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  1. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/colorlog-6.10.1.dist-info/INSTALLER +1 -0
  2. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/colorlog-6.10.1.dist-info/METADATA +321 -0
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  6. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/colorlog-6.10.1.dist-info/licenses/LICENSE +20 -0
  7. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/colorlog-6.10.1.dist-info/top_level.txt +1 -0
  8. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/cycler/__init__.py +573 -0
  9. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/cycler/__pycache__/__init__.cpython-310.pyc +0 -0
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  25. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/matplotlib-3.10.7.dist-info/LICENSE +99 -0
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  31. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/nvidia_cublas_cu12-12.8.4.1.dist-info/License.txt +1568 -0
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  36. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/nvidia_cublas_cu12-12.8.4.1.dist-info/top_level.txt +1 -0
  37. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/nvidia_cudnn_cu12-9.10.2.21.dist-info/INSTALLER +1 -0
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  42. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/nvidia_cudnn_cu12-9.10.2.21.dist-info/licenses/License.txt +154 -0
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  44. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/optuna-4.5.0.dist-info/INSTALLER +1 -0
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  49. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/optuna-4.5.0.dist-info/entry_points.txt +2 -0
  50. Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/optuna-4.5.0.dist-info/licenses/LICENSE +21 -0
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/colorlog-6.10.1.dist-info/INSTALLER ADDED
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Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/colorlog-6.10.1.dist-info/METADATA ADDED
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1
+ Metadata-Version: 2.4
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+ Name: colorlog
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+ Version: 6.10.1
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+ Summary: Add colours to the output of Python's logging module.
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+ Home-page: https://github.com/borntyping/python-colorlog
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+ Author: Sam Clements
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+ Author-email: sam@borntyping.co.uk
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+ License: MIT License
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+ Classifier: Development Status :: 5 - Production/Stable
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+ Classifier: Environment :: Console
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+ Classifier: Intended Audience :: Developers
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+ Classifier: License :: OSI Approved :: MIT License
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+ Classifier: Operating System :: OS Independent
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+ Classifier: Programming Language :: Python
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+ Classifier: Programming Language :: Python :: 3
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+ Classifier: Programming Language :: Python :: 3.6
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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 :: 3.9
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+ Classifier: Programming Language :: Python :: 3.10
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+ Classifier: Programming Language :: Python :: 3.11
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+ Classifier: Programming Language :: Python :: 3.12
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+ Classifier: Programming Language :: Python :: 3.13
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+ Classifier: Topic :: Terminals
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+ Classifier: Topic :: Utilities
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+ Requires-Python: >=3.6
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+ Description-Content-Type: text/markdown
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+ License-File: LICENSE
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+ Requires-Dist: colorama; sys_platform == "win32"
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+ Provides-Extra: development
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+ Requires-Dist: black; extra == "development"
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+ Requires-Dist: flake8; extra == "development"
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+ Requires-Dist: mypy; extra == "development"
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+ Requires-Dist: pytest; extra == "development"
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+ Requires-Dist: types-colorama; extra == "development"
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+ Dynamic: author
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+ Dynamic: author-email
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+ Dynamic: classifier
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+ Dynamic: description
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+ Dynamic: description-content-type
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+ Dynamic: home-page
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+ Dynamic: license
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+ Dynamic: license-file
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+ Dynamic: provides-extra
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+ Dynamic: requires-python
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+ Dynamic: summary
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+
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+ # Log formatting with colors!
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+
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+ [![](https://img.shields.io/pypi/v/colorlog.svg)](https://pypi.org/project/colorlog/)
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+ [![](https://img.shields.io/pypi/l/colorlog.svg)](https://pypi.org/project/colorlog/)
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+
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+ Add colours to the output of Python's `logging` module.
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+
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+ * [Source on GitHub](https://github.com/borntyping/python-colorlog)
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+ * [Packages on PyPI](https://pypi.org/pypi/colorlog/)
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+
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+ ## Status
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+
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+ colorlog currently requires Python 3.6 or higher. Older versions (below 5.x.x)
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+ support Python 2.6 and above.
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+
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+ * colorlog 6.x requires Python 3.6 or higher.
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+ * colorlog 5.x is an interim version that will warn Python 2 users to downgrade.
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+ * colorlog 4.x is the final version supporting Python 2.
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+
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+ [colorama] is included as a required dependency and initialised when using
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+ colorlog on Windows.
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+
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+ This library is over a decade old and supported a wide set of Python versions
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+ for most of its life, which has made it a difficult library to add new features
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+ to. colorlog 6 may break backwards compatibility so that newer features
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+ can be added more easily, but may still not accept all changes or feature
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+ requests. colorlog 4 might accept essential bugfixes but should not be
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+ considered actively maintained and will not accept any major changes or new
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+ features.
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+
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+ ## Installation
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+
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+ Install from PyPI with:
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+
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+ ```bash
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+ pip install colorlog
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+ ```
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+
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+ Several Linux distributions provide official packages ([Debian], [Arch], [Fedora],
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+ [Gentoo], [OpenSuse] and [Ubuntu]), and others have user provided packages
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+ ([BSD ports], [Conda]).
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+
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+ ## Usage
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+
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+ ```python
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+ import colorlog
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+
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+ handler = colorlog.StreamHandler()
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+ handler.setFormatter(colorlog.ColoredFormatter(
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+ '%(log_color)s%(levelname)s:%(name)s:%(message)s'))
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+
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+ logger = colorlog.getLogger('example')
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+ logger.addHandler(handler)
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+ ```
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+
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+ The `ColoredFormatter` class takes several arguments:
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+
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+ - `format`: The format string used to output the message (required).
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+ - `datefmt`: An optional date format passed to the base class. See [`logging.Formatter`][Formatter].
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+ - `reset`: Implicitly adds a color reset code to the message output, unless the output already ends with one. Defaults to `True`.
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+ - `log_colors`: A mapping of record level names to color names. The defaults can be found in `colorlog.default_log_colors`, or the below example.
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+ - `secondary_log_colors`: A mapping of names to `log_colors` style mappings, defining additional colors that can be used in format strings. See below for an example.
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+ - `style`: Available on Python 3.2 and above. See [`logging.Formatter`][Formatter].
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+
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+ Color escape codes can be selected based on the log records level, by adding
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+ parameters to the format string:
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+
115
+ - `log_color`: Return the color associated with the records level.
116
+ - `<name>_log_color`: Return another color based on the records level if the formatter has secondary colors configured (see `secondary_log_colors` below).
117
+
118
+ Multiple escape codes can be used at once by joining them with commas when
119
+ configuring the color for a log level (but can't be used directly in the format
120
+ string). For example, `black,bg_white` would use the escape codes for black
121
+ text on a white background.
122
+
123
+ The following escape codes are made available for use in the format string:
124
+
125
+ - `{color}`, `fg_{color}`, `bg_{color}`: Foreground and background colors.
126
+ - `bold`, `bold_{color}`, `fg_bold_{color}`, `bg_bold_{color}`: Bold/bright colors.
127
+ - `thin`, `thin_{color}`, `fg_thin_{color}`: Thin colors (terminal dependent).
128
+ - `reset`: Clear all formatting (both foreground and background colors).
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+
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+ The available color names are:
131
+
132
+ - `black`
133
+ - `red`
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+ - `green`
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+ - `yellow`
136
+ - `blue`,
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+ - `purple`
138
+ - `cyan`
139
+ - `white`
140
+
141
+ You can also use "bright" colors. These aren't standard ANSI codes, and
142
+ support for these varies wildly across different terminals.
143
+
144
+ - `light_black`
145
+ - `light_red`
146
+ - `light_green`
147
+ - `light_yellow`
148
+ - `light_blue`
149
+ - `light_purple`
150
+ - `light_cyan`
151
+ - `light_white`
152
+
153
+ ## Examples
154
+
155
+ ![Example output](docs/example.png)
156
+
157
+ The following code creates a `ColoredFormatter` for use in a logging setup,
158
+ using the default values for each argument.
159
+
160
+ ```python
161
+ from colorlog import ColoredFormatter
162
+
163
+ formatter = ColoredFormatter(
164
+ "%(log_color)s%(levelname)-8s%(reset)s %(blue)s%(message)s",
165
+ datefmt=None,
166
+ reset=True,
167
+ log_colors={
168
+ 'DEBUG': 'cyan',
169
+ 'INFO': 'green',
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+ 'WARNING': 'yellow',
171
+ 'ERROR': 'red',
172
+ 'CRITICAL': 'red,bg_white',
173
+ },
174
+ secondary_log_colors={},
175
+ style='%'
176
+ )
177
+ ```
178
+
179
+ ### Using `secondary_log_colors`
180
+
181
+ Secondary log colors are a way to have more than one color that is selected
182
+ based on the log level. Each key in `secondary_log_colors` adds an attribute
183
+ that can be used in format strings (`message` becomes `message_log_color`), and
184
+ has a corresponding value that is identical in format to the `log_colors`
185
+ argument.
186
+
187
+ The following example highlights the level name using the default log colors,
188
+ and highlights the message in red for `error` and `critical` level log messages.
189
+
190
+ ```python
191
+ from colorlog import ColoredFormatter
192
+
193
+ formatter = ColoredFormatter(
194
+ "%(log_color)s%(levelname)-8s%(reset)s %(message_log_color)s%(message)s",
195
+ secondary_log_colors={
196
+ 'message': {
197
+ 'ERROR': 'red',
198
+ 'CRITICAL': 'red'
199
+ }
200
+ }
201
+ )
202
+ ```
203
+
204
+ ### With [`dictConfig`][dictConfig]
205
+
206
+ ```python
207
+ logging.config.dictConfig({
208
+ 'formatters': {
209
+ 'colored': {
210
+ '()': 'colorlog.ColoredFormatter',
211
+ 'format': "%(log_color)s%(levelname)-8s%(reset)s %(blue)s%(message)s"
212
+ }
213
+ }
214
+ })
215
+ ```
216
+
217
+ A full example dictionary can be found in `tests/test_colorlog.py`.
218
+
219
+ ### With [`fileConfig`][fileConfig]
220
+
221
+ ```ini
222
+ ...
223
+
224
+ [formatters]
225
+ keys=color
226
+
227
+ [formatter_color]
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+ class=colorlog.ColoredFormatter
229
+ format=%(log_color)s%(levelname)-8s%(reset)s %(bg_blue)s[%(name)s]%(reset)s %(message)s from fileConfig
230
+ datefmt=%m-%d %H:%M:%S
231
+ ```
232
+
233
+ An instance of ColoredFormatter created with those arguments will then be used
234
+ by any handlers that are configured to use the `color` formatter.
235
+
236
+ A full example configuration can be found in `tests/test_config.ini`.
237
+
238
+ ### With custom log levels
239
+
240
+ ColoredFormatter will work with custom log levels added with
241
+ [`logging.addLevelName`][addLevelName]:
242
+
243
+ ```python
244
+ import logging, colorlog
245
+ TRACE = 5
246
+ logging.addLevelName(TRACE, 'TRACE')
247
+ formatter = colorlog.ColoredFormatter(log_colors={'TRACE': 'yellow'})
248
+ handler = logging.StreamHandler()
249
+ handler.setFormatter(formatter)
250
+ logger = logging.getLogger('example')
251
+ logger.addHandler(handler)
252
+ logger.setLevel('TRACE')
253
+ logger.log(TRACE, 'a message using a custom level')
254
+ ```
255
+
256
+ ## Tests
257
+
258
+ Tests similar to the above examples are found in `tests/test_colorlog.py`.
259
+
260
+ ## Status
261
+
262
+ colorlog is in maintenance mode. I try and ensure bugfixes are published,
263
+ but compatibility a wide set of Python versions makes this a difficult
264
+ codebase to add features to. Any changes that might break backwards
265
+ compatibility for existing users will not be considered.
266
+
267
+ ## Alternatives
268
+
269
+ There are some more modern libraries for improving Python logging you may
270
+ find useful.
271
+
272
+ - [structlog]
273
+ - [jsonlog]
274
+
275
+ ## Projects using colorlog
276
+
277
+ GitHub provides [a list of projects that depend on colorlog][dependents].
278
+
279
+ Some early adopters included [Errbot], [Pythran], and [zenlog].
280
+
281
+ ## Licence
282
+
283
+ Copyright (c) 2012-2025 Sam Clements <sam@borntyping.co.uk>
284
+
285
+ Permission is hereby granted, free of charge, to any person obtaining a copy of
286
+ this software and associated documentation files (the "Software"), to deal in
287
+ the Software without restriction, including without limitation the rights to
288
+ use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of
289
+ the Software, and to permit persons to whom the Software is furnished to do so,
290
+ subject to the following conditions:
291
+
292
+ The above copyright notice and this permission notice shall be included in all
293
+ copies or substantial portions of the Software.
294
+
295
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
296
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
297
+ FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
298
+ COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER
299
+ IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
300
+ CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
301
+
302
+ [dictConfig]: http://docs.python.org/3/library/logging.config.html#logging.config.dictConfig
303
+ [fileConfig]: http://docs.python.org/3/library/logging.config.html#logging.config.fileConfig
304
+ [addLevelName]: https://docs.python.org/3/library/logging.html#logging.addLevelName
305
+ [Formatter]: http://docs.python.org/3/library/logging.html#logging.Formatter
306
+ [tox]: http://tox.readthedocs.org/
307
+ [Arch]: https://archlinux.org/packages/extra/any/python-colorlog/
308
+ [BSD ports]: https://www.freshports.org/devel/py-colorlog/
309
+ [colorama]: https://pypi.python.org/pypi/colorama
310
+ [Conda]: https://anaconda.org/conda-forge/colorlog
311
+ [Debian]: [https://packages.debian.org/buster/python3-colorlog](https://packages.debian.org/buster/python3-colorlog)
312
+ [Errbot]: http://errbot.io/
313
+ [Fedora]: https://src.fedoraproject.org/rpms/python-colorlog
314
+ [Gentoo]: https://packages.gentoo.org/packages/dev-python/colorlog
315
+ [OpenSuse]: http://rpm.pbone.net/index.php3?stat=3&search=python-colorlog&srodzaj=3
316
+ [Pythran]: https://github.com/serge-sans-paille/pythran
317
+ [Ubuntu]: https://launchpad.net/python-colorlog
318
+ [zenlog]: https://github.com/ManufacturaInd/python-zenlog
319
+ [structlog]: https://www.structlog.org/en/stable/
320
+ [jsonlog]: https://github.com/borntyping/jsonlog
321
+ [dependents]: https://github.com/borntyping/python-colorlog/network/dependents?package_id=UGFja2FnZS01MDk3NDcyMQ%3D%3D
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/colorlog-6.10.1.dist-info/RECORD ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ colorlog-6.10.1.dist-info/INSTALLER,sha256=5hhM4Q4mYTT9z6QB6PGpUAW81PGNFrYrdXMj4oM_6ak,2
2
+ colorlog-6.10.1.dist-info/METADATA,sha256=jSvFCIoHpcVUIG-0U5FtDJGMZDqk9n5FIITRQXyTy-A,11202
3
+ colorlog-6.10.1.dist-info/RECORD,,
4
+ colorlog-6.10.1.dist-info/REQUESTED,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
5
+ colorlog-6.10.1.dist-info/WHEEL,sha256=_zCd3N1l69ArxyTb8rzEoP9TpbYXkqRFSNOD5OuxnTs,91
6
+ colorlog-6.10.1.dist-info/licenses/LICENSE,sha256=sdkIK8SDYj_Vn8cnm0V_DkDZQqdkJs3iVyOeBN_kElo,1107
7
+ colorlog-6.10.1.dist-info/top_level.txt,sha256=CzNs7OLwLxUhbQzCCT2ore3b_ZzAXusw0tWIX79iWow,9
8
+ colorlog/__init__.py,sha256=wzxah0vO2HpJheG0gXY4rMx_MyFYyfHsR8rTucg5PSI,1180
9
+ colorlog/escape_codes.py,sha256=lFpcWJqCo3d8kcVZpJFkuKrYbwtwdqdCeNFH9QnKA1Y,2438
10
+ colorlog/formatter.py,sha256=5JEpHxnxbqVoKr2jCEsV0ufzdA_5iDn_rF46RKpYLA8,8413
11
+ colorlog/py.typed,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
12
+ colorlog/wrappers.py,sha256=onRQIxCBw8V1vA7zz_kavg4Mk25h8FH6vr8SQw4H6_Y,2399
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/colorlog-6.10.1.dist-info/REQUESTED ADDED
File without changes
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/colorlog-6.10.1.dist-info/WHEEL ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ Wheel-Version: 1.0
2
+ Generator: setuptools (80.9.0)
3
+ Root-Is-Purelib: true
4
+ Tag: py3-none-any
5
+
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/colorlog-6.10.1.dist-info/licenses/LICENSE ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ The MIT License (MIT)
2
+
3
+ Copyright (c) 2012-2021 Sam Clements <sam@borntyping.co.uk>
4
+
5
+ Permission is hereby granted, free of charge, to any person obtaining a copy of
6
+ this software and associated documentation files (the "Software"), to deal in
7
+ the Software without restriction, including without limitation the rights to
8
+ use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of
9
+ the Software, and to permit persons to whom the Software is furnished to do so,
10
+ subject to the following conditions:
11
+
12
+ The above copyright notice and this permission notice shall be included in all
13
+ copies or substantial portions of the Software.
