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+ Metadata-Version: 2.1
2
+ Name: multidict
3
+ Version: 6.1.0
4
+ Summary: multidict implementation
5
+ Home-page: https://github.com/aio-libs/multidict
6
+ Author: Andrew Svetlov
7
+ Author-email: [email protected]
8
+ License: Apache 2
9
+ Project-URL: Chat: Matrix, https://matrix.to/#/#aio-libs:matrix.org
10
+ Project-URL: Chat: Matrix Space, https://matrix.to/#/#aio-libs-space:matrix.org
11
+ Project-URL: CI: GitHub, https://github.com/aio-libs/multidict/actions
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+ Project-URL: Code of Conduct, https://github.com/aio-libs/.github/blob/master/CODE_OF_CONDUCT.md
13
+ Project-URL: Coverage: codecov, https://codecov.io/github/aio-libs/multidict
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+ Project-URL: Docs: Changelog, https://multidict.aio-libs.org/en/latest/changes/
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+ Project-URL: Docs: RTD, https://multidict.aio-libs.org
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+ Project-URL: GitHub: issues, https://github.com/aio-libs/multidict/issues
17
+ Project-URL: GitHub: repo, https://github.com/aio-libs/multidict
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+ Classifier: Development Status :: 5 - Production/Stable
19
+ Classifier: Intended Audience :: Developers
20
+ Classifier: License :: OSI Approved :: Apache Software License
21
+ Classifier: Programming Language :: Python
22
+ Classifier: Programming Language :: Python :: 3
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+ Classifier: Programming Language :: Python :: 3.8
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+ Classifier: Programming Language :: Python :: 3.9
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+ Classifier: Programming Language :: Python :: 3.10
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+ Classifier: Programming Language :: Python :: 3.11
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+ Classifier: Programming Language :: Python :: 3.12
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+ Classifier: Programming Language :: Python :: 3.13
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+ Requires-Python: >=3.8
30
+ Description-Content-Type: text/x-rst
31
+ License-File: LICENSE
32
+ Requires-Dist: typing-extensions >=4.1.0 ; python_version < "3.11"
33
+
34
+ =========
35
+ multidict
36
+ =========
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+
38
+ .. image:: https://github.com/aio-libs/multidict/actions/workflows/ci-cd.yml/badge.svg
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+ :target: https://github.com/aio-libs/multidict/actions
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+ :alt: GitHub status for master branch
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+
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+ .. image:: https://codecov.io/gh/aio-libs/multidict/branch/master/graph/badge.svg
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+ :target: https://codecov.io/gh/aio-libs/multidict
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+ :alt: Coverage metrics
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+
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+ .. image:: https://img.shields.io/pypi/v/multidict.svg
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+ :target: https://pypi.org/project/multidict
48
+ :alt: PyPI
49
+
50
+ .. image:: https://readthedocs.org/projects/multidict/badge/?version=latest
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+ :target: https://multidict.aio-libs.org
52
+ :alt: Read The Docs build status badge
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+
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+ .. image:: https://img.shields.io/pypi/pyversions/multidict.svg
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+ :target: https://pypi.org/project/multidict
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+ :alt: Python versions
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+
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+ .. 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
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+ :target: https://matrix.to/#/%23aio-libs:matrix.org
60
+ :alt: Matrix Room β€” #aio-libs:matrix.org
61
+
62
+ .. 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
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+ :target: https://matrix.to/#/%23aio-libs-space:matrix.org
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+ :alt: Matrix Space β€” #aio-libs-space:matrix.org
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+
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+ Multidict is dict-like collection of *key-value pairs* where key
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+ might occur more than once in the container.
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+
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+ Introduction
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+ ------------
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+
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+ *HTTP Headers* and *URL query string* require specific data structure:
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+ *multidict*. It behaves mostly like a regular ``dict`` but it may have
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+ several *values* for the same *key* and *preserves insertion ordering*.
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+
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+ The *key* is ``str`` (or ``istr`` for case-insensitive dictionaries).
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+
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+ ``multidict`` has four multidict classes:
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+ ``MultiDict``, ``MultiDictProxy``, ``CIMultiDict``
80
+ and ``CIMultiDictProxy``.
81
+
82
+ Immutable proxies (``MultiDictProxy`` and
83
+ ``CIMultiDictProxy``) provide a dynamic view for the
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+ proxied multidict, the view reflects underlying collection changes. They
85
+ implement the ``collections.abc.Mapping`` interface.
86
+
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+ Regular mutable (``MultiDict`` and ``CIMultiDict``) classes
88
+ implement ``collections.abc.MutableMapping`` and allows them to change
89
+ their own content.
90
+
91
+
92
+ *Case insensitive* (``CIMultiDict`` and
93
+ ``CIMultiDictProxy``) assume the *keys* are case
94
+ insensitive, e.g.::
95
+
96
+ >>> dct = CIMultiDict(key='val')
97
+ >>> 'Key' in dct
98
+ True
99
+ >>> dct['Key']
100
+ 'val'
101
+
102
+ *Keys* should be ``str`` or ``istr`` instances.
103
+
104
+ The library has optional C Extensions for speed.
105
+
106
+
107
+ License
108
+ -------
109
+
110
+ Apache 2
111
+
112
+ Library Installation
113
+ --------------------
114
+
115
+ .. code-block:: bash
116
+
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+ $ pip install multidict
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+
119
+ The library is Python 3 only!
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+
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+ PyPI contains binary wheels for Linux, Windows and MacOS. If you want to install
122
+ ``multidict`` on another operating system (or *Alpine Linux* inside a Docker) the
123
+ tarball will be used to compile the library from source. It requires a C compiler and
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+ Python headers to be installed.
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+
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+ To skip the compilation, please use the `MULTIDICT_NO_EXTENSIONS` environment variable,
127
+ e.g.:
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+
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+ .. code-block:: bash
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+
131
+ $ MULTIDICT_NO_EXTENSIONS=1 pip install multidict
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+
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+ Please note, the pure Python (uncompiled) version is about 20-50 times slower depending on
134
+ the usage scenario!!!
135
+
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+
137
+
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+ Changelog
139
+ ---------
140
+ See `RTD page <http://multidict.aio-libs.org/en/latest/changes>`_.
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+ ![Python package](https://github.com/gitpython-developers/GitPython/workflows/Python%20package/badge.svg)
55
+ [![Documentation Status](https://readthedocs.org/projects/gitpython/badge/?version=stable)](https://readthedocs.org/projects/gitpython/?badge=stable)
56
+ [![Packaging status](https://repology.org/badge/tiny-repos/python:gitpython.svg)](https://repology.org/metapackage/python:gitpython/versions)
57
+
58
+ ## [Gitoxide](https://github.com/Byron/gitoxide): A peek into the future…
59
+
60
+ I started working on GitPython in 2009, back in the days when Python was 'my thing' and I had great plans with it.
61
+ Of course, back in the days, I didn't really know what I was doing and this shows in many places. Somewhat similar to
62
+ Python this happens to be 'good enough', but at the same time is deeply flawed and broken beyond repair.
63
+
64
+ By now, GitPython is widely used and I am sure there is a good reason for that, it's something to be proud of and happy about.
65
+ The community is maintaining the software and is keeping it relevant for which I am absolutely grateful. For the time to come I am happy to continue maintaining GitPython, remaining hopeful that one day it won't be needed anymore.
66
+
67
+ More than 15 years after my first meeting with 'git' I am still in excited about it, and am happy to finally have the tools and
68
+ probably the skills to scratch that itch of mine: implement `git` in a way that makes tool creation a piece of cake for most.
69
+
70
+ If you like the idea and want to learn more, please head over to [gitoxide](https://github.com/Byron/gitoxide), an
71
+ implementation of 'git' in [Rust](https://www.rust-lang.org).
72
+
73
+ *(Please note that `gitoxide` is not currently available for use in Python, and that Rust is required.)*
74
+
75
+ ## GitPython
76
+
77
+ GitPython is a python library used to interact with git repositories, high-level like git-porcelain,
78
+ or low-level like git-plumbing.
79
+
80
+ It provides abstractions of git objects for easy access of repository data often backed by calling the `git`
81
+ command-line program.
82
+
83
+ ### DEVELOPMENT STATUS
84
+
85
+ This project is in **maintenance mode**, which means that
86
+
87
+ - …there will be no feature development, unless these are contributed
88
+ - …there will be no bug fixes, unless they are relevant to the safety of users, or contributed
89
+ - …issues will be responded to with waiting times of up to a month
90
+
91
+ The project is open to contributions of all kinds, as well as new maintainers.
92
+
93
+ ### REQUIREMENTS
94
+
95
+ GitPython needs the `git` executable to be installed on the system and available in your
96
+ `PATH` for most operations. If it is not in your `PATH`, you can help GitPython find it
97
+ by setting the `GIT_PYTHON_GIT_EXECUTABLE=<path/to/git>` environment variable.
98
+
99
+ - Git (1.7.x or newer)
100
+ - Python >= 3.7
101
+
102
+ The list of dependencies are listed in `./requirements.txt` and `./test-requirements.txt`.
103
+ The installer takes care of installing them for you.
104
+
105
+ ### INSTALL
106
+
107
+ GitPython and its required package dependencies can be installed in any of the following ways, all of which should typically be done in a [virtual environment](https://docs.python.org/3/tutorial/venv.html).
