diff --git a/sparrow-py/docs/.gitignore b/sparrow-py/docs/.gitignore index 38344910f..8a1bdd245 100644 --- a/sparrow-py/docs/.gitignore +++ b/sparrow-py/docs/.gitignore @@ -1,4 +1,4 @@ _build .jupyter_cache jupyter_execute -source/reference/**/api \ No newline at end of file +source/reference/apidocs \ No newline at end of file diff --git a/sparrow-py/docs/source/_templates/autosummary/class.rst b/sparrow-py/docs/source/_templates/autosummary/class.rst index e48626618..b6f3b2bfa 100644 --- a/sparrow-py/docs/source/_templates/autosummary/class.rst +++ b/sparrow-py/docs/source/_templates/autosummary/class.rst @@ -2,4 +2,7 @@ .. currentmodule:: {{ module }} -.. auto{{ objtype }}:: {{ objname }} \ No newline at end of file +.. auto{{ objtype }}:: {{ objname }} + :members: + :undoc-members: + :show-inheritance: \ No newline at end of file diff --git a/sparrow-py/docs/source/conf.py b/sparrow-py/docs/source/conf.py index b6142c0e2..a4b4890ce 100644 --- a/sparrow-py/docs/source/conf.py +++ b/sparrow-py/docs/source/conf.py @@ -53,6 +53,7 @@ }, ], "primary_sidebar_end": ["indices.html"], + "show_toc_level": 2 } templates_path = ["_templates"] diff --git a/sparrow-py/docs/source/index.md b/sparrow-py/docs/source/index.md index 9853e4aa1..1f7877532 100644 --- a/sparrow-py/docs/source/index.md +++ b/sparrow-py/docs/source/index.md @@ -6,9 +6,9 @@ title: Kaskada Timestreams
-

Event-processing without the fuss.

-
-

Real-time and historic event processing in Python. +

Event-processing for AI applications.

+
+

Next-generation, real-time and historic event processing.

@@ -16,22 +16,22 @@ title: Kaskada Timestreams ```{gallery-grid} :grid-columns: 1 2 2 3 -- header: "{fas}`timeline;pst-color-primary` Real-time processing for all events" - content: "Quickly process structured events so you can respond in real-time." +- header: "{fas}`timeline;pst-color-primary` Real-time processing for all" + content: "Quickly process events so you can respond in real-time." link: ".#stream" - header: "{fab}`python;pst-color-primary` Python-native" content: "Use Python so you can load data, process it, and train and serve models from one place." link: ".#python" - header: "{fas}`gauge-high;pst-color-primary` Get started immediately" - content: "No infrastructure to deploy let's you jump right in." + content: "No infrastructure to provision let's you jump right in." link: ".#get-started" -- header: "{fas}`rocket;pst-color-primary` Local, Remote and Distributed" - content: "Develop and test locally. Deploy to Docker, K8s or a service for production." - link: ".#local-and-distributed" - header: "{fas}`fast-forward;pst-color-primary` Real-time, Batch and Streaming" content: "Execute large-historic queries or materialize in real-time. Or both." link: ".#real-time-and-historic" +- header: "{fas}`rocket;pst-color-primary` Local, Remote and Distributed" + content: "Develop and test locally. Deploy to Docker, K8s or a service for production." + link: ".#local-and-distributed" - header: "{fas}`backward;pst-color-primary` Time-travel" content: "Generate training examples from the past to predict the future." link: ".#time-travel" diff --git a/sparrow-py/docs/source/reference/results.md b/sparrow-py/docs/source/reference/results.md index 934e0441e..809083d11 100644 --- a/sparrow-py/docs/source/reference/results.md +++ b/sparrow-py/docs/source/reference/results.md @@ -4,7 +4,7 @@ .. currentmodule:: sparrow_py .. autosummary:: - :toctree: api/ + :toctree: apidocs/ Result ``` \ No newline at end of file diff --git a/sparrow-py/docs/source/reference/sources.md b/sparrow-py/docs/source/reference/sources.md index 316a8efbc..12145d5e2 100644 --- a/sparrow-py/docs/source/reference/sources.md +++ b/sparrow-py/docs/source/reference/sources.md @@ -4,8 +4,12 @@ .. currentmodule:: sparrow_py.sources .. autosummary:: - :toctree: api/ + :toctree: apidocs/sources - ArrowSource - CsvSource + Source + CsvString + JsonlString + Pandas + Parquet + PyList ``` \ No newline at end of file diff --git a/sparrow-py/docs/source/reference/timestream/aggregation.md b/sparrow-py/docs/source/reference/timestream/aggregation.md index 16b4637b0..eb7c35526 100644 --- a/sparrow-py/docs/source/reference/timestream/aggregation.md +++ b/sparrow-py/docs/source/reference/timestream/aggregation.md @@ -13,10 +13,10 @@ Windowed: .. currentmodule:: sparrow_py .. autosummary:: - :toctree: api/ + :toctree: ../apidocs/ - Timestream.sum + Timestream.collect Timestream.first Timestream.last - Timestream.collect + Timestream.sum ``` \ No newline at end of file diff --git a/sparrow-py/docs/source/reference/timestream/arithmetic.md b/sparrow-py/docs/source/reference/timestream/arithmetic.md index 2d1af16d6..fbc264cbe 100644 --- a/sparrow-py/docs/source/reference/timestream/arithmetic.md +++ b/sparrow-py/docs/source/reference/timestream/arithmetic.md @@ -1,18 +1,22 @@ # Arithmetic +Timestreams support a variety of arithmetic operations. + +```{note} +Note: In addition to the chainable methods, standard operators are implemented where appropriate. +For instance, `a.add(b)` may be written as `a + b`. +See the notes on the specific functions for more information. +``` + ```{eval-rst} .. currentmodule:: sparrow_py .. autosummary:: - :toctree: api/ + :toctree: ../apidocs/ - Timestream.__add__ - Timestream.__radd__ - Timestream.__sub__ - Timestream.__rsub__ - Timestream.__mul__ - Timestream.__rmul__ - Timestream.__truediv__ - Timestream.__rtruediv__ + Timestream.add + Timestream.sub + Timestream.mul + Timestream.div Timestream.neg ``` \ No newline at end of file diff --git a/sparrow-py/docs/source/reference/timestream/collection.md b/sparrow-py/docs/source/reference/timestream/collection.md new file mode 100644 index 000000000..0482a301f --- /dev/null +++ b/sparrow-py/docs/source/reference/timestream/collection.md @@ -0,0 +1,16 @@ +# Arithmetic + +Timestreams allow each point to contain a collection -- a `list` or `map` -- of elements. + +```{eval-rst} +.. currentmodule:: sparrow_py + +.. autosummary:: + :toctree: ../apidocs/ + + Timestream.__getitem__ + Timestream.flatten + Timestream.index + Timestream.length + Timestream.union +``` \ No newline at end of file diff --git a/sparrow-py/docs/source/reference/timestream/comparison.md b/sparrow-py/docs/source/reference/timestream/comparison.md index c6cbebfae..068595b8c 100644 --- a/sparrow-py/docs/source/reference/timestream/comparison.md +++ b/sparrow-py/docs/source/reference/timestream/comparison.md @@ -2,16 +2,26 @@ Comparison operations produce boolean Timestreams. +```{note} +Note: In addition to the chainable methods, standard operators are implemented where appropriate. +For instance, `a.ge(b)` may be written as `a >= b`. +See the notes on the specific functions for more information. + +To respect the semantics of `__eq__` and `__ne__`, `a == b` and `a != b` are *not* overloaded. +``` + ```{eval-rst} .. currentmodule:: sparrow_py .. autosummary:: - :toctree: api/ + :toctree: ../apidocs/ Timestream.eq + Timestream.ge + Timestream.gt + Timestream.le + Timestream.lt Timestream.ne - Timestream.__gt__ - Timestream.__ge__ - Timestream.__lt__ - Timestream.__le__ + Timestream.is_null + Timestream.is_not_null ``` \ No newline at end of file diff --git a/sparrow-py/docs/source/reference/timestream/execution.md b/sparrow-py/docs/source/reference/timestream/execution.md index 57f3945ff..f71e9a71a 100644 --- a/sparrow-py/docs/source/reference/timestream/execution.md +++ b/sparrow-py/docs/source/reference/timestream/execution.md @@ -4,7 +4,7 @@ .. currentmodule:: sparrow_py .. autosummary:: - :toctree: api/ + :toctree: ../apidocs/ Timestream.preview Timestream.run diff --git a/sparrow-py/docs/source/reference/timestream/grouping.md b/sparrow-py/docs/source/reference/timestream/grouping.md new file mode 100644 index 000000000..e31e5893d --- /dev/null +++ b/sparrow-py/docs/source/reference/timestream/grouping.md @@ -0,0 +1,11 @@ +# Grouping + +```{eval-rst} +.. currentmodule:: sparrow_py + +.. autosummary:: + :toctree: ../apidocs/ + + Timestream.lookup + Timestream.with_key +``` \ No newline at end of file diff --git a/sparrow-py/docs/source/reference/timestream/index.md b/sparrow-py/docs/source/reference/timestream/index.md index 63fa41d21..96c33321e 100644 --- a/sparrow-py/docs/source/reference/timestream/index.md +++ b/sparrow-py/docs/source/reference/timestream/index.md @@ -14,9 +14,12 @@ aggregation arithmetic +collection comparison execution +grouping logical misc records +time ``` \ No newline at end of file diff --git a/sparrow-py/docs/source/reference/timestream/logical.md b/sparrow-py/docs/source/reference/timestream/logical.md index 87b58e371..ccaf440e6 100644 --- a/sparrow-py/docs/source/reference/timestream/logical.md +++ b/sparrow-py/docs/source/reference/timestream/logical.md @@ -4,7 +4,7 @@ .. currentmodule:: sparrow_py .. autosummary:: - :toctree: api/ + :toctree: ../apidocs/ Timestream.and_ Timestream.or_ diff --git a/sparrow-py/docs/source/reference/timestream/misc.md b/sparrow-py/docs/source/reference/timestream/misc.md index e282231c6..e74867e6b 100644 --- a/sparrow-py/docs/source/reference/timestream/misc.md +++ b/sparrow-py/docs/source/reference/timestream/misc.md @@ -4,7 +4,12 @@ .. currentmodule:: sparrow_py .. autosummary:: - :toctree: api/ + :toctree: ../apidocs/ + Timestream.cast Timestream.data_type + Timestream.filter + Timestream.if_ + Timestream.lag + Timestream.null_if ``` \ No newline at end of file diff --git a/sparrow-py/docs/source/reference/timestream/records.md b/sparrow-py/docs/source/reference/timestream/records.md index 18e472c23..13a37ae1b 100644 --- a/sparrow-py/docs/source/reference/timestream/records.md +++ b/sparrow-py/docs/source/reference/timestream/records.md @@ -7,11 +7,12 @@ Comparison operations produce boolean Timestreams. .. currentmodule:: sparrow_py .. autosummary:: - :toctree: api/ + :toctree: ../apidocs/ - Timestream.__getitem__ + Timestream.col Timestream.select Timestream.remove Timestream.extend + Timestream.record record ``` \ No newline at end of file diff --git a/sparrow-py/docs/source/reference/timestream/time.md b/sparrow-py/docs/source/reference/timestream/time.md new file mode 100644 index 000000000..18ed784cd --- /dev/null +++ b/sparrow-py/docs/source/reference/timestream/time.md @@ -0,0 +1,13 @@ +# Time + +```{eval-rst} +.. currentmodule:: sparrow_py + +.. autosummary:: + :toctree: ../apidocs/ + + Timestream.shift_by + Timestream.shift_to + Timestream.shift_until + Timestream.time_of +``` \ No newline at end of file diff --git a/sparrow-py/docs/source/reference/windows.md b/sparrow-py/docs/source/reference/windows.md index a5d6f6c86..50057fc80 100644 --- a/sparrow-py/docs/source/reference/windows.md +++ b/sparrow-py/docs/source/reference/windows.md @@ -1,11 +1,12 @@ # Windows ```{eval-rst} -.. currentmodule:: sparrow_py +.. currentmodule:: sparrow_py.windows .. autosummary:: - :toctree: api/ + :toctree: apidocs/windows/ - SinceWindow - SlidingWindow + Since + Sliding + Trailing ``` \ No newline at end of file diff --git a/sparrow-py/noxfile.py b/sparrow-py/noxfile.py index dc64b3f3a..a6e1cabbc 100644 --- a/sparrow-py/noxfile.py +++ b/sparrow-py/noxfile.py @@ -1,25 +1,13 @@ """Nox sessions.""" import os -import shlex import shutil import sys from pathlib import Path -from textwrap import dedent +from typing import Iterable +from typing import Iterator import nox -try: - from nox_poetry import Session, session -except ImportError: - message = f"""\ - Nox failed to import the 'nox-poetry' package. - - Please install it using the following command: - - {sys.executable} -m pip install nox-poetry""" - raise SystemExit(dedent(message)) from None - - package = "sparrow_py" python_versions = ["3.11", "3.10", "3.9", "3.8"] nox.needs_version = ">= 2021.6.6" @@ -34,28 +22,11 @@ ) -def install_self(session: Session) -> None: - """Install the sparrow-py crate locally using `maturin deveop`.""" - session.install("maturin") - session.run_always("maturin", "develop") - - -@session(name="check-lint", python=python_versions[0]) -def check_lint(session: Session) -> None: +@nox.session(name="check-lint", python=python_versions[0]) +def check_lint(session: nox.Session) -> None: """Lint.""" args = session.posargs or ["pysrc", "pytests", "docs/source"] - session.install( - "black", - "darglint", - "flake8", - "flake8-bugbear", - "flake8-rst-docstrings", - "isort", - "pep8-naming", - "pydocstyle", - "pyupgrade", - ) - session.run + install(session, groups=["lint"], root=False) session.run("black", "--check", *args) session.run("flake8", *args) session.run("isort", "--filter-files", "--check-only", *args) @@ -66,38 +37,32 @@ def check_lint(session: Session) -> None: # No way to run this as a check. # session.run("pyupgrade", "--py38-plus") -@session(name="fix-lint", python=python_versions[0]) -def fix_lint(session: Session) -> None: + +@nox.session(name="fix-lint", python=python_versions[0]) +def fix_lint(session: nox.Session) -> None: """Automatically fix lint issues.""" args = session.posargs or ["pysrc", "pytests", "docs/source"] - session.install( - "black", - "isort", - "autoflake", - "pep8-naming", - "pyupgrade", - ) - session.run + install(session, groups=["lint"], root=False) session.run("black", *args) session.run("autoflake", "--in-place", "--remove-all-unused-imports", "--recursive", *args) session.run("isort", "--filter-files", *args) session.run("pyupgrade", "--py38-plus") -@session(python=python_versions[0]) -def safety(session: Session) -> None: +@nox.session(python=python_versions[0]) +def safety(session: nox.Session) -> None: """Scan dependencies for insecure packages.""" - requirements = session.poetry.export_requirements() - session.install("safety") + # NOTE: Pass `extras` to `export_requirements` if the project supports any. + requirements = export_requirements(session) + install(session, groups=["safety"], root=False) session.run("safety", "check", "--full-report", f"--file={requirements}") -@session(python=python_versions) -def mypy(session: Session) -> None: +@nox.session(python=python_versions) +def mypy(session: nox.Session) -> None: """Type-check using mypy.""" args = session.posargs or ["pysrc", "pytests", "docs/source/conf.py"] - session.install("mypy", "pytest", "pandas-stubs") - install_self(session) + install(session, groups=["typecheck"]) # Using `--install-types` should make this less picky about missing stubs. # However, there is a possibility it slows things down, by making mypy # run twice -- once to determine what types need to be installed, then once @@ -107,11 +72,10 @@ def mypy(session: Session) -> None: session.run("mypy", f"--python-executable={sys.executable}", "noxfile.py") -@session(python=python_versions) -def tests(session: Session) -> None: +@nox.session(python=python_versions) +def tests(session: nox.Session) -> None: """Run the test suite.""" - session.install("coverage[toml]", "pytest", "pygments", "pandas", "pyarrow", "pytest-asyncio") - install_self(session) + install(session, groups=["test"]) try: session.run("coverage", "run", "--parallel", "-m", "pytest", *session.posargs) finally: @@ -119,12 +83,12 @@ def tests(session: Session) -> None: session.notify("coverage", posargs=[]) -@session(python=python_versions[0]) -def coverage(session: Session) -> None: +@nox.session(python=python_versions[0]) +def coverage(session: nox.Session) -> None: """Produce the coverage report.""" args = session.posargs or ["report"] - session.install("coverage[toml]") + install(session, groups=["test"]) if not session.posargs and any(Path().glob(".coverage.