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[data] update datasets API structure #27592
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| .. _data-api: | ||
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| Ray Datasets API | ||
| ================ | ||
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| .. toctree:: | ||
| :maxdepth: 2 | ||
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| input_output.rst | ||
| dataset.rst | ||
| dataset_pipeline.rst | ||
| grouped_dataset.rst | ||
| dataset_context.rst | ||
| data_representations.rst | ||
| random_access_dataset.rst | ||
| utility.rst |
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| .. _data-representations: | ||
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| Data Representations | ||
| ==================== | ||
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| Block API | ||
| --------- | ||
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| .. autoclass:: ray.data.block.Block | ||
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| .. autoclass:: ray.data.block.BlockExecStats | ||
| :members: | ||
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| .. autoclass:: ray.data.block.BlockMetadata | ||
| :members: | ||
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| .. autoclass:: ray.data.block.BlockAccessor | ||
| :members: | ||
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| Batch API | ||
| --------- | ||
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| .. autoclass:: ray.data.block.DataBatch | ||
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| Row API | ||
| -------- | ||
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| .. autoclass:: ray.data.row.TableRow | ||
| :members: | ||
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| .. _dataset-tensor-extension-api: | ||
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| Tensor Column Extension API | ||
| --------------------------- | ||
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| .. autoclass:: ray.data.extensions.tensor_extension.TensorDtype | ||
| :members: | ||
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| .. autoclass:: ray.data.extensions.tensor_extension.TensorArray | ||
| :members: | ||
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| .. autoclass:: ray.data.extensions.tensor_extension.ArrowTensorType | ||
| :members: | ||
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| .. autoclass:: ray.data.extensions.tensor_extension.ArrowTensorArray | ||
| :members: | ||
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| .. _dataset-api: | ||
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| Dataset API | ||
| =========== | ||
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| .. autoclass:: ray.data.Dataset | ||
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| **Basic Transformations** | ||
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| .. autosummary:: | ||
| :nosignatures: | ||
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| ray.data.Dataset.map | ||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. A stretch request: add a ref to each API, so that we can pinpoint to individual API, which is useful. I think what's needed is adding something like ".. _dataset-map-ref:".
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. This should already be natively supported!
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. @jianoaix For the individual APIs, that should already be doable with cross-referencing via e.g.
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. OK, can it be linked with a url? e.g. https://docs.ray.io/en/master/data/package-ref.html#dataset-api, if we point a user to map(), can we give a ulr pointing to it?
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Found it: https://docs.ray.io/en/master/data/package-ref.html#ray.data.Dataset.map. I guess I was looking at the navigation list on the right-hand-side which doesn't show it. |
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| ray.data.Dataset.map_batches | ||
| ray.data.Dataset.flat_map | ||
| ray.data.Dataset.filter | ||
| ray.data.Dataset.add_column | ||
| ray.data.Dataset.drop_columns | ||
| ray.data.Dataset.random_sample | ||
| ray.data.Dataset.limit | ||
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| **Sorting, Shuffling, Repartitioning** | ||
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| .. autosummary:: | ||
| :nosignatures: | ||
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| ray.data.Dataset.sort | ||
| ray.data.Dataset.random_shuffle | ||
| ray.data.Dataset.randomize_block_order | ||
| ray.data.Dataset.repartition | ||
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| **Splitting and Merging Datasets** | ||
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| .. autosummary:: | ||
| :nosignatures: | ||
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| ray.data.Dataset.split | ||
| ray.data.Dataset.split_at_indices | ||
| ray.data.Dataset.split_proportionately | ||
| ray.data.Dataset.train_test_split | ||
| ray.data.Dataset.union | ||
| ray.data.Dataset.zip | ||
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| **Grouped and Global Aggregations** | ||
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| .. autosummary:: | ||
| :nosignatures: | ||
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| ray.data.Dataset.groupby | ||
| ray.data.Dataset.aggregate | ||
| ray.data.Dataset.sum | ||
| ray.data.Dataset.min | ||
| ray.data.Dataset.max | ||
| ray.data.Dataset.mean | ||
| ray.data.Dataset.std | ||
