Commit Graph

166 Commits (colossalchat)

Author SHA1 Message Date
Wang Binluo 75c963686f
[lora] lora support hybrid parallel plugin (#5956)
* lora support hybrid plugin

* fix

* fix

* fix

* fix
2024-08-02 10:36:58 +08:00
botbw d1d1ab871e [moe] solve dp axis issue 2024-08-01 10:06:59 +08:00
botbw 65daa87627 [doc] add MoeHybridParallelPlugin docstring 2024-08-01 10:06:59 +08:00
hxwang 7bedd03739 [moe] remove force_overlap_comm flag and add warning instead 2024-08-01 10:06:59 +08:00
hxwang f7c5485ed6 [chore] docstring 2024-08-01 10:06:59 +08:00
haze188 70793ce9ed [misc] fix ci failure: change default value to false in moe plugin 2024-08-01 10:06:59 +08:00
hxwang 606b0891ed [chore] change moe_pg_mesh to private 2024-08-01 10:06:59 +08:00
hxwang cb01c0d5ce [moe] refactor mesh assignment 2024-08-01 10:06:59 +08:00
hxwang 6c39f0b144 [test] add check 2024-08-01 10:06:59 +08:00
botbw 96d0fbc531 [bug] fix: somehow logger hangs the program 2024-08-01 10:06:59 +08:00
hxwang 70c9924d0d [chore] solve moe ckpt test failure and some other arg pass failure 2024-08-01 10:06:59 +08:00
hxwang 46037c2ccd [chore] minor fix after rebase 2024-08-01 10:06:59 +08:00
hxwang 803878b2fd [moe] full test for deepseek and mixtral (pp + sp to fix) 2024-08-01 10:06:59 +08:00
hxwang 7077d38d5a [moe] finalize test (no pp) 2024-08-01 10:06:59 +08:00
haze188 2cddeac717 moe sp + ep bug fix 2024-08-01 10:06:59 +08:00
hxwang 877d94bb8c [moe] init moe plugin comm setting with sp 2024-08-01 10:06:59 +08:00
Haze188 404b16faf3 [Feature] MoE Ulysses Support (#5918)
* moe sp support

* moe sp bug solve

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2024-08-01 10:06:59 +08:00
botbw dc583aa576 [moe] implement tp 2024-08-01 10:06:59 +08:00
hxwang 102b784a10 [chore] arg pass & remove drop token 2024-08-01 10:06:59 +08:00
botbw 014faf6c5a [chore] manually revert unintended commit 2024-08-01 10:06:59 +08:00
botbw 9b9b76bdcd [moe] add mixtral dp grad scaling when not all experts are activated 2024-08-01 10:06:59 +08:00
botbw e28e05345b [moe] implement submesh initialization 2024-08-01 10:06:59 +08:00
haze188 5ed5e8cfba solve hang when parallel mode = pp + dp 2024-08-01 10:06:59 +08:00
botbw 13b48ac0aa [zero] solve hang 2024-08-01 10:06:59 +08:00
botbw b5bfeb2efd [moe] implement transit between non moe tp and ep 2024-08-01 10:06:59 +08:00
botbw 37443cc7e4 [test] pass mixtral shardformer test 2024-08-01 10:06:59 +08:00
hxwang 46c069b0db [zero] solve hang 2024-08-01 10:06:59 +08:00
hxwang a249e71946 [test] mixtra pp shard test 2024-08-01 10:06:59 +08:00
hxwang 8ae8525bdf [moe] fix plugin 2024-08-01 10:06:59 +08:00
Hongxin Liu e86127925a
[plugin] support all-gather overlap for hybrid parallel (#5919)
* [plugin] fixed all-gather overlap support for hybrid parallel
2024-07-18 15:33:03 +08:00
Hongxin Liu c068ef0fa0
[zero] support all-gather overlap (#5898)
* [zero] support all-gather overlap

* [zero] add overlap all-gather flag

* [misc] fix typo

* [zero] update api
2024-07-11 18:59:59 +08:00
Edenzzzz fbf33ecd01
[Feature] Enable PP + SP for llama (#5868)
* fix cross-PP-stage position id length diff bug

