:orphan:

.. _vta-tutorials:

VTA Tutorials
=============
This page contains tutorials about VTA and how to use TVM/Relay to target VTA.



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


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    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we will build on top of the vta-get-started tutorial and introduce additional...">

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  .. image:: /topic/vta/tutorials/images/thumb/sphx_glr_matrix_multiply_thumb.png
    :alt: Simple Matrix Multiply

  :ref:`sphx_glr_topic_vta_tutorials_matrix_multiply.py`

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      <div class="sphx-glr-thumbnail-title">Simple Matrix Multiply</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This is an introduction tutorial on how to use TVM to program the VTA design.">

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  .. image:: /topic/vta/tutorials/images/thumb/sphx_glr_vta_get_started_thumb.png
    :alt: Get Started with VTA

  :ref:`sphx_glr_topic_vta_tutorials_vta_get_started.py`

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      <div class="sphx-glr-thumbnail-title">Get Started with VTA</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /topic/vta/tutorials/matrix_multiply
   /topic/vta/tutorials/vta_get_started


Compile Deep Learning Models
----------------------------



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


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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial provides an end-to-end demo, on how to run Darknet YoloV3-tiny inference onto the...">

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  .. image:: /topic/vta/tutorials/frontend/images/thumb/sphx_glr_deploy_detection_thumb.png
    :alt: Deploy Pretrained Vision Detection Model from Darknet on VTA

  :ref:`sphx_glr_topic_vta_tutorials_frontend_deploy_detection.py`

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      <div class="sphx-glr-thumbnail-title">Deploy Pretrained Vision Detection Model from Darknet on VTA</div>
    </div>


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    </div>

Optimize Tensor Operators
-------------------------



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


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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial provides an overview on how to use TVM to map a 2D convolution workload efficient...">

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  .. image:: /topic/vta/tutorials/optimize/images/thumb/sphx_glr_convolution_opt_thumb.png
    :alt: 2D Convolution Optimization

  :ref:`sphx_glr_topic_vta_tutorials_optimize_convolution_opt.py`

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      <div class="sphx-glr-thumbnail-title">2D Convolution Optimization</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial provides an overview on how to use TVM to map matrix multiplication efficiently o...">

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  .. image:: /topic/vta/tutorials/optimize/images/thumb/sphx_glr_matrix_multiply_opt_thumb.png
    :alt: Matrix Multiply Blocking

  :ref:`sphx_glr_topic_vta_tutorials_optimize_matrix_multiply_opt.py`

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      <div class="sphx-glr-thumbnail-title">Matrix Multiply Blocking</div>
    </div>


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    </div>


.. toctree::
   :hidden:
   :includehidden:

   /topic/vta/tutorials/frontend/index.rst
   /topic/vta/tutorials/optimize/index.rst



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

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_