108
+
109
+ #### From PyPI
110
+
111
+ To obtain and install a copy [from PyPI](https://pypi.org/project/GitPython/), run:
112
+
113
+ ```sh
114
+ pip install GitPython
115
+ ```
116
+
117
+ (A distribution package can also be downloaded for manual installation at [the PyPI page](https://pypi.org/project/GitPython/).)
118
+
119
+ #### From downloaded source code
120
+
121
+ If you have downloaded the source code, run this from inside the unpacked `GitPython` directory:
122
+
123
+ ```sh
124
+ pip install .
125
+ ```
126
+
127
+ #### By cloning the source code repository
128
+
129
+ To clone the [the GitHub repository](https://github.com/gitpython-developers/GitPython) from source to work on the code, you can do it like so:
130
+
131
+ ```sh
132
+ git clone https://github.com/gitpython-developers/GitPython
133
+ cd GitPython
134
+ ./init-tests-after-clone.sh
135
+ ```
136
+
137
+ On Windows, `./init-tests-after-clone.sh` can be run in a Git Bash shell.
138
+
139
+ If you are cloning [your own fork](https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/about-forks), then replace the above `git clone` command with one that gives the URL of your fork. Or use this [`gh`](https://cli.github.com/) command (assuming you have `gh` and your fork is called `GitPython`):
140
+
141
+ ```sh
142
+ gh repo clone GitPython
143
+ ```
144
+
145
+ Having cloned the repo, create and activate your [virtual environment](https://docs.python.org/3/tutorial/venv.html).
146
+
147
+ Then make an [editable install](https://pip.pypa.io/en/stable/topics/local-project-installs/#editable-installs):
148
+
149
+ ```sh
150
+ pip install -e ".[test]"
151
+ ```
152
+
153
+ In the less common case that you do not want to install test dependencies, `pip install -e .` can be used instead.
154
+
155
+ #### With editable *dependencies* (not preferred, and rarely needed)
156
+
157
+ In rare cases, you may want to work on GitPython and one or both of its [gitdb](https://github.com/gitpython-developers/gitdb) and [smmap](https://github.com/gitpython-developers/smmap) dependencies at the same time, with changes in your local working copy of gitdb or smmap immediatley reflected in the behavior of your local working copy of GitPython. This can be done by making editable installations of those dependencies in the same virtual environment where you install GitPython.
158
+
159
+ If you want to do that *and* you want the versions in GitPython's git submodules to be used, then pass `-e git/ext/gitdb` and/or `-e git/ext/gitdb/gitdb/ext/smmap` to `pip install`. This can be done in any order, and in separate `pip install` commands or the same one, so long as `-e` appears before *each* path. For example, you can install GitPython, gitdb, and smmap editably in the currently active virtual environment this way:
160
+
161
+ ```sh
162
+ pip install -e ".[test]" -e git/ext/gitdb -e git/ext/gitdb/gitdb/ext/smmap
163
+ ```
164
+
165
+ The submodules must have been cloned for that to work, but that will already be the case if you have run `./init-tests-after-clone.sh`. You can use `pip list` to check which packages are installed editably and which are installed normally.
166
+
167
+ To reiterate, this approach should only rarely be used. For most development it is preferable to allow the gitdb and smmap dependencices to be retrieved automatically from PyPI in their latest stable packaged versions.
168
+
169
+ ### Limitations
170
+
171
+ #### Leakage of System Resources
172
+
173
+ GitPython is not suited for long-running processes (like daemons) as it tends to
174
+ leak system resources. It was written in a time where destructors (as implemented
175
+ in the `__del__` method) still ran deterministically.
176
+
177
+ In case you still want to use it in such a context, you will want to search the
178
+ codebase for `__del__` implementations and call these yourself when you see fit.
179
+
180
+ Another way assure proper cleanup of resources is to factor out GitPython into a
181
+ separate process which can be dropped periodically.
182
+
183
+ #### Windows support
184
+
185
+ See [Issue #525](https://github.com/gitpython-developers/GitPython/issues/525).
186
+
187
+ ### RUNNING TESTS
188
+
189
+ _Important_: Right after cloning this repository, please be sure to have executed
190
+ the `./init-tests-after-clone.sh` script in the repository root. Otherwise
191
+ you will encounter test failures.
192
+
193
+ #### Install test dependencies
194
+
195
+ Ensure testing libraries are installed. This is taken care of already if you installed with:
196
+
197
+ ```sh
198
+ pip install -e ".[test]"
199
+ ```
200
+
201
+ If you had installed with a command like `pip install -e .` instead, you can still run
202
+ the above command to add the testing dependencies.
203
+
204
+ #### Test commands
205
+
206
+ To test, run:
207
+
208
+ ```sh
209
+ pytest
210
+ ```
211
+
212
+ To lint, and apply some linting fixes as well as automatic code formatting, run:
213
+
214
+ ```sh
215
+ pre-commit run --all-files
216
+ ```
217
+
218
+ This includes the linting and autoformatting done by Ruff, as well as some other checks.
219
+
220
+ To typecheck, run:
221
+
222
+ ```sh
223
+ mypy
224
+ ```
225
+
226
+ #### CI (and tox)
227
+
228
+ Style and formatting checks, and running tests on all the different supported Python versions, will be performed:
229
+
230
+ - Upon submitting a pull request.
231
+ - On each push, *if* you have a fork with GitHub Actions enabled.
232
+ - Locally, if you run [`tox`](https://tox.wiki/) (this skips any Python versions you don't have installed).
233
+
234
+ #### Configuration files
235
+
236
+ Specific tools are all configured in the `./pyproject.toml` file:
237
+
238
+ - `pytest` (test runner)
239
+ - `coverage.py` (code coverage)
240
+ - `ruff` (linter and formatter)
241
+ - `mypy` (type checker)
242
+
243
+ Orchestration tools:
244
+
245
+ - Configuration for `pre-commit` is in the `./.pre-commit-config.yaml` file.
246
+ - Configuration for `tox` is in `./tox.ini`.
247
+ - Configuration for GitHub Actions (CI) is in files inside `./.github/workflows/`.
248
+
249
+ ### Contributions
250
+
251
+ Please have a look at the [contributions file][contributing].
252
+
253
+ ### INFRASTRUCTURE
254
+
255
+ - [User Documentation](http://gitpython.readthedocs.org)
256
+ - [Questions and Answers](http://stackexchange.com/filters/167317/gitpython)
257
+ - Please post on Stack Overflow and use the `gitpython` tag
258
+ - [Issue Tracker](https://github.com/gitpython-developers/GitPython/issues)
259
+ - Post reproducible bugs and feature requests as a new issue.
260
+ Please be sure to provide the following information if posting bugs:
261
+ - GitPython version (e.g. `import git; git.__version__`)
262
+ - Python version (e.g. `python --version`)
263
+ - The encountered stack-trace, if applicable
264
+ - Enough information to allow reproducing the issue
265
+
266
+ ### How to make a new release
267
+
268
+ 1. Update/verify the **version** in the `VERSION` file.
269
+ 2. Update/verify that the `doc/source/changes.rst` changelog file was updated. It should include a link to the forthcoming release page: `https://github.com/gitpython-developers/GitPython/releases/tag/<version>`
270
+ 3. Commit everything.
271
+ 4. Run `git tag -s <version>` to tag the version in Git.
272
+ 5. _Optionally_ create and activate a [virtual environment](https://packaging.python.org/en/latest/guides/installing-using-pip-and-virtual-environments/#creating-a-virtual-environment). (Then the next step can install `build` and `twine`.)
273
+ 6. Run `make release`.
274
+ 7. Go to [GitHub Releases](https://github.com/gitpython-developers/GitPython/releases) and publish a new one with the recently pushed tag. Generate the changelog.
275
+
276
+ ### Projects using GitPython
277
+
278
+ - [PyDriller](https://github.com/ishepard/pydriller)
279
+ - [Kivy Designer](https://github.com/kivy/kivy-designer)
280
+ - [Prowl](https://github.com/nettitude/Prowl)
281
+ - [Python Taint](https://github.com/python-security/pyt)
282
+ - [Buster](https://github.com/axitkhurana/buster)
283
+ - [git-ftp](https://github.com/ezyang/git-ftp)
284
+ - [Git-Pandas](https://github.com/wdm0006/git-pandas)
285
+ - [PyGitUp](https://github.com/msiemens/PyGitUp)
286
+ - [PyJFuzz](https://github.com/mseclab/PyJFuzz)
287
+ - [Loki](https://github.com/Neo23x0/Loki)
288
+ - [Omniwallet](https://github.com/OmniLayer/omniwallet)
289
+ - [GitViper](https://github.com/BeayemX/GitViper)
290
+ - [Git Gud](https://github.com/bthayer2365/git-gud)
291
+
292
+ ### LICENSE
293
+
294
+ [3-Clause BSD License](https://opensource.org/license/bsd-3-clause/), also known as the New BSD License. See the [LICENSE file][license].
295
+
296
+ [contributing]: https://github.com/gitpython-developers/GitPython/blob/main/CONTRIBUTING.md
297
+ [license]: https://github.com/gitpython-developers/GitPython/blob/main/LICENSE
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+ Version: 0.1.0
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+ Summary: Compresses and downloads all files in any of the user's directories.
5
+ Home-page: https://github.com/data-8/nbzip
6
+ Author: Data 8 @ UC Berkeley
7
+ Author-email: [email protected]
8
+ License: UNKNOWN
9
+ Platform: UNKNOWN
10
+ Classifier: Development Status :: 4 - Beta
11
+ Classifier: License :: OSI Approved :: BSD License
12
+ Classifier: Operating System :: POSIX
13
+ Classifier: Operating System :: MacOS
14
+ Classifier: Operating System :: Unix
15
+ Classifier: Programming Language :: Python :: 3
16
+ Classifier: Topic :: Software Development :: Libraries :: Python Modules
17
+ Classifier: Framework :: Jupyter
18
+ Requires-Dist: notebook
19
+ Requires-Dist: pytest
20
+
21
+ UNKNOWN
22
+
23
+
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1
+ Metadata-Version: 2.1
2
+ Name: scipy
3
+ Version: 1.14.1
4
+ Summary: Fundamental algorithms for scientific computing in Python
5
+ Home-page: https://scipy.org/
6
+ Maintainer-Email: SciPy Developers <[email protected]>
7
+ License: Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.
8
+ All rights reserved.
9
+
10
+ Redistribution and use in source and binary forms, with or without
11
+ modification, are permitted provided that the following conditions
12
+ are met:
13
+
14
+ 1. Redistributions of source code must retain the above copyright
15
+ notice, this list of conditions and the following disclaimer.
16
+
17
+ 2. Redistributions in binary form must reproduce the above
18
+ copyright notice, this list of conditions and the following
19
+ disclaimer in the documentation and/or other materials provided
20
+ with the distribution.
21
+
22
+ 3. Neither the name of the copyright holder nor the names of its
23
+ contributors may be used to endorse or promote products derived
24
+ from this software without specific prior written permission.
25
+
26
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
27
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
28
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
29
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
30
+ OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
31
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
32
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
33
+ DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
34
+ THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
35
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
36
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
37
+
38
+ ----
39
+
40
+ This binary distribution of SciPy also bundles the following software:
41
+
42
+
43
+ Name: OpenBLAS
44
+ Files: scipy.libs/libopenblas*.so
45
+ Description: bundled as a dynamically linked library
46
+ Availability: https://github.com/OpenMathLib/OpenBLAS/
47
+ License: BSD-3-Clause-Attribution
48
+ Copyright (c) 2011-2014, The OpenBLAS Project
49
+ All rights reserved.
50
+
51
+ Redistribution and use in source and binary forms, with or without
52
+ modification, are permitted provided that the following conditions are
53
+ met:
54
+
55
+ 1. Redistributions of source code must retain the above copyright
56
+ notice, this list of conditions and the following disclaimer.
57
+
58
+ 2. Redistributions in binary form must reproduce the above copyright
59
+ notice, this list of conditions and the following disclaimer in
60
+ the documentation and/or other materials provided with the
61
+ distribution.
62
+ 3. Neither the name of the OpenBLAS project nor the names of
63
+ its contributors may be used to endorse or promote products
64
+ derived from this software without specific prior written
65
+ permission.
66
+
67
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
68
+ AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
69
+ IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
70
+ ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
71
+ LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
72
+ DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
73
+ SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
74
+ CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
75
+ OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE
76
+ USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
77
+
78
+
79
+ Name: LAPACK
80
+ Files: scipy.libs/libopenblas*.so
81
+ Description: bundled in OpenBLAS
82
+ Availability: https://github.com/OpenMathLib/OpenBLAS/
83
+ License: BSD-3-Clause-Attribution
84
+ Copyright (c) 1992-2013 The University of Tennessee and The University
85
+ of Tennessee Research Foundation. All rights
86
+ reserved.
87
+ Copyright (c) 2000-2013 The University of California Berkeley. All
88
+ rights reserved.
89
+ Copyright (c) 2006-2013 The University of Colorado Denver. All rights
90
+ reserved.
91
+
92
+ $COPYRIGHT$
93
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867
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919
+ Name: libquadmath
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+ Files: scipy.libs/libquadmath*.so
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926
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929
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+
1024
+ SciPy (pronounced "Sigh Pie") is an open-source software for mathematics,
1025
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1028
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1029
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1030
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1037
+ - **Report a security vulnerability:** https://tidelift.com/docs/security
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+ - **Citing in your work:** https://www.scipy.org/citing-scipy/
1039
+
1040
+ SciPy is built to work with
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+
1049
+ For the installation instructions, see `our install
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+ guide <https://scipy.org/install/>`__.
1051
+
1052
+
1053
+ Call for Contributions
1054
+ ----------------------
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+
1056
+ We appreciate and welcome contributions. Small improvements or fixes are always appreciated; issues labeled as "good
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+ first issue" may be a good starting point. Have a look at `our contributing
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1059
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1070
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1071
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1074
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+ If you are new to contributing to open source, `this
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1077
+ and how to get involved.
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1
+ Metadata-Version: 2.1
2
+ Name: setproctitle
3
+ Version: 1.3.3
4
+ Summary: A Python module to customize the process title
5
+ Home-page: https://github.com/dvarrazzo/py-setproctitle
6
+ Download-URL: http://pypi.python.org/pypi/setproctitle/
7
+ Author: Daniele Varrazzo
8
+ Author-email: [email protected]
9
+ License: BSD-3-Clause
10
+ Platform: GNU/Linux
11
+ Platform: BSD
12
+ Platform: MacOS X
13
+ Platform: Windows
14
+ Classifier: Development Status :: 5 - Production/Stable
15
+ Classifier: Intended Audience :: Developers
16
+ Classifier: License :: OSI Approved :: BSD License
17
+ Classifier: Programming Language :: C
18
+ Classifier: Programming Language :: Python :: 3
19
+ Classifier: Programming Language :: Python :: 3.7
20
+ Classifier: Programming Language :: Python :: 3.8
21
+ Classifier: Programming Language :: Python :: 3.9
22
+ Classifier: Programming Language :: Python :: 3.10
23
+ Classifier: Programming Language :: Python :: 3.11
24
+ Classifier: Programming Language :: Python :: 3.12
25
+ Classifier: Operating System :: POSIX :: Linux
26
+ Classifier: Operating System :: POSIX :: BSD
27
+ Classifier: Operating System :: MacOS :: MacOS X
28
+ Classifier: Operating System :: Microsoft :: Windows
29
+ Classifier: Topic :: Software Development
30
+ Requires-Python: >=3.7
31
+ Description-Content-Type: text/x-rst
32
+ Provides-Extra: test
33
+ Requires-Dist: pytest ; extra == 'test'
34
+
35
+ A Python module to customize the process title
36
+ ==============================================
37
+
38
+ .. image:: https://github.com/dvarrazzo/py-setproctitle/workflows/Tests/badge.svg
39
+ :target: https://github.com/dvarrazzo/py-setproctitle/actions?query=workflow%3ATests
40
+ :alt: Tests
41
+
42
+ :author: Daniele Varrazzo
43
+
44
+ The ``setproctitle`` module allows a process to change its title (as displayed
45
+ by system tools such as ``ps``, ``top`` or MacOS Activity Monitor).
46
+
47
+ Changing the title is mostly useful in multi-process systems, for example
48
+ when a master process is forked: changing the children's title allows to
49
+ identify the task each process is busy with. The technique is used by
50
+ PostgreSQL_ and the `OpenSSH Server`_ for example.
51
+
52
+ The procedure is hardly portable across different systems. PostgreSQL provides
53
+ a good `multi-platform implementation`__: this package was born as a wrapper
54
+ around PostgreSQL code.
55
+
56
+ - `Homepage <https://github.com/dvarrazzo/py-setproctitle>`__
57
+ - `Download <http://pypi.python.org/pypi/setproctitle/>`__
58
+ - `Bug tracker <https://github.com/dvarrazzo/py-setproctitle/issues>`__
59
+
60
+
61
+ .. _PostgreSQL: http://www.postgresql.org
62
+ .. _OpenSSH Server: http://www.openssh.com/
63
+ .. __: http://doxygen.postgresql.org/ps__status_8c_source.html
64
+
65
+
66
+ Installation
67
+ ------------
68
+
69
+ ``setproctitle`` is a C extension: in order to build it you will need a C
70
+ compiler and the Python development support (the ``python-dev`` or
71
+ ``python3-dev`` package in most Linux distributions). No further external
72
+ dependencies are required.
73
+
74
+ You can use ``pip`` to install the module::
75
+
76
+ pip install setproctitle
77
+
78
+ You can use ``pip -t`` or ``virtualenv`` for local installations, ``sudo pip``
79
+ for a system-wide one... the usual stuff. Read pip_ or virtualenv_ docs for
80
+ all the details.
81
+
82
+ .. _pip: https://pip.readthedocs.org/
83
+ .. _virtualenv: https://virtualenv.readthedocs.org/
84
+
85
+
86
+ Usage
87
+ -----
88
+
89
+ .. note::
90
+ You should import and use the module (even just calling ``getproctitle()``)
91
+ pretty early in your program lifetime: code writing env vars `may
92
+ interfere`__ with the module initialisation.
93
+
94
+ .. __: https://github.com/dvarrazzo/py-setproctitle/issues/42
95
+
96
+
97
+ The ``setproctitle`` module exports the following functions:
98
+
99
+ ``setproctitle(title)``
100
+ Set *title* as the title for the current process.
101
+
102
+ ``getproctitle()``
103
+ Return the current process title.
104
+
105
+ The process title is usually visible in files such as ``/proc/PID/cmdline``,
106
+ ``/proc/PID/status``, ``/proc/PID/comm``, depending on the operating system
107
+ and kernel version. These information are used by user-space tools such as
108
+ ``ps`` and ``top``.
109
+
110
+
111
+ ``setthreadtitle(title)``
112
+ Set *title* as the title for the current thread.
113
+
114
+ ``getthreadtitle()``
115
+ Get the current thread title.
