18 Commits

Author SHA1 Message Date
qiufeng
b0b3fbdb49
[Feature] Add BigNAS algorithm (#219)
* add calibrate-bn-statistics

* add test calibrate-bn-statistics

* fix mixins

* fix mixins

* fix mixin tests

* remove slimmable channel mutable and refactor dynamic op

* refact dynamic batch norm

* add progressive dynamic conv2d

* add center crop dynamic conv2d

* refactor dynamic directory

* refactor dynamic sequential

* rename length to depth in dynamic sequential

* add test for derived mutable

* refactor dynamic op

* refactor api of dynamic op

* add derive mutable mixin

* addbignas algorithm

* refactor bignas structure

* add input resizer

* add input resizer to bignas

* move input resizer from algorithm into classifier

* remove compnents

* add attentive mobilenet

* delete json file

* nearly(less 0.2) align inference accuracy with gml

* move mutate seperated in bignas mobilenet backbone

* add zero_init_residual

* add set_dropout

* set dropout in bignas algorithm

* fix registry

* add subnet yaml and nearly align inference accuracy with gml

* add rsb config for bignas

* remove base in config

* add gml bignas config

* convert to iter based

* bignas forward and backward fly

* fix merge conflict

* fix dynamicseq bug

* fix bug and refactor bignas

* arrange configs of bignas

* fix typo

* refactor attentive_mobilenet

* fix channel mismatch due to registion of DerivedMutable

* update bignas & fix se channel mismatch

* add AutoAugmentV2 & remove unness configs

* fix lint

* recover channel assertion in channel unit

* fix a group bug

* fix comments

* add docstring

* add norm in dynamic_embed

* fix search loop & other minor changes

* fix se expansion

* minor change

* add ut for bignas & attentive_mobilenet

* fix ut

* update bignas readme

* rm unness ut & supplement get_placeholder

* fix lint

* fix ut

* add subnet deployment in downstream tasks.

* minor change

* update ofa backbone

* minor fix

* Continued improvements of searchable backbone

* minor change

* drop ratio in backbone

* fix comments

* fix ci test

* fix test

* add dynamic shortcut UT

* modify strategy to fit bignas

* fix test

* fix bug in neck

* fix error

* fix error

* fix yaml

* save subnet ckpt

* merge autoslim_val/test_loop into subnet_val_loop

* move calibrate_bn_mixin to utils

* fix bugs and add docstring

* clean code

* fix register bug

* clean code

* update

Co-authored-by: wangshiguang <wangshiguang@sensetime.com>
Co-authored-by: gaoyang07 <1546308416@qq.com>
Co-authored-by: aptsunny <aptsunny@tongji.edu.cn>
Co-authored-by: sunyue1 <sunyue1@sensetime.com>
2022-12-07 11:28:10 +08:00
Yang Gao
18fc50f7bc
[Feature] Add performance predictor (#306)
* add predictor with 4 handlers

* [Improvement] Update Candidate with multi-dim search constraints. (#322)

* update doc

* add support type

* clean code

* update candidates

* clean

* xx

* set_resource -> set_score

* fix ci bug

* py36 lint

* fix bug

* fix check constrain

* py36 ci

* redesign candidate

* fix pre-commit

* update cfg

* add build_resource_estimator

* fix ci bug

* remove runner.epoch in testcase

* update metric_predictor:
1. update MetricPredictor;
2. add predictor config for searching;
3. add predictor in evolution_search_loop.

* add UT for predictor

* add MLPHandler

* patch optional.txt for predictors

* patch test_evolution_search_loop

* refactor apis of predictor and handlers

* fix ut and remove predictor_cfg in predictor

* adapt new mutable & mutator design

* fix ut

* remove unness assert after rebase

* move predictor-build in __init__ & simplify estimator-build

Co-authored-by: Yue Sun <aptsunny@tongji.edu.cn>
2022-11-14 17:09:32 +08:00
Yue Sun
fb42405af8
[Feature] Add Autoformer algorithm (#315)
* update candidates

* update subnet_sampler_loop

* update candidate

* add readme

* rename variable

* rename variable

* clean

* update

* add doc string

* Revert "[Improvement] Support for candidate multiple dimensional search constraints."

* [Improvement] Update Candidate with multi-dim search constraints. (#322)

* update doc

* add support type

* clean code

* update candidates

* clean

* xx

* set_resource -> set_score

* fix ci bug

* py36 lint

* fix bug

* fix check constrain

* py36 ci

* redesign candidate

* fix pre-commit

* update cfg

* add build_resource_estimator

* fix ci bug

* remove runner.epoch in testcase

* [Feature] Autoformer architecture and dynamicOPs (#327)

