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* support clipping min_lr in StepLrUpdaterHook

* add docstring for StepLrUpdaterHook

* fix small bugs

* add unit test for StepLrUpdaterHook

* fix linting error

* [Fix] Rename init_weight to init_weights

* warning msg

* [Refactoring] Add deprecated API warning

* revise test

* fix lint

* fix lint

* [Fix] OneCycleLrUpdaterHook interface

* revise according to comments

* revise according to comments

* add test

* fix lint

* revise according to comments

* minors

* add pytest param

* fix lint

* ci

* [Fix] fix bug of lr update hook

* [Fix] fix bug of lr update hook

* [Fix] Fix bug of lr updater hook

* add EvalHook

* add EvalHook

* refactor docstring

* polish

* use cp instead symlink

* add error info

* Update eval.py

* Update eval.py

* update

* add engine depandancy

* add comments

* fix unittest

* fix

* update unittest

* update unittest

* add docstring

* fix docstring

* [Feature] Add OneCycleLrUpdaterHook

* fix docstring

* fix docstring

* Remove redundant code

* [Refactoring]Approve init_cfg

* revise unit test

* revise according to comments

* add comment for wholemodule

* [Refactoring]Add BaseSequtial with init_weight

* revise according to comments

* revise comments

* minors

* baseseq2seq

* add modulelist

* revise minors

* fix isort

* format

* Simplified the code.

* Improved chkpt compatibility.

* One may modify the checkpoint via adding keywords.

* Tiny.

* Following reviewer's suggestion.

* Added unit_test.

* Fixed.

* Modify the state_dict  with  construction.

* Added test.

* Modified。

* Mimimalised the modification.

* Added the docstring.

* Format.

* Improved.

* Tiny.

* Temp file.

* Added assertion.

* Doc string.

* Fixed.

* fix baserunner bug

* add unit test

* hooks type check

* add initializers and BaseModule for unified parameter initialization

* fix circle import

* bug fix

* add is_init flag in BaseModule

* fix docstring

* sort import and fix doc format

* fix bug

* fix docformat and double quote string

* fix import sort

* import sort

* sort import

* revise according to comments

* fix doc format

* revise according to comments

* revise import and fix typo

* polish code

* revise minors

* revice minors

* revise apply function

* revise bias initialization with probability

* add type test for bias_prob

* revise minors

* Refactor _load_checkpoint fn

* Update _load_checkpoint fn

* Update docs str and add unit test

* Fix unit test

* Fix lint

* Add comment and Optimize function

* Fix docs str

* Update load_ckpt and fix doc str

* Update doc str and add sort unit test

* Update and fix unit test

* Fix unit test

* Update and add unit test

* Fix openmmlab prefix error

* fix mmcv ci for parrots

* fix mmcv ci

* fix lint

* add CLASSES to meta info

* Update checkpoint.py

* add unit test for CLASSES name

* clean up the tmp folder

* use tempfile to clean up temp folder

* support upload and download checkpoint from pavimodelcloud

* try import pavi

* add unittest

* [Enhance] Refactor logger

* fixed test

* make commit optional

* remove debug info

* fixed test

* [Feature] Add hook msg for ckpt_hook

* [Feature] Add hook msg for ckpt_hook

* add test

* Update lr_updater.py

since epoch/iteration in  runner starts with 0, we shouldn't leave the latter iteration to former (12th epoch for example, with first period equal to 12) period.

