Add files using upload-large-folder tool

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+Metadata-Version: 2.4
+Name: joblib
+Version: 1.5.3
+Summary: Lightweight pipelining with Python functions
+Author-email: Gael Varoquaux <gael.varoquaux@normalesup.org>
+License-Expression: BSD-3-Clause
+Project-URL: Homepage, https://joblib.readthedocs.io
+Project-URL: Source, https://github.com/joblib/joblib
+Platform: any
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Environment :: Console
+Classifier: Intended Audience :: Developers
+Classifier: Intended Audience :: Science/Research
+Classifier: Intended Audience :: Education
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Topic :: Scientific/Engineering
+Classifier: Topic :: Utilities
+Classifier: Topic :: Software Development :: Libraries
+Requires-Python: >=3.9
+Description-Content-Type: text/x-rst
+License-File: LICENSE.txt
+Dynamic: license-file
+
+|PyPi| |CIStatus| |ReadTheDocs| |Codecov|
+
+.. |PyPi| image:: https://badge.fury.io/py/joblib.svg
+   :target: https://badge.fury.io/py/joblib
+   :alt: Joblib version
+
+.. |CIStatus| image:: https://github.com/joblib/joblib/actions/workflows/test.yml/badge.svg
+   :target: https://github.com/joblib/joblib/actions/workflows/test.yml?query=branch%3Amain
+   :alt: CI status
+
+.. |ReadTheDocs| image:: https://readthedocs.org/projects/joblib/badge/?version=latest
+    :target: https://joblib.readthedocs.io/en/latest/?badge=latest
+    :alt: Documentation Status
+
+.. |Codecov| image:: https://codecov.io/gh/joblib/joblib/branch/main/graph/badge.svg
+   :target: https://codecov.io/gh/joblib/joblib
+   :alt: Codecov coverage
+
+
+The homepage of joblib with user documentation is located on:
+
+https://joblib.readthedocs.io
+
+Getting the latest code
+=======================
+
+To get the latest code using git, simply type::
+
+    git clone https://github.com/joblib/joblib.git
+
+If you don't have git installed, you can download a zip
+of the latest code: https://github.com/joblib/joblib/archive/refs/heads/main.zip
+
+Installing
+==========
+
+You can use `pip` to install joblib from any directory::
+
+    pip install joblib
+
+or install it in editable mode from the source directory::
+
+    pip install -e .
+
+Dependencies
+============
+
+- Joblib has no mandatory dependencies besides Python (supported versions are
+  3.9+).
+- Joblib has an optional dependency on Numpy (at least version 1.6.1) for array
+  manipulation.
+- Joblib includes its own vendored copy of
+  `loky <https://github.com/tomMoral/loky>`_ for process management.
+- Joblib can efficiently dump and load numpy arrays but does not require numpy
+  to be installed.
+- Joblib has an optional dependency on
+  `python-lz4 <https://pypi.python.org/pypi/lz4>`_ as a faster alternative to
+  zlib and gzip for compressed serialization.
+- Joblib has an optional dependency on psutil to mitigate memory leaks in
+  parallel worker processes.
+- Some examples require external dependencies such as pandas. See the
+  instructions in the `Building the docs`_ section for details.
+
+Workflow to contribute
+======================
+
+To contribute to joblib, first create an account on `github
+<https://github.com/>`_. Once this is done, fork the `joblib repository
+<https://github.com/joblib/joblib>`_ to have your own repository,
+clone it using ``git clone``. Make your changes in a branch of your clone, push
+them to your github account, test them locally, and when you are happy with
+them, send a pull request to the main repository.
+
+You can use `pre-commit <https://pre-commit.com/#install>`_ to run code style checks
+before each commit::
+
+    pip install pre-commit
+    pre-commit install
+
+pre-commit checks can be disabled for a single commit with::
+
+    git commit -n
+
+Running the test suite
+======================
+
+To run the test suite, you need the pytest (version >= 3) and coverage modules.
+Run the test suite using::
+
+    pytest joblib
+
+from the root of the project.
+
+Building the docs
+=================
+
+To build the docs you need to have sphinx (>=1.4) and some dependencies
+installed::
+
+    pip install -U -r .readthedocs-requirements.txt
+
+The docs can then be built with the following command::
+
+    make doc
+
+The html docs are located in the ``doc/_build/html`` directory.
+
+
+Making a source tarball
+=======================
+
+To create a source tarball, eg for packaging or distributing, run the
+following command::
+
+    pip install build
+    python -m build --sdist
+
+The tarball will be created in the `dist` directory. This command will create
+the resulting tarball that can be installed with no extra dependencies than the
+Python standard library.
+
+Making a release and uploading it to PyPI
+=========================================
+
+This command is only run by project manager, to make a release, and
+upload in to PyPI::
+
+    pip install build
+    python -m build --sdist --wheel
+    twine upload dist/*
+
+
+Note that the documentation should automatically get updated at each git
+push. If that is not the case, try building th doc locally and resolve
+any doc build error (in particular when running the examples).
+
+Updating the changelog
+======================
+
+Changes are listed in the CHANGES.rst file. They must be manually updated
+but, the following git command may be used to generate the lines::
+
+    git log --abbrev-commit --date=short --no-merges --sparse

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+Metadata-Version: 2.4
+Name: multidict
+Version: 6.7.1
+Summary: multidict implementation
+Home-page: https://github.com/aio-libs/multidict
+Author: Andrew Svetlov
+Author-email: andrew.svetlov@gmail.com
+License: Apache License 2.0
+Project-URL: Chat: Matrix, https://matrix.to/#/#aio-libs:matrix.org
+Project-URL: Chat: Matrix Space, https://matrix.to/#/#aio-libs-space:matrix.org
+Project-URL: CI: GitHub, https://github.com/aio-libs/multidict/actions
+Project-URL: Code of Conduct, https://github.com/aio-libs/.github/blob/master/CODE_OF_CONDUCT.md
+Project-URL: Coverage: codecov, https://codecov.io/github/aio-libs/multidict
+Project-URL: Docs: Changelog, https://multidict.aio-libs.org/en/latest/changes/
+Project-URL: Docs: RTD, https://multidict.aio-libs.org
+Project-URL: GitHub: issues, https://github.com/aio-libs/multidict/issues
+Project-URL: GitHub: repo, https://github.com/aio-libs/multidict
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Requires-Python: >=3.9
+Description-Content-Type: text/x-rst
+License-File: LICENSE
+Requires-Dist: typing-extensions>=4.1.0; python_version < "3.11"
+Dynamic: license-file
+
+=========
+multidict
+=========
+
+.. image:: https://github.com/aio-libs/multidict/actions/workflows/ci-cd.yml/badge.svg
+   :target: https://github.com/aio-libs/multidict/actions
+   :alt: GitHub status for master branch
+
+.. image:: https://codecov.io/gh/aio-libs/multidict/branch/master/graph/badge.svg?flag=pytest
+   :target: https://codecov.io/gh/aio-libs/multidict?flags[]=pytest
+   :alt: Coverage metrics
+
+.. image:: https://img.shields.io/pypi/v/multidict.svg
+   :target: https://pypi.org/project/multidict
+   :alt: PyPI
+
+.. image:: https://readthedocs.org/projects/multidict/badge/?version=latest
+   :target: https://multidict.aio-libs.org
+   :alt: Read The Docs build status badge
+
+.. image:: https://img.shields.io/endpoint?url=https://codspeed.io/badge.json
+   :target: https://codspeed.io/aio-libs/multidict
+   :alt: CodSpeed
+
+.. image:: https://img.shields.io/pypi/pyversions/multidict.svg
+   :target: https://pypi.org/project/multidict
+   :alt: Python versions
+
+.. image:: https://img.shields.io/matrix/aio-libs:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat
+   :target: https://matrix.to/#/%23aio-libs:matrix.org
+   :alt: Matrix Room — #aio-libs:matrix.org
+
+.. image:: https://img.shields.io/matrix/aio-libs-space:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs-space%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat
+   :target: https://matrix.to/#/%23aio-libs-space:matrix.org
+   :alt: Matrix Space — #aio-libs-space:matrix.org
+
+Multidict is dict-like collection of *key-value pairs* where key
+might occur more than once in the container.
+
+Introduction
+------------
+
+*HTTP Headers* and *URL query string* require specific data structure:
+*multidict*. It behaves mostly like a regular ``dict`` but it may have
+several *values* for the same *key* and *preserves insertion ordering*.
+
+The *key* is ``str`` (or ``istr`` for case-insensitive dictionaries).
+
+``multidict`` has four multidict classes:
+``MultiDict``, ``MultiDictProxy``, ``CIMultiDict``
+and ``CIMultiDictProxy``.
+
+Immutable proxies (``MultiDictProxy`` and
+``CIMultiDictProxy``) provide a dynamic view for the
+proxied multidict, the view reflects underlying collection changes. They
+implement the ``collections.abc.Mapping`` interface.
+
+Regular mutable (``MultiDict`` and ``CIMultiDict``) classes
+implement ``collections.abc.MutableMapping`` and allows them to change
+their own content.
+
+
+*Case insensitive* (``CIMultiDict`` and
+``CIMultiDictProxy``) assume the *keys* are case
+insensitive, e.g.::
+
+   >>> dct = CIMultiDict(key='val')
+   >>> 'Key' in dct
+   True
+   >>> dct['Key']
+   'val'
+
+*Keys* should be ``str`` or ``istr`` instances.
+
+The library has optional C Extensions for speed.
+
+
+License
+-------
+
+Apache 2
+
+Library Installation
+--------------------
+
+.. code-block:: bash
+
+   $ pip install multidict
+
+The library is Python 3 only!
+
+PyPI contains binary wheels for Linux, Windows and MacOS.  If you want to install
+``multidict`` on another operating system (or *Alpine Linux* inside a Docker) the
+tarball will be used to compile the library from source.  It requires a C compiler and
+Python headers to be installed.
+
+To skip the compilation, please use the `MULTIDICT_NO_EXTENSIONS` environment variable,
+e.g.:
+
+.. code-block:: bash
+
+   $ MULTIDICT_NO_EXTENSIONS=1 pip install multidict
+
+Please note, the pure Python (uncompiled) version is about 20-50 times slower depending on
+the usage scenario!!!
+
+For extension development, set the ``MULTIDICT_DEBUG_BUILD`` environment variable to compile
+the extensions in debug mode:
+
+.. code-block:: console
+
+   $ MULTIDICT_DEBUG_BUILD=1 pip install multidict
+
+Changelog
+---------
+See `RTD page <http://multidict.aio-libs.org/en/latest/changes>`_.

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+Metadata-Version: 2.3
+Name: loguru
+Version: 0.7.3
+Summary: Python logging made (stupidly) simple
+Keywords: loguru,logging,logger,log
+Author-email: Delgan <delgan.py@gmail.com>
+Requires-Python: >=3.5,<4.0
+Description-Content-Type: text/markdown
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Topic :: System :: Logging
+Classifier: Intended Audience :: Developers
+Classifier: Natural Language :: English
+Classifier: License :: OSI Approved :: MIT License
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.5
+Classifier: Programming Language :: Python :: 3.6
+Classifier: Programming Language :: Python :: 3.7
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3 :: Only
+Classifier: Programming Language :: Python :: Implementation :: PyPy
+Classifier: Programming Language :: Python :: Implementation :: CPython
+Requires-Dist: colorama>=0.3.4 ; sys_platform=='win32'
+Requires-Dist: aiocontextvars>=0.2.0 ; python_version<'3.7'
+Requires-Dist: win32-setctime>=1.0.0 ; sys_platform=='win32'
+Requires-Dist: pre-commit==4.0.1  ; extra == "dev" and ( python_version>='3.9')
+Requires-Dist: tox==3.27.1  ; extra == "dev" and ( python_version<'3.8')
+Requires-Dist: tox==4.23.2  ; extra == "dev" and ( python_version>='3.8')
+Requires-Dist: pytest==6.1.2  ; extra == "dev" and ( python_version<'3.8')
+Requires-Dist: pytest==8.3.2  ; extra == "dev" and ( python_version>='3.8')
+Requires-Dist: pytest-cov==2.12.1  ; extra == "dev" and ( python_version<'3.8')
+Requires-Dist: pytest-cov==5.0.0  ; extra == "dev" and ( python_version>='3.8' and python_version<'3.9')
+Requires-Dist: pytest-cov==6.0.0  ; extra == "dev" and ( python_version>='3.9')
+Requires-Dist: pytest-mypy-plugins==1.9.3  ; extra == "dev" and ( python_version>='3.6' and python_version<'3.8')
+Requires-Dist: pytest-mypy-plugins==3.1.0  ; extra == "dev" and ( python_version>='3.8')
+Requires-Dist: colorama==0.4.5  ; extra == "dev" and ( python_version<'3.8')
+Requires-Dist: colorama==0.4.6  ; extra == "dev" and ( python_version>='3.8')
+Requires-Dist: freezegun==1.1.0  ; extra == "dev" and ( python_version<'3.8')
+Requires-Dist: freezegun==1.5.0  ; extra == "dev" and ( python_version>='3.8')
+Requires-Dist: exceptiongroup==1.1.3  ; extra == "dev" and ( python_version>='3.7' and python_version<'3.11')
+Requires-Dist: mypy==v0.910  ; extra == "dev" and ( python_version<'3.6')
+Requires-Dist: mypy==v0.971  ; extra == "dev" and ( python_version>='3.6' and python_version<'3.7')
+Requires-Dist: mypy==v1.4.1  ; extra == "dev" and ( python_version>='3.7' and python_version<'3.8')
+Requires-Dist: mypy==v1.13.0  ; extra == "dev" and ( python_version>='3.8')
+Requires-Dist: Sphinx==8.1.3  ; extra == "dev" and ( python_version>='3.11')
+Requires-Dist: sphinx-rtd-theme==3.0.2  ; extra == "dev" and ( python_version>='3.11')
+Requires-Dist: myst-parser==4.0.0  ; extra == "dev" and ( python_version>='3.11')
+Requires-Dist: build==1.2.2  ; extra == "dev" and ( python_version>='3.11')
+Requires-Dist: twine==6.0.1  ; extra == "dev" and ( python_version>='3.11')
+Project-URL: Changelog, https://github.com/Delgan/loguru/blob/master/CHANGELOG.rst
+Project-URL: Documentation, https://loguru.readthedocs.io/en/stable/index.html
+Project-URL: Homepage, https://github.com/Delgan/loguru
+Provides-Extra: dev
+
+<p align="center">
+    <a href="#readme">
+        <img alt="Loguru logo" src="https://raw.githubusercontent.com/Delgan/loguru/master/docs/_static/img/logo.png">
+        <!-- Logo credits: Sambeet from Pixaday -->
+        <!-- Logo fonts: Comfortaa + Raleway -->
+    </a>
+</p>
+<p align="center">
+    <a href="https://pypi.python.org/pypi/loguru"><img alt="Pypi version" src="https://img.shields.io/pypi/v/loguru.svg"></a>
+    <a href="https://pypi.python.org/pypi/loguru"><img alt="Python versions" src="https://img.shields.io/badge/python-3.5%2B%20%7C%20PyPy-blue.svg"></a>
+    <a href="https://loguru.readthedocs.io/en/stable/index.html"><img alt="Documentation" src="https://img.shields.io/readthedocs/loguru.svg"></a>
+    <a href="https://github.com/Delgan/loguru/actions/workflows/tests.yml?query=branch:master"><img alt="Build status" src="https://img.shields.io/github/actions/workflow/status/Delgan/loguru/tests.yml?branch=master"></a>
+    <a href="https://codecov.io/gh/delgan/loguru/branch/master"><img alt="Coverage" src="https://img.shields.io/codecov/c/github/delgan/loguru/master.svg"></a>
+    <a href="https://app.codacy.com/gh/Delgan/loguru/dashboard"><img alt="Code quality" src="https://img.shields.io/codacy/grade/be7337df3c0d40d1929eb7f79b1671a6.svg"></a>
+    <a href="https://github.com/Delgan/loguru/blob/master/LICENSE"><img alt="License" src="https://img.shields.io/github/license/delgan/loguru.svg"></a>
+</p>
+<p align="center">
+    <a href="#readme">
+        <img alt="Loguru logo" src="https://raw.githubusercontent.com/Delgan/loguru/master/docs/_static/img/demo.gif">
+    </a>
+</p>
+
+______________________________________________________________________
+
+**Loguru** is a library which aims to bring enjoyable logging in Python.
