:orphan:
.. _tutorials-autotvm-sec:
Auto-Tune with Templates and AutoTVM
------------------------------------
AutoTVM offers a way to tune models and operators by providing a template
schedule, and searcing the parameter space defined by the template. These
how-tos demonstrate how to write template schedules and optimize them for a
variety of different hardware platforms.
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.. image:: /how_to/tune_with_autotvm/images/thumb/sphx_glr_tune_conv2d_cuda_thumb.png
:alt: Tuning High Performance Convolution on NVIDIA GPUs
:ref:`sphx_glr_how_to_tune_with_autotvm_tune_conv2d_cuda.py`
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Tuning High Performance Convolution on NVIDIA GPUs
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.. image:: /how_to/tune_with_autotvm/images/thumb/sphx_glr_tune_relay_cuda_thumb.png
:alt: Auto-tuning a Convolutional Network for NVIDIA GPU
:ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_cuda.py`
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Auto-tuning a Convolutional Network for NVIDIA GPU
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.. image:: /how_to/tune_with_autotvm/images/thumb/sphx_glr_tune_relay_x86_thumb.png
:alt: Auto-tuning a Convolutional Network for x86 CPU
:ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_x86.py`
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Auto-tuning a Convolutional Network for x86 CPU
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.. image:: /how_to/tune_with_autotvm/images/thumb/sphx_glr_tune_relay_arm_thumb.png
:alt: Auto-tuning a Convolutional Network for ARM CPU
:ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_arm.py`
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Auto-tuning a Convolutional Network for ARM CPU
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.. image:: /how_to/tune_with_autotvm/images/thumb/sphx_glr_tune_relay_mobile_gpu_thumb.png
:alt: Auto-tuning a Convolutional Network for Mobile GPU
:ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_mobile_gpu.py`
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Auto-tuning a Convolutional Network for Mobile GPU
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.. toctree::
:hidden:
/how_to/tune_with_autotvm/tune_conv2d_cuda
/how_to/tune_with_autotvm/tune_relay_cuda
/how_to/tune_with_autotvm/tune_relay_x86
/how_to/tune_with_autotvm/tune_relay_arm
/how_to/tune_with_autotvm/tune_relay_mobile_gpu
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.. rst-class:: sphx-glr-signature
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