14
+
15
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
17
+ FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
18
+ COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER
19
+ IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
20
+ CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/colorlog-6.10.1.dist-info/top_level.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ colorlog
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/cycler/__init__.py ADDED
@@ -0,0 +1,573 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ Cycler
3
+ ======
4
+
5
+ Cycling through combinations of values, producing dictionaries.
6
+
7
+ You can add cyclers::
8
+
9
+ from cycler import cycler
10
+ cc = (cycler(color=list('rgb')) +
11
+ cycler(linestyle=['-', '--', '-.']))
12
+ for d in cc:
13
+ print(d)
14
+
15
+ Results in::
16
+
17
+ {'color': 'r', 'linestyle': '-'}
18
+ {'color': 'g', 'linestyle': '--'}
19
+ {'color': 'b', 'linestyle': '-.'}
20
+
21
+
22
+ You can multiply cyclers::
23
+
24
+ from cycler import cycler
25
+ cc = (cycler(color=list('rgb')) *
26
+ cycler(linestyle=['-', '--', '-.']))
27
+ for d in cc:
28
+ print(d)
29
+
30
+ Results in::
31
+
32
+ {'color': 'r', 'linestyle': '-'}
33
+ {'color': 'r', 'linestyle': '--'}
34
+ {'color': 'r', 'linestyle': '-.'}
35
+ {'color': 'g', 'linestyle': '-'}
36
+ {'color': 'g', 'linestyle': '--'}
37
+ {'color': 'g', 'linestyle': '-.'}
38
+ {'color': 'b', 'linestyle': '-'}
39
+ {'color': 'b', 'linestyle': '--'}
40
+ {'color': 'b', 'linestyle': '-.'}
41
+ """
42
+
43
+
44
+ from __future__ import annotations
45
+
46
+ from collections.abc import Hashable, Iterable, Generator
47
+ import copy
48
+ from functools import reduce
49
+ from itertools import product, cycle
50
+ from operator import mul, add
51
+ # Dict, List, Union required for runtime cast calls
52
+ from typing import TypeVar, Generic, Callable, Union, Dict, List, Any, overload, cast
53
+
54
+ __version__ = "0.12.1"
55
+
56
+ K = TypeVar("K", bound=Hashable)
57
+ L = TypeVar("L", bound=Hashable)
58
+ V = TypeVar("V")
59
+ U = TypeVar("U")
60
+
61
+
62
+ def _process_keys(
63
+ left: Cycler[K, V] | Iterable[dict[K, V]],
64
+ right: Cycler[K, V] | Iterable[dict[K, V]] | None,
65
+ ) -> set[K]:
66
+ """
67
+ Helper function to compose cycler keys.
68
+
69
+ Parameters
70
+ ----------
71
+ left, right : iterable of dictionaries or None
72
+ The cyclers to be composed.
73
+
74
+ Returns
75
+ -------
76
+ keys : set
77
+ The keys in the composition of the two cyclers.
78
+ """
79
+ l_peek: dict[K, V] = next(iter(left)) if left != [] else {}
80
+ r_peek: dict[K, V] = next(iter(right)) if right is not None else {}
81
+ l_key: set[K] = set(l_peek.keys())
82
+ r_key: set[K] = set(r_peek.keys())
83
+ if l_key & r_key:
84
+ raise ValueError("Can not compose overlapping cycles")
85
+ return l_key | r_key
86
+
87
+
88
+ def concat(left: Cycler[K, V], right: Cycler[K, U]) -> Cycler[K, V | U]:
89
+ r"""
90
+ Concatenate `Cycler`\s, as if chained using `itertools.chain`.
91
+
92
+ The keys must match exactly.
93
+
94
+ Examples
95
+ --------
96
+ >>> num = cycler('a', range(3))
97
+ >>> let = cycler('a', 'abc')
98
+ >>> num.concat(let)
99
+ cycler('a', [0, 1, 2, 'a', 'b', 'c'])
100
+
101
+ Returns
102
+ -------
103
+ `Cycler`
104
+ The concatenated cycler.
105
+ """
106
+ if left.keys != right.keys:
107
+ raise ValueError(
108
+ "Keys do not match:\n"
109
+ "\tIntersection: {both!r}\n"
110
+ "\tDisjoint: {just_one!r}".format(
111
+ both=left.keys & right.keys, just_one=left.keys ^ right.keys
112
+ )
113
+ )
114
+ _l = cast(Dict[K, List[Union[V, U]]], left.by_key())
115
+ _r = cast(Dict[K, List[Union[V, U]]], right.by_key())
116
+ return reduce(add, (_cycler(k, _l[k] + _r[k]) for k in left.keys))
117
+
118
+
119
+ class Cycler(Generic[K, V]):
120
+ """
121
+ Composable cycles.
122
+
123
+ This class has compositions methods:
124
+
125
+ ``+``
126
+ for 'inner' products (zip)
127
+
128
+ ``+=``
129
+ in-place ``+``
130
+
131
+ ``*``
132
+ for outer products (`itertools.product`) and integer multiplication
133
+
134
+ ``*=``
135
+ in-place ``*``
136
+
137
+ and supports basic slicing via ``[]``.
138
+
139
+ Parameters
140
+ ----------
141
+ left, right : Cycler or None
142
+ The 'left' and 'right' cyclers.
143
+ op : func or None
144
+ Function which composes the 'left' and 'right' cyclers.
145
+ """
146
+
147
+ def __call__(self):
148
+ return cycle(self)
149
+
150
+ def __init__(
151
+ self,
152
+ left: Cycler[K, V] | Iterable[dict[K, V]] | None,
153
+ right: Cycler[K, V] | None = None,
154
+ op: Any = None,
155
+ ):
156
+ """
157
+ Semi-private init.
158
+
159
+ Do not use this directly, use `cycler` function instead.
160
+ """
161
+ if isinstance(left, Cycler):
162
+ self._left: Cycler[K, V] | list[dict[K, V]] = Cycler(
163
+ left._left, left._right, left._op
164
+ )
165
+ elif left is not None:
166
+ # Need to copy the dictionary or else that will be a residual
167
+ # mutable that could lead to strange errors
168
+ self._left = [copy.copy(v) for v in left]
169
+ else:
170
+ self._left = []
171
+
172
+ if isinstance(right, Cycler):
173
+ self._right: Cycler[K, V] | None = Cycler(
174
+ right._left, right._right, right._op
175
+ )
176
+ else:
177
+ self._right = None
178
+
179
+ self._keys: set[K] = _process_keys(self._left, self._right)
180
+ self._op: Any = op
181
+
182
+ def __contains__(self, k):
183
+ return k in self._keys
184
+
185
+ @property
186
+ def keys(self) -> set[K]:
187
+ """The keys this Cycler knows about."""
188
+ return set(self._keys)
189
+
190
+ def change_key(self, old: K, new: K) -> None:
191
+ """
192
+ Change a key in this cycler to a new name.
193
+ Modification is performed in-place.
194
+
195
+ Does nothing if the old key is the same as the new key.
196
+ Raises a ValueError if the new key is already a key.
197
+ Raises a KeyError if the old key isn't a key.
198
+ """
199
+ if old == new:
200
+ return
201
+ if new in self._keys:
202
+ raise ValueError(
203
+ f"Can't replace {old} with {new}, {new} is already a key"
204
+ )
205
+ if old not in self._keys:
206
+ raise KeyError(
207
+ f"Can't replace {old} with {new}, {old} is not a key"
208
+ )
209
+
210
+ self._keys.remove(old)
211
+ self._keys.add(new)
212
+
213
+ if self._right is not None and old in self._right.keys:
214
+ self._right.change_key(old, new)
215
+
216
+ # self._left should always be non-None
217
+ # if self._keys is non-empty.
218
+ elif isinstance(self._left, Cycler):
219
+ self._left.change_key(old, new)
220
+ else:
221
+ # It should be completely safe at this point to
222
+ # assume that the old key can be found in each
223
+ # iteration.
224
+ self._left = [{new: entry[old]} for entry in self._left]
225
+
226
+ @classmethod
227
+ def _from_iter(cls, label: K, itr: Iterable[V]) -> Cycler[K, V]:
228
+ """
229
+ Class method to create 'base' Cycler objects
230
+ that do not have a 'right' or 'op' and for which
231
+ the 'left' object is not another Cycler.
232
+
233
+ Parameters
234
+ ----------
235
+ label : hashable
236
+ The property key.
237
+
238
+ itr : iterable
239
+ Finite length iterable of the property values.
240
+
241
+ Returns
242
+ -------
243
+ `Cycler`
244
+ New 'base' cycler.
245
+ """
246
+ ret: Cycler[K, V] = cls(None)
247
+ ret._left = list({label: v} for v in itr)
248
+ ret._keys = {label}
249
+ return ret
250
+
251
+ def __getitem__(self, key: slice) -> Cycler[K, V]:
252
+ # TODO : maybe add numpy style fancy slicing
253
+ if isinstance(key, slice):
254
+ trans = self.by_key()
255
+ return reduce(add, (_cycler(k, v[key]) for k, v in trans.items()))
256
+ else:
257
+ raise ValueError("Can only use slices with Cycler.__getitem__")
258
+
259
+ def __iter__(self) -> Generator[dict[K, V], None, None]:
260
+ if self._right is None:
261
+ for left in self._left:
262
+ yield dict(left)
263
+ else:
264
+ if self._op is None:
265
+ raise TypeError(
266
+ "Operation cannot be None when both left and right are defined"
267
+ )
268
+ for a, b in self._op(self._left, self._right):
269
+ out = {}
270
+ out.update(a)
271
+ out.update(b)
272
+ yield out
273
+
274
+ def __add__(self, other: Cycler[L, U]) -> Cycler[K | L, V | U]:
275
+ """
276
+ Pair-wise combine two equal length cyclers (zip).
277
+
278
+ Parameters
279
+ ----------
280
+ other : Cycler
281
+ """
282
+ if len(self) != len(other):
283
+ raise ValueError(
284
+ f"Can only add equal length cycles, not {len(self)} and {len(other)}"
285
+ )
286
+ return Cycler(
287
+ cast(Cycler[Union[K, L], Union[V, U]], self),
288
+ cast(Cycler[Union[K, L], Union[V, U]], other),
289
+ zip
290
+ )
291
+
292
+ @overload
293
+ def __mul__(self, other: Cycler[L, U]) -> Cycler[K | L, V | U]:
294
+ ...
295
+
296
+ @overload
297
+ def __mul__(self, other: int) -> Cycler[K, V]:
298
+ ...
299
+
300
+ def __mul__(self, other):
301
+ """
302
+ Outer product of two cyclers (`itertools.product`) or integer
303
+ multiplication.
304
+
305
+ Parameters
306
+ ----------
307
+ other : Cycler or int
308
+ """
309
+ if isinstance(other, Cycler):
310
+ return Cycler(
311
+ cast(Cycler[Union[K, L], Union[V, U]], self),
312
+ cast(Cycler[Union[K, L], Union[V, U]], other),
313
+ product
314
+ )
315
+ elif isinstance(other, int):
316
+ trans = self.by_key()
317
+ return reduce(
318
+ add, (_cycler(k, v * other) for k, v in trans.items())
319
+ )
320
+ else:
321
+ return NotImplemented
322
+
323
+ @overload
324
+ def __rmul__(self, other: Cycler[L, U]) -> Cycler[K | L, V | U]:
325
+ ...
326
+
327
+ @overload
328
+ def __rmul__(self, other: int) -> Cycler[K, V]:
329
+ ...
330
+
331
+ def __rmul__(self, other):
332
+ return self * other
333
+
334
+ def __len__(self) -> int:
335
+ op_dict: dict[Callable, Callable[[int, int], int]] = {zip: min, product: mul}
336
+ if self._right is None:
337
+ return len(self._left)
338
+ l_len = len(self._left)
339
+ r_len = len(self._right)
340
+ return op_dict[self._op](l_len, r_len)
341
+
342
+ # iadd and imul do not exapand the the type as the returns must be consistent with
343
+ # self, thus they flag as inconsistent with add/mul
344
+ def __iadd__(self, other: Cycler[K, V]) -> Cycler[K, V]: # type: ignore[misc]
345
+ """
346
+ In-place pair-wise combine two equal length cyclers (zip).
347
+
348
+ Parameters
349
+ ----------
350
+ other : Cycler
351
+ """
352
+ if not isinstance(other, Cycler):
353
+ raise TypeError("Cannot += with a non-Cycler object")
354
+ # True shallow copy of self is fine since this is in-place
355
+ old_self = copy.copy(self)
356
+ self._keys = _process_keys(old_self, other)
357
+ self._left = old_self
358
+ self._op = zip
359
+ self._right = Cycler(other._left, other._right, other._op)
360
+ return self
361
+
362
+ def __imul__(self, other: Cycler[K, V] | int) -> Cycler[K, V]: # type: ignore[misc]
363
+ """
364
+ In-place outer product of two cyclers (`itertools.product`).
365
+
366
+ Parameters
367
+ ----------
368
+ other : Cycler
369
+ """
370
+ if not isinstance(other, Cycler):
371
+ raise TypeError("Cannot *= with a non-Cycler object")
372
+ # True shallow copy of self is fine since this is in-place
373
+ old_self = copy.copy(self)
374
+ self._keys = _process_keys(old_self, other)
375
+ self._left = old_self
376
+ self._op = product
377
+ self._right = Cycler(other._left, other._right, other._op)
378
+ return self
379
+
380
+ def __eq__(self, other: object) -> bool:
381
+ if not isinstance(other, Cycler):
382
+ return False
383
+ if len(self) != len(other):
384
+ return False
385
+ if self.keys ^ other.keys:
386
+ return False
387
+ return all(a == b for a, b in zip(self, other))
388
+
389
+ __hash__ = None # type: ignore
390
+
391
+ def __repr__(self) -> str:
392
+ op_map = {zip: "+", product: "*"}
393
+ if self._right is None:
394
+ lab = self.keys.pop()
395
+ itr = list(v[lab] for v in self)
396
+ return f"cycler({lab!r}, {itr!r})"
397
+ else:
398
+ op = op_map.get(self._op, "?")
