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+ Metadata-Version: 2.1
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+ Summary: Fundamental algorithms for scientific computing in Python
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+ Also add information on how to contact you by electronic and paper mail.
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+
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+ Name: libquadmath
923
+ Files: scipy.libs/libquadmath*.so
924
+ Description: dynamically linked to files compiled with gcc
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926
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929
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931
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932
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933
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+ SciPy (pronounced "Sigh Pie") is an open-source software for mathematics,
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+ science, and engineering. It includes modules for statistics, optimization,
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+ integration, linear algebra, Fourier transforms, signal and image processing,
1039
+ ODE solvers, and more.
1040
+
1041
+ - **Website:** https://scipy.org
1042
+ - **Documentation:** https://docs.scipy.org/doc/scipy/
1043
+ - **Development version of the documentation:** https://scipy.github.io/devdocs
1044
+ - **SciPy development forum:** https://discuss.scientific-python.org/c/contributor/scipy
1045
+ - **Stack Overflow:** https://stackoverflow.com/questions/tagged/scipy
1046
+ - **Source code:** https://github.com/scipy/scipy
1047
+ - **Contributing:** https://scipy.github.io/devdocs/dev/index.html
1048
+ - **Bug reports:** https://github.com/scipy/scipy/issues
1049
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1050
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1052
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1053
+
1054
+ SciPy is built to work with
1055
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1056
+ such as routines for numerical integration and optimization. Together, they
1057
+ run on all popular operating systems, are quick to install, and are free of
1058
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1059
+ upon by some of the world's leading scientists and engineers. If you need to
1060
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1062
+
1063
+ For the installation instructions, see `our install
1064
+ guide <https://scipy.org/install/>`__.
1065
+
1066
+
1067
+ Call for Contributions
1068
+ ----------------------
1069
+
1070
+ We appreciate and welcome contributions. Small improvements or fixes are always appreciated; issues labeled as "good
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1073
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+ Writing code isn’t the only way to contribute to SciPy. You can also:
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1078
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1080
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1081
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1082
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1083
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1084
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1085
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1086
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1087
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1088
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1089
+ If you are new to contributing to open source, `this
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1091
+ and how to get involved.
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+ Project-URL: homepage, https://optuna.org/
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+ Requires-Dist: pandas; extra == "document"
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+ Requires-Dist: pillow; extra == "document"
48
+ Requires-Dist: plotly>=4.9.0; extra == "document"
49
+ Requires-Dist: scikit-learn; extra == "document"
50
+ Requires-Dist: sphinx; extra == "document"
51
+ Requires-Dist: sphinx-copybutton; extra == "document"
52
+ Requires-Dist: sphinx-gallery; extra == "document"
53
+ Requires-Dist: sphinx-notfound-page; extra == "document"
54
+ Requires-Dist: sphinx_rtd_theme>=1.2.0; extra == "document"
55
+ Requires-Dist: torch; extra == "document"
56
+ Requires-Dist: torchvision; extra == "document"
57
+ Provides-Extra: optional
58
+ Requires-Dist: boto3; extra == "optional"
59
+ Requires-Dist: cmaes>=0.12.0; extra == "optional"
60
+ Requires-Dist: google-cloud-storage; extra == "optional"
