:orphan: .. _sphx_glr_how_to_tune_with_autotvm: .. _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
.. only:: html .. figure:: /how_to/tune_with_autotvm/images/thumb/sphx_glr_tune_conv2d_cuda_thumb.png :ref:`sphx_glr_how_to_tune_with_autotvm_tune_conv2d_cuda.py` .. raw:: html
.. toctree:: :hidden: /how_to/tune_with_autotvm/tune_conv2d_cuda .. raw:: html
.. only:: html .. figure:: /how_to/tune_with_autotvm/images/thumb/sphx_glr_tune_relay_cuda_thumb.png :ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_cuda.py` .. raw:: html
.. toctree:: :hidden: /how_to/tune_with_autotvm/tune_relay_cuda .. raw:: html
.. only:: html .. figure:: /how_to/tune_with_autotvm/images/thumb/sphx_glr_tune_relay_x86_thumb.png :ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_x86.py` .. raw:: html
.. toctree:: :hidden: /how_to/tune_with_autotvm/tune_relay_x86 .. raw:: html
.. only:: html .. figure:: /how_to/tune_with_autotvm/images/thumb/sphx_glr_tune_relay_arm_thumb.png :ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_arm.py` .. raw:: html
.. toctree:: :hidden: /how_to/tune_with_autotvm/tune_relay_arm .. raw:: html
.. only:: html .. figure:: /how_to/tune_with_autotvm/images/thumb/sphx_glr_tune_relay_mobile_gpu_thumb.png :ref:`sphx_glr_how_to_tune_with_autotvm_tune_relay_mobile_gpu.py` .. raw:: html
.. toctree:: :hidden: /how_to/tune_with_autotvm/tune_relay_mobile_gpu .. raw:: html
.. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_