x = [[True,False],[True,True]]
+test_eq(np.all(x), False)
    +
    +
    +

    Our code examples use assertion functions from fastcore.test, so that they serve as both docs and tests. nbdev_test runs every code cell as a test (unless it’s explicitly marked otherwise), and any error in the cell fails the test.

    +

    Having described basic usage, we now elaborate on more advanced functionality for each parameter. This differs from numpy’s approach which includes all parameter docs in the table and where not all parameters have code examples.

    +
    +

    With axis:

    +
    +
    test_eq(np.all(x, axis=0), [True,False])
    +
    +

    axis may be negative, in which case it counts from the last to the first axis:

    +
    +
    test_eq(np.all(x, axis=-1), [False,True])
    +
    +

    If axis is a tuple of ints, a reduction is performed on multiple axes, instead of a single axis or all the axes as before.

    +
    +
    test_eq(np.all(x, axis=(0,1)), False)
    +
    +

    Integers, floats, not a number (nan), and infinity all evaluate to True because they’re not equal to zero:

    +
    +
    test_eq(np.all([-1, 1, -1.0, 1.0, np.nan, np.inf, -np.inf]), True)
    +
    +

    You can use where to test specific elements. For example, this tests only the second column:

    +
    +
    test_eq(np.all(x, where=[[False],[True]]), True)
    +
    +

    The output can be stored in an optional out array. If provided, a reference to out will be returned:

    +
    +
    o = np.array(False)
+z = np.all([-1, 4, 5], out=o)
+test_is(z, o)
+test_eq(z, True)
    +
    +

    out must have the same shape as the expected output and its type is preserved (e.g., if dtype(out) is float, the result will consist of 0.0’s and 1.0’s). See Output type determination for more details.

    +

    With keepdims, the result will broadcast correctly against the input array.

    +
    +
    test_eq(np.all(x, axis=0, keepdims=True), [[True, False]]) # Note the nested list
    +
    +

    If the default value is passed, then keepdims will not be passed through to the all method of sub-classes of ndarray, however any non-default value will be. If the sub-class’ method does not implement keepdims any exceptions will be raised.

    +
    +
    class MyArray(np.ndarray):
+    def all(self, axis=None, out=None): ...
+
+y = MyArray((2,2))
+y[:] = x
+np.all(y) # No TypeError since `keepdims` isn't passed
+test_fail(lambda: np.all(y, keepdims=True), contains="all() got an unexpected keyword argument 'keepdims'")
    +
    +
    +

    Since we prefer to document via code examples, we also document error-cases with assertions using fastcore.test.test_fail. This differs from docstring-based approaches which usually document error-cases in prose, usually in a “raises” section of the docstring.

    +

    Finally, we link to related symbols with doclinks (symbols surrounded in backticks are automatically linked) and describe their relation using code examples.

    +
    +

    The numpy.ndarray.all method is equivalent to calling numpy.all with the array:

    +
    +
    test_eq(np.array(x).all(), np.all(x))
    +
    +

    In contrast, numpy.any tests whether any element evaluates to True (rather than all elements):

    +
    +
    test_eq(np.any(x), True)
    +
    +
    +
    +

    Recap

    +

    In summary, here is how the nbdev version of numpy.all differs from the numpy docstring. nbdev uses:

    +
      +
    • Type annotations and docments instead of the numpy docstring format (although nbdev supports numpy docstrings too)
      • +
    • Short parameter descriptions, with details in separate cells with markdown and code example
      • +
    • Doclinks to related symbols instead of a “See also” section
      • +
    • Lots of code examples (which are also tests) mixed with prose to describe how to use the function
      • +
    • Code examples with assertions to document error-cases instead of a “Raises” section.
      • +
    + + +
    +
    + + +

    Footnotes

    + +
      +

    1. We’re always open to improving our workflows and don’t like to be too prescriptive about style. If you have any ideas, please feel free to post them in the forum.↩︎

      2. +
    +
    + +
    + + + + + \ No newline at end of file diff --git a/tutorials/best_practices.html.md b/tutorials/best_practices.html.md new file mode 100644 index 000000000..2e34ac6d8 --- /dev/null +++ b/tutorials/best_practices.html.md @@ -0,0 +1,808 @@ +# Notebook Best Practices + + + + +The flexibility offered by notebooks can be overwhelming. While there +are industry standards for writing Python packages—like +[numpy](https://numpydoc.readthedocs.io/en/latest/format.html#docstring-standard) +and +[sphinx](https://sphinx-rtd-tutorial.readthedocs.io/en/latest/docstrings.html) +docstrings, and [pytest](https://docs.pytest.org/) and +[unittest](https://docs.python.org/3/library/unittest.html) testing +frameworks—they weren’t designed for notebooks. + +This article walks you through the practices we’ve learned to leverage +the full power of notebooks with nbdev[1]. Our approach weaves code, +tests, and docs into a single interactive context that invites +experimentation. If you prefer to learn by example, you might want to +start with [the annotated +example](#putting-it-all-together-an-annotated-example) and branch out +from there. + +
    + +
    Marie Curie’s research notebook dated 19-21 January 1900 (source).
    +
    + +## Know which form of notebook you’re writing + +First of all, decide which form of notebook you’re writing. We’re fans +of the [Diátaxis system](https://diataxis.fr/) which classifies +documentation into four forms: tutorials, how-to guides, explanations, +and references. They’ve laid this out beautifully in the following +diagram: + + + +## Start with a great title and subtitle + +Start with a markdown cell at the top of your notebook with its title in +an H1 header, and subtitle in a blockquote. For example: + +``` markdown +# Great title + +> And an even better subtitle +``` + +The title will also be used to reference your page in the sidebar. You +can also optionally add [frontmatter](../api/09_frontmatter.ipynb) to +this cell to customize nbdev and Quarto. + +## Introduce your notebook + +Introduce your notebook with markdown cells below the title. We +recommend a slightly different approach depending on the [form of +documentation](#know-which-form-of-notebook-youre-writing): + +- **Reference:** Start with a brief description of the technical + component, and an overview that links to the main symbols in the page + (you might want to [use + doclinks](#reference-related-symbols-with-doclinks)) +- **Tutorials and how-to guides:** Describe what the reader will learn + and how. Keep it short and get to the subject matter quickly +- **Explanations:** Since these are typically very focused, a short + description of the topic is often sufficient. + +
    + +> **Tip** +> +> Note that Markdown lists such as the one above require a blank line +> above them to be rendered as lists in the documentation, even though +> the notebook viewer will render lists that are not preceded by a blank +> line. + +
    + +## Use lots of code examples, pictures, plots, and videos + +Take advantage of the richness of notebooks by including code examples, +pictures, plots, and videos. + +Here are a few examples to get you started: + +- fastai’s documentation makes extensive use of code examples, plots, + images, and tables, for example, the [computer vision + intro](https://docs.fast.ai/tutorial.vision.html) +- [`nbdev.release`](../api/18_release.ipynb) opens with a terminal + screencast demo in SVG format created with + [asciinema](https://asciinema.org/) and + [svg-term-cli](https://github.com/marionebl/svg-term-cli) +- The [documentation explanation](../explanations/docs.ipynb#overview) + describes a complex data pipeline using a [Mermaid + diagram](https://quarto.org/docs/authoring/diagrams.html) +- The [directives explanation](../explanations/directives.ipynb) + showcases all of nbdev’s directives with executable examples in + call-out cards (and makes great use of emojis too!) +- [RDKit](https://www.rdkit.org/docs/Cookbook.html#drawing-molecules-jupyter) + renders beautiful molecule diagrams + +## Keep docstrings short; elaborate in separate cells + +While nbdev renders docstrings as markdown, they aren’t rendered +correctly when using `symbol?` or `help(symbol)` and they can’t include +executed code. By splitting longer docstrings across separate code and +markdown cells you can [use code examples, pictures, plots, and +videos](#use-lots-of-code-examples-pictures-plots-and-videos). + +We find a single-line summary sufficient for most docstrings. + +## Document parameters with docments + +[`fastcore.docments`](https://fastcore.fast.ai/docments.html) is a +concise way to document parameters that is beautifully rendered by +nbdev. For example, this function: + +``` python +def draw_n(n:int, # Number of cards to draw + replace:bool=True # Draw with replacement? + )->list: # List of cards + "Draw `n` cards." +``` + +…would include the following table as part of its documentation: + +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    TypeDefaultDetails
    nintNumber of cards to draw
    replaceboolTrueDraw with replacement?
    ReturnslistList of cards
    + +
    + +nbdev also supports some numpy docstring sections. For example, this +code snippet would produce the same table (there’s no need to include +types like in the docstring if you already have annotations): + +``` python +def draw_n(n:int, replace:bool=True) -> Cards: + """ + Draw `n` cards. + + Parameters + ---------- + n + Number of cards to draw + replace + Draw with replacement? + + Returns + ------- + cards + List of cards + """ +``` + +
    + +> **Tip** +> +> You can render a symbol’s parameters table directly with +> [`DocmentTbl`](https://nbdev.fast.ai/api/showdoc.html#docmenttbl). In +> fact, that’s how we rendered the table above. + +
    + +## Consider turning code examples into tests by adding assertions + +nbdev blurs the lines between code, docs, and tests. *Every* code cell +is run as a test (unless it’s explicitly marked otherwise), and any +error in the cell fails the test. + +Consider turning your code examples into tests by adding assertions – if +they would make valuable tests and if it doesn’t hurt readability. +[`fastcore.test`](https://fastcore.fast.ai/test.html) provides a set of +light wrappers around `assert` for better notebook tests (for example, +they print both objects on error if they differ). + +Here’s an example using +[`fastcore.test.test_eq`](https://fastcore.fast.ai/test.html#test_eq): + +``` python +def inc(x): return x + 1 +test_eq(inc(3), 4) +``` + +## Document error-cases as tests + +Docstring-driven approaches typically document the errors raised by an +object using plaintext descriptions, for example, in a “raises” section. + +In nbdev, we recommend documenting errors with actual failing code using +[`fastcore.test.test_fail`](https://fastcore.fast.ai/test.html#test_fail). +For example: + +``` python +def divide(x, y): return x / y +test_fail(lambda: divide(1, 0), contains="division by zero") +``` + +The first argument is a `lambda` since we need to allow `test_fail` to +control its execution and catch any errors. + +## Reference related symbols with doclinks + +If you surround a symbol with backticks, nbdev will automatically link +to that symbol’s reference page. We call these +[doclinks](../api/05_doclinks.ipynb). + +Prefer fully qualified symbol paths, like `package.module.symbol` +instead of `symbol`. It may be more verbose but it helps users know +which module a symbol originates from, which is especially important for +third-party packages. + +Any package created with nbdev will automatically support doclinks. +Non-nbdev packages can be supported by creating a minimal nbdev-index +package. [`nbdev-index`](https://github.com/fastai/nbdev-index) is a +collection of such packages, which already supports django, numpy, +pandas, pytorch, scipy, sphinx, the Python standard library, and even +other programming languages like APL! + +## Add rich representations to your classes + +This is another way to take advantage of the [rich display feature of +notebooks](https://ipython.readthedocs.io/en/stable/config/integrating.html#rich-display). +You can provide rich representations to your object by defining a +`_repr_markdown_` method that returns markdown text (which may also +include HTML/CSS). + +Here’s a simple example to get you started: + +``` python +class Color: + def __init__(self, color): self.color = color + def _repr_markdown_(self): + style = f'background-color: {self.color}; width: 50px; height: 50px; margin: 10px' + return f'
    ' +``` + +``` python +Color('green') +``` + +
    + +
    + +``` python +Color('blue') +``` + +
    + +
    + +Also see [the earlier list of example +projects](#use-lots-of-code-examples-pictures-plots-and-videos) that +make use of beautiful visual representations. + +## Document class methods with [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) or [`fastcore.basics.patch`](https://fastcore.fast.ai/basics.html#patch) + +nbdev automatically documents exported function and class definitions +with [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc). +However, it’s up to you to document class methods. There are two ways to +do that: calling +[`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) on the +method, or defining the method with the +[`fastcore.basics.patch`](https://fastcore.fast.ai/basics.html#patch) +decorator. + +
    + +### Notebook (show_doc) + +If your class is defined in a single cell, use +[`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc). Here’s +what your notebook might look like: + +
    + +``` python +#| export +class Number: + "A number." + def __init__(self, num): self.num = num + def __add__(self, other): + "Sum of this and `other`." + return Number(self.num + other.num) + def __repr__(self): return f'Number({self.num})' +``` + +For example, here is the number 5: + +``` python +Number(5) +``` + +``` python +show_doc(Number.__add__) +``` + +For example: + +``` python +Number(3) + Number(4) +``` + +
    + +### Notebook (@patch) + +If you split your class definition across cells with +[`fastcore.basics.patch`](https://fastcore.fast.ai/basics.html#patch), +here’s what your notebook might look like: + +
    + +``` python +#| export +class Number: + "A number." + def __init__(self, num): self.num = num + def __repr__(self): return f'Number({self.num})' +``` + +For example, here is the number 5: + +``` python +Number(5) +``` + +``` python +#| export +@patch +def __add__(self:Number, other): + "Sum of this and `other`." + return Number(self.num + other.num) +``` + +For example: + +``` python +Number(3) + Number(4) +``` + +
    + +### Docs + +In either case, this is how the documentation would be rendered: + +
    + +------------------------------------------------------------------------ + +### Number + +> Number (num) + +A number. + +For example, here is the number 5: + +``` python +Number(5) +``` + + Number(5) + +------------------------------------------------------------------------ + +### Number.\_\_add\_\_ + +> Number.__add__ (other) + +Sum of this and `other`. + +For example: + +``` python +Number(3) + Number(4) +``` + + Number(7) + +
    + +
    + +## Group symbols with H2 sections + +As your notebooks grow, consider grouping related symbols using markdown +cells with level 2 headers. Since nbdev displays documented symbols as +level 3 headers, this would group all symbols below your level 2 header. + +Here is the markdown syntax: + +``` markdown +## Section title +``` + +## Split long explanations with H4 sections + +Similar to the previous section, as a symbol’s explanation grows, +consider grouping its cells using level 4 headers. This is the +recommended way to structure your reference docs, for example, to +achieve numpy-style structures with sections like notes, examples, +methods, and so on. + +Here’s the markdown syntax: + +``` markdown +#### Section title +``` + +## Putting it all together: an annotated example + +In this section, we’ll guide you through a full example of writing a +documented and tested function in a notebook using all of the principles +described above. We’ll use the +[`numpy.all`](https://numpy.org/doc/stable/reference/generated/numpy.all.html#numpy.all) +function since it follows the widely-known numpy-docstring standard for +.py files. + +Below is the definition of the +[`numpy.all`](https://numpy.org/doc/stable/reference/generated/numpy.all.html#numpy.all) +function. Take note of how all of the information is included in the +docstring. While this works well for .py files, it doesn’t let us weave +executable code with rich markdown as we can in notebooks: + +``` python +def all(a, axis=None, out=None, keepdims=np._NoValue, *, where=np._NoValue): + """ + Test whether all array elements along a given axis evaluate to True. + Parameters + ---------- + a : array_like + Input array or object that can be converted to an array. + axis : None or int or tuple of ints, optional + Axis or axes along which a logical AND reduction is performed. + The default (``axis=None``) is to perform a logical AND over all + the dimensions of the input array. `axis` may be negative, in + which case it counts from the last to the first axis. + .. versionadded:: 1.7.0 + If this is a tuple of ints, a reduction is performed on multiple + axes, instead of a single axis or all the axes as before. + out : ndarray, optional + Alternate output array in which to place the result. + It must have the same shape as the expected output and its + type is preserved (e.g., if ``dtype(out)`` is float, the result + will consist of 0.0's and 1.0's). See :ref:`ufuncs-output-type` for more + details. + keepdims : bool, optional + If this is set to True, the axes which are reduced are left + in the result as dimensions with size one. With this option, + the result will broadcast correctly against the input array. + If the default value is passed, then `keepdims` will not be + passed through to the `all` method of sub-classes of + `ndarray`, however any non-default value will be. If the + sub-class' method does not implement `keepdims` any + exceptions will be raised. + where : array_like of bool, optional + Elements to include in checking for all `True` values. + See `~numpy.ufunc.reduce` for details. + .. versionadded:: 1.20.0 + Returns + ------- + all : ndarray, bool + A new boolean or array is returned unless `out` is specified, + in which case a reference to `out` is returned. + See Also + -------- + ndarray.all : equivalent method + any : Test whether any element along a given axis evaluates to True. + Notes + ----- + Not a Number (NaN), positive infinity and negative infinity + evaluate to `True` because these are not equal to zero. + Examples + -------- + >>> np.all([[True,False],[True,True]]) + False + >>> np.all([[True,False],[True,True]], axis=0) + array([ True, False]) + >>> np.all([-1, 4, 5]) + True + >>> np.all([1.0, np.nan]) + True + >>> np.all([[True, True], [False, True]], where=[[True], [False]]) + True + >>> o=np.array(False) + >>> z=np.all([-1, 4, 5], out=o) + >>> id(z), id(o), z + (28293632, 28293632, array(True)) # may vary + """ + ... +``` + +Alternatively, Here is how we’d write +[`numpy.all`](https://numpy.org/doc/stable/reference/generated/numpy.all.html#numpy.all) +in a notebook using nbdev. The first step is to define the function: + +
    + +``` python +#| export +def all(a, # Input array or object that can be converted to an array. + axis:int|tuple|None=None, # Axis or axes along which a logical AND reduction is performed (default: all). + out:np.ndarray|None=None, # Alternate output array in which to place the result. + keepdims:bool=np._NoValue, # Leave reduced one-dimensional axes in the result? + where=np._NoValue, # Elements to include in reduction. See `numpy.ufunc.reduce` for details. New in version 1.20.0. + ) -> np.ndarray|bool: # A new boolean or array, or a reference to `out` if its specified. + "Test whether all array elements along a given axis evaluate to `True`." + ... +``` + +
    + +We can observe the following differences between this code and +numpy-docstrings: + +- The definition uses simple type annotations, which will be rendered in + the function’s parameters table below +- Parameters are described with a short comment, called + [docments](#document-parameters-with-docments) – a concise alternative + to numpy and sphinx docstring formats (although nbdev does support + numpy docstrings see [this + example](#document-parameters-with-docments)) +- The docstring and parameter descriptions are all short, single-line + summaries. We prefer to [keep docstrings short and instead elaborate + in separate + cells](#keep-docstrings-short-elaborate-in-separate-cells), where we + can use markdown and real code examples. + +Note: the use of `|` syntax for unions e.g. `int|tuple|None` (equivalent +to `Union[int, tuple, None]`) requires using Python 3.10 or by treating +all annotations as strings using `from __future__ import annotations` +which is available from Python 3.7. + +Our function definition is automatically rendered in the docs like this. +Note that parameter names, types, defaults, and details are all parsed +from the definition which means you don’t have to repeat yourself. + +
    + +------------------------------------------------------------------------ + +### all + +> all (a, axis:Union[int,tuple,NoneType]=None, +> out:Optional[numpy.ndarray]=None, keepdims:bool=, +> where=) + +Test whether all array elements along a given axis evaluate to `True`. + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    TypeDefaultDetails
    aInput array or object that can be converted to an array.
    axisint | tuple | NoneNoneAxis or axes along which a logical AND reduction is performed +(default: all).
    outnp.ndarray | NoneNoneAlternate output array in which to place the result.
    keepdimsboolLeave reduced one-dimensional axes in the result?
    where_NoValueTypeElements to include in reduction. See numpy.ufunc.reduce +for details. New in version 1.20.0.
    Returnsnp.ndarray | boolA new boolean or array, or a reference to out +if its specified.
    + +
    + +Next, describe how to use your function using markdown cells and [lots +of code examples](#use-lots-of-code-examples-pictures-plots-and-videos). +This is the biggest benefit to developing in notebooks: instead of +copying and pasting code examples into plaintext, you can include real +executeable code examples. + +We start with basic usage first: + +
    + +For example: + +``` python +x = [[True,False],[True,True]] +test_eq(np.all(x), False) +``` + +
    + +Our code examples [use assertion functions from +`fastcore.test`](#consider-turning-code-examples-into-tests-by-adding-assertions), +so that they serve as both docs and tests. +[`nbdev_test`](https://nbdev.fast.ai/api/test.html#nbdev_test) runs +every code cell as a test (unless it’s explicitly marked otherwise), and +any error in the cell fails the test. + +Having described basic usage, we now elaborate on more advanced +functionality for each parameter. This differs from numpy’s approach +which includes all parameter docs in the table and where not all +parameters have code examples. + +
    + +With `axis`: + +``` python +test_eq(np.all(x, axis=0), [True,False]) +``` + +`axis` may be negative, in which case it counts from the last to the +first axis: + +``` python +test_eq(np.all(x, axis=-1), [False,True]) +``` + +If `axis` is a tuple of ints, a reduction is performed on multiple axes, +instead of a single axis or all the axes as before. + +``` python +test_eq(np.all(x, axis=(0,1)), False) +``` + +Integers, floats, not a number (nan), and infinity all evaluate to +`True` because they’re not equal to zero: + +``` python +test_eq(np.all([-1, 1, -1.0, 1.0, np.nan, np.inf, -np.inf]), True) +``` + +You can use `where` to test specific elements. For example, this tests +only the second column: + +``` python +test_eq(np.all(x, where=[[False],[True]]), True) +``` + +The output can be stored in an optional `out` array. If provided, a +reference to `out` will be returned: + +``` python +o = np.array(False) +z = np.all([-1, 4, 5], out=o) +test_is(z, o) +test_eq(z, True) +``` + +`out` must have the same shape as the expected output and its type is +preserved (e.g., if `dtype(out)` is float, the result will consist of +0.0’s and 1.0’s). See [Output type +determination](https://numpy.org/doc/stable/user/basics.ufuncs.html#ufuncs-output-type) +for more details. + +With `keepdims`, the result will broadcast correctly against the input +array. + +``` python +test_eq(np.all(x, axis=0, keepdims=True), [[True, False]]) # Note the nested list +``` + +If the default value is passed, then `keepdims` will not be passed +through to the `all` method of sub-classes of `ndarray`, however any +non-default value will be. If the sub-class’ method does not implement +`keepdims` any exceptions will be raised. + +``` python +class MyArray(np.ndarray): + def all(self, axis=None, out=None): ... + +y = MyArray((2,2)) +y[:] = x +np.all(y) # No TypeError since `keepdims` isn't passed +test_fail(lambda: np.all(y, keepdims=True), contains="all() got an unexpected keyword argument 'keepdims'") +``` + +
    + +Since we prefer to document via code examples, we also document +error-cases with assertions using +[`fastcore.test.test_fail`](https://fastcore.fast.ai/test.html#test_fail). +This differs from docstring-based approaches which usually document +error-cases in prose, usually in a “raises” section of the docstring. + +Finally, we link to related symbols with +[doclinks](#reference-related-symbols-with-doclinks) (symbols surrounded +in backticks are automatically linked) and describe their relation using +code examples. + +
    + +The +[`numpy.ndarray.all`](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.all.html#numpy.ndarray.all) +method is equivalent to calling +[`numpy.all`](https://numpy.org/doc/stable/reference/generated/numpy.all.html#numpy.all) +with the array: + +``` python +test_eq(np.array(x).all(), np.all(x)) +``` + +In contrast, +[`numpy.any`](https://numpy.org/doc/stable/reference/generated/numpy.any.html#numpy.any) +tests whether *any* element evaluates to `True` (rather than *all* +elements): + +``` python +test_eq(np.any(x), True) +``` + +
    + +### Recap + +In summary, here is how the nbdev version of +[`numpy.all`](https://numpy.org/doc/stable/reference/generated/numpy.all.html#numpy.all) +differs from the numpy docstring. nbdev uses: + +- Type annotations and docments instead of the numpy docstring format + (although nbdev supports numpy docstrings too) +- Short parameter descriptions, with details in separate cells with + markdown and code example +- Doclinks to related symbols instead of a “See also” section +- Lots of code examples (which are also tests) mixed with prose to + describe how to use the function +- Code examples with assertions to document error-cases instead of a + “Raises” section. + +[1] We’re always open to improving our workflows and don’t like to be +too prescriptive about style. If you have any ideas, please feel free to +post them in the [forum](https://forums.fast.ai/c/nbdev/48). diff --git a/tutorials/blogging.html b/tutorials/blogging.html new file mode 100644 index 000000000..64cb48dad --- /dev/null +++ b/tutorials/blogging.html @@ -0,0 +1,1344 @@ + + + + + + + + + + +Blogging – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + + +
    + +
    + + +
    + + + +
    + +
    +
    +

    Blogging

    +
    + +
    +
    + Creating a blog with notebooks +
    +
    + + +
    + + + + +
    + + + +
    + + + +
    +

    Background

    +

    Blogging with notebooks can offer a dramatic quality of life improvement over writing in Markdown, especially for blog posts that contain code. Previously, there were no static site generators that supported Jupyter Notebooks as a first-class authoring medium. This previously led us to create fastpages (now deprecated), which extended Jekyll to enable blogging directly with Jupyter.