61
+ Requires-Dist: matplotlib!=3.6.0; extra == "optional"
62
+ Requires-Dist: pandas; extra == "optional"
63
+ Requires-Dist: plotly>=4.9.0; extra == "optional"
64
+ Requires-Dist: redis; extra == "optional"
65
+ Requires-Dist: scikit-learn>=0.24.2; extra == "optional"
66
+ Requires-Dist: scipy; extra == "optional"
67
+ Requires-Dist: torch; extra == "optional"
68
+ Requires-Dist: greenlet; extra == "optional"
69
+ Requires-Dist: grpcio; extra == "optional"
70
+ Requires-Dist: protobuf>=5.28.1; extra == "optional"
71
+ Dynamic: license-file
72
+
73
+ <div align="center"><img src="https://raw.githubusercontent.com/optuna/optuna/master/docs/image/optuna-logo.png" width="800"/></div>
74
+
75
+ # Optuna: A hyperparameter optimization framework
76
+
77
+ [![Python](https://img.shields.io/badge/python-3.9%20%7C%203.10%20%7C%203.11%20%7C%203.12%20%7C%203.13%20%7C%203.14-blue)](https://www.python.org)
78
+ [![pypi](https://img.shields.io/pypi/v/optuna.svg)](https://pypi.python.org/pypi/optuna)
79
+ [![conda](https://img.shields.io/conda/vn/conda-forge/optuna.svg)](https://anaconda.org/conda-forge/optuna)
80
+ [![GitHub license](https://img.shields.io/badge/license-MIT-blue.svg)](https://github.com/optuna/optuna)
81
+ [![Read the Docs](https://readthedocs.org/projects/optuna/badge/?version=stable)](https://optuna.readthedocs.io/en/stable/)
82
+
83
+ :link: [**Website**](https://optuna.org/)
84
+ | :page_with_curl: [**Docs**](https://optuna.readthedocs.io/en/stable/)
85
+ | :gear: [**Install Guide**](https://optuna.readthedocs.io/en/stable/installation.html)
86
+ | :pencil: [**Tutorial**](https://optuna.readthedocs.io/en/stable/tutorial/index.html)
87
+ | :bulb: [**Examples**](https://github.com/optuna/optuna-examples)
88
+ | [**Twitter**](https://twitter.com/OptunaAutoML)
89
+ | [**LinkedIn**](https://www.linkedin.com/showcase/optuna/)
90
+ | [**Medium**](https://medium.com/optuna)
91
+
92
+ *Optuna* is an automatic hyperparameter optimization software framework, particularly designed
93
+ for machine learning. It features an imperative, *define-by-run* style user API. Thanks to our
94
+ *define-by-run* API, the code written with Optuna enjoys high modularity, and the user of
95
+ Optuna can dynamically construct the search spaces for the hyperparameters.
96
+
97
+ ## :loudspeaker: News
98
+
99
+ <!-- TODO: when you add a new line, please delete the oldest line -->
100
+ * **Mar 16, 2026**: Optuna 4.8.0 is out! Check out [the release note](https://github.com/optuna/optuna/releases/tag/v4.8.0) for details.
101
+ * **Jan 19, 2026**: Optuna 4.7.0 is out! Check out [the release note](https://github.com/optuna/optuna/releases/tag/v4.7.0) for details.
102
+ * **Nov 10, 2025**: A new article [Announcing Optuna 4.6](https://medium.com/optuna/announcing-optuna-4-6-a9e82183ab07) has been published.
103
+ * **Oct 28, 2025**: A new article [AutoSampler: Full Support for Multi-Objective & Constrained Optimization](https://medium.com/optuna/autosampler-full-support-for-multi-objective-constrained-optimization-c1c4fc957ba2) has been published.
104
+ * **Sep 22, 2025**: A new article [[Optuna v4.5] Gaussian Process-Based Sampler (GPSampler) Can Now Perform Constrained Multi-Objective Optimization](https://medium.com/optuna/optuna-v4-5-81e78d8e077a) has been published.
105
+ * **Jun 16, 2025**: Optuna 4.4.0 has been released! Check out [the release blog](https://medium.com/optuna/announcing-optuna-4-4-ece661493126).
106
+
107
+ ## :fire: Key Features
108
+
109
+ Optuna has modern functionalities as follows:
110
+
111
+ - [Lightweight, versatile, and platform agnostic architecture](https://optuna.readthedocs.io/en/stable/tutorial/10_key_features/001_first.html)
112
+ - Handle a wide variety of tasks with a simple installation that has few requirements.
113
+ - [Pythonic search spaces](https://optuna.readthedocs.io/en/stable/tutorial/10_key_features/002_configurations.html)
114
+ - Define search spaces using familiar Python syntax including conditionals and loops.
115
+ - [Efficient optimization algorithms](https://optuna.readthedocs.io/en/stable/tutorial/10_key_features/003_efficient_optimization_algorithms.html)
116
+ - Adopt state-of-the-art algorithms for sampling hyperparameters and efficiently pruning unpromising trials.
117
+ - [Easy parallelization](https://optuna.readthedocs.io/en/stable/tutorial/10_key_features/004_distributed.html)
118
+ - Scale studies to tens or hundreds of workers with little or no changes to the code.
119
+ - [Quick visualization](https://optuna.readthedocs.io/en/stable/tutorial/10_key_features/005_visualization.html)
120
+ - Inspect optimization histories from a variety of plotting functions.
121
+
122
+
123
+ ## Basic Concepts
124
+
125
+ We use the terms *study* and *trial* as follows:
126
+
127
+ - Study: optimization based on an objective function
128
+ - Trial: a single execution of the objective function
129
+
130
+ Please refer to the sample code below. The goal of a *study* is to find out the optimal set of
131
+ hyperparameter values (e.g., `regressor` and `svr_c`) through multiple *trials* (e.g.,
132
+ `n_trials=100`). Optuna is a framework designed for automation and acceleration of
133
+ optimization *studies*.
134
+
135
+ <details open>
136
+ <summary>Sample code with scikit-learn</summary>
137
+
138
+ [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](http://colab.research.google.com/github/optuna/optuna-examples/blob/main/quickstart.ipynb)
139
+
140
+ ```python
141
+ import optuna
142
+ import sklearn
143
+
144
+
145
+ # Define an objective function to be minimized.
146
+ def objective(trial):
147
+
148
+ # Invoke suggest methods of a Trial object to generate hyperparameters.
149
+ regressor_name = trial.suggest_categorical("regressor", ["SVR", "RandomForest"])
150
+ if regressor_name == "SVR":
151
+ svr_c = trial.suggest_float("svr_c", 1e-10, 1e10, log=True)
152
+ regressor_obj = sklearn.svm.SVR(C=svr_c)
153
+ else:
154
+ rf_max_depth = trial.suggest_int("rf_max_depth", 2, 32)
155
+ regressor_obj = sklearn.ensemble.RandomForestRegressor(max_depth=rf_max_depth)
156
+
157
+ X, y = sklearn.datasets.fetch_california_housing(return_X_y=True)
158
+ X_train, X_val, y_train, y_val = sklearn.model_selection.train_test_split(X, y, random_state=0)
159
+
160
+ regressor_obj.fit(X_train, y_train)
161
+ y_pred = regressor_obj.predict(X_val)
162
+
163
+ error = sklearn.metrics.mean_squared_error(y_val, y_pred)
164
+
165
+ return error # An objective value linked with the Trial object.
166
+
167
+
168
+ study = optuna.create_study() # Create a new study.
169
+ study.optimize(objective, n_trials=100) # Invoke optimization of the objective function.
170
+ ```
171
+ </details>
172
+
173
+ > [!NOTE]
174
+ > More examples can be found in [optuna/optuna-examples](https://github.com/optuna/optuna-examples).
175
+ >
176
+ > The examples cover diverse problem setups such as multi-objective optimization, constrained optimization, pruning, and distributed optimization.
177
+
178
+ ## Installation
179
+
180
+ Optuna is available at [the Python Package Index](https://pypi.org/project/optuna/) and on [Anaconda Cloud](https://anaconda.org/conda-forge/optuna).
181
+
182
+ ```bash
183
+ # PyPI
184
+ $ pip install optuna
185
+ ```
186
+
187
+ ```bash
188
+ # Anaconda Cloud
189
+ $ conda install -c conda-forge optuna
190
+ ```
191
+
192
+ > [!IMPORTANT]
193
+ > Optuna supports Python 3.9 or newer.
194
+
195
+ ## Integrations
196
+
197
+ Optuna has integration features with various third-party libraries. Integrations can be found in [optuna/optuna-integration](https://github.com/optuna/optuna-integration) and the document is available [here](https://optuna-integration.readthedocs.io/en/stable/index.html).
198
+
199
+ <details>
200
+ <summary>Supported integration libraries</summary>
201
+
202
+ * [Catboost](https://github.com/optuna/optuna-examples/tree/main/catboost/catboost_pruning.py)
203
+ * [Dask](https://github.com/optuna/optuna-examples/tree/main/dask/dask_simple.py)
204
+ * [fastai](https://github.com/optuna/optuna-examples/tree/main/fastai/fastai_simple.py)
205
+ * [Keras](https://github.com/optuna/optuna-examples/tree/main/keras/keras_integration.py)
206
+ * [LightGBM](https://github.com/optuna/optuna-examples/tree/main/lightgbm/lightgbm_integration.py)
207
+ * [PyTorch](https://github.com/optuna/optuna-examples/tree/main/pytorch/pytorch_simple.py)
208
+ * [PyTorch Ignite](https://github.com/optuna/optuna-examples/tree/main/pytorch/pytorch_ignite_simple.py)
209
+ * [PyTorch Lightning](https://github.com/optuna/optuna-examples/tree/main/pytorch/pytorch_lightning_simple.py)
210
+ * [TensorFlow](https://github.com/optuna/optuna-examples/tree/main/tensorflow/tensorflow_estimator_integration.py)
211
+ * [tf.keras](https://github.com/optuna/optuna-examples/tree/main/tfkeras/tfkeras_integration.py)
212
+ * [XGBoost](https://github.com/optuna/optuna-examples/tree/main/xgboost/xgboost_integration.py)
213
+ </details>
214
+
215
+ ## Web Dashboard
216
+
217
+ [Optuna Dashboard](https://github.com/optuna/optuna-dashboard) is a real-time web dashboard for Optuna.
