* [Unstructured_prune] add local_sparsity demo

* polish distill

* optimize unstructured pruner using GMP

* add uniittests for GMP pruner

* add training scripts for fleet and gmp; add conv1x1 pruning

* add conv1x1 pruning to dygraph

* unify hyper parameters across methods and scripts, static graph

* unify hyper parameters across methods and scripts, dynamic graph

* refine test cases

* fix singlecard training in static graph

* refine readmes

* update unstructured pruner api doc static

* update api docs dygraph

* fix bugs in api docs

* rename UnstructuredPrunerGMP to GMPUnstructuredPruner

* fix some format issues

* remove redundant methods/arguments

* description for gmp configs

* fix minor bugs

* fix test cases accordingly
Co-authored-by: Nwhs <wanghaoshuang@baidu.com>

* fix imagenet reader, test=develop

* update unstructuredPruner accordingly

* fix cifar10 dataloader and model loading, test=develop

* update readme

* update readme

* Support for pruning training graph with auxiliary parameters

* Fix bugs

* Fix unitests.

* fix dygraph quant demo dataset issue

* fix dygraph quant demo dataset issue