mirror of
https://github.com/vale981/ray
synced 2025-03-08 19:41:38 -05:00
7158aeda33
Adds a Dataset.split_proportionately method that allows the user to split a dataset using proportions. This is a very common use-case for eg. train-test splitting. The implementation is a thin wrapper over Dataset.split_at_indices. Additionally, this PR adds a ray.ml.train_test_split function intended to provide a familiar API to ML practitioners.
138 lines
2.3 KiB
ReStructuredText
138 lines
2.3 KiB
ReStructuredText
.. _air-api-ref:
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AIR API
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=======
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.. contents::
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:local:
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Components
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----------
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Preprocessors
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~~~~~~~~~~~~~
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.. autoclass:: ray.ml.preprocessor.Preprocessor
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:members:
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.. automodule:: ray.ml.preprocessors
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:members:
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:show-inheritance:
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.. autofunction:: ray.ml.train_test_split
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.. _air-trainer-ref:
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Trainer
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~~~~~~~
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.. autoclass:: ray.ml.trainer.Trainer
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:members:
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.. automodule:: ray.ml.train.integrations.xgboost
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:members:
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:show-inheritance:
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.. automodule:: ray.ml.train.integrations.lightgbm
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:members:
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:show-inheritance:
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.. automodule:: ray.ml.train.integrations.tensorflow
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:members:
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:show-inheritance:
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.. automodule:: ray.ml.train.integrations.torch
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:members:
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:show-inheritance:
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.. automodule:: ray.ml.train.integrations.huggingface
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:members:
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:show-inheritance:
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.. automodule:: ray.ml.train.integrations.sklearn
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:members:
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:show-inheritance:
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.. autoclass:: ray.ml.train.data_parallel_trainer.DataParallelTrainer
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:members:
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:show-inheritance:
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.. autoclass:: ray.ml.train.gbdt_trainer.GBDTTrainer
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:members:
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:show-inheritance:
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.. _air-tuner-ref:
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Tuner
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~~~~~
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.. autoclass:: ray.tune.tuner.Tuner
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:members:
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.. automodule:: ray.tune.result_grid
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:members:
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Predictors
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~~~~~~~~~~
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.. autoclass:: ray.ml.predictor.Predictor
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:members:
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.. autoclass:: ray.ml.batch_predictor.BatchPredictor
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:members:
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.. automodule:: ray.ml.predictors.integrations.xgboost
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:members:
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:show-inheritance:
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.. automodule:: ray.ml.predictors.integrations.lightgbm
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:members:
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:show-inheritance:
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.. automodule:: ray.ml.predictors.integrations.tensorflow
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:members:
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:show-inheritance:
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.. automodule:: ray.ml.predictors.integrations.torch
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:members:
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:show-inheritance:
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.. automodule:: ray.ml.predictors.integrations.sklearn
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:members:
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:show-inheritance:
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.. automodule:: ray.ml.predictors.integrations.huggingface
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:members:
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:show-inheritance:
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.. _air-serve-integration:
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Serving
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.. autoclass:: ray.serve.model_wrappers.ModelWrapperDeployment
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.. autoclass:: ray.serve.model_wrappers.ModelWrapper
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.. _air-results-ref:
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Outputs
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.. automodule:: ray.ml.checkpoint
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:members:
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.. automodule:: ray.ml.result
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:members:
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Configs
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.. automodule:: ray.ml.config
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:members:
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