399
+ msg = "({left!r} {op} {right!r})"
400
+ return msg.format(left=self._left, op=op, right=self._right)
401
+
402
+ def _repr_html_(self) -> str:
403
+ # an table showing the value of each key through a full cycle
404
+ output = "<table>"
405
+ sorted_keys = sorted(self.keys, key=repr)
406
+ for key in sorted_keys:
407
+ output += f"<th>{key!r}</th>"
408
+ for d in iter(self):
409
+ output += "<tr>"
410
+ for k in sorted_keys:
411
+ output += f"<td>{d[k]!r}</td>"
412
+ output += "</tr>"
413
+ output += "</table>"
414
+ return output
415
+
416
+ def by_key(self) -> dict[K, list[V]]:
417
+ """
418
+ Values by key.
419
+
420
+ This returns the transposed values of the cycler. Iterating
421
+ over a `Cycler` yields dicts with a single value for each key,
422
+ this method returns a `dict` of `list` which are the values
423
+ for the given key.
424
+
425
+ The returned value can be used to create an equivalent `Cycler`
426
+ using only `+`.
427
+
428
+ Returns
429
+ -------
430
+ transpose : dict
431
+ dict of lists of the values for each key.
432
+ """
433
+
434
+ # TODO : sort out if this is a bottle neck, if there is a better way
435
+ # and if we care.
436
+
437
+ keys = self.keys
438
+ out: dict[K, list[V]] = {k: list() for k in keys}
439
+
440
+ for d in self:
441
+ for k in keys:
442
+ out[k].append(d[k])
443
+ return out
444
+
445
+ # for back compatibility
446
+ _transpose = by_key
447
+
448
+ def simplify(self) -> Cycler[K, V]:
449
+ """
450
+ Simplify the cycler into a sum (but no products) of cyclers.
451
+
452
+ Returns
453
+ -------
454
+ simple : Cycler
455
+ """
456
+ # TODO: sort out if it is worth the effort to make sure this is
457
+ # balanced. Currently it is is
458
+ # (((a + b) + c) + d) vs
459
+ # ((a + b) + (c + d))
460
+ # I would believe that there is some performance implications
461
+ trans = self.by_key()
462
+ return reduce(add, (_cycler(k, v) for k, v in trans.items()))
463
+
464
+ concat = concat
465
+
466
+
467
+ @overload
468
+ def cycler(arg: Cycler[K, V]) -> Cycler[K, V]:
469
+ ...
470
+
471
+
472
+ @overload
473
+ def cycler(**kwargs: Iterable[V]) -> Cycler[str, V]:
474
+ ...
475
+
476
+
477
+ @overload
478
+ def cycler(label: K, itr: Iterable[V]) -> Cycler[K, V]:
479
+ ...
480
+
481
+
482
+ def cycler(*args, **kwargs):
483
+ """
484
+ Create a new `Cycler` object from a single positional argument,
485
+ a pair of positional arguments, or the combination of keyword arguments.
486
+
487
+ cycler(arg)
488
+ cycler(label1=itr1[, label2=iter2[, ...]])
489
+ cycler(label, itr)
490
+
491
+ Form 1 simply copies a given `Cycler` object.
492
+
493
+ Form 2 composes a `Cycler` as an inner product of the
494
+ pairs of keyword arguments. In other words, all of the
495
+ iterables are cycled simultaneously, as if through zip().
496
+
497
+ Form 3 creates a `Cycler` from a label and an iterable.
498
+ This is useful for when the label cannot be a keyword argument
499
+ (e.g., an integer or a name that has a space in it).
500
+
501
+ Parameters
502
+ ----------
503
+ arg : Cycler
504
+ Copy constructor for Cycler (does a shallow copy of iterables).
505
+ label : name
506
+ The property key. In the 2-arg form of the function,
507
+ the label can be any hashable object. In the keyword argument
508
+ form of the function, it must be a valid python identifier.
509
+ itr : iterable
510
+ Finite length iterable of the property values.
511
+ Can be a single-property `Cycler` that would
512
+ be like a key change, but as a shallow copy.
513
+
514
+ Returns
515
+ -------
516
+ cycler : Cycler
517
+ New `Cycler` for the given property
518
+
519
+ """
520
+ if args and kwargs:
521
+ raise TypeError(
522
+ "cycler() can only accept positional OR keyword arguments -- not both."
523
+ )
524
+
525
+ if len(args) == 1:
526
+ if not isinstance(args[0], Cycler):
527
+ raise TypeError(
528
+ "If only one positional argument given, it must "
529
+ "be a Cycler instance."
530
+ )
531
+ return Cycler(args[0])
532
+ elif len(args) == 2:
533
+ return _cycler(*args)
534
+ elif len(args) > 2:
535
+ raise TypeError(
536
+ "Only a single Cycler can be accepted as the lone "
537
+ "positional argument. Use keyword arguments instead."
538
+ )
539
+
540
+ if kwargs:
541
+ return reduce(add, (_cycler(k, v) for k, v in kwargs.items()))
542
+
543
+ raise TypeError("Must have at least a positional OR keyword arguments")
544
+
545
+
546
+ def _cycler(label: K, itr: Iterable[V]) -> Cycler[K, V]:
547
+ """
548
+ Create a new `Cycler` object from a property name and iterable of values.
549
+
550
+ Parameters
551
+ ----------
552
+ label : hashable
553
+ The property key.
554
+ itr : iterable
555
+ Finite length iterable of the property values.
556
+
557
+ Returns
558
+ -------
559
+ cycler : Cycler
560
+ New `Cycler` for the given property
561
+ """
562
+ if isinstance(itr, Cycler):
563
+ keys = itr.keys
564
+ if len(keys) != 1:
565
+ msg = "Can not create Cycler from a multi-property Cycler"
566
+ raise ValueError(msg)
567
+
568
+ lab = keys.pop()
569
+ # Doesn't need to be a new list because
570
+ # _from_iter() will be creating that new list anyway.
571
+ itr = (v[lab] for v in itr)
572
+
573
+ return Cycler._from_iter(label, itr)
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/cycler/__pycache__/__init__.cpython-310.pyc ADDED
Binary file (16.6 kB). View file
 
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/cycler/py.typed ADDED
File without changes
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/filelock-3.20.0.dist-info/INSTALLER ADDED
@@ -0,0 +1 @@
 
 
1
+ uv
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/filelock-3.20.0.dist-info/METADATA ADDED
@@ -0,0 +1,42 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Metadata-Version: 2.4
2
+ Name: filelock
3
+ Version: 3.20.0
4
+ Summary: A platform independent file lock.
5
+ Project-URL: Documentation, https://py-filelock.readthedocs.io
6
+ Project-URL: Homepage, https://github.com/tox-dev/py-filelock
7
+ Project-URL: Source, https://github.com/tox-dev/py-filelock
8
+ Project-URL: Tracker, https://github.com/tox-dev/py-filelock/issues
9
+ Maintainer-email: Bernát Gábor <gaborjbernat@gmail.com>
10
+ License-Expression: Unlicense
11
+ License-File: LICENSE
12
+ Keywords: application,cache,directory,log,user
13
+ Classifier: Development Status :: 5 - Production/Stable
14
+ Classifier: Intended Audience :: Developers
15
+ Classifier: License :: OSI Approved :: The Unlicense (Unlicense)
16
+ Classifier: Operating System :: OS Independent
17
+ Classifier: Programming Language :: Python
18
+ Classifier: Programming Language :: Python :: 3 :: Only
19
+ Classifier: Programming Language :: Python :: 3.10
20
+ Classifier: Programming Language :: Python :: 3.11
21
+ Classifier: Programming Language :: Python :: 3.12
22
+ Classifier: Programming Language :: Python :: 3.13
23
+ Classifier: Programming Language :: Python :: 3.14
24
+ Classifier: Topic :: Internet
25
+ Classifier: Topic :: Software Development :: Libraries
26
+ Classifier: Topic :: System
27
+ Requires-Python: >=3.10
28
+ Description-Content-Type: text/markdown
29
+
30
+ # filelock
31
+
32
+ [![PyPI](https://img.shields.io/pypi/v/filelock)](https://pypi.org/project/filelock/)
33
+ [![Supported Python
34
+ versions](https://img.shields.io/pypi/pyversions/filelock.svg)](https://pypi.org/project/filelock/)
35
+ [![Documentation
36
+ status](https://readthedocs.org/projects/py-filelock/badge/?version=latest)](https://py-filelock.readthedocs.io/en/latest/?badge=latest)
37
+ [![Code style:
38
+ black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
39
+ [![Downloads](https://static.pepy.tech/badge/filelock/month)](https://pepy.tech/project/filelock)
40
+ [![check](https://github.com/tox-dev/py-filelock/actions/workflows/check.yaml/badge.svg)](https://github.com/tox-dev/py-filelock/actions/workflows/check.yaml)
41
+
42
+ For more information checkout the [official documentation](https://py-filelock.readthedocs.io/en/latest/index.html).
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/filelock-3.20.0.dist-info/RECORD ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ filelock-3.20.0.dist-info/INSTALLER,sha256=5hhM4Q4mYTT9z6QB6PGpUAW81PGNFrYrdXMj4oM_6ak,2
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+ filelock-3.20.0.dist-info/METADATA,sha256=gIghqdcbGNywxw52pN02_a9OxFqzhjA8v-9GsDWtNog,2110
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+ filelock-3.20.0.dist-info/RECORD,,
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+ filelock-3.20.0.dist-info/REQUESTED,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
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+ filelock-3.20.0.dist-info/WHEEL,sha256=qtCwoSJWgHk21S1Kb4ihdzI2rlJ1ZKaIurTj_ngOhyQ,87
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+ filelock-3.20.0.dist-info/licenses/LICENSE,sha256=iNm062BXnBkew5HKBMFhMFctfu3EqG2qWL8oxuFMm80,1210
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+ filelock/__init__.py,sha256=_t_-OAGXo_qyPa9lNQ1YnzVYEvSW3I0onPqzpomsVVg,1769
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+ filelock/_api.py,sha256=2aATBeJ3-jtMj5OSm7EE539iNaTBsf13KXtcBMoi8oM,14545
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+ filelock/_error.py,sha256=-5jMcjTu60YAvAO1UbqDD1GIEjVkwr8xCFwDBtMeYDg,787
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+ filelock/_soft.py,sha256=haqtc_TB_KJbYv2a8iuEAclKuM4fMG1vTcp28sK919c,1711
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+ filelock/_unix.py,sha256=eGOs4gDgZ-5fGnJUz-OkJDeZkAMzgvYcD8hVD6XH7e4,2351
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+ filelock/_util.py,sha256=QHBoNFIYfbAThhotH3Q8E2acFc84wpG49-T-uu017ZE,1715
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+ filelock/_windows.py,sha256=8k4XIBl_zZVfGC2gz0kEr8DZBvpNa8wdU9qeM1YrBb8,2179
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+ filelock/asyncio.py,sha256=dSLe6XZSECFOgsVpcQUSh5Y5zAHxHGPu_tfpPX9I45k,12514
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+ filelock/py.typed,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
16
+ filelock/version.py,sha256=AW5MeEjK4TaQWWJrGb_AlBw8PlmFoIcn7GodG_AVSOM,706
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/filelock-3.20.0.dist-info/REQUESTED ADDED
File without changes
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/filelock-3.20.0.dist-info/WHEEL ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ Wheel-Version: 1.0
2
+ Generator: hatchling 1.27.0
3
+ Root-Is-Purelib: true
4
+ Tag: py3-none-any
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/filelock-3.20.0.dist-info/licenses/LICENSE ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ This is free and unencumbered software released into the public domain.
2
+
3
+ Anyone is free to copy, modify, publish, use, compile, sell, or
4
+ distribute this software, either in source code form or as a compiled
5
+ binary, for any purpose, commercial or non-commercial, and by any
6
+ means.
7
+
8
+ In jurisdictions that recognize copyright laws, the author or authors
9
+ of this software dedicate any and all copyright interest in the
10
+ software to the public domain. We make this dedication for the benefit
11
+ of the public at large and to the detriment of our heirs and
12
+ successors. We intend this dedication to be an overt act of
13
+ relinquishment in perpetuity of all present and future rights to this
14
+ software under copyright law.
15
+
16
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
17
+ EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
18
+ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
19
+ IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR
20
+ OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE,
21
+ ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
22
+ OTHER DEALINGS IN THE SOFTWARE.
23
+
24
+ For more information, please refer to <http://unlicense.org>
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/markupsafe-3.0.3.dist-info/INSTALLER ADDED
@@ -0,0 +1 @@
 
 
1
+ uv
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/markupsafe-3.0.3.dist-info/METADATA ADDED
@@ -0,0 +1,74 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Metadata-Version: 2.4
2
+ Name: MarkupSafe
3
+ Version: 3.0.3
4
+ Summary: Safely add untrusted strings to HTML/XML markup.
5
+ Maintainer-email: Pallets <contact@palletsprojects.com>
6
+ License-Expression: BSD-3-Clause
7
+ Project-URL: Donate, https://palletsprojects.com/donate
8
+ Project-URL: Documentation, https://markupsafe.palletsprojects.com/
9
+ Project-URL: Changes, https://markupsafe.palletsprojects.com/page/changes/
10
+ Project-URL: Source, https://github.com/pallets/markupsafe/
11
+ Project-URL: Chat, https://discord.gg/pallets
12
+ Classifier: Development Status :: 5 - Production/Stable
13
+ Classifier: Environment :: Web Environment
14
+ Classifier: Intended Audience :: Developers
15
+ Classifier: Operating System :: OS Independent
16
+ Classifier: Programming Language :: Python
17
+ Classifier: Topic :: Internet :: WWW/HTTP :: Dynamic Content
18
+ Classifier: Topic :: Text Processing :: Markup :: HTML
19
+ Classifier: Typing :: Typed
20
+ Requires-Python: >=3.9
21
+ Description-Content-Type: text/markdown
22
+ License-File: LICENSE.txt
23
+ Dynamic: license-file
24
+
25
+ <div align="center"><img src="https://raw.githubusercontent.com/pallets/markupsafe/refs/heads/stable/docs/_static/markupsafe-name.svg" alt="" height="150"></div>
26
+
27
+ # MarkupSafe
28
+
29
+ MarkupSafe implements a text object that escapes characters so it is
30
+ safe to use in HTML and XML. Characters that have special meanings are
31
+ replaced so that they display as the actual characters. This mitigates
32
+ injection attacks, meaning untrusted user input can safely be displayed
33
+ on a page.
34
+
35
+
36
+ ## Examples
37
+
38
+ ```pycon
39
+ >>> from markupsafe import Markup, escape
40
+
41
+ >>> # escape replaces special characters and wraps in Markup
42
+ >>> escape("<script>alert(document.cookie);</script>")
43
+ Markup('&lt;script&gt;alert(document.cookie);&lt;/script&gt;')
44
+
45
+ >>> # wrap in Markup to mark text "safe" and prevent escaping
46
+ >>> Markup("<strong>Hello</strong>")
47
+ Markup('<strong>hello</strong>')
48
+
49
+ >>> escape(Markup("<strong>Hello</strong>"))
50
+ Markup('<strong>hello</strong>')
51
+
52
+ >>> # Markup is a str subclass
53
+ >>> # methods and operators escape their arguments
54
+ >>> template = Markup("Hello <em>{name}</em>")
55
+ >>> template.format(name='"World"')
56
+ Markup('Hello <em>&#34;World&#34;</em>')
57
+ ```
58
+
59
+ ## Donate
60
+
61
+ The Pallets organization develops and supports MarkupSafe and other
62
+ popular packages. In order to grow the community of contributors and
63
+ users, and allow the maintainers to devote more time to the projects,
64
+ [please donate today][].