* fix typo

* fix typo

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* use a one cross entropy func for all shardformer models

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2024-07-09 18:05:20 +08:00
Wang Binluo 6cd4c32be4
[shardformer] fix the moe (#5883) 2024-07-03 20:02:19 +08:00
Haze188 416580b314
[MoE/ZeRO] Moe refactor with zero refactor (#5821)
* [moe] removed openmoe-coupled code and rectify mixstral code (#5471)

* [Feauture] MoE refractor; Intergration with Mixtral  (#5682)

* cherry pick from refractor-moe branch

* tests passed

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* support ep + zero

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* add mixtral auto policy & move pipeline forward code to modeling folder

* [moe refactor] modify kernel test without Route Class

* [moe refactor] add moe tensor test path environment variable to github workflow

* fix typos

* fix moe test bug due to the code rebase

* [moe refactor] fix moe zero test, and little bug in low level zero

* fix typo

* add moe tensor path to github workflow

* remove some useless code

* fix typo & unify global variable XX_AXIS logic without using -1

* fix typo & prettifier the code

* remove print code & support zero 2 test

* remove useless code

* reanme function

* fix typo

* fix typo

* Further improve the test code

* remove print code

* [moe refactor] change test model from fake moe model to mixtral moe layer and remove useless test

* [moe refactor] skip some unit test which will be refactored later

* [moe refactor] fix unit import error

* [moe refactor] fix circular import issues

* [moe refactor] remove debug code

* [moe refactor] update github workflow

* [moe/zero] refactor low level optimizer (#5767)

* [zero] refactor low level optimizer

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* [Feature] MoE refactor with newest version of ZeRO (#5801)

* [zero] remove redundant members in BucketStore (#5802)

* [zero] align api with previous version

* [Moe/Zero] Update MoeHybridParallelPlugin with refactored ZeRO and Fix Zero bug (#5819)

* [moe refactor] update unit test with the refactored ZeRO and remove useless test

* move moe checkpoint to checkpoint folder and exchange global axis to class member

* update moe hybrid parallel plugin with newest version of zero & fix zero working/master params bug

* fix zero unit test

* Add an assertion to prevent users from using it incorrectly

* [hotfix]Solve the compatibility issue of zero refactor (#5823)

* [moe refactor] update unit test with the refactored ZeRO and remove useless test

* move moe checkpoint to checkpoint folder and exchange global axis to class member

* update moe hybrid parallel plugin with newest version of zero & fix zero working/master params bug

* fix zero unit test

* Add an assertion to prevent users from using it incorrectly

* Modify function parameter names to resolve compatibility issues

* [zero] fix missing hook removal (#5824)

* [MoE] Resolve .github conflict (#5829)

* [Fix/Example] Fix Llama Inference Loading Data Type (#5763)

* [fix/example] fix llama inference loading dtype

* revise loading dtype of benchmark llama3

* [release] update version (#5752)

* [release] update version

* [devops] update compatibility test

* [devops] update compatibility test

* [devops] update compatibility test

* [devops] update compatibility test

* [test] fix ddp plugin test

* [test] fix gptj and rpc test

* [devops] fix cuda ext compatibility

* [inference] fix flash decoding test

* [inference] fix flash decoding test

* fix (#5765)

* [test] Fix/fix testcase (#5770)

* [fix] branch for fix testcase;

* [fix] fix test_analyzer & test_auto_parallel;

* [fix] remove local change about moe;

* [fix] rm local change moe;

* [Hotfix] Add missing init file in inference.executor (#5774)

* [CI/tests] simplify some test case to reduce testing time (#5755)

* [ci/tests] simplify some test case to reduce testing time

* [ci/tests] continue to remove test case to reduce ci time cost

* restore some test config

* [ci/tests] continue to reduce ci time cost

* [misc] update dockerfile (#5776)

* [misc] update dockerfile

* [misc] update dockerfile

* [devops] fix docker ci (#5780)

* [Inference]Add Streaming LLM (#5745)

* Add Streaming LLM

* add some parameters to llama_generation.py

* verify streamingllm config

* add test_streamingllm.py

* modified according to the opinions of review

* add Citation

* change _block_tables tolist

* [hotfix] fix llama flash attention forward (#5777)

