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| 1 |
+
Metadata-Version: 2.4
|
| 2 |
+
Name: safetensors
|
| 3 |
+
Version: 0.8.0
|
| 4 |
+
Classifier: Development Status :: 5 - Production/Stable
|
| 5 |
+
Classifier: Intended Audience :: Developers
|
| 6 |
+
Classifier: Intended Audience :: Education
|
| 7 |
+
Classifier: Intended Audience :: Science/Research
|
| 8 |
+
Classifier: License :: OSI Approved :: Apache Software License
|
| 9 |
+
Classifier: Operating System :: OS Independent
|
| 10 |
+
Classifier: Programming Language :: Python :: 3
|
| 11 |
+
Classifier: Programming Language :: Python :: 3.10
|
| 12 |
+
Classifier: Programming Language :: Python :: 3.11
|
| 13 |
+
Classifier: Programming Language :: Python :: 3.12
|
| 14 |
+
Classifier: Programming Language :: Python :: 3.13
|
| 15 |
+
Classifier: Programming Language :: Python :: 3.14
|
| 16 |
+
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
|
| 17 |
+
Classifier: Typing :: Typed
|
| 18 |
+
Requires-Dist: safetensors[torch] ; extra == 'all'
|
| 19 |
+
Requires-Dist: safetensors[numpy] ; extra == 'all'
|
| 20 |
+
Requires-Dist: safetensors[jax] ; extra == 'all'
|
| 21 |
+
Requires-Dist: safetensors[paddlepaddle] ; extra == 'all'
|
| 22 |
+
Requires-Dist: safetensors[convert] ; extra == 'all'
|
| 23 |
+
Requires-Dist: safetensors[quality] ; extra == 'all'
|
| 24 |
+
Requires-Dist: safetensors[testing] ; extra == 'all'
|
| 25 |
+
Requires-Dist: safetensors[torch] ; extra == 'convert'
|
| 26 |
+
Requires-Dist: huggingface-hub>=1.4 ; extra == 'convert'
|
| 27 |
+
Requires-Dist: safetensors[all] ; extra == 'dev'
|
| 28 |
+
Requires-Dist: safetensors[pinned-tf] ; extra == 'dev'
|
| 29 |
+
Requires-Dist: safetensors[numpy] ; extra == 'jax'
|
| 30 |
+
Requires-Dist: flax>=0.6.3 ; extra == 'jax'
|
| 31 |
+
Requires-Dist: jax>=0.3.25 ; extra == 'jax'
|
| 32 |
+
Requires-Dist: jaxlib>=0.3.25 ; extra == 'jax'
|
| 33 |
+
Requires-Dist: mlx>=0.0.9 ; extra == 'mlx'
|
| 34 |
+
Requires-Dist: numpy>=1.24.6 ; extra == 'numpy'
|
| 35 |
+
Requires-Dist: safetensors[numpy] ; extra == 'paddlepaddle'
|
| 36 |
+
Requires-Dist: paddlepaddle>=2.4.1 ; extra == 'paddlepaddle'
|
| 37 |
+
Requires-Dist: safetensors[numpy] ; extra == 'pinned-tf'
|
| 38 |
+
Requires-Dist: tensorflow==2.18.0 ; extra == 'pinned-tf'
|
| 39 |
+
Requires-Dist: ruff ; extra == 'quality'
|
| 40 |
+
Requires-Dist: safetensors[numpy] ; extra == 'tensorflow'
|
| 41 |
+
Requires-Dist: tensorflow>=2.11.0 ; extra == 'tensorflow'
|
| 42 |
+
Requires-Dist: safetensors[numpy] ; extra == 'testing'
|
| 43 |
+
Requires-Dist: h5py>=3.7.0 ; extra == 'testing'
|
| 44 |
+
Requires-Dist: setuptools-rust>=1.12.0 ; extra == 'testing'
|
| 45 |
+
Requires-Dist: pytest>=9.0 ; extra == 'testing'
|
| 46 |
+
Requires-Dist: pytest-benchmark>=5.2 ; extra == 'testing'
|
| 47 |
+
Requires-Dist: hypothesis>=6.70.2 ; extra == 'testing'
|
| 48 |
+
Requires-Dist: fsspec>=2024.6.0 ; extra == 'testing'
|
| 49 |
+
Requires-Dist: s3fs>=2024.6.0 ; extra == 'testing'
|
| 50 |
+
Requires-Dist: safetensors[numpy] ; extra == 'tf-nightly'
|
| 51 |
+
Requires-Dist: tf-nightly ; extra == 'tf-nightly'
|
| 52 |
+
Requires-Dist: safetensors[numpy] ; extra == 'torch'
|
| 53 |
+
Requires-Dist: torch>=2.4 ; extra == 'torch'
|
| 54 |
+
Provides-Extra: all
|
| 55 |
+
Provides-Extra: convert
|
| 56 |
+
Provides-Extra: dev
|
| 57 |
+
Provides-Extra: jax
|
| 58 |
+
Provides-Extra: mlx
|
| 59 |
+
Provides-Extra: numpy
|
| 60 |
+
Provides-Extra: paddlepaddle
|
| 61 |
+
Provides-Extra: pinned-tf
|
| 62 |
+
Provides-Extra: quality
|
| 63 |
+
Provides-Extra: tensorflow
|
| 64 |
+
Provides-Extra: testing
|
| 65 |
+
Provides-Extra: tf-nightly
|
| 66 |
+
Provides-Extra: torch
|
| 67 |
+
License-File: LICENSE
|
| 68 |
+
Author-email: Nicolas Patry <patry.nicolas@protonmail.com>, Luc Georges <luc@huggingface.co>, Daniël De Kok <daniel.dekok@huggingface.co>
|
| 69 |
+
Requires-Python: >=3.10
|
| 70 |
+
Description-Content-Type: text/markdown; charset=UTF-8; variant=GFM
|
| 71 |
+
Project-URL: Homepage, https://github.com/huggingface/safetensors
|
| 72 |
+
Project-URL: Source, https://github.com/huggingface/safetensors
|
| 73 |
+
|
| 74 |
+
## Installation
|
| 75 |
+
|
| 76 |
+
```
|
| 77 |
+
pip install safetensors
|
| 78 |
+
```
|
| 79 |
+
|
| 80 |
+
|
| 81 |
+
## Usage
|
| 82 |
+
|
| 83 |
+
### Numpy
|
| 84 |
+
|
| 85 |
+
```python
|
| 86 |
+
from safetensors.numpy import save_file, load_file
|
| 87 |
+
import numpy as np
|
| 88 |
+
|
| 89 |
+
tensors = {
|
| 90 |
+
"a": np.zeros((2, 2)),
|
| 91 |
+
"b": np.zeros((2, 3), dtype=np.uint8)
|
| 92 |
+
}
|
| 93 |
+
|
| 94 |
+
save_file(tensors, "./model.safetensors")
|
| 95 |
+
|
| 96 |
+
|
| 97 |
+
# Now loading
|
| 98 |
+
loaded = load_file("./model.safetensors")
|
| 99 |
+
```
|
| 100 |
+
|
| 101 |
+
### Torch
|
| 102 |
+
|
| 103 |
+
```python
|
| 104 |
+
from safetensors.torch import save_file, load_file
|
| 105 |
+
import torch
|
| 106 |
+
|
| 107 |
+
tensors = {
|
| 108 |
+
"a": torch.zeros((2, 2)),
|
| 109 |
+
"b": torch.zeros((2, 3), dtype=torch.uint8)
|
| 110 |
+
}
|
| 111 |
+
|
| 112 |
+
save_file(tensors, "./model.safetensors")
|
| 113 |
+
|
| 114 |
+
|
| 115 |
+
# Now loading
|
| 116 |
+
loaded = load_file("./model.safetensors")
|
| 117 |
+
```
|
| 118 |
+
|
| 119 |
+
### Developing
|
| 120 |
+
|
| 121 |
+
```
|
| 122 |
+
# inside ./safetensors/bindings/python
|
| 123 |
+
pip install .[dev]
|
| 124 |
+
```
|
| 125 |
+
Should be enough to install this library locally.
