diff --git a/choice_learn/basket_models/alea_carta.py b/choice_learn/basket_models/alea_carta.py index 1f8f0c11..0632874c 100644 --- a/choice_learn/basket_models/alea_carta.py +++ b/choice_learn/basket_models/alea_carta.py @@ -154,15 +154,6 @@ def __init__( # Add epsilon to prices to avoid NaN values (log(0)) self.epsilon_price = epsilon_price - if len(tf.config.get_visible_devices("GPU")): - # At least one available GPU - self.on_gpu = True - else: - # No available GPU - self.on_gpu = False - # /!\ If a model trained on GPU is loaded on CPU, self.on_gpu must be set - # to False manually after loading the model, and vice versa - self.instantiated = False def instantiate( @@ -278,7 +269,7 @@ def compute_batch_utility( week_batch: np.ndarray, price_batch: np.ndarray, ) -> tf.Tensor: - """Compute the utility of all the items in item_batch. + """Compute the utility of all the items in item_batch given the items in basket_batch. Parameters ---------- @@ -357,7 +348,7 @@ def compute_batch_utility( ) # Shape: (batch_size,) # Create a RaggedTensor from the indices with padding removed - item_indices_ragged = tf.cast( + """item_indices_ragged = tf.cast( tf.ragged.boolean_mask(basket_batch, basket_batch != -1), dtype=tf.int32, ) @@ -371,7 +362,11 @@ def compute_batch_utility( ) else: # Gather the embeddings using a ragged tensor of indices - alpha_by_basket = tf.ragged.map_flat_values(tf.gather, self.alpha, item_indices_ragged) + alpha_by_basket = tf.ragged.map_flat_values(tf.gather, self.alpha, item_indices_ragged)""" + alpha_by_basket = tf.gather( + tf.concat([tf.zeros((1, self.alpha.shape[1])), self.alpha], axis=0), + basket_batch + tf.ones_like(basket_batch), + ) # Basket interaction: one vs all alpha_i = tf.expand_dims(alpha_item, axis=1) # Shape: (batch_size, 1, latent_size) # Compute the dot product along the last dimension (latent_size) @@ -393,8 +388,9 @@ def compute_basket_utility( prices: Union[None, np.ndarray] = None, trip: Union[None, Trip] = None, ) -> float: - """Compute the utility of an (unordered) basket. + r"""Compute the utility of an (unordered) basket. + Corresponds to the sum of all the conditional utilities: \sum_{i \in basket} U(i | basket \ {i}) Take as input directly a Trip object or separately basket, store, week and prices. @@ -461,7 +457,7 @@ def compute_item_likelihood( prices: Union[None, np.ndarray] = None, trip: Union[None, Trip] = None, ) -> tf.Tensor: - """Compute the likelihood of all items for a given trip. + """Compute the likelihood for all items (as next item) with a given basket. Take as input directly a Trip object or separately basket, available_items, store, week and prices. @@ -527,6 +523,7 @@ def compute_item_likelihood( prices = trip.prices # Prevent unintended side effects from in-place modifications + # Likelihood of an item in the basket = 0 available_items_copy = available_items.copy() for basket_item in basket: if basket_item != -1: @@ -535,7 +532,7 @@ def compute_item_likelihood( # Compute the utility of all the items all_utilities = self.compute_batch_utility( # All items - item_batch=np.array([item_id for item_id in range(self.n_items)]), + item_batch=np.arange(self.n_items), # For each item: same basket / store / week / prices / available items basket_batch=np.array([basket for _ in range(self.n_items)]), store_batch=np.array([store for _ in range(self.n_items)]), diff --git a/notebooks/basket_models/alea_carta.ipynb b/notebooks/basket_models/alea_carta.ipynb index 54feba19..68017d89 100644 --- a/notebooks/basket_models/alea_carta.ipynb +++ b/notebooks/basket_models/alea_carta.ipynb @@ -29,6 +29,8 @@ "import os\n", "import sys\n", "\n", + "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"\"\n", + "\n", "sys.path.append(\"./../../\")\n", "print(os.getcwd())\n", "\n", @@ -132,7 +134,7 @@ "metadata": {}, "source": [ "### References\n", - "[1] Better Capturing Interactions between Products in Retail: Revisited Negative Sampling for Basket Choice Modeling, Désir, J.; Auriaut, V.; Možina, M.; Malherbe, E. (2025), ECML PKDDD Applied Data Science" + "[1] Better Capturing Interactions between Products in Retail: Revisited Negative Sampling for Basket Choice Modeling, Désir, J.; Auriau, V.; Možina, M.; Malherbe, E. (2025), ECML-PKDDD" ] }, { @@ -145,7 +147,7 @@ ], "metadata": { "kernelspec": { - "display_name": "tf_env", + "display_name": "basics", "language": "python", "name": "python3" }, @@ -159,7 +161,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.12.11" } }, "nbformat": 4, diff --git a/poetry.lock b/poetry.lock index c43977a7..3a37b460 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand. [[package]] name = "absl-py" @@ -6,6 +6,7 @@ version = "2.1.0" description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py." optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "absl-py-2.1.0.tar.gz", hash = "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff"}, {file = "absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308"}, @@ -17,6 +18,8 @@ version = "0.1.4" description = "Disable App Nap on macOS >= 10.9" optional = false python-versions = ">=3.6" +groups = ["dev"] +markers = "platform_system == \"Darwin\"" files = [ {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"}, {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"}, @@ -28,6 +31,7 @@ version = "2.4.1" description = "Annotate AST trees with source code positions" optional = false python-versions = "*" +groups = ["dev"] files = [ {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"}, {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"}, @@ -37,8 +41,8 @@ files = [ six = ">=1.12.0" [package.extras] -astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"] -test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"] +astroid = ["astroid (>=1,<2) ; python_version < \"3\"", "astroid (>=2,<4) ; python_version >= \"3\""] +test = ["astroid (>=1,<2) ; python_version < \"3\"", "astroid (>=2,<4) ; python_version >= \"3\"", "pytest"] [[package]] name = "astunparse" @@ -46,6 +50,7 @@ version = "1.6.3" description = "An AST unparser for Python" optional = false python-versions = "*" +groups = ["main"] files = [ {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"}, {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"}, @@ -61,18 +66,19 @@ version = "24.2.0" description = "Classes Without Boilerplate" optional = false python-versions = ">=3.7" +groups = ["dev", "docs"] files = [ {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"}, {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"}, ] [package.extras] -benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"] -cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] -dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] +benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"] +cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"] +dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"] docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"] -tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] -tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"] +tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"] +tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\""] [[package]] name = "babel" @@ -80,6 +86,7 @@ version = "2.16.0" description = "Internationalization utilities" optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"}, {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"}, @@ -94,6 +101,7 @@ version = "1.7.10" description = "Security oriented static analyser for python code." optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "bandit-1.7.10-py3-none-any.whl", hash = "sha256:665721d7bebbb4485a339c55161ac0eedde27d51e638000d91c8c2d68343ad02"}, {file = "bandit-1.7.10.tar.gz", hash = "sha256:59ed5caf5d92b6ada4bf65bc6437feea4a9da1093384445fed4d472acc6cff7b"}, @@ -109,7 +117,7 @@ stevedore = ">=1.20.0" baseline = ["GitPython (>=3.1.30)"] sarif = ["jschema-to-python (>=1.2.3)", "sarif-om (>=1.0.4)"] test = ["beautifulsoup4 (>=4.8.0)", "coverage (>=4.5.4)", "fixtures (>=3.0.0)", "flake8 (>=4.0.0)", "pylint (==1.9.4)", "stestr (>=2.5.0)", "testscenarios (>=0.5.0)", "testtools (>=2.3.0)"] -toml = ["tomli (>=1.1.0)"] +toml = ["tomli (>=1.1.0) ; python_version < \"3.11\""] yaml = ["PyYAML"] [[package]] @@ -118,6 +126,7 @@ version = "4.12.3" description = "Screen-scraping library" optional = false python-versions = ">=3.6.0" +groups = ["docs"] files = [ {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"}, {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"}, @@ -139,6 +148,7 @@ version = "6.2.0" description = "An easy safelist-based HTML-sanitizing tool." optional = false python-versions = ">=3.9" +groups = ["docs"] files = [ {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"}, {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"}, @@ -156,6 +166,7 @@ version = "5.5.0" description = "Extensible memoizing collections and decorators" optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292"}, {file = "cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a"}, @@ -167,6 +178,7 @@ version = "2024.8.30" description = "Python package for providing Mozilla's CA Bundle." optional = false python-versions = ">=3.6" +groups = ["main", "docs"] files = [ {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"}, {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"}, @@ -178,6 +190,8 @@ version = "1.17.1" description = "Foreign Function Interface for Python calling C code." optional = false python-versions = ">=3.8" +groups = ["dev", "docs"] +markers = "implementation_name == \"pypy\"" files = [ {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"}, {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"}, @@ -257,6 +271,7 @@ version = "3.4.0" description = "Validate configuration and produce human readable error messages." optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"}, {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"}, @@ -268,6 +283,7 @@ version = "3.4.0" description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." optional = false python-versions = ">=3.7.0" +groups = ["main", "docs"] files = [ {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:4f9fc98dad6c2eaa32fc3af1417d95b5e3d08aff968df0cd320066def971f9a6"}, {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0de7b687289d3c1b3e8660d0741874abe7888100efe14bd0f9fd7141bcbda92b"}, @@ -382,6 +398,7 @@ version = "8.1.7" description = "Composable command line interface toolkit" optional = false python-versions = ">=3.7" +groups = ["docs"] files = [ {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"}, {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"}, @@ -396,6 +413,7 @@ version = "3.1.0" description = "Pickler class to extend the standard pickle.Pickler functionality" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "cloudpickle-3.1.0-py3-none-any.whl", hash = "sha256:fe11acda67f61aaaec473e3afe030feb131d78a43461b718185363384f1ba12e"}, {file = "cloudpickle-3.1.0.tar.gz", hash = "sha256:81a929b6e3c7335c863c771d673d105f02efdb89dfaba0c90495d1c64796601b"}, @@ -407,6 +425,7 @@ version = "2.3.0" description = "Codespell" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "codespell-2.3.0-py3-none-any.whl", hash = "sha256:a9c7cef2501c9cfede2110fd6d4e5e62296920efe9abfb84648df866e47f58d1"}, {file = "codespell-2.3.0.tar.gz", hash = "sha256:360c7d10f75e65f67bad720af7007e1060a5d395670ec11a7ed1fed9dd17471f"}, @@ -415,7 +434,7 @@ files = [ [package.extras] dev = ["Pygments", "build", "chardet", "pre-commit", "pytest", "pytest-cov", "pytest-dependency", "ruff", "tomli", "twine"] hard-encoding-detection = ["chardet"] -toml = ["tomli"] +toml = ["tomli ; python_version < \"3.11\""] types = ["chardet (>=5.1.0)", "mypy", "pytest", "pytest-cov", "pytest-dependency"] [[package]] @@ -424,10 +443,12 @@ version = "0.4.6" description = "Cross-platform colored terminal text." optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" +groups = ["main", "dev", "docs"] files = [ {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"}, {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"}, ] +markers = {main = "platform_system == \"Windows\"", dev = "sys_platform == \"win32\""} [[package]] name = "comm" @@ -435,6 +456,7 @@ version = "0.2.2" description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc." optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"}, {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"}, @@ -452,6 +474,7 @@ version = "7.6.4" description = "Code coverage measurement for Python" optional = false python-versions = ">=3.9" +groups = ["dev"] files = [ {file = "coverage-7.6.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5f8ae553cba74085db385d489c7a792ad66f7f9ba2ee85bfa508aeb84cf0ba07"}, {file = "coverage-7.6.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8165b796df0bd42e10527a3f493c592ba494f16ef3c8b531288e3d0d72c1f6f0"}, @@ -521,7 +544,7 @@ files = [ tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""} [package.extras] -toml = ["tomli"] +toml = ["tomli ; python_full_version <= \"3.11.0a6\""] [[package]] name = "debugpy" @@ -529,6 +552,7 @@ version = "1.8.7" description = "An implementation of the Debug Adapter Protocol for Python" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "debugpy-1.8.7-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:95fe04a573b8b22896c404365e03f4eda0ce0ba135b7667a1e57bd079793b96b"}, {file = "debugpy-1.8.7-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:628a11f4b295ffb4141d8242a9bb52b77ad4a63a2ad19217a93be0f77f2c28c9"}, @@ -564,6 +588,7 @@ version = "5.1.1" description = "Decorators for Humans" optional = false python-versions = ">=3.5" +groups = ["main", "dev"] files = [ {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"}, {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"}, @@ -575,6 +600,7 @@ version = "0.7.1" description = "XML bomb protection for Python stdlib modules" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" +groups = ["docs"] files = [ {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"}, {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"}, @@ -586,6 +612,7 @@ version = "0.3.9" description = "Distribution utilities" optional = false python-versions = "*" +groups = ["dev"] files = [ {file = "distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87"}, {file = "distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"}, @@ -597,6 +624,7 @@ version = "0.1.8" description = "Tree is a library for working with nested data structures." optional = false python-versions = "*" +groups = ["main"] files = [ {file = "dm-tree-0.1.8.tar.gz", hash = "sha256:0fcaabbb14e7980377439e7140bd05552739ca5e515ecb3119f234acee4b9430"}, {file = "dm_tree-0.1.8-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:35cc164a79336bfcfafb47e5f297898359123bbd3330c1967f0c4994f9cf9f60"}, @@ -652,6 +680,8 @@ version = "1.2.2" description = "Backport of PEP 654 (exception groups)" optional = false python-versions = ">=3.7" +groups = ["dev"] +markers = "python_version < \"3.11\"" files = [ {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"}, {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"}, @@ -666,6 +696,7 @@ version = "2.1.1" description = "execnet: rapid multi-Python deployment" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "execnet-2.1.1-py3-none-any.whl", hash = "sha256:26dee51f1b80cebd6d0ca8e74dd8745419761d3bef34163928cbebbdc4749fdc"}, {file = "execnet-2.1.1.tar.gz", hash = "sha256:5189b52c6121c24feae288166ab41b32549c7e2348652736540b9e6e7d4e72e3"}, @@ -680,13 +711,14 @@ version = "2.1.0" description = "Get the currently executing AST node of a frame, and other information" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "executing-2.1.0-py2.py3-none-any.whl", hash = "sha256:8d63781349375b5ebccc3142f4b30350c0cd9c79f921cde38be2be4637e98eaf"}, {file = "executing-2.1.0.tar.gz", hash = "sha256:8ea27ddd260da8150fa5a708269c4a10e76161e2496ec3e587da9e3c0fe4b9ab"}, ] [package.extras] -tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"] +tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""] [[package]] name = "fastjsonschema" @@ -694,6 +726,7 @@ version = "2.20.0" description = "Fastest Python implementation of JSON schema" optional = false python-versions = "*" +groups = ["dev", "docs"] files = [ {file = "fastjsonschema-2.20.0-py3-none-any.whl", hash = "sha256:5875f0b0fa7a0043a91e93a9b8f793bcbbba9691e7fd83dca95c28ba26d21f0a"}, {file = "fastjsonschema-2.20.0.tar.gz", hash = "sha256:3d48fc5300ee96f5d116f10fe6f28d938e6008f59a6a025c2649475b87f76a23"}, @@ -708,6 +741,7 @@ version = "3.16.1" description = "A platform independent file lock." optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"}, {file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"}, @@ -716,7 +750,7 @@ files = [ [package.extras] docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"] testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"] -typing = ["typing-extensions (>=4.12.2)"] +typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""] [[package]] name = "flatbuffers" @@ -724,6 +758,7 @@ version = "24.3.25" description = "The FlatBuffers serialization format for Python" optional = false python-versions = "*" +groups = ["main"] files = [ {file = "flatbuffers-24.3.25-py2.py3-none-any.whl", hash = "sha256:8dbdec58f935f3765e4f7f3cf635ac3a77f83568138d6a2311f524ec96364812"}, {file = "flatbuffers-24.3.25.tar.gz", hash = "sha256:de2ec5b203f21441716617f38443e0a8ebf3d25bf0d9c0bb0ce68fa00ad546a4"}, @@ -735,7 +770,9 @@ version = "0.6.0" description = "Python AST that abstracts the underlying Python version" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7" +groups = ["main"] files = [ + {file = "gast-0.6.0-py3-none-any.whl", hash = "sha256:52b182313f7330389f72b069ba00f174cfe2a06411099547288839c6cbafbd54"}, {file = "gast-0.6.0.tar.gz", hash = "sha256:88fc5300d32c7ac6ca7b515310862f71e6fdf2c029bbec7c66c0f5dd47b6b1fb"}, ] @@ -745,6 +782,7 @@ version = "2.1.0" description = "Copy your docs directly to the gh-pages branch." optional = false python-versions = "*" +groups = ["docs"] files = [ {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"}, {file = "ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619"}, @@ -762,6 +800,7 @@ version = "2.35.0" description = "Google Authentication Library" optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "google_auth-2.35.0-py2.py3-none-any.whl", hash = "sha256:25df55f327ef021de8be50bad0dfd4a916ad0de96da86cd05661c9297723ad3f"}, {file = "google_auth-2.35.0.tar.gz", hash = "sha256:f4c64ed4e01e8e8b646ef34c018f8bf3338df0c8e37d8b3bba40e7f574a3278a"}, @@ -785,6 +824,7 @@ version = "1.0.0" description = "Google Authentication Library" optional = false python-versions = ">=3.6" +groups = ["main"] files = [ {file = "google-auth-oauthlib-1.0.0.tar.gz", hash = "sha256:e375064964820b47221a7e1b7ee1fd77051b6323c3f9e3e19785f78ab67ecfc5"}, {file = "google_auth_oauthlib-1.0.0-py2.py3-none-any.whl", hash = "sha256:95880ca704928c300f48194d1770cf5b1462835b6e49db61445a520f793fd5fb"}, @@ -803,6 +843,7 @@ version = "0.2.0" description = "pasta is an AST-based Python refactoring library" optional = false python-versions = "*" +groups = ["main"] files = [ {file = "google-pasta-0.2.0.tar.gz", hash = "sha256:c9f2c8dfc8f96d0d5808299920721be30c9eec37f2389f28904f454565c8a16e"}, {file = "google_pasta-0.2.0-py2-none-any.whl", hash = "sha256:4612951da876b1a10fe3960d7226f0c7682cf901e16ac06e473b267a5afa8954"}, @@ -818,6 +859,7 @@ version = "1.5.1" description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API." optional = false python-versions = ">=3.9" +groups = ["docs"] files = [ {file = "griffe-1.5.1-py3-none-any.whl", hash = "sha256:ad6a7980f8c424c9102160aafa3bcdf799df0e75f7829d75af9ee5aef656f860"}, {file = "griffe-1.5.1.tar.gz", hash = "sha256:72964f93e08c553257706d6cd2c42d1c172213feb48b2be386f243380b405d4b"}, @@ -832,6 +874,7 @@ version = "1.67.1" description = "HTTP/2-based RPC framework" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "grpcio-1.67.1-cp310-cp310-linux_armv7l.whl", hash = "sha256:8b0341d66a57f8a3119b77ab32207072be60c9bf79760fa609c5609f2deb1f3f"}, {file = "grpcio-1.67.1-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:f5a27dddefe0e2357d3e617b9079b4bfdc91341a91565111a21ed6ebbc51b22d"}, @@ -899,6 +942,8 @@ version = "11.0.3" description = "Python interface to Gurobi" optional = true python-versions = "*" +groups = ["main"] +markers = "extra == \"gurobi\"" files = [ {file = "gurobipy-11.0.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ec3a8da22c8e818095bbe86ed0b71f9f3712272afb994edc04dc3c82654c7542"}, {file = "gurobipy-11.0.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:623ea11104b50b574d7c73ae19e87131431cd4d33adcaf0d408a7e44cb73ed43"}, @@ -931,6 +976,7 @@ version = "3.12.1" description = "Read and write HDF5 files from Python" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "h5py-3.12.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2f0f1a382cbf494679c07b4371f90c70391dedb027d517ac94fa2c05299dacda"}, {file = "h5py-3.12.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:cb65f619dfbdd15e662423e8d257780f9a66677eae5b4b3fc9dca70b5fd2d2a3"}, @@ -969,6 +1015,7 @@ version = "2.6.1" description = "File identification library for Python" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "identify-2.6.1-py2.py3-none-any.whl", hash = "sha256:53863bcac7caf8d2ed85bd20312ea5dcfc22226800f6d6881f232d861db5a8f0"}, {file = "identify-2.6.1.tar.gz", hash = "sha256:91478c5fb7c3aac5ff7bf9b4344f803843dc586832d5f110d672b19aa1984c98"}, @@ -983,6 +1030,7 @@ version = "3.10" description = "Internationalized Domain Names in Applications (IDNA)" optional = false python-versions = ">=3.6" +groups = ["main", "docs"] files = [ {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"}, {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"}, @@ -997,6 +1045,8 @@ version = "4.2.0" description = "Immutable wrapper around dictionaries (a fork of frozendict)" optional = true python-versions = ">=3.8,<4.0" +groups = ["main"] +markers = "extra == \"ortools\"" files = [ {file = "immutabledict-4.2.0-py3-none-any.whl", hash = "sha256:d728b2c2410d698d95e6200237feb50a695584d20289ad3379a439aa3d90baba"}, {file = "immutabledict-4.2.0.tar.gz", hash = "sha256:e003fd81aad2377a5a758bf7e1086cf3b70b63e9a5cc2f46bce8d0a2b4727c5f"}, @@ -1008,6 +1058,8 @@ version = "8.5.0" description = "Read metadata from Python packages" optional = false python-versions = ">=3.8" +groups = ["main", "dev", "docs"] +markers = "python_version == \"3.9\"" files = [ {file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"}, {file = "importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7"}, @@ -1017,12 +1069,12 @@ files = [ zipp = ">=3.20" [package.extras] -check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"] +check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""] cover = ["pytest-cov"] doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] enabler = ["pytest-enabler (>=2.2)"] perf = ["ipython"] -test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"] +test = ["flufl.flake8", "importlib-resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"] type = ["pytest-mypy"] [[package]] @@ -1031,6 +1083,7 @@ version = "2.0.0" description = "brain-dead simple config-ini parsing" optional = false python-versions = ">=3.7" +groups = ["dev"] files = [ {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"}, {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"}, @@ -1042,6 +1095,7 @@ version = "6.29.5" description = "IPython Kernel for Jupyter" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"}, {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"}, @@ -1075,6 +1129,7 @@ version = "8.18.1" description = "IPython: Productive Interactive Computing" optional = false python-versions = ">=3.9" +groups = ["dev"] files = [ {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"}, {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"}, @@ -1112,6 +1167,7 @@ version = "0.19.1" description = "An autocompletion tool for Python that can be used for text editors." optional = false python-versions = ">=3.6" +groups = ["dev"] files = [ {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"}, {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"}, @@ -1131,6 +1187,7 @@ version = "3.1.4" description = "A very fast and expressive template engine." optional = false python-versions = ">=3.7" +groups = ["docs"] files = [ {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"}, {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"}, @@ -1148,6 +1205,7 @@ version = "4.23.0" description = "An implementation of JSON Schema validation for Python" optional = false python-versions = ">=3.8" +groups = ["dev", "docs"] files = [ {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"}, {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"}, @@ -1169,6 +1227,7 @@ version = "2024.10.1" description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry" optional = false python-versions = ">=3.9" +groups = ["dev", "docs"] files = [ {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"}, {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"}, @@ -1183,6 +1242,7 @@ version = "8.6.3" description = "Jupyter protocol implementation and client libraries" optional = false python-versions = ">=3.8" +groups = ["dev", "docs"] files = [ {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"}, {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"}, @@ -1198,7 +1258,7 @@ traitlets = ">=5.3" [package.extras] docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"] -test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"] +test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"win32\"", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"] [[package]] name = "jupyter-core" @@ -1206,6 +1266,7 @@ version = "5.7.2" description = "Jupyter core package. A base package on which Jupyter projects rely." optional = false python-versions = ">=3.8" +groups = ["dev", "docs"] files = [ {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"}, {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"}, @@ -1226,6 +1287,7 @@ version = "0.3.0" description = "Pygments theme using JupyterLab CSS variables" optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"}, {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"}, @@ -1237,6 +1299,7 @@ version = "2.14.0" description = "Deep learning for humans." optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "keras-2.14.0-py3-none-any.whl", hash = "sha256:d7429d1d2131cc7eb1f2ea2ec330227c7d9d38dab3dfdf2e78defee4ecc43fcd"}, {file = "keras-2.14.0.tar.gz", hash = "sha256:22788bdbc86d9988794fe9703bb5205141da797c4faeeb59497c58c3d94d34ed"}, @@ -1248,6 +1311,7 @@ version = "18.1.1" description = "Clang Python Bindings, mirrored from the official LLVM repo: https://github.com/llvm/llvm-project/tree/main/clang/bindings/python, to make the installation process easier." optional = false python-versions = "*" +groups = ["main"] files = [ {file = "libclang-18.1.1-1-py2.py3-none-macosx_11_0_arm64.whl", hash = "sha256:0b2e143f0fac830156feb56f9231ff8338c20aecfe72b4ffe96f19e5a1dbb69a"}, {file = "libclang-18.1.1-py2.py3-none-macosx_10_9_x86_64.whl", hash = "sha256:6f14c3f194704e5d09769108f03185fce7acaf1d1ae4bbb2f30a72c2400cb7c5"}, @@ -1267,6 +1331,7 @@ version = "3.7" description = "Python implementation of John Gruber's Markdown." optional = false python-versions = ">=3.8" +groups = ["main", "dev", "docs"] files = [ {file = "Markdown-3.7-py3-none-any.whl", hash = "sha256:7eb6df5690b81a1d7942992c97fad2938e956e79df20cbc6186e9c3a77b1c803"}, {file = "markdown-3.7.tar.gz", hash = "sha256:2ae2471477cfd02dbbf038d5d9bc226d40def84b4fe2986e49b59b6b472bbed2"}, @@ -1285,6 +1350,7 @@ version = "3.0.0" description = "Python port of markdown-it. Markdown parsing, done right!" optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"}, {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"}, @@ -1309,6 +1375,7 @@ version = "3.0.2" description = "Safely add untrusted strings to HTML/XML markup." optional = false python-versions = ">=3.9" +groups = ["main", "docs"] files = [ {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"}, {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"}, @@ -1379,6 +1446,7 @@ version = "0.1.7" description = "Inline Matplotlib backend for Jupyter" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"}, {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"}, @@ -1393,6 +1461,7 @@ version = "0.1.2" description = "Markdown URL utilities" optional = false python-versions = ">=3.7" +groups = ["docs"] files = [ {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"}, {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"}, @@ -1404,6 +1473,7 @@ version = "1.3.4" description = "A deep merge function for 🐍." optional = false python-versions = ">=3.6" +groups = ["docs"] files = [ {file = "mergedeep-1.3.4-py3-none-any.whl", hash = "sha256:70775750742b25c0d8f36c55aed03d24c3384d17c951b3175d898bd778ef0307"}, {file = "mergedeep-1.3.4.tar.gz", hash = "sha256:0096d52e9dad9939c3d975a774666af186eda617e6ca84df4c94dec30004f2a8"}, @@ -1415,6 +1485,7 @@ version = "3.0.2" description = "A sane and fast Markdown parser with useful plugins and renderers" optional = false python-versions = ">=3.7" +groups = ["docs"] files = [ {file = "mistune-3.0.2-py3-none-any.whl", hash = "sha256:71481854c30fdbc938963d3605b72501f5c10a9320ecd412c121c163a1c7d205"}, {file = "mistune-3.0.2.tar.gz", hash = "sha256:fc7f93ded930c92394ef2cb6f04a8aabab4117a91449e72dcc8dfa646a508be8"}, @@ -1426,6 +1497,7 @@ version = "1.6.1" description = "Project documentation with Markdown." optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "mkdocs-1.6.1-py3-none-any.whl", hash = "sha256:db91759624d1647f3f34aa0c3f327dd2601beae39a366d6e064c03468d35c20e"}, {file = "mkdocs-1.6.1.tar.gz", hash = "sha256:7b432f01d928c084353ab39c57282f29f92136665bdd6abf7c1ec8d822ef86f2"}, @@ -1449,7 +1521,7 @@ watchdog = ">=2.0" [package.extras] i18n = ["babel (>=2.9.0)"] -min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.4)", "jinja2 (==2.11.1)", "markdown (==3.3.6)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "mkdocs-get-deps (==0.2.0)", "packaging (==20.5)", "pathspec (==0.11.1)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "watchdog (==2.0)"] +min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4) ; platform_system == \"Windows\"", "ghp-import (==1.0)", "importlib-metadata (==4.4) ; python_version < \"3.10\"", "jinja2 (==2.11.1)", "markdown (==3.3.6)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "mkdocs-get-deps (==0.2.0)", "packaging (==20.5)", "pathspec (==0.11.1)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "watchdog (==2.0)"] [[package]] name = "mkdocs-autorefs" @@ -1457,6 +1529,7 @@ version = "1.2.0" description = "Automatically link across pages in MkDocs." optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "mkdocs_autorefs-1.2.0-py3-none-any.whl", hash = "sha256:d588754ae89bd0ced0c70c06f58566a4ee43471eeeee5202427da7de9ef85a2f"}, {file = "mkdocs_autorefs-1.2.0.tar.gz", hash = "sha256:a86b93abff653521bda71cf3fc5596342b7a23982093915cb74273f67522190f"}, @@ -1473,6 +1546,7 @@ version = "0.2.0" description = "MkDocs extension that lists all dependencies according to a mkdocs.yml file" optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "mkdocs_get_deps-0.2.0-py3-none-any.whl", hash = "sha256:2bf11d0b133e77a0dd036abeeb06dec8775e46efa526dc70667d8863eefc6134"}, {file = "mkdocs_get_deps-0.2.0.tar.gz", hash = "sha256:162b3d129c7fad9b19abfdcb9c1458a651628e4b1dea628ac68790fb3061c60c"}, @@ -1490,6 +1564,7 @@ version = "9.5.44" description = "Documentation that simply works" optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "mkdocs_material-9.5.44-py3-none-any.whl", hash = "sha256:47015f9c167d58a5ff5e682da37441fc4d66a1c79334bfc08d774763cacf69ca"}, {file = "mkdocs_material-9.5.44.tar.gz", hash = "sha256:f3a6c968e524166b3f3ed1fb97d3ed3e0091183b0545cedf7156a2a6804c56c0"}, @@ -1519,6 +1594,7 @@ version = "1.3.1" description = "Extension pack for Python Markdown and MkDocs Material." optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "mkdocs_material_extensions-1.3.1-py3-none-any.whl", hash = "sha256:adff8b62700b25cb77b53358dad940f3ef973dd6db797907c49e3c2ef3ab4e31"}, {file = "mkdocs_material_extensions-1.3.1.tar.gz", hash = "sha256:10c9511cea88f568257f960358a467d12b970e1f7b2c0e5fb2bb48cab1928443"}, @@ -1530,6 +1606,7 @@ version = "0.3" description = "A MkDocs plug-in provides a source parser for *.ipynb Jupyter notebook files, base on nbconvert." optional = false python-versions = "*" +groups = ["docs"] files = [ {file = "mkdocs-nbconvert-0.3.tar.gz", hash = "sha256:22341e2a2c4f33503b7c3bf049a8a7dc1658085ed0814f77944a24a88c9e6154"}, {file = "mkdocs_nbconvert-0.3-py3-none-any.whl", hash = "sha256:2db3d9e48bd41b3571541bb6e9f721b2b7d84d575d3afc40270895f44c9016a2"}, @@ -1545,6 +1622,7 @@ version = "0.26.2" description = "Automatic documentation from sources, for MkDocs." optional = false python-versions = ">=3.9" +groups = ["docs"] files = [ {file = "mkdocstrings-0.26.2-py3-none-any.whl", hash = "sha256:1248f3228464f3b8d1a15bd91249ce1701fe3104ac517a5f167a0e01ca850ba5"}, {file = "mkdocstrings-0.26.2.tar.gz", hash = "sha256:34a8b50f1e6cfd29546c6c09fbe02154adfb0b361bb758834bf56aa284ba876e"}, @@ -1573,6 +1651,7 @@ version = "1.12.2" description = "A Python handler for mkdocstrings." optional = false python-versions = ">=3.9" +groups = ["docs"] files = [ {file = "mkdocstrings_python-1.12.2-py3-none-any.whl", hash = "sha256:7f7d40d6db3cb1f5d19dbcd80e3efe4d0ba32b073272c0c0de9de2e604eda62a"}, {file = "mkdocstrings_python-1.12.2.tar.gz", hash = "sha256:7a1760941c0b52a2cd87b960a9e21112ffe52e7df9d0b9583d04d47ed2e186f3"}, @@ -1589,6 +1668,7 @@ version = "0.2.0" description = "" optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "ml_dtypes-0.2.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:df6a76e1c8adf484feb138ed323f9f40a7b6c21788f120f7c78bec20ac37ee81"}, {file = "ml_dtypes-0.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bc29a0524ef5e23a7fbb8d881bdecabeb3fc1d19d9db61785d077a86cb94fab2"}, @@ -1611,9 +1691,9 @@ files = [ [package.dependencies] numpy = [ - {version = ">=1.23.3", markers = "python_version > \"3.10\""}, - {version = ">=1.21.2", markers = "python_version > \"3.9\" and python_version <= \"3.10\""}, + {version = ">=1.21.2", markers = "python_version > \"3.9\""}, {version = ">1.20", markers = "python_version <= \"3.9\""}, + {version = ">=1.23.3", markers = "python_version > \"3.10\""}, ] [package.extras] @@ -1625,6 +1705,7 @@ version = "0.10.0" description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." optional = false python-versions = ">=3.8.0" +groups = ["docs"] files = [ {file = "nbclient-0.10.0-py3-none-any.whl", hash = "sha256:f13e3529332a1f1f81d82a53210322476a168bb7090a0289c795fe9cc11c9d3f"}, {file = "nbclient-0.10.0.tar.gz", hash = "sha256:4b3f1b7dba531e498449c4db4f53da339c91d449dc11e9af3a43b4eb5c5abb09"}, @@ -1647,6 +1728,7 @@ version = "7.16.4" description = "Converting Jupyter Notebooks (.ipynb files) to other formats. Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script. nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)." optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "nbconvert-7.16.4-py3-none-any.whl", hash = "sha256:05873c620fe520b6322bf8a5ad562692343fe3452abda5765c7a34b7d1aa3eb3"}, {file = "nbconvert-7.16.4.tar.gz", hash = "sha256:86ca91ba266b0a448dc96fa6c5b9d98affabde2867b363258703536807f9f7f4"}, @@ -1685,6 +1767,7 @@ version = "5.10.4" description = "The Jupyter Notebook format" optional = false python-versions = ">=3.8" +groups = ["dev", "docs"] files = [ {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"}, {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"}, @@ -1706,6 +1789,7 @@ version = "0.8.0" description = "Strips outputs from Jupyter and IPython notebooks" optional = false python-versions = ">=3.8" +groups = ["dev", "docs"] files = [ {file = "nbstripout-0.8.0-py2.py3-none-any.whl", hash = "sha256:b37f7b297fc6c02647d387d1049e4be8d0ecbf74640e502dce36ae93120ad420"}, {file = "nbstripout-0.8.0.tar.gz", hash = "sha256:4b9b563c3704f9b59067627bec7d0d5c7437527ab6c3a72dd3cf895d46bf5a44"}, @@ -1720,6 +1804,7 @@ version = "1.6.0" description = "Patch asyncio to allow nested event loops" optional = false python-versions = ">=3.5" +groups = ["dev"] files = [ {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"}, {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"}, @@ -1731,6 +1816,7 @@ version = "1.9.1" description = "Node.js virtual environment builder" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" +groups = ["dev"] files = [ {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"}, {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"}, @@ -1742,6 +1828,7 @@ version = "2.0.2" description = "Fundamental package for array computing in Python" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "numpy-2.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:51129a29dbe56f9ca83438b706e2e69a39892b5eda6cedcb6b0c9fdc9b0d3ece"}, {file = "numpy-2.