:orphan:

.. _tutorial-frontend:

Compile Deep Learning Models
============================

TVM includes a variety of front-ends that can import models in different
formats. These how-tos demostrate how to import models using the Python API.



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    <div class="sphx-glr-thumbnails">


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This article is an introductory tutorial to deploy PyTorch models with Relay.">

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  .. image:: /how_to/compile_models/images/thumb/sphx_glr_from_pytorch_thumb.png
    :alt: Compile PyTorch Models

  :ref:`sphx_glr_how_to_compile_models_from_pytorch.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compile PyTorch Models</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="For us to begin with, tensorflow python module is required to be installed.">

.. only:: html

  .. image:: /how_to/compile_models/images/thumb/sphx_glr_from_tensorflow_thumb.png
    :alt: Compile Tensorflow Models

  :ref:`sphx_glr_how_to_compile_models_from_tensorflow.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compile Tensorflow Models</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This article is an introductory tutorial to deploy mxnet models with Relay.">

.. only:: html

  .. image:: /how_to/compile_models/images/thumb/sphx_glr_from_mxnet_thumb.png
    :alt: Compile MXNet Models

  :ref:`sphx_glr_how_to_compile_models_from_mxnet.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compile MXNet Models</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This article is an introductory tutorial to deploy ONNX models with Relay.">

.. only:: html

  .. image:: /how_to/compile_models/images/thumb/sphx_glr_from_onnx_thumb.png
    :alt: Compile ONNX Models

  :ref:`sphx_glr_how_to_compile_models_from_onnx.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compile ONNX Models</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This article is an introductory tutorial to deploy keras models with Relay.">

.. only:: html

  .. image:: /how_to/compile_models/images/thumb/sphx_glr_from_keras_thumb.png
    :alt: Compile Keras Models

  :ref:`sphx_glr_how_to_compile_models_from_keras.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compile Keras Models</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This article is an introductory tutorial to deploy TFLite models with Relay.">

.. only:: html

  .. image:: /how_to/compile_models/images/thumb/sphx_glr_from_tflite_thumb.png
    :alt: Compile TFLite Models

  :ref:`sphx_glr_how_to_compile_models_from_tflite.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compile TFLite Models</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This article is an introductory tutorial to deploy CoreML models with Relay.">

.. only:: html

  .. image:: /how_to/compile_models/images/thumb/sphx_glr_from_coreml_thumb.png
    :alt: Compile CoreML Models

  :ref:`sphx_glr_how_to_compile_models_from_coreml.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compile CoreML Models</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This article is an introductory tutorial to deploy darknet models with TVM. All the required mo...">

.. only:: html

  .. image:: /how_to/compile_models/images/thumb/sphx_glr_from_darknet_thumb.png
    :alt: Compile YOLO-V2 and YOLO-V3 in DarkNet Models

  :ref:`sphx_glr_how_to_compile_models_from_darknet.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compile YOLO-V2 and YOLO-V3 in DarkNet Models</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This article is an introductory tutorial to deploy PaddlePaddle models with Relay. For us to be...">

.. only:: html

  .. image:: /how_to/compile_models/images/thumb/sphx_glr_from_paddle_thumb.png
    :alt: Compile PaddlePaddle Models

  :ref:`sphx_glr_how_to_compile_models_from_paddle.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compile PaddlePaddle Models</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This article is an introductory tutorial to deploy OneFlow models with Relay.">

.. only:: html

  .. image:: /how_to/compile_models/images/thumb/sphx_glr_from_oneflow_thumb.png
    :alt: Compile OneFlow Models

  :ref:`sphx_glr_how_to_compile_models_from_oneflow.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compile OneFlow Models</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:

   /how_to/compile_models/from_pytorch
   /how_to/compile_models/from_tensorflow
   /how_to/compile_models/from_mxnet
   /how_to/compile_models/from_onnx
   /how_to/compile_models/from_keras
   /how_to/compile_models/from_tflite
   /how_to/compile_models/from_coreml
   /how_to/compile_models/from_darknet
   /how_to/compile_models/from_paddle
   /how_to/compile_models/from_oneflow



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 .. rst-class:: sphx-glr-signature

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