+
+Did you ever feel lazy about configuring a logger and used `print()` instead?... I did, yet logging is fundamental to every application and eases the process of debugging. Using **Loguru** you have no excuse not to use logging from the start, this is as simple as `from loguru import logger`.
+
+Also, this library is intended to make Python logging less painful by adding a bunch of useful functionalities that solve caveats of the standard loggers. Using logs in your application should be an automatism, **Loguru** tries to make it both pleasant and powerful.
+
+<!-- end-of-readme-intro -->
+
+## Installation
+
+```
+pip install loguru
+```
+
+## Features
+
+- [Ready to use out of the box without boilerplate](#ready-to-use-out-of-the-box-without-boilerplate)
+- [No Handler, no Formatter, no Filter: one function to rule them all](#no-handler-no-formatter-no-filter-one-function-to-rule-them-all)
+- [Easier file logging with rotation / retention / compression](#easier-file-logging-with-rotation--retention--compression)
+- [Modern string formatting using braces style](#modern-string-formatting-using-braces-style)
+- [Exceptions catching within threads or main](#exceptions-catching-within-threads-or-main)
+- [Pretty logging with colors](#pretty-logging-with-colors)
+- [Asynchronous, Thread-safe, Multiprocess-safe](#asynchronous-thread-safe-multiprocess-safe)
+- [Fully descriptive exceptions](#fully-descriptive-exceptions)
+- [Structured logging as needed](#structured-logging-as-needed)
+- [Lazy evaluation of expensive functions](#lazy-evaluation-of-expensive-functions)
+- [Customizable levels](#customizable-levels)
+- [Better datetime handling](#better-datetime-handling)
+- [Suitable for scripts and libraries](#suitable-for-scripts-and-libraries)
+- [Entirely compatible with standard logging](#entirely-compatible-with-standard-logging)
+- [Personalizable defaults through environment variables](#personalizable-defaults-through-environment-variables)
+- [Convenient parser](#convenient-parser)
+- [Exhaustive notifier](#exhaustive-notifier)
+- <s>[10x faster than built-in logging](#10x-faster-than-built-in-logging)</s>
+
+## Take the tour
+
+### Ready to use out of the box without boilerplate
+
+The main concept of Loguru is that **there is one and only one** [`logger`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger).
+
+For convenience, it is pre-configured and outputs to `stderr` to begin with (but that's entirely configurable).
+
+```python
+from loguru import logger
+
+logger.debug("That's it, beautiful and simple logging!")
+```
+
+The [`logger`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger) is just an interface which dispatches log messages to configured handlers. Simple, right?
+
+### No Handler, no Formatter, no Filter: one function to rule them all
+
+How to add a handler? How to set up logs formatting? How to filter messages? How to set level?
+
+One answer: the [`add()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.add) function.
+
+```python
+logger.add(sys.stderr, format="{time} {level} {message}", filter="my_module", level="INFO")
+```
+
+This function should be used to register [sinks](https://loguru.readthedocs.io/en/stable/api/logger.html#sink) which are responsible for managing [log messages](https://loguru.readthedocs.io/en/stable/api/logger.html#message) contextualized with a [record dict](https://loguru.readthedocs.io/en/stable/api/logger.html#record). A sink can take many forms: a simple function, a string path, a file-like object, a coroutine function or a built-in Handler.
+
+Note that you may also  a previously added handler by using the identifier returned while adding it. This is particularly useful if you want to supersede the default `stderr` handler: just call [`logger.remove()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.remove) to make a fresh start.
+
+### Easier file logging with rotation / retention / compression
+
+If you want to send logged messages to a file, you just have to use a string path as the sink. It can be automatically timed too for convenience:
+
+```python
+logger.add("file_{time}.log")
+```
+
+It is also [easily configurable](https://loguru.readthedocs.io/en/stable/api/logger.html#file) if you need rotating logger, if you want to remove older logs, or if you wish to compress your files at closure.
+
+```python
+logger.add("file_1.log", rotation="500 MB")    # Automatically rotate too big file
+logger.add("file_2.log", rotation="12:00")     # New file is created each day at noon
+logger.add("file_3.log", rotation="1 week")    # Once the file is too old, it's rotated
+
+logger.add("file_X.log", retention="10 days")  # Cleanup after some time
+
+logger.add("file_Y.log", compression="zip")    # Save some loved space
+```
+
+### Modern string formatting using braces style
+
+Loguru favors the much more elegant and powerful `{}` formatting over `%`, logging functions are actually equivalent to `str.format()`.
+
+```python
+logger.info("If you're using Python {}, prefer {feature} of course!", 3.6, feature="f-strings")
+```
+
+### Exceptions catching within threads or main
+
+Have you ever seen your program crashing unexpectedly without seeing anything in the log file? Did you ever notice that exceptions occurring in threads were not logged? This can be solved using the [`catch()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.catch) decorator / context manager which ensures that any error is correctly propagated to the [`logger`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger).
+
+```python
+@logger.catch
+def my_function(x, y, z):
+    # An error? It's caught anyway!
+    return 1 / (x + y + z)
+```
+
+### Pretty logging with colors
+
+Loguru automatically adds colors to your logs if your terminal is compatible. You can define your favorite style by using [markup tags](https://loguru.readthedocs.io/en/stable/api/logger.html#color) in the sink format.
+
+```python
+logger.add(sys.stdout, colorize=True, format="<green>{time}</green> <level>{message}</level>")
+```
+
+### Asynchronous, Thread-safe, Multiprocess-safe
+
+All sinks added to the [`logger`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger) are thread-safe by default. They are not multiprocess-safe, but you can `enqueue` the messages to ensure logs integrity. This same argument can also be used if you want async logging.
+
+```python
+logger.add("somefile.log", enqueue=True)
+```
+
+Coroutine functions used as sinks are also supported and should be awaited with [`complete()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.complete).
+
+### Fully descriptive exceptions
+
+Logging exceptions that occur in your code is important to track bugs, but it's quite useless if you don't know why it failed. Loguru helps you identify problems by allowing the entire stack trace to be displayed, including values of variables (thanks [`better_exceptions`](https://github.com/Qix-/better-exceptions) for this!).
+
+The code:
+
+```python
+# Caution, "diagnose=True" is the default and may leak sensitive data in prod
+logger.add("out.log", backtrace=True, diagnose=True)
+
+def func(a, b):
+    return a / b
+
+def nested(c):
+    try:
+        func(5, c)
+    except ZeroDivisionError:
+        logger.exception("What?!")
+
+nested(0)
+```
+
+Would result in:
+
+```none
+2018-07-17 01:38:43.975 | ERROR    | __main__:nested:10 - What?!
+Traceback (most recent call last):
+
+  File "test.py", line 12, in <module>
+    nested(0)
+    └ <function nested at 0x7f5c755322f0>
+
+> File "test.py", line 8, in nested
+    func(5, c)
+    │       └ 0
+    └ <function func at 0x7f5c79fc2e18>
+
+  File "test.py", line 4, in func
+    return a / b
+           │   └ 0
+           └ 5
+
+ZeroDivisionError: division by zero
+```
+
+Note that this feature won't work on default Python REPL due to unavailable frame data.
+
+See also: [Security considerations when using Loguru](https://loguru.readthedocs.io/en/stable/resources/recipes.html#security-considerations-when-using-loguru).
+
+### Structured logging as needed
+
+Want your logs to be serialized for easier parsing or to pass them around? Using the `serialize` argument, each log message will be converted to a JSON string before being sent to the configured sink.
+
+```python
+logger.add(custom_sink_function, serialize=True)
+```
+
+Using [`bind()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.bind) you can contextualize your logger messages by modifying the `extra` record attribute.
+
+```python
+logger.add("file.log", format="{extra[ip]} {extra[user]} {message}")
+context_logger = logger.bind(ip="192.168.0.1", user="someone")
+context_logger.info("Contextualize your logger easily")
+context_logger.bind(user="someone_else").info("Inline binding of extra attribute")
+context_logger.info("Use kwargs to add context during formatting: {user}", user="anybody")
+```
+
+It is possible to modify a context-local state temporarily with [`contextualize()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.contextualize):
+
+```python
+with logger.contextualize(task=task_id):
+    do_something()
+    logger.info("End of task")
+```
+
+You can also have more fine-grained control over your logs by combining [`bind()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.bind) and `filter`:
+
+```python
+logger.add("special.log", filter=lambda record: "special" in record["extra"])
+logger.debug("This message is not logged to the file")
+logger.bind(special=True).info("This message, though, is logged to the file!")
+```
+
+Finally, the [`patch()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.patch) method allows dynamic values to be attached to the record dict of each new message:
+
+```python
+logger.add(sys.stderr, format="{extra[utc]} {message}")
+logger = logger.patch(lambda record: record["extra"].update(utc=datetime.utcnow()))
+```
+
+### Lazy evaluation of expensive functions
+
+Sometime you would like to log verbose information without performance penalty in production, you can use the [`opt()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.opt) method to achieve this.
+
+```python
+logger.opt(lazy=True).debug("If sink level <= DEBUG: {x}", x=lambda: expensive_function(2**64))
+
+# By the way, "opt()" serves many usages
+logger.opt(exception=True).info("Error stacktrace added to the log message (tuple accepted too)")
+logger.opt(colors=True).info("Per message <blue>colors</blue>")
+logger.opt(record=True).info("Display values from the record (eg. {record[thread]})")
+logger.opt(raw=True).info("Bypass sink formatting\n")
+logger.opt(depth=1).info("Use parent stack context (useful within wrapped functions)")
+logger.opt(capture=False).info("Keyword arguments not added to {dest} dict", dest="extra")
+```
+
+### Customizable levels
+
+Loguru comes with all standard [logging levels](https://loguru.readthedocs.io/en/stable/api/logger.html#levels) to which [`trace()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.trace) and [`success()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.success) are added. Do you need more? Then, just create it by using the [`level()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.level) function.
+
+```python
+new_level = logger.level("SNAKY", no=38, color="<yellow>", icon="🐍")
+
+logger.log("SNAKY", "Here we go!")
+```
+
+### Better datetime handling
+
+The standard logging is bloated with arguments like `datefmt` or `msecs`, `%(asctime)s` and `%(created)s`, naive datetimes without timezone information, not intuitive formatting, etc. Loguru [fixes it](https://loguru.readthedocs.io/en/stable/api/logger.html#time):
+
+```python
+logger.add("file.log", format="{time:YYYY-MM-DD at HH:mm:ss} | {level} | {message}")
+```
+
+### Suitable for scripts and libraries
+
+Using the logger in your scripts is easy, and you can [`configure()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.configure) it at start. To use Loguru from inside a library, remember to never call [`add()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.add) but use [`disable()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.disable) instead so logging functions become no-op. If a developer wishes to see your library's logs, they can [`enable()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.enable) it again.
+
+```python
+# For scripts
+config = {
+    "handlers": [
+        {"sink": sys.stdout, "format": "{time} - {message}"},
+        {"sink": "file.log", "serialize": True},
+    ],
+    "extra": {"user": "someone"}
+}
+logger.configure(**config)
+
+# For libraries, should be your library's `__name__`
+logger.disable("my_library")
+logger.info("No matter added sinks, this message is not displayed")
+
+# In your application, enable the logger in the library
+logger.enable("my_library")
+logger.info("This message however is propagated to the sinks")
+```
+
+For additional convenience, you can also use the [`loguru-config`](https://github.com/erezinman/loguru-config) library to setup the `logger` directly from a configuration file.
+
+### Entirely compatible with standard logging
+
+Wish to use built-in logging `Handler` as a Loguru sink?
+
+```python
+handler = logging.handlers.SysLogHandler(address=('localhost', 514))
+logger.add(handler)
+```
+
+Need to propagate Loguru messages to standard `logging`?
+
+```python
+class PropagateHandler(logging.Handler):
+    def emit(self, record: logging.LogRecord) -> None:
+        logging.getLogger(record.name).handle(record)
+
+logger.add(PropagateHandler(), format="{message}")
+```
+
+Want to intercept standard `logging` messages toward your Loguru sinks?
+
+```python
+class InterceptHandler(logging.Handler):
+    def emit(self, record: logging.LogRecord) -> None:
+        # Get corresponding Loguru level if it exists.
+        level: str | int
+        try:
+            level = logger.level(record.levelname).name
+        except ValueError:
+            level = record.levelno
+
+        # Find caller from where originated the logged message.
+        frame, depth = inspect.currentframe(), 0
+        while frame and (depth == 0 or frame.f_code.co_filename == logging.__file__):
+            frame = frame.f_back
+            depth += 1
+
+        logger.opt(depth=depth, exception=record.exc_info).log(level, record.getMessage())
+
+logging.basicConfig(handlers=[InterceptHandler()], level=0, force=True)
+```
+
+### Personalizable defaults through environment variables
+
+Don't like the default logger formatting? Would prefer another `DEBUG` color? [No problem](https://loguru.readthedocs.io/en/stable/api/logger.html#env):
+
+```bash
+# Linux / OSX
+export LOGURU_FORMAT="{time} | <lvl>{message}</lvl>"
+
+# Windows
+setx LOGURU_DEBUG_COLOR "<green>"
+```
+
+### Convenient parser
+
+It is often useful to extract specific information from generated logs, this is why Loguru provides a [`parse()`](https://loguru.readthedocs.io/en/stable/api/logger.html#loguru._logger.Logger.parse) method which helps to deal with logs and regexes.
+
+```python
+pattern = r"(?P<time>.*) - (?P<level>[0-9]+) - (?P<message>.*)"  # Regex with named groups
+caster_dict = dict(time=dateutil.parser.parse, level=int)        # Transform matching groups
+
+for groups in logger.parse("file.log", pattern, cast=caster_dict):
+    print("Parsed:", groups)
+    # {"level": 30, "message": "Log example", "time": datetime(2018, 12, 09, 11, 23, 55)}
+```
+
+### Exhaustive notifier
+
+Loguru can easily be combined with the great [`apprise`](https://github.com/caronc/apprise) library (must be installed separately) to receive an e-mail when your program fail unexpectedly or to send many other kind of notifications.
+
+```python
+import apprise
+
+# Define the configuration constants.
+WEBHOOK_ID = "123456790"
+WEBHOOK_TOKEN = "abc123def456"
+
+# Prepare the object to send Discord notifications.
+notifier = apprise.Apprise()
+notifier.add(f"discord://{WEBHOOK_ID}/{WEBHOOK_TOKEN}")
+
+# Install a handler to be alerted on each error.
+# You can filter out logs from "apprise" itself to avoid recursive calls.
+logger.add(notifier.notify, level="ERROR", filter={"apprise": False})
+```
+
+<s>
+
+### 10x faster than built-in logging
+
+</s>
+
+Although logging impact on performances is in most cases negligible, a zero-cost logger would allow to use it anywhere without much concern. In an upcoming release, Loguru's critical functions will be implemented in C for maximum speed.