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f15975dfec0cf2239224d80e32c3170b1d168335eaedee69da84fbe9f1f9cd04"}, @@ -1796,6 +1883,7 @@ version = "3.2.2" description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic" optional = false python-versions = ">=3.6" +groups = ["main"] files = [ {file = "oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca"}, {file = "oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918"}, @@ -1812,6 +1900,7 @@ version = "3.4.0" description = "Path optimization of einsum functions." optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "opt_einsum-3.4.0-py3-none-any.whl", hash = "sha256:69bb92469f86a1565195ece4ac0323943e83477171b91d24c35afe028a90d7cd"}, {file = "opt_einsum-3.4.0.tar.gz", hash = "sha256:96ca72f1b886d148241348783498194c577fa30a8faac108586b14f1ba4473ac"}, @@ -1823,6 +1912,8 @@ version = "9.9.3963" description = "Google OR-Tools python libraries and modules" optional = true python-versions = ">= 3.8" +groups = ["main"] +markers = "extra == \"ortools\"" files = [ {file = "ortools-9.9.3963-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:68e85d91a561ac413ff9848e5652b16d56975460131af96bbbf123b0b3511786"}, {file = 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+1983,7 @@ version = "2.2.3" description = "Powerful data structures for data analysis, time series, and statistics" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"}, {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"}, @@ -1976,6 +2070,7 @@ version = "1.5.1" description = "Utilities for writing pandoc filters in python" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +groups = ["docs"] files = [ {file = "pandocfilters-1.5.1-py2.py3-none-any.whl", hash = "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"}, {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"}, @@ -1987,6 +2082,7 @@ version = "0.8.4" description = "A Python Parser" optional = false python-versions = ">=3.6" +groups = ["dev"] files = [ {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"}, {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"}, @@ -2002,6 +2098,7 @@ version = "0.12.1" description = "Utility library for gitignore style pattern matching of file paths." optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"}, {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"}, @@ -2013,6 +2110,7 @@ version = "6.1.0" description = "Python Build Reasonableness" optional = false python-versions = ">=2.6" +groups = ["docs"] files = [ {file = "pbr-6.1.0-py2.py3-none-any.whl", hash = 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for process and system monitoring in Python." optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7" +groups = ["dev"] files = [ {file = "psutil-6.1.0-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:ff34df86226c0227c52f38b919213157588a678d049688eded74c76c8ba4a5d0"}, {file = "psutil-6.1.0-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:c0e0c00aa18ca2d3b2b991643b799a15fc8f0563d2ebb6040f64ce8dc027b942"}, @@ -2151,6 +2257,8 @@ version = "0.7.0" description = "Run a subprocess in a pseudo terminal" optional = false python-versions = "*" +groups = ["dev"] +markers = "sys_platform != \"win32\"" files = [ {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"}, {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"}, @@ -2162,6 +2270,7 @@ version = "0.2.3" description = "Safely evaluate AST nodes without side effects" optional = false python-versions = "*" +groups = ["dev"] files = [ {file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"}, {file = "pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"}, @@ -2176,6 +2285,7 @@ version = "0.6.1" description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"}, {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"}, @@ -2187,6 +2297,7 @@ version = "0.4.1" description = "A collection of ASN.1-based protocols modules" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "pyasn1_modules-0.4.1-py3-none-any.whl", hash = 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= "sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199"}, @@ -2226,6 +2340,7 @@ version = "10.12" description = "Extension pack for Python Markdown." optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "pymdown_extensions-10.12-py3-none-any.whl", hash = "sha256:49f81412242d3527b8b4967b990df395c89563043bc51a3d2d7d500e52123b77"}, {file = "pymdown_extensions-10.12.tar.gz", hash = "sha256:b0ee1e0b2bef1071a47891ab17003bfe5bf824a398e13f49f8ed653b699369a7"}, @@ -2244,6 +2359,7 @@ version = "8.3.3" description = "pytest: simple powerful testing with Python" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "pytest-8.3.3-py3-none-any.whl", hash = "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2"}, {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"}, @@ -2266,6 +2382,7 @@ version = "6.0.0" description = "Pytest plugin for measuring coverage." optional = false python-versions = ">=3.9" +groups = ["dev"] files = [ {file = "pytest-cov-6.0.0.tar.gz", hash = "sha256:fde0b595ca248bb8e2d76f020b465f3b107c9632e6a1d1705f17834c89dcadc0"}, {file = "pytest_cov-6.0.0-py3-none-any.whl", hash = "sha256:eee6f1b9e61008bd34975a4d5bab25801eb31898b032dd55addc93e96fcaaa35"}, @@ -2284,6 +2401,7 @@ version = "3.6.1" description = "pytest xdist plugin for distributed testing, most importantly across multiple CPUs" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "pytest_xdist-3.6.1-py3-none-any.whl", hash = "sha256:9ed4adfb68a016610848639bb7e02c9352d5d9f03d04809919e2dafc3be4cca7"}, {file = "pytest_xdist-3.6.1.tar.gz", hash = "sha256:ead156a4db231eec769737f57668ef58a2084a34b2e55c4a8fa20d861107300d"}, @@ -2304,6 +2422,7 @@ version = "2.9.0.post0" description = "Extensions to the standard Python datetime module" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7" +groups = ["main", "dev", "docs"] files = [ {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"}, {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"}, @@ -2318,6 +2437,7 @@ version = "0.8" description = "Math extension for Python-Markdown" optional = false python-versions = ">=3.6" +groups = ["dev", "docs"] files = [ {file = "python-markdown-math-0.8.tar.gz", hash = "sha256:8564212af679fc18d53f38681f16080fcd3d186073f23825c7ce86fadd3e3635"}, {file = "python_markdown_math-0.8-py3-none-any.whl", hash = "sha256:c685249d84b5b697e9114d7beb352bd8ca2e07fd268fd4057ffca888c14641e5"}, @@ -2332,6 +2452,7 @@ version = "2024.2" description = "World timezone definitions, modern and historical" optional = false python-versions = "*" +groups = ["main"] files = [ {file = "pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725"}, {file = "pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a"}, @@ -2343,6 +2464,8 @@ version = "308" description = "Python for Window Extensions" optional = false python-versions = "*" +groups = ["dev", "docs"] +markers = "platform_python_implementation != \"PyPy\" and sys_platform == \"win32\"" files = [ {file = "pywin32-308-cp310-cp310-win32.whl", hash = "sha256:796ff4426437896550d2981b9c2ac0ffd75238ad9ea2d3bfa67a1abd546d262e"}, {file = "pywin32-308-cp310-cp310-win_amd64.whl", hash = "sha256:4fc888c59b3c0bef905ce7eb7e2106a07712015ea1c8234b703a088d46110e8e"}, @@ -2370,6 +2493,7 @@ version = "6.0.2" description = "YAML parser and emitter for Python" optional = false python-versions = ">=3.8" +groups = ["dev", "docs"] files = [ {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = 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" optional = false python-versions = ">=3.6" +groups = ["docs"] files = [ {file = "pyyaml_env_tag-0.1-py3-none-any.whl", hash = "sha256:af31106dec8a4d68c60207c1886031cbf839b68aa7abccdb19868200532c2069"}, {file = "pyyaml_env_tag-0.1.tar.gz", hash = "sha256:70092675bda14fdec33b31ba77e7543de9ddc88f2e5b99160396572d11525bdb"}, @@ -2446,6 +2571,7 @@ version = "26.2.0" description = "Python bindings for 0MQ" optional = false python-versions = ">=3.7" +groups = ["dev", "docs"] files = [ {file = "pyzmq-26.2.