|
| 126 |
+
|
| 127 |
+
### Testing
|
| 128 |
+
|
| 129 |
+
```
|
| 130 |
+
# inside ./safetensors/bindings/python
|
| 131 |
+
pip install .[dev]
|
| 132 |
+
pytest -sv tests/
|
| 133 |
+
```
|
| 134 |
+
|
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| 1 |
+
Metadata-Version: 2.4
|
| 2 |
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Name: SQLAlchemy
|
| 3 |
+
Version: 2.0.51
|
| 4 |
+
Summary: Database Abstraction Library
|
| 5 |
+
Home-page: https://www.sqlalchemy.org
|
| 6 |
+
Author: Mike Bayer
|
| 7 |
+
Author-email: mike_mp@zzzcomputing.com
|
| 8 |
+
License: MIT
|
| 9 |
+
Project-URL: Documentation, https://docs.sqlalchemy.org
|
| 10 |
+
Project-URL: Issue Tracker, https://github.com/sqlalchemy/sqlalchemy/
|
| 11 |
+
Classifier: Development Status :: 5 - Production/Stable
|
| 12 |
+
Classifier: Intended Audience :: Developers
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| 13 |
+
Classifier: Operating System :: OS Independent
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| 14 |
+
Classifier: Programming Language :: Python
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| 15 |
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Classifier: Programming Language :: Python :: 3
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| 16 |
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Classifier: Programming Language :: Python :: 3.7
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Classifier: Programming Language :: Python :: 3.8
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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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| 23 |
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Classifier: Programming Language :: Python :: Implementation :: CPython
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| 24 |
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Classifier: Programming Language :: Python :: Implementation :: PyPy
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| 25 |
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Classifier: Topic :: Database :: Front-Ends
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| 26 |
+
Requires-Python: >=3.7
|
| 27 |
+
Description-Content-Type: text/x-rst
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| 28 |
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License-File: LICENSE
|
| 29 |
+
Requires-Dist: importlib-metadata; python_version < "3.8"
|
| 30 |
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Requires-Dist: greenlet>=1; platform_machine == "aarch64" or (platform_machine == "ppc64le" or (platform_machine == "x86_64" or (platform_machine == "amd64" or (platform_machine == "AMD64" or (platform_machine == "win32" or platform_machine == "WIN32")))))
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Requires-Dist: greenlet>=1; extra == "aiomysql"
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| 71 |
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| 74 |
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| 82 |
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| 83 |
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Requires-Dist: sqlcipher3_binary; extra == "sqlcipher"
|
| 84 |
+
Dynamic: license-file
|
| 85 |
+
|
| 86 |
+
SQLAlchemy
|
| 87 |
+
==========
|
| 88 |
+
|
| 89 |
+
|PyPI| |Python| |Downloads|
|
| 90 |
+
|
| 91 |
+
.. |PyPI| image:: https://img.shields.io/pypi/v/sqlalchemy
|
| 92 |
+
:target: https://pypi.org/project/sqlalchemy
|
| 93 |
+
:alt: PyPI
|
| 94 |
+
|
| 95 |
+
.. |Python| image:: https://img.shields.io/pypi/pyversions/sqlalchemy
|
| 96 |
+
:target: https://pypi.org/project/sqlalchemy
|
| 97 |
+
:alt: PyPI - Python Version
|
| 98 |
+
|
| 99 |
+
.. |Downloads| image:: https://static.pepy.tech/badge/sqlalchemy/month
|
| 100 |
+
:target: https://pepy.tech/project/sqlalchemy
|
| 101 |
+
:alt: PyPI - Downloads
|
| 102 |
+
|
| 103 |
+
|
| 104 |
+
The Python SQL Toolkit and Object Relational Mapper
|
| 105 |
+
|
| 106 |
+
Introduction
|
| 107 |
+
-------------
|
| 108 |
+
|
| 109 |
+
SQLAlchemy is the Python SQL toolkit and Object Relational Mapper
|
| 110 |
+
that gives application developers the full power and
|
| 111 |
+
flexibility of SQL. SQLAlchemy provides a full suite
|
| 112 |
+
of well known enterprise-level persistence patterns,
|
| 113 |
+
designed for efficient and high-performing database
|
| 114 |
+
access, adapted into a simple and Pythonic domain
|
| 115 |
+
language.
|
| 116 |
+
|
| 117 |
+
Major SQLAlchemy features include:
|
| 118 |
+
|
| 119 |
+
* An industrial strength ORM, built
|
| 120 |
+
from the core on the identity map, unit of work,
|
| 121 |
+
and data mapper patterns. These patterns
|
| 122 |
+
allow transparent persistence of objects
|
| 123 |
+
using a declarative configuration system.
|
| 124 |
+
Domain models
|
| 125 |
+
can be constructed and manipulated naturally,
|
| 126 |
+
and changes are synchronized with the
|
| 127 |
+
current transaction automatically.
|
| 128 |
+
* A relationally-oriented query system, exposing
|
| 129 |
+
the full range of SQL's capabilities
|
| 130 |
+
explicitly, including joins, subqueries,
|
| 131 |
+
correlation, and most everything else,
|
| 132 |
+
in terms of the object model.
|
| 133 |
+
Writing queries with the ORM uses the same
|
| 134 |
+
techniques of relational composition you use
|
| 135 |
+
when writing SQL. While you can drop into
|
| 136 |
+
literal SQL at any time, it's virtually never
|
| 137 |
+
needed.
|
| 138 |
+
* A comprehensive and flexible system
|
| 139 |
+
of eager loading for related collections and objects.
|
| 140 |
+
Collections are cached within a session,
|
| 141 |
+
and can be loaded on individual access, all
|
| 142 |
+
at once using joins, or by query per collection
|
| 143 |
+
across the full result set.
|
| 144 |
+
* A Core SQL construction system and DBAPI
|
| 145 |
+
interaction layer. The SQLAlchemy Core is
|
| 146 |
+
separate from the ORM and is a full database
|
| 147 |
+
abstraction layer in its own right, and includes
|
| 148 |
+
an extensible Python-based SQL expression
|
| 149 |
+
language, schema metadata, connection pooling,
|
| 150 |
+
type coercion, and custom types.
|
| 151 |
+
* All primary and foreign key constraints are
|
| 152 |
+
assumed to be composite and natural. Surrogate
|
| 153 |
+
integer primary keys are of course still the
|
| 154 |
+
norm, but SQLAlchemy never assumes or hardcodes
|
| 155 |
+
to this model.
|
| 156 |
+
* Database introspection and generation. Database
|
| 157 |
+
schemas can be "reflected" in one step into
|
| 158 |
+
Python structures representing database metadata;
|
| 159 |
+
those same structures can then generate
|
| 160 |
+
CREATE statements right back out - all within
|
| 161 |
+
the Core, independent of the ORM.
|
| 162 |
+
|
| 163 |
+
SQLAlchemy's philosophy:
|
| 164 |
+
|
| 165 |
+
* SQL databases behave less and less like object
|
| 166 |
+
collections the more size and performance start to
|
| 167 |
+
matter; object collections behave less and less like
|
| 168 |
+
tables and rows the more abstraction starts to matter.
|
| 169 |
+
SQLAlchemy aims to accommodate both of these
|
| 170 |
+
principles.
