ray/doc/source/ray-air/package-ref.rst

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.. _air-api-ref:
Ray AIR API
===========
.. contents::
:local:
Components
----------
.. _air-preprocessor-ref:
Preprocessors
~~~~~~~~~~~~~
.. autoclass:: ray.data.preprocessor.Preprocessor
:members:
.. automodule:: ray.data.preprocessors
:members:
:show-inheritance:
.. autofunction:: ray.air.train_test_split
.. _air-trainer-ref:
Trainers and Predictors
~~~~~~~~~~~~~~~~~~~~~~~
.. autoclass:: ray.train.trainer.BaseTrainer
:members:
.. autoclass:: ray.train.predictor.Predictor
:members:
.. autoclass:: ray.train.predictor.DataBatchType
.. autoclass:: ray.train.batch_predictor.BatchPredictor
:members:
.. automodule:: ray.train.xgboost
:members:
:show-inheritance:
.. automodule:: ray.train.lightgbm
:members:
:show-inheritance:
.. automodule:: ray.train.tensorflow
:members:
:show-inheritance:
.. automodule:: ray.train.torch
:members:
:show-inheritance:
.. automodule:: ray.train.horovod
:members:
:show-inheritance:
.. automodule:: ray.train.huggingface
:members:
:show-inheritance:
.. automodule:: ray.train.sklearn
:members:
:show-inheritance:
.. autoclass:: ray.train.data_parallel_trainer.DataParallelTrainer
:members:
:show-inheritance:
.. autoclass:: ray.train.gbdt_trainer.GBDTTrainer
:members:
:show-inheritance:
.. _air-tuner-ref:
Tuner
~~~~~
.. autoclass:: ray.tune.tuner.Tuner
:members:
.. automodule:: ray.tune.result_grid
:members:
.. _air-serve-integration:
Serving
~~~~~~~
.. autoclass:: ray.serve.air_integrations.PredictorDeployment
.. autoclass:: ray.serve.air_integrations.PredictorWrapper
.. _air-results-ref:
Outputs
~~~~~~~
.. _air-checkpoint-ref:
Checkpoint
##########
.. automodule:: ray.air.checkpoint
:members:
Result
######
.. automodule:: ray.air.result
:members:
Configs
~~~~~~~
.. automodule:: ray.air.config
:members:
.. autoclass:: ray.air.config.CheckpointConfig
.. _air-builtin-callbacks:
Callbacks
~~~~~~~~~
Comet
#####
.. autoclass:: ray.air.callbacks.comet.CometLoggerCallback
Keras
#####
.. autoclass:: ray.air.callbacks.keras.Callback
:members:
MLflow
######
.. autoclass:: ray.air.callbacks.mlflow.MLflowLoggerCallback
Weights and Biases
##################
.. autoclass:: ray.air.callbacks.wandb.WandbLoggerCallback
.. _air-session-ref:
Session
~~~~~~~
.. automodule:: ray.air.session
:members: