* [Feature] Add BaseInferencer (#773)

* Update BaseInferencer

* Fix ci

* Fix CI and rename iferencer to infer

* Fix CI

* Add renamed file

* Add test file

* Adjust interface sequence

* refine preprocess

* Update unit test

Update unit test

* Update unit test

* Fix unit test

* Fix as comment

* Minor refine

* Fix docstring and support load image from different backend

* Support load collate_fn from downstream repos, refine dispatch

* Minor refine

* Fix lint

* refine grammar

* Remove FileClient

* Refine docstring

* add rich

* Add list_models

* Add list_models

* Remove backend args

* Minor refine

* Fix typos in docs and type hints (#787)

* [Fix] Add _inputs_to_list (#795)

* Add preprocess inputs

* Add type hint

* update api/infer in index.rst

* rename preprocess_inputs to _inputs_to_list

* Fix doc format

* Update infer.py

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* [Fix] Fix alias type (#801)

* [Enhance] Support loading model config from checkpoint (#864)

* first commit

* [Enhance] Support build model from weight

* minor refine

* Fix type hint

* refine comments

* Update docstring

* refine as comment

* Add  method

* Refine docstring

* Fix as comment

* refine comments

* Refine warning message

* Fix unit test and refine comments

* add infer.md

* minor refine

* minor refine

* minor refine

* Apply suggestions from code review

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* Fix conflicts and minor refine

* minor refine

* Fix as comment

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Co-authored-by: Tong Gao <gaotongxiao@gmail.com>

* [Feature] Add BaseInferencer (#773)

* Update BaseInferencer

* Fix ci

* Fix CI and rename iferencer to infer

* Fix CI

* Add renamed file

* Add test file

* Adjust interface sequence

* refine preprocess

* Update unit test

Update unit test

* Update unit test

* Fix unit test

* Fix as comment

* Minor refine

* Fix docstring and support load image from different backend

* Support load collate_fn from downstream repos, refine dispatch

* Minor refine

* Fix lint

* refine grammar

* Remove FileClient

* Refine docstring

* add rich

* Add list_models

* Add list_models

* Remove backend args

* Minor refine

* Fix typos in docs and type hints (#787)

* [Fix] Add _inputs_to_list (#795)

* Add preprocess inputs

* Add type hint

* update api/infer in index.rst

* rename preprocess_inputs to _inputs_to_list

* Fix doc format

* Update infer.py

Co-authored-by: Zaida Zhou <58739961+zhouzaida@users.noreply.github.com>

* [Fix] Fix alias type (#801)

* [Enhance] Support loading model config from checkpoint (#864)

* first commit

* [Enhance] Support build model from weight

* minor refine

* Fix type hint

* refine comments

* Update docstring

* refine as comment

* Add  method

* Refine docstring

* Fix as comment

* refine comments

* Refine warning message

* Fix unit test and refine comments

* replace MODULE2PACKAGE to MODULE2PAKCAGE

* Fix typo and syntax error in docstring

Co-authored-by: Zaida Zhou <58739961+zhouzaida@users.noreply.github.com>
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* [Feature] Add ReduceOnPlateauParamScheduler and change ParamSchedulerHook

* [Feature] add ReduceOnPlateauLR and ReduceOnPlateauMomentum

* pre-commit check

* add a little docs

* change position

* fix the conflict between isort and yapf

* fix ParamSchedulerHook after_val_epoch execute without train_loop and param_schedulers built

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* update ReduceOnPlateauParamScheduler, ReduceOnPlateauMomentum and ParamSchedulerHook

* fix get need_step_args attribute error in ParamSchedulerHook

* fix load_state_dict error for rule in ReduceOnPlateauParamScheduler

* add docs for ParamSchedulerHook and fix a few codes

* [Docs] add ReduceOnPlateauParamScheduler, ReduceOnPlateauMomentum and ReduceOnPlateauLR docs

* [Refactor] adjust the order of import

* [Fix] add init check for threshold in ReduceOnPlateauParamScheduler

* [Test] add test for ReduceOnPlateauParamScheduler, ReduceOnPlateauLR and ReduceOnPlateauMomentum

* [Fix] fix no attribute self.min_value

* [Fix] fix numerical problem in tests

* [Fix] fix error in tests

* [Fix] fix ignore first param in tests

* [Fix] fix bug in tests

* [Fix] fix bug in tests

* [Fix] fix bug in tests

* [Fix] increase coverage

* [Fix] fix count self._global_step bug and docs

* [Fix] fix tests

* [Fix] modified ParamSchedulerHook test

* Update mmengine/optim/scheduler/param_scheduler.py

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* Apply suggestions from code review

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* [Fix] modified something according to commented

* [Docs] add api for en and zh_cn

* [Fix] fix bug in test_param_scheduler_hook.py

* [Test] support more complicated test modes(less, greater, rel, abs) for ReduceOnPlateauParamScheduler