    +
    +
    +

    Enter Quarto

    +

    However, there now exists Quarto, a wonderful publishing system with rich support for authoring via Jupyter Notebooks.

    +

    Some helpful resources on getting started with Quarto:

    + +
    +
    +
    + +
    +
    +You don’t need nbdev to blog with notebooks +
    +
    +
    +

    You do not need to use nbdev to create a blog with notebooks. However, you may wish to:

    +
      +
    • Incorporate a blog in your nbdev project’s website
      • +
    • Use some nbdev functionality in your blog (testing, exporting etc)
      • +
    +

    We will discuss these subjects in this article.

    +
    +
    +
    +
    +

    Migrating from fastpages

    +

    If you previously had a fastpages site, we offer some utilities to help migrate you to Quarto. The migration is not holistic: you will likely have to manually correct some things that we are not able to automate.

    +

    Instructions:

    +
      +

    1. Install Quarto

      2. +

    2. Create a new repo or directory to migrate your blog to

      3. +

    3. In this new repo, create a quarto blog and install required extensions with the following terminal commands. This will create a minimal project structure for you:

      4. +
    +
    quarto create-project --type website:blog .
+quarto install extension quarto-ext/video
    +
      +
    1. Your new repo will have a posts/ directory. This is where you will copy all of your notebook and markdown posts from fastpages. For example, let’s say your fastpages blog repo is in a sibling directory located at ../blog/, you would copy all the relevant posts like this:
      2. +
    +
    +
    +
    + +
    +
    +Important +
    +
    +
    +

    Make sure you are in root of your quarto directory before executing the below commands. Furthermore, change the commands as appropriate depending on the location of your fastpages repo relative to your current directory.

    +
    +
    +
    cp -r ../blog/_notebooks/* posts
+cp -r ../blog/_posts/* posts
    +
      +
    1. Copy all images associated with your posts into the posts/ directory. We have to get our images from several places (due to the way Jekyll and fastpages work):
      2. +
    +
    cp ../blog/images/* posts
+cp -r ../blog/images/copied_from_nb/* posts/
    +
      +
    1. Make your posts Quarto compatible with the following command:
      2. +
    +
    nbdev_migrate --path posts
    +
    + +
    +
    +

    nbdev_migrate does the following things:

    +
    +

    For notebooks

    +
      +
    • Migrates markdown front matter to raw cell front matter as described here.
      • +
    • nbdev v1 directives are automatically converted to Quarto directives. Note that we convert everything to Quarto directives (nbdev-specific directives are not relevant for this context)
      • +
    • Markdown shortcut for embedding youtube videos and callouts are automatically converted to work with Quarto.
      • +
    +
    +
    +

    For markdown and notebooks

    +
      +
    • Automatically creates link aliases so that old links will not break. Jekyll automatically generates URLs differently than Quarto, so this ensures that the Jekyll way is aliased.
      • +
    • Automatically corrects image paths
      • +
    • Makes front matter compatible with Quarto by changing field names and values where necessary
      • +
    +
    +
    +
    +
    +
      +
    1. Update the following files:
      2. +
    +
      +
    • ./.gitignore: we suggest adding_site/ as well as dot files .*
      • +
    • ./about.qmd: Add some information about yourself.
      • +
    • ./profile.jpg: optionally change the profile picture.
      • +
    +
      +
    1. Preview your site with the command quarto preview, and make any necessary adjustments and fix for broken links or Jekyll shortcodes (things with {% ... %}) that need to be converted to Quarto. Search the the Quarto documentation if you need help locating specific Quarto features.
      2. +
    +
    +

    Configuration options: fastpages vs. Quarto

    +

    fastpages (which is based on Jekyll) and Quarto offer different options and configurations for individual posts and at a site level. The tables below enumerate some of the most important features of fastpages and how they map to Quarto. Each link in the last column is specific to the relevant feature.

    +
    +

    Post-level options

    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    Jekyll Front MatterQuartoNotes
    toc: falseSameThere are more options in the Quarto docs
    badges: truen/aNo support yet
    comments: truesee notesQuarto docs
    categories: [fastpages, jupyter]SameQuarto docs
    image: images/some_folder/your_image.pngSameQuarto docs
    hide: falsedraft: trueQuarto docs
    search_exclude: truesee notesQuarto docs
    titleSame 
    descriptionSame 
    sticky_rankNot supportedQuarto docs
    +
    +
    +

    Site-level options

    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    Jekyll site configQuartoNotes
    titlesee notesQuarto docs
    descriptionsee notesQuarto docs
    github_reposee notesQuarto docs
    urln/aDon’t need this
    baseurln/aDon’t need this
    twitter_usernamesearch page in notes for “twitter”Quarto docs
    use_mathsee notes Quarto docs
    google_analyticswebsite: google-analytics: “UA-XXXXXXXX”Quarto docs
    show_imagen/aQuarto docs
    show_tagssee title-block-categories of page in notesQuarto docs
    paginationwebsite: page-navigation: trueQuarto docs
    annotationscomments: hypothesis: …Quarto docs
    +
    +
    +
    +
    +

    Publishing your blog

    +
    +
    +
    + +
    +
    +Warning +
    +
    +
    +

    This section is for stand-alone blogs that are not part of a nbdev documentation site. If you want to create a blog within a nbdev documentation site, see this section.

    +
    +
    +

    You can publish your site with the quarto publish command. See the docs for more details.

    +
    +
    +
    + +
    +
    +GitHub Pages +
    +
    +
    +

    If using GitHub Pages, commit your files to GitHub before publish your site. No GitHub Actions are needed, you can use quarto publish instead. If you want to automate your workflow with GitHub Actions, you can follow these instructions

    +
    +
    +
    +
    +

    Creating a blog within a nbdev project

    +

    In addition to a stand-alone blog that you might build with Quarto, you might want to include a blogging site in your nbdev project. This website has a blog as well! The easiest way to implement a blog is to emulate the directory structure of this folder. The general steps are:

    +
      +
    1. Create a blog/ directory in your notebooks folder.
      2. +
    2. Create a index.qmd file in the root of the blog/ directory. Here is an example.
      3. +
    +

    The frontmatter the index.qmd file signals to Quarto that you intend to create a blog. For example, here is our front matter:

    +
    ---
+title: nbdev Blog
+subtitle: News, tips, and commentary about all things nbdev
+listing:
+  sort: "date desc"
+  contents: "posts"
+  sort-ui: false
+  filter-ui: false
+  categories: true
+  feed: true
+page-layout: full
+---
    +

    The listing: field specifies how you want to structure your blog. Feel free to copy ours as-is, but we encourage you to consult the documentation for additional options.

    +
      +
    1. Create a link to your blog on your site’s navbar so people can find it: To add a link to your blog on your site’s navbar, you must edit the navbar section of _quarto.yml to include a link to your blog’s listing page, which is blog/index.qmd in our example. For nbdev, the relevant part of our _quarto.yml file looks like this:
      2. +
    +
    The yaml snippet shown below is an abbreviated version of nbdev’s _quarto.yml file.
    website:
+  navbar:
+    left:
+      - text: "Blog"
+        href: blog/index.qmd
    +

    You can read more about the navbar in the Quarto docs.

    +
      +

    1. Create a folder for each blog post: This is not strictly required, but we recommend this as a way to keep your blog posts and related assets (pictures, videos etc) organized.

      2. +

    2. Create your first blog post: You can emulate our example or create your own. In each folder, create a index.qmd or index.ipynb file. You can also put images and related assets in the same folder.

      3. +
    +
    +

    Folder structure

    +

    Below is an overview of the general folder structure for a blog within a nbdev site:

    +
    nbs/blog
+├── index.qmd
+└── posts
+    ├── 2022-07-28-nbdev2
+    │   ├── cover.png
+    │   ├── index.qmd
+    │   ├── ...
+    └── 2022-08-25-jupyter-git
+        ├── friendly-conflict.png
+        ├── index.qmd
+        └── ...
+    ...
    +
      +
    • nbs/blog: this is the folder inside your notebook folder that contains the blog.
      • +
    • index.qmd: this is at the root of your blog folder and is the listings page for your blog.
      • +
    • posts/: this a subdirectory for each blog post.
      • +
    • YYYY-MM-DD-.../index.{qmd,ipynb}: this is where you author the content of each individual blog post.
      • +
    +
    +
    +

    Special considerations for nbdev blogs

    +

    In contrast to standalone Quarto blogs, when you embed a blog in a nbdev website there are the following differences:

    +
      +
    • You can use all nbdev directives in addition to Quarto ones. All nbdev features will be available in your nbdev blog in the same way they work for other pages.
      • +
    • Your site will automatically deploy with GitHub Actions or whatever deployment mechanism you have for your nbdev site, so you do not have to use quarto publish.
      • +
    +
    +
    +
    +

    Using nbdev features in blogs outside nbdev projects

    +
    +
    +
    + +
    +
    +Warning +
    +
    +
    +

    This section is for stand-alone blogs that are not part of a nbdev documentation site. If you create a blog within a nbdev documentation site, all nbdev features will automatically work.

    +
    +
    +

    If you create a standalone blog with Quarto, a limited number of nbdev features can still assist you. For example, we recommend installing Jupyter git hooks. A list of nbdev features available to you are listed in this article.

    +
    +
    +

    Creating A New Blog Site From Scratch

    +

    You can use the quarto CLI to setup a new blog project called myblog with the following command:

    +
    quarto create-project myblog --type website:blog
    +

    You can then preview your blog project with quarto preview. You can also publish your blog using the quarto publish command.

    +
    +
    +
    + +
    +
    +Adding a notebook blog post +
    +
    +
    +

    To add a notebook blog post to a blog project created with the above commands, you can add an additional folder under posts/ and name the notebook index.ipynb. You will see existing example blog posts that are index.qmd files in sibling folders you can look at for examples. You will need to add yaml front matter to the first cell of your notebook in the form of a raw cell.

    +
    +
    +

    For more information about creating a blog with Quarto, see this guide.

    +
    +
    +

    FAQ

    +
      +

    1. Do I need to migrate from fastpages?

      +

      No you do not. However we will not be actively supporting fastpages going forward.

      2. +

    2. Will migrating from fastpages to Quarto take lots of manual effort?

      +

      You will have to do some manual work to make sure everything looks and works the same, including converting Jekyll shortcodes to equivalent Quarto commands. However, we have automated the biggest aspects for you. Please see Migrating from fastpages for instructions.

      3. +

    3. I cannot find something in Quarto that does what #collapse_output did in fastpages

      +

      Correct, this is a feature that isn’t supported in Quarto yet.

      4. +

    4. Why am I seeing {% twitter ...%} and {% fn_detail ... %} and other {%...%} commands in my Quarto blog posts?

      +

      These are Jekyll shortcodes that you will have to manually migrate to Quarto. For example with the twitter embeds, you can insert the appropriate HTML as recommended by Twitter. For footnotes, you can see these docs. For other items, you should search the Quarto docs for how to enable your desired result.

      5. +

    5. I created a new blog post and used #| hide but the cell is still showing. What is wrong?

      +

      You must use Quarto directives, not nbdev-specific ones. See the difference between the two in these docs. This is because you are blogging with Quarto, not nbdev. The exception to this is you have a blog site in your nbdev project – in that case, nbdev-specific directives will work.

      6. +

    6. How do I enable comments on my blog posts?

      +

      In general, Quarto offers all of the same features and much more than fastpages did, including comments. If you search the Quarto docs for comments, you will see a page for enabling comments.

      7. +

    7. How do I sort and hide posts? What about the publishing date since that’s not in the filename?

      +

      See the Quarto docs on creating a blog as well as listing pages.

      8. +

    8. How do I customize my site?

      +

      See the Quarto docs

      9. +

    9. How do I do set up RSS Feeds and add particular features to my site?

      +

      See the Quarto docs

      10. +

    10. What does nbdev have to do with Quarto?.

      +

      For just blogging, nothing! You can use Quarto for blogging without worrying about nbdev. In the past, we maintained a nbdev related project called fastpages, and are recommending that people migrate to Quarto if possible. Furthermore, nbdev is built on top of Quarto which means much of the functionality is similar. Finally, you can incorporate blogs into a nbdev project site, which we discuss in this section.

      11. +

    11. For stand alone blogs, why are you directing us to Quarto, can I just use nbdev?

      +

      nbdev is built on top of Quarto. For the purposes of blogging, adding nbdev is of little additional benefit if all you want to do is to blog. We decided to keep things simple and let people use Quarto directly instead of trying to abstract aspects of Quarto for blogging. Furthermore, having some knowledge of Quarto can be very helpful in using nbdev!. Lastly, you can still use some nbdev features in your blog, which are listed in this article.

      12. +
    + + +
    + +
    + +
    + + + + + \ No newline at end of file diff --git a/tutorials/blogging.html.md b/tutorials/blogging.html.md new file mode 100644 index 000000000..2408bd667 --- /dev/null +++ b/tutorials/blogging.html.md @@ -0,0 +1,614 @@ +# Blogging + + + + +## Background + +Blogging with notebooks can offer a dramatic quality of life improvement +over writing in Markdown, especially for blog posts that contain code. +Previously, there were no static site generators that supported Jupyter +Notebooks as a first-class authoring medium. This previously led us to +create [fastpages](https://github.com/fastai/fastpages) (now +deprecated), which extended [Jekyll](https://jekyllrb.com/) to enable +blogging directly with Jupyter. + +## Enter Quarto + +However, there now exists [Quarto](https://quarto.org/), a wonderful +publishing system with rich support for authoring via Jupyter Notebooks. + +Some helpful resources on getting started with Quarto: + +- [The Quarto Homepage](https://quarto.org/) +- [Creating A Blog With + Quarto](https://quarto.org/docs/websites/website-blog.html): This page + helps you get started with creating a blog. +- [A Gallery of Quarto Sites](https://quarto.org/docs/gallery/): Good + reference examples of using Quarto. +- [The Quarto Website](https://github.com/quarto-dev/quarto-web): The + Quarto website is built with Quarto and they use some of its advanced + functionality. It is instructive to look through this project to + understand how Quarto works. + +
    + +> **You don’t need nbdev to blog with notebooks** +> +> You do not need to use nbdev to create a blog with notebooks. However, +> you may wish to: +> +> - Incorporate a blog in your nbdev project’s website +> - Use some nbdev functionality in your blog (testing, exporting etc) +> +> We will discuss these subjects in this article. + +
    + +## Migrating from fastpages + +If you previously had a fastpages site, we offer some utilities to help +migrate you to Quarto. **The migration is not holistic: you will likely +have to manually correct some things that we are not able to automate.** + +Instructions: + +1. [Install Quarto](https://quarto.org/docs/get-started/) + +2. Create a new repo or directory to migrate your blog to + +3. In this new repo, create a quarto blog and install required + extensions with the following terminal commands. This will create a + minimal project structure for you: + +``` bash +quarto create-project --type website:blog . +quarto install extension quarto-ext/video +``` + +5. Your new repo will have a `posts/` directory. This is where you will + copy all of your notebook and markdown posts from fastpages. For + example, let’s say your fastpages blog repo is in a sibling + directory located at `../blog/`, you would copy all the relevant + posts like this: + +
    + +> **Important** +> +> Make sure you are in root of your quarto directory before executing +> the below commands. Furthermore, change the commands as appropriate +> depending on the location of your fastpages repo relative to your +> current directory. + +
    + +``` bash +cp -r ../blog/_notebooks/* posts +cp -r ../blog/_posts/* posts +``` + +6. Copy all images associated with your posts into the `posts/` + directory. We have to get our images from several places (due to the + way Jekyll and fastpages work): + +``` bash +cp ../blog/images/* posts +cp -r ../blog/images/copied_from_nb/* posts/ +``` + +7. Make your posts Quarto compatible with the following command: + +``` bash +nbdev_migrate --path posts +``` + +
    + +> **What does +> [`nbdev_migrate`](https://nbdev.fast.ai/api/migrate.html#nbdev_migrate) +> do?** +> +> [`nbdev_migrate`](https://nbdev.fast.ai/api/migrate.html#nbdev_migrate) +> does the following things: +> +> #### For notebooks +> +> - Migrates markdown front matter to raw cell front matter [as +> described here](../api/migrate.ipynb#migrateproc). +> - nbdev v1 directives are automatically converted to [Quarto +> directives](../explanations/directives.ipynb). Note that we convert +> everything to Quarto directives (nbdev-specific directives are not +> relevant for this context) +> - Markdown shortcut for embedding youtube videos and callouts are +> automatically converted to work with Quarto. +> +> #### For markdown and notebooks +> +> - Automatically creates [link +> aliases](https://quarto.org/docs/reference/formats/html.html#website) +> so that old links will not break. Jekyll automatically generates +> URLs differently than Quarto, so this ensures that the Jekyll way is +> aliased. +> - Automatically corrects image paths +> - Makes front matter compatible with Quarto by changing field names +> and values where necessary + +
    + +8. Update the following files: + +- `./.gitignore`: we suggest adding`_site/` as well as dot files `.*` +- `./about.qmd`: Add some information about yourself. +- `./profile.jpg`: optionally change the profile picture. + +9. Preview your site with the command `quarto preview`, and make any + necessary adjustments and fix for broken links or Jekyll shortcodes + (things with `{% ... %}`) that need to be converted to Quarto. + Search the [the Quarto documentation](https://quarto.org/) if you + need help locating specific Quarto features. + +### Configuration options: fastpages vs. Quarto + +fastpages (which is based on Jekyll) and Quarto offer different options +and configurations for individual posts and at a site level. The tables +below enumerate some of the most important features of fastpages and how +they map to Quarto. Each link in the last column is specific to the +relevant feature. + +#### Post-level options + + +++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    Jekyll Front MatterQuartoNotes
    toc: falseSameThere are more options in the Quarto +docs
    badges: truen/aNo support yet
    comments: truesee notesQuarto +docs
    categories: [fastpages, jupyter]SameQuarto +docs
    image: images/some_folder/your_image.pngSameQuarto +docs
    hide: falsedraft: trueQuarto +docs
    search_exclude: truesee notesQuarto +docs
    titleSame 
    descriptionSame 
    sticky_rankNot supportedQuarto +docs
    + +#### Site-level options + + +++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    Jekyll site configQuartoNotes
    titlesee notesQuarto +docs
    descriptionsee notesQuarto +docs
    github_reposee notesQuarto +docs
    urln/aDon’t need this
    baseurln/aDon’t need this
    twitter_usernamesearch page in notes for “twitter”Quarto +docs
    use_mathsee notes Quarto +docs
    google_analyticswebsite: google-analytics: “UA-XXXXXXXX”Quarto +docs
    show_imagen/aQuarto +docs
    show_tagssee title-block-categories of page in notesQuarto +docs
    paginationwebsite: page-navigation: trueQuarto +docs
    annotationscomments: hypothesis: …Quarto +docs
    + +## Publishing your blog + +
    + +> **Warning** +> +> *This section is for stand-alone blogs that are not part of a nbdev +> documentation site. If you want to create a blog within a nbdev +> documentation site, see [this +> section](#creating-a-blog-within-a-nbdev-project).* + +
    + +You can publish your site with the `quarto publish` command. See [the +docs](https://quarto.org/docs/publishing/) for more details. + +
    + +> **GitHub Pages** +> +> If using GitHub Pages, commit your files to GitHub before publish your +> site. **No GitHub Actions are needed**, you can use `quarto publish` +> instead. If you want to automate your workflow with GitHub Actions, +> you can follow [these +> instructions](https://quarto.org/docs/publishing/quarto-pub.html#github-action) + +
    + +## Creating a blog within a nbdev project + +In addition to a stand-alone blog that you might build with Quarto, you +might want to include a blogging site in your nbdev project. This +website has [a blog](../blog/) as well! The easiest way to implement a +blog is to emulate the directory structure of [this +folder](https://github.com/fastai/nbdev/tree/master/nbs/blog). The +general steps are: + +1. **Create a `blog/` directory in your notebooks folder.** +2. **Create a `index.qmd` file in the root of the `blog/` directory.** + Here [is an + example](https://github.com/fastai/nbdev/blob/master/nbs/blog/index.qmd). + +The frontmatter the `index.qmd` file signals to Quarto that you intend +to create a blog. For example, here is [our front +matter](https://github.com/fastai/nbdev/blob/master/nbs/blog/index.qmd): + +``` yaml +--- +title: nbdev Blog +subtitle: News, tips, and commentary about all things nbdev +listing: + sort: "date desc" + contents: "posts" + sort-ui: false + filter-ui: false + categories: true + feed: true +page-layout: full +--- +``` + +The `listing:` field specifies how you want to structure your blog. Feel +free to copy ours as-is, but we encourage you to [consult the +documentation](https://quarto.org/docs/websites/website-blog.html) for +additional options. + +3. **Create a link to your blog on your site’s navbar so people can + find it**: To add a link to your blog on your site’s navbar, you + must edit the navbar section of `_quarto.yml` to include a link to + your blog’s listing page, which is `blog/index.qmd` in our example. + For nbdev, the relevant part of our + [`_quarto.yml`](https://github.com/fastai/nbdev/blob/master/nbs/_quarto.yml) + file looks like this: The + yaml snippet shown below is an abbreviated version of nbdev’s + [`_quarto.yml`](#%20An%20abbreviated%20version%20of%20https://github.com/fastai/nbdev/blob/master/nbs/_quarto.yml) + file. + +``` yaml +website: + navbar: + left: + - text: "Blog" + href: blog/index.qmd +``` + +You can read more about the navbar in the [Quarto +docs](https://quarto.org/docs/websites/website-navigation.html#top-navigation). + +4. **Create a folder for each blog post**: This is not strictly + required, but we recommend this as a way to keep your blog posts and + related assets (pictures, videos etc) organized. + +5. **Create your first blog post**: You can emulate our example or + create your own. In each folder, create a `index.qmd` or + `index.ipynb` file. You can also put images and related assets in + the same folder. + +### Folder structure + +Below is an overview of the general folder structure for a blog within a +nbdev site: + + nbs/blog + ├── index.qmd + └── posts + ├── 2022-07-28-nbdev2 + │   ├── cover.png + │   ├── index.qmd + │   ├── ... + └── 2022-08-25-jupyter-git + ├── friendly-conflict.png + ├── index.qmd + └── ... + ... + +- `nbs/blog`: this is the folder inside your notebook folder that + contains the blog. +- `index.qmd`: this is at the root of your blog folder and is the + listings page for your blog. +- `posts/`: this a subdirectory for each blog post. +- `YYYY-MM-DD-.../index.{qmd,ipynb}`: this is where you author the + content of each individual blog post. + +### Special considerations for nbdev blogs + +In contrast to standalone Quarto blogs, when you embed a blog in a nbdev +website there are the following differences: + +- You can use all [nbdev directives](../explanations/directives.ipynb) + in addition to Quarto ones. All nbdev features will be available in + your nbdev blog in the same way they work for other pages. +- Your site will automatically deploy with GitHub Actions or whatever + deployment mechanism you have for your nbdev site, so you do not have + to use `quarto publish`. + +## Using nbdev features in blogs outside nbdev projects + +
    + +> **Warning** +> +> *This section is for stand-alone blogs that are not part of a nbdev +> documentation site. If you create a blog within a nbdev documentation +> site, all nbdev features will automatically work.* + +
    + +If you create a standalone blog with Quarto, a limited number of nbdev +features can still assist you. For example, we recommend installing +[Jupyter git hooks](pre_commit.ipynb). A list of nbdev features +available to you are listed in [this article](modular_nbdev.ipynb). + +## Creating A New Blog Site From Scratch + +You can use the [quarto CLI](https://quarto.org/docs/get-started/) to +setup a new blog project called `myblog` with the following command: + +``` bash +quarto create-project myblog --type website:blog +``` + +You can then preview your blog project with `quarto preview`. You can +also publish your blog using the +[`quarto publish`](https://quarto.org/docs/publishing/quarto-pub.html#publish-command) +command. + +
    + +> **Adding a notebook blog post** +> +> To add a notebook blog post to a blog project created with the above +> commands, you can add an additional folder under `posts/` and name the +> notebook `index.ipynb`. You will see existing example blog posts that +> are `index.qmd` files in sibling folders you can look at for examples. +> You will need to add [yaml front +> matter](https://quarto.org/docs/tools/jupyter-lab.html#yaml-front-matter) +> to the first cell of your notebook in the form of a raw cell. + +
    + +For more information about creating a blog with Quarto, see [this +guide](https://quarto.org/docs/websites/website-blog.html). + +# FAQ + +1. **Do I need to migrate from fastpages?** + + No you do not. However we will not be actively supporting fastpages + going forward. + +2. **Will migrating from fastpages to Quarto take lots of manual + effort?** + + You will have to do some manual work to make sure everything looks + and works the same, including converting Jekyll shortcodes to + equivalent Quarto commands. However, we have automated the biggest + aspects for you. Please see [Migrating from + fastpages](#migrating-from-fastpages) for instructions. + +3. **I cannot find something in Quarto that does what + `#collapse_output` did in fastpages** + + Correct, this is a feature that isn’t supported in Quarto yet. + +4. **Why am I seeing `{% twitter ...%}` and `{% fn_detail ... %}` and + other `{%...%}` commands in my Quarto blog posts?** + + These are Jekyll shortcodes that you will have to manually migrate + to Quarto. For example with the twitter embeds, you can insert the + appropriate HTML as [recommended by + Twitter](https://help.twitter.com/en/using-twitter/how-to-embed-a-tweet#:~:text=Click%20the%20icon%20located%20within,by%20clicking%20set%20customization%20options). + For footnotes, you can see [these + docs](https://quarto.org/docs/authoring/footnotes-and-citations.html). + For other items, you should search the [Quarto + docs](https://quarto.org/docs/websites/website-blog.html) for how to + enable your desired result. + +5. **I created a new blog post and used `#| hide` but the cell is still + showing. What is wrong?** + + You must use Quarto directives, not nbdev-specific ones. See the + difference between the two [in these + docs](../explanations/directives.ipynb). This is because you are + blogging with Quarto, not nbdev. The exception to this is you have a + blog site in your nbdev project – in that case, nbdev-specific + directives will work. + +6. **How do I enable comments on my blog posts?** + + In general, Quarto offers all of the same features and much more + than fastpages did, including comments. If you search the [Quarto + docs](https://quarto.org/) for comments, you will see a [page for + enabling + comments](https://quarto.org/docs/output-formats/html-basics.html#commenting). + +7. **How do I sort and hide posts? What about the publishing date since + that’s not in the filename?** + + See the Quarto docs on [creating a + blog](https://quarto.org/docs/websites/website-blog.html) as well as + [listing + pages](https://quarto.org/docs/websites/website-listings.html). + +8. **How do I customize my site?** + + See the [Quarto + docs](https://quarto.org/docs/websites/website-blog.html) + +9. **How do I do set up RSS Feeds and add particular features to my + site?** + + See the [Quarto + docs](https://quarto.org/docs/websites/website-blog.html) + +10. **What does nbdev have to do with Quarto?**. + + For just blogging, nothing! You can use Quarto for blogging without + worrying about nbdev. In the past, we maintained a nbdev related + project called [fastpages](https://github.com/fastai/fastpages), and + are recommending that people migrate to Quarto if possible. + Furthermore, nbdev is built on top of Quarto which means much of the + functionality is similar. Finally, you can incorporate blogs into a + nbdev project site, which we discuss in [this + section](#creating-a-blog-within-a-nbdev-project). + +11. **For stand alone blogs, why are you directing us to Quarto, can I + just use nbdev?** + + nbdev is built on top of Quarto. For the purposes of blogging, + adding nbdev is of little additional benefit if all you want to do + is to blog. We decided to keep things simple and let people use + Quarto directly instead of trying to abstract aspects of Quarto for + blogging. Furthermore, having some knowledge of Quarto can be very + helpful in using nbdev!. Lastly, you can still use some nbdev + features in your blog, which are listed in [this + article](modular_nbdev.ipynb). diff --git a/tutorials/docs_only.html b/tutorials/docs_only.html new file mode 100644 index 000000000..d793e2e9b --- /dev/null +++ b/tutorials/docs_only.html @@ -0,0 +1,951 @@ + + + + + + + + + + +Documentation Only Sites – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + + +
    + +
    + + +
    + + + +
    + +
    +
    +

