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* Add comprehensive tests for tuners (#1570)

* refactor

* fix compressor op_types

Update python sdk and nni_annotation to pass pylint rules

* fix builtin pruners bug

* use type_as

* fix pruner bugs and add model compression README

* fix example bugs

* add AutoCompression.md and remove sensitive pruner

* fix tf pruner bugs

* update overview

* Pruner.md

* fix builtin pruners bug

* Resolve comments in PR 1571

* try to pass ut

* fix typo

* format doc-string

* use tensorflow.compat.v1

* Revert "use tensorflow.compat.v1"

This reverts commit 97a4ed923677c6dfd545fd654c55c424cf490a19.

* fix gp tuner

* [Proposal] demo compressor (#1402)

model compression

* update doc for model compression (#1509)

* Update Overview.md

* Change Doc (#1510)

* refactor compression sdk (#1562)

* refactor compression sdk

* bugfix

* bugfix

* update ut

* Sync model compression doc and implementation (#1575)

* update doc

* formatting

* bugfix

* add import to examples

Add example for customized advisor and some refactoring

* support specifying gpu for tuner and advisor

* add doc & err catch for gp-tuner: support only numerical values

* PPO tuner for NAS, supports NNI's NAS interface (#1380)

* Fix multiphase issue with gridsearch tuner and batch tuner

* Refactor `receive_customized_trial_result` API

* add doc

* squash commits in v1.0 first round bug bash

* support quniform in smac with "ordinal" in original smac

* use same pattern of quniform/randint as other tuners

Implement lower bound and clarify docs for randint (#1435)

* fix bug for duplicated final results

* dev oneshot and darts mode, add mnist example

* update readme in ga_squad

* update readme

* fix typo

* Update README.md

* Update README.md

* Update README.md

* update readme

* update

* fix path

* update reference

* fix bug in config file

* update nni_arch_overview.png

* update

* update

* update

* update home page

* update default value of metis tuner

* fix broken link in CommunitySharings

* update docs about nested search space

* update docs

* rename cascding to nested

* fix broken link

* update

* update issue link

* fix typo

* update evaluate parameters from GMM

* refine code

* fix optimized mode bug

* update import warning

* update warning

* update optimized mode

* fix parallel_tpe bug and refine

* fix bug

* fix kwargs bug

* fix bug

* update the default value of parallel_tpe

* add docs for parallel-tpe

* fix config_schema bug

* update community doc

* fix typo

* update doc for parallel_tpe

* fix bug in receive trial result

* update by comments

* update by comments

* fix self.optimal_y is 0 when mean mode

* update

* update

* update rst

* fix typo | add docstring