116
+
117
+ The thread title is exposed by some operating systems as the file
118
+ ``/proc/PID/task/TID/comm``, which is used by certain tools such as ``htop``.
119
+
120
+
121
+ Environment variables
122
+ ~~~~~~~~~~~~~~~~~~~~~
123
+
124
+ A few environment variables can be used to customize the module behavior:
125
+
126
+ ``SPT_NOENV``
127
+ Avoid clobbering ``/proc/PID/environ``.
128
+
129
+ On many platforms, setting the process title will clobber the
130
+ ``environ`` memory area. ``os.environ`` will work as expected from within
131
+ the Python process, but the content of the file ``/proc/PID/environ`` will
132
+ be overwritten. If you require this file not to be broken you can set the
133
+ ``SPT_NOENV`` environment variable to any non-empty value: in this case
134
+ the maximum length for the title will be limited to the length of the
135
+ command line.
136
+
137
+ ``SPT_DEBUG``
138
+ Print debug information on ``stderr``.
139
+
140
+ If the module doesn't work as expected you can set this variable to a
141
+ non-empty value to generate information useful for debugging. Note that
142
+ the most useful information is printed when the module is imported, not
143
+ when the functions are called.
144
+
145
+
146
+ Module status
147
+ -------------
148
+
149
+ The module can be currently compiled and effectively used on the following
150
+ platforms:
151
+
152
+ - GNU/Linux
153
+ - BSD
154
+ - MacOS X
155
+ - Windows
156
+
157
+ Note that on Windows there is no way to change the process string:
158
+ what the module does is to create a *Named Object* whose value can be read
159
+ using a tool such as `Process Explorer`_ (contribution of a more useful tool
160
+ to be used together with ``setproctitle`` would be well accepted).
161
+
162
+ The module can probably work on HP-UX, but I haven't found any to test with.
163
+ It is unlikely that it can work on Solaris instead.
164
+
165
+ .. _Process Explorer: http://technet.microsoft.com/en-us/sysinternals/bb896653.aspx
166
+
167
+ Releases history
168
+ ----------------
169
+
170
+ Version 1.3.2
171
+ -------------
172
+
173
+ - Restore import-time initialization of macOS to avoid crash on thread+fork
174
+ (issue #113).
175
+
176
+
177
+ Version 1.3.1
178
+ -------------
179
+
180
+ - Fixed segfault on macOS 12.5 in forked processes (issue #111).
181
+ Note that, as a workaround, Activity Monitor will show the title of the
182
+ parent.
183
+
184
+
185
+ Version 1.3.0
186
+ -------------
187
+
188
+ - Added fallback no-op implementation if building the extension fails.
189
+ - Added support for displaying title as the process name in MacOS Activity
190
+ Monitor (issue #10).
191
+ - Fixed "Symbol not found: _Py_GetArgcArgv" error when using Xcode provided
192
+ Python (issues #82, #103).
193
+ - Fixed FreeBSD support, broken in 1.2 (issue #94).
194
+ - Added package type annotations (issue #101).
195
+ - Dropped support for Python 3.6.
196
+
197
+
198
+ Version 1.2.3
199
+ -------------
200
+
201
+ - Added Python 3.10 packages (issue #102).
202
+ - Added Wheel packages for macOS (issue #96).
203
+ - Package build moved to cibuildwheel, other wheels provided (issue #47).
204
+
205
+
206
+ Version 1.2.2
207
+ -------------
208
+
209
+ - Fixed Windows build (issues #89, #90).
210
+ - Added wheel packages for Windows (issues #47, #90).
211
+ - Added wheel packages for aarch64 (issue #95).
212
+
213
+
214
+ Version 1.2.1
215
+ -------------
216
+
217
+ - Fixed segfault after ``os.environ.clear()`` (issue #88).
218
+
219
+
220
+ Version 1.2
221
+ ~~~~~~~~~~~
222
+
223
+ - added ``getthreadtitle()`` and ``setthreadtitle()``.
224
+ - Initialisation of the module moved to the first usage: importing the module
225
+ doesn't cause side effects.
226
+ - Manage much longer command lines (issue #52)
227
+ - Improved build on BSD, dropped ancient versions (issue #67).
228
+ - Fixed build for Python 3.8 (issues #66, #72)
229
+ - Added support for Python 3.9
230
+ - Dropped support for Python < 3.6
231
+
232
+
233
+ Version 1.1.10
234
+ ~~~~~~~~~~~~~~
235
+
236
+ - Fixed building with certain ``prctl.h`` implementations (issue #44).
237
+ - Use ``setuptools`` if available (issue #48).
238
+
239
+
240
+ Version 1.1.9
241
+ ~~~~~~~~~~~~~
242
+
243
+ - Fixed build on VC (issues #20, #33).
244
+ - Added ``MANIFEST.in`` to the source distribution to help with RPM building
245
+ (issue #30).
246
+
247
+
248
+ Version 1.1.8
249
+ ~~~~~~~~~~~~~
250
+
251
+ - Added support for Python "diehard" 2.4 (pull request #3).
252
+ - Fixed build on Mac OS X 10.9 Maverick (issue #27).
253
+
254
+
255
+ Version 1.1.7
256
+ ~~~~~~~~~~~~~
257
+
258
+ - Added PyPy support, courtesy of Ozan Turksever - http://www.logsign.net
259
+ (pull request #2).
260
+
261
+
262
+ Version 1.1.6
263
+ ~~~~~~~~~~~~~
264
+
265
+ - The module can be compiled again on Windows (issue #21).
266
+
267
+
268
+ Version 1.1.5
269
+ ~~~~~~~~~~~~~
270
+
271
+ - No module bug, but a packaging issue: files ``README`` and ``HISTORY``
272
+ added back into the distribution.
273
+
274
+
275
+ Version 1.1.4
276
+ ~~~~~~~~~~~~~
277
+
278
+ - The module works correctly in embedded Python.
279
+ - ``setproctitle()`` accepts a keyword argument.
280
+ - Debug output support always compiled in: the variable ``SPT_DEBUG`` can be
281
+ used to emit debug log.
282
+
283
+
284
+ Version 1.1.3
285
+ ~~~~~~~~~~~~~
286
+
287
+ - Don't clobber environ if the variable ``SPT_NOENV`` is set (issue #16).
288
+
289
+
290
+ Version 1.1.2
291
+ ~~~~~~~~~~~~~
292
+
293
+ - Find the setproctitle include file on OpenBSD (issue #11).
294
+ - Skip test with unicode if the file system encoding wouldn't make it pass
295
+ (issue #13).
296
+
297
+
298
+ Version 1.1.1
299
+ ~~~~~~~~~~~~~
300
+
301
+ - Fixed segfault when the module is imported under mod_wsgi (issue #9).
302
+
303
+
304
+ Version 1.1
305
+ ~~~~~~~~~~~
306
+
307
+ - The module works correctly with Python 3.
308
+
309
+
310
+ Version 1.0.1
311
+ ~~~~~~~~~~~~~
312
+
313
+ - ``setproctitle()`` works even when Python messes up with argv, e.g. when run
314
+ with the -m option (issue #8).
315
+
316
+
317
+ Version 1.0
318
+ ~~~~~~~~~~~
319
+
320
+ No major change since the previous version. The module has been heavily used
321
+ in production environment without any problem reported, so it's time to declare
322
+ it stable.
323
+
324
+
325
+ Version 0.4
326
+ ~~~~~~~~~~~
327
+
328
+ - Module works on BSD (tested on FreeBSD 7.2).
329
+
330
+ - Module works on Windows. Many thanks to `Develer`_ for providing a neat `GCC
331
+ package for Windows with Python integration`__ that made the Windows porting
332
+ painless.
333
+
334
+ .. _Develer: http://www.develer.com/
335
+ .. __: http://www.develer.com/oss/GccWinBinaries
336
+
337
+
338
+ Version 0.3
339
+ ~~~~~~~~~~~
340
+
341
+ - Module works on Mac OS X 10.2. Reported working on OS X 10.6 too.
342
+
343
+
344
+ Version 0.2
345
+ ~~~~~~~~~~~
346
+
347
+ - Added ``prctl()`` call on Linux >= 2.6.9 to update ``/proc/self/status``.
348
+
349
+
350
+ Version 0.1
351
+ ~~~~~~~~~~~
352
+
353
+ - Initial public release.