* [misc] Accelerate CI for zero and dist optim (#5758)

* remove fp16 from lamb

* remove d2h copy in checking states

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>

* [Test/CI] remove test cases to reduce CI duration (#5753)

* [test] smaller gpt2 test case

* [test] reduce test cases: tests/test_zero/test_gemini/test_zeroddp_state_dict.py

* [test] reduce test cases: tests/test_zero/test_gemini/test_grad_accum.py

* [test] reduce test cases tests/test_zero/test_gemini/test_optim.py

* Revert "[test] smaller gpt2 test case"

Some tests might depend on the size of model (num of chunks)

This reverts commit df705a5210.

* [test] reduce test cases: tests/test_checkpoint_io/test_gemini_checkpoint_io.py

* [CI] smaller test model for two mwo the two modifid cases

* [CI] hardcode gpt model for tests/test_zero/test_gemini/test_search.py since we need a fixed answer there

* [hotfix] fix testcase in test_fx/test_tracer (#5779)

* [fix] branch for fix testcase;

* [fix] fix test_analyzer & test_auto_parallel;

* [fix] remove local change about moe;

* [fix] rm local change moe;

* [fix] fix test_deepfm_model & test_dlrf_model;

* [fix] fix test_hf_albert & test_hf_gpt;

* [gemini] optimize reduce scatter d2h copy (#5760)

* [gemini] optimize reduce scatter d2h copy

* [fix] fix missing reduce variable

* [refactor] remove legacy async reduce scatter code

* [gemini] missing sync

* Revert "[refactor] remove legacy async reduce scatter code"

This reverts commit 58ad76d466.

* [gemini] further optimize with async all reduce

* [fix] pass flag from manager to chunk

* Allow building cuda extension without a device. (#5535)

Added FORCE_CUDA environment variable support, to enable building extensions where a GPU device is not present but cuda libraries are.

* [misc] fix dist logger (#5782)

* [install]fix setup (#5786)

* fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* [misc] update requirements (#5787)

* [shardformer] fix import (#5788)

* upgrade colossal-chat support tp_group>1, add sp for sft

* upgrade ppo dpo rm script

* run pre-commit

* moupdate ci tests, st ci test cases passed, tp failed in generation for ppo, sp is buggy

* fix training script

* fix ci

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix transformers version

* remove duplicated test

* fix datasets version

* remove models that require huggingface auth from ci

* remove local data path

* update ci

* remove baichuan from template test due to transformer version conflict

* merge

* Refactor modeling by adding attention backend

Signed-off-by: char-1ee <xingjianli59@gmail.com>

* Fix tests and naming

Signed-off-by: char-1ee <xingjianli59@gmail.com>

* Pass inference model shard configs for module init

Signed-off-by: char-1ee <xingjianli59@gmail.com>

* Clean up

Signed-off-by: char-1ee <xingjianli59@gmail.com>

* replace the customized dataloader setup with the build-in one

* replace the customized dataloader setup with the build-in one

* Remove flash attention backend

Signed-off-by: char-1ee <xingjianli59@gmail.com>

* fix readme

* Fix test import

Signed-off-by: char-1ee <xingjianli59@gmail.com>

* update sft trainning script

* [Inference]refactor baichuan (#5791)

* refactor baichuan

* remove unused code and add TODO for lazyinit

* [test] fix chatglm test kit (#5793)

* [shardformer] fix modeling of bloom and falcon (#5796)

* [test] fix qwen2 pytest distLarge (#5797)

* [Inference] Fix flash-attn import and add model test (#5794)

* Fix torch int32 dtype

Signed-off-by: char-1ee <xingjianli59@gmail.com>

* Fix flash-attn import

Signed-off-by: char-1ee <xingjianli59@gmail.com>

* Add generalized model test

Signed-off-by: char-1ee <xingjianli59@gmail.com>

* Remove exposed path to model

Signed-off-by: char-1ee <xingjianli59@gmail.com>

* Add default value for use_flash_attn

Signed-off-by: char-1ee <xingjianli59@gmail.com>

* Rename model test

Signed-off-by: char-1ee <xingjianli59@gmail.com>

---------

Signed-off-by: char-1ee <xingjianli59@gmail.com>

* [Gemini] Use async stream to prefetch and h2d data moving (#5781)