+
+<!-- end-of-readme-usage -->
+
+## Documentation
+
+- [API Reference](https://loguru.readthedocs.io/en/stable/api/logger.html)
+- [Help & Guides](https://loguru.readthedocs.io/en/stable/resources.html)
+- [Type hints](https://loguru.readthedocs.io/en/stable/api/type_hints.html)
+- [Contributing](https://loguru.readthedocs.io/en/stable/project/contributing.html)
+- [License](https://loguru.readthedocs.io/en/stable/project/license.html)
+- [Changelog](https://loguru.readthedocs.io/en/stable/project/changelog.html)
+

.cache/pip/http-v2/2/5/a/f/d/25afd7bec39eb254f13f9daa9b4c62d6a9064757b6157a85184cbb13.body

@@ -0,0 +1,639 @@
+Metadata-Version: 2.4
+Name: fastapi
+Version: 0.128.1
+Summary: FastAPI framework, high performance, easy to learn, fast to code, ready for production
+Author-Email: =?utf-8?q?Sebasti=C3=A1n_Ram=C3=ADrez?= <tiangolo@gmail.com>
+License-Expression: MIT
+License-File: LICENSE
+Classifier: Intended Audience :: Information Technology
+Classifier: Intended Audience :: System Administrators
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python
+Classifier: Topic :: Internet
+Classifier: Topic :: Software Development :: Libraries :: Application Frameworks
+Classifier: Topic :: Software Development :: Libraries :: Python Modules
+Classifier: Topic :: Software Development :: Libraries
+Classifier: Topic :: Software Development
+Classifier: Typing :: Typed
+Classifier: Development Status :: 4 - Beta
+Classifier: Environment :: Web Environment
+Classifier: Framework :: AsyncIO
+Classifier: Framework :: FastAPI
+Classifier: Framework :: Pydantic
+Classifier: Framework :: Pydantic :: 2
+Classifier: Intended Audience :: Developers
+Classifier: Programming Language :: Python :: 3 :: Only
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Classifier: Topic :: Internet :: WWW/HTTP :: HTTP Servers
+Classifier: Topic :: Internet :: WWW/HTTP
+Project-URL: Homepage, https://github.com/fastapi/fastapi
+Project-URL: Documentation, https://fastapi.tiangolo.com/
+Project-URL: Repository, https://github.com/fastapi/fastapi
+Project-URL: Issues, https://github.com/fastapi/fastapi/issues
+Project-URL: Changelog, https://fastapi.tiangolo.com/release-notes/
+Requires-Python: >=3.9
+Requires-Dist: starlette<0.51.0,>=0.40.0
+Requires-Dist: pydantic>=2.7.0
+Requires-Dist: typing-extensions>=4.8.0
+Requires-Dist: annotated-doc>=0.0.2
+Provides-Extra: standard
+Requires-Dist: fastapi-cli[standard]>=0.0.8; extra == "standard"
+Requires-Dist: httpx<1.0.0,>=0.23.0; extra == "standard"
+Requires-Dist: jinja2>=3.1.5; extra == "standard"
+Requires-Dist: python-multipart>=0.0.18; extra == "standard"
+Requires-Dist: email-validator>=2.0.0; extra == "standard"
+Requires-Dist: uvicorn[standard]>=0.12.0; extra == "standard"
+Requires-Dist: pydantic-settings>=2.0.0; extra == "standard"
+Requires-Dist: pydantic-extra-types>=2.0.0; extra == "standard"
+Provides-Extra: standard-no-fastapi-cloud-cli
+Requires-Dist: fastapi-cli[standard-no-fastapi-cloud-cli]>=0.0.8; extra == "standard-no-fastapi-cloud-cli"
+Requires-Dist: httpx<1.0.0,>=0.23.0; extra == "standard-no-fastapi-cloud-cli"
+Requires-Dist: jinja2>=3.1.5; extra == "standard-no-fastapi-cloud-cli"
+Requires-Dist: python-multipart>=0.0.18; extra == "standard-no-fastapi-cloud-cli"
+Requires-Dist: email-validator>=2.0.0; extra == "standard-no-fastapi-cloud-cli"
+Requires-Dist: uvicorn[standard]>=0.12.0; extra == "standard-no-fastapi-cloud-cli"
+Requires-Dist: pydantic-settings>=2.0.0; extra == "standard-no-fastapi-cloud-cli"
+Requires-Dist: pydantic-extra-types>=2.0.0; extra == "standard-no-fastapi-cloud-cli"
+Provides-Extra: all
+Requires-Dist: fastapi-cli[standard]>=0.0.8; extra == "all"
+Requires-Dist: httpx<1.0.0,>=0.23.0; extra == "all"
+Requires-Dist: jinja2>=3.1.5; extra == "all"
+Requires-Dist: python-multipart>=0.0.18; extra == "all"
+Requires-Dist: itsdangerous>=1.1.0; extra == "all"
+Requires-Dist: pyyaml>=5.3.1; extra == "all"
+Requires-Dist: ujson!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0,>=4.0.1; extra == "all"
+Requires-Dist: orjson>=3.2.1; extra == "all"
+Requires-Dist: email-validator>=2.0.0; extra == "all"
+Requires-Dist: uvicorn[standard]>=0.12.0; extra == "all"
+Requires-Dist: pydantic-settings>=2.0.0; extra == "all"
+Requires-Dist: pydantic-extra-types>=2.0.0; extra == "all"
+Description-Content-Type: text/markdown
+
+<p align="center">
+  <a href="https://fastapi.tiangolo.com"><img src="https://fastapi.tiangolo.com/img/logo-margin/logo-teal.png" alt="FastAPI"></a>
+</p>
+<p align="center">
+    <em>FastAPI framework, high performance, easy to learn, fast to code, ready for production</em>
+</p>
+<p align="center">
+<a href="https://github.com/fastapi/fastapi/actions?query=workflow%3ATest+event%3Apush+branch%3Amaster" target="_blank">
+    <img src="https://github.com/fastapi/fastapi/actions/workflows/test.yml/badge.svg?event=push&branch=master" alt="Test">
+</a>
+<a href="https://coverage-badge.samuelcolvin.workers.dev/redirect/fastapi/fastapi" target="_blank">
+    <img src="https://coverage-badge.samuelcolvin.workers.dev/fastapi/fastapi.svg" alt="Coverage">
+</a>
+<a href="https://pypi.org/project/fastapi" target="_blank">
+    <img src="https://img.shields.io/pypi/v/fastapi?color=%2334D058&label=pypi%20package" alt="Package version">
+</a>
+<a href="https://pypi.org/project/fastapi" target="_blank">
+    <img src="https://img.shields.io/pypi/pyversions/fastapi.svg?color=%2334D058" alt="Supported Python versions">
+</a>
+</p>
+
+---
+
+**Documentation**: <a href="https://fastapi.tiangolo.com" target="_blank">https://fastapi.tiangolo.com</a>
+
+**Source Code**: <a href="https://github.com/fastapi/fastapi" target="_blank">https://github.com/fastapi/fastapi</a>
+
+---
+
+FastAPI is a modern, fast (high-performance), web framework for building APIs with Python based on standard Python type hints.
+
+The key features are:
+
+* **Fast**: Very high performance, on par with **NodeJS** and **Go** (thanks to Starlette and Pydantic). [One of the fastest Python frameworks available](#performance).
+* **Fast to code**: Increase the speed to develop features by about 200% to 300%. *
+* **Fewer bugs**: Reduce about 40% of human (developer) induced errors. *
+* **Intuitive**: Great editor support. <abbr title="also known as auto-complete, autocompletion, IntelliSense">Completion</abbr> everywhere. Less time debugging.
+* **Easy**: Designed to be easy to use and learn. Less time reading docs.
+* **Short**: Minimize code duplication. Multiple features from each parameter declaration. Fewer bugs.
+* **Robust**: Get production-ready code. With automatic interactive documentation.
+* **Standards-based**: Based on (and fully compatible with) the open standards for APIs: <a href="https://github.com/OAI/OpenAPI-Specification" class="external-link" target="_blank">OpenAPI</a> (previously known as Swagger) and <a href="https://json-schema.org/" class="external-link" target="_blank">JSON Schema</a>.
+
+<small>* estimation based on tests conducted by an internal development team, building production applications.</small>
+
+## Sponsors
+
+<!-- sponsors -->
+### Keystone Sponsor
+
+<a href="https://fastapicloud.com" target="_blank" title="FastAPI Cloud. By the same team behind FastAPI. You code. We Cloud."><img src="https://fastapi.tiangolo.com/img/sponsors/fastapicloud.png"></a>
+
+### Gold and Silver Sponsors
+
+<a href="https://blockbee.io?ref=fastapi" target="_blank" title="BlockBee Cryptocurrency Payment Gateway"><img src="https://fastapi.tiangolo.com/img/sponsors/blockbee.png"></a>
+<a href="https://github.com/scalar/scalar/?utm_source=fastapi&utm_medium=website&utm_campaign=main-badge" target="_blank" title="Scalar: Beautiful Open-Source API References from Swagger/OpenAPI files"><img src="https://fastapi.tiangolo.com/img/sponsors/scalar.svg"></a>
+<a href="https://www.propelauth.com/?utm_source=fastapi&utm_campaign=1223&utm_medium=mainbadge" target="_blank" title="Auth, user management and more for your B2B product"><img src="https://fastapi.tiangolo.com/img/sponsors/propelauth.png"></a>
+<a href="https://zuplo.link/fastapi-gh" target="_blank" title="Zuplo: Deploy, Secure, Document, and Monetize your FastAPI"><img src="https://fastapi.tiangolo.com/img/sponsors/zuplo.png"></a>
+<a href="https://liblab.com?utm_source=fastapi" target="_blank" title="liblab - Generate SDKs from FastAPI"><img src="https://fastapi.tiangolo.com/img/sponsors/liblab.png"></a>
+<a href="https://docs.render.com/deploy-fastapi?utm_source=deploydoc&utm_medium=referral&utm_campaign=fastapi" target="_blank" title="Deploy & scale any full-stack web app on Render. Focus on building apps, not infra."><img src="https://fastapi.tiangolo.com/img/sponsors/render.svg"></a>
+<a href="https://www.coderabbit.ai/?utm_source=fastapi&utm_medium=badge&utm_campaign=fastapi" target="_blank" title="Cut Code Review Time & Bugs in Half with CodeRabbit"><img src="https://fastapi.tiangolo.com/img/sponsors/coderabbit.png"></a>
+<a href="https://subtotal.com/?utm_source=fastapi&utm_medium=sponsorship&utm_campaign=open-source" target="_blank" title="The Gold Standard in Retail Account Linking"><img src="https://fastapi.tiangolo.com/img/sponsors/subtotal.svg"></a>
+<a href="https://docs.railway.com/guides/fastapi?utm_medium=integration&utm_source=docs&utm_campaign=fastapi" target="_blank" title="Deploy enterprise applications at startup speed"><img src="https://fastapi.tiangolo.com/img/sponsors/railway.png"></a>
+<a href="https://serpapi.com/?utm_source=fastapi_website" target="_blank" title="SerpApi: Web Search API"><img src="https://fastapi.tiangolo.com/img/sponsors/serpapi.png"></a>
+<a href="https://www.greptile.com/?utm_source=fastapi&utm_medium=sponsorship&utm_campaign=fastapi_sponsor_page" target="_blank" title="Greptile: The AI Code Reviewer"><img src="https://fastapi.tiangolo.com/img/sponsors/greptile.png"></a>
+<a href="https://databento.com/?utm_source=fastapi&utm_medium=sponsor&utm_content=display" target="_blank" title="Pay as you go for market data"><img src="https://fastapi.tiangolo.com/img/sponsors/databento.svg"></a>
+<a href="https://speakeasy.com/editor?utm_source=fastapi+repo&utm_medium=github+sponsorship" target="_blank" title="SDKs for your API | Speakeasy"><img src="https://fastapi.tiangolo.com/img/sponsors/speakeasy.png"></a>
+<a href="https://www.svix.com/" target="_blank" title="Svix - Webhooks as a service"><img src="https://fastapi.tiangolo.com/img/sponsors/svix.svg"></a>
+<a href="https://www.stainlessapi.com/?utm_source=fastapi&utm_medium=referral" target="_blank" title="Stainless | Generate best-in-class SDKs"><img src="https://fastapi.tiangolo.com/img/sponsors/stainless.png"></a>
+<a href="https://www.permit.io/blog/implement-authorization-in-fastapi?utm_source=github&utm_medium=referral&utm_campaign=fastapi" target="_blank" title="Fine-Grained Authorization for FastAPI"><img src="https://fastapi.tiangolo.com/img/sponsors/permit.png"></a>
+<a href="https://www.interviewpal.com/?utm_source=fastapi&utm_medium=open-source&utm_campaign=dev-hiring" target="_blank" title="InterviewPal - AI Interview Coach for Engineers and Devs"><img src="https://fastapi.tiangolo.com/img/sponsors/interviewpal.png"></a>
+<a href="https://dribia.com/en/" target="_blank" title="Dribia - Data Science within your reach"><img src="https://fastapi.tiangolo.com/img/sponsors/dribia.png"></a>
+
+<!-- /sponsors -->
+
+<a href="https://fastapi.tiangolo.com/fastapi-people/#sponsors" class="external-link" target="_blank">Other sponsors</a>
+
+## Opinions
+
+"_[...] I'm using **FastAPI** a ton these days. [...] I'm actually planning to use it for all of my team's **ML services at Microsoft**. Some of them are getting integrated into the core **Windows** product and some **Office** products._"
+
+<div style="text-align: right; margin-right: 10%;">Kabir Khan - <strong>Microsoft</strong> <a href="https://github.com/fastapi/fastapi/pull/26" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_We adopted the **FastAPI** library to spawn a **REST** server that can be queried to obtain **predictions**. [for Ludwig]_"
+
+<div style="text-align: right; margin-right: 10%;">Piero Molino, Yaroslav Dudin, and Sai Sumanth Miryala - <strong>Uber</strong> <a href="https://eng.uber.com/ludwig-v0-2/" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_**Netflix** is pleased to announce the open-source release of our **crisis management** orchestration framework: **Dispatch**! [built with **FastAPI**]_"
+
+<div style="text-align: right; margin-right: 10%;">Kevin Glisson, Marc Vilanova, Forest Monsen - <strong>Netflix</strong> <a href="https://netflixtechblog.com/introducing-dispatch-da4b8a2a8072" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_I’m over the moon excited about **FastAPI**. It’s so fun!_"
+
+<div style="text-align: right; margin-right: 10%;">Brian Okken - <strong><a href="https://pythonbytes.fm/episodes/show/123/time-to-right-the-py-wrongs?time_in_sec=855" target="_blank">Python Bytes</a> podcast host</strong> <a href="https://x.com/brianokken/status/1112220079972728832" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_Honestly, what you've built looks super solid and polished. In many ways, it's what I wanted **Hug** to be - it's really inspiring to see someone build that._"
+
+<div style="text-align: right; margin-right: 10%;">Timothy Crosley - <strong><a href="https://github.com/hugapi/hug" target="_blank">Hug</a> creator</strong> <a href="https://news.ycombinator.com/item?id=19455465" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_If you're looking to learn one **modern framework** for building REST APIs, check out **FastAPI** [...] It's fast, easy to use and easy to learn [...]_"
+
+"_We've switched over to **FastAPI** for our **APIs** [...] I think you'll like it [...]_"
+
+<div style="text-align: right; margin-right: 10%;">Ines Montani - Matthew Honnibal - <strong><a href="https://explosion.ai" target="_blank">Explosion AI</a> founders - <a href="https://spacy.io" target="_blank">spaCy</a> creators</strong> <a href="https://x.com/_inesmontani/status/1144173225322143744" target="_blank"><small>(ref)</small></a> - <a href="https://x.com/honnibal/status/1144031421859655680" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_If anyone is looking to build a production Python API, I would highly recommend **FastAPI**. It is **beautifully designed**, **simple to use** and **highly scalable**, it has become a **key component** in our API first development strategy and is driving many automations and services such as our Virtual TAC Engineer._"
+
+<div style="text-align: right; margin-right: 10%;">Deon Pillsbury - <strong>Cisco</strong> <a href="https://www.linkedin.com/posts/deonpillsbury_cisco-cx-python-activity-6963242628536487936-trAp/" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+## FastAPI mini documentary
+
+There's a <a href="https://www.youtube.com/watch?v=mpR8ngthqiE" class="external-link" target="_blank">FastAPI mini documentary</a> released at the end of 2025, you can watch it online:
+
+<a href="https://www.youtube.com/watch?v=mpR8ngthqiE" target="_blank"><img src="https://fastapi.tiangolo.com/img/fastapi-documentary.jpg" alt="FastAPI Mini Documentary"></a>
+
+## **Typer**, the FastAPI of CLIs
+
+<a href="https://typer.tiangolo.com" target="_blank"><img src="https://typer.tiangolo.com/img/logo-margin/logo-margin-vector.svg" style="width: 20%;"></a>
+
+If you are building a <abbr title="Command Line Interface">CLI</abbr> app to be used in the terminal instead of a web API, check out <a href="https://typer.tiangolo.com/" class="external-link" target="_blank">**Typer**</a>.