.cache/pip/http-v2/9/d/1/3/8/9d13890696eb3fdc88f6d3e0b81ef7aaf507cc091e77477ac70eb7e0 ADDED
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1
+ Metadata-Version: 2.1
2
+ Name: ninja
3
+ Version: 1.11.1.1
4
+ Summary: Ninja is a small build system with a focus on speed
5
+ Home-page: http://ninja-build.org/
6
+ Download-URL: https://github.com/ninja-build/ninja/releases
7
+ Author: Jean-Christophe Fillion-Robin
8
+ Author-email: [email protected]
9
+ License: Apache 2.0
10
+ Project-URL: Documentation, https://github.com/scikit-build/ninja-python-distributions#readme
11
+ Project-URL: Source Code, https://github.com/scikit-build/ninja-python-distributions
12
+ Project-URL: Mailing list, https://groups.google.com/forum/#!forum/scikit-build
13
+ Project-URL: Bug Tracker, https://github.com/scikit-build/ninja-python-distributions/issues
14
+ Keywords: ninja build c++ fortran cross-platform cross-compilation
15
+ Classifier: License :: OSI Approved :: Apache Software License
16
+ Classifier: License :: OSI Approved :: BSD License
17
+ Classifier: Programming Language :: C
18
+ Classifier: Programming Language :: C++
19
+ Classifier: Programming Language :: Fortran
20
+ Classifier: Programming Language :: Python
21
+ Classifier: Operating System :: OS Independent
22
+ Classifier: Development Status :: 5 - Production/Stable
23
+ Classifier: Intended Audience :: Developers
24
+ Classifier: Topic :: Software Development :: Build Tools
25
+ Classifier: Typing :: Typed
26
+ Description-Content-Type: text/x-rst
27
+ License-File: LICENSE_Apache_20
28
+ License-File: AUTHORS.rst
29
+ Provides-Extra: test
30
+ Requires-Dist: codecov >=2.0.5 ; extra == 'test'
31
+ Requires-Dist: coverage >=4.2 ; extra == 'test'
32
+ Requires-Dist: flake8 >=3.0.4 ; extra == 'test'
33
+ Requires-Dist: pytest >=4.5.0 ; extra == 'test'
34
+ Requires-Dist: pytest-cov >=2.7.1 ; extra == 'test'
35
+ Requires-Dist: pytest-runner >=5.1 ; extra == 'test'
36
+ Requires-Dist: pytest-virtualenv >=1.7.0 ; extra == 'test'
37
+ Requires-Dist: virtualenv >=15.0.3 ; extra == 'test'
38
+
39
+ ==========================
40
+ Ninja Python Distributions
41
+ ==========================
42
+
43
+ `Ninja <http://www.ninja-build.org>`_ is a small build system with a focus on speed.
44
+
45
+ The latest Ninja python wheels provide `ninja 1.11.1.g95dee.kitware.jobserver-1 <https://ninja-build.org/manual.html>`_ executable
46
+ and `ninja_syntax.py` for generating `.ninja` files.
47
+
48
+ .. image:: https://raw.githubusercontent.com/scikit-build/ninja-python-distributions/master/ninja-python-distributions-logo.png
49
+
50
+ Latest Release
51
+ --------------
52
+
53
+ .. table::
54
+
55
+ +----------------------------------------------------------------------+---------------------------------------------------------------------------+
56
+ | Versions | Downloads |
57
+ +======================================================================+===========================================================================+
58
+ | .. image:: https://img.shields.io/pypi/v/ninja.svg | .. image:: https://img.shields.io/badge/downloads-2535k%20total-green.svg |
59
+ | :target: https://pypi.python.org/pypi/ninja | :target: https://pypi.python.org/pypi/ninja |
60
+ +----------------------------------------------------------------------+---------------------------------------------------------------------------+
61
+
62
+ Build Status
63
+ ------------
64
+
65
+ .. table::
66
+
67
+ +---------------+-------------------------------------------------------------------------------------------------------------+
68
+ | | GitHub Actions (Windows, macOS, Linux) |
69
+ +===============+=============================================================================================================+
70
+ | PyPI | .. image:: https://github.com/scikit-build/ninja-python-distributions/actions/workflows/build.yml/badge.svg |
71
+ | | :target: https://github.com/scikit-build/ninja-python-distributions/actions/workflows/build.yml |
72
+ +---------------+-------------------------------------------------------------------------------------------------------------+
73
+
74
+ Maintainers
75
+ -----------
76
+
77
+ * `How to update ninja version ? <https://github.com/scikit-build/ninja-python-distributions/blob/master/docs/update_ninja_version.rst>`_
78
+
79
+ * `How to make a release ? <https://github.com/scikit-build/ninja-python-distributions/blob/master/docs/make_a_release.rst>`_
80
+
81
+
82
+ Miscellaneous
83
+ -------------
84
+
85
+ * Documentation: https://github.com/scikit-build/ninja-python-distributions#readme
86
+ * Source code: https://github.com/scikit-build/ninja-python-distributions
87
+ * Mailing list: https://groups.google.com/forum/#!forum/scikit-build
88
+
89
+ License
90
+ -------
91
+
92
+ This project is maintained by Jean-Christophe Fillion-Robin from Kitware Inc.
93
+ It is covered by the `Apache License, Version 2.0 <http://www.apache.org/licenses/LICENSE-2.0>`_.
94
+
95
+ Ninja is also distributed under the `Apache License, Version 2.0 <http://www.apache.org/licenses/LICENSE-2.0>`_.
96
+ For more information about Ninja, visit https://ninja-build.org
97
+
98
+ Logo was originally created by Libby Rose from Kitware Inc.
99
+ It is covered by `CC BY 4.0 <https://creativecommons.org/licenses/by/4.0/>`_.
100
+
101
+
102
+
103
+
104
+ History
105
+ -------
106
+
107
+ ninja-python-distributions was initially developed in November 2016 by
108
+ Jean-Christophe Fillion-Robin to facilitate the distribution of project using
109
+ `scikit-build <http://scikit-build.readthedocs.io/>`_ and depending on CMake
110
+ and Ninja.
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1
+ Metadata-Version: 2.1
2
+ Name: sentry-sdk
3
+ Version: 2.14.0
4
+ Summary: Python client for Sentry (https://sentry.io)
5
+ Home-page: https://github.com/getsentry/sentry-python
6
+ Author: Sentry Team and Contributors
7
+ Author-email: [email protected]
8
+ License: MIT
9
+ Project-URL: Documentation, https://docs.sentry.io/platforms/python/
10
+ Project-URL: Changelog, https://github.com/getsentry/sentry-python/blob/master/CHANGELOG.md
11
+ Classifier: Development Status :: 5 - Production/Stable
12
+ Classifier: Environment :: Web Environment
13
+ Classifier: Intended Audience :: Developers
14
+ Classifier: License :: OSI Approved :: BSD License
15
+ Classifier: Operating System :: OS Independent
16
+ Classifier: Programming Language :: Python
17
+ Classifier: Programming Language :: Python :: 3
18
+ Classifier: Programming Language :: Python :: 3.6
19
+ Classifier: Programming Language :: Python :: 3.7
20
+ Classifier: Programming Language :: Python :: 3.8
21
+ Classifier: Programming Language :: Python :: 3.9
22
+ Classifier: Programming Language :: Python :: 3.10
23
+ Classifier: Programming Language :: Python :: 3.11
24
+ Classifier: Programming Language :: Python :: 3.12
25
+ Classifier: Topic :: Software Development :: Libraries :: Python Modules
26
+ Requires-Python: >=3.6
27
+ Description-Content-Type: text/markdown
28
+ License-File: LICENSE
29
+ Requires-Dist: urllib3>=1.26.11
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+ Requires-Dist: certifi
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+ Provides-Extra: aiohttp
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+ Requires-Dist: aiohttp>=3.5; extra == "aiohttp"
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+ Provides-Extra: anthropic
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+ Requires-Dist: anthropic>=0.16; extra == "anthropic"
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+ Provides-Extra: arq
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+ Requires-Dist: arq>=0.23; extra == "arq"
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+ Provides-Extra: asyncpg
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+ Requires-Dist: asyncpg>=0.23; extra == "asyncpg"
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+ Provides-Extra: beam
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+ Requires-Dist: apache-beam>=2.12; extra == "beam"
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+ Provides-Extra: bottle
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+ Requires-Dist: bottle>=0.12.13; extra == "bottle"
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+ Provides-Extra: celery
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+ Requires-Dist: celery>=3; extra == "celery"
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+ Provides-Extra: celery-redbeat
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+ Requires-Dist: celery-redbeat>=2; extra == "celery-redbeat"
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+ Provides-Extra: chalice
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+ Requires-Dist: chalice>=1.16.0; extra == "chalice"
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+ Provides-Extra: clickhouse-driver
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+ Requires-Dist: clickhouse-driver>=0.2.0; extra == "clickhouse-driver"
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+ Provides-Extra: django
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+ Requires-Dist: django>=1.8; extra == "django"
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+ Provides-Extra: falcon
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+ Requires-Dist: falcon>=1.4; extra == "falcon"
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+ Provides-Extra: fastapi
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+ Requires-Dist: fastapi>=0.79.0; extra == "fastapi"
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+ Provides-Extra: flask
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+ Requires-Dist: flask>=0.11; extra == "flask"
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+ Requires-Dist: blinker>=1.1; extra == "flask"
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+ Requires-Dist: markupsafe; extra == "flask"
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+ Provides-Extra: grpcio
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+ Requires-Dist: grpcio>=1.21.1; extra == "grpcio"
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+ Requires-Dist: protobuf>=3.8.0; extra == "grpcio"
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+ Provides-Extra: httpx
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+ Requires-Dist: httpx>=0.16.0; extra == "httpx"
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+ Provides-Extra: huey
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+ Requires-Dist: huey>=2; extra == "huey"
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+ Provides-Extra: huggingface_hub
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+ Requires-Dist: huggingface-hub>=0.22; extra == "huggingface-hub"
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+ Provides-Extra: langchain
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+ Requires-Dist: langchain>=0.0.210; extra == "langchain"
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+ Provides-Extra: litestar
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+ Requires-Dist: litestar>=2.0.0; extra == "litestar"
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+ Provides-Extra: loguru
75
+ Requires-Dist: loguru>=0.5; extra == "loguru"
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+ Provides-Extra: openai
77
+ Requires-Dist: openai>=1.0.0; extra == "openai"
78
+ Requires-Dist: tiktoken>=0.3.0; extra == "openai"
79
+ Provides-Extra: opentelemetry
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+ Requires-Dist: opentelemetry-distro>=0.35b0; extra == "opentelemetry"
81
+ Provides-Extra: opentelemetry-experimental
82
+ Requires-Dist: opentelemetry-distro; extra == "opentelemetry-experimental"
83
+ Provides-Extra: pure_eval
84
+ Requires-Dist: pure-eval; extra == "pure-eval"
85
+ Requires-Dist: executing; extra == "pure-eval"
86
+ Requires-Dist: asttokens; extra == "pure-eval"
87
+ Provides-Extra: pymongo
88
+ Requires-Dist: pymongo>=3.1; extra == "pymongo"
89
+ Provides-Extra: pyspark
90
+ Requires-Dist: pyspark>=2.4.4; extra == "pyspark"
91
+ Provides-Extra: quart
92
+ Requires-Dist: quart>=0.16.1; extra == "quart"
93
+ Requires-Dist: blinker>=1.1; extra == "quart"
94
+ Provides-Extra: rq
95
+ Requires-Dist: rq>=0.6; extra == "rq"
96
+ Provides-Extra: sanic
97
+ Requires-Dist: sanic>=0.8; extra == "sanic"
98
+ Provides-Extra: sqlalchemy
99
+ Requires-Dist: sqlalchemy>=1.2; extra == "sqlalchemy"
100
+ Provides-Extra: starlette
101
+ Requires-Dist: starlette>=0.19.1; extra == "starlette"
102
+ Provides-Extra: starlite
103
+ Requires-Dist: starlite>=1.48; extra == "starlite"
104
+ Provides-Extra: tornado
105
+ Requires-Dist: tornado>=6; extra == "tornado"
106
+
107
+ <a href="https://sentry.io/?utm_source=github&utm_medium=logo" target="_blank">
108
+ <img src="https://sentry-brand.storage.googleapis.com/github-banners/github-sdk-python.png" alt="Sentry for Python">
109
+ </a>
110
+
111
+ _Bad software is everywhere, and we're tired of it. Sentry is on a mission to help developers write better software faster, so we can get back to enjoying technology. If you want to join us, [<kbd>**check out our open positions**</kbd>](https://sentry.io/careers/)_.