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:ddf33d97d2f52d89f6e6e7ae66ee35a4d9ca6f36eda89c24591b0c40205a3629"}, {file = "pyzmq-26.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:dacd995031a01d16eec825bf30802fceb2c3791ef24bcce48fa98ce40918c27b"}, @@ -2567,6 +2693,7 @@ version = "0.35.1" description = "JSON Referencing + Python" optional = false python-versions = ">=3.8" +groups = ["dev", "docs"] files = [ {file = "referencing-0.35.1-py3-none-any.whl", hash = "sha256:eda6d3234d62814d1c64e305c1331c9a3a6132da475ab6382eaa997b21ee75de"}, {file = "referencing-0.35.1.tar.gz", hash = "sha256:25b42124a6c8b632a425174f24087783efb348a6f1e0008e63cd4466fedf703c"}, @@ -2582,6 +2709,7 @@ version = "2024.9.11" description = "Alternative regular expression module, to replace re." optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "regex-2024.9.11-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:1494fa8725c285a81d01dc8c06b55287a1ee5e0e382d8413adc0a9197aac6408"}, {file = "regex-2024.9.11-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0e12c481ad92d129c78f13a2a3662317e46ee7ef96c94fd332e1c29131875b7d"}, @@ -2685,6 +2813,7 @@ version = "2.32.3" description = "Python HTTP for Humans." optional = false python-versions = ">=3.8" +groups = ["main", "docs"] files = [ {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"}, {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"}, @@ -2706,6 +2835,7 @@ version = "2.0.0" description = "OAuthlib authentication support for Requests." optional = false python-versions = ">=3.4" +groups = ["main"] files = [ {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"}, {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"}, @@ -2724,6 +2854,7 @@ version = "13.9.4" description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal" optional = false python-versions = ">=3.8.0" +groups = ["docs"] files = [ {file = "rich-13.9.4-py3-none-any.whl", hash = "sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90"}, {file = "rich-13.9.4.tar.gz", hash = "sha256:439594978a49a09530cff7ebc4b5c7103ef57baf48d5ea3184f21d9a2befa098"}, @@ -2743,6 +2874,7 @@ version = "0.21.0" description = "Python bindings to Rust's persistent data structures (rpds)" optional = false python-versions = ">=3.9" +groups = ["dev", "docs"] files = [ {file = "rpds_py-0.21.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:a017f813f24b9df929674d0332a374d40d7f0162b326562daae8066b502d0590"}, {file = "rpds_py-0.21.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:20cc1ed0bcc86d8e1a7e968cce15be45178fd16e2ff656a243145e0b439bd250"}, @@ -2842,6 +2974,7 @@ version = "4.9" description = "Pure-Python RSA implementation" optional = false python-versions = ">=3.6,<4" +groups = ["main"] files = [ {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"}, {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"}, @@ -2856,6 +2989,7 @@ version = "0.7.2" description = "An extremely fast Python linter and code formatter, written in Rust." optional = false python-versions = ">=3.7" +groups = ["dev"] files = [ {file = "ruff-0.7.2-py3-none-linux_armv6l.whl", hash = "sha256:b73f873b5f52092e63ed540adefc3c36f1f803790ecf2590e1df8bf0a9f72cb8"}, {file = "ruff-0.7.2-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:5b813ef26db1015953daf476202585512afd6a6862a02cde63f3bafb53d0b2d4"}, @@ -2883,19 +3017,20 @@ version = "75.3.0" description = "Easily download, build, install, upgrade, and uninstall Python packages" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "setuptools-75.3.0-py3-none-any.whl", hash = "sha256:f2504966861356aa38616760c0f66568e535562374995367b4e69c7143cf6bcd"}, {file = "setuptools-75.3.0.tar.gz", hash = "sha256:fba5dd4d766e97be1b1681d98712680ae8f2f26d7881245f2ce9e40714f1a686"}, ] [package.extras] -check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.5.2)"] -core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.collections", "jaraco.functools", 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hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"}, {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"}, @@ -2925,6 +3062,7 @@ version = "0.6.3" description = "Extract data from python stack frames and tracebacks for informative displays" optional = false python-versions = "*" +groups = ["dev"] files = [ {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"}, {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"}, @@ -2944,6 +3082,7 @@ version = "5.3.0" description = "Manage dynamic plugins for Python applications" optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "stevedore-5.3.0-py3-none-any.whl", hash = "sha256:1efd34ca08f474dad08d9b19e934a22c68bb6fe416926479ba29e5013bcc8f78"}, {file = "stevedore-5.3.0.tar.gz", hash = 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">=3.9" +groups = ["main"] files = [ {file = "tensorflow-2.14.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:318b21b18312df6d11f511d0f205d55809d9ad0f46d5f9c13d8325ce4fe3b159"}, {file = "tensorflow-2.14.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:927868c9bd4b3d2026ac77ec65352226a9f25e2d24ec3c7d088c68cff7583c9b"}, @@ -3045,6 +3187,7 @@ version = "2.14.0" description = "TensorFlow Estimator." optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "tensorflow_estimator-2.14.0-py2.py3-none-any.whl", hash = "sha256:820bf57c24aa631abb1bbe4371739ed77edb11361d61381fd8e790115ac0fd57"}, ] @@ -3055,6 +3198,7 @@ version = "0.37.1" description = "TensorFlow IO" optional = false python-versions = "<3.13,>=3.7" +groups = ["main"] files = [ {file = "tensorflow_io_gcs_filesystem-0.37.1-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:249c12b830165841411ba71e08215d0e94277a49c551e6dd5d72aab54fe5491b"}, {file = 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optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "tf_keras-2.15.0-py3-none-any.whl", hash = "sha256:48607ee60a4d1fa7c09d6a44293a803faf3136e7a43f92df089ac094117547d2"}, {file = "tf_keras-2.15.0.tar.gz", hash = "sha256:d7559c2ba40667679fcb2105d3e4b68bbc07ecafbf1037462ce7b3974c3c6798"}, @@ -3136,6 +3283,7 @@ version = "1.4.0" description = "A tiny CSS parser" optional = false python-versions = ">=3.8" +groups = ["docs"] files = [ {file = "tinycss2-1.4.0-py3-none-any.whl", hash = "sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289"}, {file = "tinycss2-1.4.0.tar.gz", hash = "sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7"}, @@ -3154,6 +3302,8 @@ version = "2.0.2" description = "A lil' TOML parser" optional = false python-versions = ">=3.8" +groups = ["dev"] +markers = "python_version < \"3.11\"" files = [ {file = "tomli-2.0.2-py3-none-any.whl", hash = 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{file = "tqdm-4.66.6.tar.gz", hash = "sha256:4bdd694238bef1485ce839d67967ab50af8f9272aab687c0d7702a01da0be090"}, @@ -3205,6 +3357,7 @@ version = "5.14.3" description = "Traitlets Python configuration system" optional = false python-versions = ">=3.8" +groups = ["dev", "docs"] files = [ {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"}, {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"}, @@ -3220,10 +3373,12 @@ version = "4.12.2" description = "Backported and Experimental Type Hints for