+
+**Typer** is FastAPI's little sibling. And it's intended to be the **FastAPI of CLIs**. ⌨️ 🚀
+
+## Requirements
+
+FastAPI stands on the shoulders of giants:
+
+* <a href="https://www.starlette.dev/" class="external-link" target="_blank">Starlette</a> for the web parts.
+* <a href="https://docs.pydantic.dev/" class="external-link" target="_blank">Pydantic</a> for the data parts.
+
+## Installation
+
+Create and activate a <a href="https://fastapi.tiangolo.com/virtual-environments/" class="external-link" target="_blank">virtual environment</a> and then install FastAPI:
+
+<div class="termy">
+
+```console
+$ pip install "fastapi[standard]"
+
+---> 100%
+```
+
+</div>
+
+**Note**: Make sure you put `"fastapi[standard]"` in quotes to ensure it works in all terminals.
+
+## Example
+
+### Create it
+
+Create a file `main.py` with:
+
+```Python
+from fastapi import FastAPI
+
+app = FastAPI()
+
+
+@app.get("/")
+def read_root():
+    return {"Hello": "World"}
+
+
+@app.get("/items/{item_id}")
+def read_item(item_id: int, q: str | None = None):
+    return {"item_id": item_id, "q": q}
+```
+
+<details markdown="1">
+<summary>Or use <code>async def</code>...</summary>
+
+If your code uses `async` / `await`, use `async def`:
+
+```Python hl_lines="7  12"
+from fastapi import FastAPI
+
+app = FastAPI()
+
+
+@app.get("/")
+async def read_root():
+    return {"Hello": "World"}
+
+
+@app.get("/items/{item_id}")
+async def read_item(item_id: int, q: str | None = None):
+    return {"item_id": item_id, "q": q}
+```
+
+**Note**:
+
+If you don't know, check the _"In a hurry?"_ section about <a href="https://fastapi.tiangolo.com/async/#in-a-hurry" target="_blank">`async` and `await` in the docs</a>.
+
+</details>
+
+### Run it
+
+Run the server with:
+
+<div class="termy">
+
+```console
+$ fastapi dev main.py
+
+ ╭────────── FastAPI CLI - Development mode ───────────╮
+ │                                                     │
+ │  Serving at: http://127.0.0.1:8000                  │
+ │                                                     │
+ │  API docs: http://127.0.0.1:8000/docs               │
+ │                                                     │
+ │  Running in development mode, for production use:   │
+ │                                                     │
+ │  fastapi run                                        │
+ │                                                     │
+ ╰─────────────────────────────────────────────────────╯
+
+INFO:     Will watch for changes in these directories: ['/home/user/code/awesomeapp']
+INFO:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
+INFO:     Started reloader process [2248755] using WatchFiles
+INFO:     Started server process [2248757]
+INFO:     Waiting for application startup.
+INFO:     Application startup complete.
+```
+
+</div>
+
+<details markdown="1">
+<summary>About the command <code>fastapi dev main.py</code>...</summary>
+
+The command `fastapi dev` reads your `main.py` file, detects the **FastAPI** app in it, and starts a server using <a href="https://www.uvicorn.dev" class="external-link" target="_blank">Uvicorn</a>.
+
+By default, `fastapi dev` will start with auto-reload enabled for local development.
+
+You can read more about it in the <a href="https://fastapi.tiangolo.com/fastapi-cli/" target="_blank">FastAPI CLI docs</a>.
+
+</details>
+
+### Check it
+
+Open your browser at <a href="http://127.0.0.1:8000/items/5?q=somequery" class="external-link" target="_blank">http://127.0.0.1:8000/items/5?q=somequery</a>.
+
+You will see the JSON response as:
+
+```JSON
+{"item_id": 5, "q": "somequery"}
+```
+
+You already created an API that:
+
+* Receives HTTP requests in the _paths_ `/` and `/items/{item_id}`.
+* Both _paths_ take `GET` <em>operations</em> (also known as HTTP _methods_).
+* The _path_ `/items/{item_id}` has a _path parameter_ `item_id` that should be an `int`.
+* The _path_ `/items/{item_id}` has an optional `str` _query parameter_ `q`.
+
+### Interactive API docs
+
+Now go to <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>.
+
+You will see the automatic interactive API documentation (provided by <a href="https://github.com/swagger-api/swagger-ui" class="external-link" target="_blank">Swagger UI</a>):
+
+![Swagger UI](https://fastapi.tiangolo.com/img/index/index-01-swagger-ui-simple.png)
+
+### Alternative API docs
+
+And now, go to <a href="http://127.0.0.1:8000/redoc" class="external-link" target="_blank">http://127.0.0.1:8000/redoc</a>.
+
+You will see the alternative automatic documentation (provided by <a href="https://github.com/Rebilly/ReDoc" class="external-link" target="_blank">ReDoc</a>):
+
+![ReDoc](https://fastapi.tiangolo.com/img/index/index-02-redoc-simple.png)
+
+## Example upgrade
+
+Now modify the file `main.py` to receive a body from a `PUT` request.
+
+Declare the body using standard Python types, thanks to Pydantic.
+
+```Python hl_lines="2  7-10 23-25"
+from fastapi import FastAPI
+from pydantic import BaseModel
+
+app = FastAPI()
+
+
+class Item(BaseModel):
+    name: str
+    price: float
+    is_offer: bool | None = None
+
+
+@app.get("/")
+def read_root():
+    return {"Hello": "World"}
+
+
+@app.get("/items/{item_id}")
+def read_item(item_id: int, q: str | None = None):
+    return {"item_id": item_id, "q": q}
+
+
+@app.put("/items/{item_id}")
+def update_item(item_id: int, item: Item):
+    return {"item_name": item.name, "item_id": item_id}
+```
+
+The `fastapi dev` server should reload automatically.
+
+### Interactive API docs upgrade
+
+Now go to <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>.
+
+* The interactive API documentation will be automatically updated, including the new body:
+
+![Swagger UI](https://fastapi.tiangolo.com/img/index/index-03-swagger-02.png)
+
+* Click on the button "Try it out", it allows you to fill the parameters and directly interact with the API:
+
+![Swagger UI interaction](https://fastapi.tiangolo.com/img/index/index-04-swagger-03.png)
+
+* Then click on the "Execute" button, the user interface will communicate with your API, send the parameters, get the results and show them on the screen:
+
+![Swagger UI interaction](https://fastapi.tiangolo.com/img/index/index-05-swagger-04.png)
+
+### Alternative API docs upgrade
+
+And now, go to <a href="http://127.0.0.1:8000/redoc" class="external-link" target="_blank">http://127.0.0.1:8000/redoc</a>.
+
+* The alternative documentation will also reflect the new query parameter and body:
+
+![ReDoc](https://fastapi.tiangolo.com/img/index/index-06-redoc-02.png)
+
+### Recap
+
+In summary, you declare **once** the types of parameters, body, etc. as function parameters.
+
+You do that with standard modern Python types.
+
+You don't have to learn a new syntax, the methods or classes of a specific library, etc.
+
+Just standard **Python**.
+
+For example, for an `int`:
+
+```Python
+item_id: int
+```
+
+or for a more complex `Item` model:
+
+```Python
+item: Item
+```
+
+...and with that single declaration you get:
+
+* Editor support, including:
+    * Completion.
+    * Type checks.
+* Validation of data:
+    * Automatic and clear errors when the data is invalid.
+    * Validation even for deeply nested JSON objects.
+* <abbr title="also known as: serialization, parsing, marshalling">Conversion</abbr> of input data: coming from the network to Python data and types. Reading from:
+    * JSON.
+    * Path parameters.
+    * Query parameters.
+    * Cookies.
+    * Headers.
+    * Forms.
+    * Files.
+* <abbr title="also known as: serialization, parsing, marshalling">Conversion</abbr> of output data: converting from Python data and types to network data (as JSON):
+    * Convert Python types (`str`, `int`, `float`, `bool`, `list`, etc).
+    * `datetime` objects.
+    * `UUID` objects.
+    * Database models.
+    * ...and many more.
+* Automatic interactive API documentation, including 2 alternative user interfaces:
+    * Swagger UI.
+    * ReDoc.
+
+---
+
+Coming back to the previous code example, **FastAPI** will:
+
+* Validate that there is an `item_id` in the path for `GET` and `PUT` requests.
+* Validate that the `item_id` is of type `int` for `GET` and `PUT` requests.
+    * If it is not, the client will see a useful, clear error.
+* Check if there is an optional query parameter named `q` (as in `http://127.0.0.1:8000/items/foo?q=somequery`) for `GET` requests.
+    * As the `q` parameter is declared with `= None`, it is optional.
+    * Without the `None` it would be required (as is the body in the case with `PUT`).
+* For `PUT` requests to `/items/{item_id}`, read the body as JSON:
+    * Check that it has a required attribute `name` that should be a `str`.
+    * Check that it has a required attribute `price` that has to be a `float`.
+    * Check that it has an optional attribute `is_offer`, that should be a `bool`, if present.
+    * All this would also work for deeply nested JSON objects.
+* Convert from and to JSON automatically.
+* Document everything with OpenAPI, that can be used by:
+    * Interactive documentation systems.
+    * Automatic client code generation systems, for many languages.
+* Provide 2 interactive documentation web interfaces directly.
+
+---
+
+We just scratched the surface, but you already get the idea of how it all works.
+
+Try changing the line with:
+
+```Python
+    return {"item_name": item.name, "item_id": item_id}
+```
+
+...from:
+
+```Python
+        ... "item_name": item.name ...
+```
+
+...to:
+
+```Python
+        ... "item_price": item.price ...
+```
+
+...and see how your editor will auto-complete the attributes and know their types:
+
+![editor support](https://fastapi.tiangolo.com/img/vscode-completion.png)
+
+For a more complete example including more features, see the <a href="https://fastapi.tiangolo.com/tutorial/">Tutorial - User Guide</a>.
+
+**Spoiler alert**: the tutorial - user guide includes:
+
+* Declaration of **parameters** from other different places as: **headers**, **cookies**, **form fields** and **files**.
+* How to set **validation constraints** as `maximum_length` or `regex`.
+* A very powerful and easy to use **<abbr title="also known as components, resources, providers, services, injectables">Dependency Injection</abbr>** system.
+* Security and authentication, including support for **OAuth2** with **JWT tokens** and **HTTP Basic** auth.
+* More advanced (but equally easy) techniques for declaring **deeply nested JSON models** (thanks to Pydantic).
+* **GraphQL** integration with <a href="https://strawberry.rocks" class="external-link" target="_blank">Strawberry</a> and other libraries.
+* Many extra features (thanks to Starlette) as:
+    * **WebSockets**
+    * extremely easy tests based on HTTPX and `pytest`
+    * **CORS**
+    * **Cookie Sessions**
+    * ...and more.
+
+### Deploy your app (optional)
+
+You can optionally deploy your FastAPI app to <a href="https://fastapicloud.com" class="external-link" target="_blank">FastAPI Cloud</a>, go and join the waiting list if you haven't. 🚀
+
+If you already have a **FastAPI Cloud** account (we invited you from the waiting list 😉), you can deploy your application with one command.
+
+Before deploying, make sure you are logged in:
+
+<div class="termy">
+
+```console
+$ fastapi login
+
+You are logged in to FastAPI Cloud 🚀
+```
+
+</div>
+
+Then deploy your app:
+
+<div class="termy">
+
+```console
+$ fastapi deploy
+
+Deploying to FastAPI Cloud...
+
+✅ Deployment successful!
+
+🐔 Ready the chicken! Your app is ready at https://myapp.fastapicloud.dev
+```
+
+</div>
+
+That's it! Now you can access your app at that URL. ✨
+
+#### About FastAPI Cloud
+
+**<a href="https://fastapicloud.com" class="external-link" target="_blank">FastAPI Cloud</a>** is built by the same author and team behind **FastAPI**.
+
+It streamlines the process of **building**, **deploying**, and **accessing** an API with minimal effort.
+
+It brings the same **developer experience** of building apps with FastAPI to **deploying** them to the cloud. 🎉
+
+FastAPI Cloud is the primary sponsor and funding provider for the *FastAPI and friends* open source projects. ✨
+
+#### Deploy to other cloud providers
+
+FastAPI is open source and based on standards. You can deploy FastAPI apps to any cloud provider you choose.
+
+Follow your cloud provider's guides to deploy FastAPI apps with them. 🤓
+
+## Performance
+
+Independent TechEmpower benchmarks show **FastAPI** applications running under Uvicorn as <a href="https://www.techempower.com/benchmarks/#section=test&runid=7464e520-0dc2-473d-bd34-dbdfd7e85911&hw=ph&test=query&l=zijzen-7" class="external-link" target="_blank">one of the fastest Python frameworks available</a>, only below Starlette and Uvicorn themselves (used internally by FastAPI). (*)
+
+To understand more about it, see the section <a href="https://fastapi.tiangolo.com/benchmarks/" class="internal-link" target="_blank">Benchmarks</a>.
+
+## Dependencies
+
+FastAPI depends on Pydantic and Starlette.
+
+### `standard` Dependencies
+
+When you install FastAPI with `pip install "fastapi[standard]"` it comes with the `standard` group of optional dependencies:
+
+Used by Pydantic:
+
+* <a href="https://github.com/JoshData/python-email-validator" target="_blank"><code>email-validator</code></a> - for email validation.
+
+Used by Starlette:
+
+* <a href="https://www.python-httpx.org" target="_blank"><code>httpx</code></a> - Required if you want to use the `TestClient`.
+* <a href="https://jinja.palletsprojects.com" target="_blank"><code>jinja2</code></a> - Required if you want to use the default template configuration.
+* <a href="https://github.com/Kludex/python-multipart" target="_blank"><code>python-multipart</code></a> - Required if you want to support form <abbr title="converting the string that comes from an HTTP request into Python data">"parsing"</abbr>, with `request.form()`.
+
+Used by FastAPI:
+
+* <a href="https://www.uvicorn.dev" target="_blank"><code>uvicorn</code></a> - for the server that loads and serves your application. This includes `uvicorn[standard]`, which includes some dependencies (e.g. `uvloop`) needed for high performance serving.
+* `fastapi-cli[standard]` - to provide the `fastapi` command.
+    * This includes `fastapi-cloud-cli`, which allows you to deploy your FastAPI application to <a href="https://fastapicloud.com" class="external-link" target="_blank">FastAPI Cloud</a>.
+
+### Without `standard` Dependencies
+
+If you don't want to include the `standard` optional dependencies, you can install with `pip install fastapi` instead of `pip install "fastapi[standard]"`.