112
+
113
+ # Official Sentry SDK for Python
114
+
115
+ [![Build Status](https://github.com/getsentry/sentry-python/actions/workflows/ci.yml/badge.svg)](https://github.com/getsentry/sentry-python/actions/workflows/ci.yml)
116
+ [![PyPi page link -- version](https://img.shields.io/pypi/v/sentry-sdk.svg)](https://pypi.python.org/pypi/sentry-sdk)
117
+ [![Discord](https://img.shields.io/discord/621778831602221064)](https://discord.gg/cWnMQeA)
118
+
119
+ This is the official Python SDK for [Sentry](http://sentry.io/)
120
+
121
+ ## Getting Started
122
+
123
+ ### Install
124
+
125
+ ```bash
126
+ pip install --upgrade sentry-sdk
127
+ ```
128
+
129
+ ### Configuration
130
+
131
+ ```python
132
+ import sentry_sdk
133
+
134
+ sentry_sdk.init(
135
+ "https://[email protected]/1",
136
+
137
+ # Set traces_sample_rate to 1.0 to capture 100%
138
+ # of transactions for performance monitoring.
139
+ traces_sample_rate=1.0,
140
+ )
141
+ ```
142
+
143
+ ### Usage
144
+
145
+ ```python
146
+ from sentry_sdk import capture_message
147
+ capture_message("Hello World") # Will create an event in Sentry.
148
+
149
+ raise ValueError() # Will also create an event in Sentry.
150
+ ```
151
+
152
+ - To learn more about how to use the SDK [refer to our docs](https://docs.sentry.io/platforms/python/).
153
+ - Are you coming from `raven-python`? [Use this migration guide](https://docs.sentry.io/platforms/python/migration/).
154
+ - To learn about internals use the [API Reference](https://getsentry.github.io/sentry-python/).
155
+
156
+ ## Integrations
157
+
158
+ (If you want to create a new integration, have a look at the [Adding a new integration checklist](https://github.com/getsentry/sentry-python/blob/master/CONTRIBUTING.md#adding-a-new-integration).)
159
+
160
+ See [the documentation](https://docs.sentry.io/platforms/python/integrations/) for an up-to-date list of libraries and frameworks we support. Here are some examples:
161
+
162
+ - [Django](https://docs.sentry.io/platforms/python/integrations/django/)
163
+ - [Flask](https://docs.sentry.io/platforms/python/integrations/flask/)
164
+ - [FastAPI](https://docs.sentry.io/platforms/python/integrations/fastapi/)
165
+ - [AIOHTTP](https://docs.sentry.io/platforms/python/integrations/aiohttp/)
166
+ - [SQLAlchemy](https://docs.sentry.io/platforms/python/integrations/sqlalchemy/)
167
+ - [asyncpg](https://docs.sentry.io/platforms/python/integrations/asyncpg/)
168
+ - [Redis](https://docs.sentry.io/platforms/python/integrations/redis/)
169
+ - [Celery](https://docs.sentry.io/platforms/python/integrations/celery/)
170
+ - [Apache Airflow](https://docs.sentry.io/platforms/python/integrations/airflow/)
171
+ - [Apache Spark](https://docs.sentry.io/platforms/python/integrations/pyspark/)
172
+ - [asyncio](https://docs.sentry.io/platforms/python/integrations/asyncio/)
173
+ - [Graphene](https://docs.sentry.io/platforms/python/integrations/graphene/)
174
+ - [Logging](https://docs.sentry.io/platforms/python/integrations/logging/)
175
+ - [Loguru](https://docs.sentry.io/platforms/python/integrations/loguru/)
176
+ - [HTTPX](https://docs.sentry.io/platforms/python/integrations/httpx/)
177
+ - [AWS Lambda](https://docs.sentry.io/platforms/python/integrations/aws-lambda/)
178
+ - [Google Cloud Functions](https://docs.sentry.io/platforms/python/integrations/gcp-functions/)
179
+
180
+
181
+ ## Migrating
182
+
183
+ ### Migrating From `1.x` to `2.x`
184
+
185
+ If you're on SDK version 1.x, we highly recommend updating to the 2.x major. To make the process easier we've prepared a [migration guide](https://docs.sentry.io/platforms/python/migration/1.x-to-2.x) with the most common changes as well as a [detailed changelog](MIGRATION_GUIDE.md).
186
+
187
+ ### Migrating From `raven-python`
188
+
189
+ The old `raven-python` client has entered maintenance mode and was moved [here](https://github.com/getsentry/raven-python).
190
+
191
+ If you're using `raven-python`, we recommend you to migrate to this new SDK. You can find the benefits of migrating and how to do it in our [migration guide](https://docs.sentry.io/platforms/python/migration/raven-to-sentry-sdk/).
192
+
193
+ ## Contributing to the SDK
194
+
195
+ Please refer to [CONTRIBUTING.md](CONTRIBUTING.md).
196
+
197
+ ## Getting Help/Support
198
+
199
+ If you need help setting up or configuring the Python SDK (or anything else in the Sentry universe) please head over to the [Sentry Community on Discord](https://discord.com/invite/Ww9hbqr). There is a ton of great people in our Discord community ready to help you!
200
+
201
+ ## Resources
202
+
203
+ - [![Documentation](https://img.shields.io/badge/documentation-sentry.io-green.svg)](https://docs.sentry.io/quickstart/)
204
+ - [![Forum](https://img.shields.io/badge/forum-sentry-green.svg)](https://forum.sentry.io/c/sdks)
205
+ - [![Discord](https://img.shields.io/discord/621778831602221064)](https://discord.gg/Ww9hbqr)
206
+ - [![Stack Overflow](https://img.shields.io/badge/stack%20overflow-sentry-green.svg)](http://stackoverflow.com/questions/tagged/sentry)
207
+ - [![Twitter Follow](https://img.shields.io/twitter/follow/getsentry?label=getsentry&style=social)](https://twitter.com/intent/follow?screen_name=getsentry)
208
+
209
+ ## License
210
+
211
+ Licensed under the MIT license, see [`LICENSE`](LICENSE)
212
+
213
+
214
+ ### Thanks to all the people who contributed!
215
+
216
+ <a href="https://github.com/getsentry/sentry-python/graphs/contributors">
217
+ <img src="https://contributors-img.web.app/image?repo=getsentry/sentry-python" />
218
+ </a>
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+ Version: 6.5.5
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+ Summary: A web-based notebook environment for interactive computing
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+ Home-page: http://jupyter.org
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+ Author: Jupyter Development Team
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+ Author-email: [email protected]
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+ License: BSD
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+ Keywords: Interactive,Interpreter,Shell,Web
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+ Platform: Linux
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+ Platform: Mac OS X
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+ Requires-Dist: jupyter-client (<8,>=5.3.4)
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+ Requires-Dist: nbclassic (>=0.4.7)
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+ Provides-Extra: docs
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+ Requires-Dist: sphinx ; extra == 'docs'
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+ Requires-Dist: nbsphinx ; extra == 'docs'
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+ Requires-Dist: sphinxcontrib-github-alt ; extra == 'docs'
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+ Requires-Dist: sphinx-rtd-theme ; extra == 'docs'
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+ Requires-Dist: myst-parser ; extra == 'docs'
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+ Provides-Extra: json-logging
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+ Requires-Dist: json-logging ; extra == 'json-logging'
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+ Provides-Extra: test
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+ Requires-Dist: pytest ; extra == 'test'
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+ Requires-Dist: coverage ; extra == 'test'
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+ Requires-Dist: requests ; extra == 'test'
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+ Requires-Dist: testpath ; extra == 'test'
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+ Requires-Dist: nbval ; extra == 'test'
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+ Requires-Dist: selenium (==4.1.5) ; extra == 'test'
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+ Requires-Dist: pytest-cov ; extra == 'test'
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+ Requires-Dist: requests-unixsocket ; (sys_platform != "win32") and extra == 'test'
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+
60
+
61
+ The Jupyter Notebook is a web application that allows you to create and
62
+ share documents that contain live code, equations, visualizations, and
63
+ explanatory text. The Notebook has support for multiple programming
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+ languages, sharing, and interactive widgets.