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| **Converting to Pipelines** | ||
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| .. autosummary:: | ||
| :nosignatures: | ||
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| ray.data.Dataset.repeat | ||
| ray.data.Dataset.window | ||
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| **Consuming Datasets** | ||
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| .. autosummary:: | ||
| :nosignatures: | ||
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| ray.data.Dataset.show | ||
| ray.data.Dataset.take | ||
| ray.data.Dataset.take_all | ||
| ray.data.Dataset.iter_rows | ||
| ray.data.Dataset.iter_batches | ||
| ray.data.Dataset.iter_torch_batches | ||
| ray.data.Dataset.iter_tf_batches | ||
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| **I/O and Conversion** | ||
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| .. autosummary:: | ||
| :nosignatures: | ||
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| ray.data.Dataset.write_parquet | ||
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| ray.data.Dataset.write_json | ||
| ray.data.Dataset.write_csv | ||
| ray.data.Dataset.write_numpy | ||
| ray.data.Dataset.write_datasource | ||
| ray.data.Dataset.to_torch | ||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Should we actually deprecate these two in 2.0? |
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| ray.data.Dataset.to_tf | ||
| ray.data.Dataset.to_dask | ||
| ray.data.Dataset.to_mars | ||
| ray.data.Dataset.to_modin | ||
| ray.data.Dataset.to_spark | ||
| ray.data.Dataset.to_pandas | ||
| ray.data.Dataset.to_pandas_refs | ||
| ray.data.Dataset.to_numpy_refs | ||
| ray.data.Dataset.to_arrow_refs | ||
| ray.data.Dataset.to_random_access_dataset | ||
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| **Inspecting Metadata** | ||
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| .. autosummary:: | ||
| :nosignatures: | ||
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| ray.data.Dataset.count | ||
| ray.data.Dataset.schema | ||
| ray.data.Dataset.num_blocks | ||
| ray.data.Dataset.size_bytes | ||
| ray.data.Dataset.input_files | ||
| ray.data.Dataset.stats | ||
| ray.data.Dataset.get_internal_block_refs | ||
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| **Execution** | ||
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| .. autosummary:: | ||
| :nosignatures: | ||
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| ray.data.Dataset.fully_executed | ||
| ray.data.Dataset.is_fully_executed | ||
| ray.data.Dataset.lazy | ||
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| **Serialization** | ||
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| .. autosummary:: | ||
| :nosignatures: | ||
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| ray.data.Dataset.has_serializable_lineage | ||
| ray.data.Dataset.serialize_lineage | ||
| ray.data.Dataset.deserialize_lineage | ||
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| Basic Transformations | ||
| --------------------- | ||
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| .. automethod:: ray.data.Dataset.map | ||
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| .. automethod:: ray.data.Dataset.map_batches | ||
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| .. automethod:: ray.data.Dataset.flat_map | ||
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| .. automethod:: ray.data.Dataset.filter | ||
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| .. automethod:: ray.data.Dataset.add_column | ||
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| .. automethod:: ray.data.Dataset.drop_columns | ||
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| .. automethod:: ray.data.Dataset.random_sample | ||
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| .. automethod:: ray.data.Dataset.limit | ||
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| Sorting, Shuffling, Repartitioning | ||
| ---------------------------------- | ||
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| .. automethod:: ray.data.Dataset.sort | ||
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| .. automethod:: ray.data.Dataset.random_shuffle | ||
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| .. automethod:: ray.data.Dataset.randomize_block_order | ||
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| .. automethod:: ray.data.Dataset.repartition | ||
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| Splitting and Merging Datasets | ||
| ------------------------------ | ||
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| .. automethod:: ray.data.Dataset.split | ||
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| .. automethod:: ray.data.Dataset.split_at_indices | ||
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| .. automethod:: ray.data.Dataset.split_proportionately | ||
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| .. automethod:: ray.data.Dataset.train_test_split | ||
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| .. automethod:: ray.data.Dataset.union | ||
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| .. automethod:: ray.data.Dataset.zip | ||
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| Grouped and Global Aggregations | ||
| ------------------------------- | ||
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| .. automethod:: ray.data.Dataset.groupby | ||
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| .. automethod:: ray.data.Dataset.aggregate | ||
