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[rllib] Add scaling guide to documentation, improve bandit docs (#7780)
* update * reword * update * ms * multi node sgd * reorder * improve bandit docs * contrib * update * ref * improve refs * fix build * add pillow dep * add pil * update pil * pillow * remove false
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@@ -96,7 +96,12 @@ RLlib `Trainer classes <rllib-concepts.html#trainers>`__ coordinate the distribu
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Synchronous Sampling (e.g., A2C, PG, PPO)
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RLlib uses `Ray actors <actors.html>`__ to scale training from a single core to many thousands of cores in a cluster. You can `configure the parallelism <rllib-training.html#specifying-resources>`__ used for training by changing the ``num_workers`` parameter.
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RLlib uses `Ray actors <actors.html>`__ to scale training from a single core to many thousands of cores in a cluster. You can `configure the parallelism <rllib-training.html#specifying-resources>`__ used for training by changing the ``num_workers`` parameter. Check out our `scaling guide <rllib-training.html#scaling-guide>`__ for more details here.
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Application Support
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~~~~~~~~~~~~~~~~~~~
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Beyond environments defined in Python, RLlib supports batch training on `offline datasets <rllib-offline.html>`__, and also provides a variety of integration strategies for `external applications <rllib-env.html#external-agents-and-applications>`__.
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Customization
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~~~~~~~~~~~~~
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@@ -105,13 +110,6 @@ RLlib provides ways to customize almost all aspects of training, including the `
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.. image:: rllib-components.svg
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Application Support
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~~~~~~~~~~~~~~~~~~~
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Beyond environments defined in Python, RLlib supports batch training on `offline datasets <rllib-offline.html>`__, and also provides a variety of integration strategies for `external applications <rllib-env.html#external-agents-and-applications>`__:
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.. image:: rllib-external.svg
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To learn more, proceed to the `table of contents <rllib-toc.html>`__.
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.. |tensorflow| image:: tensorflow.png
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