    Documentation Only Sites

    +
    + +
    +
    + How to create nbdev powered docs without a library! +
    +
    + + +
    + + + + +
    + + + +
    + + + +
    +

    Background

    +

    While nbdev is great for authoring software, you may wish to utilize the power of nbdev for the purposes of documenting existing code, or use various utilities of nbdev without having to write a python library. For example, you can use the following features of nbdev without creating a python package:

    + +
    +
    +

    Setup

    +

    To setup a documentation only site, you can follow these steps:

    +
      +
    1. Create a nbdev repo the usual way, using nbdev_new
      2. +
    2. Remove library files
      3. +
    +
    rm setup.py .github/workflows/test.yaml nbs/00_core.ipynb
    +
      +
    1. Remove your library folder (this will be the lib_path field in settings.ini):
      2. +
    +
    rm -rf <lib_path>
    +
    +
    +

    Usage

    +

    After setting up your project, you can use various nbdev utilities per usual:

    +
      +
    • nbdev_preview for previewing your site
      • +
    • nbdev_test for testing your docs locally
      • +
    • Custom nbdev directives will be available to you (but you must be careful not to use irrelevant ones like #|export).
      • +
    • If you created your nbdev docs site on GitHub, GitHub Actions will publish your docs for you automatically as described here.
      • +
    • You can publish your docs on other platforms as described here.
      • +
    +
    +
    +

    Demo

    +

    A minimal example of a documentation-only site is located here.

    + + +
    + +
    + +
    + + + + + \ No newline at end of file diff --git a/tutorials/docs_only.html.md b/tutorials/docs_only.html.md new file mode 100644 index 000000000..bc2e7b3d9 --- /dev/null +++ b/tutorials/docs_only.html.md @@ -0,0 +1,63 @@ +# Documentation Only Sites + + + + +## Background + +While nbdev is great for authoring software, you may wish to utilize the +power of nbdev for the purposes of documenting existing code, or **use +various utilities of nbdev without having to write a python library**. +For example, you can use the following features of nbdev without +creating a python package: + +- Custom [nbdev directives](../explanations/directives.ipynb) such as + [`#|hide_line`](../explanations/directives.ipynb#hide_line). +- Testing with + [`nbdev_test`](https://nbdev.fast.ai/api/test.html#nbdev_test). +- Automated entity linking with + [doclinks](best_practices.ipynb#reference-related-symbols-with-doclinks). +- Rendering API documentation with [docments and + show_doc](best_practices.ipynb#document-parameters-with-docments). + +## Setup + +To setup a documentation only site, you can follow these steps: + +1. Create a nbdev repo the usual way, using + [`nbdev_new`](https://nbdev.fast.ai/api/cli.html#nbdev_new) +2. Remove library files + +``` bash +rm setup.py .github/workflows/test.yaml nbs/00_core.ipynb +``` + +3. Remove your library folder (this will be the `lib_path` field in + `settings.ini`): + +``` bash +rm -rf +``` + +## Usage + +After setting up your project, you can use various nbdev utilities per +usual: + +- [`nbdev_preview`](https://nbdev.fast.ai/api/quarto.html#nbdev_preview) + for previewing your site +- [`nbdev_test`](https://nbdev.fast.ai/api/test.html#nbdev_test) for + testing your docs locally +- Custom [nbdev directives](../explanations/directives.ipynb) will be + available to you (but you must be careful not to use irrelevant ones + like `#|export`). +- If you created your nbdev docs site on GitHub, GitHub Actions will + publish your docs for you automatically [as described + here](../explanations/docs.ipynb#Deploying-Docs-With-GitHub-Actions). +- You can publish your docs on other platforms as described + [here](../explanations/docs.ipynb#Deploying-Your-Docs-On-Other-Platforms). + +## Demo + +A minimal example of a documentation-only site is located +[here](https://github.com/hamelsmu/nolib_nbdev). diff --git a/tutorials/extensions.html b/tutorials/extensions.html new file mode 100644 index 000000000..fe95e7c33 --- /dev/null +++ b/tutorials/extensions.html @@ -0,0 +1,1157 @@ + + + + + + + + + + +Writing nbdev plugins – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + + +
    + +
    + + +
    + + + +
    + +
    +
    +

    Writing nbdev plugins

    +
    + +
    +
    + How to customize nbdev processors to do what you want +
    +
    + + +
    + + + + +
    + + + +
    + + + +
    +

    What will this cover?

    +

    With nbdev, it’s possible to customize and extend it further beyond the standard capabilities through a well thoughtout and scalable framework. Does your particular library or need require you to inject custom quarto additives in certain cells? What about if you want to do something more trivial such as finding shortcuts to replace complicated quarto directives more easily (such as replacing ::: {.column-margin} with #| margin)?

    +

    Writing custom plugins with nbdev is the easiest method to achieve this, and with this tutorial we will bring you up to speed on how you can use this to create your own plugins to expand and simplify your literate-programming experience with nbdev and quarto.

    +

    Specifically, we will be building a processor (something that processes a notebook cell) that will let us quickly write out any quarto-specific headers (that ::: {.some_annotation}) and replace it with a div shortcut. This is of course one example very specific to quarto that happens when building the documentation, but this technique can be used to have custom behaviors occur during library exportation as well.

    +
    +

    Note: We are using div here is it more closely resembles how each of the related Quarto directives do and behave as they act like <div>s in HTML code

    +
    +

    This tutorial won’t cover some of the basics when it comes to nbdev, and instead comes with the understanding you know how to navigate nbdev (such as what are directives, export, etc).

    +
    +
    +

    Getting started, how does nbdev make this easy?

    +

    First let’s visualize just what we’re trying to achieve.

    +

    Instead of doing the following code which will add "Some text" to the sidebar (as shown off to the side currently):

    + +
    +

    Some text

    +
    ::: {.column-margin}
+Some text
+:::
    +

    We will create a shorter way to write this out, making use of how nbdev and quarto writes their directives

    +

    By the end of this tutorial we will create something that looks like the following:

    +
    #| div column-margin
+
+Some text
    +

    And this will include cases where a div should be put across multiple cells as well, by specifying a start and an end.

    +
    +

    Note: Check out the article layout Quarto documentation to find the best examples of use cases for this custom directive, including the column-margin just shown

    +
    +

    This can be achieved in under 50 lines of code!

    +

    nbdev let’s us create what are called processors (this is how #| export will shove code into modules, for example). These processors are acted on each cell of a notebook and can modify its contents. These can then be wrapped into a module the same way that nbdev will do nbdev_export or nbdev_docs. Thanks to the power of writing custom nbdev extensions, going deep into the inner-workings of the framework isn’t required!

    +
    +
    +

    Bringing in what we need

    +

    The actual imports we need to use from nbdev is truly not that many! We just need two: - extract_directives, to read in the list of #| written - The Processor class that will actually perform what we want on notebook cells.

    +

    The rest of the imports are there to make some of our lives easier as will be explained later

    +
    +
    from nbdev.process import extract_directives
+from nbdev.processors import Processor
+
+from fastcore.basics import listify
+
+from string import Template
    +
    +

    Lastly for testing purposes we’ll utilize nbdev’s mk_cell function and the NBProcessor class, which will let us mock running our processor on a “real” notebook!

    +
    +
    from nbdev.processors import mk_cell, NBProcessor
    +
    +
    +
    +

    Writing a converter

    +

    The first step is creating a quick and easy way to take the nbdev directive we want to use (such as #| div column-margin) and convert it quickly into something quarto will then read (such as ::: {.column-margin}).

    +

    We can create a string Template to perform this for us:

    +
    +
    _LAYOUT_STR = Template("::: {.$layout}\n${content}\n")
    +
    +
    +
    +
    + +
    +
    +Tip +
    +
    +
    +

    This doesn’t have to be a string template, I just found this the easiest to use!

    +
    +
    +
    +
    _LAYOUT_STR.substitute(
+    layout="column-margin",
+    content="Some text to go on the sidebar"
+)
    +
    +
    '::: {.column-margin}\nSome text to go on the sidebar\n'
    +
    +
    +

    Next we need to write a simple converter that operates at the cell level:

    +
    +
    def convert_layout(
+    cell:dict, # A single cell from a Jupyter Notebook
+    is_multicell=False # Whether the div should be wrapped around multiple cells
+):
+    "Takes a code cell that contains `div` in the directives and modifies the contents to the proper Quarto format"
+    content = cell.source
+    code = cell.source.splitlines(True)
+    div_ = cell.directives_["div"]
+    # We check if end is in the first line of the cell source
+    if "end" in div_:
+        # If it is, just fill the text with `:::` if no code exists there
+        cell.source = ":::" if len(code) == 1 else f'{code.source}:::'
+    else:
+        # Actually modify the code
+        cell.source = _LAYOUT_STR.substitute(layout=" ".join(div_), content=content)
+        if not is_multicell: cell.source += ":::"
    +
    +

    Let’s go into detail on what’s happening here.

    +
        content = cell.source
    +

    The source text of whatever exists in a notebook cell will live in .source.

    +
        code = cell.source.splitlines(True)
    +

    Then I want to extract the content of the cell and split them into multiple lines, seperated by newlines. This let’s us check if a cell just contains #| div end, which means that the div that was started earlier should stop.

    +
        div_ = cell.directives_["div"]
    +

    Any directives (comments in any cell marked with #|) will exist in the directives_ attribute as a dictionary. For our particular processor we only care about the div directive

    +
        if "end" in div_:
+        # If it is, just fill the text with `:::` if no code exists there
+        cell.source = ":::" if len(code) == 1 else f'{code.source}:::'
+    else:
+        # Actually modify the code
+        cell.source = _LAYOUT_STR.substitute(layout=" ".join(div_), content=content)
+        if not is_multicell: cell.source += ":::"
    +

    From there this last part checks whether to add the ending ::: block to the cell or to use the _LAYOUT_STR and inject the boilerplate div CSS code in for Quarto.

    +

    Let’s see it in action:

    +
    +
    cell = mk_cell(
+    """#| div margin-column
+Here is something for the sidebar!""",
+    cell_type="markdown"
+)
    +
    +

    nbdev will pull out those directives and store them in the cell’s directives_ attribute using the extract_directives function:

    +
    +
    cell.directives_ = extract_directives(cell, "#")
+cell.directives_
    +
    +
    {'div': ['margin-column']}
    +
    +
    +

    And now we can test out if our convert_layout function works!

    +
    +
    convert_layout(cell)
+print(cell.source)
    +
    +
    ::: {.margin-column}
+Here is something for the sidebar!
+:::
    +
    +
    +
    +

    Note: I print the cell.source here so that it’s text looks cleaner and what we would visually see in a Markdown cell

    +
    +

    Looks exactly like we wanted earlier! Great!

    +

    How do we tell nbdev to use this and create this Processor class mentioned earlier?

    +
    +
    +

    Writing a Processor

    +

    The second-to-last step here is to create the custom Processor nbdev utilizes to apply procs (things that modify the contents of cells). The basic understanding of these is simply that you should create a class, have it inherit Processor, and any modifications that should be done must be defined in a cell function which takes in a cell and modifies it in-place.

    +
    +
    class LayoutProc(Processor):
+    "A processor that will turn `div` based tags into proper quarto ones"
+    has_multiple_cells = False
+    def cell(self, cell):
+        if cell.cell_type == "markdown" and "div" in cell.directives_:
+            div_ = cell.directives_["div"]
+            if self.has_multiple_cells and "end" in div_:
+                convert_layout(cell)
+            else:
+                is_start = div_[-1] == "start"
+                if is_start:
+                    self.has_multiple_cells = True
+                    div_.remove("start")
+                convert_layout(cell, is_start)
    +
    +

    How can we test if this will work or not?

    +

    A minimal Jupyter Notebook is just a dictionary where the cells are in a cells key and the cells themselves are a list of notebook cells following a special format. We’ve created one of these above. nbdev has a dict2nb function which let’s us convert this minimal idea of a Jupyter Notebook into the true thing quickly.

    +

    Afterwards, we can apply the processor to those cells though the NBProcessor class (what nbdev uses to apply these)

    +
    +
    from nbdev.process import NBProcessor, dict2nb
    +
    +
    +
    nb = {
+    "cells":[
+    mk_cell("""#| div column-margin
+A test""", "markdown"),
+    mk_cell("""#| div column-margin start
+A test""", "markdown"),
+    mk_cell("""#| div end""", "markdown"),
+]}
    +
    + +
    +

    The mk_cell function will create a cell based on some content and a cell type. The particular extension we’ve built works off Markdown cells, so we set the type as markdown.

    +

    The NBProcessor takes in a list of procs (processors) that should be applied, and an opened Jupyter Notebook:

    +
    +
    processor = NBProcessor(procs=LayoutProc, nb=dict2nb(nb))
    +
    +

    The act of applying these processors is done through calling the .process(): function

    +
    +
    processor.process()
    +
    +

    And now we can see that those code cells were changed:

    +
    +
    for i in range(3):
+    print(f"Before:\n{nb['cells'][i].source}\n")
+    print(f"After:\n{processor.nb.cells[i].source}\n")
    +
    +
    Before:
+#| div column-margin
+A test
+
+After:
+::: {.column-margin}
+A test
+:::
+
+Before:
+#| div column-margin start
+A test
+
+After:
+::: {.column-margin}
+A test
+
+
+Before:
+#| div end
+
+After:
+:::
+
    +
    +
    +

    Great! We’ve successfully created a plugin for nbdev that will let us lazily write markdown quarto directives easily. How can we actually use this in our projects?

    +
    +
    +

    How to enable the plugin on your project

    +

    This requires two changes to your settings.ini.

    +

    First, if say this were code that lived in nbdev, we can add a special procs key and specify where the processor comes from:

    +
    procs = 
+    nbdev.extensions:LayoutProc
    +

    It follows the format of library.module:processor_name

    +

    If this were being used from an external library (such as how this processor is based on the one that lives in nbdev-extensions, you should add that to the requirements of your project:

    +
    requirements = nbdev-extensions
    +

    And you’re done! Now when calling nbdev_docs or nbdev_preview the processor we just made will be automatically applied to your notebooks and perform this conversion!

    +
    +
    +

    Conclusion, nbdev-extensions and a bit about me!

    +

    Basically if there’s any part of a cell and how it should look either from exporting modules, building documentation, or creating your own special command to perform post-processing it can be done quickly and efficiently with this Processor class nbdev provides!

    +

    If you’re interested in seeing more examples of nbdev-extensions and where you can take it I’ve (Zachary Mueller) written a library dedicated to it called nbdev-extensions where any ideas that may benefit how I approach nbdev I then turn into an extension for the world to use.

    +

    Thanks for reading!

    + + +
    + +
    + +
    + + + + + \ No newline at end of file diff --git a/tutorials/extensions.html.md b/tutorials/extensions.html.md new file mode 100644 index 000000000..7ef479b13 --- /dev/null +++ b/tutorials/extensions.html.md @@ -0,0 +1,415 @@ +# Writing nbdev plugins + + + + +## What will this cover? + +With `nbdev`, it’s possible to customize and extend it further beyond +the standard capabilities through a well thoughtout and scalable +framework. Does your particular library or need require you to inject +custom quarto additives in certain cells? What about if you want to do +something more trivial such as finding shortcuts to replace complicated +quarto directives more easily (such as replacing `::: {.column-margin}` +with `#| margin`)? + +Writing custom plugins with `nbdev` is the easiest method to achieve +this, and with this tutorial we will bring you up to speed on how you +can use this to create your own plugins to expand and simplify your +literate-programming experience with `nbdev` and quarto. + +Specifically, we will be building a *processor* (something that +processes a notebook cell) that will let us quickly write out any +quarto-specific headers (that `::: {.some_annotation}`) and replace it +with a [`div`](https://nbdev.fast.ai/api/qmd.html#div) shortcut. This is +of course one example very specific to quarto that happens when building +the documentation, but this technique can be used to have custom +behaviors occur during library exportation as well. + +> Note: We are using [`div`](https://nbdev.fast.ai/api/qmd.html#div) +> here is it more closely resembles how each of the related Quarto +> directives do and behave as they act like `
    `s in HTML code + +This tutorial *won’t* cover some of the basics when it comes to nbdev, +and instead comes with the understanding you know how to navigate nbdev +(such as what are +[directives](https://nbdev.fast.ai/explanations/directives.html), +[`export`](https://nbdev.fast.ai/explanations/directives.html#export-some.thing), +etc). + +## Getting started, how does `nbdev` make this easy? + +First let’s visualize just what we’re trying to achieve. + +Instead of doing the following code which will add `"Some text"` to the +sidebar (as shown off to the side currently): + +
    + +Some text + +
    + + ::: {.column-margin} + Some text + ::: + +We will create a shorter way to write this out, making use of how nbdev +and quarto writes their *directives* + +By the end of this tutorial we will create something that looks like the +following: + + #| div column-margin + + Some text + +And this will include cases where a +[`div`](https://nbdev.fast.ai/api/qmd.html#div) should be put across +*multiple* cells as well, by specifying a `start` and an `end`. + +> Note: Check out the [article +> layout](https://quarto.org/docs/authoring/article-layout.html) Quarto +> documentation to find the best examples of use cases for this custom +> directive, including the +> [`column-margin`](https://quarto.org/docs/authoring/article-layout.html#margin-content) +> just shown + +This can be achieved in under 50 lines of code! + +`nbdev` let’s us create what are called *processors* (this is how +`#| export` will shove code into modules, for example). These processors +are acted on each **cell** of a notebook and can modify its contents. +These can then be wrapped into a module the same way that nbdev will do +[`nbdev_export`](https://nbdev.fast.ai/api/doclinks.html#nbdev_export) +or [`nbdev_docs`](https://nbdev.fast.ai/api/quarto.html#nbdev_docs). +Thanks to the power of writing custom `nbdev` extensions, going deep +into the inner-workings of the framework isn’t required! + +## Bringing in what we need + +The actual imports we need to use from `nbdev` is truly not that many! +We just need two: - +[`extract_directives`](https://nbdev.fast.ai/api/process.html#extract_directives), +to read in the list of `#|` written - The +[`Processor`](https://nbdev.fast.ai/api/process.html#processor) class +that will actually perform what we want on notebook cells. + +The rest of the imports are there to make some of our lives easier as +will be explained later + +``` python +from nbdev.process import extract_directives +from nbdev.processors import Processor + +from fastcore.basics import listify + +from string import Template +``` + +Lastly for *testing* purposes we’ll utilize `nbdev`’s `mk_cell` function +and the +[`NBProcessor`](https://nbdev.fast.ai/api/process.html#nbprocessor) +class, which will let us mock running our processor on a “real” +notebook! + +``` python +from nbdev.processors import mk_cell, NBProcessor +``` + +## Writing a converter + +The first step is creating a quick and easy way to take the `nbdev` +directive we want to use (such as `#| div column-margin`) and convert it +quickly into something quarto will then read (such as +`::: {.column-margin}`). + +We can create a string `Template` to perform this for us: + +``` python +_LAYOUT_STR = Template("::: {.$layout}\n${content}\n") +``` + +
    + +> **Tip** +> +> This doesn’t have to be a string template, I just found this the +> easiest to use! + +
    + +``` python +_LAYOUT_STR.substitute( + layout="column-margin", + content="Some text to go on the sidebar" +) +``` + + '::: {.column-margin}\nSome text to go on the sidebar\n' + +Next we need to write a simple converter that operates at the *cell* +level: + +``` python +def convert_layout( + cell:dict, # A single cell from a Jupyter Notebook + is_multicell=False # Whether the div should be wrapped around multiple cells +): + "Takes a code cell that contains `div` in the directives and modifies the contents to the proper Quarto format" + content = cell.source + code = cell.source.splitlines(True) + div_ = cell.directives_["div"] + # We check if end is in the first line of the cell source + if "end" in div_: + # If it is, just fill the text with `:::` if no code exists there + cell.source = ":::" if len(code) == 1 else f'{code.source}:::' + else: + # Actually modify the code + cell.source = _LAYOUT_STR.substitute(layout=" ".join(div_), content=content) + if not is_multicell: cell.source += ":::" +``` + +Let’s go into detail on what’s happening here. + +``` python + content = cell.source +``` + +The source text of whatever exists in a notebook cell will live in +`.source`. + +``` python + code = cell.source.splitlines(True) +``` + +Then I want to extract the content of the cell and split them into +multiple lines, seperated by newlines. This let’s us check if a cell +just contains `#| div end`, which means that the div that was started +earlier should stop. + +``` python + div_ = cell.directives_["div"] +``` + +Any directives (comments in any cell marked with `#|`) will exist in the +`directives_` attribute as a dictionary. For our particular processor we +only care about the [`div`](https://nbdev.fast.ai/api/qmd.html#div) +directive + +``` python + if "end" in div_: + # If it is, just fill the text with `:::` if no code exists there + cell.source = ":::" if len(code) == 1 else f'{code.source}:::' + else: + # Actually modify the code + cell.source = _LAYOUT_STR.substitute(layout=" ".join(div_), content=content) + if not is_multicell: cell.source += ":::" +``` + +From there this last part checks whether to add the ending `:::` block +to the cell or to use the `_LAYOUT_STR` and inject the boilerplate div +CSS code in for Quarto. + +Let’s see it in action: + +``` python +cell = mk_cell( + """#| div margin-column +Here is something for the sidebar!""", + cell_type="markdown" +) +``` + +`nbdev` will pull out those directives and store them in the cell’s +`directives_` attribute using the +[`extract_directives`](https://nbdev.fast.ai/api/process.html#extract_directives) +function: + +``` python +cell.directives_ = extract_directives(cell, "#") +cell.directives_ +``` + + {'div': ['margin-column']} + +And now we can test out if our `convert_layout` function works! + +``` python +convert_layout(cell) +print(cell.source) +``` + + ::: {.margin-column} + Here is something for the sidebar! + ::: + +> Note: I print the `cell.source` here so that it’s text looks cleaner +> and what we would visually see in a `Markdown` cell + +Looks exactly like we wanted earlier! Great! + +How do we tell nbdev to use this and create this +[`Processor`](https://nbdev.fast.ai/api/process.html#processor) class +mentioned earlier? + +## Writing a [`Processor`](https://nbdev.fast.ai/api/process.html#processor) + +The second-to-last step here is to create the custom +[`Processor`](https://nbdev.fast.ai/api/process.html#processor) nbdev +utilizes to apply procs (things that modify the contents of cells). The +basic understanding of these is simply that you should create a class, +have it inherit +[`Processor`](https://nbdev.fast.ai/api/process.html#processor), and any +modifications that should be done must be defined in a `cell` function +which takes in a `cell` and modifies it in-place. + +``` python +class LayoutProc(Processor): + "A processor that will turn `div` based tags into proper quarto ones" + has_multiple_cells = False + def cell(self, cell): + if cell.cell_type == "markdown" and "div" in cell.directives_: + div_ = cell.directives_["div"] + if self.has_multiple_cells and "end" in div_: + convert_layout(cell) + else: + is_start = div_[-1] == "start" + if is_start: + self.has_multiple_cells = True + div_.remove("start") + convert_layout(cell, is_start) +``` + +How can we test if this will work or not? + +A minimal Jupyter Notebook is just a dictionary where the cells are in a +`cells` key and the cells themselves are a list of notebook cells +following a special format. We’ve created one of these above. `nbdev` +has a `dict2nb` function which let’s us convert this minimal idea of a +Jupyter Notebook into the true thing quickly. + +Afterwards, we can apply the processor to those cells though the +[`NBProcessor`](https://nbdev.fast.ai/api/process.html#nbprocessor) +class (what `nbdev` uses to apply these) + +``` python +from nbdev.process import NBProcessor, dict2nb +``` + +``` python +nb = { + "cells":[ + mk_cell("""#| div column-margin +A test""", "markdown"), + mk_cell("""#| div column-margin start +A test""", "markdown"), + mk_cell("""#| div end""", "markdown"), +]} +``` + +
    + +The `mk_cell` function will create a cell based on some `content` and a +`cell type`. The particular extension we’ve built works off `Markdown` +cells, so we set the type as `markdown`. + +
    + +The [`NBProcessor`](https://nbdev.fast.ai/api/process.html#nbprocessor) +takes in a list of procs (processors) that should be applied, and an +opened Jupyter Notebook: + +``` python +processor = NBProcessor(procs=LayoutProc, nb=dict2nb(nb)) +``` + +The act of applying these processors is done through calling the +`.process():` function + +``` python +processor.process() +``` + +And now we can see that those code cells were changed: + +``` python +for i in range(3): + print(f"Before:\n{nb['cells'][i].source}\n") + print(f"After:\n{processor.nb.cells[i].source}\n") +``` + + Before: + #| div column-margin + A test + + After: + ::: {.column-margin} + A test + ::: + + Before: + #| div column-margin start + A test + + After: + ::: {.column-margin} + A test + + + Before: + #| div end + + After: + ::: + +Great! We’ve successfully created a plugin for nbdev that will let us +lazily write markdown quarto directives easily. How can we actually +*use* this in our projects? + +## How to enable the plugin on your project + +This requires two changes to your `settings.ini`. + +First, if say this were code that lived in `nbdev`, we can add a special +`procs` key and specify where the processor comes from: + +``` ini +procs = + nbdev.extensions:LayoutProc +``` + +It follows the format of `library.module:processor_name` + +If this were being used from an external library (such as how this +processor is based on the one that lives in +[nbdev-extensions](https://muellerzr.github.io/nbdev-extensions), you +should add that to the requirements of your project: + +``` ini +requirements = nbdev-extensions +``` + +And you’re done! Now when calling +[`nbdev_docs`](https://nbdev.fast.ai/api/quarto.html#nbdev_docs) or +[`nbdev_preview`](https://nbdev.fast.ai/api/quarto.html#nbdev_preview) +the processor we just made will be *automatically* applied to your +notebooks and perform this conversion! + +## Conclusion, nbdev-extensions and a bit about me! + +Basically if there’s any part of a cell and how it should look either +from exporting modules, building documentation, or creating your own +special command to perform post-processing it can be done quickly and +efficiently with this +[`Processor`](https://nbdev.fast.ai/api/process.html#processor) class +nbdev provides! + +If you’re interested in seeing more examples of nbdev-extensions and +where you can take it I’ve (Zachary Mueller) written a library dedicated +to it called +[nbdev-extensions](https://muellerzr.github.io/nbdev-extensions) where +any ideas that may benefit how I approach nbdev I then turn into an +extension for the world to use. + +Thanks for reading! diff --git a/tutorials/git_friendly_jupyter.html b/tutorials/git_friendly_jupyter.html new file mode 100644 index 000000000..073f42fed --- /dev/null +++ b/tutorials/git_friendly_jupyter.html @@ -0,0 +1,1050 @@ + + + + + + + + + + +Git-Friendly Jupyter – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + + +
    + +
    + + +
    + + + +
    + +
    +
    +

