diff --git a/doc/source/index.rst b/doc/source/index.rst index 18bbe1607..8b9f432bd 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -195,6 +195,7 @@ Papers ray-overview/index.rst installation.rst + oss-users.rst .. toctree:: :hidden: diff --git a/doc/source/mars-on-ray.rst b/doc/source/mars-on-ray.rst index ebb297df8..821934cbc 100644 --- a/doc/source/mars-on-ray.rst +++ b/doc/source/mars-on-ray.rst @@ -1,3 +1,5 @@ +.. _mars-on-ray: + Mars on Ray ============ diff --git a/doc/source/oss-users.rst b/doc/source/oss-users.rst new file mode 100644 index 000000000..42089fdac --- /dev/null +++ b/doc/source/oss-users.rst @@ -0,0 +1,79 @@ +.. _ray-oss-list: + +Community libraries that integrate with Ray +=========================================== + +This page lists libraries that integrate with Ray for distributed execution. If you'd like to add your project to this list, feel free to file a pull request or open an issue on GitHub. + + +Horovod +------- + +Horovod is a distributed deep learning training framework for TensorFlow, Keras, PyTorch, and Apache MXNet. The goal of Horovod is to make distributed deep learning fast and easy to use. + +[`Link to integration `__] + +MARS +---- + +Mars is a tensor-based unified framework for large-scale data computation which scales Numpy, Pandas and Scikit-learn. + +[:ref:`Link to integration `] + +Spacy +----- +spaCy is a library for advanced Natural Language Processing in Python and Cython. It's built on the very latest research, and was designed from day one to be used in real products. + +[`Link to integration `__] + + +Hugging Face Transformers +------------------------- + +State-of-the-art Natural Language Processing for Pytorch and TensorFlow 2.0. + +[`Link to integration `__] + +Seldon Alibi +------------ + +Alibi is an open source Python library aimed at machine learning model inspection and interpretation. The focus of the library is to provide high-quality implementations of black-box, white-box, local and global explanation methods for classification and regression models. + +Github: `https://github.com/SeldonIO/alibi `__ + + +Intel Analytics Zoo +------------------- + +Analytics Zoo seamless scales TensorFlow, Keras and PyTorch to distributed big data (using Spark, Flink & Ray). + +[`Link to integration `__] + +Modin +----- + +Scale your pandas workflows by changing one line of code. + +Github: `https://github.com/modin-project/modin/ `__ + + +ClassyVision +------------ + +An end-to-end framework for image and video classification. + +[`Link to integration `__] + +PyCaret +------- + +An open-source, low-code machine learning library in Python. + +Github: `https://github.com/pycaret/pycaret/ `_ + +Flambe +------ + +Flambé is a machine learning experimentation framework built to accelerate the entire research life cycle. Flambé’s main objective is to provide a unified interface for prototyping models, running experiments containing complex pipelines, monitoring those experiments in real-time, reporting results, and deploying a final model for inference. + +Github: `https://github.com/asappresearch/flambe `_ diff --git a/doc/source/ray-overview/basics.rst b/doc/source/ray-overview/basics.rst index 963c2ed2e..1b672b42c 100644 --- a/doc/source/ray-overview/basics.rst +++ b/doc/source/ray-overview/basics.rst @@ -18,10 +18,10 @@ On top of **Ray Core** are several libraries for solving problems in machine lea - :ref:`sgd-index` - :ref:`rayserve` -Ray also has a number of other community contributed libraries: +There are also many :ref:`community libraries ` that integrate with Ray, including `Modin`_, `Hugging Face Transformers`_, :doc:`../dask-on-ray`, `MARS`_, `Horovod`_, and others. +Check out the :ref:`full list of Ray distributed libraries here `. -- :doc:`../dask-on-ray` -- `Mars on Ray `__ -- :doc:`../pandas_on_ray` -- :doc:`../joblib` -- :doc:`../multiprocessing` +.. _`Modin`: https://github.com/modin-project/modin +.. _`Hugging Face Transformers`: https://huggingface.co/transformers/main_classes/trainer.html#transformers.Trainer.hyperparameter_search +.. _`MARS`: mars-on-ray.html +.. _`Horovod`: https://horovod.readthedocs.io/en/stable/ray_include.html