|
| 171 |
+
* An ORM doesn't need to hide the "R". A relational
|
| 172 |
+
database provides rich, set-based functionality
|
| 173 |
+
that should be fully exposed. SQLAlchemy's
|
| 174 |
+
ORM provides an open-ended set of patterns
|
| 175 |
+
that allow a developer to construct a custom
|
| 176 |
+
mediation layer between a domain model and
|
| 177 |
+
a relational schema, turning the so-called
|
| 178 |
+
"object relational impedance" issue into
|
| 179 |
+
a distant memory.
|
| 180 |
+
* The developer, in all cases, makes all decisions
|
| 181 |
+
regarding the design, structure, and naming conventions
|
| 182 |
+
of both the object model as well as the relational
|
| 183 |
+
schema. SQLAlchemy only provides the means
|
| 184 |
+
to automate the execution of these decisions.
|
| 185 |
+
* With SQLAlchemy, there's no such thing as
|
| 186 |
+
"the ORM generated a bad query" - you
|
| 187 |
+
retain full control over the structure of
|
| 188 |
+
queries, including how joins are organized,
|
| 189 |
+
how subqueries and correlation is used, what
|
| 190 |
+
columns are requested. Everything SQLAlchemy
|
| 191 |
+
does is ultimately the result of a developer-initiated
|
| 192 |
+
decision.
|
| 193 |
+
* Don't use an ORM if the problem doesn't need one.
|
| 194 |
+
SQLAlchemy consists of a Core and separate ORM
|
| 195 |
+
component. The Core offers a full SQL expression
|
| 196 |
+
language that allows Pythonic construction
|
| 197 |
+
of SQL constructs that render directly to SQL
|
| 198 |
+
strings for a target database, returning
|
| 199 |
+
result sets that are essentially enhanced DBAPI
|
| 200 |
+
cursors.
|
| 201 |
+
* Transactions should be the norm. With SQLAlchemy's
|
| 202 |
+
ORM, nothing goes to permanent storage until
|
| 203 |
+
commit() is called. SQLAlchemy encourages applications
|
| 204 |
+
to create a consistent means of delineating
|
| 205 |
+
the start and end of a series of operations.
|
| 206 |
+
* Never render a literal value in a SQL statement.
|
| 207 |
+
Bound parameters are used to the greatest degree
|
| 208 |
+
possible, allowing query optimizers to cache
|
| 209 |
+
query plans effectively and making SQL injection
|
| 210 |
+
attacks a non-issue.
|
| 211 |
+
|
| 212 |
+
Documentation
|
| 213 |
+
-------------
|
| 214 |
+
|
| 215 |
+
Latest documentation is at:
|
| 216 |
+
|
| 217 |
+
https://www.sqlalchemy.org/docs/
|
| 218 |
+
|
| 219 |
+
Installation / Requirements
|
| 220 |
+
---------------------------
|
| 221 |
+
|
| 222 |
+
Full documentation for installation is at
|
| 223 |
+
`Installation <https://www.sqlalchemy.org/docs/intro.html#installation>`_.
|
| 224 |
+
|
| 225 |
+
Getting Help / Development / Bug reporting
|
| 226 |
+
------------------------------------------
|
| 227 |
+
|
| 228 |
+
Please refer to the `SQLAlchemy Community Guide <https://www.sqlalchemy.org/support.html>`_.
|
| 229 |
+
|
| 230 |
+
Code of Conduct
|
| 231 |
+
---------------
|
| 232 |
+
|
| 233 |
+
Above all, SQLAlchemy places great emphasis on polite, thoughtful, and
|
| 234 |
+
constructive communication between users and developers.
|
| 235 |
+
Please see our current Code of Conduct at
|
| 236 |
+
`Code of Conduct <https://www.sqlalchemy.org/codeofconduct.html>`_.
|
| 237 |
+
|
| 238 |
+
License
|
| 239 |
+
-------
|
| 240 |
+
|
| 241 |
+
SQLAlchemy is distributed under the `MIT license
|
| 242 |
+
<https://www.opensource.org/licenses/mit-license.php>`_.
|
| 243 |
+
|
.cache/pip/http-v2/a/a/0/d/7/aa0d704d97a2f85d8db67bd1a027229056e18fcc8fef4bddcbbb3312
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ADDED
|
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| 1 |
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Metadata-Version: 2.4
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Name: greenlet
|
| 3 |
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Version: 3.5.4
|
| 4 |
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Summary: Lightweight in-process concurrent programming
|
| 5 |
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Author-email: Alexey Borzenkov <snaury@gmail.com>
|
| 6 |
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Maintainer-email: Jason Madden <jason@seecoresoftware.com>
|
| 7 |
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License-Expression: MIT AND PSF-2.0
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Project-URL: Homepage, https://greenlet.readthedocs.io
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|
| 11 |
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Project-URL: Issues, https://github.com/python-greenlet/greenlet/issues
|
| 12 |
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Project-URL: Changelog, https://greenlet.readthedocs.io/en/latest/changes.html
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Keywords: greenlet,coroutine,concurrency,threads,cooperative
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|
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Dynamic: license-file
|
| 40 |
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|
| 41 |
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.. This file is included into docs/history.rst
|
| 42 |
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|
| 43 |
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|
| 44 |
+
Greenlets are lightweight coroutines for in-process concurrent
|
| 45 |
+
programming.
|
| 46 |
+
|
| 47 |
+
The "greenlet" package is a spin-off of `Stackless`_, a version of
|
| 48 |
+
CPython that supports micro-threads called "tasklets". Tasklets run
|
| 49 |
+
pseudo-concurrently (typically in a single or a few OS-level threads)
|
| 50 |
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and are synchronized with data exchanges on "channels".
|
| 51 |
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|
| 52 |
+
A "greenlet", on the other hand, is a still more primitive notion of
|
| 53 |
+
micro-thread with no implicit scheduling; coroutines, in other words.
|
| 54 |
+
This is useful when you want to control exactly when your code runs.
|
| 55 |
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You can build custom scheduled micro-threads on top of greenlet;
|
| 56 |
+
however, it seems that greenlets are useful on their own as a way to
|
| 57 |
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make advanced control flow structures. For example, we can recreate
|
| 58 |
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generators; the difference with Python's own generators is that our
|
| 59 |
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generators can call nested functions and the nested functions can
|
| 60 |
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yield values too. (Additionally, you don't need a "yield" keyword. See
|
| 61 |
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the example in `test_generator.py
|
| 62 |
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<https://github.com/python-greenlet/greenlet/blob/adca19bf1f287b3395896a8f41f3f4fd1797fdc7/src/greenlet/tests/test_generator.py#L1>`_).
|
| 63 |
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|
| 64 |
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Greenlets are provided as a C extension module for the regular unmodified
|
| 65 |
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interpreter.
|
| 66 |
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|
| 67 |
+
.. _`Stackless`: http://www.stackless.com
|
| 68 |
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|
| 69 |
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|
| 70 |
+
Who is using Greenlet?
