* [Docs] Count FLOPs and parameters

* add the doc to index.rst

* fix table in HTML

* fix

* fix

* fix indent

* refine

* Add epoch 2 iter

* Add epoch 2 iter

* Refine chinese docs

* Add example for training CIFAR10 by iter

* minor refine

* Fix as comment

* Fix as comment

* Refine description

* Fix as comment

* minor refine

* Refine description

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

* Translate to en

* Adjust indent

---------

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* Feature NPUProfilerHook

* Feature NPUProfilerHook

* Refine the repr of Registry

* fix ut

* fix ut

* Refine the style of table

* refine

* [Feature] Add support model complexity computation

* [Fix] fix lint error

* [Feature] update print_helper

* Update docstring

* update api, docs, fix lint

* fix lint

* update doc and add test

* update docstring

* update docstring

* update test

* Update mmengine/analysis/print_helper.py

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

* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/print_helper.py

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* Update mmengine/analysis/complexity_analysis.py

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* Update docs/en/advanced_tutorials/model_analysis.md

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* Update docs/en/advanced_tutorials/model_analysis.md

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* update docs

* update docs

* update docs and docstring

* update docs

* update test withj mmlogger

* Update mmengine/analysis/complexity_analysis.py

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

* Update tests/test_analysis/test_activation_count.py

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

* Apply suggestions from code review

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

* update test according to review

* Apply suggestions from code review

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

* fix lint

* fix test

* Apply suggestions from code review

* fix API document

* Update analysis.rst

* rename variables

* minor refinement

* Apply suggestions from code review

* fix lint

* replace tabulate with existing rich

* Apply suggestions from code review

* indent

* Update mmengine/analysis/complexity_analysis.py

* Update mmengine/analysis/complexity_analysis.py

* Update mmengine/analysis/complexity_analysis.py

---------

Co-authored-by: Zaida Zhou <58739961+zhouzaida@users.noreply.github.com>
Co-authored-by: zhouzaida <zhouzaida@163.com>

* docs: update the discord link

* docs: update

* docs: update

* docs: update

* docs: update

* fix the bug when the params in shared modules do not require grad

* test DefaultOptimWrapperConstructor when the params in shared modules do not require grad

* temporarily skip readthedocs errors in building pdf docs

* fix error links

* remove useless links

* fix

* fix broken links as github url

* Update docs/zh_cn/notes/contributing.md

---------

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* beautify the print result of the registry

* remove tabulate and use rich for repr

* remove table width; text align to left

* sort _model_dict items

* [Docs] how to set the interval parameter

* fix link

* fix

* fix

* refine

* refine

* Update docs/zh_cn/common_usage/set_interval.md

Co-authored-by: Qian Zhao <112053249+C1rN09@users.noreply.github.com>

* Update index.rst

---------

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* [Docs] Introduce how to set random seed

* add a comment

* Fix docstring

* fix

* add ZeroOptimizer to optim

* resolve `duplicate label` warnings

* upgrade docutils && shpinx to resolve `unknown directive or role` warnings

* fix typo

* resolve literal_block && heading warnings

* resolve json literal_block warnings

* resolve python literal_block warnings

* resolve bunches of reference warnings

* resolve bunches of docstring warnings

* resolve warnings in autosummary

* resolve remaining warnings in en docs

* resolve heading warnings in zh_cn docs

* resolve remaining warnings in zh_cn docs

* fix as comments

* fix as comments

* [Docs] Move examples to a new directory

* fix typo

* add ApexOptimWrapper

* typo fix

* add apex amp.initialize in optim_context

* assert apex_amp

* polish code

* add parameters of apex_amp.initialize

* add docs

* polish code

* polish code

* polish code

* fix calling of apex amp load_state_dict

* polish

* add comments

* Update apex_optimizer_wrapper.py

* Update apex_optimizer_wrapper.py

---------

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

* [Docs] Fix format of changelog

* refactor the indent of code in docs

* Update link

* update zh version of readme

* fix typo

* Update README_zh-CN.md

* Update README_zh-CN.md

* Update README_zh-CN.md

* fix minor typo

* Update README_zh-CN.md

* Update README_zh-CN.md

* update docs

* Update infer.md

* Update README.md

* minor refinement

---------

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

* [Feature] visualizer.draw_texts() add a font_properties argument in order to show Chinese characters.

* [Fix] move font_properties argument to the end.

* Update docstring of font_properties parameter.

* [Fix] moving FontProperties import clause to draw_texts() and add TYPE_CHECKING

* Update mmengine/visualization/visualizer.py

---------

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

* Adding missing pre-commit requirement to tests.txt

* Added support for setting a timeout for distributed learning

* Adding documentation about how to change the runtime timeout into the distributed manual.

* Fixed type in documentation to correctly specify an integer

* Removing type-cast after checking the correct type already before

* Update mmengine/dist/utils.py

Adding an explicit `is not None` to the check

Co-authored-by: Mashiro <57566630+HAOCHENYE@users.noreply.github.com>

* Removing explicit type check and replacing it with more pythonic way of assuming it is the right type and handling the exception if the type doesn't match.

* Removing pre-commit from test requirements again

* Simplified the code according to suggestions from PR

* Update distributed.md

---------

Co-authored-by: Mashiro <57566630+HAOCHENYE@users.noreply.github.com>
Co-authored-by: Zaida Zhou <58739961+zhouzaida@users.noreply.github.com>

* add dadaptation

* Update mmengine/optim/optimizer/builder.py

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

* update dadaptation docs

---------

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

* Clean the commit history

* Update message_hub.py

---------

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

* Add read environment variable function in config

* Add UT

* enable int case, split predefined and environment

* Update py config

* Add new attributes env_variables in config

* Add examples in docstring

* Fix comments

* Add tutorials

* Add en tutorials

* Refactor config docs according to comments

* Fix comments

* Change function name

* Improve registry infer_scope

* add warning info

* set scope as mmengine when failed to infer it

* refine message

* fix lint

* cn fix lint

* [Fix] Upgrade the version of isort to fix lint error

* Update .pre-commit-config-zh-cn.yaml

* Update .pre-commit-config.yaml

* Bump version to v0.5.0

* Fix as comment

* Change release date

* Update README.md

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

* add infer.md

* minor refine

* minor refine

* minor refine

* Apply suggestions from code review

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

* Fix conflicts and minor refine

* minor refine

* Fix as comment

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

* Disable warning of subprocess launched by dataloader

* Add type hint

* [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

* Apply suggestions from code review

Co-authored-by: Mashiro <57566630+HAOCHENYE@users.noreply.github.com>

* 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

Co-authored-by: Mashiro <57566630+HAOCHENYE@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: Mashiro <57566630+HAOCHENYE@users.noreply.github.com>

* [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

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

* [Test] fix some defects

Co-authored-by: Mashiro <57566630+HAOCHENYE@users.noreply.github.com>
Co-authored-by: Zaida Zhou <58739961+zhouzaida@users.noreply.github.com>

* Fix PKG2PROJECT

* Rename PKG2PROJECT to MODULE2PACKAGE

* Fix ci

* Remove unnecessary change

* Create fileio.md

* Update fileio.md

* Update fileio.md

* fix minor comments

* Update fileio.md

* [Enhance] Remove unnecessary calls to speed import performance

* lazily import matplotlib

* minor refinement

* [Enhance] Support non-scalar type metric value.

* Refactor support.

* Fix non-scalar tags problem during validation

* Update tag processor.

* add npu device support

* add comment for torch.npu.set_compile_mode