| Metadata-Version: 2.1 | |
| Name: wandb | |
| Version: 0.18.1 | |
| Summary: A CLI and library for interacting with the Weights & Biases API. | |
| Project-URL: Source, https://github.com/wandb/wandb | |
| Project-URL: Bug Reports, https://github.com/wandb/wandb/issues | |
| Project-URL: Documentation, https://docs.wandb.ai/ | |
| Author-email: Weights & Biases <support@wandb.com> | |
| License: MIT License | |
| Copyright (c) 2021 Weights and Biases, Inc. | |
| Permission is hereby granted, free of charge, to any person obtaining a copy | |
| of this software and associated documentation files (the "Software"), to deal | |
| in the Software without restriction, including without limitation the rights | |
| to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
| copies of the Software, and to permit persons to whom the Software is | |
| furnished to do so, subject to the following conditions: | |
| The above copyright notice and this permission notice shall be included in all | |
| copies or substantial portions of the Software. | |
| THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
| IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
| FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
| AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
| LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
| OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | |
| SOFTWARE. | |
| License-File: LICENSE | |
| Classifier: Development Status :: 5 - Production/Stable | |
| Classifier: Intended Audience :: Developers | |
| Classifier: Intended Audience :: Science/Research | |
| Classifier: License :: OSI Approved :: MIT License | |
| Classifier: Natural Language :: English | |
| Classifier: Programming Language :: Python :: 3 | |
| Classifier: Programming Language :: Python :: 3 :: Only | |
| Classifier: Programming Language :: Python :: 3.7 | |
| Classifier: Programming Language :: Python :: 3.8 | |
| Classifier: Programming Language :: Python :: 3.9 | |
| Classifier: Programming Language :: Python :: 3.10 | |
| Classifier: Programming Language :: Python :: 3.11 | |
| Classifier: Programming Language :: Python :: 3.12 | |
| Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence | |
| Classifier: Topic :: Software Development :: Libraries :: Python Modules | |
| Classifier: Topic :: System :: Logging | |
| Classifier: Topic :: System :: Monitoring | |
| Requires-Python: >=3.7 | |
| Requires-Dist: click!=8.0.0,>=7.1 | |
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| Requires-Dist: protobuf!=4.21.0,!=5.28.0,<6,>=3.15.0; python_version == '3.9' and sys_platform == 'linux' | |
| Requires-Dist: protobuf!=4.21.0,!=5.28.0,<6,>=3.19.0; python_version > '3.9' and sys_platform == 'linux' | |
| Requires-Dist: protobuf!=4.21.0,!=5.28.0,<6,>=3.19.0; sys_platform != 'linux' | |
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| Provides-Extra: aws | |
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| Provides-Extra: models | |
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| Description-Content-Type: text/markdown | |
| <div align="center"> | |
| <img src="https://i.imgur.com/RUtiVzH.png" width="600" /><br><br> | |
| </div> | |
| # Weights and Biases [](https://pypi.python.org/pypi/wandb) [](https://anaconda.org/conda-forge/wandb) [](https://circleci.com/gh/wandb/wandb) [](https://codecov.io/gh/wandb/wandb) | |
| Use W&B to build better models faster. Track and visualize all the pieces of your machine learning pipeline, from datasets to production machine learning models. Get started with W&B today, [sign up for an account!](https://wandb.com?utm_source=github&utm_medium=code&utm_campaign=wandb&utm_content=readme) | |
| See the [W&B Developer Guide](https://docs.wandb.ai/?utm_source=github&utm_medium=code&utm_campaign=wandb&utm_content=documentation) and [API Reference Guide](https://docs.wandb.ai/ref?utm_source=github&utm_medium=code&utm_campaign=wandb&utm_content=documentation) for a full technical description of the W&B platform. | |
| | |
| # Quickstart | |
| Get started with W&B in four steps: | |
| 1. First, sign up for a [W&B account](https://wandb.ai/login?utm_source=github&utm_medium=code&utm_campaign=wandb&utm_content=quickstart). | |
| 2. Second, install the W&B SDK with [pip](https://pip.pypa.io/en/stable/). Navigate to your terminal and type the following command: | |
| ```shell | |
| pip install wandb | |
| ``` | |
| 3. Third, log into W&B: | |
| ```python | |
| wandb.login() | |
| ``` | |
| 4. Use the example code snippet below as a template to integrate W&B to your Python script: | |
| ```python | |
| import wandb | |
| # Start a W&B Run with wandb.init | |
| run = wandb.init(project="my_first_project") | |
| # Save model inputs and hyperparameters in a wandb.config object | |
| config = run.config | |
| config.learning_rate = 0.01 | |
| # Model training code here ... | |
| # Log metrics over time to visualize performance with wandb.log | |
| for i in range(10): | |
| run.log({"loss": ...}) | |
| # Mark the run as finished, and finish uploading all data | |
| run.finish() | |
| ``` | |
| For example, if the preceding code was stored in a script called train.py: | |
| ```shell | |
| python train.py | |
| ``` | |
| You will see a URL in your terminal logs when your script starts and finishes. Data is staged locally in a directory named _wandb_ relative to your script. Navigate to the W&B App to view a dashboard of your first W&B Experiment. Use the W&B App to compare multiple experiments in a unified place, dive into the results of a single run, and much more! | |
| | |
| # Integrations | |
| Use your favorite framework with W&B. W&B integrations make it fast and easy to set up experiment tracking and data versioning inside existing projects. For more information on how to integrate W&B with the framework of your choice, see [W&B Integrations](https://docs.wandb.ai/guides/integrations) in the W&B Developer Guide. | |
| | |
| # Contribution guidelines | |
| Weights & Biases ❤️ open source, and we welcome contributions from the community! See the [Contribution guide](https://github.com/wandb/wandb/blob/main/CONTRIBUTING.md) for more information on the development workflow and the internals of the wandb library. For wandb bugs and feature requests, visit [GitHub Issues](https://github.com/wandb/wandb/issues) or contact support@wandb.com. | |
| | |
| # Academic Researchers | |
| Reach out to W&B Support at support@wandb.com to get a [free academic license](https://www.wandb.com/academic) for you and your research group. | |
| | |
| # W&B Community | |
| Be a part of the growing W&B Community and interact with the W&B team in our [Discord](https://wandb.me/discord). Stay connected with the latest ML updates and tutorials with [W&B Fully Connected](https://wandb.ai/fully-connected). | |
| | |
| # License | |
| [MIT License](https://github.com/wandb/wandb/blob/main/LICENSE) | |