|
| 71 |
+
======================
|
| 72 |
+
|
| 73 |
+
There are several libraries that use Greenlet as a more flexible
|
| 74 |
+
alternative to Python's built in coroutine support:
|
| 75 |
+
|
| 76 |
+
- `Concurrence`_
|
| 77 |
+
- `Eventlet`_
|
| 78 |
+
- `Gevent`_
|
| 79 |
+
|
| 80 |
+
.. _Concurrence: http://opensource.hyves.org/concurrence/
|
| 81 |
+
.. _Eventlet: http://eventlet.net/
|
| 82 |
+
.. _Gevent: http://www.gevent.org/
|
| 83 |
+
|
| 84 |
+
Getting Greenlet
|
| 85 |
+
================
|
| 86 |
+
|
| 87 |
+
The easiest way to get Greenlet is to install it with pip::
|
| 88 |
+
|
| 89 |
+
pip install greenlet
|
| 90 |
+
|
| 91 |
+
|
| 92 |
+
Source code archives and binary distributions are available on the
|
| 93 |
+
python package index at https://pypi.org/project/greenlet
|
| 94 |
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|
| 95 |
+
The source code repository is hosted on github:
|
| 96 |
+
https://github.com/python-greenlet/greenlet
|
| 97 |
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|
| 98 |
+
Documentation is available on readthedocs.org:
|
| 99 |
+
https://greenlet.readthedocs.io
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Metadata-Version: 2.4
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Name: pip
|
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Author-email: The pip developers <distutils-sig@python.org>
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Requires-Python: >=3.10
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Classifier: Programming Language :: Python :: Implementation :: PyPy
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| 22 |
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License-File: AUTHORS.txt
|
| 23 |
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License-File: LICENSE.txt
|
| 24 |
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License-File: src/pip/_vendor/cachecontrol/LICENSE.txt
|
| 25 |
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License-File: src/pip/_vendor/certifi/LICENSE
|
| 26 |
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License-File: src/pip/_vendor/distlib/LICENSE.txt
|
| 27 |
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License-File: src/pip/_vendor/distro/LICENSE
|
| 28 |
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License-File: src/pip/_vendor/idna/LICENSE.md
|
| 29 |
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License-File: src/pip/_vendor/msgpack/COPYING
|
| 30 |
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License-File: src/pip/_vendor/packaging/LICENSE
|
| 31 |
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License-File: src/pip/_vendor/packaging/LICENSE.APACHE
|
| 32 |
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License-File: src/pip/_vendor/packaging/LICENSE.BSD
|
| 33 |
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License-File: src/pip/_vendor/pkg_resources/LICENSE
|
| 34 |
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License-File: src/pip/_vendor/platformdirs/LICENSE
|
| 35 |
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License-File: src/pip/_vendor/pygments/LICENSE
|
| 36 |
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License-File: src/pip/_vendor/pyproject_hooks/LICENSE
|
| 37 |
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License-File: src/pip/_vendor/requests/LICENSE
|
| 38 |
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License-File: src/pip/_vendor/resolvelib/LICENSE
|
| 39 |
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License-File: src/pip/_vendor/rich/LICENSE
|
| 40 |
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License-File: src/pip/_vendor/tomli/LICENSE
|
| 41 |
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License-File: src/pip/_vendor/tomli_w/LICENSE
|
| 42 |
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License-File: src/pip/_vendor/truststore/LICENSE
|
| 43 |
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License-File: src/pip/_vendor/urllib3/LICENSE.txt
|
| 44 |
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Project-URL: Changelog, https://pip.pypa.io/en/stable/news/
|
| 45 |
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Project-URL: Documentation, https://pip.pypa.io
|
| 46 |
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Project-URL: Homepage, https://pip.pypa.io/
|
| 47 |
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Project-URL: Source, https://github.com/pypa/pip
|
| 48 |
+
|
| 49 |
+
pip - The Python Package Installer
|
| 50 |
+
==================================
|
| 51 |
+
|
| 52 |
+
.. |pypi-version| image:: https://img.shields.io/pypi/v/pip.svg
|
| 53 |
+
:target: https://pypi.org/project/pip/
|
| 54 |
+
:alt: PyPI
|
| 55 |
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|
| 56 |
+
.. |python-versions| image:: https://img.shields.io/pypi/pyversions/pip
|
| 57 |
+
:target: https://pypi.org/project/pip
|
| 58 |
+
:alt: PyPI - Python Version
|
| 59 |
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|
| 60 |
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.. |docs-badge| image:: https://readthedocs.org/projects/pip/badge/?version=latest
|
| 61 |
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:target: https://pip.pypa.io/en/latest
|
| 62 |
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:alt: Documentation
|
| 63 |
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|
| 64 |
+
|pypi-version| |python-versions| |docs-badge|
|
| 65 |
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|
| 66 |
+
pip is the `package installer`_ for Python. You can use pip to install packages from the `Python Package Index`_ and other indexes.
|
| 67 |
+
|
| 68 |
+
Please take a look at our documentation for how to install and use pip:
|
| 69 |
+
|
| 70 |
+
* `Installation`_
|
| 71 |
+
* `Usage`_
|
| 72 |
+
|
| 73 |
+
We release updates regularly, with a new version every 3 months. Find more details in our documentation:
|
| 74 |
+
|
| 75 |
+
* `Release notes`_
|
| 76 |
+
* `Release process`_
|
| 77 |
+
|
| 78 |
+
If you find bugs, need help, or want to talk to the developers, please use our mailing lists or chat rooms:
|
| 79 |
+
|
| 80 |
+
* `Issue tracking`_
|
| 81 |
+
* `Discourse channel`_
|
| 82 |
+
* `User IRC`_
|
| 83 |
+
|
| 84 |
+
If you want to get involved, head over to GitHub to get the source code, look at our development documentation and feel free to jump on the developer mailing lists and chat rooms:
|
| 85 |
+
|
| 86 |
+
* `GitHub page`_
|
| 87 |
+
* `Development documentation`_
|
| 88 |
+
* `Development IRC`_
|
| 89 |
+
|
| 90 |
+
Code of Conduct
|
| 91 |
+
---------------
|
| 92 |
+
|
| 93 |
+
Everyone interacting in the pip project's codebases, issue trackers, chat
|
| 94 |
+
rooms, and mailing lists is expected to follow the `PSF Code of Conduct`_.