* use async stream to prefetch and h2d data moving

* Remove redundant code

* [gemini] quick fix on possible async operation (#5803)

* [gemini] quick fix on possible async operation

* [gemini] quick fix on possible async operation

* [shardformer] upgrade transformers to 4.39.3 (#5815)

* [shardformer]upgrade transformers for gpt2/gptj/whisper (#5807)

* [shardformer] fix modeling of gpt2 and gptj

* [shardformer] fix whisper modeling

* [misc] update requirements

---------

Co-authored-by: ver217 <lhx0217@gmail.com>

* [shardformer]upgrade transformers for mistral (#5808)

* upgrade transformers for mistral

* fix

* fix

* [shardformer]upgrade transformers for llama (#5809)

* update transformers

fix

* fix

* fix

* [inference] upgrade transformers (#5810)

* update transformers

fix

* fix

* fix

* fix

* fix

* [gemini] update transformers for gemini (#5814)

---------

Co-authored-by: ver217 <lhx0217@gmail.com>

* Support 4d parallel + flash attention (#5789)

* support tp + sp + pp

* remove comments

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>

---------

Signed-off-by: char-1ee <xingjianli59@gmail.com>
Co-authored-by: Yuanheng Zhao <54058983+yuanheng-zhao@users.noreply.github.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: flybird11111 <1829166702@qq.com>
Co-authored-by: duanjunwen <935724073@qq.com>
Co-authored-by: yuehuayingxueluo <867460659@qq.com>
Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu>
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: botbw <wang1570@e.ntu.edu.sg>
Co-authored-by: Charles Coulombe <ccoulombe@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: YeAnbang <anbangy2@outlook.com>
Co-authored-by: char-1ee <xingjianli59@gmail.com>
Co-authored-by: Runyu Lu <77330637+LRY89757@users.noreply.github.com>
Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com>
Co-authored-by: Guangyao Zhang <xjtu521@qq.com>

* [zero] fix hook bug

* [zero] add low level optimizer back (#5839)

* [zero] fix param & refactor

* [zero] add back original low level opt

* [zero] remove moe related

* [zero] pass zero tests

* [zero] refactor

* [chore] add del func back

* [zero] comments and naming (#5840)

* [zero] modify api (#5843)

* [zero] modify api

* [test] remove _grad_store access in tests

* [test] fix (#5857)

* [CI] skip openmoe CI check

* [CI] fox pre-commit

* [zero] remove redundant memebr init (#5862)

* [misc] remove useless code, modify the pg mesh implementation

* [misc] remove useless code, modify the pg mesh implementation

* [misc] use tempfile

* resolve conflict with main branch

* [misc] use tempfile in test_moe_checkpoint.py

* [misc] remove useless code, add assertion about sequence parallel, move logger into function

* [misc] remove useless code

---------

Signed-off-by: char-1ee <xingjianli59@gmail.com>
Co-authored-by: Frank Lee <somerlee.9@gmail.com>
Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu>
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: botbw <wang1570@e.ntu.edu.sg>
Co-authored-by: Yuanheng Zhao <54058983+yuanheng-zhao@users.noreply.github.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: flybird11111 <1829166702@qq.com>
Co-authored-by: duanjunwen <935724073@qq.com>
Co-authored-by: yuehuayingxueluo <867460659@qq.com>
Co-authored-by: Charles Coulombe <ccoulombe@users.noreply.github.com>
Co-authored-by: YeAnbang <anbangy2@outlook.com>
Co-authored-by: char-1ee <xingjianli59@gmail.com>
Co-authored-by: Runyu Lu <77330637+LRY89757@users.noreply.github.com>
Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com>
Co-authored-by: Guangyao Zhang <xjtu521@qq.com>
2024-06-28 14:00:08 +08:00
botbw 8e718a1421
[gemini] fixes for benchmarking (#5847)
* [gemini] fix missing return