+
+### Without `fastapi-cloud-cli`
+
+If you want to install FastAPI with the standard dependencies but without the `fastapi-cloud-cli`, you can install with `pip install "fastapi[standard-no-fastapi-cloud-cli]"`.
+
+### Additional Optional Dependencies
+
+There are some additional dependencies you might want to install.
+
+Additional optional Pydantic dependencies:
+
+* <a href="https://docs.pydantic.dev/latest/usage/pydantic_settings/" target="_blank"><code>pydantic-settings</code></a> - for settings management.
+* <a href="https://docs.pydantic.dev/latest/usage/types/extra_types/extra_types/" target="_blank"><code>pydantic-extra-types</code></a> - for extra types to be used with Pydantic.
+
+Additional optional FastAPI dependencies:
+
+* <a href="https://github.com/ijl/orjson" target="_blank"><code>orjson</code></a> - Required if you want to use `ORJSONResponse`.
+* <a href="https://github.com/esnme/ultrajson" target="_blank"><code>ujson</code></a> - Required if you want to use `UJSONResponse`.
+
+## License
+
+This project is licensed under the terms of the MIT license.

.cache/pip/http-v2/2/9/8/b/6/298b673430df8f0a35ee4db6f607ebf574ee261ade83cef6af0b4bbc.body

@@ -0,0 +1,586 @@
+Metadata-Version: 2.4
+Name: ruff
+Version: 0.15.0
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Environment :: Console
+Classifier: Intended Audience :: Developers
+Classifier: License :: OSI Approved :: MIT License
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3.7
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Classifier: Programming Language :: Python :: 3 :: Only
+Classifier: Programming Language :: Rust
+Classifier: Topic :: Software Development :: Libraries :: Python Modules
+Classifier: Topic :: Software Development :: Quality Assurance
+License-File: LICENSE
+Summary: An extremely fast Python linter and code formatter, written in Rust.
+Keywords: automation,flake8,pycodestyle,pyflakes,pylint,clippy
+Home-Page: https://docs.astral.sh/ruff
+Author-email: "Astral Software Inc." <hey@astral.sh>
+Requires-Python: >=3.7
+Description-Content-Type: text/markdown; charset=UTF-8; variant=GFM
+Project-URL: Changelog, https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md
+Project-URL: Documentation, https://docs.astral.sh/ruff/
+Project-URL: Repository, https://github.com/astral-sh/ruff
+
+<!-- Begin section: Overview -->
+
+# Ruff
+
+[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
+[![image](https://img.shields.io/pypi/v/ruff.svg)](https://pypi.python.org/pypi/ruff)
+[![image](https://img.shields.io/pypi/l/ruff.svg)](https://github.com/astral-sh/ruff/blob/main/LICENSE)
+[![image](https://img.shields.io/pypi/pyversions/ruff.svg)](https://pypi.python.org/pypi/ruff)
+[![Actions status](https://github.com/astral-sh/ruff/workflows/CI/badge.svg)](https://github.com/astral-sh/ruff/actions)
+[![Discord](https://img.shields.io/badge/Discord-%235865F2.svg?logo=discord&logoColor=white)](https://discord.com/invite/astral-sh)
+
+[**Docs**](https://docs.astral.sh/ruff/) | [**Playground**](https://play.ruff.rs/)
+
+An extremely fast Python linter and code formatter, written in Rust.
+
+<p align="center">
+  <img alt="Shows a bar chart with benchmark results." src="https://user-images.githubusercontent.com/1309177/232603516-4fb4892d-585c-4b20-b810-3db9161831e4.svg">
+</p>
+
+<p align="center">
+  <i>Linting the CPython codebase from scratch.</i>
+</p>
+
+- ⚡️ 10-100x faster than existing linters (like Flake8) and formatters (like Black)
+- 🐍 Installable via `pip`
+- 🛠️ `pyproject.toml` support
+- 🤝 Python 3.14 compatibility
+- ⚖️ Drop-in parity with [Flake8](https://docs.astral.sh/ruff/faq/#how-does-ruffs-linter-compare-to-flake8), isort, and [Black](https://docs.astral.sh/ruff/faq/#how-does-ruffs-formatter-compare-to-black)
+- 📦 Built-in caching, to avoid re-analyzing unchanged files
+- 🔧 Fix support, for automatic error correction (e.g., automatically remove unused imports)
+- 📏 Over [800 built-in rules](https://docs.astral.sh/ruff/rules/), with native re-implementations
+    of popular Flake8 plugins, like flake8-bugbear
+- ⌨️ First-party [editor integrations](https://docs.astral.sh/ruff/editors) for [VS Code](https://github.com/astral-sh/ruff-vscode) and [more](https://docs.astral.sh/ruff/editors/setup)
+- 🌎 Monorepo-friendly, with [hierarchical and cascading configuration](https://docs.astral.sh/ruff/configuration/#config-file-discovery)
+
+Ruff aims to be orders of magnitude faster than alternative tools while integrating more
+functionality behind a single, common interface.
+
+Ruff can be used to replace [Flake8](https://pypi.org/project/flake8/) (plus dozens of plugins),
+[Black](https://github.com/psf/black), [isort](https://pypi.org/project/isort/),
+[pydocstyle](https://pypi.org/project/pydocstyle/), [pyupgrade](https://pypi.org/project/pyupgrade/),
+[autoflake](https://pypi.org/project/autoflake/), and more, all while executing tens or hundreds of
+times faster than any individual tool.
+
+Ruff is extremely actively developed and used in major open-source projects like:
+
+- [Apache Airflow](https://github.com/apache/airflow)
+- [Apache Superset](https://github.com/apache/superset)
+- [FastAPI](https://github.com/tiangolo/fastapi)
+- [Hugging Face](https://github.com/huggingface/transformers)
+- [Pandas](https://github.com/pandas-dev/pandas)
+- [SciPy](https://github.com/scipy/scipy)
+
+...and [many more](#whos-using-ruff).
+
+Ruff is backed by [Astral](https://astral.sh), the creators of
+[uv](https://github.com/astral-sh/uv) and [ty](https://github.com/astral-sh/ty).
+
+Read the [launch
+post](https://astral.sh/blog/announcing-astral-the-company-behind-ruff), or the
+original [project
+announcement](https://notes.crmarsh.com/python-tooling-could-be-much-much-faster).
+
+## Testimonials
+
+[**Sebastián Ramírez**](https://twitter.com/tiangolo/status/1591912354882764802), creator
+of [FastAPI](https://github.com/tiangolo/fastapi):
+
+> Ruff is so fast that sometimes I add an intentional bug in the code just to confirm it's actually
+> running and checking the code.
+
+[**Nick Schrock**](https://twitter.com/schrockn/status/1612615862904827904), founder of [Elementl](https://www.elementl.com/),
+co-creator of [GraphQL](https://graphql.org/):
+
+> Why is Ruff a gamechanger? Primarily because it is nearly 1000x faster. Literally. Not a typo. On
+> our largest module (dagster itself, 250k LOC) pylint takes about 2.5 minutes, parallelized across 4
+> cores on my M1. Running ruff against our _entire_ codebase takes .4 seconds.
+
+[**Bryan Van de Ven**](https://github.com/bokeh/bokeh/pull/12605), co-creator
+of [Bokeh](https://github.com/bokeh/bokeh/), original author
+of [Conda](https://docs.conda.io/en/latest/):
+
+> Ruff is ~150-200x faster than flake8 on my machine, scanning the whole repo takes ~0.2s instead of
+> ~20s. This is an enormous quality of life improvement for local dev. It's fast enough that I added
+> it as an actual commit hook, which is terrific.
+
+[**Timothy Crosley**](https://twitter.com/timothycrosley/status/1606420868514877440),
+creator of [isort](https://github.com/PyCQA/isort):
+
+> Just switched my first project to Ruff. Only one downside so far: it's so fast I couldn't believe
+> it was working till I intentionally introduced some errors.
+
+[**Tim Abbott**](https://github.com/zulip/zulip/pull/23431#issuecomment-1302557034), lead developer of [Zulip](https://github.com/zulip/zulip) (also [here](https://github.com/astral-sh/ruff/issues/465#issuecomment-1317400028)):
+
+> This is just ridiculously fast... `ruff` is amazing.
+
+<!-- End section: Overview -->
+
+## Table of Contents
+
+For more, see the [documentation](https://docs.astral.sh/ruff/).
+
+1. [Getting Started](#getting-started)
+1. [Configuration](#configuration)
+1. [Rules](#rules)
+1. [Contributing](#contributing)
+1. [Support](#support)
+1. [Acknowledgements](#acknowledgements)
+1. [Who's Using Ruff?](#whos-using-ruff)
+1. [License](#license)
+
+## Getting Started<a id="getting-started"></a>
+
+For more, see the [documentation](https://docs.astral.sh/ruff/).
+
+### Installation
+
+Ruff is available as [`ruff`](https://pypi.org/project/ruff/) on PyPI.
+
+Invoke Ruff directly with [`uvx`](https://docs.astral.sh/uv/):
+
+```shell
+uvx ruff check   # Lint all files in the current directory.
+uvx ruff format  # Format all files in the current directory.
+```
+
+Or install Ruff with `uv` (recommended), `pip`, or `pipx`:
+
+```shell
+# With uv.
+uv tool install ruff@latest  # Install Ruff globally.
+uv add --dev ruff            # Or add Ruff to your project.
+
+# With pip.
+pip install ruff
+
+# With pipx.
+pipx install ruff
+```
+
+Starting with version `0.5.0`, Ruff can be installed with our standalone installers:
+
+```shell
+# On macOS and Linux.
+curl -LsSf https://astral.sh/ruff/install.sh | sh
+
+# On Windows.
+powershell -c "irm https://astral.sh/ruff/install.ps1 | iex"
+
+# For a specific version.
+curl -LsSf https://astral.sh/ruff/0.15.0/install.sh | sh
+powershell -c "irm https://astral.sh/ruff/0.15.0/install.ps1 | iex"
+```
+
+You can also install Ruff via [Homebrew](https://formulae.brew.sh/formula/ruff), [Conda](https://anaconda.org/conda-forge/ruff),
+and with [a variety of other package managers](https://docs.astral.sh/ruff/installation/).
+
+### Usage
+
+To run Ruff as a linter, try any of the following:
+
+```shell
+ruff check                          # Lint all files in the current directory (and any subdirectories).
+ruff check path/to/code/            # Lint all files in `/path/to/code` (and any subdirectories).
+ruff check path/to/code/*.py        # Lint all `.py` files in `/path/to/code`.
+ruff check path/to/code/to/file.py  # Lint `file.py`.
+ruff check @arguments.txt           # Lint using an input file, treating its contents as newline-delimited command-line arguments.
+```
+
+Or, to run Ruff as a formatter:
+
+```shell
+ruff format                          # Format all files in the current directory (and any subdirectories).
+ruff format path/to/code/            # Format all files in `/path/to/code` (and any subdirectories).
+ruff format path/to/code/*.py        # Format all `.py` files in `/path/to/code`.
+ruff format path/to/code/to/file.py  # Format `file.py`.
+ruff format @arguments.txt           # Format using an input file, treating its contents as newline-delimited command-line arguments.
+```
+
+Ruff can also be used as a [pre-commit](https://pre-commit.com/) hook via [`ruff-pre-commit`](https://github.com/astral-sh/ruff-pre-commit):
+
+```yaml
+- repo: https://github.com/astral-sh/ruff-pre-commit
+  # Ruff version.
+  rev: v0.15.0
+  hooks:
+    # Run the linter.
+    - id: ruff-check
+      args: [ --fix ]
+    # Run the formatter.
+    - id: ruff-format
+```
+
+Ruff can also be used as a [VS Code extension](https://github.com/astral-sh/ruff-vscode) or with [various other editors](https://docs.astral.sh/ruff/editors/setup).
+
+Ruff can also be used as a [GitHub Action](https://github.com/features/actions) via
+[`ruff-action`](https://github.com/astral-sh/ruff-action):
+
+```yaml
+name: Ruff
+on: [ push, pull_request ]
+jobs:
+  ruff:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: astral-sh/ruff-action@v3
+```
+
+### Configuration<a id="configuration"></a>
+
+Ruff can be configured through a `pyproject.toml`, `ruff.toml`, or `.ruff.toml` file (see:
+[_Configuration_](https://docs.astral.sh/ruff/configuration/), or [_Settings_](https://docs.astral.sh/ruff/settings/)
+for a complete list of all configuration options).
+
+If left unspecified, Ruff's default configuration is equivalent to the following `ruff.toml` file:
+
+```toml
+# Exclude a variety of commonly ignored directories.
+exclude = [
+    ".bzr",
+    ".direnv",
+    ".eggs",
+    ".git",
+    ".git-rewrite",
+    ".hg",
+    ".ipynb_checkpoints",
+    ".mypy_cache",
+    ".nox",
+    ".pants.d",
+    ".pyenv",
+    ".pytest_cache",
+    ".pytype",
+    ".ruff_cache",
+    ".svn",
+    ".tox",
+    ".venv",
+    ".vscode",
+    "__pypackages__",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "node_modules",
+    "site-packages",
+    "venv",
+]
+
+# Same as Black.
+line-length = 88
+indent-width = 4
+
+# Assume Python 3.9
+target-version = "py39"
+
+[lint]
+# Enable Pyflakes (`F`) and a subset of the pycodestyle (`E`) codes by default.
+select = ["E4", "E7", "E9", "F"]
+ignore = []
+
+# Allow fix for all enabled rules (when `--fix`) is provided.
+fixable = ["ALL"]
+unfixable = []
+
+# Allow unused variables when underscore-prefixed.
+dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
+
+[format]
+# Like Black, use double quotes for strings.
+quote-style = "double"
+
+# Like Black, indent with spaces, rather than tabs.
+indent-style = "space"
+
+# Like Black, respect magic trailing commas.
+skip-magic-trailing-comma = false
+
+# Like Black, automatically detect the appropriate line ending.
+line-ending = "auto"
+```
+
+Note that, in a `pyproject.toml`, each section header should be prefixed with `tool.ruff`. For
+example, `[lint]` should be replaced with `[tool.ruff.lint]`.
+
+Some configuration options can be provided via dedicated command-line arguments, such as those
+related to rule enablement and disablement, file discovery, and logging level:
+
+```shell
+ruff check --select F401 --select F403 --quiet
+```
+
+The remaining configuration options can be provided through a catch-all `--config` argument:
+
+```shell
+ruff check --config "lint.per-file-ignores = {'some_file.py' = ['F841']}"
+```
+
+To opt in to the latest lint rules, formatter style changes, interface updates, and more, enable
+[preview mode](https://docs.astral.sh/ruff/rules/) by setting `preview = true` in your configuration
+file or passing `--preview` on the command line. Preview mode enables a collection of unstable
+features that may change prior to stabilization.
+
+See `ruff help` for more on Ruff's top-level commands, or `ruff help check` and `ruff help format`
+for more on the linting and formatting commands, respectively.
+
+## Rules<a id="rules"></a>
+
+<!-- Begin section: Rules -->
+
+**Ruff supports over 800 lint rules**, many of which are inspired by popular tools like Flake8,
+isort, pyupgrade, and others. Regardless of the rule's origin, Ruff re-implements every rule in
+Rust as a first-party feature.
+
+By default, Ruff enables Flake8's `F` rules, along with a subset of the `E` rules, omitting any
+stylistic rules that overlap with the use of a formatter, like `ruff format` or
+[Black](https://github.com/psf/black).
+
+If you're just getting started with Ruff, **the default rule set is a great place to start**: it
+catches a wide variety of common errors (like unused imports) with zero configuration.