65
+
66
+ [please donate today]: https://palletsprojects.com/donate
67
+
68
+ ## Contributing
69
+
70
+ See our [detailed contributing documentation][contrib] for many ways to
71
+ contribute, including reporting issues, requesting features, asking or answering
72
+ questions, and making PRs.
73
+
74
+ [contrib]: https://palletsprojects.com/contributing/
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/markupsafe-3.0.3.dist-info/RECORD ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ markupsafe-3.0.3.dist-info/INSTALLER,sha256=5hhM4Q4mYTT9z6QB6PGpUAW81PGNFrYrdXMj4oM_6ak,2
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+ markupsafe-3.0.3.dist-info/licenses/LICENSE.txt,sha256=SJqOEQhQntmKN7uYPhHg9-HTHwvY-Zp5yESOf_N9B-o,1475
7
+ markupsafe-3.0.3.dist-info/top_level.txt,sha256=qy0Plje5IJuvsCBjejJyhDCjEAdcDLK_2agVcex8Z6U,11
8
+ markupsafe/__init__.py,sha256=u1fLcNCx0P8E7LT6z3OXf6ipnSmgm6aefne5y-d7o40,13248
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+ markupsafe/_native.py,sha256=hSLs8Jmz5aqayuengJJ3kdT5PwNpBWpKrmQSdipndC8,210
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+ markupsafe/_speedups.c,sha256=t3tC6oVV7-bmKUqvCO5pVSky-G8ACIXpWMaJwkNtJjg,4327
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+ markupsafe/_speedups.cpython-310-x86_64-linux-gnu.so,sha256=IZmv9CMn34fHG-Pl2n7sQLmmtn2wqXhKYuCNqjunu9U,35816
12
+ markupsafe/_speedups.pyi,sha256=ENd1bYe7gbBUf2ywyYWOGUpnXOHNJ-cgTNqetlW8h5k,41
13
+ markupsafe/py.typed,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/markupsafe-3.0.3.dist-info/REQUESTED ADDED
File without changes
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/markupsafe-3.0.3.dist-info/WHEEL ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ Wheel-Version: 1.0
2
+ Generator: setuptools (80.9.0)
3
+ Root-Is-Purelib: false
4
+ Tag: cp310-cp310-manylinux_2_17_x86_64
5
+ Tag: cp310-cp310-manylinux2014_x86_64
6
+ Tag: cp310-cp310-manylinux_2_28_x86_64
7
+
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/markupsafe-3.0.3.dist-info/licenses/LICENSE.txt ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Copyright 2010 Pallets
2
+
3
+ Redistribution and use in source and binary forms, with or without
4
+ modification, are permitted provided that the following conditions are
5
+ met:
6
+
7
+ 1. Redistributions of source code must retain the above copyright
8
+ notice, this list of conditions and the following disclaimer.
9
+
10
+ 2. Redistributions in binary form must reproduce the above copyright
11
+ notice, this list of conditions and the following disclaimer in the
12
+ documentation and/or other materials provided with the distribution.
13
+
14
+ 3. Neither the name of the copyright holder nor the names of its
15
+ contributors may be used to endorse or promote products derived from
16
+ this software without specific prior written permission.
17
+
18
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
19
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
20
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A
21
+ PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
22
+ HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
23
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED
24
+ TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
25
+ PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
26
+ LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
27
+ NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
28
+ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/markupsafe-3.0.3.dist-info/top_level.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ markupsafe
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/matplotlib-3.10.7.dist-info/INSTALLER ADDED
@@ -0,0 +1 @@
 
 
1
+ uv
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/matplotlib-3.10.7.dist-info/LICENSE ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ License agreement for matplotlib versions 1.3.0 and later
2
+ =========================================================
3
+
4
+ 1. This LICENSE AGREEMENT is between the Matplotlib Development Team
5
+ ("MDT"), and the Individual or Organization ("Licensee") accessing and
6
+ otherwise using matplotlib software in source or binary form and its
7
+ associated documentation.
8
+
9
+ 2. Subject to the terms and conditions of this License Agreement, MDT
10
+ hereby grants Licensee a nonexclusive, royalty-free, world-wide license
11
+ to reproduce, analyze, test, perform and/or display publicly, prepare
12
+ derivative works, distribute, and otherwise use matplotlib
13
+ alone or in any derivative version, provided, however, that MDT's
14
+ License Agreement and MDT's notice of copyright, i.e., "Copyright (c)
15
+ 2012- Matplotlib Development Team; All Rights Reserved" are retained in
16
+ matplotlib alone or in any derivative version prepared by
17
+ Licensee.
18
+
19
+ 3. In the event Licensee prepares a derivative work that is based on or
20
+ incorporates matplotlib or any part thereof, and wants to
21
+ make the derivative work available to others as provided herein, then
22
+ Licensee hereby agrees to include in any such work a brief summary of
23
+ the changes made to matplotlib .
24
+
25
+ 4. MDT is making matplotlib available to Licensee on an "AS
26
+ IS" basis. MDT MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
27
+ IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, MDT MAKES NO AND
28
+ DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
29
+ FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF MATPLOTLIB
30
+ WILL NOT INFRINGE ANY THIRD PARTY RIGHTS.
31
+
32
+ 5. MDT SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF MATPLOTLIB
33
+ FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR
34
+ LOSS AS A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING
35
+ MATPLOTLIB , OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF
36
+ THE POSSIBILITY THEREOF.
37
+
38
+ 6. This License Agreement will automatically terminate upon a material
39
+ breach of its terms and conditions.
40
+
41
+ 7. Nothing in this License Agreement shall be deemed to create any
42
+ relationship of agency, partnership, or joint venture between MDT and
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+ Licensee. This License Agreement does not grant permission to use MDT
44
+ trademarks or trade name in a trademark sense to endorse or promote
45
+ products or services of Licensee, or any third party.
46
+
47
+ 8. By copying, installing or otherwise using matplotlib ,
48
+ Licensee agrees to be bound by the terms and conditions of this License
49
+ Agreement.
50
+
51
+ License agreement for matplotlib versions prior to 1.3.0
52
+ ========================================================
53
+
54
+ 1. This LICENSE AGREEMENT is between John D. Hunter ("JDH"), and the
55
+ Individual or Organization ("Licensee") accessing and otherwise using
56
+ matplotlib software in source or binary form and its associated
57
+ documentation.
58
+
59
+ 2. Subject to the terms and conditions of this License Agreement, JDH
60
+ hereby grants Licensee a nonexclusive, royalty-free, world-wide license
61
+ to reproduce, analyze, test, perform and/or display publicly, prepare
62
+ derivative works, distribute, and otherwise use matplotlib
63
+ alone or in any derivative version, provided, however, that JDH's
64
+ License Agreement and JDH's notice of copyright, i.e., "Copyright (c)
65
+ 2002-2011 John D. Hunter; All Rights Reserved" are retained in
66
+ matplotlib alone or in any derivative version prepared by
67
+ Licensee.
68
+
69
+ 3. In the event Licensee prepares a derivative work that is based on or
70
+ incorporates matplotlib or any part thereof, and wants to
71
+ make the derivative work available to others as provided herein, then
72
+ Licensee hereby agrees to include in any such work a brief summary of
73
+ the changes made to matplotlib.
74
+
75
+ 4. JDH is making matplotlib available to Licensee on an "AS
76
+ IS" basis. JDH MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
77
+ IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, JDH MAKES NO AND
78
+ DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
79
+ FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF MATPLOTLIB
80
+ WILL NOT INFRINGE ANY THIRD PARTY RIGHTS.
81
+
82
+ 5. JDH SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF MATPLOTLIB
83
+ FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR
84
+ LOSS AS A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING
85
+ MATPLOTLIB , OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF
86
+ THE POSSIBILITY THEREOF.
87
+
88
+ 6. This License Agreement will automatically terminate upon a material
89
+ breach of its terms and conditions.
90
+
91
+ 7. Nothing in this License Agreement shall be deemed to create any
92
+ relationship of agency, partnership, or joint venture between JDH and
93
+ Licensee. This License Agreement does not grant permission to use JDH
94
+ trademarks or trade name in a trademark sense to endorse or promote
95
+ products or services of Licensee, or any third party.
96
+
97
+ 8. By copying, installing or otherwise using matplotlib,
98
+ Licensee agrees to be bound by the terms and conditions of this License
99
+ Agreement.
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/matplotlib-3.10.7.dist-info/METADATA ADDED
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1
+ Metadata-Version: 2.1
2
+ Name: matplotlib
3
+ Version: 3.10.7
4
+ Summary: Python plotting package
5
+ Author: John D. Hunter, Michael Droettboom
6
+ Author-Email: Unknown <matplotlib-users@python.org>
7
+ License: License agreement for matplotlib versions 1.3.0 and later
8
+ =========================================================
9
+
10
+ 1. This LICENSE AGREEMENT is between the Matplotlib Development Team
11
+ ("MDT"), and the Individual or Organization ("Licensee") accessing and
12
+ otherwise using matplotlib software in source or binary form and its
13
+ associated documentation.
14
+
15
+ 2. Subject to the terms and conditions of this License Agreement, MDT
16
+ hereby grants Licensee a nonexclusive, royalty-free, world-wide license
17
+ to reproduce, analyze, test, perform and/or display publicly, prepare
18
+ derivative works, distribute, and otherwise use matplotlib
19
+ alone or in any derivative version, provided, however, that MDT's
20
+ License Agreement and MDT's notice of copyright, i.e., "Copyright (c)
21
+ 2012- Matplotlib Development Team; All Rights Reserved" are retained in
22
+ matplotlib alone or in any derivative version prepared by
23
+ Licensee.
24
+
25
+ 3. In the event Licensee prepares a derivative work that is based on or
26
+ incorporates matplotlib or any part thereof, and wants to
27
+ make the derivative work available to others as provided herein, then
28
+ Licensee hereby agrees to include in any such work a brief summary of
29
+ the changes made to matplotlib .
30
+
31
+ 4. MDT is making matplotlib available to Licensee on an "AS
32
+ IS" basis. MDT MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
33
+ IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, MDT MAKES NO AND
34
+ DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
35
+ FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF MATPLOTLIB
36
+ WILL NOT INFRINGE ANY THIRD PARTY RIGHTS.
37
+
38
+ 5. MDT SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF MATPLOTLIB
39
+ FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR
40
+ LOSS AS A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING
41
+ MATPLOTLIB , OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF
42
+ THE POSSIBILITY THEREOF.
43
+
44
+ 6. This License Agreement will automatically terminate upon a material
45
+ breach of its terms and conditions.
46
+
47
+ 7. Nothing in this License Agreement shall be deemed to create any
48
+ relationship of agency, partnership, or joint venture between MDT and
49
+ Licensee. This License Agreement does not grant permission to use MDT
50
+ trademarks or trade name in a trademark sense to endorse or promote
51
+ products or services of Licensee, or any third party.
52
+
53
+ 8. By copying, installing or otherwise using matplotlib ,
54
+ Licensee agrees to be bound by the terms and conditions of this License
55
+ Agreement.
56
+
57
+ License agreement for matplotlib versions prior to 1.3.0
58
+ ========================================================
59
+
60
+ 1. This LICENSE AGREEMENT is between John D. Hunter ("JDH"), and the
61
+ Individual or Organization ("Licensee") accessing and otherwise using
62
+ matplotlib software in source or binary form and its associated
63
+ documentation.
64
+
65
+ 2. Subject to the terms and conditions of this License Agreement, JDH
66
+ hereby grants Licensee a nonexclusive, royalty-free, world-wide license
67
+ to reproduce, analyze, test, perform and/or display publicly, prepare
68
+ derivative works, distribute, and otherwise use matplotlib
69
+ alone or in any derivative version, provided, however, that JDH's
70
+ License Agreement and JDH's notice of copyright, i.e., "Copyright (c)
71
+ 2002-2011 John D. Hunter; All Rights Reserved" are retained in
72
+ matplotlib alone or in any derivative version prepared by
73
+ Licensee.
74
+
75
+ 3. In the event Licensee prepares a derivative work that is based on or
76
+ incorporates matplotlib or any part thereof, and wants to
77
+ make the derivative work available to others as provided herein, then
78
+ Licensee hereby agrees to include in any such work a brief summary of
79
+ the changes made to matplotlib.
80
+
81
+ 4. JDH is making matplotlib available to Licensee on an "AS
82
+ IS" basis. JDH MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
83
+ IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, JDH MAKES NO AND
84
+ DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
85
+ FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF MATPLOTLIB
86
+ WILL NOT INFRINGE ANY THIRD PARTY RIGHTS.
87
+
88
+ 5. JDH SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF MATPLOTLIB
89
+ FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR
90
+ LOSS AS A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING
91
+ MATPLOTLIB , OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF
92
+ THE POSSIBILITY THEREOF.
93
+
94
+ 6. This License Agreement will automatically terminate upon a material
95
+ breach of its terms and conditions.
96
+
97
+ 7. Nothing in this License Agreement shall be deemed to create any
98
+ relationship of agency, partnership, or joint venture between JDH and
99
+ Licensee. This License Agreement does not grant permission to use JDH
100
+ trademarks or trade name in a trademark sense to endorse or promote
101
+ products or services of Licensee, or any third party.
102
+
103
+ 8. By copying, installing or otherwise using matplotlib,
104
+ Licensee agrees to be bound by the terms and conditions of this License
105
+ Agreement.
106
+ Classifier: Development Status :: 5 - Production/Stable
107
+ Classifier: Framework :: Matplotlib
108
+ Classifier: Intended Audience :: Science/Research
109
+ Classifier: Intended Audience :: Education
110
+ Classifier: License :: OSI Approved :: Python Software Foundation License
111
+ Classifier: Programming Language :: Python
112
+ Classifier: Programming Language :: Python :: 3
113
+ Classifier: Programming Language :: Python :: 3.10
114
+ Classifier: Programming Language :: Python :: 3.11
115
+ Classifier: Programming Language :: Python :: 3.12
116
+ Classifier: Programming Language :: Python :: 3.13
117
+ Classifier: Topic :: Scientific/Engineering :: Visualization
118
+ Project-URL: Homepage, https://matplotlib.org
119
+ Project-URL: Download, https://matplotlib.org/stable/install/index.html
120
+ Project-URL: Documentation, https://matplotlib.org
121
+ Project-URL: Source Code, https://github.com/matplotlib/matplotlib
122
+ Project-URL: Bug Tracker, https://github.com/matplotlib/matplotlib/issues
123
+ Project-URL: Forum, https://discourse.matplotlib.org/
124
+ Project-URL: Donate, https://numfocus.org/donate-to-matplotlib
125
+ Requires-Python: >=3.10
126
+ Requires-Dist: contourpy>=1.0.1
127
+ Requires-Dist: cycler>=0.10
128
+ Requires-Dist: fonttools>=4.22.0
129
+ Requires-Dist: kiwisolver>=1.3.1
130
+ Requires-Dist: numpy>=1.23
131
+ Requires-Dist: packaging>=20.0
132
+ Requires-Dist: pillow>=8
133
+ Requires-Dist: pyparsing>=3
134
+ Requires-Dist: python-dateutil>=2.7
135
+ Provides-Extra: dev
136
+ Requires-Dist: meson-python<0.17.0,>=0.13.1; extra == "dev"
137
+ Requires-Dist: pybind11!=2.13.3,>=2.13.2; extra == "dev"
138
+ Requires-Dist: setuptools_scm>=7; extra == "dev"
139
+ Requires-Dist: setuptools>=64; extra == "dev"
140
+ Description-Content-Type: text/markdown
141
+
142
+ [![PyPi](https://img.shields.io/pypi/v/matplotlib)](https://pypi.org/project/matplotlib/)
143
+ [![Conda](https://img.shields.io/conda/vn/conda-forge/matplotlib)](https://anaconda.org/conda-forge/matplotlib)
144
+ [![Downloads](https://img.shields.io/pypi/dm/matplotlib)](https://pypi.org/project/matplotlib)
145
+ [![NUMFocus](https://img.shields.io/badge/powered%20by-NumFOCUS-orange.svg?style=flat&colorA=E1523D&colorB=007D8A)](https://numfocus.org)
146
+
147
+ [![Discourse help forum](https://img.shields.io/badge/help_forum-discourse-blue.svg)](https://discourse.matplotlib.org)
148
+ [![Gitter](https://badges.gitter.im/matplotlib/matplotlib.svg)](https://gitter.im/matplotlib/matplotlib)
149
+ [![GitHub issues](https://img.shields.io/badge/issue_tracking-github-blue.svg)](https://github.com/matplotlib/matplotlib/issues)
150
+ [![Contributing](https://img.shields.io/badge/PR-Welcome-%23FF8300.svg?)](https://matplotlib.org/stable/devel/index.html)
151
+
152
+ [![GitHub actions status](https://github.com/matplotlib/matplotlib/workflows/Tests/badge.svg)](https://github.com/matplotlib/matplotlib/actions?query=workflow%3ATests)
153
+ [![Azure pipelines status](https://dev.azure.com/matplotlib/matplotlib/_apis/build/status/matplotlib.matplotlib?branchName=main)](https://dev.azure.com/matplotlib/matplotlib/_build/latest?definitionId=1&branchName=main)
154
+ [![AppVeyor status](https://ci.appveyor.com/api/projects/status/github/matplotlib/matplotlib?branch=main&svg=true)](https://ci.appveyor.com/project/matplotlib/matplotlib)
155
+ [![Codecov status](https://codecov.io/github/matplotlib/matplotlib/badge.svg?branch=main&service=github)](https://app.codecov.io/gh/matplotlib/matplotlib)
156
+ [![EffVer Versioning](https://img.shields.io/badge/version_scheme-EffVer-0097a7)](https://jacobtomlinson.dev/effver)
157
+
158
+ ![Matplotlib logotype](https://matplotlib.org/_static/logo2.svg)
159
+
160
+ Matplotlib is a comprehensive library for creating static, animated, and
161
+ interactive visualizations in Python.