* add DynamicSequential

* dynamiclayernorm

* add dynamic_pathchembed

* add DynamicMultiheadAttention and DynamicRelativePosition2D

* add channel-level dynamicOP

* add autoformer algo

* clean notes

* adapt channel_mutator

* vit fly

* fix import

* mutable init

* remove annotation

* add DynamicInputResizer

* add unittest for mutables

* add OneShotMutableChannelUnit_VIT

* clean code

* reset unit for vit

* remove attr

* add autoformer backbone UT

* add valuemutator UT

* clean code

* add autoformer algo UT

* update classifier UT

* fix test error

* ignore

* make lint

* update

* fix lint

* mutable_attrs

* fix test

* fix error

* remove DynamicInputResizer

* fix test ci

* remove InputResizer

* rename variables

* modify type

* Continued improvements of ChannelUnit

* fix lint

* fix lint

* remove OneShotMutableChannelUnit

* adjust derived type

* combination mixins

* clean code

* fix sample subnet

* search loop fly

* more annotations

* avoid counter warning and modify batch_augment cfg by gy

* restore

* source_value_mutables restriction

* simply arch_setting api

* update

* clean

* fix ut
2022-11-14 13:01:04 +08:00
Yang Gao
4e80037393
[Improvement] Update estimator with api revision (#277)
* update estimator usage and fix bugs

* refactor api of estimator & add inner check methods

* fix docstrings

* update search loop and config

* fix lint

* update unittest

* decouple mmdet dependency and fix lint

Co-authored-by: humu789 <humu@pjlab.org.cn>
2022-09-14 20:39:49 +08:00
humu789
57bf6fa30e
Update search configs (#269)
* update score_key

* search_debug

* add search config & fix _check_constraints

* fix ut
2022-09-01 00:13:01 +08:00
pppppM
179bd5287d
[Fix] Adapt latest mmcv (#253)
* Adapt to the latest mmcv and mmengine

* fixed ut_subnet_sampler_loop

* fix get_model

* fix lints

Co-authored-by: humu789 <humu@pjlab.org.cn>
2022-08-29 20:34:51 +08:00
Yang Gao
4b3f8ab69e
[Feature] Refactor Estimator for computing FLOPs/Params/Latency. (#230)
* Refactor ModelEstimator:
1. add EvaluatorLoop in engine.runners;
2. add estimator for structures (both subnet & supernet);
3. add layer_counter for each op.

* fix lint

* update estimator:
1. add ResourceEstimator based on BaseEstimator;
2. add notes & examples for ResourceEstimator & EvaluatorLoop usage;
3. fix a bug of latency test.
4. minor changes according to comments.

* add UT & fix a bug caused by UT

* add docstrings & remove old estimator

* update docstrings for op_spec_counters

* rename resource_evaluator_val_loop

* support adding resource attrs of each submodule in a measured model

* fix lint

* refactor estimator file structures

* support estimating resources for spec modules

* rm old UT

* update new estimator UT cases

* fix traversal range of the model

* cancel unit convert in accumulate_sub_module_flops_params

* use estimator_cfg to build ResourceEstimator

* fix a broadcast bug

* delete fixed input_shape

* add assertion and string-format-return when measuring spec_modules

* add UT for estimating spec_modules
2022-08-23 15:01:47 +08:00
zengyi
c6e8dcd209
[Feature] Add BYOT Distillation (#232)
* byot connector & distiller

* fix config

* fix connector

* tmpsave

* add byot & kdsoftce loss

* update dev-1.x

* fx wsld

* Update README.md

* Update README.md

* fix md

* add ut & REQUIRE REVIEW part

* fix md

* add SelfDistillValLoop UT

* fix comments

* fix comments v2

* fix comments v3

* add connector_idx=None to ConfigurableDistiller.get_record()

Co-authored-by: zengyi.vendor <zengyi.vendor@sensetime.com>
2022-08-22 14:08:02 +08:00
qiufeng
d190037a5e
[Feature] Add dynamic bricks (#228)
* add dynamic bricks

* add dynamic conv2d test

* add tests for dynamic linear and dynamic norm

* add docstring for dynamic conv2d

* add docstring for dynamic linear

* add docstring for dynamic batchnorm

* Refactor the dynamic op ( put more logic into the mixin )

* fix UT

* Fix UT ( fileio was moved to mmengine)

* derived mutable adds choices property

* Unify the register interface of mutable in dynamic op

* Unified getter interface of mutable in dynamic op

Co-authored-by: gaojianfei <gaojianfei@sensetime.com>
Co-authored-by: pppppM <gjf_mail@126.com>
2022-08-19 15:15:38 +08:00
humu789
e4305f3d0b
[Bug] Fix darts loop unittest (#218)
* fix_darts_loop

* fix darts_loop unittest
2022-08-05 17:46:05 +08:00
pppppM
2c640d0586
Reorganize Dirs (#205)
* reorg dirs

* rename deliver to delivery
2022-07-25 13:28:08 +08:00
pppppM
ae205ac0c6
Refactor darts (#204)
* add separate optim wrapper

* refactor darts related modules

* refactor darts algorithm

* fix some bugs

* update darts related modules

* update unittest

* update darts configs
2022-07-25 09:52:39 +08:00
qiufeng
5ddfed5040 [Feature] Add slimmable algorithm 2022-07-15 23:05:07 +08:00
humu789
2d5e8bc675 Refactor subnet sampler 2022-07-15 23:04:38 +08:00
humu789
1e3f8e9f67 Refactor EvolutionSearcher 2022-07-15 23:04:38 +08:00
humu789
7ab21f76e2 Refactor multiloader runner 2022-07-15 23:04:38 +08:00
pppppM
cb238e36e3 [Feature] Add Recorder to improve Distiller 2022-07-15 23:04:38 +08:00
humu789
8913d6840d [Feature] Add KD val loop 2022-07-15 23:04:38 +08:00