218
+ You can check the optimization history, hyperparameter importance, etc. in graphs and tables.
219
+ You don't need to create a Python script to call [Optuna's visualization](https://optuna.readthedocs.io/en/stable/reference/visualization/index.html) functions.
220
+ Feature requests and bug reports are welcome!
221
+
222
+ ![optuna-dashboard](https://user-images.githubusercontent.com/5564044/204975098-95c2cb8c-0fb5-4388-abc4-da32f56cb4e5.gif)
223
+
224
+ `optuna-dashboard` can be installed via pip:
225
+
226
+ ```shell
227
+ $ pip install optuna-dashboard
228
+ ```
229
+
230
+ > [!TIP]
231
+ > Please check out the convenience of Optuna Dashboard using the sample code below.
232
+
233
+ <details>
234
+ <summary>Sample code to launch Optuna Dashboard</summary>
235
+
236
+ Save the following code as `optimize_toy.py`.
237
+
238
+ ```python
239
+ import optuna
240
+
241
+
242
+ def objective(trial):
243
+ x1 = trial.suggest_float("x1", -100, 100)
244
+ x2 = trial.suggest_float("x2", -100, 100)
245
+ return x1**2 + 0.01 * x2**2
246
+
247
+
248
+ study = optuna.create_study(storage="sqlite:///db.sqlite3") # Create a new study with database.
249
+ study.optimize(objective, n_trials=100)
250
+ ```
251
+
252
+ Then try the commands below:
253
+
254
+ ```shell
255
+ # Run the study specified above
256
+ $ python optimize_toy.py
257
+
258
+ # Launch the dashboard based on the storage `sqlite:///db.sqlite3`
259
+ $ optuna-dashboard sqlite:///db.sqlite3
260
+ ...
261
+ Listening on http://localhost:8080/
262
+ Hit Ctrl-C to quit.
263
+ ```
264
+
265
+ </details>
266
+
267
+
268
+ ## OptunaHub
269
+
270
+ [OptunaHub](https://hub.optuna.org/) is a feature-sharing platform for Optuna.
271
+ You can use the registered features and publish your packages.
272
+
273
+ ### Use registered features
274
+
275
+ `optunahub` can be installed via pip:
276
+
277
+ ```shell
278
+ $ pip install optunahub
279
+ # Install AutoSampler dependencies (CPU only is sufficient for PyTorch)
280
+ $ pip install cmaes scipy torch --extra-index-url https://download.pytorch.org/whl/cpu
281
+ ```
282
+
283
+ You can load registered module with `optunahub.load_module`.
284
+
285
+ ```python
286
+ import optuna
287
+ import optunahub
288
+
289
+
290
+ def objective(trial: optuna.Trial) -> float:
291
+ x = trial.suggest_float("x", -5, 5)
292
+ y = trial.suggest_float("y", -5, 5)
293
+ return x**2 + y**2
294
+
295
+
296
+ module = optunahub.load_module(package="samplers/auto_sampler")
297
+ study = optuna.create_study(sampler=module.AutoSampler())
298
+ study.optimize(objective, n_trials=10)
299
+
300
+ print(study.best_trial.value, study.best_trial.params)
301
+ ```
302
+
303
+ For more details, please refer to [the optunahub documentation](https://optuna.github.io/optunahub/).
304
+
305
+ ### Publish your packages
306
+
307
+ You can publish your package via [optunahub-registry](https://github.com/optuna/optunahub-registry).
308
+ See the [Tutorials for Contributors](https://optuna.github.io/optunahub/tutorials_for_contributors.html) in OptunaHub.
309
+
310
+
311
+ ## Communication
312
+
313
+ - [GitHub Discussions] for questions.
314
+ - [GitHub Issues] for bug reports and feature requests.
315
+
316
+ [GitHub Discussions]: https://github.com/optuna/optuna/discussions
317
+ [GitHub issues]: https://github.com/optuna/optuna/issues
318
+
319
+
320
+ ## Contribution
321
+
322
+ Any contributions to Optuna are more than welcome!