162
+
163
+ Check out our [home page](https://matplotlib.org/) for more information.
164
+
165
+ ![image](https://matplotlib.org/_static/readme_preview.png)
166
+
167
+ Matplotlib produces publication-quality figures in a variety of hardcopy
168
+ formats and interactive environments across platforms. Matplotlib can be
169
+ used in Python scripts, Python/IPython shells, web application servers,
170
+ and various graphical user interface toolkits.
171
+
172
+ ## Install
173
+
174
+ See the [install
175
+ documentation](https://matplotlib.org/stable/users/installing/index.html),
176
+ which is generated from `/doc/install/index.rst`
177
+
178
+ ## Contribute
179
+
180
+ You've discovered a bug or something else you want to change — excellent!
181
+
182
+ You've worked out a way to fix it — even better!
183
+
184
+ You want to tell us about it — best of all!
185
+
186
+ Start at the [contributing
187
+ guide](https://matplotlib.org/devdocs/devel/contribute.html)!
188
+
189
+ ## Contact
190
+
191
+ [Discourse](https://discourse.matplotlib.org/) is the discussion forum
192
+ for general questions and discussions and our recommended starting
193
+ point.
194
+
195
+ Our active mailing lists (which are mirrored on Discourse) are:
196
+
197
+ - [Users](https://mail.python.org/mailman/listinfo/matplotlib-users)
198
+ mailing list: <matplotlib-users@python.org>
199
+ - [Announcement](https://mail.python.org/mailman/listinfo/matplotlib-announce)
200
+ mailing list: <matplotlib-announce@python.org>
201
+ - [Development](https://mail.python.org/mailman/listinfo/matplotlib-devel)
202
+ mailing list: <matplotlib-devel@python.org>
203
+
204
+ [Gitter](https://gitter.im/matplotlib/matplotlib) is for coordinating
205
+ development and asking questions directly related to contributing to
206
+ matplotlib.
207
+
208
+ ## Citing Matplotlib
209
+
210
+ If Matplotlib contributes to a project that leads to publication, please
211
+ acknowledge this by citing Matplotlib.
212
+
213
+ [A ready-made citation
214
+ entry](https://matplotlib.org/stable/users/project/citing.html) is
215
+ available.
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+ End User License Agreement
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+ in your possession or control. Your prior distributions in
425
+ accordance with this Agreement are not affected by the
426
+ termination of this Agreement. Upon written request, you
427
+ will certify in writing that you have complied with your
428
+ commitments under this section. Upon any termination of
429
+ this Agreement all provisions survive except for the
430
+ license grant provisions.
431
+
432
+
433
+ 1.7. General
434
+
435
+ If you wish to assign this Agreement or your rights and
436
+ obligations, including by merger, consolidation, dissolution
437
+ or operation of law, contact NVIDIA to ask for permission. Any
438
+ attempted assignment not approved by NVIDIA in writing shall
439
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440
+ transfer this Agreement and its rights and obligations, and if
441
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442
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443
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445
+ Agreement.
446
+
447
+ This Agreement will be governed in all respects by the laws of
448
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449
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450
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451
+ conflicts of laws principles. The United Nations Convention on
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455
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456
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463
+ If any court of competent jurisdiction determines that any
464
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466
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467
+ enforceable under the law and the remaining provisions will
468
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469
+ remedies are cumulative.
470
+
471
+ Each party acknowledges and agrees that the other is an
472
+ independent contractor in the performance of this Agreement.
473
+
474
+ The SDK has been developed entirely at private expense and is
475
+ “commercial items” consisting of “commercial computer
476
+ software” and “commercial computer software
477
+ documentation” provided with RESTRICTED RIGHTS. Use,
478
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481
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482
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483
+ applicable. Contractor/manufacturer is NVIDIA, 2788 San Tomas
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+ Expressway, Santa Clara, CA 95051.
485
+
486
+ The SDK is subject to United States export laws and
487
+ regulations. You agree that you will not ship, transfer or
488
+ export the SDK into any country, or use the SDK in any manner,
489
+ prohibited by the United States Bureau of Industry and
490
+ Security or economic sanctions regulations administered by the
491
+ U.S. Department of Treasury’s Office of Foreign Assets
492
+ Control (OFAC), or any applicable export laws, restrictions or
493
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+ end users and end use. By accepting this Agreement, you
495
+ confirm that you are not a resident or citizen of any country
496
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497
+ prohibited from receiving the SDK.
498
+
499
+ Any notice delivered by NVIDIA to you under this Agreement
500
+ will be delivered via mail, email or fax. You agree that any
501
+ notices that NVIDIA sends you electronically will satisfy any
502
+ legal communication requirements. Please direct your legal
503
+ notices or other correspondence to NVIDIA Corporation, 2788
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+ San Tomas Expressway, Santa Clara, California 95051, United
505
+ States of America, Attention: Legal Department.
506
+
507
+ This Agreement and any exhibits incorporated into this
508
+ Agreement constitute the entire agreement of the parties with
509
+ respect to the subject matter of this Agreement and supersede
510
+ all prior negotiations or documentation exchanged between the
511
+ parties relating to this SDK license. Any additional and/or
512
+ conflicting terms on documents issued by you are null, void,
513
+ and invalid. Any amendment or waiver under this Agreement
514
+ shall be in writing and signed by representatives of both
515
+ parties.
516
+
517
+
518
+ 2. CUDA Toolkit Supplement to Software License Agreement for
519
+ NVIDIA Software Development Kits
520
+ ------------------------------------------------------------
521
+
522
+
523
+ Release date: August 16, 2018
524
+ -----------------------------
525
+
526
+ The terms in this supplement govern your use of the NVIDIA
527
+ CUDA Toolkit SDK under the terms of your license agreement
528
+ (“Agreement”) as modified by this supplement. Capitalized
529
+ terms used but not defined below have the meaning assigned to
530
+ them in the Agreement.
531
+
532
+ This supplement is an exhibit to the Agreement and is
533
+ incorporated as an integral part of the Agreement. In the
534
+ event of conflict between the terms in this supplement and the
535
+ terms in the Agreement, the terms in this supplement govern.
536
+
537
+
538
+ 2.1. License Scope
539
+
540
+ The SDK is licensed for you to develop applications only for
541
+ use in systems with NVIDIA GPUs.
542
+
543
+
544
+ 2.2. Distribution
545
+
546
+ The portions of the SDK that are distributable under the
547
+ Agreement are listed in Attachment A.
548
+
549
+
550
+ 2.3. Operating Systems
551
+
552
+ Those portions of the SDK designed exclusively for use on the
553
+ Linux or FreeBSD operating systems, or other operating systems
554
+ derived from the source code to these operating systems, may
555
+ be copied and redistributed for use in accordance with this
556
+ Agreement, provided that the object code files are not
557
+ modified in any way (except for unzipping of compressed
558
+ files).
559
+
560
+
561
+ 2.4. Audio and Video Encoders and Decoders
562
+
563
+ You acknowledge and agree that it is your sole responsibility
564
+ to obtain any additional third-party licenses required to
565
+ make, have made, use, have used, sell, import, and offer for
566
+ sale your products or services that include or incorporate any
567
+ third-party software and content relating to audio and/or
568
+ video encoders and decoders from, including but not limited
569
+ to, Microsoft, Thomson, Fraunhofer IIS, Sisvel S.p.A.,
570
+ MPEG-LA, and Coding Technologies. NVIDIA does not grant to you
571
+ under this Agreement any necessary patent or other rights with
572
+ respect to any audio and/or video encoders and decoders.
573
+
574
+
575
+ 2.5. Licensing
576
+
577
+ If the distribution terms in this Agreement are not suitable
578
+ for your organization, or for any questions regarding this
579
+ Agreement, please contact NVIDIA at
580
+ nvidia-compute-license-questions@nvidia.com.
581
+
582
+
583
+ 2.6. Attachment A
584
+
585
+ The following portions of the SDK are distributable under the
586
+ Agreement:
587
+
588
+ Component
589
+
590
+ CUDA Runtime
591
+
592
+ Windows
593
+
594
+ cudart.dll, cudart_static.lib, cudadevrt.lib
595
+
596
+ Mac OSX
597
+
598
+ libcudart.dylib, libcudart_static.a, libcudadevrt.a
599
+
600
+ Linux
601
+
602
+ libcudart.so, libcudart_static.a, libcudadevrt.a
603
+
604
+ Android
605
+
606
+ libcudart.so, libcudart_static.a, libcudadevrt.a
607
+
608
+ Component
609
+
610
+ CUDA FFT Library
611
+
612
+ Windows
613
+
614
+ cufft.dll, cufftw.dll, cufft.lib, cufftw.lib
615
+
616
+ Mac OSX
617
+
618
+ libcufft.dylib, libcufft_static.a, libcufftw.dylib,
619
+ libcufftw_static.a
620
+
621
+ Linux
622
+
623
+ libcufft.so, libcufft_static.a, libcufftw.so,
624
+ libcufftw_static.a
625
+
626
+ Android
627
+
628
+ libcufft.so, libcufft_static.a, libcufftw.so,
629
+ libcufftw_static.a
630
+
631
+ Component
632
+
633
+ CUDA BLAS Library
634
+
635
+ Windows
636
+
637
+ cublas.dll, cublasLt.dll
638
+
639
+ Mac OSX
640
+
641
+ libcublas.dylib, libcublasLt.dylib, libcublas_static.a,
642
+ libcublasLt_static.a
643
+
644
+ Linux
645
+
646
+ libcublas.so, libcublasLt.so, libcublas_static.a,
647
+ libcublasLt_static.a
648
+
649
+ Android
650
+
651
+ libcublas.so, libcublasLt.so, libcublas_static.a,
652
+ libcublasLt_static.a
653
+
654
+ Component
655
+
656
+ NVIDIA "Drop-in" BLAS Library
657
+
658
+ Windows
659
+
660
+ nvblas.dll
661
+
662
+ Mac OSX
663
+
664
+ libnvblas.dylib
665
+
666
+ Linux
667
+
668
+ libnvblas.so
669
+
670
+ Component
671
+
672
+ CUDA Sparse Matrix Library
673
+
674
+ Windows
675
+
676
+ cusparse.dll, cusparse.lib
677
+
678
+ Mac OSX
679
+
680
+ libcusparse.dylib, libcusparse_static.a
681
+
682
+ Linux
683
+
684
+ libcusparse.so, libcusparse_static.a
685
+
686
+ Android
687
+
688
+ libcusparse.so, libcusparse_static.a
689
+
690
+ Component
691
+
692
+ CUDA Linear Solver Library
693
+
694
+ Windows
695
+
696
+ cusolver.dll, cusolver.lib
697
+
698
+ Mac OSX
699
+
700
+ libcusolver.dylib, libcusolver_static.a
701
+
702
+ Linux
703
+
704
+ libcusolver.so, libcusolver_static.a
705
+
706
+ Android
707
+
708
+ libcusolver.so, libcusolver_static.a
709
+
710
+ Component
711
+
712
+ CUDA Random Number Generation Library
713
+
714
+ Windows
715
+
716
+ curand.dll, curand.lib
717
+
718
+ Mac OSX
719
+
720
+ libcurand.dylib, libcurand_static.a
721
+
722
+ Linux
723
+
724
+ libcurand.so, libcurand_static.a
725
+
726
+ Android
727
+
728
+ libcurand.so, libcurand_static.a
729
+
730
+ Component
731
+
732
+ CUDA Accelerated Graph Library
733
+
734
+ Component
735
+
736
+ NVIDIA Performance Primitives Library
737
+
738
+ Windows
739
+
740
+ nppc.dll, nppc.lib, nppial.dll, nppial.lib, nppicc.dll,
741
+ nppicc.lib, nppicom.dll, nppicom.lib, nppidei.dll,
742
+ nppidei.lib, nppif.dll, nppif.lib, nppig.dll, nppig.lib,
743
+ nppim.dll, nppim.lib, nppist.dll, nppist.lib, nppisu.dll,
744
+ nppisu.lib, nppitc.dll, nppitc.lib, npps.dll, npps.lib
745
+
746
+ Mac OSX
747
+
748
+ libnppc.dylib, libnppc_static.a, libnppial.dylib,
749
+ libnppial_static.a, libnppicc.dylib, libnppicc_static.a,
750
+ libnppicom.dylib, libnppicom_static.a, libnppidei.dylib,
751
+ libnppidei_static.a, libnppif.dylib, libnppif_static.a,
752
+ libnppig.dylib, libnppig_static.a, libnppim.dylib,
753
+ libnppisu_static.a, libnppitc.dylib, libnppitc_static.a,
754
+ libnpps.dylib, libnpps_static.a
755
+
756
+ Linux
757
+
758
+ libnppc.so, libnppc_static.a, libnppial.so,
759
+ libnppial_static.a, libnppicc.so, libnppicc_static.a,
760
+ libnppicom.so, libnppicom_static.a, libnppidei.so,
761
+ libnppidei_static.a, libnppif.so, libnppif_static.a
762
+ libnppig.so, libnppig_static.a, libnppim.so,
763
+ libnppim_static.a, libnppist.so, libnppist_static.a,
764
+ libnppisu.so, libnppisu_static.a, libnppitc.so
765
+ libnppitc_static.a, libnpps.so, libnpps_static.a
766
+
767
+ Android
768
+
769
+ libnppc.so, libnppc_static.a, libnppial.so,
770
+ libnppial_static.a, libnppicc.so, libnppicc_static.a,
771
+ libnppicom.so, libnppicom_static.a, libnppidei.so,
772
+ libnppidei_static.a, libnppif.so, libnppif_static.a
773
+ libnppig.so, libnppig_static.a, libnppim.so,
774
+ libnppim_static.a, libnppist.so, libnppist_static.a,
775
+ libnppisu.so, libnppisu_static.a, libnppitc.so
776
+ libnppitc_static.a, libnpps.so, libnpps_static.a
777
+
778
+ Component
779
+
780
+ NVIDIA JPEG Library
781
+
782
+ Linux
783
+
784
+ libnvjpeg.so, libnvjpeg_static.a
785
+
786
+ Component
787
+
788
+ Internal common library required for statically linking to
789
+ cuBLAS, cuSPARSE, cuFFT, cuRAND, nvJPEG and NPP
790
+
791
+ Mac OSX
792
+
793
+ libculibos.a
794
+
795
+ Linux
796
+
797
+ libculibos.a
798
+
799
+ Component
800
+
801
+ NVIDIA Runtime Compilation Library and Header
802
+
803
+ All
804
+
805
+ nvrtc.h
806
+
807
+ Windows
808
+
809
+ nvrtc.dll, nvrtc-builtins.dll
810
+
811
+ Mac OSX
812
+
813
+ libnvrtc.dylib, libnvrtc-builtins.dylib
814
+
815
+ Linux
816
+
817
+ libnvrtc.so, libnvrtc-builtins.so
818
+
819
+ Component
820
+
821
+ NVIDIA Optimizing Compiler Library
822
+
823
+ Windows
824
+
825
+ nvvm.dll
826
+
827
+ Mac OSX
828
+
829
+ libnvvm.dylib
830
+
831
+ Linux
832
+
833
+ libnvvm.so
834
+
835
+ Component
836
+
837
+ NVIDIA Common Device Math Functions Library
838
+
839
+ Windows
840
+
841
+ libdevice.10.bc
842
+
843
+ Mac OSX
844
+
845
+ libdevice.10.bc
846
+
847
+ Linux
848
+
849
+ libdevice.10.bc
850
+
851
+ Component
852
+
853
+ CUDA Occupancy Calculation Header Library
854
+
855
+ All
856
+
857
+ cuda_occupancy.h
858
+
859
+ Component
860
+
861
+ CUDA Half Precision Headers
862
+
863
+ All
864
+
865
+ cuda_fp16.h, cuda_fp16.hpp
866
+
867
+ Component
868
+
869
+ CUDA Profiling Tools Interface (CUPTI) Library
870
+
871
+ Windows
872
+
873
+ cupti.dll
874
+
875
+ Mac OSX
876
+
877
+ libcupti.dylib
878
+
879
+ Linux
880
+
881
+ libcupti.so
882
+
883
+ Component
884
+
885
+ NVIDIA Tools Extension Library
886
+
887
+ Windows
888
+
889
+ nvToolsExt.dll, nvToolsExt.lib
890
+
891
+ Mac OSX
892
+
893
+ libnvToolsExt.dylib
894
+
895
+ Linux
896
+
897
+ libnvToolsExt.so
898
+
899
+ Component
900
+
901
+ NVIDIA CUDA Driver Libraries
902
+
903
+ Linux
904
+
905
+ libcuda.so, libnvidia-fatbinaryloader.so,
906
+ libnvidia-ptxjitcompiler.so
907
+
908
+ The NVIDIA CUDA Driver Libraries are only distributable in
909
+ applications that meet this criteria:
910
+
911
+ 1. The application was developed starting from a NVIDIA CUDA
912
+ container obtained from Docker Hub or the NVIDIA GPU
913
+ Cloud, and
914
+
915
+ 2. The resulting application is packaged as a Docker
916
+ container and distributed to users on Docker Hub or the
917
+ NVIDIA GPU Cloud only.