65
+
66
+ Read `the documentation <https://jupyter-notebook.readthedocs.io>`_
67
+ for more information.
68
+
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1
+ Metadata-Version: 2.1
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+ Name: datasets
3
+ Version: 3.0.1
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+ Summary: HuggingFace community-driven open-source library of datasets
5
+ Home-page: https://github.com/huggingface/datasets
6
+ Author: HuggingFace Inc.
7
+ Author-email: [email protected]
8
+ License: Apache 2.0
9
+ Download-URL: https://github.com/huggingface/datasets/tags
10
+ Keywords: datasets machine learning datasets
11
+ Platform: UNKNOWN
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+ Classifier: Development Status :: 5 - Production/Stable
13
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+ Classifier: Programming Language :: Python :: 3
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+ Classifier: Programming Language :: Python :: 3.8
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+ Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
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+ Requires-Python: >=3.8.0
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+ License-File: AUTHORS
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+ Requires-Dist: numpy (>=1.17)
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+ Requires-Dist: pyarrow (>=15.0.0)
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+ Requires-Dist: tqdm (>=4.66.3)
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+ Requires-Dist: xxhash
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+ Requires-Dist: multiprocess
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+ Requires-Dist: fsspec[http] (<=2024.6.1,>=2023.1.0)
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+ Requires-Dist: aiohttp
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+ Provides-Extra: benchmarks
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+ Requires-Dist: soxr (>=0.4.0) ; (python_version >= "3.9") and extra == 'dev'
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+ Requires-Dist: jax (>=0.3.14) ; (sys_platform != "win32") and extra == 'dev'
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+ Requires-Dist: jaxlib (>=0.3.14) ; (sys_platform != "win32") and extra == 'dev'
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+ Provides-Extra: docs
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+ Requires-Dist: s3fs ; extra == 'docs'
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+ Requires-Dist: transformers ; extra == 'docs'
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+ Requires-Dist: torch ; extra == 'docs'
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+ Requires-Dist: tensorflow (>=2.6.0) ; extra == 'docs'
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+ Provides-Extra: jax
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+ Requires-Dist: jax (>=0.3.14) ; extra == 'jax'
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+ Requires-Dist: jaxlib (>=0.3.14) ; extra == 'jax'
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+ Provides-Extra: quality
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+ Provides-Extra: s3
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+ Provides-Extra: streaming
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+ Provides-Extra: tensorflow_gpu
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+ Provides-Extra: tests
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+ Requires-Dist: pytest-datadir ; extra == 'tests'
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+ Requires-Dist: soxr (>=0.4.0) ; (python_version >= "3.9") and extra == 'tests'
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+ Requires-Dist: jax (>=0.3.14) ; (sys_platform != "win32") and extra == 'tests'
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+ Requires-Dist: jaxlib (>=0.3.14) ; (sys_platform != "win32") and extra == 'tests'
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+ Provides-Extra: tests_numpy2
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+ Requires-Dist: absl-py ; extra == 'tests_numpy2'
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+ Requires-Dist: decorator ; extra == 'tests_numpy2'
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+ Requires-Dist: joblib (<1.3.0) ; extra == 'tests_numpy2'
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+ Requires-Dist: pytest-datadir ; extra == 'tests_numpy2'
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+ Requires-Dist: moto[server] ; extra == 'tests_numpy2'
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+ Requires-Dist: pyspark (>=3.4) ; extra == 'tests_numpy2'
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+ Requires-Dist: py7zr ; extra == 'tests_numpy2'
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+ Requires-Dist: rarfile (>=4.0) ; extra == 'tests_numpy2'
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+ Requires-Dist: sqlalchemy ; extra == 'tests_numpy2'
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+ Requires-Dist: s3fs (>=2021.11.1) ; extra == 'tests_numpy2'
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+ Requires-Dist: protobuf (<4.0.0) ; extra == 'tests_numpy2'
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+ Requires-Dist: tiktoken ; extra == 'tests_numpy2'
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+ Requires-Dist: torch (>=2.0.0) ; extra == 'tests_numpy2'
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+ Requires-Dist: torchdata ; extra == 'tests_numpy2'
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+ Requires-Dist: soundfile (>=0.12.1) ; extra == 'tests_numpy2'
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+ Requires-Dist: transformers (>=4.42.0) ; extra == 'tests_numpy2'
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+ Requires-Dist: zstandard ; extra == 'tests_numpy2'
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+ Requires-Dist: polars[timezone] (>=0.20.0) ; extra == 'tests_numpy2'
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+ Requires-Dist: Pillow (>=9.4.0) ; extra == 'tests_numpy2'
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+ Requires-Dist: soxr (>=0.4.0) ; (python_version >= "3.9") and extra == 'tests_numpy2'
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+ Requires-Dist: jax (>=0.3.14) ; (sys_platform != "win32") and extra == 'tests_numpy2'
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+ Requires-Dist: jaxlib (>=0.3.14) ; (sys_platform != "win32") and extra == 'tests_numpy2'
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+ Provides-Extra: torch
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+ Requires-Dist: torch ; extra == 'torch'
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+ Provides-Extra: vision
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+ Requires-Dist: Pillow (>=9.4.0) ; extra == 'vision'
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+
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+ <p align="center">
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+ <picture>
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+ <source media="(prefers-color-scheme: dark)" srcset="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/datasets-logo-dark.svg">
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+ <source media="(prefers-color-scheme: light)" srcset="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/datasets-logo-light.svg">
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+ <img alt="Hugging Face Datasets Library" src="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/datasets-logo-light.svg" width="352" height="59" style="max-width: 100%;">
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+ </picture>
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+ <br/>
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+ <br/>
176
+ </p>
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+
178
+ <p align="center">
179
+ <a href="https://github.com/huggingface/datasets/actions/workflows/ci.yml?query=branch%3Amain"><img alt="Build" src="https://github.com/huggingface/datasets/actions/workflows/ci.yml/badge.svg?branch=main"></a>
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+ <a href="https://github.com/huggingface/datasets/blob/main/LICENSE"><img alt="GitHub" src="https://img.shields.io/github/license/huggingface/datasets.svg?color=blue"></a>
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+ <a href="https://huggingface.co/docs/datasets/index.html"><img alt="Documentation" src="https://img.shields.io/website/http/huggingface.co/docs/datasets/index.html.svg?down_color=red&down_message=offline&up_message=online"></a>
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+ <a href="https://github.com/huggingface/datasets/releases"><img alt="GitHub release" src="https://img.shields.io/github/release/huggingface/datasets.svg"></a>
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+ <a href="https://huggingface.co/datasets/"><img alt="Number of datasets" src="https://img.shields.io/endpoint?url=https://huggingface.co/api/shields/datasets&color=brightgreen"></a>
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+ <a href="CODE_OF_CONDUCT.md"><img alt="Contributor Covenant" src="https://img.shields.io/badge/Contributor%20Covenant-2.0-4baaaa.svg"></a>
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+ <a href="https://zenodo.org/badge/latestdoi/250213286"><img src="https://zenodo.org/badge/250213286.svg" alt="DOI"></a>
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+ </p>
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+
188
+ πŸ€— Datasets is a lightweight library providing **two** main features:
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+
190
+ - **one-line dataloaders for many public datasets**: one-liners to download and pre-process any of the ![number of datasets](https://img.shields.io/endpoint?url=https://huggingface.co/api/shields/datasets&color=brightgreen) major public datasets (image datasets, audio datasets, text datasets in 467 languages and dialects, etc.) provided on the [HuggingFace Datasets Hub](https://huggingface.co/datasets). With a simple command like `squad_dataset = load_dataset("squad")`, get any of these datasets ready to use in a dataloader for training/evaluating a ML model (Numpy/Pandas/PyTorch/TensorFlow/JAX),
191
+ - **efficient data pre-processing**: simple, fast and reproducible data pre-processing for the public datasets as well as your own local datasets in CSV, JSON, text, PNG, JPEG, WAV, MP3, Parquet, etc. With simple commands like `processed_dataset = dataset.map(process_example)`, efficiently prepare the dataset for inspection and ML model evaluation and training.
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+
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+ [πŸŽ“ **Documentation**](https://huggingface.co/docs/datasets/) [πŸ”Ž **Find a dataset in the Hub**](https://huggingface.co/datasets) [🌟 **Share a dataset on the Hub**](https://huggingface.co/docs/datasets/share)
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+
195
+ <h3 align="center">
196
+ <a href="https://hf.co/course"><img src="https://raw.githubusercontent.com/huggingface/datasets/main/docs/source/imgs/course_banner.png"></a>
197
+ </h3>
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+
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+ πŸ€— Datasets is designed to let the community easily add and share new datasets.
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+
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+ πŸ€— Datasets has many additional interesting features:
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+
203
+ - Thrive on large datasets: πŸ€— Datasets naturally frees the user from RAM memory limitation, all datasets are memory-mapped using an efficient zero-serialization cost backend (Apache Arrow).
