1. 修复default data collator的输入类型为tuple时运行会失败的问题
2. 修复default data collator的输入类型为dict时不兼容BatchEncoding的问题
        Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9403517

    * fix bug: 1. run failed when datatype is tuple 2. change type checking from dict to Mapping to fit transformers.datasets.BatchEncoding

co-contributed with 夕陌&雨泓

 * add torch epoch based trainer and dis utils
 * add hooks including optimizer, lrscheduler, logging, checkpoint, evaluation, time profiling
 * add torch mdoel base and test
 * add optimizer and lrscheduler module
 * add sbert for text classification example
 * add task_dataset for dataset-level processor

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9338412

[To #42322933] Merge same language type voice models into one model card, these changes make demo service much easier to handle different voices.

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9353173

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9319772

Merge frontend, am and vocoder model card into one model card.
Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9303837

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9300163

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9303027

* make audio requirements optional
 * add changelog for version v0.2
 * add numpy constraint for compatibility with tensorflow1.15
 * update faq
 * fix nlp requiring tensorflow
 * add torchvision to multimodal dependency
 * bump version from 0.2.1 to 0.2.2
 * add warning msg when tensorflow is not installed
 
Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9268278

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9269314

    * init

* token to ids

* add model

* model forward ready

* add intent

* intent preprocessor ready

* intent success

* merge master

* test with model hub

* add flake8

* update

* update

* update

* Merge branch 'master' into nlp/space/gen

* delete file about gen

* init

* fix flake8 bug

* [to #42322933] init

* bug fix

* [to #42322933] init

* update pipeline registry info

* Merge remote-tracking branch 'origin/master' into feat/nli

* [to #42322933] init

* [to #42322933] init

* modify forward

* [to #42322933] init

* generation ready

* init

* Merge branch 'master' into feat/zero_shot_classification

# Conflicts:
#	modelscope/preprocessors/__init__.py

* [to #42322933] bugfix

* [to #42322933] pre commit fix

* fill mask

* registry multi models on model and pipeline

* add tests

* test level >= 0

* local gen ready

* merge with master

* dialog modeling ready

* fix comments: rename and refactor AliceMindMLM; adjust pipeline

* space intent and modeling(generation) are ready

* bug fix

* add dep

* add dep

* support dst data processor

* merge with nlp/space/dst

* merge with master

* Merge remote-tracking branch 'origin' into feat/fill_mask

Conflicts:
	modelscope/models/nlp/__init__.py
	modelscope/pipelines/builder.py
	modelscope/pipelines/outputs.py
	modelscope/preprocessors/nlp.py
	requirements/nlp.txt

* merge with master

* merge with master 2/2

* fix comments

* fix isort for pre-commit check

* allow params pass to pipeline's __call__ method

* Merge remote-tracking branch 'origin/master' into feat/zero_shot_classification

* merge with nli task

* merge with sentiment_classification

* merge with zero_shot_classfication

* merge with fill_mask

* merge with space

* merge with master head

* Merge remote-tracking branch 'origin' into feat/fill_mask

Conflicts:
	modelscope/utils/constant.py

* fix: pipeline module_name from model_type to 'fill_mask' & fix merge bug

* unfiinished change

* fix bug

* unfinished

* unfinished

* revise modelhub dependency

* Merge branch 'feat/nlp_refactor' of http://gitlab.alibaba-inc.com/Ali-MaaS/MaaS-lib into feat/nlp_refactor

* add eval() to pipeline call

* add test level

* ut run passed

* add default args

* tmp

* merge master

* all ut passed

* remove an useless enum

* revert a mis modification

* revert a mis modification

* Merge commit 'ace8af92465f7d772f035aebe98967726655f12c' into feat/nlp

* commit 'ace8af92465f7d772f035aebe98967726655f12c':
  [to #42322933] Add cv-action-recongnition-pipeline to maas lib
  [to #42463204]  support Pil.Image for image_captioning_pipeline
  [to #42670107] restore pydataset test
  [to #42322933] add create if not exist and add(back) create model example         Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9130661
  [to #41474818]fix: fix errors in task name definition

# Conflicts:
#	modelscope/pipelines/builder.py
#	modelscope/utils/constant.py

* Merge branch 'feat/nlp' into feat/nlp_refactor

* feat/nlp:
  [to #42322933] Add cv-action-recongnition-pipeline to maas lib
  [to #42463204]  support Pil.Image for image_captioning_pipeline
  [to #42670107] restore pydataset test
  [to #42322933] add create if not exist and add(back) create model example         Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9130661
  [to #41474818]fix: fix errors in task name definition

# Conflicts:
#	modelscope/pipelines/builder.py

* fix compile bug

* refactor space

* Merge branch 'feat/nlp_refactor' of http://gitlab.alibaba-inc.com/Ali-MaaS/MaaS-lib into feat/nlp_refactor

* Merge remote-tracking branch 'origin' into feat/fill_mask

* fix

* pre-commit lint

* lint file

* lint file

* lint file

* update modelhub dependency

* lint file

* ignore dst_processor temporary

* solve comment: 1. change MaskedLMModelBase to MaskedLanguageModelBase 2. remove a useless import