918
+
919
+
920
+ 2.7. Attachment B
921
+
922
+
923
+ Additional Licensing Obligations
924
+
925
+ The following third party components included in the SOFTWARE
926
+ are licensed to Licensee pursuant to the following terms and
927
+ conditions:
928
+
929
+ 1. Licensee's use of the GDB third party component is
930
+ subject to the terms and conditions of GNU GPL v3:
931
+
932
+ This product includes copyrighted third-party software licensed
933
+ under the terms of the GNU General Public License v3 ("GPL v3").
934
+ All third-party software packages are copyright by their respective
935
+ authors. GPL v3 terms and conditions are hereby incorporated into
936
+ the Agreement by this reference: http://www.gnu.org/licenses/gpl.txt
937
+
938
+ Consistent with these licensing requirements, the software
939
+ listed below is provided under the terms of the specified
940
+ open source software licenses. To obtain source code for
941
+ software provided under licenses that require
942
+ redistribution of source code, including the GNU General
943
+ Public License (GPL) and GNU Lesser General Public License
944
+ (LGPL), contact oss-requests@nvidia.com. This offer is
945
+ valid for a period of three (3) years from the date of the
946
+ distribution of this product by NVIDIA CORPORATION.
947
+
948
+ Component License
949
+ CUDA-GDB GPL v3
950
+
951
+ 2. Licensee represents and warrants that any and all third
952
+ party licensing and/or royalty payment obligations in
953
+ connection with Licensee's use of the H.264 video codecs
954
+ are solely the responsibility of Licensee.
955
+
956
+ 3. Licensee's use of the Thrust library is subject to the
957
+ terms and conditions of the Apache License Version 2.0.
958
+ All third-party software packages are copyright by their
959
+ respective authors. Apache License Version 2.0 terms and
960
+ conditions are hereby incorporated into the Agreement by
961
+ this reference.
962
+ http://www.apache.org/licenses/LICENSE-2.0.html
963
+
964
+ In addition, Licensee acknowledges the following notice:
965
+ Thrust includes source code from the Boost Iterator,
966
+ Tuple, System, and Random Number libraries.
967
+
968
+ Boost Software License - Version 1.0 - August 17th, 2003
969
+ . . . .
970
+
971
+ Permission is hereby granted, free of charge, to any person or
972
+ organization obtaining a copy of the software and accompanying
973
+ documentation covered by this license (the "Software") to use,
974
+ reproduce, display, distribute, execute, and transmit the Software,
975
+ and to prepare derivative works of the Software, and to permit
976
+ third-parties to whom the Software is furnished to do so, all
977
+ subject to the following:
978
+
979
+ The copyright notices in the Software and this entire statement,
980
+ including the above license grant, this restriction and the following
981
+ disclaimer, must be included in all copies of the Software, in whole
982
+ or in part, and all derivative works of the Software, unless such
983
+ copies or derivative works are solely in the form of machine-executable
984
+ object code generated by a source language processor.
985
+
986
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
987
+ EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
988
+ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, TITLE AND
989
+ NON-INFRINGEMENT. IN NO EVENT SHALL THE COPYRIGHT HOLDERS OR
990
+ ANYONE DISTRIBUTING THE SOFTWARE BE LIABLE FOR ANY DAMAGES OR
991
+ OTHER LIABILITY, WHETHER IN CONTRACT, TORT OR OTHERWISE, ARISING
992
+ FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
993
+ OTHER DEALINGS IN THE SOFTWARE.
994
+
995
+ 4. Licensee's use of the LLVM third party component is
996
+ subject to the following terms and conditions:
997
+
998
+ ======================================================
999
+ LLVM Release License
1000
+ ======================================================
1001
+ University of Illinois/NCSA
1002
+ Open Source License
1003
+
1004
+ Copyright (c) 2003-2010 University of Illinois at Urbana-Champaign.
1005
+ All rights reserved.
1006
+
1007
+ Developed by:
1008
+
1009
+ LLVM Team
1010
+
1011
+ University of Illinois at Urbana-Champaign
1012
+
1013
+ http://llvm.org
1014
+
1015
+ Permission is hereby granted, free of charge, to any person obtaining a copy
1016
+ of this software and associated documentation files (the "Software"), to
1017
+ deal with the Software without restriction, including without limitation the
1018
+ rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
1019
+ sell copies of the Software, and to permit persons to whom the Software is
1020
+ furnished to do so, subject to the following conditions:
1021
+
1022
+ * Redistributions of source code must retain the above copyright notice,
1023
+ this list of conditions and the following disclaimers.
1024
+
1025
+ * Redistributions in binary form must reproduce the above copyright
1026
+ notice, this list of conditions and the following disclaimers in the
1027
+ documentation and/or other materials provided with the distribution.
1028
+
1029
+ * Neither the names of the LLVM Team, University of Illinois at Urbana-
1030
+ Champaign, nor the names of its contributors may be used to endorse or
1031
+ promote products derived from this Software without specific prior
1032
+ written permission.
1033
+
1034
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
1035
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
1036
+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
1037
+ THE CONTRIBUTORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR
1038
+ OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE,
1039
+ ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
1040
+ DEALINGS WITH THE SOFTWARE.
1041
+
1042
+ 5. Licensee's use (e.g. nvprof) of the PCRE third party
1043
+ component is subject to the following terms and
1044
+ conditions:
1045
+
1046
+ ------------
1047
+ PCRE LICENCE
1048
+ ------------
1049
+ PCRE is a library of functions to support regular expressions whose syntax
1050
+ and semantics are as close as possible to those of the Perl 5 language.
1051
+ Release 8 of PCRE is distributed under the terms of the "BSD" licence, as
1052
+ specified below. The documentation for PCRE, supplied in the "doc"
1053
+ directory, is distributed under the same terms as the software itself. The
1054
+ basic library functions are written in C and are freestanding. Also
1055
+ included in the distribution is a set of C++ wrapper functions, and a just-
1056
+ in-time compiler that can be used to optimize pattern matching. These are
1057
+ both optional features that can be omitted when the library is built.
1058
+
1059
+ THE BASIC LIBRARY FUNCTIONS
1060
+ ---------------------------
1061
+ Written by: Philip Hazel
1062
+ Email local part: ph10
1063
+ Email domain: cam.ac.uk
1064
+ University of Cambridge Computing Service,
1065
+ Cambridge, England.
1066
+ Copyright (c) 1997-2012 University of Cambridge
1067
+ All rights reserved.
1068
+
1069
+ PCRE JUST-IN-TIME COMPILATION SUPPORT
1070
+ -------------------------------------
1071
+ Written by: Zoltan Herczeg
1072
+ Email local part: hzmester
1073
+ Emain domain: freemail.hu
1074
+ Copyright(c) 2010-2012 Zoltan Herczeg
1075
+ All rights reserved.
1076
+
1077
+ STACK-LESS JUST-IN-TIME COMPILER
1078
+ --------------------------------
1079
+ Written by: Zoltan Herczeg
1080
+ Email local part: hzmester
1081
+ Emain domain: freemail.hu
1082
+ Copyright(c) 2009-2012 Zoltan Herczeg
1083
+ All rights reserved.
1084
+
1085
+ THE C++ WRAPPER FUNCTIONS
1086
+ -------------------------
1087
+ Contributed by: Google Inc.
1088
+ Copyright (c) 2007-2012, Google Inc.
1089
+ All rights reserved.
1090
+
1091
+ THE "BSD" LICENCE
1092
+ -----------------
1093
+ Redistribution and use in source and binary forms, with or without
1094
+ modification, are permitted provided that the following conditions are met:
1095
+
1096
+ * Redistributions of source code must retain the above copyright notice,
1097
+ this list of conditions and the following disclaimer.
1098
+
1099
+ * Redistributions in binary form must reproduce the above copyright
1100
+ notice, this list of conditions and the following disclaimer in the
1101
+ documentation and/or other materials provided with the distribution.
1102
+
1103
+ * Neither the name of the University of Cambridge nor the name of Google
1104
+ Inc. nor the names of their contributors may be used to endorse or
1105
+ promote products derived from this software without specific prior
1106
+ written permission.
1107
+
1108
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
1109
+ AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
1110
+ IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
1111
+ ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
1112
+ LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
1113
+ CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
1114
+ SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
1115
+ INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
1116
+ CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
1117
+ ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
1118
+ POSSIBILITY OF SUCH DAMAGE.
1119
+
1120
+ 6. Some of the cuBLAS library routines were written by or
1121
+ derived from code written by Vasily Volkov and are subject
1122
+ to the Modified Berkeley Software Distribution License as
1123
+ follows:
1124
+
1125
+ Copyright (c) 2007-2009, Regents of the University of California
1126
+
1127
+ All rights reserved.
1128
+
1129
+ Redistribution and use in source and binary forms, with or without
1130
+ modification, are permitted provided that the following conditions are
1131
+ met:
1132
+ * Redistributions of source code must retain the above copyright
1133
+ notice, this list of conditions and the following disclaimer.
1134
+ * Redistributions in binary form must reproduce the above
1135
+ copyright notice, this list of conditions and the following
1136
+ disclaimer in the documentation and/or other materials provided
1137
+ with the distribution.
1138
+ * Neither the name of the University of California, Berkeley nor
1139
+ the names of its contributors may be used to endorse or promote
1140
+ products derived from this software without specific prior
1141
+ written permission.
1142
+
1143
+ THIS SOFTWARE IS PROVIDED BY THE AUTHOR "AS IS" AND ANY EXPRESS OR
1144
+ IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
1145
+ WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
1146
+ DISCLAIMED. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY DIRECT,
1147
+ INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
1148
+ (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
1149
+ SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION)
1150
+ HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,
1151
+ STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING
1152
+ IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
1153
+ POSSIBILITY OF SUCH DAMAGE.
1154
+
1155
+ 7. Some of the cuBLAS library routines were written by or
1156
+ derived from code written by Davide Barbieri and are
1157
+ subject to the Modified Berkeley Software Distribution
1158
+ License as follows:
1159
+
1160
+ Copyright (c) 2008-2009 Davide Barbieri @ University of Rome Tor Vergata.
1161
+
1162
+ All rights reserved.
1163
+
1164
+ Redistribution and use in source and binary forms, with or without
1165
+ modification, are permitted provided that the following conditions are
1166
+ met:
1167
+ * Redistributions of source code must retain the above copyright
1168
+ notice, this list of conditions and the following disclaimer.
1169
+ * Redistributions in binary form must reproduce the above
1170
+ copyright notice, this list of conditions and the following
1171
+ disclaimer in the documentation and/or other materials provided
1172
+ with the distribution.
1173
+ * The name of the author may not be used to endorse or promote
1174
+ products derived from this software without specific prior
1175
+ written permission.
1176
+
1177
+ THIS SOFTWARE IS PROVIDED BY THE AUTHOR "AS IS" AND ANY EXPRESS OR
1178
+ IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
1179
+ WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
1180
+ DISCLAIMED. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY DIRECT,
1181
+ INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
1182
+ (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
1183
+ SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION)
1184
+ HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,
1185
+ STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING
1186
+ IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
1187
+ POSSIBILITY OF SUCH DAMAGE.
1188
+
1189
+ 8. Some of the cuBLAS library routines were derived from
1190
+ code developed by the University of Tennessee and are
1191
+ subject to the Modified Berkeley Software Distribution
1192
+ License as follows:
1193
+
1194
+ Copyright (c) 2010 The University of Tennessee.
1195
+
1196
+ All rights reserved.
1197
+
1198
+ Redistribution and use in source and binary forms, with or without
1199
+ modification, are permitted provided that the following conditions are
1200
+ met:
1201
+ * Redistributions of source code must retain the above copyright
1202
+ notice, this list of conditions and the following disclaimer.
1203
+ * Redistributions in binary form must reproduce the above
1204
+ copyright notice, this list of conditions and the following
1205
+ disclaimer listed in this license in the documentation and/or
1206
+ other materials provided with the distribution.
1207
+ * Neither the name of the copyright holders nor the names of its
1208
+ contributors may be used to endorse or promote products derived
1209
+ from this software without specific prior written permission.