323
+
324
+ If you are new to Optuna, please check the [good first issues](https://github.com/optuna/optuna/labels/good%20first%20issue). They are relatively simple, well-defined, and often good starting points for you to get familiar with the contribution workflow and other developers.
325
+
326
+ If you already have contributed to Optuna, we recommend the other [contribution-welcome issues](https://github.com/optuna/optuna/labels/contribution-welcome).
327
+
328
+ For general guidelines on how to contribute to the project, take a look at [CONTRIBUTING.md](./CONTRIBUTING.md).
329
+
330
+
331
+ ## Reference
332
+
333
+ If you use Optuna in one of your research projects, please cite [our KDD paper](https://doi.org/10.1145/3292500.3330701) "Optuna: A Next-generation Hyperparameter Optimization Framework":
334
+
335
+ <details open>
336
+ <summary>BibTeX</summary>
337
+
338
+ ```bibtex
339
+ @inproceedings{akiba2019optuna,
340
+ title={{O}ptuna: A Next-Generation Hyperparameter Optimization Framework},
341
+ author={Akiba, Takuya and Sano, Shotaro and Yanase, Toshihiko and Ohta, Takeru and Koyama, Masanori},
342
+ booktitle={The 25th ACM SIGKDD International Conference on Knowledge Discovery \& Data Mining},
343
+ pages={2623--2631},
344
+ year={2019}
345
+ }
346
+ ```
347
+ </details>
348
+
349
+
350
+ ## License
351
+
352
+ MIT License (see [LICENSE](./LICENSE)).
353
+
354
+ Optuna uses the codes from SciPy and fdlibm projects (see [LICENSE_THIRD_PARTY](./LICENSE_THIRD_PARTY)).
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1
+ Metadata-Version: 2.4
2
+ Name: kiwisolver
3
+ Version: 1.5.0
4
+ Summary: A fast implementation of the Cassowary constraint solver
5
+ Author-email: The Nucleic Development Team <sccolbert@gmail.com>
6
+ Maintainer-email: "Matthieu C. Dartiailh" <m.dartiailh@gmail.com>
7
+ License: =========================
8
+ The Kiwi licensing terms
9
+ =========================
10
+ Kiwi is licensed under the terms of the Modified BSD License (also known as
11
+ New or Revised BSD), as follows:
12
+
13
+ Copyright (c) 2013-2026, Nucleic Development Team
14
+
15
+ All rights reserved.
16
+
17
+ Redistribution and use in source and binary forms, with or without
18
+ modification, are permitted provided that the following conditions are met:
19
+
20
+ Redistributions of source code must retain the above copyright notice, this
21
+ list of conditions and the following disclaimer.
22
+
23
+ Redistributions in binary form must reproduce the above copyright notice, this
24
+ list of conditions and the following disclaimer in the documentation and/or
25
+ other materials provided with the distribution.
26
+
27
+ Neither the name of the Nucleic Development Team nor the names of its
28
+ contributors may be used to endorse or promote products derived from this
29
+ software without specific prior written permission.
30
+
31
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
32
+ ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
33
+ WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
34
+ DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE
35
+ FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
36
+ DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
37
+ SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
38
+ CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
39
+ OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
40
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
41
+
42
+ About Kiwi
43
+ ----------
44
+ Chris Colbert began the Kiwi project in December 2013 in an effort to
45
+ create a blisteringly fast UI constraint solver. Chris is still the
46
+ project lead.
47
+
48
+ The Nucleic Development Team is the set of all contributors to the Nucleic
49
+ project and its subprojects.
50
+
51
+ The core team that coordinates development on GitHub can be found here:
52
+ http://github.com/nucleic. The current team consists of:
53
+
54
+ * Chris Colbert
55
+
56
+ Our Copyright Policy
57
+ --------------------
58
+ Nucleic uses a shared copyright model. Each contributor maintains copyright
59
+ over their contributions to Nucleic. But, it is important to note that these
60
+ contributions are typically only changes to the repositories. Thus, the Nucleic
61
+ source code, in its entirety is not the copyright of any single person or
62
+ institution. Instead, it is the collective copyright of the entire Nucleic
63
+ Development Team. If individual contributors want to maintain a record of what
64
+ changes/contributions they have specific copyright on, they should indicate
65
+ their copyright in the commit message of the change, when they commit the
66
+ change to one of the Nucleic repositories.