|
| 95 |
+
|
| 96 |
+
.. _package installer: https://packaging.python.org/guides/tool-recommendations/
|
| 97 |
+
.. _Python Package Index: https://pypi.org
|
| 98 |
+
.. _Installation: https://pip.pypa.io/en/stable/installation/
|
| 99 |
+
.. _Usage: https://pip.pypa.io/en/stable/
|
| 100 |
+
.. _Release notes: https://pip.pypa.io/en/stable/news.html
|
| 101 |
+
.. _Release process: https://pip.pypa.io/en/latest/development/release-process/
|
| 102 |
+
.. _GitHub page: https://github.com/pypa/pip
|
| 103 |
+
.. _Development documentation: https://pip.pypa.io/en/latest/development
|
| 104 |
+
.. _Issue tracking: https://github.com/pypa/pip/issues
|
| 105 |
+
.. _Discourse channel: https://discuss.python.org/c/packaging
|
| 106 |
+
.. _User IRC: https://kiwiirc.com/nextclient/#ircs://irc.libera.chat:+6697/pypa
|
| 107 |
+
.. _Development IRC: https://kiwiirc.com/nextclient/#ircs://irc.libera.chat:+6697/pypa-dev
|
| 108 |
+
.. _PSF Code of Conduct: https://github.com/pypa/.github/blob/main/CODE_OF_CONDUCT.md
|
| 109 |
+
|
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|
| 1 |
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Metadata-Version: 2.1
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Name: et_xmlfile
|
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Version: 2.0.0
|
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Summary: An implementation of lxml.xmlfile for the standard library
|
| 5 |
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Home-page: https://foss.heptapod.net/openpyxl/et_xmlfile
|
| 6 |
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Author: See AUTHORS.txt
|
| 7 |
+
Author-email: charlie.clark@clark-consulting.eu
|
| 8 |
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License: MIT
|
| 9 |
+
Project-URL: Documentation, https://openpyxl.pages.heptapod.net/et_xmlfile/
|
| 10 |
+
Project-URL: Source, https://foss.heptapod.net/openpyxl/et_xmlfile
|
| 11 |
+
Project-URL: Tracker, https://foss.heptapod.net/openpyxl/et_xmfile/-/issues
|
| 12 |
+
Classifier: Development Status :: 5 - Production/Stable
|
| 13 |
+
Classifier: Operating System :: MacOS :: MacOS X
|
| 14 |
+
Classifier: Operating System :: Microsoft :: Windows
|
| 15 |
+
Classifier: Operating System :: POSIX
|
| 16 |
+
Classifier: License :: OSI Approved :: MIT License
|
| 17 |
+
Classifier: Programming Language :: Python
|
| 18 |
+
Classifier: Programming Language :: Python :: 3.8
|
| 19 |
+
Classifier: Programming Language :: Python :: 3.9
|
| 20 |
+
Classifier: Programming Language :: Python :: 3.10
|
| 21 |
+
Classifier: Programming Language :: Python :: 3.11
|
| 22 |
+
Classifier: Programming Language :: Python :: 3.12
|
| 23 |
+
Classifier: Programming Language :: Python :: 3.13
|
| 24 |
+
Requires-Python: >=3.8
|
| 25 |
+
License-File: LICENCE.python
|
| 26 |
+
License-File: LICENCE.rst
|
| 27 |
+
License-File: AUTHORS.txt
|
| 28 |
+
|
| 29 |
+
.. image:: https://foss.heptapod.net/openpyxl/et_xmlfile/badges/branch/default/coverage.svg
|
| 30 |
+
:target: https://coveralls.io/bitbucket/openpyxl/et_xmlfile?branch=default
|
| 31 |
+
:alt: coverage status
|
| 32 |
+
|
| 33 |
+
et_xmfile
|
| 34 |
+
=========
|
| 35 |
+
|
| 36 |
+
XML can use lots of memory, and et_xmlfile is a low memory library for creating large XML files
|
| 37 |
+
And, although the standard library already includes an incremental parser, `iterparse` it has no equivalent when writing XML. Once an element has been added to the tree, it is written to
|
| 38 |
+
the file or stream and the memory is then cleared.
|
| 39 |
+
|
| 40 |
+
This module is based upon the `xmlfile module from lxml <http://lxml.de/api.html#incremental-xml-generation>`_ with the aim of allowing code to be developed that will work with both libraries.
|
| 41 |
+
It was developed initially for the openpyxl project, but is now a standalone module.
|
| 42 |
+
|
| 43 |
+
The code was written by Elias Rabel as part of the `Python Düsseldorf <http://pyddf.de>`_ openpyxl sprint in September 2014.
|
| 44 |
+
|
| 45 |
+
Proper support for incremental writing was provided by Daniel Hillier in 2024
|
| 46 |
+
|
| 47 |
+
Note on performance
|
| 48 |
+
-------------------
|
| 49 |
+
|
| 50 |
+
The code was not developed with performance in mind, but turned out to be faster than the existing SAX-based implementation but is generally slower than lxml's xmlfile.
|
| 51 |
+
There is one area where an optimisation for lxml may negatively affect the performance of et_xmfile and that is when using the `.element()` method on the xmlfile context manager. It is, therefore, recommended simply to create Elements write these directly, as in the sample code.
|
.cache/pip/http-v2/e/2/6/9/b/e269b47c1c8cba2ba1cc7f1bb700ed131c06c59efcfee2f5b407df38
ADDED
|
Binary file (1.27 kB). View file
|
|
|
.cache/pip/http-v2/e/2/6/9/b/e269b47c1c8cba2ba1cc7f1bb700ed131c06c59efcfee2f5b407df38.body
ADDED
|
@@ -0,0 +1,373 @@
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|
| 1 |
+
Metadata-Version: 2.4
|
| 2 |
+
Name: huggingface_hub
|
| 3 |
+
Version: 1.24.0
|
| 4 |
+
Summary: Client library to download and publish models, datasets and other repos on the huggingface.co hub
|
| 5 |
+
Home-page: https://github.com/huggingface/huggingface_hub
|
| 6 |
+
Author: Hugging Face, Inc.
|
| 7 |
+
Author-email: julien@huggingface.co
|
| 8 |
+
License: Apache-2.0
|
| 9 |
+
Keywords: model-hub machine-learning models natural-language-processing deep-learning pytorch pretrained-models
|
| 10 |
+
Classifier: Intended Audience :: Developers
|
| 11 |
+
Classifier: Intended Audience :: Education
|
| 12 |
+
Classifier: Intended Audience :: Science/Research
|
| 13 |
+
Classifier: License :: OSI Approved :: Apache Software License
|
| 14 |
+
Classifier: Operating System :: OS Independent
|
| 15 |
+
Classifier: Programming Language :: Python :: 3
|
| 16 |
+
Classifier: Programming Language :: Python :: 3 :: Only
|
| 17 |
+
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|
| 18 |
+
Classifier: Programming Language :: Python :: 3.11
|
| 19 |
+
Classifier: Programming Language :: Python :: 3.12
|
| 20 |
+
Classifier: Programming Language :: Python :: 3.13
|
| 21 |
+
Classifier: Programming Language :: Python :: 3.14
|
| 22 |
+
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
|
| 23 |
+
Requires-Python: >=3.10.0
|
| 24 |
+
Description-Content-Type: text/markdown
|
| 25 |
+
License-File: LICENSE
|
| 26 |
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|
| 27 |
+
Requires-Dist: filelock>=3.10.0
|
| 28 |
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|
| 29 |
+
Requires-Dist: hf-xet<2.0.0,>=1.5.1; platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "arm64" or platform_machine == "aarch64"
|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
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| 37 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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| 47 |
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|
| 48 |
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|
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|
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| 127 |
+
Requires-Dist: pytest-env; extra == "dev"
|
| 128 |
+
Requires-Dist: pytest-xdist; extra == "dev"
|