    Git-Friendly Jupyter

    +
    + +
    +
    + How to use nbdev hooks for git-friendly Jupyter notebooks +
    +
    + + +
    + + + + +
    + + + +
    + + + +

    Version control is essential to developing software, yet Jupyter notebooks don’t work with version control by default. nbdev solves this problem! It provides a set of hooks which enable git-friendly Jupyter notebooks in any git repo, including those that don’t use the broader nbdev system.

    +

    To get started, install nbdev:

    +
    + +
    +
    +
    pip install -U nbdev
    +
    +
    +
    conda install -c fastai nbdev
    +
    +
    +
    +

    then install hooks:

    +
    nbdev_install_hooks
    +

    That’s it! Read on if you’re stuck or if you’d like to learn more about nbdev hooks and how to customise them. Check out our related blog post if you’re curious about how this feature was developed and how it works under the hood.

    +
    +
    +
    + +
    +
    +Note +
    +
    +
    +

    The clean hook currently only supports Jupyter Notebook and Jupyter Lab. If you’re using another notebook editor, like VSCode or PyCharm, you might want to use nbdev’s pre-commit hooks.

    +
    +
    +
    +

    Quickstart: Install nbdev hooks for a repo

    +

    To start with, change directory to your current project and double-check. Don’t worry about the strange path, that’s because we’re using a temporary directory for this tutorial:

    +
    +
    pwd
    +
    +
    /private/var/folders/ft/0gnvc3ts5jz4ddqtttp6tjvm0000gn/T/tmpez8nec5v/repo
    +
    +
    +

    Install nbdev:

    +
    +
    pip install -Uqq nbdev
    +
    +

    Install nbdev hooks:

    +
    +
    nbdev_install_hooks
    +
    +
    Not in a git repository, git hooks cannot be installed.
    +
    +
    +

    You’ll see the above error if you’re not in a git repo. If so, initialise a git repository:

    +
    +
    git init
    +
    +
    Initialized empty Git repository in /private/var/folders/ft/0gnvc3ts5jz4ddqtttp6tjvm0000gn/T/tmpez8nec5v/repo/.git/
    +
    +
    +

    Then try installing nbdev hooks again:

    +
    +
    nbdev_install_hooks
    +
    +
    Hooks are installed.
    +
    +
    +

    If you already have a pre-save hook set in your Jupyter config file we won’t be able to safely install a new one automatically. Instead, you’ll encounter an error and will need to follow its instructions for a manual installation.

    +

    Jupyter hooks will now be installed in your user’s Jupyter config directory, and will work for all repos by default. Git hooks will only be installed in the current repo; you will need to rerun nbdev_install_hooks for each of your git repos. See configuring nbdev hooks if you’d like to customise hook behaviour, for example, to opt out of hooks in certain repos.

    +
    +
    +

    What are nbdev hooks?

    +

    nbdev provides three hooks to ease Jupyter-git integration.

    +
    +

    nbdev_merge on merging notebooks with git

    +

    One of the biggest complaints when working with Jupyter is that merge conflicts break notebooks. This is particularly problematic in projects with many collaborators.

    +
    +
    +

    Jupyter notebook error: 'Error loading notebook: Unreadable Notebook...'

    +
    Jupyter notebook shows the above error when opening a notebook with merge conflicts.
    +
    +
    +

    Oftentimes these conflicts are on metadata like cell execution counts that we don’t really care about. nbdev comes with a custom git merge driver that automatically fixes conflicting outputs and metadata, and that leaves remaining conflicts in a state that still works with Jupyter. It works in all git commands that use merge under the hood, including merge, pull, rebase, and stash.

    +

    Here’s what the conflict looks like in Jupyter with nbdev’s merge driver:

    +
    +
    +

    Jupyter-friendly git conflict with patches in individual cells separated by conflict markers

    +
    +
    +
    +
    +

    nbdev_clean on saving notebooks in Jupyter

    +

    Jupyter notebooks store a variety of metadata (including execution counts and notebook extension info) that aren’t conducive to collaborative version control systems like git. These pollute diffs in pull requests and git histories (which can make debugging harder), and tend to cause merge conflicts. For example:

    +
      {
+   "cell_type": "code",
+-  "execution_count": 1,
++  "execution_count": 2,
+   "metadata": {
+     "hide_input": false
+  }
    +

    Python’s default repr is another example, since it includes a memory address which we usually aren’t interested in:

    +
    -<matplotlib.axes._subplots.AxesSubplot at 0x7fbc11508950>
++<matplotlib.axes._subplots.AxesSubplot at 0x7fbc113dbe90>
    +

    nbdev install a Jupyter hook which runs nbdev_clean to automatically clean unwanted metadata and outputs from your notebooks, including ids from default Python reprs! With nbdev hooks, the examples above would become:

    +
    {
+  "cell_type": "code",
+  "execution_count": null,
+  "metadata": {}
+}
    +

    and

    +
    <matplotlib.axes._subplots.AxesSubplot>
    +
    +
    +

    nbdev_trust after merging notebooks with git

    +

    A side-effect of Jupyter’s security model is that widgets don’t work in collaborative repos, unless you manually “trust” notebooks after each git pull. There is a good reason behind this: since Jupyter notebooks contain HTML and JavaScript, the trust system avoids running malicious code when you open a notebook and don’t explicitly run any cells. See the official documentation for more.

    +

    Manually trusting notebooks each time is a pain. A more natural workflow would be trust a repo once-off, and all notebooks and changes thereafter. nbdev includes a git post-merge hook which runs nbdev_trust in your repo to do exactly this.

    +
    +
    +
    +

    Configuring nbdev hooks

    +

    The most up-to-date reference of nbdev’s settings is in the nbdev_create_config docs. In addition, this section will guide you through a few common configurations.

    +

    Control whether Jupyter hooks are run:

    +
      +
    • Globally enable Jupyter hooks: set jupyter_hooks = True in user settings
      • +
    • Globally disable Jupyter hooks: set jupyter_hooks = False in user settings (at ~/.config/nbdev/settings.ini)
      • +
    • Enable Jupyter hooks only for selected repos: set jupyter_hooks = False in user settings and jupyter_hooks = True in selected repo settings
      • +
    +

    Customise notebook cleaning with the following settings:

    +
      +
    • Clean all outputs and metadata: clear_all
      • +
    • Preserve certain metadata by key: allowed_metadata_keys and allowed_cell_metadata_keys
      • +
    • Clean ids from default Python reprs: clean_ids
      • +
    +

    All of the above can be customised per-user and per-repo.

    +

    Control whether git hooks are run:

    +

    Since git hooks are installed per-repo they’ll only run in repos where you manually nbdev_install_hooks. If you change your mind later, you can uninstall git hooks by following the instructions in the .gitconfig file created in your repo.

    + + +
    + +
    + +
    + + + + + \ No newline at end of file diff --git a/tutorials/git_friendly_jupyter.html.md b/tutorials/git_friendly_jupyter.html.md new file mode 100644 index 000000000..d7ee08ab0 --- /dev/null +++ b/tutorials/git_friendly_jupyter.html.md @@ -0,0 +1,236 @@ +# Git-Friendly Jupyter + + + + +Version control is essential to developing software, yet Jupyter +notebooks don’t work with version control by default. nbdev solves this +problem! It provides a set of hooks which enable git-friendly Jupyter +notebooks in any git repo, including those that don’t use the broader +nbdev system. + +To get started, install nbdev: + +
    + +#### pip + +``` sh +pip install -U nbdev +``` + +#### conda + +``` sh +conda install -c fastai nbdev +``` + +
    + +then install hooks: + +``` sh +nbdev_install_hooks +``` + +That’s it! Read on if you’re stuck or if you’d like to learn more about +nbdev hooks and how to customise them. Check out [our related blog +post](https://www.fast.ai/2022/08/25/jupyter-git/) if you’re curious +about how this feature was developed and how it works under the hood. + +
    + +> **Note** +> +> The [clean hook](#nbdev_clean-on-saving-notebooks-in-jupyter) +> currently only supports Jupyter Notebook and Jupyter Lab. If you’re +> using another notebook editor, like VSCode or PyCharm, you might want +> to use [nbdev’s pre-commit hooks](../tutorials/pre_commit.ipynb). + +
    + +## Quickstart: Install nbdev hooks for a repo + +To start with, change directory to your current project and +double-check. Don’t worry about the strange path, that’s because we’re +using a temporary directory for this tutorial: + +``` sh +pwd +``` + + /private/var/folders/ft/0gnvc3ts5jz4ddqtttp6tjvm0000gn/T/tmpez8nec5v/repo + +Install nbdev: + +``` sh +pip install -Uqq nbdev +``` + +Install nbdev hooks: + +``` sh +nbdev_install_hooks +``` + + Not in a git repository, git hooks cannot be installed. + +You’ll see the above error if you’re not in a git repo. If so, +initialise a git repository: + +``` sh +git init +``` + + Initialized empty Git repository in /private/var/folders/ft/0gnvc3ts5jz4ddqtttp6tjvm0000gn/T/tmpez8nec5v/repo/.git/ + +Then try installing nbdev hooks again: + +``` sh +nbdev_install_hooks +``` + + Hooks are installed. + +If you already have a pre-save hook set in your Jupyter config file we +won’t be able to safely install a new one automatically. Instead, you’ll +encounter an error and will need to follow its instructions for a manual +installation. + +Jupyter hooks will now be installed in your user’s Jupyter config +directory, and will work for all repos by default. Git hooks will only +be installed in the current repo; **you will need to rerun +[`nbdev_install_hooks`](https://nbdev.fast.ai/api/clean.html#nbdev_install_hooks) +for each of your git repos**. See [configuring nbdev +hooks](#configuring-nbdev-hooks) if you’d like to customise hook +behaviour, for example, to opt out of hooks in certain repos. + +## What are nbdev hooks? + +nbdev provides three hooks to ease Jupyter-git integration. + +### [`nbdev_merge`](https://nbdev.fast.ai/api/merge.html#nbdev_merge) on merging notebooks with git + +One of the biggest complaints when working with Jupyter is that merge +conflicts break notebooks. This is particularly problematic in projects +with many collaborators. + +
    + + +
    + +Oftentimes these conflicts are on metadata like cell execution counts +that we don’t really care about. nbdev comes with a custom git merge +driver that automatically fixes conflicting outputs and metadata, and +that leaves remaining conflicts in a state that still works with +Jupyter. It works in all git commands that use merge under the hood, +including `merge`, `pull`, `rebase`, and `stash`. + +Here’s what the conflict looks like in Jupyter with nbdev’s merge +driver: + + + +### [`nbdev_clean`](https://nbdev.fast.ai/api/clean.html#nbdev_clean) on saving notebooks in Jupyter + +Jupyter notebooks store a variety of metadata (including execution +counts and notebook extension info) that aren’t conducive to +collaborative version control systems like git. These pollute diffs in +pull requests and git histories (which can make debugging harder), and +tend to cause merge conflicts. For example: + +``` diff + { + "cell_type": "code", +- "execution_count": 1, ++ "execution_count": 2, + "metadata": { + "hide_input": false + } +``` + +Python’s default repr is another example, since it includes a memory +address which we usually aren’t interested in: + +``` diff +- ++ +``` + +nbdev install a Jupyter hook which runs +[`nbdev_clean`](https://nbdev.fast.ai/api/clean.html#nbdev_clean) to +automatically clean unwanted metadata and outputs from your notebooks, +including ids from default Python reprs! With nbdev hooks, the examples +above would become: + +``` json +{ + "cell_type": "code", + "execution_count": null, + "metadata": {} +} +``` + +and + + + +### [`nbdev_trust`](https://nbdev.fast.ai/api/clean.html#nbdev_trust) after merging notebooks with git + +A side-effect of Jupyter’s security model is that widgets don’t work in +collaborative repos, unless you manually “trust” notebooks after each +`git pull`. There is a good reason behind this: since Jupyter notebooks +contain HTML and JavaScript, the trust system avoids running malicious +code when you open a notebook and don’t explicitly run any cells. See +[the official +documentation](https://jupyter-server.readthedocs.io/en/latest/operators/security.html#security-in-notebook-documents) +for more. + +Manually trusting notebooks each time is a pain. A more natural workflow +would be trust a repo once-off, and all notebooks and changes +thereafter. nbdev includes a git post-merge hook which runs +[`nbdev_trust`](https://nbdev.fast.ai/api/clean.html#nbdev_trust) in +your repo to do exactly this. + +## Configuring nbdev hooks + +The most up-to-date reference of nbdev’s settings is in the +[`nbdev_create_config`](https://nbdev.fast.ai/api/config.html#nbdev_create_config) +docs. In addition, this section will guide you through a few common +configurations. + +**Control whether Jupyter hooks are run:** + +- Globally enable Jupyter hooks: set `jupyter_hooks = True` in user + settings +- Globally disable Jupyter hooks: set `jupyter_hooks = False` in user + settings (at `~/.config/nbdev/settings.ini`) +- Enable Jupyter hooks only for selected repos: set + `jupyter_hooks = False` in user settings and `jupyter_hooks = True` in + selected repo settings + +**Customise notebook cleaning with the following settings:** + +- Clean *all* outputs and metadata: `clear_all` +- Preserve certain metadata by key: `allowed_metadata_keys` and + `allowed_cell_metadata_keys` +- Clean `id`s from default Python `repr`s: `clean_ids` + +All of the above can be customised per-user and per-repo. + +**Control whether git hooks are run:** + +Since git hooks are installed per-repo they’ll only run in repos where +you manually +[`nbdev_install_hooks`](https://nbdev.fast.ai/api/clean.html#nbdev_install_hooks). +If you change your mind later, you can uninstall git hooks by following +the instructions in the `.gitconfig` file created in your repo. diff --git a/tutorials/images/github-actions-initial.png b/tutorials/images/github-actions-initial.png new file mode 100644 index 000000000..05215e710 Binary files /dev/null and b/tutorials/images/github-actions-initial.png differ diff --git a/tutorials/images/github-actions-pages.png b/tutorials/images/github-actions-pages.png new file mode 100644 index 000000000..09f902342 Binary files /dev/null and b/tutorials/images/github-actions-pages.png differ diff --git a/tutorials/images/github-create-new-repo.png b/tutorials/images/github-create-new-repo.png new file mode 100644 index 000000000..a15b1f7fd Binary files /dev/null and b/tutorials/images/github-create-new-repo.png differ diff --git a/tutorials/images/github-enable-pages.png b/tutorials/images/github-enable-pages.png new file mode 100644 index 000000000..20c7a05f9 Binary files /dev/null and b/tutorials/images/github-enable-pages.png differ diff --git a/tutorials/images/github-repo-empty.png b/tutorials/images/github-repo-empty.png new file mode 100644 index 000000000..5e005c0bf Binary files /dev/null and b/tutorials/images/github-repo-empty.png differ diff --git a/tutorials/images/jupyter-blank-terminal.png b/tutorials/images/jupyter-blank-terminal.png new file mode 100644 index 000000000..0cbd7a199 Binary files /dev/null and b/tutorials/images/jupyter-blank-terminal.png differ diff --git a/tutorials/images/jupyter-friendly-conflict.png b/tutorials/images/jupyter-friendly-conflict.png new file mode 100644 index 000000000..8a8ab6ae8 Binary files /dev/null and b/tutorials/images/jupyter-friendly-conflict.png differ diff --git a/tutorials/images/jupyter-unreadable-notebook.png b/tutorials/images/jupyter-unreadable-notebook.png new file mode 100644 index 000000000..77fc22096 Binary files /dev/null and b/tutorials/images/jupyter-unreadable-notebook.png differ diff --git a/tutorials/images/jupyter-welcome.png b/tutorials/images/jupyter-welcome.png new file mode 100644 index 000000000..d5b62b500 Binary files /dev/null and b/tutorials/images/jupyter-welcome.png differ diff --git a/tutorials/images/marie-curie-notebook.jpg b/tutorials/images/marie-curie-notebook.jpg new file mode 100644 index 000000000..2aeef9c64 Binary files /dev/null and b/tutorials/images/marie-curie-notebook.jpg differ diff --git a/tutorials/images/nbdev-hello-world-site-initial.png b/tutorials/images/nbdev-hello-world-site-initial.png new file mode 100644 index 000000000..346924782 Binary files /dev/null and b/tutorials/images/nbdev-hello-world-site-initial.png differ diff --git a/tutorials/index.html b/tutorials/index.html new file mode 100644 index 000000000..ff28bfce4 --- /dev/null +++ b/tutorials/index.html @@ -0,0 +1,1031 @@ + + + + + + + + + +Tutorials – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + + +
    + +
    + + +
    + + + +
    + +
    +
    +

    Tutorials

    +
    + + + +
    + + + + +
    + + + +
    + + +

    Click through to any of these tutorials to get started with nbdev’s features.

    + + + + +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +Title + +Description +
    +End-To-End Walkthrough + +A step-by-step guide to using nbdev +
    +Notebook Best Practices + +How to write great nbdev notebooks +
    +Qmd Documents + +Introduction to qmd – markdown on steroids +
    +RenderScripts + +Introduction to RenderScripts – create web pages using python +
    +Git-Friendly Jupyter + +How to use nbdev hooks for git-friendly Jupyter notebooks +
    +Blogging + +Creating a blog with notebooks +
    +Pre-Commit Hooks + +How to use nbdev’s git pre-commit hooks +
    +Documentation Only Sites + +How to create nbdev powered docs without a library! +
    +Modular nbdev + +How to use nbdev’s various tools separately +
    +Writing nbdev plugins + +How to customize nbdev processors to do what you want +
    +nbdev1 Migration + +How to change your nbdev1 repo to work with nbdev2 +
    +
    +No matching items +
    +
    + +
    + + + + + \ No newline at end of file diff --git a/tutorials/index.md b/tutorials/index.md new file mode 100644 index 000000000..6ad0b0963 --- /dev/null +++ b/tutorials/index.md @@ -0,0 +1,5 @@ +# Tutorials + + +Click through to any of these tutorials to get started with nbdev’s +features. diff --git a/tutorials/migrating.html b/tutorials/migrating.html new file mode 100644 index 000000000..e85118726 --- /dev/null +++ b/tutorials/migrating.html @@ -0,0 +1,1054 @@ + + + + + + + + + + +nbdev1 Migration – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + + +
    + +
    + + +
    + + + +
    + +
    +
    +

    nbdev1 Migration

    +
    + +
    +
    + How to change your nbdev1 repo to work with nbdev2 +
    +
    + + +
    + + + + +
    + + + +
    + + + +

    nbdev v2 is a new from-scratch rewrite of nbdev that’s not backwards compatible. This page describes the changes you need to make to upgrade your nbdev v1 repo to work with the new version. The steps shown here should work on macOS or Linux (including Windows WSL)

    +

    The biggest change is that nbdev2 uses Quarto to generate your website, whereas nbdev1 used nbconvert and jekyll. You can use all of Quarto’s features directly in nbdev, so checkout the Quarto website to see all the amazing functionality it supports.