67
+
68
+ With this in mind, the following banner should be used in any source code file
69
+ to indicate the copyright and license terms:
70
+
71
+ #------------------------------------------------------------------------------
72
+ # Copyright (c) 2013-2026, Nucleic Development Team.
73
+ #
74
+ # Distributed under the terms of the Modified BSD License.
75
+ #
76
+ # The full license is in the file LICENSE, distributed with this software.
77
+ #------------------------------------------------------------------------------
78
+
79
+ Project-URL: homepage, https://github.com/nucleic/kiwi
80
+ Project-URL: documentation, https://kiwisolver.readthedocs.io/en/latest/
81
+ Project-URL: repository, https://github.com/nucleic/kiwi
82
+ Project-URL: changelog, https://github.com/nucleic/kiwi/blob/main/releasenotes.rst
83
+ Classifier: License :: OSI Approved :: BSD License
84
+ Classifier: Programming Language :: Python
85
+ Classifier: Programming Language :: Python :: 3
86
+ Classifier: Programming Language :: Python :: 3.10
87
+ Classifier: Programming Language :: Python :: 3.11
88
+ Classifier: Programming Language :: Python :: 3.12
89
+ Classifier: Programming Language :: Python :: 3.13
90
+ Classifier: Programming Language :: Python :: 3.14
91
+ Classifier: Programming Language :: Python :: Implementation :: CPython
92
+ Classifier: Programming Language :: Python :: Implementation :: PyPy
93
+ Classifier: Programming Language :: Python :: Implementation :: GraalPy
94
+ Requires-Python: >=3.10
95
+ Description-Content-Type: text/x-rst
96
+ License-File: LICENSE
97
+ Dynamic: license-file
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+ Name: openpyxl
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+ Version: 3.1.5
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+ Summary: A Python library to read/write Excel 2010 xlsx/xlsm files
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+ Author: See AUTHORS
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+ Author-email: charlie.clark@clark-consulting.eu
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+ License: MIT
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+ Project-URL: Documentation, https://openpyxl.readthedocs.io/en/stable/
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+ Project-URL: Source, https://foss.heptapod.net/openpyxl/openpyxl
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+ Project-URL: Tracker, https://foss.heptapod.net/openpyxl/openpyxl/-/issues
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+
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+ :target: https://coveralls.io/bitbucket/openpyxl/openpyxl?branch=default
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+ :alt: coverage status
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+
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+ Introduction
33
+ ------------
34
+
35
+ openpyxl is a Python library to read/write Excel 2010 xlsx/xlsm/xltx/xltm files.
36
+
37
+ It was born from lack of existing library to read/write natively from Python
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+ the Office Open XML format.
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+
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+ All kudos to the PHPExcel team as openpyxl was initially based on PHPExcel.
41
+
42
+
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+ Security
44
+ --------
45
+
46
+ By default openpyxl does not guard against quadratic blowup or billion laughs
47
+ xml attacks. To guard against these attacks install defusedxml.
48
+
49
+ Mailing List
50
+ ------------
51
+
52
+ The user list can be found on http://groups.google.com/group/openpyxl-users
53
+
54
+
55
+ Sample code::
56
+
57
+ from openpyxl import Workbook
58
+ wb = Workbook()
59
+
60
+ # grab the active worksheet
61
+ ws = wb.active
62
+
63
+ # Data can be assigned directly to cells
64
+ ws['A1'] = 42
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+
66
+ # Rows can also be appended
67
+ ws.append([1, 2, 3])
68
+
69
+ # Python types will automatically be converted
70
+ import datetime
71
+ ws['A2'] = datetime.datetime.now()
72
+
73
+ # Save the file
74
+ wb.save("sample.xlsx")
75
+
76
+
77
+ Documentation
78
+ -------------
79
+
80
+ The documentation is at: https://openpyxl.readthedocs.io
81
+
82
+ * installation methods
83
+ * code examples
84
+ * instructions for contributing
85
+
86
+ Release notes: https://openpyxl.readthedocs.io/en/stable/changes.html
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+ License: Copyright (c) 2015, matplotlib project
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+ All rights reserved.
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+
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+ Redistribution and use in source and binary forms, with or without
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+ modification, are permitted provided that the following conditions are met:
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+
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+ * Redistributions of source code must retain the above copyright notice, this
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+
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+ * Redistributions in binary form must reproduce the above copyright notice,
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+ this list of conditions and the following disclaimer in the documentation
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+ and/or other materials provided with the distribution.