* Update lr_updater.py

* Update test_hooks.py

* Refactor tags for consistency

* Fix missing runner

* Fix missing runner

* Fix missing runner

* Fix missing runner

* Fix momentum runner hook inner iter

* Fix tests

* pre-commit run

* Support to specify LR of DCN's conv_offset

* Resolve comments & add unit test

* Resolve formats

* Fix CI for DCN

* Mock DCN when cpu only

* Use mock for cpu testing

* Fix docstring and support ModulatedDCN

* set offset_lr_mult as dcn's arguments, link CU-49u01p

* fix lr bug

* fall back to set LR in constructor

* resolve comments

* Add build_runner

* Parametrize test_runner

* Add imports to runner __init__

* Refactor max_iters and max_epochs from run to init

* Add assertion error messages

* Add test_builder

* Make change retro-compatible

* Raise ValueError if max_epochs and max_iters

* move unit tests to specific folders

* fix path error

* remove some assertions

* fix ignore path

* fix some pavi logger hooks

* fix unittest

* fix small bugs

* small change

* fix unittest

* Add EpochBasedRunner conditions

* Add session text

* fix small bug

* fetch runner mode from log buffer

* Add max_iter to pavi session text

* change yaml.dump to yamp.dump(yaml.load(mmcv.dump))

* Directly use by_epoch

* fix unittest

* add comments

* Use runner.epoch + 1 in pavi log

* fix runner.epoch issue for runner.mode=='val'

* fix runner.epoch issue for runner.mode=='val'

* Use abspath instead of realpath

* Add meta dump unittest

* small change

* Add comments

* add ema hook

* add ema hook resume

* add ema hook test

* fix typo

* fix according to comment

* delete logger

* fix according to comment

* fix unitest

* fix typo

* fix according to comment

* change to resume_from

* typo

* fix isort

* More robust sync buffer hook

* More robust sync buffer hook

* Reformat

* reformat

* reformat

* Add register hook from cfg

* docstring

* change according to comments

* fix: error when runner.meta is None

* tests: add unittest for epoch-based save_checkpoint

* fix: remove all module wrapper when saving checkpoint

* refactor: move position of if

* docs: add docstring

* refactor: add _save_to_state_dict from official torch

* docs: modify docstring of _save_to_state_dict

* docs: modify docstring

* feat: add unittest

* feat: add DataParallel to unittest

* fix: a bug when model has batchnorm

* docs: update docstring

* update doc formats

* update docstring

* feat: support for os.environ port for slurm training

* fix: port data type

* feat: add flawed unittest

* feat: add flawed unittest

* docs: add comments

* fix: unittest

* fix: unittest

* feat: add CosineRestartLrUpdaterHook

* style: rename period to periods

* fix: bug in period 0

* feat: rename eta_min to min_lr and add min_lr_ratio

* docs: fix docstring of restart lr updater

* refactor: use annealing_cos

* docs: add docstring to annealing_cos

* feat: cosine restart lr update hook

* refactor: modify code order for unittest

* feat: add IterBasedRunner

* fix: unittest

* feat: more unittest

* fix: expose dataloader len

* minor updates of BaseRunner

* refactor: remove CosineRestartLrUpdaterHook

* style: add docstring

* refactor: update IterTextLoggerHook: fstring and exp_name

* fix: epoch_runner unittest

* refactor: remove IterBasedTextLogger

* fix: old IterTextLoggerHook issue

* refactor: remove __len__ of IterLoader

* feat: add IterBasedRunner to init

* feat: add __len__ to IterLoader

* fix some docstrings

* refactor: use is_parallel_module

* fix: import issue

* fix: runner unittest missing logger

* fix checkpoints

* feat: add by_epoch default value to IterBaseRunner regitering loggger_hook

* refactor: remove setting by_epoch in log_config

* minor refactoring

* docs: add docstring

* fix: remove unused doc

* update the log info for saving checkpoints
Co-authored-by: Kai Chen <chenkaidev@gmail.com>

* fix the BC issue of ddp

* minor fix for the docstring

* add a BaseRunner and rename Runner to EpochBasedRunner

* fix the train/val step

* bug fix

* update unit tests

* fix unit tests

* raise an error if both batch_processor and train_step are set

* add a unit test

* Fall back to CosineLr

* Fix consineanealing with unittest

* Cover momentum hook

* Add comments to explain

* refactor unittests

* split test_video.py to two files