| 129 |
+
Requires-Dist: pytest-vcr; extra == "dev"
|
| 130 |
+
Requires-Dist: pytest-asyncio; extra == "dev"
|
| 131 |
+
Requires-Dist: pytest-rerunfailures<16.0; extra == "dev"
|
| 132 |
+
Requires-Dist: pytest-mock; extra == "dev"
|
| 133 |
+
Requires-Dist: urllib3<2.0; extra == "dev"
|
| 134 |
+
Requires-Dist: soundfile; extra == "dev"
|
| 135 |
+
Requires-Dist: Pillow; extra == "dev"
|
| 136 |
+
Requires-Dist: numpy; extra == "dev"
|
| 137 |
+
Requires-Dist: duckdb; extra == "dev"
|
| 138 |
+
Requires-Dist: fastapi; extra == "dev"
|
| 139 |
+
Requires-Dist: ruff>=0.9.0; extra == "dev"
|
| 140 |
+
Requires-Dist: mypy==1.15.0; extra == "dev"
|
| 141 |
+
Requires-Dist: libcst>=1.4.0; extra == "dev"
|
| 142 |
+
Requires-Dist: ty; extra == "dev"
|
| 143 |
+
Requires-Dist: typing-extensions>=4.8.0; extra == "dev"
|
| 144 |
+
Requires-Dist: types-PyYAML; extra == "dev"
|
| 145 |
+
Requires-Dist: types-simplejson; extra == "dev"
|
| 146 |
+
Requires-Dist: types-toml; extra == "dev"
|
| 147 |
+
Requires-Dist: types-tqdm; extra == "dev"
|
| 148 |
+
Requires-Dist: types-urllib3; extra == "dev"
|
| 149 |
+
Dynamic: author
|
| 150 |
+
Dynamic: author-email
|
| 151 |
+
Dynamic: classifier
|
| 152 |
+
Dynamic: description
|
| 153 |
+
Dynamic: description-content-type
|
| 154 |
+
Dynamic: home-page
|
| 155 |
+
Dynamic: keywords
|
| 156 |
+
Dynamic: license
|
| 157 |
+
Dynamic: license-file
|
| 158 |
+
Dynamic: provides-extra
|
| 159 |
+
Dynamic: requires-dist
|
| 160 |
+
Dynamic: requires-python
|
| 161 |
+
Dynamic: summary
|
| 162 |
+
|
| 163 |
+
<p align="center">
|
| 164 |
+
<picture>
|
| 165 |
+
<source media="(prefers-color-scheme: dark)" srcset="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/huggingface_hub-dark.svg">
|
| 166 |
+
<source media="(prefers-color-scheme: light)" srcset="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/huggingface_hub.svg">
|
| 167 |
+
<img alt="huggingface_hub library logo" src="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/huggingface_hub.svg" width="352" height="59" style="max-width: 100%">
|
| 168 |
+
</picture>
|
| 169 |
+
<br/>
|
| 170 |
+
<br/>
|
| 171 |
+
</p>
|
| 172 |
+
|
| 173 |
+
<p align="center">
|
| 174 |
+
<i>The official CLI and Python client for the Hugging Face Hub.</i>
|
| 175 |
+
<br/>
|
| 176 |
+
<a href="#what-is-huggingface_hub">About</a>
|
| 177 |
+
·
|
| 178 |
+
<a href="https://huggingface.co/docs/huggingface_hub">Documentation</a>
|
| 179 |
+
·
|
| 180 |
+
<a href="https://huggingface.co/docs/huggingface_hub/en/installation">Install</a>
|
| 181 |
+
·
|
| 182 |
+
<a href="https://huggingface.co/docs/huggingface_hub/en/guides/cli">CLI Guide</a>
|
| 183 |
+
·
|
| 184 |
+
<a href="https://github.com/huggingface/huggingface_hub/blob/main/CONTRIBUTING.md">Contributing</a>
|
| 185 |
+
</p>
|
| 186 |
+
|
| 187 |
+
<p align="center">
|
| 188 |
+
<a href="https://huggingface.co/docs/huggingface_hub/en/index"><img alt="Documentation" src="https://img.shields.io/website/http/huggingface.co/docs/huggingface_hub/index.svg?down_color=red&down_message=offline&up_message=online&label=doc"></a>
|
| 189 |
+
<a href="https://github.com/huggingface/huggingface_hub/releases"><img alt="GitHub release" src="https://img.shields.io/github/release/huggingface/huggingface_hub.svg"></a>
|
| 190 |
+
<a href="https://github.com/huggingface/huggingface_hub"><img alt="PyPi version" src="https://img.shields.io/pypi/pyversions/huggingface_hub.svg"></a>
|
| 191 |
+
<a href="https://pypi.org/project/huggingface-hub"><img alt="PyPI - Downloads" src="https://img.shields.io/pypi/dm/huggingface_hub"></a>
|
| 192 |
+
<a href="https://codecov.io/gh/huggingface/huggingface_hub"><img alt="Code coverage" src="https://codecov.io/gh/huggingface/huggingface_hub/branch/main/graph/badge.svg?token=RXP95LE2XL"></a>
|
| 193 |
+
</p>
|
| 194 |
+
|
| 195 |
+
<h4 align="center">
|
| 196 |
+
<p>
|
| 197 |
+
<b>English</b> |
|
| 198 |
+
<a href="https://github.com/huggingface/huggingface_hub/blob/main/i18n/README_de.md">Deutsch</a> |
|
| 199 |
+
<a href="https://github.com/huggingface/huggingface_hub/blob/main/i18n/README_fr.md">Français</a> |
|
| 200 |
+
<a href="https://github.com/huggingface/huggingface_hub/blob/main/i18n/README_hi.md">हिंदी</a> |
|
| 201 |
+
<a href="https://github.com/huggingface/huggingface_hub/blob/main/i18n/README_ko.md">한국어</a> |
|
| 202 |
+
<a href="https://github.com/huggingface/huggingface_hub/blob/main/i18n/README_cn.md">中文 (简体)</a> |
|
| 203 |
+
<a href="https://github.com/huggingface/huggingface_hub/blob/main/i18n/README_kn.md">ಕನ್ನಡ</a>
|
| 204 |
+
</p>
|
| 205 |
+
</h4>
|
| 206 |
+
|
| 207 |
+
## Quick start
|
| 208 |
+
|
| 209 |
+
Install the [`hf` CLI](https://huggingface.co/docs/huggingface_hub/en/guides/cli) with the standalone installer:
|
| 210 |
+
|
| 211 |
+
```bash
|
| 212 |
+
# On macOS and Linux.
|
| 213 |
+
curl -LsSf https://hf.co/cli/install.sh | bash
|
| 214 |
+
```
|
| 215 |
+
|
| 216 |
+
```powershell
|
| 217 |
+
# On Windows.
|
| 218 |
+
powershell -ExecutionPolicy ByPass -c "irm https://hf.co/cli/install.ps1 | iex"
|
| 219 |
+
```
|
| 220 |
+
|
| 221 |
+
Log in, then start working with the Hub:
|
| 222 |
+
|
| 223 |
+
```bash
|
| 224 |
+
# Log in (use --token $HF_TOKEN in non-interactive environments)
|
| 225 |
+
hf auth login
|
| 226 |
+
|
| 227 |
+
# Find models served by Inference Providers
|
| 228 |
+
hf models ls --warm
|
| 229 |
+
|
| 230 |
+
# Download a model
|
| 231 |
+
hf download Qwen/Qwen3-0.6B
|
| 232 |
+
|
| 233 |
+
# Upload files to your own repo
|
| 234 |
+
hf upload username/my-cool-model ./model.safetensors
|
| 235 |
+
|
| 236 |
+
# Sync a local folder to a storage bucket
|
| 237 |
+
hf buckets sync ./checkpoints hf://buckets/username/my-bucket
|
| 238 |
+
|
| 239 |
+
# Run a job on Hugging Face infrastructure
|
| 240 |
+
hf jobs run python:3.12 python -c "print('Hello from the cloud!')"
|
| 241 |
+
|
| 242 |
+
# Discover everything else
|
| 243 |
+
hf --help
|
| 244 |
+
```
|
| 245 |
+
|
| 246 |
+
The Hub uses tokens to authenticate applications (see [docs](https://huggingface.co/docs/hub/security-tokens)). Check out the [CLI guide](https://huggingface.co/docs/huggingface_hub/en/guides/cli) for a tour of the main features.
|
| 247 |
+
|
| 248 |
+
## What is `huggingface_hub`?
|
| 249 |
+
|
| 250 |
+
The `huggingface_hub` library allows you to interact with the [Hugging Face Hub](https://huggingface.co/), a platform democratizing open-source Machine Learning for creators and collaborators. Discover pre-trained models and datasets for your projects, play with the thousands of machine learning apps hosted on the Hub, or create and share your own models, datasets and demos with the community. Everything ships in one package with two interfaces: the [`hf` CLI](https://huggingface.co/docs/huggingface_hub/en/guides/cli) for your terminal and the `huggingface_hub` library for Python — both designed to work well for humans and AI agents. Use them to:
|
| 251 |
+
|
| 252 |
+
- [Download files](https://huggingface.co/docs/huggingface_hub/en/guides/download) from the Hub.
|
| 253 |
+
- [Upload files](https://huggingface.co/docs/huggingface_hub/en/guides/upload) to the Hub.
|
| 254 |
+
- [Manage your repositories](https://huggingface.co/docs/huggingface_hub/en/guides/repository).