+
+<!-- End section: Rules -->
+
+Beyond the defaults, Ruff re-implements some of the most popular Flake8 plugins and related code
+quality tools, including:
+
+- [autoflake](https://pypi.org/project/autoflake/)
+- [eradicate](https://pypi.org/project/eradicate/)
+- [flake8-2020](https://pypi.org/project/flake8-2020/)
+- [flake8-annotations](https://pypi.org/project/flake8-annotations/)
+- [flake8-async](https://pypi.org/project/flake8-async)
+- [flake8-bandit](https://pypi.org/project/flake8-bandit/) ([#1646](https://github.com/astral-sh/ruff/issues/1646))
+- [flake8-blind-except](https://pypi.org/project/flake8-blind-except/)
+- [flake8-boolean-trap](https://pypi.org/project/flake8-boolean-trap/)
+- [flake8-bugbear](https://pypi.org/project/flake8-bugbear/)
+- [flake8-builtins](https://pypi.org/project/flake8-builtins/)
+- [flake8-commas](https://pypi.org/project/flake8-commas/)
+- [flake8-comprehensions](https://pypi.org/project/flake8-comprehensions/)
+- [flake8-copyright](https://pypi.org/project/flake8-copyright/)
+- [flake8-datetimez](https://pypi.org/project/flake8-datetimez/)
+- [flake8-debugger](https://pypi.org/project/flake8-debugger/)
+- [flake8-django](https://pypi.org/project/flake8-django/)
+- [flake8-docstrings](https://pypi.org/project/flake8-docstrings/)
+- [flake8-eradicate](https://pypi.org/project/flake8-eradicate/)
+- [flake8-errmsg](https://pypi.org/project/flake8-errmsg/)
+- [flake8-executable](https://pypi.org/project/flake8-executable/)
+- [flake8-future-annotations](https://pypi.org/project/flake8-future-annotations/)
+- [flake8-gettext](https://pypi.org/project/flake8-gettext/)
+- [flake8-implicit-str-concat](https://pypi.org/project/flake8-implicit-str-concat/)
+- [flake8-import-conventions](https://github.com/joaopalmeiro/flake8-import-conventions)
+- [flake8-logging](https://pypi.org/project/flake8-logging/)
+- [flake8-logging-format](https://pypi.org/project/flake8-logging-format/)
+- [flake8-no-pep420](https://pypi.org/project/flake8-no-pep420)
+- [flake8-pie](https://pypi.org/project/flake8-pie/)
+- [flake8-print](https://pypi.org/project/flake8-print/)
+- [flake8-pyi](https://pypi.org/project/flake8-pyi/)
+- [flake8-pytest-style](https://pypi.org/project/flake8-pytest-style/)
+- [flake8-quotes](https://pypi.org/project/flake8-quotes/)
+- [flake8-raise](https://pypi.org/project/flake8-raise/)
+- [flake8-return](https://pypi.org/project/flake8-return/)
+- [flake8-self](https://pypi.org/project/flake8-self/)
+- [flake8-simplify](https://pypi.org/project/flake8-simplify/)
+- [flake8-slots](https://pypi.org/project/flake8-slots/)
+- [flake8-super](https://pypi.org/project/flake8-super/)
+- [flake8-tidy-imports](https://pypi.org/project/flake8-tidy-imports/)
+- [flake8-todos](https://pypi.org/project/flake8-todos/)
+- [flake8-type-checking](https://pypi.org/project/flake8-type-checking/)
+- [flake8-use-pathlib](https://pypi.org/project/flake8-use-pathlib/)
+- [flynt](https://pypi.org/project/flynt/) ([#2102](https://github.com/astral-sh/ruff/issues/2102))
+- [isort](https://pypi.org/project/isort/)
+- [mccabe](https://pypi.org/project/mccabe/)
+- [pandas-vet](https://pypi.org/project/pandas-vet/)
+- [pep8-naming](https://pypi.org/project/pep8-naming/)
+- [pydocstyle](https://pypi.org/project/pydocstyle/)
+- [pygrep-hooks](https://github.com/pre-commit/pygrep-hooks)
+- [pylint-airflow](https://pypi.org/project/pylint-airflow/)
+- [pyupgrade](https://pypi.org/project/pyupgrade/)
+- [tryceratops](https://pypi.org/project/tryceratops/)
+- [yesqa](https://pypi.org/project/yesqa/)
+
+For a complete enumeration of the supported rules, see [_Rules_](https://docs.astral.sh/ruff/rules/).
+
+## Contributing<a id="contributing"></a>
+
+Contributions are welcome and highly appreciated. To get started, check out the
+[**contributing guidelines**](https://docs.astral.sh/ruff/contributing/).
+
+You can also join us on [**Discord**](https://discord.com/invite/astral-sh).
+
+## Support<a id="support"></a>
+
+Having trouble? Check out the existing issues on [**GitHub**](https://github.com/astral-sh/ruff/issues),
+or feel free to [**open a new one**](https://github.com/astral-sh/ruff/issues/new).
+
+You can also ask for help on [**Discord**](https://discord.com/invite/astral-sh).
+
+## Acknowledgements<a id="acknowledgements"></a>
+
+Ruff's linter draws on both the APIs and implementation details of many other
+tools in the Python ecosystem, especially [Flake8](https://github.com/PyCQA/flake8), [Pyflakes](https://github.com/PyCQA/pyflakes),
+[pycodestyle](https://github.com/PyCQA/pycodestyle), [pydocstyle](https://github.com/PyCQA/pydocstyle),
+[pyupgrade](https://github.com/asottile/pyupgrade), and [isort](https://github.com/PyCQA/isort).
+
+In some cases, Ruff includes a "direct" Rust port of the corresponding tool.
+We're grateful to the maintainers of these tools for their work, and for all
+the value they've provided to the Python community.
+
+Ruff's formatter is built on a fork of Rome's [`rome_formatter`](https://github.com/rome/tools/tree/main/crates/rome_formatter),
+and again draws on both API and implementation details from [Rome](https://github.com/rome/tools),
+[Prettier](https://github.com/prettier/prettier), and [Black](https://github.com/psf/black).
+
+Ruff's import resolver is based on the import resolution algorithm from [Pyright](https://github.com/microsoft/pyright).
+
+Ruff is also influenced by a number of tools outside the Python ecosystem, like
+[Clippy](https://github.com/rust-lang/rust-clippy) and [ESLint](https://github.com/eslint/eslint).
+
+Ruff is the beneficiary of a large number of [contributors](https://github.com/astral-sh/ruff/graphs/contributors).
+
+Ruff is released under the MIT license.
+
+## Who's Using Ruff?<a id="whos-using-ruff"></a>
+
+Ruff is used by a number of major open-source projects and companies, including:
+
+- [Albumentations](https://github.com/albumentations-team/AlbumentationsX)
+- Amazon ([AWS SAM](https://github.com/aws/serverless-application-model))
+- [Anki](https://apps.ankiweb.net/)
+- Anthropic ([Python SDK](https://github.com/anthropics/anthropic-sdk-python))
+- [Apache Airflow](https://github.com/apache/airflow)
+- AstraZeneca ([Magnus](https://github.com/AstraZeneca/magnus-core))
+- [Babel](https://github.com/python-babel/babel)
+- Benchling ([Refac](https://github.com/benchling/refac))
+- [Bokeh](https://github.com/bokeh/bokeh)
+- Capital One ([datacompy](https://github.com/capitalone/datacompy))
+- CrowdCent ([NumerBlox](https://github.com/crowdcent/numerblox)) <!-- typos: ignore -->
+- [Cryptography (PyCA)](https://github.com/pyca/cryptography)
+- CERN ([Indico](https://getindico.io/))
+- [DVC](https://github.com/iterative/dvc)
+- [Dagger](https://github.com/dagger/dagger)
+- [Dagster](https://github.com/dagster-io/dagster)
+- Databricks ([MLflow](https://github.com/mlflow/mlflow))
+- [Dify](https://github.com/langgenius/dify)
+- [FastAPI](https://github.com/tiangolo/fastapi)
+- [Godot](https://github.com/godotengine/godot)
+- [Gradio](https://github.com/gradio-app/gradio)
+- [Great Expectations](https://github.com/great-expectations/great_expectations)
+- [HTTPX](https://github.com/encode/httpx)
+- [Hatch](https://github.com/pypa/hatch)
+- [Home Assistant](https://github.com/home-assistant/core)
+- Hugging Face ([Transformers](https://github.com/huggingface/transformers),
+    [Datasets](https://github.com/huggingface/datasets),
+    [Diffusers](https://github.com/huggingface/diffusers))
+- IBM ([Qiskit](https://github.com/Qiskit/qiskit))
+- ING Bank ([popmon](https://github.com/ing-bank/popmon), [probatus](https://github.com/ing-bank/probatus))
+- [Ibis](https://github.com/ibis-project/ibis)
+- [ivy](https://github.com/unifyai/ivy)
+- [JAX](https://github.com/jax-ml/jax)
+- [Jupyter](https://github.com/jupyter-server/jupyter_server)
+- [Kraken Tech](https://kraken.tech/)
+- [LangChain](https://github.com/hwchase17/langchain)
+- [Litestar](https://litestar.dev/)
+- [LlamaIndex](https://github.com/jerryjliu/llama_index)
+- Matrix ([Synapse](https://github.com/matrix-org/synapse))
+- [MegaLinter](https://github.com/oxsecurity/megalinter)
+- Meltano ([Meltano CLI](https://github.com/meltano/meltano), [Singer SDK](https://github.com/meltano/sdk))
+- Microsoft ([Semantic Kernel](https://github.com/microsoft/semantic-kernel),
+    [ONNX Runtime](https://github.com/microsoft/onnxruntime),
+    [LightGBM](https://github.com/microsoft/LightGBM))
+- Modern Treasury ([Python SDK](https://github.com/Modern-Treasury/modern-treasury-python))
+- Mozilla ([Firefox](https://github.com/mozilla/gecko-dev))
+- [Mypy](https://github.com/python/mypy)
+- [Nautobot](https://github.com/nautobot/nautobot)
+- Netflix ([Dispatch](https://github.com/Netflix/dispatch))
+- [Neon](https://github.com/neondatabase/neon)
+- [Nokia](https://nokia.com/)
+- [NoneBot](https://github.com/nonebot/nonebot2)
+- [NumPyro](https://github.com/pyro-ppl/numpyro)
+- [ONNX](https://github.com/onnx/onnx)
+- [OpenBB](https://github.com/OpenBB-finance/OpenBBTerminal)
+- [Open Wine Components](https://github.com/Open-Wine-Components/umu-launcher)
+- [PDM](https://github.com/pdm-project/pdm)
+- [PaddlePaddle](https://github.com/PaddlePaddle/Paddle)
+- [Pandas](https://github.com/pandas-dev/pandas)
+- [Pillow](https://github.com/python-pillow/Pillow)
+- [Poetry](https://github.com/python-poetry/poetry)
+- [Polars](https://github.com/pola-rs/polars)
+- [PostHog](https://github.com/PostHog/posthog)
+- Prefect ([Python SDK](https://github.com/PrefectHQ/prefect), [Marvin](https://github.com/PrefectHQ/marvin))
+- [PyInstaller](https://github.com/pyinstaller/pyinstaller)
+- [PyMC](https://github.com/pymc-devs/pymc/)
+- [PyMC-Marketing](https://github.com/pymc-labs/pymc-marketing)
+- [pytest](https://github.com/pytest-dev/pytest)
+- [PyTorch](https://github.com/pytorch/pytorch)
+- [Pydantic](https://github.com/pydantic/pydantic)
+- [Pylint](https://github.com/PyCQA/pylint)
+- [PyScripter](https://github.com/pyscripter/pyscripter)
+- [PyVista](https://github.com/pyvista/pyvista)
+- [Reflex](https://github.com/reflex-dev/reflex)
+- [River](https://github.com/online-ml/river)
+- [Rippling](https://rippling.com)
+- [Robyn](https://github.com/sansyrox/robyn)
+- [Saleor](https://github.com/saleor/saleor)
+- Scale AI ([Launch SDK](https://github.com/scaleapi/launch-python-client))
+- [SciPy](https://github.com/scipy/scipy)
+- Snowflake ([SnowCLI](https://github.com/Snowflake-Labs/snowcli))
+- [Sphinx](https://github.com/sphinx-doc/sphinx)
+- [Stable Baselines3](https://github.com/DLR-RM/stable-baselines3)
+- [Starlette](https://github.com/encode/starlette)
+- [Streamlit](https://github.com/streamlit/streamlit)
+- [The Algorithms](https://github.com/TheAlgorithms/Python)
+- [Vega-Altair](https://github.com/altair-viz/altair)
+- [Weblate](https://weblate.org/)
+- WordPress ([Openverse](https://github.com/WordPress/openverse))
+- [ZenML](https://github.com/zenml-io/zenml)
+- [Zulip](https://github.com/zulip/zulip)
+- [build (PyPA)](https://github.com/pypa/build)
+- [cibuildwheel (PyPA)](https://github.com/pypa/cibuildwheel)
+- [delta-rs](https://github.com/delta-io/delta-rs)
+- [featuretools](https://github.com/alteryx/featuretools)
+- [meson-python](https://github.com/mesonbuild/meson-python)
+- [nox](https://github.com/wntrblm/nox)
+- [pip](https://github.com/pypa/pip)
+
+### Show Your Support
+
+If you're using Ruff, consider adding the Ruff badge to your project's `README.md`:
+
+```md
+[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
+```
+
+...or `README.rst`:
+
+```rst
+.. image:: https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json
+    :target: https://github.com/astral-sh/ruff
+    :alt: Ruff
+```
+
+...or, as HTML:
+
+```html
+<a href="https://github.com/astral-sh/ruff"><img src="https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json" alt="Ruff" style="max-width:100%;"></a>
+```
+
+## License<a id="license"></a>
+
+This repository is licensed under the [MIT License](https://github.com/astral-sh/ruff/blob/main/LICENSE)
+
+<div align="center">
+  <a target="_blank" href="https://astral.sh" style="background:none">
+    <img src="https://raw.githubusercontent.com/astral-sh/ruff/main/assets/svg/Astral.svg" alt="Made by Astral">
+  </a>
+</div>
+

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@@ -0,0 +1,145 @@
+Metadata-Version: 2.4
+Name: annotated-doc
+Version: 0.0.4
+Summary: Document parameters, class attributes, return types, and variables inline, with Annotated.
+Author-Email: =?utf-8?q?Sebasti=C3=A1n_Ram=C3=ADrez?= <tiangolo@gmail.com>
+License-Expression: MIT
+License-File: LICENSE
+Classifier: Intended Audience :: Information Technology
+Classifier: Intended Audience :: System Administrators
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python
+Classifier: Topic :: Internet
+Classifier: Topic :: Software Development :: Libraries :: Application Frameworks
+Classifier: Topic :: Software Development :: Libraries :: Python Modules
+Classifier: Topic :: Software Development :: Libraries
+Classifier: Topic :: Software Development
+Classifier: Typing :: Typed
+Classifier: Development Status :: 4 - Beta
+Classifier: Intended Audience :: Developers
+Classifier: Programming Language :: Python :: 3 :: Only
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Project-URL: Homepage, https://github.com/fastapi/annotated-doc
+Project-URL: Documentation, https://github.com/fastapi/annotated-doc
+Project-URL: Repository, https://github.com/fastapi/annotated-doc
+Project-URL: Issues, https://github.com/fastapi/annotated-doc/issues
+Project-URL: Changelog, https://github.com/fastapi/annotated-doc/release-notes.md
+Requires-Python: >=3.8
+Description-Content-Type: text/markdown
+
+# Annotated Doc
+
+Document parameters, class attributes, return types, and variables inline, with `Annotated`.