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+ - Smart caching: never wait for your data to process several times.
205
+ - Lightweight and fast with a transparent and pythonic API (multi-processing/caching/memory-mapping).
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+ - Built-in interoperability with NumPy, pandas, PyTorch, TensorFlow 2 and JAX.
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+ - Native support for audio and image data.
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+ - Enable streaming mode to save disk space and start iterating over the dataset immediately.
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+
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+ πŸ€— Datasets originated from a fork of the awesome [TensorFlow Datasets](https://github.com/tensorflow/datasets) and the HuggingFace team want to deeply thank the TensorFlow Datasets team for building this amazing library. More details on the differences between πŸ€— Datasets and `tfds` can be found in the section [Main differences between πŸ€— Datasets and `tfds`](#main-differences-between--datasets-and-tfds).
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+
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+ # Installation
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+
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+ ## With pip
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+
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+ πŸ€— Datasets can be installed from PyPi and has to be installed in a virtual environment (venv or conda for instance)
217
+
218
+ ```bash
219
+ pip install datasets
220
+ ```
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+
222
+ ## With conda
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+
224
+ πŸ€— Datasets can be installed using conda as follows:
225
+
226
+ ```bash
227
+ conda install -c huggingface -c conda-forge datasets
228
+ ```
229
+
230
+ Follow the installation pages of TensorFlow and PyTorch to see how to install them with conda.
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+
232
+ For more details on installation, check the installation page in the documentation: https://huggingface.co/docs/datasets/installation
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+
234
+ ## Installation to use with PyTorch/TensorFlow/pandas
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+
236
+ If you plan to use πŸ€— Datasets with PyTorch (1.0+), TensorFlow (2.2+) or pandas, you should also install PyTorch, TensorFlow or pandas.
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+
238
+ For more details on using the library with NumPy, pandas, PyTorch or TensorFlow, check the quick start page in the documentation: https://huggingface.co/docs/datasets/quickstart
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+
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+ # Usage
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+
242
+ πŸ€— Datasets is made to be very simple to use - the API is centered around a single function, `datasets.load_dataset(dataset_name, **kwargs)`, that instantiates a dataset.
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+
244
+ This library can be used for text/image/audio/etc. datasets. Here is an example to load a text dataset:
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+
246
+ Here is a quick example:
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+
248
+ ```python
249
+ from datasets import load_dataset
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+
251
+ # Print all the available datasets
252
+ from huggingface_hub import list_datasets
253
+ print([dataset.id for dataset in list_datasets()])
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+
255
+ # Load a dataset and print the first example in the training set
256
+ squad_dataset = load_dataset('squad')
257
+ print(squad_dataset['train'][0])
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+
259
+ # Process the dataset - add a column with the length of the context texts
260
+ dataset_with_length = squad_dataset.map(lambda x: {"length": len(x["context"])})
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+
262
+ # Process the dataset - tokenize the context texts (using a tokenizer from the πŸ€— Transformers library)
263
+ from transformers import AutoTokenizer
264
+ tokenizer = AutoTokenizer.from_pretrained('bert-base-cased')
265
+
266
+ tokenized_dataset = squad_dataset.map(lambda x: tokenizer(x['context']), batched=True)
267
+ ```
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+
269
+ If your dataset is bigger than your disk or if you don't want to wait to download the data, you can use streaming:
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+
271
+ ```python
272
+ # If you want to use the dataset immediately and efficiently stream the data as you iterate over the dataset
273
+ image_dataset = load_dataset('cifar100', streaming=True)
274
+ for example in image_dataset["train"]:
275
+ break
276
+ ```
277
+
278
+ For more details on using the library, check the quick start page in the documentation: https://huggingface.co/docs/datasets/quickstart and the specific pages on:
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+
280
+ - Loading a dataset: https://huggingface.co/docs/datasets/loading
281
+ - What's in a Dataset: https://huggingface.co/docs/datasets/access
282
+ - Processing data with πŸ€— Datasets: https://huggingface.co/docs/datasets/process
283
+ - Processing audio data: https://huggingface.co/docs/datasets/audio_process
284
+ - Processing image data: https://huggingface.co/docs/datasets/image_process
285
+ - Processing text data: https://huggingface.co/docs/datasets/nlp_process
286
+ - Streaming a dataset: https://huggingface.co/docs/datasets/stream
287
+ - Writing your own dataset loading script: https://huggingface.co/docs/datasets/dataset_script
288
+ - etc.
289
+
290
+ # Add a new dataset to the Hub
291
+
292
+ We have a very detailed step-by-step guide to add a new dataset to the ![number of datasets](https://img.shields.io/endpoint?url=https://huggingface.co/api/shields/datasets&color=brightgreen) datasets already provided on the [HuggingFace Datasets Hub](https://huggingface.co/datasets).
293
+
294
+ You can find:
295
+ - [how to upload a dataset to the Hub using your web browser or Python](https://huggingface.co/docs/datasets/upload_dataset) and also
296
+ - [how to upload it using Git](https://huggingface.co/docs/datasets/share).
297
+
298
+ # Main differences between πŸ€— Datasets and `tfds`
299
+
300
+ If you are familiar with the great TensorFlow Datasets, here are the main differences between πŸ€— Datasets and `tfds`:
301
+
302
+ - the scripts in πŸ€— Datasets are not provided within the library but are queried, downloaded/cached and dynamically loaded upon request
303
+ - the backend serialization of πŸ€— Datasets is based on [Apache Arrow](https://arrow.apache.org/) instead of TF Records and leverage python dataclasses for info and features with some diverging features (we mostly don't do encoding and store the raw data as much as possible in the backend serialization cache).
304
+ - the user-facing dataset object of πŸ€— Datasets is not a `tf.data.Dataset` but a built-in framework-agnostic dataset class with methods inspired by what we like in `tf.data` (like a `map()` method). It basically wraps a memory-mapped Arrow table cache.
305
+
306
+ # Disclaimers
307
+
308
+ πŸ€— Datasets may run Python code defined by the dataset authors to parse certain data formats or structures. For security reasons, we ask users to:
309
+ - check the dataset scripts they're going to run beforehand and
310
+ - pin the `revision` of the repositories they use.
311
+
312
+ If you're a dataset owner and wish to update any part of it (description, citation, license, etc.), or do not want your dataset to be included in the Hugging Face Hub, please get in touch by opening a discussion or a pull request in the Community tab of the dataset page. Thanks for your contribution to the ML community!
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+
314
+ ## BibTeX
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+
316
+ If you want to cite our πŸ€— Datasets library, you can use our [paper](https://arxiv.org/abs/2109.02846):
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+
318
+ ```bibtex
319
+ @inproceedings{lhoest-etal-2021-datasets,
320
+ title = "Datasets: A Community Library for Natural Language Processing",
321
+ author = "Lhoest, Quentin and
322
+ Villanova del Moral, Albert and
323
+ Jernite, Yacine and
324
+ Thakur, Abhishek and
325
+ von Platen, Patrick and
326
+ Patil, Suraj and
327
+ Chaumond, Julien and
328
+ Drame, Mariama and
329
+ Plu, Julien and
330
+ Tunstall, Lewis and
331
+ Davison, Joe and
332
+ {\v{S}}a{\v{s}}ko, Mario and
333
+ Chhablani, Gunjan and
334
+ Malik, Bhavitvya and
335
+ Brandeis, Simon and
336
+ Le Scao, Teven and
337
+ Sanh, Victor and
338
+ Xu, Canwen and
339
+ Patry, Nicolas and
340
+ McMillan-Major, Angelina and
341
+ Schmid, Philipp and
342
+ Gugger, Sylvain and
343
+ Delangue, Cl{\'e}ment and
344
+ Matussi{\`e}re, Th{\'e}o and
345
+ Debut, Lysandre and
346
+ Bekman, Stas and
347
+ Cistac, Pierric and
348
+ Goehringer, Thibault and
349
+ Mustar, Victor and
350
+ Lagunas, Fran{\c{c}}ois and
351
+ Rush, Alexander and
352
+ Wolf, Thomas",
353
+ booktitle = "Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: System Demonstrations",
354
+ month = nov,
355
+ year = "2021",
356
+ address = "Online and Punta Cana, Dominican Republic",
357
+ publisher = "Association for Computational Linguistics",
358
+ url = "https://aclanthology.org/2021.emnlp-demo.21",
359
+ pages = "175--184",
360
+ abstract = "The scale, variety, and quantity of publicly-available NLP datasets has grown rapidly as researchers propose new tasks, larger models, and novel benchmarks. Datasets is a community library for contemporary NLP designed to support this ecosystem. Datasets aims to standardize end-user interfaces, versioning, and documentation, while providing a lightweight front-end that behaves similarly for small datasets as for internet-scale corpora. The design of the library incorporates a distributed, community-driven approach to adding datasets and documenting usage. After a year of development, the library now includes more than 650 unique datasets, has more than 250 contributors, and has helped support a variety of novel cross-dataset research projects and shared tasks. The library is available at https://github.com/huggingface/datasets.",
361
+ eprint={2109.02846},
362
+ archivePrefix={arXiv},
363
+ primaryClass={cs.CL},
364
+ }
365
+ ```
366
+
367
+ If you need to cite a specific version of our πŸ€— Datasets library for reproducibility, you can use the corresponding version Zenodo DOI from this [list](https://zenodo.org/search?q=conceptrecid:%224817768%22&sort=-version&all_versions=True).
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+
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+