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+
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+ * Neither the name of the matplotlib project nor the names of its
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+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
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+ DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
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+ SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
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+ CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
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+ OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
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+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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+ Project-URL: homepage, https://matplotlib.org/cycler/
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+ Project-URL: repository, https://github.com/matplotlib/cycler
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+ Keywords: cycle kwargs
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+
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+ cycler: composable cycles
76
+ =========================
77
+
78
+ Docs: https://matplotlib.org/cycler/
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+ Project-URL: Homepage, https://pip.pypa.io/
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+ Project-URL: Source, https://github.com/pypa/pip
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+
50
+ pip - The Python Package Installer
51
+ ==================================
52
+
53
+ .. |pypi-version| image:: https://img.shields.io/pypi/v/pip.svg
54
+ :target: https://pypi.org/project/pip/
55
+ :alt: PyPI
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+
57
+ .. |python-versions| image:: https://img.shields.io/pypi/pyversions/pip
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+ :target: https://pypi.org/project/pip
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+ :alt: PyPI - Python Version
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+
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+ :target: https://pip.pypa.io/en/latest
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+ :alt: Documentation
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+
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+ |pypi-version| |python-versions| |docs-badge|
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+
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+ Pip is the `package installer`_ for Python. You can use pip to install packages from the `Python Package Index`_ and other indexes.
68
+
69
+ Please take a look at our documentation for how to install and use pip:
70
+
71
+ * `Installation`_
72
+ * `Usage`_
73
+
74
+ We release updates regularly, with a new version every 3 months. Find more details in our documentation:
75
+
76
+ * `Release notes`_
77
+ * `Release process`_
78
+
79
+ If you find bugs, need help, or want to talk to the developers, please use our mailing lists or chat rooms:
80
+
81
+ * `Issue tracking`_
82
+ * `Discourse channel`_
83
+ * `User IRC`_
84
+
85
+ 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:
86
+
87
+ * `GitHub page`_
88
+ * `Development documentation`_
89
+ * `Development IRC`_
90
+
91
+ Code of Conduct
92
+ ---------------
93
+
94
+ Everyone interacting in the pip project's codebases, issue trackers, chat
95
+ rooms, and mailing lists is expected to follow the `PSF Code of Conduct`_.
96
+
97
+ .. _package installer: https://packaging.python.org/guides/tool-recommendations/
98
+ .. _Python Package Index: https://pypi.org
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+ .. _Installation: https://pip.pypa.io/en/stable/installation/
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+ .. _Usage: https://pip.pypa.io/en/stable/
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+ .. _GitHub page: https://github.com/pypa/pip
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+ .. _Development documentation: https://pip.pypa.io/en/latest/development
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+ .. _Discourse channel: https://discuss.python.org/c/packaging
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+ .. _User IRC: https://kiwiirc.com/nextclient/#ircs://irc.libera.chat:+6697/pypa
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+ .. _Development IRC: https://kiwiirc.com/nextclient/#ircs://irc.libera.chat:+6697/pypa-dev
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+ .. _PSF Code of Conduct: https://github.com/pypa/.github/blob/main/CODE_OF_CONDUCT.md
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+ Metadata-Version: 2.4
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+ Name: hf-xet
3
+ Version: 1.5.2
4
+ Classifier: Development Status :: 5 - Production/Stable
5
+ Classifier: License :: OSI Approved :: Apache Software License
6
+ Classifier: Programming Language :: Rust
7
+ Classifier: Programming Language :: Python :: Implementation :: CPython
8
+ Classifier: Programming Language :: Python :: Implementation :: PyPy
9
+ Classifier: Programming Language :: Python :: 3
10
+ Classifier: Programming Language :: Python :: 3 :: Only
11
+ Classifier: Programming Language :: Python :: 3.8
12
+ Classifier: Programming Language :: Python :: 3.9
13
+ Classifier: Programming Language :: Python :: 3.10
14
+ Classifier: Programming Language :: Python :: 3.11
15
+ Classifier: Programming Language :: Python :: 3.12
16
+ Classifier: Programming Language :: Python :: 3.13
17
+ Classifier: Programming Language :: Python :: 3.14
18
+ Classifier: Programming Language :: Python :: Free Threading
19
+ Classifier: Programming Language :: Python :: Free Threading :: 2 - Beta
20
+ Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
21
+ Requires-Dist: pytest ; extra == 'tests'
22
+ Provides-Extra: tests
23
+ License-File: LICENSE
24
+ Summary: Fast transfer of large files with the Hugging Face Hub.