+
+<a href="https://github.com/fastapi/annotated-doc/actions?query=workflow%3ATest+event%3Apush+branch%3Amain" target="_blank">
+    <img src="https://github.com/fastapi/annotated-doc/actions/workflows/test.yml/badge.svg?event=push&branch=main" alt="Test">
+</a>
+<a href="https://coverage-badge.samuelcolvin.workers.dev/redirect/fastapi/annotated-doc" target="_blank">
+    <img src="https://coverage-badge.samuelcolvin.workers.dev/fastapi/annotated-doc.svg" alt="Coverage">
+</a>
+<a href="https://pypi.org/project/annotated-doc" target="_blank">
+    <img src="https://img.shields.io/pypi/v/annotated-doc?color=%2334D058&label=pypi%20package" alt="Package version">
+</a>
+<a href="https://pypi.org/project/annotated-doc" target="_blank">
+    <img src="https://img.shields.io/pypi/pyversions/annotated-doc.svg?color=%2334D058" alt="Supported Python versions">
+</a>
+
+## Installation
+
+```bash
+pip install annotated-doc
+```
+
+Or with `uv`:
+
+```Python
+uv add annotated-doc
+```
+
+## Usage
+
+Import `Doc` and pass a single literal string with the documentation for the specific parameter, class attribute, return type, or variable.
+
+For example, to document a parameter `name` in a function `hi` you could do:
+
+```Python
+from typing import Annotated
+
+from annotated_doc import Doc
+
+def hi(name: Annotated[str, Doc("Who to say hi to")]) -> None:
+    print(f"Hi, {name}!")
+```
+
+You can also use it to document class attributes:
+
+```Python
+from typing import Annotated
+
+from annotated_doc import Doc
+
+class User:
+    name: Annotated[str, Doc("The user's name")]
+    age: Annotated[int, Doc("The user's age")]
+```
+
+The same way, you could document return types and variables, or anything that could have a type annotation with `Annotated`.
+
+## Who Uses This
+
+`annotated-doc` was made for:
+
+* [FastAPI](https://fastapi.tiangolo.com/)
+* [Typer](https://typer.tiangolo.com/)
+* [SQLModel](https://sqlmodel.tiangolo.com/)
+* [Asyncer](https://asyncer.tiangolo.com/)
+
+`annotated-doc` is supported by [griffe-typingdoc](https://github.com/mkdocstrings/griffe-typingdoc), which powers reference documentation like the one in the [FastAPI Reference](https://fastapi.tiangolo.com/reference/).
+
+## Reasons not to use `annotated-doc`
+
+You are already comfortable with one of the existing docstring formats, like:
+
+* Sphinx
+* numpydoc
+* Google
+* Keras
+
+Your team is already comfortable using them.
+
+You prefer having the documentation about parameters all together in a docstring, separated from the code defining them.
+
+You care about a specific set of users, using one specific editor, and that editor already has support for the specific docstring format you use.
+
+## Reasons to use `annotated-doc`
+
+* No micro-syntax to learn for newcomers, it’s **just Python** syntax.
+* **Editing** would be already fully supported by default by any editor (current or future) supporting Python syntax, including syntax errors, syntax highlighting, etc.
+* **Rendering** would be relatively straightforward to implement by static tools (tools that don't need runtime execution), as the information can be extracted from the AST they normally already create.
+* **Deduplication of information**: the name of a parameter would be defined in a single place, not duplicated inside of a docstring.
+* **Elimination** of the possibility of having **inconsistencies** when removing a parameter or class variable and **forgetting to remove** its documentation.
+* **Minimization** of the probability of adding a new parameter or class variable and **forgetting to add its documentation**.
+* **Elimination** of the possibility of having **inconsistencies** between the **name** of a parameter in the **signature** and the name in the docstring when it is renamed.
+* **Access** to the documentation string for each symbol at **runtime**, including existing (older) Python versions.
+* A more formalized way to document other symbols, like type aliases, that could use Annotated.
+* **Support** for apps using FastAPI, Typer and others.
+* **AI Accessibility**: AI tools will have an easier way understanding each parameter as the distance from documentation to parameter is much closer.
+
+## History
+
+I ([@tiangolo](https://github.com/tiangolo)) originally wanted for this to be part of the Python standard library (in [PEP 727](https://peps.python.org/pep-0727/)), but the proposal was withdrawn as there was a fair amount of negative feedback and opposition.
+
+The conclusion was that this was better done as an external effort, in a third-party library.
+
+So, here it is, with a simpler approach, as a third-party library, in a way that can be used by others, starting with FastAPI and friends.
+
+## License
+
+This project is licensed under the terms of the MIT license.

.cache/pip/http-v2/2/d/d/6/6/2dd66b0fcdd4067819bad62a54cb0add7bd0c1efcbf542054ba991c4.body

@@ -0,0 +1,214 @@
+Metadata-Version: 2.4
+Name: tokenizers
+Version: 0.22.2
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: Intended Audience :: Education
+Classifier: Intended Audience :: Science/Research
+Classifier: License :: OSI Approved :: Apache Software License
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3 :: Only
+Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
+Requires-Dist: huggingface-hub>=0.16.4,<2.0
+Requires-Dist: pytest ; extra == 'testing'
+Requires-Dist: pytest-asyncio ; extra == 'testing'
+Requires-Dist: requests ; extra == 'testing'
+Requires-Dist: numpy ; extra == 'testing'
+Requires-Dist: datasets ; extra == 'testing'
+Requires-Dist: ruff ; extra == 'testing'
+Requires-Dist: ty ; extra == 'testing'
+Requires-Dist: sphinx ; extra == 'docs'
+Requires-Dist: sphinx-rtd-theme ; extra == 'docs'
+Requires-Dist: setuptools-rust ; extra == 'docs'
+Requires-Dist: tokenizers[testing] ; extra == 'dev'
+Provides-Extra: testing
+Provides-Extra: docs
+Provides-Extra: dev
+Keywords: NLP,tokenizer,BPE,transformer,deep learning
+Author-email: Nicolas Patry <patry.nicolas@protonmail.com>, Anthony Moi <anthony@huggingface.co>
+Requires-Python: >=3.9
+Description-Content-Type: text/markdown; charset=UTF-8; variant=GFM
+Project-URL: Homepage, https://github.com/huggingface/tokenizers
+Project-URL: Source, https://github.com/huggingface/tokenizers
+
+<p align="center">
+    <br>
+    <img src="https://huggingface.co/landing/assets/tokenizers/tokenizers-logo.png" width="600"/>
+    <br>
+<p>
+<p align="center">
+    <a href="https://badge.fury.io/py/tokenizers">
+         <img alt="Build" src="https://badge.fury.io/py/tokenizers.svg">
+    </a>
+    <a href="https://github.com/huggingface/tokenizers/blob/master/LICENSE">
+        <img alt="GitHub" src="https://img.shields.io/github/license/huggingface/tokenizers.svg?color=blue">
+    </a>
+</p>
+<br>
+
+# Tokenizers
+
+Provides an implementation of today's most used tokenizers, with a focus on performance and
+versatility.
+
+Bindings over the [Rust](https://github.com/huggingface/tokenizers/tree/master/tokenizers) implementation.
+If you are interested in the High-level design, you can go check it there.
+
+Otherwise, let's dive in!
+
+## Main features:
+
+ - Train new vocabularies and tokenize using 4 pre-made tokenizers (Bert WordPiece and the 3
+   most common BPE versions).
+ - Extremely fast (both training and tokenization), thanks to the Rust implementation. Takes
+   less than 20 seconds to tokenize a GB of text on a server's CPU.
+ - Easy to use, but also extremely versatile.
+ - Designed for research and production.
+ - Normalization comes with alignments tracking. It's always possible to get the part of the
+   original sentence that corresponds to a given token.
+ - Does all the pre-processing: Truncate, Pad, add the special tokens your model needs.
+
+### Installation
+
+#### With pip:
+
+```bash
+pip install tokenizers
+```
+
+#### From sources:
+
+To use this method, you need to have the Rust installed:
+
+```bash
+# Install with:
+curl https://sh.rustup.rs -sSf | sh -s -- -y
+export PATH="$HOME/.cargo/bin:$PATH"
+```
+
+Once Rust is installed, you can compile doing the following
+
+```bash
+git clone https://github.com/huggingface/tokenizers
+cd tokenizers/bindings/python
+
+# Create a virtual env (you can use yours as well)
+python -m venv .env
+source .env/bin/activate
+
+# Install `tokenizers` in the current virtual env
+pip install -e .
+```
+
+### Load a pretrained tokenizer from the Hub
+
+```python
+from tokenizers import Tokenizer
+
+tokenizer = Tokenizer.from_pretrained("bert-base-cased")
+```
+
+### Using the provided Tokenizers
+
+We provide some pre-build tokenizers to cover the most common cases. You can easily load one of
+these using some `vocab.json` and `merges.txt` files:
+
+```python
+from tokenizers import CharBPETokenizer
+
+# Initialize a tokenizer
+vocab = "./path/to/vocab.json"
+merges = "./path/to/merges.txt"
+tokenizer = CharBPETokenizer(vocab, merges)
+
+# And then encode:
+encoded = tokenizer.encode("I can feel the magic, can you?")
+print(encoded.ids)
+print(encoded.tokens)
+```
+
+And you can train them just as simply:
+
+```python
+from tokenizers import CharBPETokenizer
+
+# Initialize a tokenizer
+tokenizer = CharBPETokenizer()
+
+# Then train it!
+tokenizer.train([ "./path/to/files/1.txt", "./path/to/files/2.txt" ])
+
+# Now, let's use it:
+encoded = tokenizer.encode("I can feel the magic, can you?")
+
+# And finally save it somewhere
+tokenizer.save("./path/to/directory/my-bpe.tokenizer.json")
+```
+
+#### Provided Tokenizers
+
+ - `CharBPETokenizer`: The original BPE
+ - `ByteLevelBPETokenizer`: The byte level version of the BPE
+ - `SentencePieceBPETokenizer`: A BPE implementation compatible with the one used by SentencePiece
+ - `BertWordPieceTokenizer`: The famous Bert tokenizer, using WordPiece
+
+All of these can be used and trained as explained above!
+
+### Build your own
+
+Whenever these provided tokenizers don't give you enough freedom, you can build your own tokenizer,
+by putting all the different parts you need together.
+You can check how we implemented the [provided tokenizers](https://github.com/huggingface/tokenizers/tree/master/bindings/python/py_src/tokenizers/implementations) and adapt them easily to your own needs.
+
+#### Building a byte-level BPE
+
+Here is an example showing how to build your own byte-level BPE by putting all the different pieces
+together, and then saving it to a single file:
+
+```python
+from tokenizers import Tokenizer, models, pre_tokenizers, decoders, trainers, processors
+
+# Initialize a tokenizer
+tokenizer = Tokenizer(models.BPE())
+
+# Customize pre-tokenization and decoding
+tokenizer.pre_tokenizer = pre_tokenizers.ByteLevel(add_prefix_space=True)
+tokenizer.decoder = decoders.ByteLevel()
+tokenizer.post_processor = processors.ByteLevel(trim_offsets=True)
+
+# And then train
+trainer = trainers.BpeTrainer(
+    vocab_size=20000,
+    min_frequency=2,
+    initial_alphabet=pre_tokenizers.ByteLevel.alphabet()
+)
+tokenizer.train([
+    "./path/to/dataset/1.txt",
+    "./path/to/dataset/2.txt",
+    "./path/to/dataset/3.txt"
+], trainer=trainer)
+
+# And Save it
+tokenizer.save("byte-level-bpe.tokenizer.json", pretty=True)
+```
+
+Now, when you want to use this tokenizer, this is as simple as:
+
+```python
+from tokenizers import Tokenizer
+
+tokenizer = Tokenizer.from_file("byte-level-bpe.tokenizer.json")
+
+encoded = tokenizer.encode("I can feel the magic, can you?")
+```
+
+### Typing support and `stub.py`
+
+The compiled PyO3 extension does not expose type annotations, so editors and type checkers would otherwise see most objects as `Any`. The `stub.py` helper walks the loaded extension modules, renders `.pyi` stub files (plus minimal forwarding `__init__.py` shims), and formats them so that tools like mypy/pyright can understand the public API. Run `python stub.py` whenever you change the Python-visible surface to keep the generated stubs in sync.
+

.cache/pip/http-v2/5/2/0/5/a/5205a928a42073130f8425c1223b628bd19f7bcadf716204477ab472.body

@@ -0,0 +1,1086 @@
+Metadata-Version: 2.1
+Name: scipy
+Version: 1.17.0
+Summary: Fundamental algorithms for scientific computing in Python
+Maintainer-Email: SciPy Developers <scipy-dev@python.org>
+License: Copyright (c) 2001-2002 Enthought, Inc. 2003, SciPy Developers.
+         All rights reserved.
+         
+         Redistribution and use in source and binary forms, with or without
+         modification, are permitted provided that the following conditions
+         are met:
+         
+         1. Redistributions of source code must retain the above copyright
+            notice, this list of conditions and the following disclaimer.
+         
+         2. Redistributions in binary form must reproduce the above
+            copyright notice, this list of conditions and the following
+            disclaimer in the documentation and/or other materials provided
+            with the distribution.
+         
+         3. Neither the name of the copyright holder nor the names of its
+            contributors may be used to endorse or promote products derived
+            from this software without specific prior written permission.
+         
+         THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+         "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+         LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+         A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
+         OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+         SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+         LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+         DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+         THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+         (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+         OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+         
+         ----
+         
+         This binary distribution of SciPy can also bundle the following software
+         (depending on the build):
+         
+         
+         Name: OpenBLAS
+         Files: scipy.libs/libscipy_openblas*.so
+         Description: bundled as a dynamically linked library
+         Availability: https://github.com/OpenMathLib/OpenBLAS/
+         License: BSD-3-Clause
+           Copyright (c) 2011-2014, The OpenBLAS Project
+           All rights reserved.
+           
+           Redistribution and use in source and binary forms, with or without
+           modification, are permitted provided that the following conditions are
+           met:
+           
+              1. Redistributions of source code must retain the above copyright
+                 notice, this list of conditions and the following disclaimer.
+           
+              2. Redistributions in binary form must reproduce the above copyright
+                 notice, this list of conditions and the following disclaimer in
+                 the documentation and/or other materials provided with the
+                 distribution.
+              3. Neither the name of the OpenBLAS project nor the names of 
+                 its contributors may be used to endorse or promote products 
+                 derived from this software without specific prior written 
+                 permission.
+           
+           THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+           AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+           IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+           ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
+           LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+           DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+           SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+           CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+           OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE
+           USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+         
+         
+         Name: LAPACK
+         Files: scipy.libs/libscipy_openblas*.so
+         Description: bundled in OpenBLAS
+         Availability: https://github.com/OpenMathLib/OpenBLAS/
+         License: BSD-3-Clause-Open-MPI
+           Copyright (c) 1992-2013 The University of Tennessee and The University
+                                   of Tennessee Research Foundation.  All rights
+                                   reserved.
+           Copyright (c) 2000-2013 The University of California Berkeley. All
+                                   rights reserved.
+           Copyright (c) 2006-2013 The University of Colorado Denver.  All rights
+                                   reserved.
+           
+           $COPYRIGHT$
+           
+           Additional copyrights may follow
+           
+           $HEADER$
+           
+           Redistribution and use in source and binary forms, with or without
+           modification, are permitted provided that the following conditions are
+           met:
+           
+           - Redistributions of source code must retain the above copyright
+             notice, this list of conditions and the following disclaimer.
+           
+           - Redistributions in binary form must reproduce the above copyright
+             notice, this list of conditions and the following disclaimer listed
+             in this license in the documentation and/or other materials
+             provided with the distribution.
+           
+           - Neither the name of the copyright holders nor the names of its
+             contributors may be used to endorse or promote products derived from
+             this software without specific prior written permission.