*")): session.run("coverage", "combine") @@ -132,16 +96,15 @@ def coverage(session: Session) -> None: session.run("coverage", *args) -@session(python=python_versions[0]) -def typeguard(session: Session) -> None: +@nox.session(python=python_versions[0]) +def typeguard(session: nox.Session) -> None: """Runtime type checking using Typeguard.""" - install_self(session) - session.install("pytest", "typeguard", "pygments", "pandas", "pyarrow") + install(session, groups=["typecheck"]) session.run("pytest", f"--typeguard-packages={package}", *session.posargs) -@session(python=python_versions) -def xdoctest(session: Session) -> None: +@nox.session(python=python_versions) +def xdoctest(session: nox.Session) -> None: """Run examples with xdoctest.""" if session.posargs: args = [package, *session.posargs] @@ -150,31 +113,17 @@ def xdoctest(session: Session) -> None: if "FORCE_COLOR" in os.environ: args.append("--colored=1") - install_self(session) - session.install("xdoctest[colors]") + install(session, groups=["test"]) session.run("python", "-m", "xdoctest", *args) -DOCS_DEPS = [ - "myst-nb", - "myst-parser", - "pandas", - "pyarrow", - "sphinx-autobuild", - "sphinx-book-theme", - "sphinx-copybutton", - "sphinx-design", - "sphinx", -] - -@session(name="docs-build", python=python_versions[0]) -def docs_build(session: Session) -> None: +@nox.session(name="docs-build", python=python_versions[0]) +def docs_build(session: nox.Session) -> None: """Build the documentation.""" args = session.posargs or ["docs/source", "docs/_build", "-j", "auto"] if not session.posargs and "FORCE_COLOR" in os.environ: args.insert(0, "--color") - install_self(session) - session.install(*DOCS_DEPS) + install(session, groups=["typecheck", "docs"]) build_dir = Path("docs", "_build") if build_dir.exists(): @@ -183,15 +132,86 @@ def docs_build(session: Session) -> None: session.run("sphinx-build", *args) -@session(python=python_versions[0]) -def docs(session: Session) -> None: +@nox.session(python=python_versions[0]) +def docs(session: nox.Session) -> None: """Build and serve the documentation with live reloading on file changes.""" - args = session.posargs or ["--open-browser", "docs/source", "docs/_build", "-j", "auto"] - install_self(session) - session.install(*DOCS_DEPS) + args = ["--open-browser", "docs/source", "docs/_build", "-j", "auto", "--ignore", "docs/source/apidocs/**", "--ignore", "*/api/*"] + install(session, groups=["typecheck", "docs"]) build_dir = Path("docs", "_build") if build_dir.exists(): shutil.rmtree(build_dir) - session.run("sphinx-autobuild", *args) \ No newline at end of file + session.run("sphinx-autobuild", *args) + + +def install(session: nox.Session, *, groups: Iterable[str], root: bool = True) -> None: + """Install the dependency groups using Poetry. + This function installs the given dependency groups into the session's + virtual environment. When ``root`` is true (the default), the function + also installs the root package's default dependencies. + + The root package is installed using `maturin develop`. + + Args: + session: The Session object. + groups: The dependency groups to install. + root: Install the root package. + """ + session.run_always( + "poetry", + "install", + "--no-root", + "--sync", + "--{}={}".format("only" if not root else "with", ",".join(groups)), + external=True, + ) + if root: + session.run_always("maturin", "develop") + + +def export_requirements(session: nox.Session, *, extras: Iterable[str] = ()) -> Path: + """Export a requirements file from Poetry. + This function uses ``poetry export`` to generate a requirements file + containing the default dependencies at the versions specified in + ``poetry.lock``. + + Args: + session: The Session object. + extras: Extras supported by the project. + Returns: + The path to the requirements file. + """ + # XXX Use poetry-export-plugin with dependency groups + output = session.run_always( + "poetry", + "export", + "--format=requirements.txt", + "--without-hashes", + *[f"--extras={extra}" for extra in extras], + external=True, + silent=True, + stderr=None, + ) + + if