* add SPADE

* move reading_comprehension into Research/ACL2018-DuReader

* move reading_comprehension into Research/ACL2018-DuReader

* move reading_comprehension into Research/ACL2018-DuReader

* move reading_comprehension into Research/ACL2018-DuReader

* move reading_comprehension into Research/ACL2018-DuReader

* fix mobilenet bug

* fix inplce warning

* refine auto download logs

* fix the gru/gnn hang issue on windows with cuda10 test=develop

* add BSN and BMN models to PaddleVideo

* modify codes to fix metrics evaluation and readme

* add copyright for gen_infer_list.py and modify the content of README

* add BSN and BMN in models/README.md

Change the hyper-link of DAM.

refine image classification and add 19 pre-trained models.

Add PaddleSeg submodule to PaddleCV

* Add demo for pruning mobilenet-ssd.

* Remove unused option.

* Use soft link instead of copying files from PaddleCV/ssd

* add export cpu_nums for supporting cpu environment

* add export cpu_nums for supporting cpu environment

* fix models README, image classification part

add xDeepFM, DCN model in PaddleRec/ctr.
change DeepFM data download script.

In PaddleDetection,  making use of tb-paddle to record data, so as to display in TensorBoard.  (#3295)

* use tb_paddle to log data
including:

* loss
* mAP
* image

* modified:   requirements.txt
* modify the missing argument --use_tb
* modify GETTING_STARTED.md and docs/GETTING_STARTED_cn.md

add the argument of tb-paddle in docs.
* optimize the display name of image displaying.

* remove use_inplace=True and add save_step params

* remove useless params when using global pooling

* Release auto mixed-precision training for bert

* Update README

* modify readme for not support windows cpu environment

* modify readme for python adaption

fix lsr bug in image classification

* add readme for KTNET

* update readme

* update readme

* update readme

* update readme of KTNET

* update readme of KTNET

* add source files for KTNET

* update files for KTNET

* update files for KTNET

* update draft of readme for KTNET

* modified scripts for KTNET

* fix typos in readme.md for KTNET

* update scripts for KTNET

* update scripts for KTNET

* update readme for KTNET

* edit two-staged training scripts for KTNET

* add details in the readme of KTNET

* fix typos in the readme of KTNET

* added eval scripts for KTNET

* rename folders for KTNET

* add copyright in the code and add links in readme for KTNET

* add the remaining download link for KTNET

* add md5sum for KTNET

* final version for KTNET

* Refine Image classification

remove mem opt in PaddleNLP

* Add benchmark (fps) in MODEL_ZOO doc

* fix add map_type