.. _data-examples-ref:

=================
Ray Data 示例
=================

..
   Include all examples in a hidden toctree so Sphinx build does not complain.

.. toctree::
    :hidden:

    huggingface_vit_batch_prediction
    pytorch_resnet_batch_prediction
    batch_inference_object_detection
    nyc_taxi_basic_processing
    batch_training
    ocr_example
    random-access
    custom-datasource



.. tip:: Check out the Datasets :ref:`User Guide <data_user_guide>` to learn more about
  Dataset features in-depth.

.. _data-recipes:

Computer Vision
---------------
.. grid:: 1 2 2 3
    :gutter: 1
    :class-container: container pb-4

    .. grid-item-card::

       .. button-ref:: huggingface_vit_batch_prediction

            Image Classification Batch Inference with Huggingface Vision Transformer


    .. grid-item-card::

       .. button-ref:: pytorch_resnet_batch_prediction

            Image Classification Batch Inference with PyTorch ResNet152


    .. grid-item-card::

        .. button-ref:: batch_inference_object_detection

            Object Detection Batch Inference with PyTorch FasterRCNN_ResNet50


Simple Data Processing
----------------------

.. grid:: 1 2 3 3
    :gutter: 2
    :class-container: container pb-4

    .. grid-item-card::

        .. button-ref:: nyc_taxi_basic_processing

            Processing the NYC taxi dataset

    .. grid-item-card::

        .. button-ref:: batch_training

            Batch Training with Ray Data

    .. grid-item-card::

        .. button-ref:: ocr_example

            Scaling OCR with Ray Data



Other Examples
--------------


.. grid:: 1 2 3 3
    :gutter: 2
    :class-container: container pb-4

    .. grid-item-card::

        .. button-ref:: random-access

            Random Data Access (Experimental)

    .. grid-item-card::

        .. button-ref:: custom-datasource

            Implementing a Custom Datasource