    +
    +

    Initial setup

    +

    If you’ve pinned nbdev in requirements.txt or settings.ini (e.g nbdev<2) remove the version pin. (If you don’t know what this means, then you don’t have it, so you can ignore this step).

    +

    Install the latest version of nbdev by typing:

    +
    pip install -U nbdev
    +

    or:

    +
    conda install -c fastai nbdev
    +

    You may need to restart your terminal for the new commands to be visible to your shell.

    +
    +
    +

    Upgrade directives

    +

    nbdev has slightly changed how “directive comments” like export and default_exp work, in order to align with how Quarto does things. Now, instead of just adding a # to the start to indicate a directive (e.g #export), you now need to use #| (e.g #|export). You can also optionally add a space (e.g #| export).

    +

    To automatically upgrade your directives to the new format, run in the root of your repo:

    +
    nbdev_migrate
    +

    You should now test that you can export your module by running:

    +
    nbdev_export
    +

    Note that nbdev_export replaces nbdev_build_lib. Run nbdev_export -h to see the options you can pass to it (normally you won’t need to pass any). To see a list of all the commands available in nbdev2, run nbdev_help.

    +
    +
    +

    Add and remove files

    +

    First set a variable with the name of your library, by running the following (replacing “yourlib” with the name of your library’s subdirectory)

    +
    export LIBNAME=yourlib
    +

    Now run the following:

    +
    git rm Makefile
+git add $LIBNAME/_modidx.py
+rm -rf docs
+rm -f .gitconfig 
+rm -f .git/hooks/post-merge
+
+rm -f setup.py
+curl -O https://raw.githubusercontent.com/fastai/nbdev-template/master/styles.css
+curl -O https://raw.githubusercontent.com/fastai/nbdev-template/master/setup.py
+
+cat >>.gitignore <<EOF
+_docs/
+_proc/
+EOF
    +

    As you see above, we’ve remove the Makefile – that’s because all the things done by make before are now handled by nbdev commands directly.

    +
    +
    +
    + +
    +
    +Note +
    +
    +
    +

    All documentation related files should be included in your nbs_path, and all paths should be relative to it. If you have set the nbs_path in your settings.ini file, then copy your styles.css file inside of your nbs_path folder.

    +
    +
    +

    If you use GitHub Actions for continuous integration (CI) you can update this to use nbdev too as follows:

    +
    rm -f .github/workflows/main.yml
+curl -O https://raw.githubusercontent.com/fastai/nbdev-template/master/.github/workflows/test.yaml
+curl -O https://raw.githubusercontent.com/fastai/nbdev-template/master/.github/workflows/deploy.yaml
+mv deploy.yaml test.yaml .github/workflows/
    +
    +
    +

    Update directive names

    +

    A number of directives have changed names. We’ll use perl to fix them. Run these lines in the root of your repo:

    +
    find . -name '*.ipynb' -exec perl -pi -e 's/#\|\s*hide_input/#| echo: false/' {} +
+find . -name '*.ipynb' -exec perl -pi -e 's/#\|\s*hide_output/#| output: false/' {} +
+find . -name '*.ipynb' -exec perl -pi -e 's/#\|\s*skip/#| eval: false/' {} +
+find . -name '*.ipynb' -exec perl -pi -e 's/from nbdev.export import notebook2script/from nbdev import nbdev_export/' {} +
+find . -name '*.ipynb' -exec perl -pi -e 's/notebook2script/nbdev_export/' {} +
    +

    These change the following directives to use functionality built into Quarto:

    +
      +
    • hide_input –> echo: false
      • +
    • hide_output –> output: false
      • +
    • skip –> eval: false
      • +
    +

    They also update the new location and name of the nbdev_export python function.

    +

    If you have any notebooks that you’ve asked nbdev1 to skip (using all_slow), you’ll need to add a raw cell to the top of your notebook containing YAML frontmatter. The frontmatter needs to include skip_showdoc: true to avoid running cells when rendering docs, and skip_exec: true to skip this notebook when running tests. E.g to do both, you would add a raw cell (or update your existing frontmatter raw cell) to contain:

    +
    ---
+skip_showdoc: true
+skip_exec: true
+---
    +

    Or you can also add these flags in a markdown cell,

    +
    # title
+> description
+
+- skip_showdoc: true
+- skip_exec: true
    +
    +
    +

    Edit Workflow Permissions

    +

    Make sure your workflow permissions are set to “Read and write permissions”, which you can find in Settings → Actions → General → Workflow permissions:

    +
    +
    +

    +
    GitHub Pages settings
    +
    +
    +
    +
    +
    + +
    +
    +Important +
    +
    +
    +

    Failure to set the correct permissions may result in an error message like this:

    +
     fatal: unable to access 'https://github.com/user/repo.git/': The requested URL returned error: 403
+  Error: Action failed with "The process '/usr/bin/git' failed with exit code 128"
    +
    +
    +
    +
    +

    Edit GitHub Pages Permissions

    +

    At this point you will want to commit the files with the changes you made to GitHub. Wait for GitHub Actions to run and pass. A new branch in your repo will automatically be created called gh-pages. You want to enable GitHub Pages to work off this branch by configuring your Pages to settings to look like this:

    +

    Access this screen under Settings → Pages

    +
      +
    • Select “Deploy from a branch” in the drop down list for Source.
      • +
    • Specify gh-pages as the branch
      • +
    • Specify the /root as the location
      • +
    • Click save
      • +
    +
    +
    +

    +
    Actions workflow permissions
    +
    +
    +
    +
    +

    Final steps

    +

    You should now edit settings.ini, and change doc_path from docs to _docs, since that’s where nbdev2 will build your website.

    +

    If you use a custom domain for your website, you should move your CNAME file into the directory containing your notebooks.

    +

    Before pushing to GitHub, check that your website looks OK locally by running:

    +
    nbdev_preview
    +

    Now prepare to commit to GitHub:

    +
    nbdev_prepare
    +

    You can now commit to GitHub as usual. Finally, update Github Pages by clicking on the Settings tab in your repo, then click Pages on the left side bar. Set “Source” to gh-pages branch and the /root folder.

    + + +
    + +
    + +
    + + + + + \ No newline at end of file diff --git a/tutorials/migrating.html.md b/tutorials/migrating.html.md new file mode 100644 index 000000000..1841461d4 --- /dev/null +++ b/tutorials/migrating.html.md @@ -0,0 +1,222 @@ +# nbdev1 Migration + + + + +nbdev v2 is a new from-scratch rewrite of nbdev that’s not backwards +compatible. This page describes the changes you need to make to upgrade +your nbdev v1 repo to work with the new version. The steps shown here +should work on macOS or Linux (including Windows WSL) + +The biggest change is that nbdev2 uses [Quarto](https://quarto.org/) to +generate your website, whereas nbdev1 used nbconvert and jekyll. You can +use all of Quarto’s features directly in nbdev, so checkout the Quarto +website to see all the amazing functionality it supports. + +## Initial setup + +If you’ve pinned nbdev in `requirements.txt` or `settings.ini` (e.g +`nbdev<2`) remove the version pin. (*If you don’t know what this means, +then you don’t have it, so you can ignore this step*). + +Install the latest version of nbdev by typing: + + pip install -U nbdev + +or: + + conda install -c fastai nbdev + +You may need to restart your terminal for the new commands to be visible +to your shell. + +## Upgrade directives + +nbdev has slightly changed how “directive comments” like `export` and +`default_exp` work, in order to align with how Quarto does things. Now, +instead of just adding a `#` to the start to indicate a directive (e.g +`#export`), you now need to use `#|` (e.g `#|export`). You can also +optionally add a space (e.g `#| export`). + +To automatically upgrade your directives to the new format, run in the +root of your repo: + + nbdev_migrate + +You should now test that you can export your module by running: + + nbdev_export + +Note that +[`nbdev_export`](https://nbdev.fast.ai/api/doclinks.html#nbdev_export) +replaces `nbdev_build_lib`. Run `nbdev_export -h` to see the options you +can pass to it (normally you won’t need to pass any). To see a list of +all the commands available in nbdev2, run `nbdev_help`. + +## Add and remove files + +First set a variable with the name of your library, by running the +following (replacing “yourlib” with the name of your library’s +subdirectory) + + export LIBNAME=yourlib + +Now run the following: + +``` bash +git rm Makefile +git add $LIBNAME/_modidx.py +rm -rf docs +rm -f .gitconfig +rm -f .git/hooks/post-merge + +rm -f setup.py +curl -O https://raw.githubusercontent.com/fastai/nbdev-template/master/styles.css +curl -O https://raw.githubusercontent.com/fastai/nbdev-template/master/setup.py + +cat >>.gitignore < + +> **Note** +> +> All documentation related files should be included in your `nbs_path`, +> and all paths should be relative to it. If you have set the `nbs_path` +> in your `settings.ini` file, then copy your `styles.css` file inside +> of your `nbs_path` folder. + +
    + +If you use GitHub Actions for continuous integration (CI) you can update +this to use nbdev too as follows: + +``` bash +rm -f .github/workflows/main.yml +curl -O https://raw.githubusercontent.com/fastai/nbdev-template/master/.github/workflows/test.yaml +curl -O https://raw.githubusercontent.com/fastai/nbdev-template/master/.github/workflows/deploy.yaml +mv deploy.yaml test.yaml .github/workflows/ +``` + +## Update directive names + +A number of directives have changed names. We’ll use `perl` to fix them. +Run these lines in the root of your repo: + +``` bash +find . -name '*.ipynb' -exec perl -pi -e 's/#\|\s*hide_input/#| echo: false/' {} + +find . -name '*.ipynb' -exec perl -pi -e 's/#\|\s*hide_output/#| output: false/' {} + +find . -name '*.ipynb' -exec perl -pi -e 's/#\|\s*skip/#| eval: false/' {} + +find . -name '*.ipynb' -exec perl -pi -e 's/from nbdev.export import notebook2script/from nbdev import nbdev_export/' {} + +find . -name '*.ipynb' -exec perl -pi -e 's/notebook2script/nbdev_export/' {} + +``` + +These change the following directives to use functionality built into +Quarto: + +- `hide_input` –\> `echo: false` +- `hide_output` –\> `output: false` +- `skip` –\> `eval: false` + +They also update the new location and name of the +[`nbdev_export`](https://nbdev.fast.ai/api/doclinks.html#nbdev_export) +python function. + +If you have any notebooks that you’ve asked nbdev1 to skip (using +`all_slow`), you’ll need to add a [raw +cell](https://quarto.org/docs/tools/jupyter-lab.html#yaml-front-matter) +to the top of your notebook containing YAML frontmatter. The frontmatter +needs to include `skip_showdoc: true` to avoid running cells when +rendering docs, and `skip_exec: true` to skip this notebook when running +tests. E.g to do both, you would add a raw cell (or update your existing +frontmatter raw cell) to contain: + + --- + skip_showdoc: true + skip_exec: true + --- + +Or you can also add these flags in a markdown cell, + +``` md +# title +> description + +- skip_showdoc: true +- skip_exec: true +``` + +## Edit Workflow Permissions + +Make sure your workflow permissions are set to “Read and write +permissions”, which you can find in Settings → Actions → General → +Workflow permissions: + +
    + + +
    + +
    + +> **Important** +> +> Failure to set the correct permissions may result in an error message +> like this: +> +> fatal: unable to access 'https://github.com/user/repo.git/': The requested URL returned error: 403 +> Error: Action failed with "The process '/usr/bin/git' failed with exit code 128" + +
    + +## Edit GitHub Pages Permissions + +At this point you will want to commit the files with the changes you +made to GitHub. Wait for GitHub Actions to run and pass. A new branch in +your repo will automatically be created called `gh-pages`. You want to +enable GitHub Pages to work off this branch by configuring your Pages to +settings to look like this: + +Access this screen under Settings → Pages + +- Select “Deploy from a branch” in the drop down list for Source. +- Specify `gh-pages` as the branch +- Specify the `/root` as the location +- Click save + +
    + + +
    + +## Final steps + +You should now edit `settings.ini`, and change `doc_path` from `docs` to +`_docs`, since that’s where nbdev2 will build your website. + +If you use a custom domain for your website, you should move your +`CNAME` file into the directory containing your notebooks. + +Before pushing to GitHub, check that your website looks OK locally by +running: + + nbdev_preview + +Now prepare to commit to GitHub: + + nbdev_prepare + +You can now commit to GitHub as usual. Finally, update Github Pages by +clicking on the Settings tab in your repo, then click Pages on the left +side bar. Set “Source” to gh-pages branch and the /root folder. diff --git a/tutorials/modular_nbdev.html b/tutorials/modular_nbdev.html new file mode 100644 index 000000000..3102db073 --- /dev/null +++ b/tutorials/modular_nbdev.html @@ -0,0 +1,1031 @@ + + + + + + + + + + +Modular nbdev – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + + +
    + +
    + + +
    + + + +
    + +
    +
    +

    Modular nbdev

    +
    + +
    +
    + How to use nbdev’s various tools separately +
    +
    + + +
    + + + + +
    + + + +
    + + + +

    While nbdev_new gets you started with everything you need to create a delightful Python package, you can also use each of nbdev’s components listed below on their own. You might find this useful if you’re porting a large system over to nbdev, documenting an existing code base, or if you’d like to customize the nbdev workflow for your own project. Note that all of the commands below work without a settings.ini file unless otherwise noted.

    +
    +

    Document existing code: show_doc

    +

    nbdev allows you to document existing code, even code that is not written in nbdev! nbdev.showdoc.show_doc allows you to render beautiful API documentation in notebooks and on Quarto sites. For example, you can render API documentation for numpy.all like this:

    +
    +
    from nbdev.showdoc import show_doc
+from numpy import all
+show_doc(all)
    +
    +
    +

    all

    +
    +
     all (a, axis=None, out=None, keepdims=<no value>, where=<no value>)
    +
    +

    Test whether all array elements along a given axis evaluate to True.

    + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    TypeDefaultDetails
    aarray_likeInput array or object that can be converted to an array.
    axisNoneTypeNoneAxis or axes along which a logical AND reduction is performed.
    The default (axis=None) is to perform a logical AND over all
    the dimensions of the input array. axis may be negative, in
    which case it counts from the last to the first axis.

    .. versionadded:: 1.7.0

    If this is a tuple of ints, a reduction is performed on multiple
    axes, instead of a single axis or all the axes as before.
    outNoneTypeNoneAlternate output array in which to place the result.
    It must have the same shape as the expected output and its
    type is preserved (e.g., if dtype(out) is float, the result
    will consist of 0.0’s and 1.0’s). See :ref:ufuncs-output-type for more
    details.
    keepdims_NoValueTypeIf this is set to True, the axes which are reduced are left
    in the result as dimensions with size one. With this option,
    the result will broadcast correctly against the input array.

    If the default value is passed, then keepdims will not be
    passed through to the all method of sub-classes of
    ndarray, however any non-default value will be. If the
    sub-class’ method does not implement keepdims any
    exceptions will be raised.
    where_NoValueTypeElements to include in checking for all True values.
    See ~numpy.ufunc.reduce for details.

    .. versionadded:: 1.20.0
    Returnsndarray, boolA new boolean or array is returned unless out is specified,
    in which case a reference to out is returned.
    +
    +
    +
    +
    +
    + +
    +
    +Note +
    +
    +
    +

    show_doc automatically parses docstrings that are written in the numpy style. For more information read here.

    +
    +
    +
    +
    +

    Testing notebooks: nbdev_test

    +

    Testing notebooks can be very useful outside of nbdev, especially if you are documenting an existing code base and want to incorporate tests for your docs. The nbdev_test CLI utility allows you to accomplish this:

    +

    You can test an individual notebook with the terminal command:

    +
    nbdev_test --path notebook.ipynb
    +

    …or a folder of notebooks:

    +
    nbdev_test --path tests/
    +
    +
    +

    Export code to modules: nb_export

    +

    You can export a notebook to a module with the Python function:

    +
    nb_export('notebook.ipynb', 'pkg')
    +

    …provided the notebook specifies a default_exp directive at the top, and export directives above each cell to be exported. We recommend including this in a code cell at the bottom of your notebook for convenience.

    +
    +
    +

    Jupyter-git integration

    +

    Jupyter and Git don’t normally play well together, especially for things like merge conflicts. We have outlined all of these problems, and our solutions in this blog post. You can install our merge driver and hooks with the following command:

    +
    nbdev_install_hooks
    +

    We describe what nbdev_install_hooks does in detail on this page.

    +

    You can also directly use any of its underlying commands, for example, to implement your own hooks or extensions:

    + +

    To configure your own hooks, Check out the pre-commit hooks tutorial.

    +
    +
    +

    Python packaging

    +

    nbdev.releaseprovides utlities for easy packaging on PyPI, conda, and GitHub. Check out the nbdev.release docs for more information. Note that this functionality requires a settings.ini file.

    + + +
    + +
    + +
    + + + + + \ No newline at end of file diff --git a/tutorials/modular_nbdev.html.md b/tutorials/modular_nbdev.html.md new file mode 100644 index 000000000..d1895f7f4 --- /dev/null +++ b/tutorials/modular_nbdev.html.md @@ -0,0 +1,195 @@ +# Modular nbdev + + + + +While [`nbdev_new`](https://nbdev.fast.ai/api/cli.html#nbdev_new) gets +you started with everything you need to create a delightful Python +package, **you can also use each of nbdev’s components listed below on +their own**. You might find this useful if you’re porting a large system +over to nbdev, documenting an existing code base, or if you’d like to +customize the nbdev workflow for your own project. Note that all of the +commands below work without a `settings.ini` file unless otherwise +noted. + +## Document existing code: [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) + +nbdev allows you to document existing code, even code that is not +written in nbdev! +[`nbdev.showdoc.show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) +allows you to render beautiful API documentation in notebooks and on +Quarto sites. For example, you can render API documentation for +[`numpy.all`](https://numpy.org/doc/stable/reference/generated/numpy.all.html#numpy.all) +like this: + +
    + +``` python +from nbdev.showdoc import show_doc +from numpy import all +show_doc(all) +``` + +------------------------------------------------------------------------ + +### all + +> all (a, axis=None, out=None, keepdims=, where=) + +Test whether all array elements along a given axis evaluate to True. + + ++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    TypeDefaultDetails
    aarray_likeInput array or object that can be converted to an array.
    axisNoneTypeNoneAxis or axes along which a logical AND reduction is +performed.
    The default (axis=None) is to perform a +logical AND over all
    the dimensions of the input array. +axis may be negative, in
    which case it counts from the +last to the first axis.

    .. versionadded:: 1.7.0

    If this is +a tuple of ints, a reduction is performed on multiple
    axes, instead +of a single axis or all the axes as before.
    outNoneTypeNoneAlternate output array in which to place the result.
    It must have +the same shape as the expected output and its
    type is preserved +(e.g., if dtype(out) is float, the result
    will consist +of 0.0’s and 1.0’s). See :ref:ufuncs-output-type for +more
    details.
    keepdims_NoValueTypeIf this is set to True, the axes which are reduced are left
    in +the result as dimensions with size one. With this option,
    the result +will broadcast correctly against the input array.

    If the default +value is passed, then keepdims will not be
    passed +through to the all method of sub-classes +of
    ndarray, however any non-default value will be. If +the
    sub-class’ method does not implement keepdims +any
    exceptions will be raised.
    where_NoValueTypeElements to include in checking for all True +values.
    See ~numpy.ufunc.reduce for details.

    .. +versionadded:: 1.20.0
    Returnsndarray, boolA new boolean or array is returned unless out +is specified,
    in which case a reference to out is +returned.
    + +
    + +
    + +> **Note** +> +> [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc) +> automatically parses docstrings that are written in the numpy style. +> For more information [read +> here](../api/showdoc.ipynb#numpy-docstrings). + +
    + +## Testing notebooks: [`nbdev_test`](https://nbdev.fast.ai/api/test.html#nbdev_test) + +Testing notebooks can be very useful outside of nbdev, especially if you +are documenting an existing code base and want to incorporate tests for +your docs. The +[`nbdev_test`](https://nbdev.fast.ai/api/test.html#nbdev_test) CLI +utility allows you to accomplish this: + +You can test an individual notebook with the terminal command: + +``` sh +nbdev_test --path notebook.ipynb +``` + +…or a folder of notebooks: + +``` sh +nbdev_test --path tests/ +``` + +## Export code to modules: [`nb_export`](https://nbdev.fast.ai/api/export.html#nb_export) + +You can export a notebook to a module with the Python function: + +``` python +nb_export('notebook.ipynb', 'pkg') +``` + +…provided the notebook specifies a `default_exp` directive at the top, +and `export` directives above each cell to be exported. We recommend +including this in a code cell at the bottom of your notebook for +convenience. + +## Jupyter-git integration + +Jupyter and Git don’t normally play well together, especially for things +like merge conflicts. We have outlined all of these problems, and our +solutions in [this blog +post](../blog/posts/2022-08-25-jupyter-git/index.qmd). You can install +our merge driver and hooks with the following command: + +``` bash +nbdev_install_hooks +``` + +We describe what +[`nbdev_install_hooks`](https://nbdev.fast.ai/api/clean.html#nbdev_install_hooks) +does in detail on [this page](git_friendly_jupyter.ipynb). + +You can also directly use any of its underlying commands, for example, +to implement your own hooks or extensions: + +- [`nbdev_clean`](https://nbdev.fast.ai/api/clean.html#nbdev_clean) +- [`nbdev_fix`](https://nbdev.fast.ai/api/merge.html#nbdev_fix) +- [`nbdev_merge`](https://nbdev.fast.ai/api/merge.html#nbdev_merge) +- [`nbdev_trust`](https://nbdev.fast.ai/api/clean.html#nbdev_trust) + +To configure your own hooks, Check out the [pre-commit hooks +tutorial](../tutorials/pre_commit.ipynb). + +## Python packaging + +`nbdev.release`provides utlities for easy packaging on PyPI, conda, and +GitHub. Check out the [`nbdev.release`](../api/release.html) docs for +more information. Note that this functionality requires a settings.ini +file. diff --git a/tutorials/pre_commit.html b/tutorials/pre_commit.html new file mode 100644 index 000000000..1c22f1909 --- /dev/null +++ b/tutorials/pre_commit.html @@ -0,0 +1,981 @@ + + + + + + + + + + +Pre-Commit Hooks – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + + +
    + +
    + + +
    + + + +
    + +
    +
    +

    Pre-Commit Hooks

    +
    + +
    +
    + How to use nbdev’s git pre-commit hooks +
    +
    + + +
    + + + + +
    + + + +
    + + + +

    We provide hooks for the pre-commit framework to catch and fix uncleaned and unexported notebooks, locally, without having to wait for continuous integration pipelines to run.

    +

    They might also be useful as an alternative to the Jupyter clean hook if you’re using a notebook editor that isn’t yet supported (e.g. VSCode).

    +
    +

    Install pre-commit

    +

    …Install pre-commit (check their latest instructions if you have any difficulty with these commands):

    +
    + +
    +
    +
    pip install pre-commit
    +
    +
    +
    conda install -c conda-forge pre-commit
    +
    +
    +
    brew install pre-commit
    +
    +
    +
    +
    +
    +

    Configure pre-commit for your repo

    +

    Create a file named .pre-commit-config.yaml in the root of your repo, with the following contents:

    +
    repos:
+- repo: https://github.com/fastai/nbdev
+  rev: 2.2.10
+  hooks:
+  - id: nbdev_clean
+  - id: nbdev_export
    +

    Include only the hook(s) you’d like to run, as well as any other supported hooks.

    +
    +
    +
    + +
    +
    +Tip +
    +
    +
    +

    If you expect all collaborators to use pre-commit, add the .pre-commit-config.yaml file to your repo. Otherwise, add it to your .gitignore.

    +
    +
    +

    Install pre-commit hooks into your repo:

    +
    pre-commit install
    +
    +
    +

    Make a commit and enjoy pre-commit in action

    +

    When you do a git commit in a repo that has pre-commit hooks installed, your new workflow will be as follows:

    +
      +
    1. pre-commit runs each hook on your staged changes (as in, changes that you git added)
      2. +
    2. If a hook changes files – for example, if a commited notebook wasn’t cleaned – pre-commit stops the commit, leaving those changes as unstaged
      3. +
    3. You can now stage those changes and make any edits required to get pre-commit to pass
      4. +
    4. Redo the git commit, and if it succeeds, your commit will be created.
      5. +
    +

    Using it in practice isn’t as complicated as it might sound. The best way to figure out if it works for you is to give it a try.

