: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. .. raw:: html
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.. only:: html .. 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` .. raw:: html
Tuning High Performance Convolution on NVIDIA GPUs
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.. only:: html .. 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` .. raw:: html
Auto-tuning a Convolutional Network for NVIDIA GPU
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.. only:: html .. 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` .. raw:: html
Auto-tuning a Convolutional Network for x86 CPU
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.. only:: html .. 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` .. raw:: html
Auto-tuning a Convolutional Network for ARM CPU
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.. only:: html .. 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` .. raw:: html
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 .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_