Python 3.8+" optional = false python-versions = ">=3.8" +groups = ["main", "dev", "docs"] files = [ {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"}, {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"}, ] +markers = {dev = "python_version == \"3.9\"", docs = "python_version < \"3.11\""} [[package]] name = "tzdata" @@ -3231,6 +3386,7 @@ version = "2024.2" description = "Provider of IANA time zone data" optional = false python-versions = ">=2" +groups = ["main"] files = [ {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"}, {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"}, @@ -3242,13 +3398,14 @@ version = "2.2.3" description = "HTTP library with thread-safe connection pooling, file post, and more." optional = false python-versions = ">=3.8" +groups = ["main", "docs"] files = [ {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"}, {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"}, ] [package.extras] -brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"] +brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""] h2 = ["h2 (>=4,<5)"] socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"] zstd = ["zstandard (>=0.18.0)"] @@ -3259,6 +3416,7 @@ version = "20.27.1" description = "Virtual Python Environment builder" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "virtualenv-20.27.1-py3-none-any.whl", hash = "sha256:f11f1b8a29525562925f745563bfd48b189450f61fb34c4f9cc79dd5aa32a1f4"}, {file = "virtualenv-20.27.1.tar.gz", hash = "sha256:142c6be10212543b32c6c45d3d3893dff89112cc588b7d0879ae5a1ec03a47ba"}, @@ -3271,7 +3429,7 @@ platformdirs = ">=3.9.1,<5" [package.extras] docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"] -test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", 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"watchdog-6.0.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d1cdb490583ebd691c012b3d6dae011000fe42edb7a82ece80965b42abd61f26"}, {file = "watchdog-6.0.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bc64ab3bdb6a04d69d4023b29422170b74681784ffb9463ed4870cf2f3e66112"}, @@ -3321,6 +3480,7 @@ version = "0.2.13" description = "Measures the displayed width of unicode strings in a terminal" optional = false python-versions = "*" +groups = ["dev"] files = [ {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"}, {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"}, @@ -3332,6 +3492,7 @@ version = "0.5.1" description = "Character encoding aliases for legacy web content" optional = false python-versions = "*" +groups = ["docs"] files = [ {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"}, {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"}, @@ -3343,6 +3504,7 @@ version = "3.1.2" description = "The comprehensive WSGI web application library." optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "werkzeug-3.1.2-py3-none-any.whl", hash = "sha256:4f7d1a5de312c810a8a2c6f0b47e9f6a7cffb7c8322def35e4d4d9841ff85597"}, {file = "werkzeug-3.1.2.tar.gz", hash = "sha256:f471a4cd167233077e9d2a8190c3471c5bc520c636a9e3c1e9300c33bced03bc"}, @@ -3360,6 +3522,7 @@ version = "0.44.0" description = "A built-package format for Python" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "wheel-0.44.0-py3-none-any.whl", hash = "sha256:2376a90c98cc337d18623527a97c31797bd02bad0033d41547043a1cbfbe448f"}, {file = "wheel-0.44.0.tar.gz", hash = "sha256:a29c3f2817e95ab89aa4660681ad547c0e9547f20e75b0562fe7723c9a2a9d49"}, @@ -3374,6 +3537,7 @@ version = "1.14.1" description = "Module for decorators, wrappers and monkey patching." optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7" +groups = ["main"] files = [ {file = "wrapt-1.14.1-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:1b376b3f4896e7930f1f772ac4b064ac12598d1c38d04907e696cc4d794b43d3"}, {file = "wrapt-1.14.1-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:903500616422a40a98a5a3c4ff4ed9d0066f3b4c951fa286018ecdf0750194ef"}, @@ -3457,20 +3621,26 @@ version = "3.20.2" description = "Backport of pathlib-compatible object wrapper for zip files" optional = false python-versions = ">=3.8" +groups = ["main", "dev", "docs"] +markers = "python_version == \"3.9\"" files = [ {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"}, {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"}, ] [package.extras] -check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"] +check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""] cover = ["pytest-cov"] doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] enabler = ["pytest-enabler (>=2.2)"] -test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"] +test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"] type = ["pytest-mypy"] +[extras] +gurobi = ["gurobipy"] +ortools = ["ortools"] + [metadata] -lock-version = "2.0" -python-versions = ">=3.9, <3.13" -content-hash = "b70a0135189ebdf7146b3d807e9dc21d867008ae0bcaa1739727021138a916c1" +lock-version = "2.1" +python-versions = ">=3.9,<3.13" +content-hash = "41c38b5ae8fce377f8b10f2688d890981d6e3e52133d62dbba33d47cabfb0163" diff --git a/pyproject.toml b/pyproject.toml index 84d485bf..130f6fba 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -3,23 +3,46 @@ name = "choice-learn" version = "1.1.1" description = "Large-scale choice modeling through the lens of machine learning." authors = [ - "artefactory ", - "VincentAuriau " + { name = "Vincent Auriau", email = "vincent.auriau.dev@gmail.com" }, + { name = "artefactory", email = "vincent.auriau@artefact.com" }, ] -homepage = "https://github.com/artefactory/choice-learn" -documentation = "https://artefactory.github.io/choice-learn" +maintainers = [ + { name = "Vincent Auriau", email = "vincent.auriau.dev@gmail.com" }, + { name = "artefactory", email = "vincent.auriau@artefact.com" }, +] license = "MIT" readme = "README.md" keywords = ["discrete", "choice", "model", "machine", "learning", "assortment", "pricing", "retail", "supermarket"] -packages = [{include = "choice_learn"}] classifiers = [ "License :: OSI Approved :: MIT License", "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", "Topic :: Scientific/Engineering", "Topic :: Scientific/Engineering :: Mathematics", "Topic :: Software Development" ] -requires-python = ">=3.9" +requires-python = ">=3.9,<3.13" +dependencies = [ + "numpy>=1.24", + "pandas>=1.5.3", + "tensorflow >=2.14, <2.17.0", + "tensorflow-probability >=0.22", + "tqdm >=4.0.0", + "tf_keras <3", +] + +[project.optional-dependencies] +gurobi = [ "gurobipy>=11.0" ] +ortools = [ "ortools>=9.6" ] + +[project.urls] +homepage = "https://github.com/artefactory/choice-learn" +repository = "https://github.com/artefactory/choice-learn" +documentation = "https://artefactory.github.io/choice-learn" +"Bug Tracker" = "https://github.com/artefactory/choice-learn/issues" [tool.ruff] select = [ @@ -72,18 +95,6 @@ exclude_dirs = ["tests/"] pythonpath = ["./"] testpaths = ["tests/"] - -[tool.poetry.dependencies] -python = ">=3.9, <3.13" -numpy = ">=1.24" -pandas = ">= 1.5.3" -tensorflow = ">=2.14, <2.17.0" -tensorflow-probability = ">=0.22" -tqdm = ">=4.0.0" -tf_keras = "<3" -ortools = { version = ">=9.6", optional = true } -gurobipy = { version = ">=11.0", optional = true } - [tool.poetry.group.dev.dependencies] pytest = ">=7.3.2" pre-commit = ">=3.3" @@ -104,6 +115,9 @@ python-markdown-math = ">=0.8" bandit = ">=1.7.5" nbstripout = ">=0.7" +[tool.setuptools] +packages = ["choice_learn"] + [build-system] requires = ["poetry-core"] build-backend = "poetry.core.masonry.api"