|
| 255 |
+
- [Run Inference](https://huggingface.co/docs/huggingface_hub/en/guides/inference) on deployed models.
|
| 256 |
+
- [Run Jobs](https://huggingface.co/docs/huggingface_hub/en/guides/jobs) on Hugging Face infrastructure.
|
| 257 |
+
- [Search](https://huggingface.co/docs/huggingface_hub/en/guides/search) for models, datasets and Spaces.
|
| 258 |
+
- [Share Model Cards](https://huggingface.co/docs/huggingface_hub/en/guides/model-cards) to document your models.
|
| 259 |
+
- [Engage with the community](https://huggingface.co/docs/huggingface_hub/en/guides/community) through PRs and comments.
|
| 260 |
+
- Do all of the above from the terminal with the [`hf` CLI](https://huggingface.co/docs/huggingface_hub/en/guides/cli).
|
| 261 |
+
|
| 262 |
+
## Built for humans and AI agents
|
| 263 |
+
|
| 264 |
+
The `hf` CLI is designed for people and coding agents alike: the same commands adapt their output when run by an agent. If you use Claude Code, Codex, Cursor, or another coding agent, install the `hf` CLI Skill — a command reference generated from your installed CLI:
|
| 265 |
+
|
| 266 |
+
```bash
|
| 267 |
+
# for Codex, Cursor, OpenCode, Pi and other agents that load skills from `.agents/skills`
|
| 268 |
+
hf skills add
|
| 269 |
+
# includes the above + Claude Code
|
| 270 |
+
hf skills add --claude
|
| 271 |
+
```
|
| 272 |
+
|
| 273 |
+
Learn more in the [Hugging Face CLI for AI agents guide](https://huggingface.co/docs/hub/agents-cli) and the [announcement blog post](https://huggingface.co/blog/hf-cli-for-agents).
|
| 274 |
+
|
| 275 |
+
## Use the Python library
|
| 276 |
+
|
| 277 |
+
Install the `huggingface_hub` package with [pip](https://pypi.org/project/huggingface-hub/) (this also installs the `hf` CLI):
|
| 278 |
+
|
| 279 |
+
```bash
|
| 280 |
+
pip install huggingface_hub
|
| 281 |
+
```
|
| 282 |
+
|
| 283 |
+
We recommend using [`uv`](https://docs.astral.sh/uv/) for a fast and reliable install:
|
| 284 |
+
|
| 285 |
+
```bash
|
| 286 |
+
uv pip install huggingface_hub
|
| 287 |
+
```
|
| 288 |
+
|
| 289 |
+
In order to keep the package minimal by default, `huggingface_hub` comes with optional dependencies useful for some use cases. For example, if you want to use the MCP module, run:
|
| 290 |
+
|
| 291 |
+
```bash
|
| 292 |
+
pip install "huggingface_hub[mcp]"
|
| 293 |
+
```
|
| 294 |
+
|
| 295 |
+
To learn more about installation and optional dependencies, check out the [installation guide](https://huggingface.co/docs/huggingface_hub/en/installation).
|
| 296 |
+
|
| 297 |
+
### Download files
|
| 298 |
+
|
| 299 |
+
Download a single file
|
| 300 |
+
|
| 301 |
+
```py
|
| 302 |
+
from huggingface_hub import hf_hub_download
|
| 303 |
+
|
| 304 |
+
hf_hub_download(repo_id="zai-org/GLM-5.2", filename="config.json")
|
| 305 |
+
```
|
| 306 |
+
|
| 307 |
+
Or an entire repository
|
| 308 |
+
|
| 309 |
+
```py
|
| 310 |
+
from huggingface_hub import snapshot_download
|
| 311 |
+
|
| 312 |
+
snapshot_download("sentence-transformers/all-MiniLM-L6-v2")
|
| 313 |
+
```
|
| 314 |
+
|
| 315 |
+
Files will be downloaded in a local cache folder. More details in [this guide](https://huggingface.co/docs/huggingface_hub/en/guides/manage-cache).
|
| 316 |
+
|
| 317 |
+
### Create a repository
|
| 318 |
+
|
| 319 |
+
```py
|
| 320 |
+
from huggingface_hub import create_repo
|
| 321 |
+
|
| 322 |
+
create_repo(repo_id="super-cool-model")
|
| 323 |
+
```
|
| 324 |
+
|
| 325 |
+
### Upload files
|
| 326 |
+
|
| 327 |
+
Upload a single file
|
| 328 |
+
|
| 329 |
+
```py
|
| 330 |
+
from huggingface_hub import upload_file
|
| 331 |
+
|
| 332 |
+
upload_file(
|
| 333 |
+
path_or_fileobj="/home/lysandre/dummy-test/README.md",
|
| 334 |
+
path_in_repo="README.md",
|
| 335 |
+
repo_id="lysandre/test-model",
|
| 336 |
+
)
|
| 337 |
+
```
|
| 338 |
+
|
| 339 |
+
Or an entire folder
|
| 340 |
+
|
| 341 |
+
```py
|
| 342 |
+
from huggingface_hub import upload_folder
|
| 343 |
+
|
| 344 |
+
upload_folder(
|
| 345 |
+
folder_path="/path/to/local/space",
|
| 346 |
+
repo_id="username/my-cool-space",
|
| 347 |
+
repo_type="space",
|
| 348 |
+
)
|
| 349 |
+
```
|
| 350 |
+
|
| 351 |
+
More details in the [upload guide](https://huggingface.co/docs/huggingface_hub/en/guides/upload).
|
| 352 |
+
|
| 353 |
+
## Integrating with the Hub.
|
| 354 |
+
|
| 355 |
+
We're partnering with cool open source ML libraries to provide free model hosting and versioning. You can find the existing integrations [here](https://huggingface.co/docs/hub/libraries).
|
| 356 |
+
|
| 357 |
+
The advantages are:
|
| 358 |
+
|
| 359 |
+
- Free model or dataset hosting for libraries and their users.
|
| 360 |
+
- Built-in file versioning, even with very large files, made possible by [Xet](https://huggingface.co/docs/hub/xet/index), the Hub's chunk-deduplicated storage backend.
|
| 361 |
+
- In-browser widgets to play with the uploaded models.
|
| 362 |
+
- Anyone can upload a new model for your library, they just need to add the corresponding tag for the model to be discoverable.
|
| 363 |
+
- Fast downloads! We use Cloudfront (a CDN) to geo-replicate downloads so they're blazing fast from anywhere on the globe.
|
| 364 |
+
- Usage stats and more features to come.
|
| 365 |
+
|
| 366 |
+
If you would like to integrate your library, feel free to open an issue to begin the discussion. We wrote a [step-by-step guide](https://huggingface.co/docs/hub/adding-a-library) with ❤️ showing how to do this integration.
|
| 367 |
+
|
| 368 |
+
## Contributions (feature requests, bugs, etc.) are super welcome 💙💚💛💜🧡❤️
|
| 369 |
+
|
| 370 |
+
Everyone is welcome to contribute, and we value everybody's contribution. Code is not the only way to help the community.
|
| 371 |
+
Answering questions, helping others, reaching out and improving the documentations are immensely valuable to the community.
|
| 372 |
+
We wrote a [contribution guide](https://github.com/huggingface/huggingface_hub/blob/main/CONTRIBUTING.md) to summarize
|
| 373 |
+
how to get started to contribute to this repository.