    +
    +
    +

    How to override pre-commit if you get stuck

    +

    If you struggle to get pre-commit to pass a commit that you absolutely think is correct, you can temporarily disable a hook like this:

    +
    SKIP=hook git commit
    +

    …where hook refers to a valid hook in your configuration, for example, to disable the nbdev_export hook:

    +
    SKIP=nbdev_export git commit
    +

    You can also disable pre-commit entirely with the --no-verify flag:

    +
    git commit --no-verify
    +

    Finally, if you decide it’s not for you, you can completely remove pre-commit hooks from your repo with:

    +
    pre-commit uninstall
    + + +
    + +
    + +
    + + + + + \ No newline at end of file diff --git a/tutorials/pre_commit.html.md b/tutorials/pre_commit.html.md new file mode 100644 index 000000000..39f3ad759 --- /dev/null +++ b/tutorials/pre_commit.html.md @@ -0,0 +1,124 @@ +# Pre-Commit Hooks + + + + +We provide hooks for the [pre-commit framework](https://pre-commit.com/) +to catch and fix uncleaned and unexported notebooks, locally, without +having to wait for continuous integration pipelines to run. + +They might also be useful as an alternative to the [Jupyter clean +hook](../tutorials/git_friendly_jupyter.ipynb#nbdev_clean-on-saving-notebooks-in-jupyter) +if you’re using a notebook editor that isn’t yet supported +(e.g. VSCode). + +## Install pre-commit + +…Install pre-commit (check [their latest +instructions](https://pre-commit.com/#install) if you have any +difficulty with these commands): + +
    + +#### pip + +``` sh +pip install pre-commit +``` + +#### conda + +``` sh +conda install -c conda-forge pre-commit +``` + +#### homebrew (macOS) + +``` sh +brew install pre-commit +``` + +
    + +## Configure pre-commit for your repo + +Create a file named `.pre-commit-config.yaml` in the root of your repo, +with the following contents: + +``` yaml +repos: +- repo: https://github.com/fastai/nbdev + rev: 2.2.10 + hooks: + - id: nbdev_clean + - id: nbdev_export +``` + +Include only the hook(s) you’d like to run, as well as any other +[supported hooks](https://pre-commit.com/hooks.html). + +
    + +> **Tip** +> +> If you expect all collaborators to use pre-commit, add the +> `.pre-commit-config.yaml` file to your repo. Otherwise, add it to your +> `.gitignore`. + +
    + +Install pre-commit hooks into your repo: + +``` sh +pre-commit install +``` + +## Make a commit and enjoy pre-commit in action + +When you do a `git commit` in a repo that has pre-commit hooks +installed, your new workflow will be as follows: + +1. pre-commit runs each hook on your *staged* changes (as in, changes + that you `git add`ed) +2. If a hook changes files – for example, if a commited notebook wasn’t + cleaned – pre-commit stops the commit, leaving those changes as + *unstaged* +3. You can now stage those changes and make any edits required to get + pre-commit to pass +4. Redo the `git commit`, and if it succeeds, your commit will be + created. + +Using it in practice isn’t as complicated as it might sound. The best +way to figure out if it works for you is to give it a try. + +## How to override pre-commit if you get stuck + +If you struggle to get pre-commit to pass a commit that you absolutely +think is correct, you can [temporarily disable a +hook](https://pre-commit.com/#temporarily-disabling-hooks) like this: + +``` sh +SKIP=hook git commit +``` + +…where `hook` refers to a valid hook in your configuration, for example, +to disable the +[`nbdev_export`](https://nbdev.fast.ai/api/doclinks.html#nbdev_export) +hook: + +``` sh +SKIP=nbdev_export git commit +``` + +You can also disable pre-commit entirely with the `--no-verify` flag: + +``` sh +git commit --no-verify +``` + +Finally, if you decide it’s not for you, you can completely remove +pre-commit hooks from your repo with: + +``` sh +pre-commit uninstall +``` diff --git a/tutorials/qmd_intro.html b/tutorials/qmd_intro.html new file mode 100644 index 000000000..1412a2cc8 --- /dev/null +++ b/tutorials/qmd_intro.html @@ -0,0 +1,1070 @@ + + + + + + + + + + +Qmd Documents – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + + +
    + +
    + + +
    + + + +
    + +
    +
    +

    Qmd Documents

    +
    + +
    +
    + Introduction to qmd – markdown on steroids +
    +
    + + +
    + + + + +
    + + + +
    + + +

    Qmd documents are Markdown documents, but with loads of extra functionality provided by Quarto and Pandoc. nbdev uses Quarto to render its pages (with some extra functionality), and Quarto uses Pandoc to render its pages (with some extra functionality). Every markdown cell in an nbdev notebook is treated as qmd, and nbdev can publish plain qmd text files, and qmd RenderScripts. Therefore, it’s a good idea to be familiar with the main features of qmd.

    +

    Just like with RenderScripts, you can use hot/live reloading with plain qmd text files – so as soon as you save the file, you’ll see the new output in your web browser (assuming you’ve got nbdev_preview running).

    +
    +

    Computations

    +

    You can generate data-driven documents using qmd files. For instance, consider this table (also shown in the RenderScript tutorial for comparison), containing a list of the people with testimonials on nbdev’s home page:

    + +++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    NamePosition
    Chris LattnerInventor of Swift and LLVM
    Fernando PérezCreator of Jupyter
    David BergSoftware Engineer, Netflix
    Erik GaasedelenSoftware Engineer, Lyft
    Roxanna PourzandProduct Manager, Transform
    Hugo Bowne-AndersonHead of Developer Relations, Outerbounds
    +

    The table above is generated using an embedded qmd computation block from the following python list:

    +
    +
    testimonials = [
+    ('chris-lattner.png', 'Chris Lattner', 'Inventor of Swift and LLVM'),
+    ('fernando-pérez.jpeg', 'Fernando Pérez', 'Creator of Jupyter'),
+    ('david-berg.jpeg', 'David Berg', 'Software Engineer, Netflix'),
+    ('erik-gaasedelen.jpeg', 'Erik Gaasedelen', 'Software Engineer, Lyft'),
+    ('roxanna-pourzand.jpeg', 'Roxanna Pourzand', 'Product Manager, Transform'),
+    ('hugo-bowne-anderson.jpeg', 'Hugo Bowne-Anderson', 'Head of Developer Relations, Outerbounds')
+]
    +
    +

    Just like in the RenderScript example, to produce the table from this python list, the following four lines of code are used:

    +
    print(qmd.tbl_row(['','Name','Position']))
+print(qmd.tbl_sep([1,3,4]))
+for fname,name,position in testimonials:
+    print(qmd.tbl_row([im(fname, 60), name, position]))
    +

    For data-driven documents such as this one, we add the following to the YAML frontmatter, which hides the code used to produce outputs, and also does not add any extra formatting to outputs:

    +
    ---
+execute:
+  echo: false
+  output: asis
+---
    +

    Compare the source code of the RenderScript example and of the current page to see how computations are used in RenderScripts compared to plain qmd text files. We find that we like to use Notebooks for most pages we build, since they’ve got so much helpful functionality (such as pasting images directly into cells). We use RenderScripts for complex web pages like the nbdev home page, and qmd files for pages that are mainly markdown and don’t need any notebook functionality.

    +
    +
    +

    Formatting

    +

    In addition to the standard markdown formatting, Quarto qmd adds many additional features. Look at the full quarto docs to see everything it can do – we’ll just highlight a few of our favorites here.

    +
    +

    Divs and classes

    +

    You can create HTML divs, by surrounding lines with :::. Divs can include classes by placing {.classname} after the opening :::. Here’s an example:

    +
    ::: {.border}
+This content can be styled with a border
+:::
    +

    This is how that’s rendered:

    +
    +

    This content can be styled with a border

    +
    +

    You might be wondering where that border class comes from… Quarto comes with support for Bootstrap 5 and Bootswatch themes so there’s lots of classes available you can use in your documents. Remember, all notebook markdown cells are also considered qmd, and can also use all the formatting tricks discussed in this section.

    +
    +
    +

    Callouts

    +

    A special kind of block you can use is the callout block. Here’s an example:

    +
    :::{.callout-note}
+Note that there are five types of callouts, including:
+`note`, `warning`, `important`, `tip`, and `caution`.
+:::
    +

    …and here’s how it’s rendered:

    +
    +
    +
    + +
    +
    +Note +
    +
    +
    +

    Note that there are five types of callouts, including: note, warning, important, tip, and caution.

    +
    +
    +
    +
    +

    Images

    +

    You can add images (quarto calls them figures to your document, along with captions, and you can even arrange them into layouts. Here’s an example:

    +
    ::: {layout-ncol=3}
+![Jupyter](/images/jupyter.svg)
+
+![Vscode](/images/vscode.svg)
+
+![Git](/images/git.svg)
+:::
    +
    + +
    +
    +
    +
    +
    +
    +

    +
    Jupyter
    +
    +
    +
    +
    +
    +
    +

    +
    Vscode
    +
    +
    +
    +
    +
    +
    +

    +
    Git
    +
    +
    +
    +
    +
    + + +
    +
    + +
    + +
    + + + + + \ No newline at end of file diff --git a/tutorials/qmd_intro.md b/tutorials/qmd_intro.md new file mode 100644 index 000000000..5e6f1dd06 --- /dev/null +++ b/tutorials/qmd_intro.md @@ -0,0 +1,201 @@ +# Qmd Documents + + +*Qmd documents* are [Markdown]() documents, but with loads of extra +functionality provided by [Quarto](https://quarto.org/) and +[Pandoc](https://pandoc.org/). nbdev uses Quarto to render its pages +(with some extra functionality), and Quarto uses Pandoc to render its +pages (with some extra functionality). Every markdown cell in an nbdev +notebook is treated as qmd, and nbdev can publish plain qmd text files, +and qmd [RenderScripts](../tutorials/renderscript.html). Therefore, it’s +a good idea to be familiar with the main features of qmd. + +Just like with RenderScripts, you can use hot/live reloading with plain +qmd text files – so as soon as you save the file, you’ll see the new +output in your web browser (assuming you’ve got `nbdev_preview` +running). + +## Computations + +You can generate data-driven documents using qmd files. For instance, +consider this table (also shown in the RenderScript tutorial for +comparison), containing a list of the people with testimonials on +nbdev’s home page: + + +++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    NamePosition
    Chris LattnerInventor of Swift and LLVM
    Fernando PérezCreator of Jupyter
    David BergSoftware Engineer, Netflix
    Erik GaasedelenSoftware Engineer, Lyft
    Roxanna PourzandProduct Manager, Transform
    Hugo Bowne-AndersonHead of Developer Relations, Outerbounds
    + +The table above is generated using an embedded [qmd computation +block](https://quarto.org/docs/computations/python.html) from the +following python list: + +
    + +``` python +testimonials = [ + ('chris-lattner.png', 'Chris Lattner', 'Inventor of Swift and LLVM'), + ('fernando-pérez.jpeg', 'Fernando Pérez', 'Creator of Jupyter'), + ('david-berg.jpeg', 'David Berg', 'Software Engineer, Netflix'), + ('erik-gaasedelen.jpeg', 'Erik Gaasedelen', 'Software Engineer, Lyft'), + ('roxanna-pourzand.jpeg', 'Roxanna Pourzand', 'Product Manager, Transform'), + ('hugo-bowne-anderson.jpeg', 'Hugo Bowne-Anderson', 'Head of Developer Relations, Outerbounds') +] +``` + +
    + +Just like in the RenderScript example, to produce the table from this +python list, the following four lines of code are used: + +``` python +print(qmd.tbl_row(['','Name','Position'])) +print(qmd.tbl_sep([1,3,4])) +for fname,name,position in testimonials: + print(qmd.tbl_row([im(fname, 60), name, position])) +``` + +For data-driven documents such as this one, we add the following to the +YAML frontmatter, which hides the code used to produce outputs, and also +does not add any extra formatting to outputs: + + --- + execute: + echo: false + output: asis + --- + +Compare the source code of the RenderScript example and of the current +page to see how computations are used in RenderScripts compared to plain +qmd text files. We find that we like to use Notebooks for most pages we +build, since they’ve got so much helpful functionality (such as pasting +images directly into cells). We use RenderScripts for complex web pages +like the nbdev home page, and qmd files for pages that are mainly +markdown and don’t need any notebook functionality. + +## Formatting + +In addition to the [standard markdown +formatting](https://quarto.org/docs/authoring/markdown-basics.html), +Quarto qmd adds many additional features. Look at the full quarto docs +to see everything it can do – we’ll just highlight a few of our +favorites here. + +### Divs and classes + +You can create HTML +[divs](https://quarto.org/docs/authoring/markdown-basics.html#divs-and-spans), +by surrounding lines with `:::`. Divs can include classes by placing +`{.classname}` after the opening `:::`. Here’s an example: + +``` markdown +::: {.border} +This content can be styled with a border +::: +``` + +This is how that’s rendered: + +
    + +This content can be styled with a border + +
    + +You might be wondering where that `border` class comes from… Quarto +comes with support for [Bootstrap 5 and Bootswatch +themes](https://quarto.org/docs/output-formats/html-themes.html) so +there’s lots of classes available you can use in your documents. +Remember, all notebook markdown cells are also considered qmd, and can +also use all the formatting tricks discussed in this section. + +### Callouts + +A special kind of block you can use is the [callout +block](https://quarto.org/docs/authoring/callouts.html). Here’s an +example: + +``` markdown +:::{.callout-note} +Note that there are five types of callouts, including: +`note`, `warning`, `important`, `tip`, and `caution`. +::: +``` + +…and here’s how it’s rendered: + +
    + +> **Note** +> +> Note that there are five types of callouts, including: `note`, +> `warning`, `important`, `tip`, and `caution`. + +
    + +### Images + +You can add images (quarto calls them +[figures](https://quarto.org/docs/authoring/figures.html) to your +document, along with captions, and you can even arrange them into +layouts. Here’s an example: + +``` markdown +::: {layout-ncol=3} +![Jupyter](/images/jupyter.svg) + +![Vscode](/images/vscode.svg) + +![Git](/images/git.svg) +::: +``` + +
    + +
    diff --git a/tutorials/renderscript.html b/tutorials/renderscript.html new file mode 100644 index 000000000..c909b400e --- /dev/null +++ b/tutorials/renderscript.html @@ -0,0 +1,977 @@ + + + + + + + + + + +RenderScripts – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + + +
    + +
    + + +
    + + + +
    + +
    +
    +

    RenderScripts

    +
    + +
    +
    + Introduction to RenderScripts – create web pages using python +
    +
    + + +
    + + + + +
    + + + +
    + + +

    RenderScripts are regular Python scripts, except that:

    +
      +
    • Rather than just having the extension .py, they have an extension like .qmd.py
      • +
    • They contain a module docstring containing frontmatter (i.e three hyphens on a line, then some yaml, then another three hyphens on a line).
      • +
    +

    These scripts are run when your site is rendered. Anything that they print to stdout becomes a new file in your site. The name of the file is the same as the name of the .py script, but without the .py extension. For instance, the page you’re reading right now page is created by a script called renderscript.qmd.py, which you’ll find here.

    +

    Hot/live reloading even works with these .py scripts – so as soon as you save the script, you’ll see the new output in your web browser.

    +

    This approach can be particularly helpful for generating data-driven documents. For instance, consider this table, containing a list of the people with testimonials on nbdev’s home page:

    + +++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    NamePosition
    Chris LattnerInventor of Swift and LLVM
    Fernando PérezCreator of Jupyter
    David BergSoftware Engineer, Netflix
    Erik GaasedelenSoftware Engineer, Lyft
    Roxanna PourzandProduct Manager, Transform
    Hugo Bowne-AndersonHead of Developer Relations, Outerbounds
    +

    When creating a table like this, it can be tricky to ensure that markdown is correct and consistent for every row. It can be easier and more maintainable to programatically generate it. The table above is generated from the following python list:

    +
    +
    testimonials = [
+    ('chris-lattner.png', 'Chris Lattner', 'Inventor of Swift and LLVM'),
+    ('fernando-pérez.jpeg', 'Fernando Pérez', 'Creator of Jupyter'),
+    ('david-berg.jpeg', 'David Berg', 'Software Engineer, Netflix'),
+    ('erik-gaasedelen.jpeg', 'Erik Gaasedelen', 'Software Engineer, Lyft'),
+    ('roxanna-pourzand.jpeg', 'Roxanna Pourzand', 'Product Manager, Transform'),
+    ('hugo-bowne-anderson.jpeg', 'Hugo Bowne-Anderson', 'Head of Developer Relations, Outerbounds')
+]
    +
    +

    To produce the table from this python list, the following four lines of code are used:

    +
    print(qmd.tbl_row(['','Name','Position']))
+print(qmd.tbl_sep([1,3,4]))
+for fname,name,position in testimonials:
+    print(qmd.tbl_row([im(fname, 60), name, position]))
    +

    tbl_hdr and tbl_row are two functions imported from the module nbdev.qmd. nbdev.qmd is a small module that has some convenient functions for creating .qmd documents, such as the table creation functions used above. You can see more examples of their use in index.qmd.py, which is the RenderScript which creates the nbdev home page. The nbdev home page is a more idiomatic example of how to use RenderScripts than the current page’s source code – we’re only using RenderScript for the current page to provide a more simple example. In practice, we find that RenderScripts are best used for pages containing a lot of data-driven content, reusable components, and so forth.

    +

    You can use RenderScripts to create any kind of file. For instance, the SVG below is created dynamically using this script:

    +

    +

    Once you’ve run nbdev_preview or nbdev_docs you’ll find your rendered document in the _proc directory, along with all of your processed notebooks. This can be helpful for debugging. You can also simply call your script directly from the shell (e.g. python renderscript.qmd.py) to view the printed output.

    + + + +
    + +
    + + + + + \ No newline at end of file diff --git a/tutorials/renderscript.md b/tutorials/renderscript.md new file mode 100644 index 000000000..1ce8713c1 --- /dev/null +++ b/tutorials/renderscript.md @@ -0,0 +1,133 @@ +# RenderScripts + + +*RenderScripts* are regular Python scripts, except that: + +- Rather than just having the extension `.py`, they have an extension + like `.qmd.py` +- They contain a module docstring containing + [frontmatter](https://quarto.org/docs/tools/jupyter-lab.html#yaml-front-matter) + (i.e three hyphens on a line, then some yaml, then another three + hyphens on a line). + +These scripts are run when your site is rendered. Anything that they +print to stdout becomes a new file in your site. The name of the file is +the same as the name of the .py script, but without the `.py` extension. +For instance, the page you’re reading right now page is created by a +script called `renderscript.qmd.py`, which you’ll [find +here](https://github.com/fastai/nbdev/blob/master/nbs/tutorials/renderscript.qmd.py). + +Hot/live reloading even works with these .py scripts – so as soon as you +save the script, you’ll see the new output in your web browser. + +This approach can be particularly helpful for generating data-driven +documents. For instance, consider this table, containing a list of the +people with testimonials on nbdev’s home page: + + +++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    NamePosition
    Chris LattnerInventor of Swift and LLVM
    Fernando PérezCreator of Jupyter
    David BergSoftware Engineer, Netflix
    Erik GaasedelenSoftware Engineer, Lyft
    Roxanna PourzandProduct Manager, Transform
    Hugo Bowne-AndersonHead of Developer Relations, Outerbounds
    + +When creating a table like this, it can be tricky to ensure that +markdown is correct and consistent for every row. It can be easier and +more maintainable to programatically generate it. The table above is +generated from the following python list: + +
    + +``` python +testimonials = [ + ('chris-lattner.png', 'Chris Lattner', 'Inventor of Swift and LLVM'), + ('fernando-pérez.jpeg', 'Fernando Pérez', 'Creator of Jupyter'), + ('david-berg.jpeg', 'David Berg', 'Software Engineer, Netflix'), + ('erik-gaasedelen.jpeg', 'Erik Gaasedelen', 'Software Engineer, Lyft'), + ('roxanna-pourzand.jpeg', 'Roxanna Pourzand', 'Product Manager, Transform'), + ('hugo-bowne-anderson.jpeg', 'Hugo Bowne-Anderson', 'Head of Developer Relations, Outerbounds') +] +``` + +
    + +To produce the table from this python list, the following four lines of +code are used: + +``` python +print(qmd.tbl_row(['','Name','Position'])) +print(qmd.tbl_sep([1,3,4])) +for fname,name,position in testimonials: + print(qmd.tbl_row([im(fname, 60), name, position])) +``` + +[`tbl_hdr`](https://nbdev.fast.ai/api/qmd.html#tbl_hdr) and +[`tbl_row`](https://nbdev.fast.ai/api/qmd.html#tbl_row) are two +functions imported from the module `nbdev.qmd`. +[`nbdev.qmd`](https://nbdev.fast.ai/api/qmd.html) is a small module that +has some convenient functions for creating `.qmd` documents, such as the +table creation functions used above. You can see more examples of their +use in +[index.qmd.py](https://github.com/fastai/nbdev/blob/master/nbs/index.qmd.py), +which is the RenderScript which creates the [nbdev home +page](https://nbdev.fast.ai). The nbdev home page is a more idiomatic +example of how to use RenderScripts than the current page’s source code +– we’re only using RenderScript for the current page to provide a more +simple example. In practice, we find that RenderScripts are best used +for pages containing a lot of data-driven content, reusable components, +and so forth. + +You can use RenderScripts to create any kind of file. For instance, the +SVG below is created dynamically using [this +script](https://github.com/fastai/nbdev/blob/master/nbs/images/circles.svg.py): + + + +Once you’ve run `nbdev_preview` or `nbdev_docs` you’ll find your +rendered document in the `_proc` directory, along with all of your +processed notebooks. This can be helpful for debugging. You can also +simply call your script directly from the shell +(e.g. `python renderscript.qmd.py`) to view the printed output. diff --git a/tutorials/tutorial.html b/tutorials/tutorial.html new file mode 100644 index 000000000..bc7554db5 --- /dev/null +++ b/tutorials/tutorial.html @@ -0,0 +1,1744 @@ + + + + + + + + + + +End-To-End Walkthrough – nbdev + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    +
    + + +
    + +
    + + +
    + + + +
    + +
    +
    +

    End-To-End Walkthrough

    +
    + +
    +
    + A step-by-step guide to using nbdev +
    +
    + + +
    + + + + +
    + + + +
    + + + +

    The written tutorial below shows you how to create a Python package from scratch using nbdev.

    +

    Alternatively, you can watch this video tutorial where Jeremy Howard and Hamel Husain guide you through a similar process step by step:

    +
    + +
    +
    +

    Installation

    +

    You’ll need the following software to complete the tutorial, read on for specific installation instructions:

    +
      +
    1. Python
      2. +
    2. A Python package manager: we recommend conda or pip
      3. +
    3. Jupyter Notebook
      4. +
    4. nbdev
      5. +
    5. Quarto
      6. +
    +

    If you haven’t worked with Python before, we recommend getting started with the Anaconda Individual Edition and using the conda package manager.

    +

    Note that you will only need to follow the steps in the installation section once per environment. If you create a new repo, you won’t need to redo these.

    +
    +

    Install JupyterLab

    +

    Launch a terminal and install JupyterLab by entering:

    +
    conda install -c conda-forge -y jupyterlab
    +

    …or

    +
    pip install jupyterlab
    +

    …if you’re using the pip package manager.

    +

    You can now launch Jupyter by entering:

    +
    jupyter lab
    +

    This should open JupyterLab in a new browser tab:

    +
    +
    +

    +
    +
    +
    +
    +

    Install nbdev

    +

    The next step is to install nbdev itself. JupyterLab comes with its own terminal, so we’ll use that moving forward.

    +

    In the Launcher, scroll down to the “Other” section, then click “Terminal”. If the Launcher isn’t opened, you can open it by clicking “File” → “New Launcher”.

    +

    A new tab should open with a blank terminal – it might not look exactly the same, depending on how your shell is configured:

    +
    +
    +

    +
    +
    +

    For Mac and Linux, enter:

    +
    conda install -c fastai -y nbdev
    +

    …or for Mac, Linux and Windows:

    +
    pip install nbdev
    +

    …if you’re using pip.

    +
    +
    +

    Install Quarto

    +

    nbdev provides a command to install the latest version of Quarto. In the terminal, enter:

    +
    nbdev_install_quarto
    +

    Your password may be requested at this point. Since nbdev is open source, you can read the source code of this command to verify that it isn’t doing anything malicious. Or, if you prefer, you may instead follow Quarto’s official installation instructions.