+           
+           The copyright holders provide no reassurances that the source code
+           provided does not infringe any patent, copyright, or any other
+           intellectual property rights of third parties.  The copyright holders
+           disclaim any liability to any recipient for claims brought against
+           recipient by any third party for infringement of that parties
+           intellectual property rights.
+           
+           THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+           "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+           LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+           A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
+           OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+           SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+           LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+           DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+           THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+           (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+           OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+         
+         
+         Name: GCC runtime library
+         Files: scipy.libs/libgfortran*.so
+         Description: dynamically linked to files compiled with gcc
+         Availability: https://gcc.gnu.org/git/?p=gcc.git;a=tree;f=libgfortran
+         License: GPL-3.0-or-later WITH GCC-exception-3.1
+           Copyright (C) 2002-2017 Free Software Foundation, Inc.
+           
+           Libgfortran is free software; you can redistribute it and/or modify
+           it under the terms of the GNU General Public License as published by
+           the Free Software Foundation; either version 3, or (at your option)
+           any later version.
+           
+           Libgfortran is distributed in the hope that it will be useful,
+           but WITHOUT ANY WARRANTY; without even the implied warranty of
+           MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+           GNU General Public License for more details.
+           
+           Under Section 7 of GPL version 3, you are granted additional
+           permissions described in the GCC Runtime Library Exception, version
+           3.1, as published by the Free Software Foundation.
+           
+           You should have received a copy of the GNU General Public License and
+           a copy of the GCC Runtime Library Exception along with this program;
+           see the files COPYING3 and COPYING.RUNTIME respectively.  If not, see
+           <http://www.gnu.org/licenses/>.
+         
+         ----
+         
+         Full text of license texts referred to above follows (that they are
+         listed below does not necessarily imply the conditions apply to the
+         present binary release):
+         
+         ----
+         
+         GCC RUNTIME LIBRARY EXCEPTION
+         
+         Version 3.1, 31 March 2009
+         
+         Copyright (C) 2009 Free Software Foundation, Inc. <http://fsf.org/>
+         
+         Everyone is permitted to copy and distribute verbatim copies of this
+         license document, but changing it is not allowed.
+         
+         This GCC Runtime Library Exception ("Exception") is an additional
+         permission under section 7 of the GNU General Public License, version
+         3 ("GPLv3"). It applies to a given file (the "Runtime Library") that
+         bears a notice placed by the copyright holder of the file stating that
+         the file is governed by GPLv3 along with this Exception.
+         
+         When you use GCC to compile a program, GCC may combine portions of
+         certain GCC header files and runtime libraries with the compiled
+         program. The purpose of this Exception is to allow compilation of
+         non-GPL (including proprietary) programs to use, in this way, the
+         header files and runtime libraries covered by this Exception.
+         
+         0. Definitions.
+         
+         A file is an "Independent Module" if it either requires the Runtime
+         Library for execution after a Compilation Process, or makes use of an
+         interface provided by the Runtime Library, but is not otherwise based
+         on the Runtime Library.
+         
+         "GCC" means a version of the GNU Compiler Collection, with or without
+         modifications, governed by version 3 (or a specified later version) of
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+         
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+         
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+         
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+         part of the Compilation Process, since the Compilation Process can be
+         understood as starting with the output of the generators or
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+         
+         A Compilation Process is "Eligible" if it is done using GCC, alone or
+         with other GPL-compatible software, or if it is done without using any
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+         optimize any GCC intermediate representations would not qualify as an
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+         
+         1. Grant of Additional Permission.
+         
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+         consistent with the licensing of the Independent Modules.
+         
+         2. No Weakening of GCC Copyleft.
+         
+         The availability of this Exception does not imply any general
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+         
+         ----
+         
+                             GNU GENERAL PUBLIC LICENSE
+                                Version 3, 29 June 2007
+         
+          Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
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+         possible use to the public, the best way to achieve this is to make it
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+         to attach them to the start of each source file to most effectively
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+             Copyright (C) <year>  <name of author>
+         
+             This program is free software: you can redistribute it and/or modify
+             it under the terms of the GNU General Public License as published by
+             the Free Software Foundation, either version 3 of the License, or
+             (at your option) any later version.
+         
+             This program is distributed in the hope that it will be useful,
+             but WITHOUT ANY WARRANTY; without even the implied warranty of
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+             This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+             This is free software, and you are welcome to redistribute it
+             under certain conditions; type `show c' for details.
+         
+         The hypothetical commands `show w' and `show c' should show the appropriate
+         parts of the General Public License.  Of course, your program's commands
+         might be different; for a GUI interface, you would use an "about box".
+         
+           You should also get your employer (if you work as a programmer) or school,
+         if any, to sign a "copyright disclaimer" for the program, if necessary.
+         For more information on this, and how to apply and follow the GNU GPL, see
+         <http://www.gnu.org/licenses/>.
+         
+           The GNU General Public License does not permit incorporating your program
+         into proprietary programs.  If your program is a subroutine library, you
+         may consider it more useful to permit linking proprietary applications with
+         the library.  If this is what you want to do, use the GNU Lesser General
+         Public License instead of this License.  But first, please read
+         <http://www.gnu.org/philosophy/why-not-lgpl.html>.
+         
+         
+         Name: libquadmath
+         Files: scipy.libs/libquadmath*.so
+         Description: dynamically linked to files compiled with gcc
+         Availability: https://gcc.gnu.org/git/?p=gcc.git;a=tree;f=libquadmath
+         License: LGPL-2.1-or-later
+         
+             GCC Quad-Precision Math Library
+             Copyright (C) 2010-2019 Free Software Foundation, Inc.
+             Written by Francois-Xavier Coudert  <fxcoudert@gcc.gnu.org>
+         
+             This file is part of the libquadmath library.
+             Libquadmath is free software; you can redistribute it and/or
+             modify it under the terms of the GNU Library General Public
+             License as published by the Free Software Foundation; either
+             version 2.1 of the License, or (at your option) any later version.
+         
+             Libquadmath is distributed in the hope that it will be useful,
+             but WITHOUT ANY WARRANTY; without even the implied warranty of
+             MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
+             Lesser General Public License for more details.
+             https://www.gnu.org/licenses/old-licenses/lgpl-2.1.html
+         
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Science/Research
+Classifier: Intended Audience :: Developers
+Classifier: License :: OSI Approved :: BSD License
+Classifier: Programming Language :: C
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Classifier: Topic :: Software Development :: Libraries
+Classifier: Topic :: Scientific/Engineering
+Classifier: Operating System :: Microsoft :: Windows
+Classifier: Operating System :: POSIX :: Linux
+Classifier: Operating System :: POSIX
+Classifier: Operating System :: Unix
+Classifier: Operating System :: MacOS
+Project-URL: homepage, https://scipy.org/
+Project-URL: documentation, https://docs.scipy.org/doc/scipy/
+Project-URL: source, https://github.com/scipy/scipy
+Project-URL: download, https://github.com/scipy/scipy/releases
+Project-URL: tracker, https://github.com/scipy/scipy/issues
+Requires-Python: >=3.11
+Requires-Dist: numpy<2.7,>=1.26.4
+Provides-Extra: test
+Requires-Dist: pytest>=8.0.0; extra == "test"
+Requires-Dist: pytest-cov; extra == "test"
+Requires-Dist: pytest-timeout; extra == "test"
+Requires-Dist: pytest-xdist; extra == "test"
+Requires-Dist: asv; extra == "test"
+Requires-Dist: mpmath; extra == "test"
+Requires-Dist: gmpy2; extra == "test"
+Requires-Dist: threadpoolctl; extra == "test"
+Requires-Dist: scikit-umfpack; extra == "test"
+Requires-Dist: pooch; extra == "test"
+Requires-Dist: hypothesis>=6.30; extra == "test"
+Requires-Dist: array-api-strict>=2.3.1; extra == "test"
+Requires-Dist: Cython; extra == "test"
+Requires-Dist: meson; extra == "test"
+Requires-Dist: ninja; sys_platform != "emscripten" and extra == "test"
+Provides-Extra: doc
+Requires-Dist: sphinx<8.2.0,>=5.0.0; extra == "doc"
+Requires-Dist: intersphinx_registry; extra == "doc"
+Requires-Dist: pydata-sphinx-theme>=0.15.2; extra == "doc"
+Requires-Dist: sphinx-copybutton; extra == "doc"
+Requires-Dist: sphinx-design>=0.4.0; extra == "doc"
+Requires-Dist: matplotlib>=3.5; extra == "doc"
+Requires-Dist: numpydoc; extra == "doc"
+Requires-Dist: jupytext; extra == "doc"
+Requires-Dist: myst-nb>=1.2.0; extra == "doc"
+Requires-Dist: pooch; extra == "doc"
+Requires-Dist: jupyterlite-sphinx>=0.19.1; extra == "doc"
+Requires-Dist: jupyterlite-pyodide-kernel; extra == "doc"
+Requires-Dist: linkify-it-py; extra == "doc"
+Requires-Dist: tabulate; extra == "doc"
+Provides-Extra: dev
+Requires-Dist: click<8.3.0; extra == "dev"
+Requires-Dist: spin; extra == "dev"
+Requires-Dist: mypy==1.10.0; extra == "dev"
+Requires-Dist: typing_extensions; extra == "dev"
+Requires-Dist: types-psutil; extra == "dev"
+Requires-Dist: pycodestyle; extra == "dev"
+Requires-Dist: ruff>=0.12.0; extra == "dev"
+Requires-Dist: cython-lint>=0.12.2; extra == "dev"
+Description-Content-Type: text/x-rst
+
+.. image:: https://raw.githubusercontent.com/scipy/scipy/main/doc/source/_static/logo.svg
+  :target: https://scipy.org
+  :width: 110
+  :height: 110
+  :align: left 
+
+.. image:: https://img.shields.io/badge/powered%20by-NumFOCUS-orange.svg?style=flat&colorA=E1523D&colorB=007D8A
+  :target: https://numfocus.org
+
+.. image:: https://img.shields.io/pypi/dm/scipy.svg?label=Pypi%20downloads
+  :target: https://pypi.org/project/scipy/
+
+.. image:: https://img.shields.io/conda/dn/conda-forge/scipy.svg?label=Conda%20downloads
+  :target: https://anaconda.org/conda-forge/scipy
+
+.. image:: https://img.shields.io/badge/stackoverflow-Ask%20questions-blue.svg
+  :target: https://stackoverflow.com/questions/tagged/scipy
+
+.. image:: https://img.shields.io/badge/DOI-10.1038%2Fs41592--019--0686--2-blue.svg
+  :target: https://www.nature.com/articles/s41592-019-0686-2
+
+.. image:: https://insights.linuxfoundation.org/api/badge/health-score?project=scipy
+  :target: https://insights.linuxfoundation.org/project/scipy
+
+SciPy (pronounced "Sigh Pie") is an open-source software for mathematics,
+science, and engineering. It includes modules for statistics, optimization,
+integration, linear algebra, Fourier transforms, signal and image processing,
+ODE solvers, and more.
+
+- **Website:** https://scipy.org
+- **Documentation:** https://docs.scipy.org/doc/scipy/
+- **Development version of the documentation:** https://scipy.github.io/devdocs
+- **SciPy development forum:** https://discuss.scientific-python.org/c/contributor/scipy
+- **Stack Overflow:** https://stackoverflow.com/questions/tagged/scipy
+- **Source code:** https://github.com/scipy/scipy
+- **Contributing:** https://scipy.github.io/devdocs/dev/index.html
+- **Bug reports:** https://github.com/scipy/scipy/issues
+- **Code of Conduct:** https://docs.scipy.org/doc/scipy/dev/conduct/code_of_conduct.html
+- **Report a security vulnerability:** https://tidelift.com/docs/security
+- **Citing in your work:** https://www.scipy.org/citing-scipy/
+
+SciPy is built to work with
+NumPy arrays, and provides many user-friendly and efficient numerical routines,
+such as routines for numerical integration and optimization. Together, they
+run on all popular operating systems, are quick to install, and are free of
+charge. NumPy and SciPy are easy to use, but powerful enough to be depended
+upon by some of the world's leading scientists and engineers. If you need to
+manipulate numbers on a computer and display or publish the results, give
+SciPy a try!
+
+For the installation instructions, see `our install
+guide <https://scipy.org/install/>`__.
+
+
+Call for Contributions
+----------------------
+
+We appreciate and welcome contributions. Small improvements or fixes are always appreciated; issues labeled as "good
+first issue" may be a good starting point. Have a look at `our contributing
+guide <https://scipy.github.io/devdocs/dev/index.html>`__.
+
+Writing code isn’t the only way to contribute to SciPy. You can also:
+
+- review pull requests
+- triage issues
+- develop tutorials, presentations, and other educational materials
+- maintain and improve `our website <https://github.com/scipy/scipy.org>`__
+- develop graphic design for our brand assets and promotional materials
+- help with outreach and onboard new contributors
+- write grant proposals and help with other fundraising efforts
+
+If you’re unsure where to start or how your skills fit in, reach out! You can
+ask on the `forum <https://discuss.scientific-python.org/c/contributor/scipy>`__
+or here, on GitHub, by leaving a comment on a relevant issue that is already
+open.
+
+If you are new to contributing to open source, `this
+guide <https://opensource.guide/how-to-contribute/>`__ helps explain why, what,
+and how to get involved.

.cache/pip/http-v2/5/7/9/6/9/579696a4d0ec2ed4bd10e921a9322921fc84cd85037e43849a2550e4.body

@@ -0,0 +1,76 @@
+Metadata-Version: 2.4
+Name: pyarrow
+Version: 23.0.0
+Summary: Python library for Apache Arrow
+Maintainer-email: Apache Arrow Developers <dev@arrow.apache.org>
+License-Expression: Apache-2.0
+Project-URL: Homepage, https://arrow.apache.org/
+Project-URL: Documentation, https://arrow.apache.org/docs/python
+Project-URL: Repository, https://github.com/apache/arrow
+Project-URL: Issues, https://github.com/apache/arrow/issues
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Classifier: Programming Language :: Python :: Free Threading :: 2 - Beta
+Requires-Python: >=3.10
+Description-Content-Type: text/markdown
+
+<!---
+  Licensed to the Apache Software Foundation (ASF) under one
+  or more contributor license agreements.  See the NOTICE file
+  distributed with this work for additional information
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+
+## Python library for Apache Arrow
+
+[![pypi](https://img.shields.io/pypi/v/pyarrow.svg)](https://pypi.org/project/pyarrow/) [![conda-forge](https://anaconda.org/conda-forge/pyarrow/badges/version.svg)](https://anaconda.org/conda-forge/pyarrow)
+
+This library provides a Python API for functionality provided by the Arrow C++
+libraries, along with tools for Arrow integration and interoperability with
+pandas, NumPy, and other software in the Python ecosystem.
+
+## Installing
+
+Across platforms, you can install a recent version of pyarrow with the conda
+package manager:
+
+```shell
+conda install pyarrow -c conda-forge
+```
+
+On Linux, macOS, and Windows, you can also install binary wheels from PyPI with
+pip:
+
+```shell
+pip install pyarrow
+```
+
+If you encounter any issues importing the pip wheels on Windows, you may need
+to install the latest [Visual C++ Redistributable for Visual Studio][3].
+
+## Development
+
+See [Python Development][2] in the documentation subproject.
+
+### Building the documentation
+
+See [documentation build instructions][1] in the documentation subproject.
+
+[1]: https://github.com/apache/arrow/blob/main/docs/source/developers/documentation.rst
+[2]: https://arrow.apache.org/docs/developers/python/index.html
+[3]: https://learn.microsoft.com/en-us/cpp/windows/latest-supported-vc-redist?view=msvc-170#latest-microsoft-visual-c-redistributable-version