|
.cache/pip/http-v2/e/5/0/3/0/e503010ce88b2bb388d7806c951cab4dd3e436342653b4835f430bcc
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|
|
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|
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|
|
|
.cache/pip/http-v2/e/d/e/d/1/eded1062df3a835b1d654db11016327d0de7276866caf329f6f27b1c
ADDED
|
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|
|
|
.cache/pip/http-v2/e/d/e/d/1/eded1062df3a835b1d654db11016327d0de7276866caf329f6f27b1c.body
ADDED
|
@@ -0,0 +1,94 @@
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|
| 1 |
+
Metadata-Version: 2.1
|
| 2 |
+
Name: contourpy
|
| 3 |
+
Version: 1.3.3
|
| 4 |
+
Summary: Python library for calculating contours of 2D quadrilateral grids
|
| 5 |
+
Author-Email: Ian Thomas <ianthomas23@gmail.com>
|
| 6 |
+
License: BSD 3-Clause License
|
| 7 |
+
|
| 8 |
+
Copyright (c) 2021-2025, ContourPy Developers.
|
| 9 |
+
All rights reserved.
|
| 10 |
+
|
| 11 |
+
Redistribution and use in source and binary forms, with or without
|
| 12 |
+
modification, are permitted provided that the following conditions are met:
|
| 13 |
+
|
| 14 |
+
1. Redistributions of source code must retain the above copyright notice, this
|
| 15 |
+
list of conditions and the following disclaimer.
|
| 16 |
+
|
| 17 |
+
2. Redistributions in binary form must reproduce the above copyright notice,
|
| 18 |
+
this list of conditions and the following disclaimer in the documentation
|
| 19 |
+
and/or other materials provided with the distribution.
|
| 20 |
+
|
| 21 |
+
3. Neither the name of the copyright holder nor the names of its
|
| 22 |
+
contributors may be used to endorse or promote products derived from
|
| 23 |
+
this software without specific prior written permission.
|
| 24 |
+
|
| 25 |
+
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
|
| 26 |
+
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
|
| 27 |
+
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
|
| 28 |
+
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
|
| 29 |
+
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
|
| 30 |
+
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
|
| 31 |
+
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
|
| 32 |
+
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
|
| 33 |
+
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
|
| 34 |
+
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
|
| 35 |
+
|
| 36 |
+
Classifier: Development Status :: 5 - Production/Stable
|
| 37 |
+
Classifier: Intended Audience :: Developers
|
| 38 |
+
Classifier: Intended Audience :: Science/Research
|
| 39 |
+
Classifier: License :: OSI Approved :: BSD License
|
| 40 |
+
Classifier: Programming Language :: C++
|
| 41 |
+
Classifier: Programming Language :: Python :: 3
|
| 42 |
+
Classifier: Programming Language :: Python :: 3.11
|
| 43 |
+
Classifier: Programming Language :: Python :: 3.12
|
| 44 |
+
Classifier: Programming Language :: Python :: 3.13
|
| 45 |
+
Classifier: Programming Language :: Python :: 3.14
|
| 46 |
+
Classifier: Topic :: Scientific/Engineering :: Information Analysis
|
| 47 |
+
Classifier: Topic :: Scientific/Engineering :: Mathematics
|
| 48 |
+
Classifier: Topic :: Scientific/Engineering :: Visualization
|
| 49 |
+
Project-URL: Homepage, https://github.com/contourpy/contourpy
|
| 50 |
+
Project-URL: Changelog, https://contourpy.readthedocs.io/en/latest/changelog.html
|
| 51 |
+
Project-URL: Documentation, https://contourpy.readthedocs.io
|
| 52 |
+
Project-URL: Repository, https://github.com/contourpy/contourpy
|
| 53 |
+
Requires-Python: >=3.11
|
| 54 |
+
Requires-Dist: numpy>=1.25
|
| 55 |
+
Provides-Extra: docs
|
| 56 |
+
Requires-Dist: furo; extra == "docs"
|
| 57 |
+
Requires-Dist: sphinx>=7.2; extra == "docs"
|
| 58 |
+
Requires-Dist: sphinx-copybutton; extra == "docs"
|
| 59 |
+
Provides-Extra: bokeh
|
| 60 |
+
Requires-Dist: bokeh; extra == "bokeh"
|
| 61 |
+
Requires-Dist: selenium; extra == "bokeh"
|
| 62 |
+
Provides-Extra: mypy
|
| 63 |
+
Requires-Dist: contourpy[bokeh,docs]; extra == "mypy"
|
| 64 |
+
Requires-Dist: bokeh; extra == "mypy"
|
| 65 |
+
Requires-Dist: docutils-stubs; extra == "mypy"
|
| 66 |
+
Requires-Dist: mypy==1.17.0; extra == "mypy"
|
| 67 |
+
Requires-Dist: types-Pillow; extra == "mypy"
|
| 68 |
+
Provides-Extra: test
|
| 69 |
+
Requires-Dist: contourpy[test-no-images]; extra == "test"
|
| 70 |
+
Requires-Dist: matplotlib; extra == "test"
|
| 71 |
+
Requires-Dist: Pillow; extra == "test"
|
| 72 |
+
Provides-Extra: test-no-images
|
| 73 |
+
Requires-Dist: pytest; extra == "test-no-images"
|
| 74 |
+
Requires-Dist: pytest-cov; extra == "test-no-images"
|
| 75 |
+
Requires-Dist: pytest-rerunfailures; extra == "test-no-images"
|
| 76 |
+
Requires-Dist: pytest-xdist; extra == "test-no-images"
|
| 77 |
+
Requires-Dist: wurlitzer; extra == "test-no-images"
|
| 78 |
+
Description-Content-Type: text/markdown
|
| 79 |
+
|
| 80 |
+
<img alt="ContourPy" src="https://raw.githubusercontent.com/contourpy/contourpy/main/docs/_static/contourpy_logo_horiz.svg" height="90">
|
| 81 |
+
|
| 82 |
+
ContourPy is a Python library for calculating contours of 2D quadrilateral grids. It is written in C++11 and wrapped using pybind11.
|
| 83 |
+
|
| 84 |
+
It contains the 2005 and 2014 algorithms used in Matplotlib as well as a newer algorithm that includes more features and is available in both serial and multithreaded versions. It provides an easy way for Python libraries to use contouring algorithms without having to include Matplotlib as a dependency.
|
| 85 |
+
|
| 86 |
+
* **Documentation**: https://contourpy.readthedocs.io
|
| 87 |
+
* **Source code**: https://github.com/contourpy/contourpy
|
| 88 |
+
|
| 89 |
+
| | |
|
| 90 |
+
| --- | --- |
|
| 91 |
+
| Latest release | [](https://pypi.python.org/pypi/contourpy) [](https://anaconda.org/conda-forge/contourpy) |
|
| 92 |
+
| Downloads | [](https://pepy.tech/project/contourpy) |
|
| 93 |
+
| Python version | [](https://pypi.org/project/contourpy/) |
|
| 94 |
+
| Coverage | [](https://app.codecov.io/gh/contourpy/contourpy) |
|
.gitattributes
CHANGED
|
@@ -58,3 +58,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 58 |
# Video files - compressed
|
| 59 |
*.mp4 filter=lfs diff=lfs merge=lfs -text
|
| 60 |
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| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
+
.cache/pip/http-v2/a/a/0/d/7/aa0d704d97a2f85d8db67bd1a027229056e18fcc8fef4bddcbbb3312.body filter=lfs diff=lfs merge=lfs -text
|
| 62 |
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|
| 63 |
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.cache/pip/http-v2/d/a/8/1/4/da8145136a84a44f3223fc3ee57fc18e4604ae09f030d21a21c2ecb5.body filter=lfs diff=lfs merge=lfs -text
|
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runs/UPerNet_PVTv2_b2/repeated_holdout/stratified_holdout_v1/phase_001/pct_100/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_100pct_phase001_repeat01.json
ADDED
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