    +
    +
    +

    Install Quarto JupyterLab extension

    +

    Quarto provides its own JupyterLab extension that allows it to render Quarto markdown content.

    +

    For example, here is their notebook demonstrating some of its features:

    +

    +

    Install the extension by entering:

    +
    pip install jupyterlab-quarto
    +

    Note that the jupyterlab-quarto package is not currently available via conda.

    +
    +

    You’re all setup and ready to go! Installing these tools may take some time, but you’ll only need to do it once. Next, we’ll setup an nbdev repo for your specific project.

    +
    +
    +
    +

    First steps

    +

    By the end of this section you’ll have your own nbdev repo with tests, continuous integration, streamlined PyPI & conda packaging, and a documentation website.

    +
    +

    Create an empty GitHub repo

    +

    Create an empty GitHub repo using the convenient link github.com/new. If you get stuck, you might find GitHub’s Create a repo page helpful.

    +

    Remember to add a description, since nbdev will use that later. Don’t add a README file, .gitignore, or license just yet.

    +

    If you’re using the web interface, it should look something like this (with your own repository name and description) before you click “Create Repository”:

    +
    +
    +

    +
    +
    +

    You should then be redirected to your new repo:

    +
    +
    +

    +
    +
    +
    + +
    +
    +

    GitHub’s web interface is a great way to get started. As you grow more experienced, you might want to explore the GitHub CLI (command line interface). We often prefer to use command line tools for repetitive tasks where we’re likely to make mistakes. Having those tasks written as small scripts in your terminal means that you can repeat them with little effort.

    +
    +
    +
    +
    +
    +

    Initialise your repo with nbdev

    +

    Now clone your repo from the Jupyter terminal you started earlier (or create a new terminal following those instructions if needed). If you get stuck here, you might find GitHub’s Cloning a repository page helpful.

    +

    Since we created a repo named nbev-hello-world with the fastai user, we can clone it as follows:

    +
    git clone https://github.com/fastai/nbdev-hello-world.git
    +

    Then cd (change directory) to our repo:

    +
    cd nbdev-hello-world
    +

    You may have seen this message while cloning:

    +
    You appear to have cloned an empty repository.
    +

    …since the repo is completely empty. Let’s add some files!

    +

    nbdev provides the nbdev_new command to initialise an empty git repository. It’ll infer information about your project from git and GitHub, and ask you to input anything remaining. It will create files in your repo that:

    +
      +
    • Streamline publishing Python packages to PyPI and conda.
      • +
    • Configure Quarto for publication-grade technical documentation.
      • +
    • Setup GitHub actions to test notebooks and build and deploy Quarto docs to GitHub pages.
      • +
    +

    Initialise your nbdev repo by entering:

    +
    nbdev_new
    +

    It may ask you to enter information that it couldn’t infer from git or GitHub.

    +
    +
    +
    + +
    +
    +Note +
    +
    +
    +

    nbdev_new assumes that your package name is the same as your repo name (with - replaced by _). Use the --lib_name option if that isn’t the case.

    +
    +
    +

    Double-check your settings.ini file to ensure that it has all of the correct information. Then commit and push your additions to GitHub:

    +
    git add .
+git commit -m'Initial commit'
+git push
    +
    +
    +

    Enable GitHub Pages

    +

    nbdev hosts your docs on GitHub Pages—an excellent (and free!) way to host websites.

    +
    +
    +
    + +
    +
    +Note +
    +
    +
    +

    nbdev uses GitHub Pages by default because its easily accessible. However, you can use any host you like. See these docs for more information.

    +
    +
    +

    You need to enable GitHub Pages for your repo by clicking on the “Settings” tab near the top-right of your repo page, then “Pages” on the left, then setting the “Branch” to “gh-pages”, and finally clicking “Save”.

    +

    It should look similar to this after you click “Save”:

    +
    +
    +

    +
    +
    +

    If you don’t see a “gh-pages” branch, wait a few minutes and reload the page. It should automatically be set up for you.

    +

    Now it’s time to see all of the goodies nbdev gives you!

    +
    +
    +

    Check out your workflows

    +

    Open GitHub Actions by clicking the “Actions” tab near the top of your repo page. You should see two workflow runs:

    +
    +
    +

    +
    +
    +

    If you opened this page shortly after pushing your initial commit, the runs may not have a green check (✅) because they’re still “In progress” or “Queued”. That’s no problem, they shouldn’t take much more than a minute to complete.

    +

    If you see a red cross (❌), that means something failed. Click on the cross, then click “Details”, and you’ll be able to see what failed. If you can’t figure out what’s wrong, search the forum in case someone else resolved the same issue, otherwise create a new post describing your issue in as much detail as you can, and we’ll try our best to help you. Remember that including a link to an actual repo and/or GitHub Action is the best way for us to quickly identify what’s wrong.

    +

    What do these workflows do?

    +
      +
    • CI – The CI (continuous integration) workflow streamlines your developer workflow, particularly with multiple collaborators. Every time you push to GitHub, it ensures that: +
        +
      • Your notebooks and libraries are in sync
        • +
      • Your notebooks are cleaned of unwanted metadata (which pollute pull requests and git histories and lead to merge conflicts)
        • +
      • Your notebook tests all pass
        • +
      • +
    • Deploy to GitHub Pages – Builds your docs with Quarto and deploys it to GitHub Pages.
      • +
    +

    We provide these basic workflows out-of-the-box, however, you can edit their corresponding YAML files in the .github/workflows/ folder to your liking.

    +
    +
    +

    Check out your docs

    +

    When you enable GitHub Pages you should see a new workflow run: “pages build and deployment”. As the name suggests, this workflow deploys your website contents to GitHub Pages.

    +
    +
    +

    +
    +
    +

    Wait for the workflow run to complete, then open your website. By default it should be available at: https://{user}.github.io/{repo}. For example, you can view fastai’s nbdev-hello-world docs at https://fastai.github.io/nbdev-hello-world.

    +
    +
    +

    +
    +
    +
    +
    +

    Recap

    +

    You now have a base nbdev repo with continuous integration and hosted documentation! Here’s a recap of the steps you took:

    +
      +
    • Created a GitHub repo (with GitHub Pages enabled)
      • +
    • Initialised your repo with nbdev_new
      • +
    • Pushed to GitHub.
      • +
    +
    +
    +
    +

    Make your first edit

    +

    In this section, you’ll make your first edit to the repo you created in First steps.

    +
    +

    Install hooks for git-friendly notebooks

    +

    Step one when working with Jupyter notebooks in a new repo is to install nbdev’s hooks (you can think of “hooks” as plugins or extensions to an application).

    +

    Install them by entering this command in your terminal:

    +
    nbdev_install_hooks
    +
    +
    +
    + +
    +
    +Note +
    +
    +
    +

    The clean hook currently only supports Jupyter Notebook and JupyterLab. If you’re using VSCode, you can try the experimental nbdev VSCode extension. Otherwise, you might also want to try nbdev’s pre-commit hooks.

    +
    +
    +

    See Git-friendly Jupyter for more about how nbdev hooks work and how to customise them. Here’s a short summary:

    +
      +
    • Fix broken notebooks due to git merge conflicts so that they can be opened and resolved directly in Jupyter.
      • +
    • Each time you save a Jupyter notebook, automatically clean unwanted metadata to remove unnecessary changes in pull requests and reduce the chance of git merge conflicts.
      • +
    • Automatically trust notebooks in the repo so that you can view widgets from collaborators’ commits. For this reason, you should not install hooks into a repo you don’t trust.
      • +
    +
    +
    +
    + +
    +
    +Tip +
    +
    +
    +

    nbdev’s git hooks work on any git repo, even if it doesn’t use the broader nbdev system.

    +
    +
    +
    +
    +

    Build your library

    +

    You should now create your package from your notebook by running:

    +
    nbdev_export
    +

    This will create Python modules for your notebooks. These modules will make up the contents of your Python package.

    +
    +
    +

    Install your package

    +

    You might have noticed that nbdev_new created a Python package in your repo. In our case, it was automatically named nbdev_hello_world by using our repo name nbdev-hello-world and replacing - with _ to make it a valid Python package.

    +

    The next step is to install your package by entering this into your terminal:

    +
    pip install -e '.[dev]'
    +

    This is the recommended way to make a Python package importable from anywhere in your current environment:

    +
      +
    • -e – short for “editable”, lets you immediately use changes made to your package without having to reinstall, which is convenient for development.
      • +
    • . – refers to the current directory.
      • +
    • [dev] – includes “development” requirements: other packages that your notebooks use solely for documentation or testing.
      • +
    +
    +
    +

    Preview your docs

    +

    nbdev is an interactive programming environment that values fast feedback loops. The nbdev_preview command helps achieve this by using Quarto to render your docs on your computer and keep them updated as your edit your notebooks.

    +

    Start the preview by entering this into your terminal:

    +
    nbdev_preview
    +

    It may say Preparing to preview for a few seconds while it gets started, and will eventually display something like:

    +
    Watching files for changes
+Browse at http://localhost:3000/
    +

    Click the link to open the preview in a new browser tab. It should look exactly like your online docs.

    +
    +
    +
    + +
    +
    +Tip +
    +
    +
    +

    We often find it useful to keep a preview window open on the side while we’re editing our notebooks in Jupyter.

    +
    +
    +
    +
    +

    Edit 00_core.ipynb

    +

    Now, open the nbs/00_core.ipynb file (generated by running nbdev_new earlier) in Jupyter. You don’t have to start your notebook names with a number, but we find it helpful to show the order that your project should be read in – even though it could have been created in a different order.

    +
    +

    Add your own frontmatter

    +

    You’ll see something that looks a bit like this:

    +
    +

    core

    +
    +

    Fill in a module description here

    +
    +
    #| default_exp core
    +
    +

    Let’s explain what these special cells means:

    +
      +
    • The first is a markdown cell with nbdev’s markdown frontmatter syntax that defines notebook metadata used by Quarto, our documentation engine (see the frontmatter reference page for more). It contains: +
        +
      • H1 header (“core”) – defining the page title
        • +
      • Quote (“Fill in a module description here”) – defining the page description
        • +
      • +
    • The second is a code cell with a directive default_exp which decides which module this notebook will export to (see the Directives explanation for more). Currently, it exports to the core module.
      • +
    +

    Next, rename the notebook, replace the title and description, and change the default export module for your own project.

    +

    Once you’re done, save the notebook. The live preview started in the previous section should update with your latest changes.

    +

    Rerun all cells in your notebook to ensure that they work, and to export the updated modules.

    +
    +
    +
    + +
    +
    +Tip +
    +
    +
    +

    We find the “restart kernel and run all cells” Jupyter command (the ⏩ button) so invaluable that we bind it to a keyboard shortcut. A common criticism of notebooks is that out-of-order execution leads to irreproducible notebooks. In our experience, making “restart and rerun” a habit solves this problem.

    +
    +
    +

    Running the notebook exports Python modules because of the last cell which contains:

    +
    #| hide
+import nbdev; nbdev.nbdev_export()
    +

    What does this mean?

    +
      +
    • #| hide is a directive (like #| default_exp) which excludes a cell from both your exported module and docs
      • +
    • nbdev_export is the command used to export your notebooks to Python modules.
      • +
    +

    We recommend including a cell like this at the bottom of all of the notebooks you want to export.

    +
    +
    +
    + +
    +
    +Warning +
    +
    +
    +

    Remember to delete any unused modules that aren’t exported by a notebook or otherwise needed by your package. This is likely to happen if you change the default export of a notebook – nbdev doesn’t remove the old module. This is intended, since nbdev is designed to work with hybrid packages that use .py modules (with no corresponding notebook) as well as those exported from notebooks.

    +
    +
    +
    +
    +

    Add your own function

    +

    Add a new code cell below the #| default_exp cell with a function. For example:

    +
    #| export
+def say_hello(to):
+    "Say hello to somebody"
+    return f'Hello {to}!'
    +

    Notice how it includes #| export at the top – this is a directive (like #| default_exp) that tells nbdev to include the cell in your exported module and in your documentation.

    +

    The documentation should look like this:

    +
    +
    +
    +

    say_hello

    +
    +
     say_hello (to)
    +
    +

    Say hello to somebody

    +
    +
    +
    +
    +

    Add your own examples, tests, and docs

    +

    One of the superpowers of notebook-driven development is that you can very easily add examples, tests, and documentation right below your code.

    +

    Include regular code cells, and they’ll appear (with output) in your docs, for example:

    +
    +
    say_hello("Isaac")
    +
    +
    'Hello Isaac!'
    +
    +
    +

    This is a test too! When you run nbdev_test it will execute this cell (and all other test cells) and fail if they raise any exceptions.

    +

    For tests, it’s preferred to use more explicit asserts:

    +
    +
    assert say_hello("Hamel") == "Hello Hamel!"
    +
    +

    …or functions from fastcore.test, which behave like assert but also display the actual and expected values if they differ:

    +
    +
    from fastcore.test import *
    +
    +
    +
    test_eq(say_hello("Hamel"), "Hello Hamel!")
    +
    +

    Another superpower of notebook-driven development is that your examples can include plots, images, and even JavaScript widgets. For example, here’s an SVG circle:

    +
    +
    from IPython.display import display,SVG
    +
    +
    +
    display(SVG('<svg height="100" xmlns="http://www.w3.org/2000/svg"><circle cx="50" cy="50" r="40"/></svg>'))
    +
    +
    +
    +

    +
    +
    +
    +
    +
    +
    +
    +

    Prepare your changes

    +

    Before commiting your changes to GitHub we recommend running nbdev_prepare in the terminal, which bundles the following commands:

    +
      +
    • nbdev_export: Builds the .py modules from Jupyter notebooks
      • +
    • nbdev_test: Tests your notebooks
      • +
    • nbdev_clean: Cleans your notebooks to get rid of extreanous output for git
      • +
    • nbdev_readme: Updates your repo’s README.md file from your index notebook.
      • +
    +
    +
    +

    Edit index.ipynb

    +

    Now you’re ready to personalize your documentation home page and README.md file; these are both generated automatically from index.ipynb. Open Jupyter, then click on nbs/index.ipynb to open it.

    +

    We recommend including a longer description about what your package does, how to install it, and how to use it (with a few examples which import and use your package). Remember, examples can be code cells with real outputs rather than plain markdown text – they’ll double as tests too!

    +
    +
    +

    Push to Github

    +

    You can now commit and push your changes to GitHub. As we mentioned before, always remember to run nbdev_prepare before you commit to ensure your modules are exported and your tests pass. You can use git status to check which files have been generated or changed. Then:

    +
    git add .
+git commit -m 'Add `say_hello`; update index' # Update this text with your own message
+git push
    +

    This will kick-off your GitHub Actions. Wait a minute or two for those to complete, then check your updated repo and documentation.

    +
    +
    +

    Recap

    +

    Congratulations, you’ve used all of the basics needed to build delightful projects with nbdev! Here’s a recap of the steps you took:

    +
      +
    • Installed hooks for git-friendly notebooks with nbdev_install_hooks
      • +
    • Installed your package with pip install -e '.[dev]'
      • +
    • Previewed your docs with nbdev_preview
      • +
    • Added your own frontmatter, function, tests, and docs to nbs/00_core.ipynb
      • +
    • Prepared your changes with nbdev_prepare
      • +
    • Updated nbs/index.ipynb with your own information
      • +
    • Pushed to GitHub.
      • +
    +

    Read on to learn about more advanced nbdev functionality. Also see our explanations for deep-dives on specific topics, as well as our other tutorials.

    +
    +
    +
    +

    Advanced functionality

    +
    +

    Add a class

    +

    Create a class in 00_core.ipynb as follows:

    +
    #| export
+class HelloSayer:
+    "Say hello to `to` using `say_hello`"
+    def __init__(self, to): self.to = to
+        
+    def say(self):
+        "Do the saying"
+        return say_hello(self.to)
    +

    This will automatically appear in the docs like this:

    +
    +
    +
    +

    HelloSayer

    +
    +
     HelloSayer (to)
    +
    +

    Say hello to to using say_hello

    +
    +

    Document with show_doc

    +

    However, methods aren’t automatically documented. To add method docs, use show_doc:

    +
    show_doc(HelloSayer.say)
    +
    +
    +
    +
    +

    HelloSayer.say

    +
    +
     HelloSayer.say ()
    +
    +

    Do the saying

    +

    And add some examples and/or tests:

    +
    +
    o = HelloSayer("Alexis")
+o.say()
    +
    +
    'Hello Alexis!'
    +
    +
    +
    + +
    +

    Set up autoreload

    +

    Since you’ll be often updating your modules from one notebook, and using them in another, it’s helpful if your notebook automatically reads in the new modules as soon as the Python file changes. To make this happen, just add these lines to the top of your notebook:

    +
    %load_ext autoreload
+%autoreload 2
    +
    +
    +

    Set up prerequisites

    +

    If your module requires other modules as dependencies, you can add those prerequisites to your settings.ini in the requirements section. The requirements should be separated by a space and if the module requires at least or at most a specific version of the requirement this may be specified here, too.

    +

    For example if your module requires the fastcore module of at least version 1.0.5, the torchvision module of at most version 0.7 and any version of matplotlib, then the prerequisites would look like this:

    +
    requirements = fastcore>=1.0.5 torchvision<0.7 matplotlib
    +

    In addition to requirements you can specify dependencies with other keywords that have different scopes. Below is a list of all possible dependency keywords:

    +
      +
    • requirements: Passed to both pip and conda setup
      • +
    • pip_requirements: Passed to pip setup only
      • +
    • conda_requirements: Passed to conda setup only
      • +
    • dev_requirements: Passed to pip setup as a development requirement
      • +
    +

    For more information about the format of dependencies, see the pypi and conda docs on creating specifications in setup.py and meta.yaml, respectively.

    +
    +
    +

    Set up console scripts

    +

    Behind the scenes, nbdev uses that standard package setuptools for handling installation of modules. One very useful feature of setuptools is that it can automatically create cross-platform console scripts. nbdev surfaces this functionality; to use it, use the same format as setuptools, with whitespace between each script definition (if you have more than one).

    +
    console_scripts = nbdev_export=nbdev.cli:nbdev_export
    +
    +
    +

    Upload to pypi

    +

    If you want people to be able to install your project by just typing pip install your-project then you need to upload it to pypi. The good news is, we’ve already created a fully pypi compliant installer for your project! So all you need to do is register at pypi (click “Register” on pypi) if you haven’t previously done so, generate an API token (go to Account settings and click “Add API token”) and then create a file called ~/.pypirc with your token details. It should have these contents:

    +
    [pypi]
+username = __token__
+password = your_pypi_token
    +

    Another thing you will need is twine, so you should run once

    +
    pip install twine
    +

    To upload your project to pypi, just type nbdev_pypi in your project root directory. Once it’s complete, a link to your project on pypi is displayed.

    +
    +
    +

    Upload to conda

    +

    Similar to pip install support, we have provided an anaconda compliant installer to upload your project to anaconda. Once uploaded, your package can be installed by typing conda install -c your_anaconda_username your-project.

    +

    You need to register at anaconda (fill out the form to Sign Up) which will create a username and password. You will then need to install the following packages

    +
    pip install anaconda-client conda-build conda-verify
    +

    Before running the anaconda uploader, you need to login to conda using the CLI command (you will be prompted to enter your username and password)

    +
    anaconda login
    +

    To upload to anaconda, just type nbdev_conda in your project root directory.

    +
    +
    +

    Upload to pypi and conda

    +

    The command nbdev_release_both from the root of your nbdev repo will upload your project to both conda and pypi.

    +
    +
    +

    Install collapsible headings and toc2

    +

    There are two jupyter notebook extensions that I highly recommend when working with projects like this. They are:

    +
      +
    • Collapsible headings: This lets you fold and unfold each section in your notebook, based on its markdown headings. You can also hit left to go to the start of a section, and right to go to the end
      • +
    • TOC2: This adds a table of contents to your notebooks, which you can navigate either with the Navigate menu item it adds to your notebooks, or the TOC sidebar it adds. These can be modified and/or hidden using its settings.
      • +
    +
    +
    +

    Math equation support

    +

    nbdev supports equations (using Quarto). You can include math in your notebook’s documentation using the following methods.

    +

    Using $$, e.g.:

    +
    $$\sum_{i=1}^{k+1}i$$
    +

    Which is rendered as:

    +
    +

    \[\sum_{i=1}^{k+1}i\]

    +
    +

    Using $, e.g.:

    +
    This version is displayed inline: $\sum_{i=1}^{k+1}i$ . You can include text before and after.
    +

    Which is rendered as:

    +
    +

    This version is displayed inline: \(\sum_{i=1}^{k+1}i\) . You can include text before and after.

    +
    +

    For more information, see the Quarto Docs

    +
    +
    +

    Look at nbdev “source” for more ideas

    +

    Don’t forget that nbdev itself is written in nbdev! It’s a good place to look to see how fast.ai uses it in practice, and get a few tips. You’ll find the nbdev notebooks here in the nbs folder on Github.

    +
    +
    +

    Quarto Features

    +

    nbdev supports most Quarto features. We encourage you to read the Quarto documentation to discover all the features available to you. For example, this is how you can incorporate mermaid charts:

    +
    +
    +
    +

    +
    +
    flowchart LR
+  A[Hard edge] --> B(Round edge)
+  B --> C{Decision}
+  C --> D[Result one]
+  C --> E[Result two]
+
    +
    +

    +
    +
    +
    +

    Here is another example of using Graphviz:

    +
    +
    +
    +

    +
    + + +G + + + +run + +run + + + +intr + +intr + + + +run--intr + + + + +kernel + +kernel + + + +run--kernel + + + + +runbl + +runbl + + + +intr--runbl + + + + +runbl--run + + + + +zombie + +zombie + + + +kernel--zombie + + + + +sleep + +sleep + + + +kernel--sleep + + + + +runmem + +runmem + + + +kernel--runmem + + + + +sleep--runmem + + + + +swap + +swap + + + +sleep--swap + + + + +runswap + +runswap + + + +swap--runswap + + + + +runswap--runmem + + + + +new + +new + + + +runswap--new + + + + +new--runmem + + + + +
    +

    +
    +
    +
    +

    It is worth taking a look at the documentation for figures, callouts, markdown, widgets, layouts, conditional content and quarto extensions to name a few useful things we have encountered.