* recommit

* remove MaskedLanguageModel from __all__

* Merge commit '1a0d4af55a2eee69d89633874890f50eda8f8700' into feat/nlp_refactor

* commit '1a0d4af55a2eee69d89633874890f50eda8f8700':
  [to #42322933] test level check         Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9143809
  [to #42322933] update nlp models name in metainfo         Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9134657

# Conflicts:
#	modelscope/metainfo.py

* update

* revert pipeline params update

* remove zeroshot

* update sequence classfication outpus

* merge with fill mask

* Merge remote-tracking branch 'origin' into feat/fill_mask

* fix

* fix flake8 warning of dst

* Merge remote-tracking branch 'origin/feat/fill_mask' into feat/nlp

* merge with master

* remove useless test.py

* Merge remote-tracking branch 'origin/master' into feat/nlp

* remove unformatted space trainer

* revise based on comment except chinease comment

* skip ci blocking

* translation pipeline

* csanmt model for translation pipeline

* update

* update

* update builder.py

* change Chinese notes of space3.0 into English

* translate chinese comment to english

* add space to metainfo

* update casnmt_translation

* update csanmt transformer

* merge with master

* update csanmt translation

* update lint

* update metainfo.py

* Update translation_pipeline.py

* Update builder.py

* fix: 1. make csanmt derived from Model 2. add kwargs to prevent from call error

* pre-commit check

* temp exclue flake8

* temp ignore translation files

* fix bug

* pre-commit passed

* fixbug

* fixbug

* revert pre commit ignorance

* pre-commit passed

* fix bug

* merge with master

* add missing setting

* merge with master

* add outputs

* modify test level

* modify chinese comment

* remove useless doc

* space outputs normalization

* Merge remote-tracking branch 'origin/master' into nlp/translation

* update translation_pipeline.py

* Merge remote-tracking branch 'origin/master' into feat/nlp

* Merge remote-tracking branch 'origin/master' into nlp/translation

* add new __init__ method

* add new __init__ method

* update output format

* Merge remote-tracking branch 'origin/master' into feat/nlp

* update output format

* merge with master

* merge with nlp/translate

* update the translation comment

* update the translation comment

* Merge branch 'nlp/translation' into feat/nlp

* Merge remote-tracking branch 'origin/master' into feat/nlp

* Merge remote-tracking branch 'origin/master' into feat/nlp

* nlp preprocessor refactor

* add get_model_type in util.hub

* update the default preprocessor args

* update the fill mask preprocessor

* bug typo fixed

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9246462

添加了，nli，sentiment_classification， dialog_intent, dialog_modeling几个pipeline。同时加入了nlp里面sequence classification一些简单的抽象。
去掉了zero_shot_classification
Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9159089

![](https://cn-hangzhou.oss-cdn.aliyun-inc.com/git/force/uploads/comment/29212/25464477278968069/image.png)

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9229852

* add self-hosted repo:
* add extra requirements for different field and reduce necessary requirements
* update docker file with so required by audio
* add requirements checker which will be used later when implement lazy import
* remove repeated requirements and replace opencv-python-headless with opencv-python

example usage:
```shell
pip install model_scope[all] -f https://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/release/maas/repo.html
pip install model_scope[cv] -f https://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/release/maas/repo.html
pip install model_scope[nlp] -f https://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/release/maas/repo.html
pip install model_scope[audio] -f https://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/release/maas/repo.html
pip install model_scope[multi-modal] -f https://pai-vision-data-hz.oss-cn-zhangjiakou.aliyuncs.com/release/maas/repo.html

```
Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9211383

添加 MPLUG 模型的 visual question answering 任务 pipeline

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9182119

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9180863

修复测试bug
        Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9186775

    * [to #42849800 #42822853 #42822836 #42822791 #42822717 #42820011]fix: test bugs

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9174075

* fix msdataset

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9122842

    * [Add] add KWS code

* [Update] check code linters and formatter

* [Update] update kws code

* Merge branch 'master' into dev/kws

* [Fix] fix kws warning

* [Add] add ROC for KWS

* [Update] add some code check

* feat: Fix confilct, auto commit by WebIDE

* feat: Fix confilct, auto commit by WebIDE

* Merge branch 'master' into dev/kws

* [Update] refactor kws code

* [Update] refactor kws code

* [Update] refactor kws code, bug fix

* [Update] refactor kws code, bug fix

增加中文图文特征模型
        Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9157786

    * add multi-modal-feature

* 修改code review中的问题

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9159678

* commit 'ace8af92465f7d772f035aebe98967726655f12c':
  [to #42322933] Add cv-action-recongnition-pipeline to maas lib
  [to #42463204]  support Pil.Image for image_captioning_pipeline
  [to #42670107] restore pydataset test
  [to #42322933] add create if not exist and add(back) create model example         Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9130661
  [to #41474818]fix: fix errors in task name definition

# Conflicts:
#	modelscope/pipelines/builder.py
#	modelscope/utils/constant.py

达摩行为识别合入maas lib
        Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9134444

* pydataset unitest
        Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9132896

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9130661

修改constant.py中task name定义的错误
- sentence-similarity重复定义
- fill-mask多加了一个空格
        Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9125956

    * [to #41474818]fix: fix errors in task name definition

* using get_model to validate hub path 
* support reading pipeline info from configuration file
* add metainfo const
* update model type and pipeline type and fix UT
* relax requimrent for protobuf
* skip two dataset tests due to temporal failure
 
Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9118154

合并model hub 代码
        Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9096493