tuners.rst 786 Bytes
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#################
Tuners
#################

NNI provides an easy way to adopt an approach to set up parameter tuning algorithms, we call them **Tuner**.

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Tuner receives metrics from `Trial` to evaluate the performance of a specific parameters/architecture configures. And tuner sends next hyper-parameter or architecture configure to Trial.
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In NNI, we support two approaches to set the tuner: first is directly use builtin tuner provided by nni sdk, second is customize a tuner file by yourself. We also have Advisor that combines the functinality of Tuner & Assessor.

For details, please refer to the following tutorials:

..  toctree::
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    :maxdepth: 2

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    Builtin Tuners <builtin_tuner>
    Customized Tuners <Tuner/CustomizeTuner>
    Customized Advisor <Tuner/CustomizeAdvisor>