* Move Analysis Tests

* Move Analysis Tests

* support sub block

* support post-precess

* update

* fix

* add unittest

* revert prune

* fix unittest

* add unittest

* support vit prune

* update

* add unittest

* itpruner

* Delete paddleslim/nas/itpruner/__pycache__ directory

* test_itpruner

* Delete paddleslim/nas/itpruner/Cifar/__pycache__ directory

* Delete paddleslim/nas/itpruner/CKA/__pycache__ directory

* Delete paddleslim/nas/itpruner/Cifar/utils/__pycache__ directory

* Delete paddleslim/nas/itpruner/Cifar/nets/__pycache__ directory

* Update cka.py

* Update itpruner.py

* Update test_itpruner.py

* Update test_itpruner.py

* Update test_itpruner.py

* Delete initializer.py

* Update base_models.py

* Update resnet_cifar.py

* Update base_models.py

* Update resnet_cifar.py

* Update base_models.py

* Update cka.py

* Update resnet_cifar.py

* Update base_models.py

* Update utils.py

* Delete base_models.py

* Update resnet_cifar.py
Co-authored-by: NminghaoBD <79566150+minghaoBD@users.noreply.github.com>

* optimize prune in ac

1. Remove fluid
2. Remove unused codes
2.1 remove adabert
2.2 remove ddpg controller of NAS
2.3 remove paddleslim.models
2.4 Remove PC-DARTS

* Fix tests.

* [ACT] Rename 'Quantization' to 'QuantAware'.

* Fix examples.

* Fix tests.

* Fixed naming conflicts and fc layer quantification

* Update fine_tune.py

* Update readme

* Add automatic region division and Fix pre-tensor quant

* Update unit test file

* Fix bugs.
Co-authored-by: Nzhouzj <41366441+zzjjay@users.noreply.github.com>

* add qdrop to ACT.

* Add tests for ACT.

* Adjust example of PTQ&HPO.

* Add readme for QuantPost.

* update docs

* fix docs

* add unittest

* [Fluid Clean] remove paddle.fluid.dygraph.nn.conv2D

* remove layers_old in ofa

Co-authored-by: NGuanghua Yu <742925032@qq.com>

* add act unittest

* add new function ptq first then initialize qat scale with ptq scale

* fix demo

* add unittest

* update unittest

1. Make config of ACT support path, set, list and tuple
2. Refine the implementation of loading config
3. Add wrapper for dataloader to return data in dict format

* optimization yaml

* update yaml

* update yaml

* fix unittest

* fix unittest

* fix opt's cmd for sparse model

* add hardware

* Remove redundant functions and adjust tests' file

* Remove redundant functions and adjust tests' file

* add op predictors for unknown operators

* modify the dowload path of op predictors and opt tools

* add automatic download mode for opt tools

* modify predictor's test files

* modify predictor's test file

* modify predictor's test file

* modify predictor's test files

* add requirements for installing sklearn

* modify predicor's test files

* modify predictor's test files

* modify predictor's test files

* modify predictor's test files

* modify predictor's test files

* Modify api design

* update LatencyPredictor's doc.

* update LatencyPredictor's test files

* update LatencyPredictor's test files

* update LatencyPredictor's test files

* update LatencyPredictor's test files

* update LatencyPredictor's doc.

* update LatencyPredictor's doc.

* update LatencyPredictor's doc.

* update some syntax

* add LatencyPredictor's api doc.

* update LatencyPredictor's doc.

* update LatencyPredictor's api doc.

* adjust \'predictor_state\' api

* update LatencyPredictor's test files
Co-authored-by: NminghaoBD <79566150+minghaoBD@users.noreply.github.com>

* add static masks for quant

* Update unstructured_pruner.rst

* Update unstructured_prune_api.rst

* add the UT

* fix typo

* API docs
Co-authored-by: Ngmm <38800877+mmglove@users.noreply.github.com>