    + + +
    +
    + +
    + +
    + + + + + \ No newline at end of file diff --git a/tutorials/tutorial.html.md b/tutorials/tutorial.html.md new file mode 100644 index 000000000..d49f9d2b8 --- /dev/null +++ b/tutorials/tutorial.html.md @@ -0,0 +1,962 @@ +# End-To-End Walkthrough + + + + +The written tutorial below shows you how to create a Python package from +scratch using nbdev. + +Alternatively, you can watch this video tutorial where Jeremy Howard and +Hamel Husain guide you through a similar process step by step: + +
    + + + +
    + +## Installation + +You’ll need the following software to complete the tutorial, read on for +specific installation instructions: + +1. Python +2. A Python package manager: we recommend conda or pip +3. Jupyter Notebook +4. nbdev +5. Quarto + +If you haven’t worked with Python before, we recommend getting started +with the [Anaconda Individual +Edition](https://www.anaconda.com/products/individual) and using the +conda package manager. + +Note that you will only need to follow the steps in the installation +section once per environment. If you create a new repo, you won’t need +to redo these. + +### Install JupyterLab + +Launch a terminal and install JupyterLab by entering: + +``` sh +conda install -c conda-forge -y jupyterlab +``` + +…or + +``` sh +pip install jupyterlab +``` + +…if you’re using the pip package manager. + +You can now launch Jupyter by entering: + +``` sh +jupyter lab +``` + +This should open JupyterLab in a new browser tab: + + + +### Install nbdev + +The next step is to install nbdev itself. JupyterLab comes with its own +terminal, so we’ll use that moving forward. + +In the Launcher, scroll down to the “Other” section, then click +“Terminal”. If the Launcher isn’t opened, you can open it by clicking +“File” → “New Launcher”. + +A new tab should open with a blank terminal – it might not look exactly +the same, depending on how your shell is configured: + + + +For Mac and Linux, enter: + +``` sh +conda install -c fastai -y nbdev +``` + +…or for Mac, Linux and Windows: + +``` sh +pip install nbdev +``` + +…if you’re using pip. + +### Install Quarto + +nbdev provides a command to install the latest version of Quarto. In the +terminal, enter: + +``` sh +nbdev_install_quarto +``` + +Your password may be requested at this point. Since nbdev is open +source, you can read [the source +code](https://github.com/fastai/nbdev/blob/master/nbdev/quarto.py) of +this command to verify that it isn’t doing anything malicious. Or, if +you prefer, you may instead follow [Quarto’s official installation +instructions](https://quarto.org/docs/get-started/). + +### Install Quarto JupyterLab extension + +Quarto provides its own [JupyterLab +extension](https://quarto.org/docs/tools/jupyter-lab-extension.html) +that allows it to render Quarto markdown content. + +For example, here is their notebook demonstrating some of its features: + +![](https://user-images.githubusercontent.com/261654/230087634-d5027ebc-8508-43b4-81c9-c4b7d6cfa738.png) + +Install the extension by entering: + +``` sh +pip install jupyterlab-quarto +``` + +Note that the `jupyterlab-quarto` package is not currently available via +conda. + +------------------------------------------------------------------------ + +You’re all setup and ready to go! Installing these tools may take some +time, but you’ll only need to do it once. Next, we’ll setup an nbdev +repo for your specific project. + +## First steps + +By the end of this section you’ll have your own nbdev repo with tests, +continuous integration, streamlined PyPI & conda packaging, and a +documentation website. + +### Create an empty GitHub repo + +Create an empty GitHub repo using the convenient link +[github.com/new](https://github.com/new). If you get stuck, you might +find GitHub’s [*Create a +repo*](https://docs.github.com/en/get-started/quickstart/create-a-repo) +page helpful. + +Remember to add a description, since nbdev will use that later. Don’t +add a README file, .gitignore, or license just yet. + +If you’re using the web interface, it should look something like this +(with your own repository name and description) before you click “Create +Repository”: + + + +You should then be redirected to your new repo: + + + +
    + +> **Try GitHub’s powerful CLI** +> +> GitHub’s web interface is a great way to get started. As you grow more +> experienced, you might want to explore [the GitHub +> CLI](https://github.com/cli/cli) (command line interface). We often +> prefer to use command line tools for repetitive tasks where we’re +> likely to make mistakes. Having those tasks written as small scripts +> in your terminal means that you can repeat them with little effort. + +
    + +### Initialise your repo with nbdev + +Now clone your repo from the Jupyter terminal you started +[earlier](#install-nbdev) (or create a new terminal following those +instructions if needed). If you get stuck here, you might find GitHub’s +[*Cloning a +repository*](https://docs.github.com/en/repositories/creating-and-managing-repositories/cloning-a-repository) +page helpful. + +Since we created a repo named `nbev-hello-world` with the `fastai` user, +we can clone it as follows: + +``` sh +git clone https://github.com/fastai/nbdev-hello-world.git +``` + +Then `cd` (change directory) to our repo: + +``` sh +cd nbdev-hello-world +``` + +You may have seen this message while cloning: + + You appear to have cloned an empty repository. + +…since the repo is completely empty. Let’s add some files! + +nbdev provides the +[`nbdev_new`](https://nbdev.fast.ai/api/cli.html#nbdev_new) command to +initialise an empty git repository. It’ll infer information about your +project from git and GitHub, and ask you to input anything remaining. It +will create files in your repo that: + +- Streamline publishing Python packages to PyPI and conda. +- Configure Quarto for publication-grade technical documentation. +- Setup GitHub actions to test notebooks and build and deploy Quarto + docs to GitHub pages. + +Initialise your nbdev repo by entering: + +``` sh +nbdev_new +``` + +It may ask you to enter information that it couldn’t infer from git or +GitHub. + +
    + +> **Note** +> +> [`nbdev_new`](https://nbdev.fast.ai/api/cli.html#nbdev_new) assumes +> that your package name is the same as your repo name (with `-` +> replaced by `_`). Use the `--lib_name` option if that isn’t the case. + +
    + +Double-check your `settings.ini` file to ensure that it has all of the +correct information. Then commit and push your additions to GitHub: + +``` sh +git add . +git commit -m'Initial commit' +git push +``` + +### Enable GitHub Pages + +nbdev hosts your docs on GitHub Pages—an excellent (and free!) way to +host websites. + +
    + +> **Note** +> +> nbdev uses GitHub Pages by default because its easily accessible. +> However, you can use any host you like. See [these +> docs](../explanations/docs.ipynb#deploying-your-docs-on-other-platforms) +> for more information. + +
    + +You need to enable GitHub Pages for your repo by clicking on the +“Settings” tab near the top-right of your repo page, then “Pages” on the +left, then setting the “Branch” to “gh-pages”, and finally clicking +“Save”. + +It should look similar to this after you click “Save”: + + + +If you don’t see a “gh-pages” branch, wait a few minutes and reload the +page. It should automatically be set up for you. + +Now it’s time to see all of the goodies nbdev gives you! + +### Check out your workflows + +Open GitHub Actions by clicking the “Actions” tab near the top of your +repo page. You should see two workflow runs: + + + +If you opened this page shortly after pushing your initial commit, the +runs may not have a green check (✅) because they’re still “In progress” +or “Queued”. That’s no problem, they shouldn’t take much more than a +minute to complete. + +If you see a red cross (❌), that means something failed. Click on the +cross, then click “Details”, and you’ll be able to see what failed. If +you can’t figure out what’s wrong, search [the +forum](https://forums.fast.ai/c/nbdev/48) in case someone else resolved +the same issue, otherwise create a new post describing your issue in as +much detail as you can, and we’ll try our best to help you. Remember +that including a link to an actual repo and/or GitHub Action is the best +way for us to quickly identify what’s wrong. + +What do these workflows do? + +- **CI** – The CI (continuous integration) workflow streamlines your + developer workflow, particularly with multiple collaborators. Every + time you push to GitHub, it ensures that: + - Your notebooks and libraries are in sync + - Your notebooks are cleaned of unwanted metadata (which pollute pull + requests and git histories and lead to merge conflicts) + - Your notebook tests all pass +- **Deploy to GitHub Pages** – Builds your docs with Quarto and deploys + it to GitHub Pages. + +We provide these basic workflows out-of-the-box, however, you can edit +their corresponding YAML files in the `.github/workflows/` folder to +your liking. + +### Check out your docs + +When you [enable GitHub Pages](#enable-github-pages) you should see a +new workflow run: “pages build and deployment”. As the name suggests, +this workflow deploys your website contents to GitHub Pages. + + + +Wait for the workflow run to complete, then open your website. By +default it should be available at: `https://{user}.github.io/{repo}`. +For example, you can view `fastai`’s `nbdev-hello-world` docs at +. + + + +### Recap + +You now have a base nbdev repo with continuous integration and hosted +documentation! Here’s a recap of the steps you took: + +- Created a GitHub repo (with GitHub Pages enabled) +- Initialised your repo with + [`nbdev_new`](https://nbdev.fast.ai/api/cli.html#nbdev_new) +- Pushed to GitHub. + +## Make your first edit + +In this section, you’ll make your first edit to the repo you created in +[*First steps*](#first-steps). + +### Install hooks for git-friendly notebooks + +Step one when working with Jupyter notebooks in a new repo is to install +nbdev’s hooks (you can think of “hooks” as plugins or extensions to an +application). + +Install them by entering this command in your terminal: + +``` sh +nbdev_install_hooks +``` + +
    + +> **Note** +> +> The [clean hook](#nbdev_clean-on-saving-notebooks-in-jupyter) +> currently only supports Jupyter Notebook and JupyterLab. If you’re +> using VSCode, you can try the [experimental nbdev VSCode +> extension](https://github.com/fastai/nbdev-vscode). Otherwise, you +> might also want to try [nbdev’s pre-commit +> hooks](../tutorials/pre_commit.ipynb). + +
    + +See [*Git-friendly Jupyter*](git_friendly_jupyter.html) for more about +how nbdev hooks work and how to customise them. Here’s a short summary: + +- Fix broken notebooks due to git merge conflicts so that they can be + opened and resolved directly in Jupyter. +- Each time you save a Jupyter notebook, automatically clean unwanted + metadata to remove unnecessary changes in pull requests and reduce the + chance of git merge conflicts. +- Automatically trust notebooks in the repo so that you can view widgets + from collaborators’ commits. For this reason, **you should not install + hooks into a repo you don’t trust**. + +
    + +> **Tip** +> +> nbdev’s git hooks work on *any* git repo, even if it doesn’t use the +> broader nbdev system. + +
    + +### Build your library + +You should now create your package from your notebook by running: + +``` shell +nbdev_export +``` + +This will create Python modules for your notebooks. These modules will +make up the contents of your Python package. + +### Install your package + +You might have noticed that +[`nbdev_new`](https://nbdev.fast.ai/api/cli.html#nbdev_new) created a +Python package in your repo. In our case, it was automatically named +`nbdev_hello_world` by using our repo name `nbdev-hello-world` and +replacing `-` with `_` to make it a valid Python package. + +The next step is to install your package by entering this into your +terminal: + +``` sh +pip install -e '.[dev]' +``` + +This is the recommended way to make a Python package importable from +anywhere in your current environment: + +- `-e` – short for “editable”, lets you immediately use changes made to + your package without having to reinstall, which is convenient for + development. +- `.` – refers to the current directory. +- `[dev]` – includes “development” requirements: other packages that + your notebooks use solely for documentation or testing. + +### Preview your docs + +nbdev is an interactive programming environment that values fast +feedback loops. The +[`nbdev_preview`](https://nbdev.fast.ai/api/quarto.html#nbdev_preview) +command helps achieve this by using Quarto to render your docs on your +computer and keep them updated as your edit your notebooks. + +Start the preview by entering this into your terminal: + +``` sh +nbdev_preview +``` + +It may say `Preparing to preview` for a few seconds while it gets +started, and will eventually display something like: + + Watching files for changes + Browse at http://localhost:3000/ + +Click the link to open the preview in a new browser tab. It should look +exactly like your online docs. + +
    + +> **Tip** +> +> We often find it useful to keep a preview window open on the side +> while we’re editing our notebooks in Jupyter. + +
    + +### Edit 00_core.ipynb + +Now, open the `nbs/00_core.ipynb` file (generated by running +[`nbdev_new`](https://nbdev.fast.ai/api/cli.html#nbdev_new) earlier) in +Jupyter. You don’t *have* to start your notebook names with a number, +but we find it helpful to show the order that your project should be +read in – even though it could have been created in a different order. + +#### Add your own frontmatter + +You’ll see something that looks a bit like this: + +
    + +**core** + +> Fill in a module description here + +``` python +#| default_exp core +``` + +
    + +Let’s explain what these special cells means: + +- The first is a markdown cell with nbdev’s markdown *frontmatter* + syntax that defines notebook metadata used by Quarto, our + documentation engine (see the + [frontmatter](../api/09_frontmatter.ipynb) reference page for more). + It contains: + - H1 header (“core”) – defining the page title + - Quote (“Fill in a module description here”) – defining the page + description +- The second is a code cell with a *directive* `default_exp` which + decides which module this notebook will export to (see the + [Directives](../explanations/directives.ipynb) explanation for more). + Currently, it exports to the `core` module. + +Next, rename the notebook, replace the title and description, and change +the default export module for your own project. + +Once you’re done, save the notebook. The live preview started in the +previous section should update with your latest changes. + +Rerun all cells in your notebook to ensure that they work, and to export +the updated modules. + +
    + +> **Tip** +> +> We find the “restart kernel and run all cells” Jupyter command (the ⏩ +> button) so invaluable that we bind it to a keyboard shortcut. A common +> criticism of notebooks is that out-of-order execution leads to +> irreproducible notebooks. In our experience, making “restart and +> rerun” a habit solves this problem. + +
    + +Running the notebook exports Python modules because of the last cell +which contains: + +``` python +#| hide +import nbdev; nbdev.nbdev_export() +``` + +What does this mean? + +- `#| hide` is a directive (like `#| default_exp`) which excludes a cell + from both your exported module and docs +- [`nbdev_export`](https://nbdev.fast.ai/api/doclinks.html#nbdev_export) + is the command used to export your notebooks to Python modules. + +We recommend including a cell like this at the bottom of all of the +notebooks you want to export. + +
    + +> **Warning** +> +> Remember to delete any unused modules that aren’t exported by a +> notebook or otherwise needed by your package. This is likely to happen +> if you change the default export of a notebook – nbdev doesn’t remove +> the old module. This is intended, since nbdev is designed to work with +> hybrid packages that use .py modules (with no corresponding notebook) +> as well as those exported from notebooks. + +
    + +#### Add your own function + +Add a new code cell below the `#| default_exp` cell with a function. For +example: + +``` python +#| export +def say_hello(to): + "Say hello to somebody" + return f'Hello {to}!' +``` + +Notice how it includes `#| export` at the top – this is a directive +(like `#| default_exp`) that tells nbdev to include the cell in your +exported module and in your documentation. + +The documentation should look like this: + +
    + +------------------------------------------------------------------------ + +### say_hello + +> say_hello (to) + +Say hello to somebody + +
    + +#### Add your own examples, tests, and docs + +One of the superpowers of notebook-driven development is that you can +very easily add examples, tests, and documentation right below your +code. + +Include regular code cells, and they’ll appear (with output) in your +docs, for example: + +``` python +say_hello("Isaac") +``` + + 'Hello Isaac!' + +This is a test too! When you run +[`nbdev_test`](https://nbdev.fast.ai/api/test.html#nbdev_test) it will +execute this cell (and all other test cells) and fail if they raise any +exceptions. + +For tests, it’s preferred to use more explicit `assert`s: + +``` python +assert say_hello("Hamel") == "Hello Hamel!" +``` + +…or functions from +[`fastcore.test`](https://fastcore.fast.ai/test.html), which behave like +`assert` but also display the actual and expected values if they differ: + +``` python +from fastcore.test import * +``` + +``` python +test_eq(say_hello("Hamel"), "Hello Hamel!") +``` + +Another superpower of notebook-driven development is that your examples +can include plots, images, and even JavaScript widgets. For example, +here’s an SVG circle: + +``` python +from IPython.display import display,SVG +``` + +``` python +display(SVG('')) +``` + +![](tutorial_files/figure-commonmark/cell-8-output-1.svg) + +### Prepare your changes + +Before commiting your changes to GitHub we recommend running +`nbdev_prepare` in the terminal, which bundles the following commands: + +- [`nbdev_export`](https://nbdev.fast.ai/api/doclinks.html#nbdev_export): + Builds the `.py` modules from Jupyter notebooks +- [`nbdev_test`](https://nbdev.fast.ai/api/test.html#nbdev_test): Tests + your notebooks +- [`nbdev_clean`](https://nbdev.fast.ai/api/clean.html#nbdev_clean): + Cleans your notebooks to get rid of extreanous output for git +- [`nbdev_readme`](https://nbdev.fast.ai/api/quarto.html#nbdev_readme): + Updates your repo’s `README.md` file from your index notebook. + +### Edit index.ipynb + +Now you’re ready to personalize your documentation home page and +`README.md` file; these are both generated automatically from +index.ipynb. Open Jupyter, then click on `nbs/index.ipynb` to open it. + +We recommend including a longer description about what your package +does, how to install it, and how to use it (with a few examples which +import and use your package). Remember, examples can be code cells with +real outputs rather than plain markdown text – they’ll double as tests +too! + +### Push to Github + +You can now commit and push your changes to GitHub. As we mentioned +before, always remember to run `nbdev_prepare` before you commit to +ensure your modules are exported and your tests pass. You can use +`git status` to check which files have been generated or changed. Then: + +``` sh +git add . +git commit -m 'Add `say_hello`; update index' # Update this text with your own message +git push +``` + +This will kick-off your GitHub Actions. Wait a minute or two for those +to complete, then check your updated repo and documentation. + +### Recap + +Congratulations, you’ve used all of the basics needed to build +delightful projects with nbdev! Here’s a recap of the steps you took: + +- Installed hooks for git-friendly notebooks with + [`nbdev_install_hooks`](https://nbdev.fast.ai/api/clean.html#nbdev_install_hooks) +- Installed your package with `pip install -e '.[dev]'` +- Previewed your docs with + [`nbdev_preview`](https://nbdev.fast.ai/api/quarto.html#nbdev_preview) +- Added your own frontmatter, function, tests, and docs to + `nbs/00_core.ipynb` +- Prepared your changes with `nbdev_prepare` +- Updated `nbs/index.ipynb` with your own information +- Pushed to GitHub. + +Read on to learn about more advanced nbdev functionality. Also see our +[explanations](../explanations) for deep-dives on specific topics, as +well as our other [tutorials](../tutorials). + +## Advanced functionality + +### Add a class + +Create a class in `00_core.ipynb` as follows: + +``` python +#| export +class HelloSayer: + "Say hello to `to` using `say_hello`" + def __init__(self, to): self.to = to + + def say(self): + "Do the saying" + return say_hello(self.to) +``` + +This will automatically appear in the docs like this: + +------------------------------------------------------------------------ + +### HelloSayer + +> HelloSayer (to) + +*Say hello to `to` using `say_hello`* + +#### Document with show_doc + +However, methods aren’t automatically documented. To add method docs, +use [`show_doc`](https://nbdev.fast.ai/api/showdoc.html#show_doc): + +``` python +show_doc(HelloSayer.say) +``` + +------------------------------------------------------------------------ + +### HelloSayer.say + +> HelloSayer.say () + +*Do the saying* + +And add some examples and/or tests: + +``` python +o = HelloSayer("Alexis") +o.say() +``` + + 'Hello Alexis!' + +### Add links with backticks + +Notice above there is a link from our new class documentation to our +function. That’s because we used backticks in the docstring: + +``` python + "Say hello to `to` using `say_hello`" +``` + +These are automatically converted to hyperlinks wherever possible. For +instance, here are hyperlinks to `HelloSayer` and `say_hello` created +using backticks. + +### Set up autoreload + +Since you’ll be often updating your modules from one notebook, and using +them in another, it’s helpful if your notebook automatically reads in +the new modules as soon as the Python file changes. To make this happen, +just add these lines to the top of your notebook: + + %load_ext autoreload + %autoreload 2 + +### Set up prerequisites + +If your module requires other modules as dependencies, you can add those +prerequisites to your `settings.ini` in the `requirements` section. The +requirements should be separated by a space and if the module requires +at least or at most a specific version of the requirement this may be +specified here, too. + +For example if your module requires the `fastcore` module of at least +version 1.0.5, the `torchvision` module of at most version 0.7 and any +version of `matplotlib`, then the prerequisites would look like this: + +``` python +requirements = fastcore>=1.0.5 torchvision<0.7 matplotlib +``` + +In addition to `requirements` you can specify dependencies with other +keywords that have different scopes. Below is a list of all possible +dependency keywords: + +- `requirements`: Passed to both pip and conda setup +- `pip_requirements`: Passed to pip setup only +- `conda_requirements`: Passed to conda setup only +- `dev_requirements`: Passed to pip setup as a development requirement + +For more information about the format of dependencies, see the pypi and +conda docs on creating specifications in +[setup.py](https://packaging.python.org/tutorials/packaging-projects/#creating-setup-py) +and +[meta.yaml](https://docs.conda.io/projects/conda-build/en/latest/resources/define-metadata.html), +respectively. + +### Set up console scripts + +Behind the scenes, nbdev uses that standard package `setuptools` for +handling installation of modules. One very useful feature of +`setuptools` is that it can automatically create [cross-platform console +scripts](https://python-packaging.readthedocs.io/en/latest/command-line-scripts.html#the-console-scripts-entry-point). +nbdev surfaces this functionality; to use it, use the same format as +`setuptools`, with whitespace between each script definition (if you +have more than one). + + console_scripts = nbdev_export=nbdev.cli:nbdev_export + +### Upload to pypi + +If you want people to be able to install your project by just typing +`pip install your-project` then you need to upload it to +[pypi](https://pypi.org/). The good news is, we’ve already created a +fully pypi compliant installer for your project! So all you need to do +is register at pypi (click “Register” on pypi) if you haven’t previously +done so, generate an API token (go to [Account +settings](https://pypi.org/manage/account/) and click “Add API token”) +and then create a file called `~/.pypirc` with your token details. It +should have these contents: + + [pypi] + username = __token__ + password = your_pypi_token + +Another thing you will need is `twine`, so you should run once + + pip install twine + +To upload your project to pypi, just type `nbdev_pypi` in your project +root directory. Once it’s complete, a link to your project on pypi is +displayed. + +### Upload to conda + +Similar to `pip install` support, we have provided an anaconda compliant +installer to upload your project to [anaconda](https://anaconda.org). +Once uploaded, your package can be installed by typing +`conda install -c your_anaconda_username your-project`. + +You need to register at anaconda (fill out the form to `Sign Up`) which +will create a username and password. You will then need to install the +following packages + + pip install anaconda-client conda-build conda-verify + +Before running the anaconda uploader, you need to login to conda using +the CLI command (you will be prompted to enter your username and +password) + + anaconda login + +To upload to anaconda, just type `nbdev_conda` in your project root +directory. + +### Upload to pypi and conda + +The command `nbdev_release_both` from the root of your nbdev repo will +upload your project to both conda and pypi. + +### Install collapsible headings and toc2 + +There are two jupyter notebook extensions that I highly recommend when +working with projects like this. They are: + +- [Collapsible + headings](https://jupyter-contrib-nbextensions.readthedocs.io/en/latest/nbextensions/collapsible_headings/readme.html): + This lets you fold and unfold each section in your notebook, based on + its markdown headings. You can also hit left to go to the + start of a section, and right to go to the end +- [TOC2](https://jupyter-contrib-nbextensions.readthedocs.io/en/latest/nbextensions/toc2/README.html): + This adds a table of contents to your notebooks, which you can + navigate either with the `Navigate` menu item it adds to your + notebooks, or the TOC sidebar it adds. These can be modified and/or + hidden using its settings. + +### Math equation support + +nbdev supports equations (using [Quarto](https://quarto.org/)). You can +include math in your notebook’s documentation using the following +methods. + +Using `$$`, e.g.: + + $$\sum_{i=1}^{k+1}i$$ + +Which is rendered as: + +> $$\sum\_{i=1}^{k+1}i$$ + +Using `$`, e.g.: + + This version is displayed inline: $\sum_{i=1}^{k+1}i$ . You can include text before and after. + +Which is rendered as: + +> This version is displayed inline: $\sum\_{i=1}^{k+1}i$ . You can +> include text before and after. + +For more information, see [the Quarto +Docs](https://quarto.org/docs/visual-editor/technical.html) + +### Look at nbdev “source” for more ideas + +Don’t forget that nbdev itself is written in nbdev! It’s a good place to +look to see how fast.ai uses it in practice, and get a few tips. You’ll +find the nbdev notebooks here in the [nbs +folder](https://github.com/fastai/nbdev/tree/master/nbs) on Github. + +### Quarto Features + +nbdev supports most Quarto features. We encourage you to read the +[Quarto documentation](https://quarto.org/) to discover all the features +available to you. For example, this is how you can [incorporate mermaid +charts](https://quarto.org/docs/authoring/diagrams.html): + +
    + +
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    + + + +
    + +
    + +
    + +Here is another example of using +[Graphviz](https://quarto.org/docs/authoring/diagrams.html#graphviz): + +
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    + +
    + +
    + +It is worth taking a look at the documentation for +[figures](https://quarto.org/docs/authoring/figures.html), +[callouts](https://quarto.org/docs/authoring/callouts.html), +[markdown](https://quarto.org/docs/authoring/markdown-basics.html), +[widgets](https://quarto.org/docs/interactive/widgets/jupyter.html), +[layouts](https://quarto.org/docs/interactive/layout.html), [conditional +content](https://quarto.org/docs/authoring/conditional.html) and [quarto +extensions](https://quarto.org/docs/extensions/) to name a few useful +things we have encountered. diff --git a/tutorials/tutorial_files/figure-commonmark/cell-8-output-1.svg b/tutorials/tutorial_files/figure-commonmark/cell-8-output-1.svg new file mode 100644 index 000000000..1cf45b51b --- /dev/null +++ b/tutorials/tutorial_files/figure-commonmark/cell-8-output-1.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/tutorials/tutorial_files/figure-commonmark/dot-figure-1.png b/tutorials/tutorial_files/figure-commonmark/dot-figure-1.png new file mode 100644 index 000000000..1b7f137ab Binary files /dev/null and b/tutorials/tutorial_files/figure-commonmark/dot-figure-1.png differ diff --git a/tutorials/tutorial_files/figure-commonmark/mermaid-figure-1.png b/tutorials/tutorial_files/figure-commonmark/mermaid-figure-1.png new file mode 100644 index 000000000..60e0621db Binary files /dev/null and b/tutorials/tutorial_files/figure-commonmark/mermaid-figure-1.png differ diff --git a/tutorials/tutorial_files/figure-html/cell-8-output-1.svg b/tutorials/tutorial_files/figure-html/cell-8-output-1.svg new file mode 100644 index 000000000..1cf45b51b --- /dev/null +++ b/tutorials/tutorial_files/figure-html/cell-8-output-1.svg @@ -0,0 +1 @@ + \ No newline at end of file