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| .. automethod:: ray.data.Dataset.sum | ||
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| .. automethod:: ray.data.Dataset.min | ||
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| .. automethod:: ray.data.Dataset.max | ||
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| .. automethod:: ray.data.Dataset.mean | ||
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| .. automethod:: ray.data.Dataset.std | ||
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| Converting to Pipeline | ||
| ---------------------- | ||
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| .. automethod:: ray.data.Dataset.repeat | ||
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| .. automethod:: ray.data.Dataset.window | ||
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| Consuming Datasets | ||
| ------------------ | ||
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| .. automethod:: ray.data.Dataset.show | ||
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| .. automethod:: ray.data.Dataset.take | ||
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| .. automethod:: ray.data.Dataset.take_all | ||
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| .. automethod:: ray.data.Dataset.iter_rows | ||
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| .. automethod:: ray.data.Dataset.iter_batches | ||
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| .. automethod:: ray.data.Dataset.iter_torch_batches | ||
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| .. automethod:: ray.data.Dataset.iter_tf_batches | ||
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| I/O and Conversion | ||
matthewdeng marked this conversation as resolved.
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| ------------------ | ||
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| .. automethod:: ray.data.Dataset.write_parquet | ||
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| .. automethod:: ray.data.Dataset.write_json | ||
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| .. automethod:: ray.data.Dataset.write_csv | ||
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| .. automethod:: ray.data.Dataset.write_numpy | ||
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| .. automethod:: ray.data.Dataset.write_datasource | ||
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| .. automethod:: ray.data.Dataset.to_torch | ||
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| .. automethod:: ray.data.Dataset.to_tf | ||
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| .. automethod:: ray.data.Dataset.to_dask | ||
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| .. automethod:: ray.data.Dataset.to_mars | ||
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| .. automethod:: ray.data.Dataset.to_modin | ||
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| .. automethod:: ray.data.Dataset.to_spark | ||
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| .. automethod:: ray.data.Dataset.to_pandas | ||
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| .. automethod:: ray.data.Dataset.to_pandas_refs | ||
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| .. automethod:: ray.data.Dataset.to_numpy_refs | ||
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| .. automethod:: ray.data.Dataset.to_arrow_refs | ||
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| .. automethod:: ray.data.Dataset.to_random_access_dataset | ||
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| Inspecting Metadata | ||
| ------------------- | ||
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| .. automethod:: ray.data.Dataset.count | ||
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| .. automethod:: ray.data.Dataset.schema | ||
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| .. automethod:: ray.data.Dataset.num_blocks | ||
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| .. automethod:: ray.data.Dataset.size_bytes | ||
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| .. automethod:: ray.data.Dataset.input_files | ||
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| .. automethod:: ray.data.Dataset.stats | ||
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| .. automethod:: ray.data.Dataset.get_internal_block_refs | ||
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| Execution | ||
| --------- | ||
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| .. automethod:: ray.data.Dataset.fully_executed | ||
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| .. automethod:: ray.data.Dataset.is_fully_executed | ||
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| .. automethod:: ray.data.Dataset.lazy | ||
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| Serialization | ||
| ------------- | ||
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| .. automethod:: ray.data.Dataset.has_serializable_lineage | ||
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| .. automethod:: ray.data.Dataset.serialize_lineage | ||
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| .. automethod:: ray.data.Dataset.deserialize_lineage | ||
| Original file line number | Diff line number | Diff line change |
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| .. _dataset-context-api: | ||
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| DatasetContext API | ||
| ================== | ||
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| .. autoclass:: ray.data.context.DatasetContext | ||
| :members: |
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