1210
+
1211
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
1212
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
1213
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
1214
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
1215
+ OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
1216
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
1217
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
1218
+ DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
1219
+ THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
1220
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
1221
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
1222
+
1223
+ 9. Some of the cuBLAS library routines were written by or
1224
+ derived from code written by Jonathan Hogg and are subject
1225
+ to the Modified Berkeley Software Distribution License as
1226
+ follows:
1227
+
1228
+ Copyright (c) 2012, The Science and Technology Facilities Council (STFC).
1229
+
1230
+ All rights reserved.
1231
+
1232
+ Redistribution and use in source and binary forms, with or without
1233
+ modification, are permitted provided that the following conditions are
1234
+ met:
1235
+ * Redistributions of source code must retain the above copyright
1236
+ notice, this list of conditions and the following disclaimer.
1237
+ * Redistributions in binary form must reproduce the above
1238
+ copyright notice, this list of conditions and the following
1239
+ disclaimer in the documentation and/or other materials provided
1240
+ with the distribution.
1241
+ * Neither the name of the STFC nor the names of its contributors
1242
+ may be used to endorse or promote products derived from this
1243
+ software without specific prior written permission.
1244
+
1245
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
1246
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
1247
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
1248
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE STFC BE
1249
+ LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
1250
+ CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
1251
+ SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR
1252
+ BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,
1253
+ WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE
1254
+ OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN
1255
+ IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
1256
+
1257
+ 10. Some of the cuBLAS library routines were written by or
1258
+ derived from code written by Ahmad M. Abdelfattah, David
1259
+ Keyes, and Hatem Ltaief, and are subject to the Apache
1260
+ License, Version 2.0, as follows:
1261
+
1262
+ -- (C) Copyright 2013 King Abdullah University of Science and Technology
1263
+ Authors:
1264
+ Ahmad Abdelfattah (ahmad.ahmad@kaust.edu.sa)
1265
+ David Keyes (david.keyes@kaust.edu.sa)
1266
+ Hatem Ltaief (hatem.ltaief@kaust.edu.sa)
1267
+
1268
+ Redistribution and use in source and binary forms, with or without
1269
+ modification, are permitted provided that the following conditions
1270
+ are met:
1271
+
1272
+ * Redistributions of source code must retain the above copyright
1273
+ notice, this list of conditions and the following disclaimer.
1274
+ * Redistributions in binary form must reproduce the above copyright
1275
+ notice, this list of conditions and the following disclaimer in the
1276
+ documentation and/or other materials provided with the distribution.
1277
+ * Neither the name of the King Abdullah University of Science and
1278
+ Technology nor the names of its contributors may be used to endorse
1279
+ or promote products derived from this software without specific prior
1280
+ written permission.
1281
+
1282
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
1283
+ ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
1284
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
1285
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
1286
+ HOLDERS OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
1287
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
1288
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
1289
+ DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
1290
+ THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
1291
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
1292
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE
1293
+
1294
+ 11. Some of the cuSPARSE library routines were written by or
1295
+ derived from code written by Li-Wen Chang and are subject
1296
+ to the NCSA Open Source License as follows:
1297
+
1298
+ Copyright (c) 2012, University of Illinois.
1299
+
1300
+ All rights reserved.
1301
+
1302
+ Developed by: IMPACT Group, University of Illinois, http://impact.crhc.illinois.edu
1303
+
1304
+ Permission is hereby granted, free of charge, to any person obtaining
1305
+ a copy of this software and associated documentation files (the
1306
+ "Software"), to deal with the Software without restriction, including
1307
+ without limitation the rights to use, copy, modify, merge, publish,
1308
+ distribute, sublicense, and/or sell copies of the Software, and to
1309
+ permit persons to whom the Software is furnished to do so, subject to
1310
+ the following conditions:
1311
+ * Redistributions of source code must retain the above copyright
1312
+ notice, this list of conditions and the following disclaimer.
1313
+ * Redistributions in binary form must reproduce the above
1314
+ copyright notice, this list of conditions and the following
1315
+ disclaimers in the documentation and/or other materials provided
1316
+ with the distribution.
1317
+ * Neither the names of IMPACT Group, University of Illinois, nor
1318
+ the names of its contributors may be used to endorse or promote
1319
+ products derived from this Software without specific prior
1320
+ written permission.
1321
+
1322
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
1323
+ EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
1324
+ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
1325
+ NONINFRINGEMENT. IN NO EVENT SHALL THE CONTRIBUTORS OR COPYRIGHT
1326
+ HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER
1327
+ IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR
1328
+ IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS WITH THE
1329
+ SOFTWARE.
1330
+
1331
+ 12. Some of the cuRAND library routines were written by or
1332
+ derived from code written by Mutsuo Saito and Makoto
1333
+ Matsumoto and are subject to the following license:
1334
+
1335
+ Copyright (c) 2009, 2010 Mutsuo Saito, Makoto Matsumoto and Hiroshima
1336
+ University. All rights reserved.
1337
+
1338
+ Copyright (c) 2011 Mutsuo Saito, Makoto Matsumoto, Hiroshima
1339
+ University and University of Tokyo. All rights reserved.
1340
+
1341
+ Redistribution and use in source and binary forms, with or without
1342
+ modification, are permitted provided that the following conditions are
1343
+ met:
1344
+ * Redistributions of source code must retain the above copyright
1345
+ notice, this list of conditions and the following disclaimer.
1346
+ * Redistributions in binary form must reproduce the above
1347
+ copyright notice, this list of conditions and the following
1348
+ disclaimer in the documentation and/or other materials provided
1349
+ with the distribution.
1350
+ * Neither the name of the Hiroshima University nor the names of
1351
+ its contributors may be used to endorse or promote products
1352
+ derived from this software without specific prior written
1353
+ permission.
1354
+
1355
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
1356
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
1357
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
1358
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
1359
+ OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
1360
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
1361
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
1362
+ DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
1363
+ THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
1364
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
1365
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
1366
+
1367
+ 13. Some of the cuRAND library routines were derived from
1368
+ code developed by D. E. Shaw Research and are subject to
1369
+ the following license:
1370
+
1371
+ Copyright 2010-2011, D. E. Shaw Research.
1372
+
1373
+ All rights reserved.
1374
+
1375
+ Redistribution and use in source and binary forms, with or without
1376
+ modification, are permitted provided that the following conditions are
1377
+ met:
1378
+ * Redistributions of source code must retain the above copyright
1379
+ notice, this list of conditions, and the following disclaimer.
1380
+ * Redistributions in binary form must reproduce the above
1381
+ copyright notice, this list of conditions, and the following
1382
+ disclaimer in the documentation and/or other materials provided
1383
+ with the distribution.
1384
+ * Neither the name of D. E. Shaw Research nor the names of its
1385
+ contributors may be used to endorse or promote products derived
1386
+ from this software without specific prior written permission.
1387
+
1388
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
1389
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
1390
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
1391
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
1392
+ OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
1393
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
1394
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
1395
+ DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
1396
+ THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
1397
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
1398
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
1399
+
1400
+ 14. Some of the Math library routines were written by or
1401
+ derived from code developed by Norbert Juffa and are
1402
+ subject to the following license:
1403
+
1404
+ Copyright (c) 2015-2017, Norbert Juffa
1405
+ All rights reserved.
1406
+
1407
+ Redistribution and use in source and binary forms, with or without
1408
+ modification, are permitted provided that the following conditions
1409
+ are met:
1410
+
1411
+ 1. Redistributions of source code must retain the above copyright
1412
+ notice, this list of conditions and the following disclaimer.
1413
+
1414
+ 2. Redistributions in binary form must reproduce the above copyright
1415
+ notice, this list of conditions and the following disclaimer in the
1416
+ documentation and/or other materials provided with the distribution.
1417
+
1418
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
1419
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
1420
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
1421
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
1422
+ HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
1423
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
1424
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
1425
+ DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
1426
+ THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
1427
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
1428
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
1429
+
1430
+ 15. Licensee's use of the lz4 third party component is
1431
+ subject to the following terms and conditions:
1432
+
1433
+ Copyright (C) 2011-2013, Yann Collet.
1434
+ BSD 2-Clause License (http://www.opensource.org/licenses/bsd-license.php)
1435
+
1436
+ Redistribution and use in source and binary forms, with or without
1437
+ modification, are permitted provided that the following conditions are
1438
+ met:
1439
+
1440
+ * Redistributions of source code must retain the above copyright
1441
+ notice, this list of conditions and the following disclaimer.
1442
+ * Redistributions in binary form must reproduce the above
1443
+ copyright notice, this list of conditions and the following disclaimer
1444
+ in the documentation and/or other materials provided with the
1445
+ distribution.
1446
+
1447
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
1448
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
1449
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
1450
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
1451
+ OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
1452
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
1453
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
1454
+ DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
1455
+ THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
1456
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
1457
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
1458
+
1459
+ 16. The NPP library uses code from the Boost Math Toolkit,
1460
+ and is subject to the following license:
1461
+
1462
+ Boost Software License - Version 1.0 - August 17th, 2003
1463
+ . . . .
1464
+
1465
+ Permission is hereby granted, free of charge, to any person or
1466
+ organization obtaining a copy of the software and accompanying
1467
+ documentation covered by this license (the "Software") to use,
1468
+ reproduce, display, distribute, execute, and transmit the Software,
1469
+ and to prepare derivative works of the Software, and to permit
1470
+ third-parties to whom the Software is furnished to do so, all
1471
+ subject to the following:
1472
+
1473
+ The copyright notices in the Software and this entire statement,
1474
+ including the above license grant, this restriction and the following
1475
+ disclaimer, must be included in all copies of the Software, in whole
1476
+ or in part, and all derivative works of the Software, unless such
1477
+ copies or derivative works are solely in the form of machine-executable
1478
+ object code generated by a source language processor.
1479
+
1480
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
1481
+ EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
1482
+ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, TITLE AND
1483
+ NON-INFRINGEMENT. IN NO EVENT SHALL THE COPYRIGHT HOLDERS OR
1484
+ ANYONE DISTRIBUTING THE SOFTWARE BE LIABLE FOR ANY DAMAGES OR
1485
+ OTHER LIABILITY, WHETHER IN CONTRACT, TORT OR OTHERWISE, ARISING
1486
+ FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
1487
+ OTHER DEALINGS IN THE SOFTWARE.
1488
+
1489
+ 17. Portions of the Nsight Eclipse Edition is subject to the
1490
+ following license:
1491
+
1492
+ The Eclipse Foundation makes available all content in this plug-in
1493
+ ("Content"). Unless otherwise indicated below, the Content is provided
1494
+ to you under the terms and conditions of the Eclipse Public License
1495
+ Version 1.0 ("EPL"). A copy of the EPL is available at http://
1496
+ www.eclipse.org/legal/epl-v10.html. For purposes of the EPL, "Program"
1497
+ will mean the Content.
1498
+
1499
+ If you did not receive this Content directly from the Eclipse
1500
+ Foundation, the Content is being redistributed by another party
1501
+ ("Redistributor") and different terms and conditions may apply to your
1502
+ use of any object code in the Content. Check the Redistributor's
1503
+ license that was provided with the Content. If no such license exists,
1504
+ contact the Redistributor. Unless otherwise indicated below, the terms
1505
+ and conditions of the EPL still apply to any source code in the
1506
+ Content and such source code may be obtained at http://www.eclipse.org.
1507
+
1508
+ 18. Some of the cuBLAS library routines uses code from
1509
+ OpenAI, which is subject to the following license:
1510
+
1511
+ License URL
1512
+ https://github.com/openai/openai-gemm/blob/master/LICENSE
1513
+
1514
+ License Text
1515
+ The MIT License
1516
+
1517
+ Copyright (c) 2016 OpenAI (http://openai.com), 2016 Google Inc.
1518
+
1519
+ Permission is hereby granted, free of charge, to any person obtaining a copy
1520
+ of this software and associated documentation files (the "Software"), to deal
1521
+ in the Software without restriction, including without limitation the rights
1522
+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
1523
+ copies of the Software, and to permit persons to whom the Software is
1524
+ furnished to do so, subject to the following conditions:
1525
+
1526
+ The above copyright notice and this permission notice shall be included in
1527
+ all copies or substantial portions of the Software.
1528
+
1529
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
1530
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
1531
+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
1532
+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
1533
+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
1534
+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
1535
+ THE SOFTWARE.
1536
+
1537
+ 19. Licensee's use of the Visual Studio Setup Configuration
1538
+ Samples is subject to the following license:
1539
+
1540
+ The MIT License (MIT)
1541
+ Copyright (C) Microsoft Corporation. All rights reserved.
1542
+
1543
+ Permission is hereby granted, free of charge, to any person
1544
+ obtaining a copy of this software and associated documentation
1545
+ files (the "Software"), to deal in the Software without restriction,
1546
+ including without limitation the rights to use, copy, modify, merge,
1547
+ publish, distribute, sublicense, and/or sell copies of the Software,
1548
+ and to permit persons to whom the Software is furnished to do so,
1549
+ subject to the following conditions:
1550
+
1551
+ The above copyright notice and this permission notice shall be included
1552
+ in all copies or substantial portions of the Software.
1553
+
1554
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
1555
+ OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
1556
+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
1557
+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
1558
+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
1559
+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
1560
+
1561
+ 20. Licensee's use of linmath.h header for CPU functions for
1562
+ GL vector/matrix operations from lunarG is subject to the
1563
+ Apache License Version 2.0.
1564
+
1565
+ 21. The DX12-CUDA sample uses the d3dx12.h header, which is
1566
+ subject to the MIT license .
1567
+
1568
+ -----------------
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+
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/nvidia_cudnn_cu12-9.10.2.21.dist-info/top_level.txt ADDED
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1
+ Metadata-Version: 2.4
2
+ Name: optuna
3
+ Version: 4.5.0
4
+ Summary: A hyperparameter optimization framework
5
+ Author: Takuya Akiba
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+ Project-URL: homepage, https://optuna.org/
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+ Project-URL: repository, https://github.com/optuna/optuna
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+ Project-URL: documentation, https://optuna.readthedocs.io
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+ Project-URL: bugtracker, https://github.com/optuna/optuna/issues
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+ Classifier: Development Status :: 5 - Production/Stable
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+ Classifier: Intended Audience :: Science/Research
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+ Classifier: Intended Audience :: Developers
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+ Classifier: License :: OSI Approved :: MIT License
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+ Classifier: Programming Language :: Python :: 3
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+ Classifier: Programming Language :: Python :: 3.8
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+ Classifier: Programming Language :: Python :: 3.9
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+ Classifier: Topic :: Software Development :: Libraries :: Python Modules
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+ Description-Content-Type: text/markdown
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+ License-File: LICENSE
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+ Requires-Dist: matplotlib!=3.6.0; extra == "optional"
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+ Requires-Dist: pandas; extra == "optional"
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+ Requires-Dist: plotly>=4.9.0; extra == "optional"
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+ Requires-Dist: redis; extra == "optional"
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+ Requires-Dist: scikit-learn>=0.24.2; extra == "optional"
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+ Requires-Dist: scipy; extra == "optional"
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+ Requires-Dist: torch; extra == "optional"
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+ Requires-Dist: grpcio; extra == "optional"
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+ Requires-Dist: protobuf>=5.28.1; extra == "optional"
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+ Provides-Extra: test
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+ Requires-Dist: fakeredis[lua]; extra == "test"
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+ Dynamic: license-file
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+
100
+ <div align="center"><img src="https://raw.githubusercontent.com/optuna/optuna/master/docs/image/optuna-logo.png" width="800"/></div>
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+
102
+ # Optuna: A hyperparameter optimization framework
103
+
104
+ [![Python](https://img.shields.io/badge/python-3.8%20%7C%203.9%20%7C%203.10%20%7C%203.11%20%7C%203.12%20%7C%203.13-blue)](https://www.python.org)
105
+ [![pypi](https://img.shields.io/pypi/v/optuna.svg)](https://pypi.python.org/pypi/optuna)
106
+ [![conda](https://img.shields.io/conda/vn/conda-forge/optuna.svg)](https://anaconda.org/conda-forge/optuna)
107
+ [![GitHub license](https://img.shields.io/badge/license-MIT-blue.svg)](https://github.com/optuna/optuna)
108
+ [![Read the Docs](https://readthedocs.org/projects/optuna/badge/?version=stable)](https://optuna.readthedocs.io/en/stable/)
109
+ [![Codecov](https://codecov.io/gh/optuna/optuna/branch/master/graph/badge.svg)](https://codecov.io/gh/optuna/optuna)
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+
111
+ :link: [**Website**](https://optuna.org/)
112
+ | :page_with_curl: [**Docs**](https://optuna.readthedocs.io/en/stable/)
113
+ | :gear: [**Install Guide**](https://optuna.readthedocs.io/en/stable/installation.html)
114
+ | :pencil: [**Tutorial**](https://optuna.readthedocs.io/en/stable/tutorial/index.html)
115
+ | :bulb: [**Examples**](https://github.com/optuna/optuna-examples)
116
+ | [**Twitter**](https://twitter.com/OptunaAutoML)
117
+ | [**LinkedIn**](https://www.linkedin.com/showcase/optuna/)
118
+ | [**Medium**](https://medium.com/optuna)
119
+
120
+ *Optuna* is an automatic hyperparameter optimization software framework, particularly designed
121
+ for machine learning. It features an imperative, *define-by-run* style user API. Thanks to our
122
+ *define-by-run* API, the code written with Optuna enjoys high modularity, and the user of
123
+ Optuna can dynamically construct the search spaces for the hyperparameters.