output is None: + session.skip( + "The command `poetry export` was not executed" + " (a possible cause is specifying `--no-install`)" + ) + + assert isinstance(output, str) # noqa: S101 + + def _stripwarnings(lines: Iterable[str]) -> Iterator[str]: + for line in lines: + if line.startswith("Warning:"): + print(line, file=sys.stderr) + continue + yield line + + text = "".join(_stripwarnings(output.splitlines(keepends=True))) + + path = session.cache_dir / "requirements.txt" + path.write_text(text) + + return path \ No newline at end of file diff --git a/sparrow-py/poetry.lock b/sparrow-py/poetry.lock index 2a16470b2..4908b08a6 100644 --- a/sparrow-py/poetry.lock +++ b/sparrow-py/poetry.lock @@ -36,6 +36,39 @@ files = [ {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"}, ] +[[package]] +name = "argcomplete" +version = "3.1.1" +description = "Bash tab completion for argparse" +optional = false +python-versions = ">=3.6" +files = [ + {file = "argcomplete-3.1.1-py3-none-any.whl", hash = "sha256:35fa893a88deea85ea7b20d241100e64516d6af6d7b0ae2bed1d263d26f70948"}, + {file = "argcomplete-3.1.1.tar.gz", hash = "sha256:6c4c563f14f01440aaffa3eae13441c5db2357b5eec639abe7c0b15334627dff"}, +] + +[package.extras] +test = ["coverage", "mypy", "pexpect", "ruff", "wheel"] + +[[package]] +name = "astroid" +version = "2.15.6" +description = "An abstract syntax tree for Python with inference support." +optional = false +python-versions = ">=3.7.2" +files = [ + {file = "astroid-2.15.6-py3-none-any.whl", hash = "sha256:389656ca57b6108f939cf5d2f9a2a825a3be50ba9d589670f393236e0a03b91c"}, + {file = "astroid-2.15.6.tar.gz", hash = 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= "^1.1.0" +nox = "2023.4.22" + +[tool.poetry.group.lint] +# Dependencies for linting. +optional = true + +[tool.poetry.group.lint.dependencies] black = ">=21.10b0" -coverage = {extras = ["toml"], version = ">=6.2"} darglint = ">=1.8.1" flake8 = ">=4.0.1" flake8-bugbear = ">=21.9.2" flake8-rst-docstrings = ">=0.2.5" isort = ">=5.10.1" -mypy = ">=0.930" -pandas-stubs = "^2.0.2" pep8-naming = ">=0.12.1" pydocstyle = "^6.3.0" -pytest = ">=6.2.5" -pytest-asyncio = "^0.21.1" pyupgrade = ">=2.29.1" + +[tool.poetry.group.safety] +optional = true + +[tool.poetry.group.safety.dependencies] safety = ">=1.10.3" + +[tool.poetry.group.typecheck] +# Dependencies for typechecking (mypy, etc.) +optional = true + +[tool.poetry.group.typecheck.dependencies] +mypy = ">=0.930" +pandas-stubs = "^2.0.2" +typeguard = ">=2.13.3" + +[tool.poetry.group.docs] +# Dependencies for documentation. +optional = true + +[tool.poetry.group.docs.dependencies] sphinx = ">=6.0.0" sphinx-autobuild = ">=2021.3.14" 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""" return Timestream._call("eq", self, other) @@ -491,10 +495,14 @@ def ne(self, other: Union[Timestream, Literal]) -> Timestream: ------- Timestream The Timestream indicating whether `self` and `other` are not equal. + + Note + ---- + Inequality is *not* available as `a != b`. """ return Timestream._call("neq", self, other) - def __getitem__(self, key: Union[Timestream, Literal]) -> Timestream: + def index(self, key: Union[Timestream, Literal]) -> Timestream: """ Index into the elements of a Timestream. @@ -516,6 +524,10 @@ def __getitem__(self, key: Union[Timestream, Literal]) -> Timestream: ------ TypeError When the Timestream is not a record, list, or map. + + Note + ---- + Indexing may be written using the operator `self[key]` instead of `self.index(key)`. """ data_type = self.data_type if isinstance(data_type, pa.MapType): @@ -525,6 +537,9 @@ def __getitem__(self, key: Union[Timestream, Literal]) -> Timestream: else: raise TypeError(f"Cannot index into {data_type}") + def __getitem__(self, key: Union[Timestream, Literal]) -> Timestream: + self.index(key) + def col(self, name: str) -> Timestream: """ Access a named column or field of a Timestream.