* [Docs] add docs for rule

* [Fix] fix pop from empty list bug in test

* [Fix] fix check param_schedulers is not built bug

* [Fix] fix step_args bug and without runner._train_loop bug

* [Fix] fix step_args bug and without runner._train_loop bug

* [Fix] fix scheduler type bug

* [Test] rename step_args to step_kwargs

* [Fix] remove redundancy check

* [Test] remove redundancy check

* Apply suggestions from code review

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* [Test] fix some defects

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* Create fileio.md

* Update fileio.md

* Update fileio.md

* fix minor comments

* Update fileio.md

* Separate init_cfgs to pretrained_cfg and other_cfgs

* Fix unit test

* update documentation

* Fix render of initialize.md

* Fix as comment

* rename initialize.md to weight_initialization.md

* add file

* fix ci

* rename weight_initialization.md to initialize.md

* Fix duplicated .md

* Doc： update

* update gan

* Doc: update

* fix typos in zh_cn `logging.md`

* fix typos in en `logging.md`

* Update logging.md

* Bump version to v0.4.0

* minor refine

* minor refine

* add contributor in changelog

* Add build_runner_with_tta and PrepareTTAHook

* rename hook file

* support build tta runner with runner type

* add unit test

* Add build_runner_with_tta to index.rst

* minor refine

* Add runner test cast

* Fix unit test

* fix unit test

* tmp save

* pop None if key does not exist

* Fix is_model_wrapper and force register class in test_runner

* [Fix] Fix is_model_wrapper

* destroy group after ut

* register module in testcase

* pass through unit test

* fix as comment

* remove breakpoint

* remove mmengine/testing/runner_test_cast.py

* minor refine

* minor refine

* minor refine

* set default data preprocessor for model

* minor refine

* minor refine

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* fix lint

* Fix unit test

* replace  with  in ImgDataPreprocessor

* Fix as comment

* add inference tutorial in advanced tutorial

* update index.rst

* add tta example

* refine tta tutorial

* Add english tutorial

* add note for build_runner_with_tta

* Fix as comment

* add examples

* remove chinese comment

* Update docs/en/advanced_tutorials/test_time_augmentation.md

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Co-authored-by: RangiLyu <lyuchqi@gmail.com>

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* [Feature] Add profiler hook functionality

* Apply suggestions from code review

* Update mmengine/hooks/profiler_hook.py

Co-authored-by: Zaida Zhou <58739961+zhouzaida@users.noreply.github.com>

* [Feature] Support registry auto import modules.

* update

* rebase and fix ut

* add docstring

* remove count_registered_modules

* update docstring

* resolve comments

* resolve comments

* rename ut

* fix warning

* avoid BC breaking

* update doc

* update doc

* resolve comments

* init

* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* Update docs/en/tutorials/optim_wrapper.md

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* update link in the Chinese version

* Update docs/en/tutorials/optim_wrapper.md

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* merge&remove redundant spaces

* Update docs/en/tutorials/optim_wrapper.md

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* update flat_decay_mult

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* Update README.md

* Update index.rst

* [Fix] Fix bias decay mult of depth-wise conv.

* support flatten param weight decay multiplier

* add unit tests

* REMOVE TODO

* update doc

* translate init

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* Update docs/en/advanced_tutorials/registry.md

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* Update docs/en/advanced_tutorials/registry.md

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* update link in the chinese version

* Update docs/en/advanced_tutorials/registry.md

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* Update docs/en/advanced_tutorials/registry.md

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* Update docs/en/advanced_tutorials/registry.md

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* [Docs] Translate the docs of hook design

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* init

* init

* Update docs/en/examples/save_gpu_memory.md

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* Update docs/en/examples/save_gpu_memory.md

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* Update docs/en/examples/save_gpu_memory.md

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* Update docs/en/examples/save_gpu_memory.md

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* revise the chinese version on gradiant checkpointing

* Update docs/zh_cn/examples/save_gpu_memory.md

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* Apply suggestions from code review

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* update link

* fix typos

* Update docs/en/advanced_tutorials/basedataset.md

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* Update model.md

* Update model.md

* Update model.md

* Update evaluation.md

* Update param_scheduler.md

* Update hook.md

* Fix lint issue

* fix lint issues

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* [Docs] Fix failed link in registry

* fix typo

* [Docs] Translate data transform tutorial and migration docs.

* Update according to comments

* Update image link

* [Doc] Translate scheduler doc

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* Update docs/en/tutorials/param_scheduler.md

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* first commit

* Update two column table wrapper

* update two-column table wrapper

* update chinese

* update chinese migrate model with new css

* Apply suggestions from code review

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* Update model.md

* Update docs/en/migration/model.md

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* translate model first time

* Update docs/en/tutorials/model.md

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* Apply suggestions from code review

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* partially translated the runner tutorial

* more translation done

* finish translation

* minor refine

* minor refine of chinese doc

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* fix as comments

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* First commit

* Fix as comment

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* add content in Predefined fields~

* add content in Predefined fields~

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* translate the fileio doc

* Update docs/en/advanced_tutorials/fileio.md

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* Update docs/en/advanced_tutorials/fileio.md

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* translate logging design

* fix as comments

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* Apply suggestions from code review

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* fix as comments

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* translate initialize

* Fix as comment

* minor refine

* Fix as comment

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* Translate runner

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* update two-column table wrapper

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* update chinese

* refine chinese runner

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* Apply suggestions from code review

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* translate dataset tutorial

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* fix as comments

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* [Docs] translate the mangermixin tutorial

* Fix as comment

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* Minor refine

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* Remove blank block

* fix lint

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