124
+
125
+ ## :loudspeaker: News
126
+ Help us create the next version of Optuna!
127
+
128
+ Optuna 5.0 Roadmap published for review. Please take a look at [the planned improvements to Optuna](https://medium.com/optuna/optuna-v5-roadmap-ac7d6935a878), and share your feedback in [the github issues](https://github.com/optuna/optuna/labels/v5). PR contributions also welcome!
129
+
130
+ Please take a few minutes to fill in [this survey](https://forms.gle/wVwLCQ9g6st6AXuq9), and let us know how you use Optuna now and what improvements you'd like.🤔
131
+ All questions are optional. 🙇‍♂️
132
+
133
+ <!-- TODO: when you add a new line, please delete the oldest line -->
134
+ * **Jun 16, 2025**: Optuna 4.4.0 has been released! Check out [the release blog](https://medium.com/optuna/announcing-optuna-4-4-ece661493126).
135
+ * **May 26, 2025**: Optuna 5.0 roadmap has been published! See [the blog](https://medium.com/optuna/optuna-v5-roadmap-ac7d6935a878) for more details.
136
+ * **Apr 14, 2025**: Optuna 4.3.0 is out! Check out [the release note](https://github.com/optuna/optuna/releases/tag/v4.3.0) for details.
137
+ * **Mar 24, 2025**: A new article [Distributed Optimization in Optuna and gRPC Storage Proxy](https://medium.com/optuna/distributed-optimization-in-optuna-and-grpc-storage-proxy-08db83f1d608) has been published.
138
+ * **Mar 11, 2025**: A new article [[Optuna v4.2] Gaussian Process-Based Sampler Can Now Handle Inequality Constraints](https://medium.com/optuna/optuna-v4-2-gaussian-process-based-sampler-can-now-handle-inequality-constraints-a4f68e8ee810) has been published.
139
+ * **Feb 17, 2025**: A new article [SMAC3 Registered on OptunaHub](https://medium.com/optuna/smac3-registered-on-optunahub-4fb9e90855cb) has been published.
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+
141
+ ## :fire: Key Features
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+
143
+ Optuna has modern functionalities as follows:
144
+
145
+ - [Lightweight, versatile, and platform agnostic architecture](https://optuna.readthedocs.io/en/stable/tutorial/10_key_features/001_first.html)
146
+ - Handle a wide variety of tasks with a simple installation that has few requirements.
147
+ - [Pythonic search spaces](https://optuna.readthedocs.io/en/stable/tutorial/10_key_features/002_configurations.html)
148
+ - Define search spaces using familiar Python syntax including conditionals and loops.
149
+ - [Efficient optimization algorithms](https://optuna.readthedocs.io/en/stable/tutorial/10_key_features/003_efficient_optimization_algorithms.html)
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+ - Adopt state-of-the-art algorithms for sampling hyperparameters and efficiently pruning unpromising trials.
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+ - [Easy parallelization](https://optuna.readthedocs.io/en/stable/tutorial/10_key_features/004_distributed.html)
152
+ - Scale studies to tens or hundreds of workers with little or no changes to the code.
153
+ - [Quick visualization](https://optuna.readthedocs.io/en/stable/tutorial/10_key_features/005_visualization.html)
154
+ - Inspect optimization histories from a variety of plotting functions.
155
+
156
+
157
+ ## Basic Concepts
158
+
159
+ We use the terms *study* and *trial* as follows:
160
+
161
+ - Study: optimization based on an objective function
162
+ - Trial: a single execution of the objective function
163
+
164
+ Please refer to the sample code below. The goal of a *study* is to find out the optimal set of
165
+ hyperparameter values (e.g., `regressor` and `svr_c`) through multiple *trials* (e.g.,
166
+ `n_trials=100`). Optuna is a framework designed for automation and acceleration of
167
+ optimization *studies*.
168
+
169
+ <details open>
170
+ <summary>Sample code with scikit-learn</summary>
171
+
172
+ [![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)
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+
174
+ ```python
175
+ import optuna
176
+ import sklearn
177
+
178
+
179
+ # Define an objective function to be minimized.
180
+ def objective(trial):
181
+
182
+ # Invoke suggest methods of a Trial object to generate hyperparameters.
183
+ regressor_name = trial.suggest_categorical("regressor", ["SVR", "RandomForest"])
184
+ if regressor_name == "SVR":
185
+ svr_c = trial.suggest_float("svr_c", 1e-10, 1e10, log=True)
186
+ regressor_obj = sklearn.svm.SVR(C=svr_c)
187
+ else:
188
+ rf_max_depth = trial.suggest_int("rf_max_depth", 2, 32)
189
+ regressor_obj = sklearn.ensemble.RandomForestRegressor(max_depth=rf_max_depth)
190
+
191
+ X, y = sklearn.datasets.fetch_california_housing(return_X_y=True)
192
+ X_train, X_val, y_train, y_val = sklearn.model_selection.train_test_split(X, y, random_state=0)
193
+
194
+ regressor_obj.fit(X_train, y_train)
195
+ y_pred = regressor_obj.predict(X_val)
196
+
197
+ error = sklearn.metrics.mean_squared_error(y_val, y_pred)
198
+
199
+ return error # An objective value linked with the Trial object.
200
+
201
+
202
+ study = optuna.create_study() # Create a new study.
203
+ study.optimize(objective, n_trials=100) # Invoke optimization of the objective function.
204
+ ```
205
+ </details>
206
+
207
+ > [!NOTE]
208
+ > More examples can be found in [optuna/optuna-examples](https://github.com/optuna/optuna-examples).
209
+ >
210
+ > The examples cover diverse problem setups such as multi-objective optimization, constrained optimization, pruning, and distributed optimization.
211
+
212
+ ## Installation
213
+
214
+ Optuna is available at [the Python Package Index](https://pypi.org/project/optuna/) and on [Anaconda Cloud](https://anaconda.org/conda-forge/optuna).
215
+
216
+ ```bash
217
+ # PyPI
218
+ $ pip install optuna
219
+ ```
220
+
221
+ ```bash
222
+ # Anaconda Cloud
223
+ $ conda install -c conda-forge optuna
224
+ ```
225
+
226
+ > [!IMPORTANT]
227
+ > Optuna supports Python 3.8 or newer.
228
+ >
229
+ > Also, we provide Optuna docker images on [DockerHub](https://hub.docker.com/r/optuna/optuna).
230
+
231
+ ## Integrations
232
+
233
+ 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).
234
+
235
+ <details>
236
+ <summary>Supported integration libraries</summary>
237
+
238
+ * [Catboost](https://github.com/optuna/optuna-examples/tree/main/catboost/catboost_pruning.py)
239
+ * [Dask](https://github.com/optuna/optuna-examples/tree/main/dask/dask_simple.py)
240
+ * [fastai](https://github.com/optuna/optuna-examples/tree/main/fastai/fastai_simple.py)
241
+ * [Keras](https://github.com/optuna/optuna-examples/tree/main/keras/keras_integration.py)
242
+ * [LightGBM](https://github.com/optuna/optuna-examples/tree/main/lightgbm/lightgbm_integration.py)
243
+ * [MLflow](https://github.com/optuna/optuna-examples/tree/main/mlflow/keras_mlflow.py)
244
+ * [PyTorch](https://github.com/optuna/optuna-examples/tree/main/pytorch/pytorch_simple.py)
245
+ * [PyTorch Ignite](https://github.com/optuna/optuna-examples/tree/main/pytorch/pytorch_ignite_simple.py)
246
+ * [PyTorch Lightning](https://github.com/optuna/optuna-examples/tree/main/pytorch/pytorch_lightning_simple.py)
247
+ * [TensorBoard](https://github.com/optuna/optuna-examples/tree/main/tensorboard/tensorboard_simple.py)
248
+ * [TensorFlow](https://github.com/optuna/optuna-examples/tree/main/tensorflow/tensorflow_estimator_integration.py)
249
+ * [tf.keras](https://github.com/optuna/optuna-examples/tree/main/tfkeras/tfkeras_integration.py)
250
+ * [Weights & Biases](https://github.com/optuna/optuna-examples/tree/main/wandb/wandb_integration.py)
251
+ * [XGBoost](https://github.com/optuna/optuna-examples/tree/main/xgboost/xgboost_integration.py)
252
+ </details>
253
+
254
+ ## Web Dashboard
255
+
256
+ [Optuna Dashboard](https://github.com/optuna/optuna-dashboard) is a real-time web dashboard for Optuna.
257
+ You can check the optimization history, hyperparameter importance, etc. in graphs and tables.
258
+ 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.
259
+ Feature requests and bug reports are welcome!
260
+
261
+ ![optuna-dashboard](https://user-images.githubusercontent.com/5564044/204975098-95c2cb8c-0fb5-4388-abc4-da32f56cb4e5.gif)
262
+
263
+ `optuna-dashboard` can be installed via pip:
264
+
265
+ ```shell
266
+ $ pip install optuna-dashboard
267
+ ```
268
+
269
+ > [!TIP]
270
+ > Please check out the convenience of Optuna Dashboard using the sample code below.
271
+
272
+ <details>
273
+ <summary>Sample code to launch Optuna Dashboard</summary>
274
+
275
+ Save the following code as `optimize_toy.py`.
276
+
277
+ ```python
278
+ import optuna
279
+
280
+
281
+ def objective(trial):
282
+ x1 = trial.suggest_float("x1", -100, 100)
283
+ x2 = trial.suggest_float("x2", -100, 100)
284
+ return x1**2 + 0.01 * x2**2
285
+
286
+
287
+ study = optuna.create_study(storage="sqlite:///db.sqlite3") # Create a new study with database.
288
+ study.optimize(objective, n_trials=100)
289
+ ```
290
+
291
+ Then try the commands below:
292
+
293
+ ```shell
294
+ # Run the study specified above
295
+ $ python optimize_toy.py
296
+
297
+ # Launch the dashboard based on the storage `sqlite:///db.sqlite3`
298
+ $ optuna-dashboard sqlite:///db.sqlite3
299
+ ...
300
+ Listening on http://localhost:8080/
301
+ Hit Ctrl-C to quit.
302
+ ```
303
+
304
+ </details>
305
+
306
+
307
+ ## OptunaHub
308
+
309
+ [OptunaHub](https://hub.optuna.org/) is a feature-sharing platform for Optuna.
310
+ You can use the registered features and publish your packages.
311
+
312
+ ### Use registered features
313
+
314
+ `optunahub` can be installed via pip:
315
+
316
+ ```shell
317
+ $ pip install optunahub
318
+ # Install AutoSampler dependencies (CPU only is sufficient for PyTorch)
319
+ $ pip install cmaes scipy torch --extra-index-url https://download.pytorch.org/whl/cpu
320
+ ```
321
+
322
+ You can load registered module with `optunahub.load_module`.
323
+
324
+ ```python
325
+ import optuna
326
+ import optunahub
327
+
328
+
329
+ def objective(trial: optuna.Trial) -> float:
330
+ x = trial.suggest_float("x", -5, 5)
331
+ y = trial.suggest_float("y", -5, 5)
332
+ return x**2 + y**2
333
+
334
+
335
+ module = optunahub.load_module(package="samplers/auto_sampler")
336
+ study = optuna.create_study(sampler=module.AutoSampler())
337
+ study.optimize(objective, n_trials=10)
338
+
339
+ print(study.best_trial.value, study.best_trial.params)
340
+ ```
341
+
342
+ For more details, please refer to [the optunahub documentation](https://optuna.github.io/optunahub/).
343
+
344
+ ### Publish your packages
345
+
346
+ You can publish your package via [optunahub-registry](https://github.com/optuna/optunahub-registry).
347
+ See the [Tutorials for Contributors](https://optuna.github.io/optunahub/tutorials_for_contributors.html) in OptunaHub.
348
+
349
+
350
+ ## Communication
351
+
352
+ - [GitHub Discussions] for questions.
353
+ - [GitHub Issues] for bug reports and feature requests.
354
+
355
+ [GitHub Discussions]: https://github.com/optuna/optuna/discussions
356
+ [GitHub issues]: https://github.com/optuna/optuna/issues
357
+
358
+
359
+ ## Contribution
360
+
361
+ Any contributions to Optuna are more than welcome!
362
+
363
+ 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.
364
+
365
+ If you already have contributed to Optuna, we recommend the other [contribution-welcome issues](https://github.com/optuna/optuna/labels/contribution-welcome).
366
+
367
+ For general guidelines on how to contribute to the project, take a look at [CONTRIBUTING.md](./CONTRIBUTING.md).
368
+
369
+
370
+ ## Reference
371
+
372
+ 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":
373
+
374
+ <details open>
375
+ <summary>BibTeX</summary>
376
+
377
+ ```bibtex
378
+ @inproceedings{akiba2019optuna,
379
+ title={{O}ptuna: A Next-Generation Hyperparameter Optimization Framework},
380
+ author={Akiba, Takuya and Sano, Shotaro and Yanase, Toshihiko and Ohta, Takeru and Koyama, Masanori},
381
+ booktitle={The 25th ACM SIGKDD International Conference on Knowledge Discovery \& Data Mining},
382
+ pages={2623--2631},
383
+ year={2019}
384
+ }
385
+ ```
386
+ </details>
387
+
388
+
389
+ ## License
390
+
391
+ MIT License (see [LICENSE](./LICENSE)).
392
+
393
+ Optuna uses the codes from SciPy and fdlibm projects (see [LICENSE_THIRD_PARTY](./LICENSE_THIRD_PARTY)).
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/optuna-4.5.0.dist-info/RECORD ADDED
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+ optuna = optuna.cli:main
Scripts_Climate_n_LAI_to_Yield/.venv/lib/python3.10/site-packages/optuna-4.5.0.dist-info/licenses/LICENSE ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ MIT License
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+
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+ Copyright (c) 2018 Preferred Networks, Inc.
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+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy
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+ of this software and associated documentation files (the "Software"), to deal
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+ in the Software without restriction, including without limitation the rights
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+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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+ copies of the Software, and to permit persons to whom the Software is
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+ furnished to do so, subject to the following conditions:
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+
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+ The above copyright notice and this permission notice shall be included in all
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+ copies or substantial portions of the Software.
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+
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+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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+ SOFTWARE.