25
+ Maintainer-email: Rajat Arya <rajat@rajatarya.com>, Jared Sulzdorf <j.sulzdorf@gmail.com>, Di Xiao <di@huggingface.co>, Assaf Vayner <assaf@huggingface.co>, Hoyt Koepke <hoytak@gmail.com>
26
+ License-Expression: Apache-2.0
27
+ Requires-Python: >=3.8
28
+ Description-Content-Type: text/markdown; charset=UTF-8; variant=GFM
29
+ Project-URL: Documentation, https://huggingface.co/docs/hub/xet/index
30
+ Project-URL: Homepage, https://github.com/huggingface/xet-core
31
+ Project-URL: Issues, https://github.com/huggingface/xet-core/issues
32
+ Project-URL: Repository, https://github.com/huggingface/xet-core.git
33
+
34
+ <!---
35
+ Copyright 2024 The HuggingFace Team. All rights reserved.
36
+
37
+ Licensed under the Apache License, Version 2.0 (the "License");
38
+ you may not use this file except in compliance with the License.
39
+ You may obtain a copy of the License at
40
+
41
+ http://www.apache.org/licenses/LICENSE-2.0
42
+
43
+ Unless required by applicable law or agreed to in writing, software
44
+ distributed under the License is distributed on an "AS IS" BASIS,
45
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
46
+ See the License for the specific language governing permissions and
47
+ limitations under the License.
48
+ -->
49
+ <p align="center">
50
+ <a href="https://github.com/huggingface/xet-core/blob/main/LICENSE"><img alt="License" src="https://img.shields.io/github/license/huggingface/xet-core.svg?color=blue"></a>
51
+ <a href="https://github.com/huggingface/xet-core/releases"><img alt="GitHub release" src="https://img.shields.io/github/release/huggingface/xet-core.svg"></a>
52
+ <a href="https://github.com/huggingface/xet-core/blob/main/CODE_OF_CONDUCT.md"><img alt="Contributor Covenant" src="https://img.shields.io/badge/Contributor%20Covenant-v2.0%20adopted-ff69b4.svg"></a>
53
+ </p>
54
+
55
+ <h3 align="center">
56
+ <p>πŸ€— hf-xet - xet client tech, used in <a target="_blank" href="https://github.com/huggingface/huggingface_hub/">huggingface_hub</a></p>
57
+ </h3>
58
+
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+ ## Welcome
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+
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+ `hf-xet` enables `huggingface_hub` to utilize xet storage for uploading and downloading to HF Hub. Xet storage provides chunk-based deduplication, efficient storage/retrieval with local disk caching, and backwards compatibility with Git LFS. This library is not meant to be used directly, and is instead intended to be used from [huggingface_hub](https://pypi.org/project/huggingface-hub).
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+
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+ ## Key features
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+
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+ β™» **chunk-based deduplication implementation**: avoid transferring and storing chunks that are shared across binary files (models, datasets, etc).
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+
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+ πŸ€— **Python bindings**: bindings for [huggingface_hub](https://github.com/huggingface/huggingface_hub/) package.
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+
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+ ↔ **network communications**: concurrent communication to HF Hub Xet backend services (CAS).
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+
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+ πŸ”– **local disk caching**: chunk-based cache that sits alongside the existing [huggingface_hub disk cache](https://huggingface.co/docs/huggingface_hub/guides/manage-cache).
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+
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+ ## Installation
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+
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+ Install the `hf_xet` package with [pip](https://pypi.org/project/hf-xet/):
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+
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+ ```bash
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+ pip install hf_xet
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+ ```
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+
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+ ## Quick Start
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+
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+ `hf_xet` is not intended to be run independently as it is expected to be used from `huggingface_hub`, so to get started with `huggingface_hub` check out the documentation [here]("https://hf.co/docs/huggingface_hub").
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+
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+ ## Contributions (feature requests, bugs, etc.) are encouraged & appreciated πŸ’™πŸ’šπŸ’›πŸ’œπŸ§‘β€οΈ
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+
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+ Please join us in making hf-xet better. We value everyone's contributions. Code is not the only way to help. Answering questions, helping each other, improving documentation, filing issues all help immensely. If you are interested in contributing (please do!), check out the [contribution guide](https://github.com/huggingface/xet-core/blob/main/CONTRIBUTING.md) for this repository.
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