:orphan:

.. _tutorial-micro:

Work With microTVM
------------------
microTVM enables inference on bare-metal platforms, for example, those without
a traditional Operating System such as Linux, OS X, or Windows. These how-tos
demonstrate how to tune and deploy models with microTVM.



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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial explains how to compile a tiny model for a micro device, build a program on Zephy...">

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  .. image:: /how_to/work_with_microtvm/images/thumb/sphx_glr_micro_tvmc_thumb.png
    :alt: 1. microTVM CLI Tool

  :ref:`sphx_glr_how_to_work_with_microtvm_micro_tvmc.py`

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      <div class="sphx-glr-thumbnail-title">1. microTVM CLI Tool</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial is an introduction to working with microTVM and a TFLite model with Relay.">

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  .. image:: /how_to/work_with_microtvm/images/thumb/sphx_glr_micro_tflite_thumb.png
    :alt: 2. microTVM TFLite Tutorial

  :ref:`sphx_glr_how_to_work_with_microtvm_micro_tflite.py`

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      <div class="sphx-glr-thumbnail-title">2. microTVM TFLite Tutorial</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial is showcasing microTVM host-driven AoT compilation with a TFLite model. AoTExecut...">

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  .. image:: /how_to/work_with_microtvm/images/thumb/sphx_glr_micro_aot_thumb.png
    :alt: 3. microTVM Ahead-of-Time (AOT) Compilation

  :ref:`sphx_glr_how_to_work_with_microtvm_micro_aot.py`

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      <div class="sphx-glr-thumbnail-title">3. microTVM Ahead-of-Time (AOT) Compilation</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial is showcasing microTVM host-driven AoT compilation with a PyTorch model. This tut...">

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  .. image:: /how_to/work_with_microtvm/images/thumb/sphx_glr_micro_pytorch_thumb.png
    :alt: 4. microTVM PyTorch Tutorial

  :ref:`sphx_glr_how_to_work_with_microtvm_micro_pytorch.py`

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      <div class="sphx-glr-thumbnail-title">4. microTVM PyTorch Tutorial</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how MobileNetV1 models can be trained to fit on embedded devices, and how t...">

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  .. image:: /how_to/work_with_microtvm/images/thumb/sphx_glr_micro_train_thumb.png
    :alt: 5. Training Vision Models for microTVM on Arduino

  :ref:`sphx_glr_how_to_work_with_microtvm_micro_train.py`

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      <div class="sphx-glr-thumbnail-title">5. Training Vision Models for microTVM on Arduino</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial explains how to autotune a model using the C runtime.">

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  .. image:: /how_to/work_with_microtvm/images/thumb/sphx_glr_micro_autotune_thumb.png
    :alt: 6. Model Tuning with microTVM

  :ref:`sphx_glr_how_to_work_with_microtvm_micro_autotune.py`

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      <div class="sphx-glr-thumbnail-title">6. Model Tuning with microTVM</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This section contains an example of how to use TVM to run a model on an Arm(R) Cortex(R)-M55 CP...">

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  .. image:: /how_to/work_with_microtvm/images/thumb/sphx_glr_micro_ethosu_thumb.png
    :alt: 7. Running TVM on bare metal Arm(R) Cortex(R)-M55 CPU and Ethos(TM)-U55 NPU with CMSIS-NN

  :ref:`sphx_glr_how_to_work_with_microtvm_micro_ethosu.py`

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      <div class="sphx-glr-thumbnail-title">7. Running TVM on bare metal Arm(R) Cortex(R)-M55 CPU and Ethos(TM)-U55 NPU with CMSIS-NN</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial is showcasing building an MLPerfTiny submission using microTVM. This tutorial sho...">

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  .. image:: /how_to/work_with_microtvm/images/thumb/sphx_glr_micro_mlperftiny_thumb.png
    :alt: 8. Creating Your MLPerfTiny Submission with microTVM

  :ref:`sphx_glr_how_to_work_with_microtvm_micro_mlperftiny.py`

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      <div class="sphx-glr-thumbnail-title">8. Creating Your MLPerfTiny Submission with microTVM</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial describes the steps required to integrate a model compiled with microTVM into a c...">

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  .. image:: /how_to/work_with_microtvm/images/thumb/sphx_glr_micro_custom_ide_thumb.png
    :alt: 9. Bring microTVM to your own development environment

  :ref:`sphx_glr_how_to_work_with_microtvm_micro_custom_ide.py`

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      <div class="sphx-glr-thumbnail-title">9. Bring microTVM to your own development environment</div>
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    </div>


.. toctree::
   :hidden:

   /how_to/work_with_microtvm/micro_tvmc
   /how_to/work_with_microtvm/micro_tflite
   /how_to/work_with_microtvm/micro_aot
   /how_to/work_with_microtvm/micro_pytorch
   /how_to/work_with_microtvm/micro_train
   /how_to/work_with_microtvm/micro_autotune
   /how_to/work_with_microtvm/micro_ethosu
   /how_to/work_with_microtvm/micro_mlperftiny
   /how_to/work_with_microtvm/micro_custom_ide



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