* [gemini] fix missing arg pass

* [gemini] use gather tensor instead of list

* [test] enable flash attention for benchmark by default

* [test] enable flash attention for benchmark by default

---------

Co-authored-by: genghaozhe <939857490@qq.com>
2024-06-26 15:52:09 +08:00
Edenzzzz 2a25a2aff7
[Feature] optimize PP overlap (#5735)
* update to fully overlap, still debugging

* improve interface

* fixed deadlock bug

* debug NaN loss

* (experimental) use one comm group for send_fw_recv_fw to fix NaN

* cleaned up interfaces; use one batch p2p for all

* clean up; removed the double p2p batch case

* p2p test passsed

* improve overlap: send fwd before backward

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* tentatively use 2 p2p batches

* remove two p2p batches

* fix typos

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* remove pp.sh

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: root <root@notebook-c55824c0-7742-45e8-9591-c855bb77ad29-0.notebook-c55824c0-7742-45e8-9591-c855bb77ad29.colossal-ai.svc.cluster.local>
2024-06-26 14:48:02 +08:00
Edenzzzz 8795bb2e80
Support 4d parallel + flash attention (#5789)
* support tp + sp + pp

* remove comments

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>
2024-06-17 17:40:47 +08:00
botbw 3f7e3131d9
[gemini] optimize reduce scatter d2h copy (#5760)
* [gemini] optimize reduce scatter d2h copy

* [fix] fix missing reduce variable

* [refactor] remove legacy async reduce scatter code

* [gemini] missing sync

* Revert "[refactor] remove legacy async reduce scatter code"

This reverts commit 58ad76d466.

* [gemini] further optimize with async all reduce

* [fix] pass flag from manager to chunk
2024-06-05 14:23:13 +08:00
botbw 023ea13cb5
Merge pull request #5749 from hpcaitech/prefetch
[Gemini] Prefetch next chunk before each op
2024-05-29 15:35:54 +08:00
Edenzzzz 5f8c0a0ac3
[Feature] auto-cast optimizers to distributed version (#5746)
* auto-cast optimizers to distributed

* fix galore casting

* logger

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>
2024-05-24 17:24:16 +08:00
hxwang ff507b755e Merge branch 'main' of github.com:hpcaitech/ColossalAI into prefetch 2024-05-24 04:05:07 +00:00
botbw 2fc85abf43
[gemini] async grad chunk reduce (all-reduce&reduce-scatter) (#5713)
* [gemini] async grad chunk reduce (all-reduce&reduce-scatter)

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* [gemini] add test

* [gemini] rename func

* [gemini] update llama benchmark

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* [gemini] use tensor counter

* [gemini] change default config in GeminiPlugin and GeminiDDP

* [chore] typo

* [gemini] fix sync issue & add test cases

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2024-05-24 10:31:16 +08:00
genghaozhe 1f6b57099c Merge branch 'prefetch' of github.com:botbw/ColossalAI into botbw-prefetch 2024-05-16 07:23:40 +00:00
pre-commit-ci[bot] 5bedea6e10 [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
2024-05-16 05:20:01 +00:00
hxwang b2e9745888 [chore] sync 2024-05-16 04:45:06 +00:00
Edenzzzz 43995ee436
[Feature] Distributed optimizers: Lamb, Galore, CAME and Adafactor (#5694)
* [feat] Add distributed lamb; minor fixes in DeviceMesh (#5476)

* init: add dist lamb; add debiasing for lamb

* dist lamb tester mostly done

* all tests passed

* add comments

* all tests passed. Removed debugging statements

* moved setup_distributed inside plugin. Added dist layout caching

* organize better

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>

* [hotfix] Improve tester precision by removing ZeRO on vanilla lamb (#5576)

Co-authored-by: Edenzzzz <wtan45@wisc.edu>

* [optim] add distributed came (#5526)

* test CAME under LowLevelZeroOptimizer wrapper

* test CAME TP row and col pass

* test CAME zero pass

* came zero add master and worker param id convert

* came zero test pass

* came zero test pass

* test distributed came passed

* reform code, Modify some expressions and add comments

* minor fix of test came

* minor fix of dist_came and test

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* minor fix of dist_came and test

* rebase dist-optim

* rebase dist-optim

* fix remaining comments

* add test dist came using booster api

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* [optim] Distributed Adafactor (#5484)

* [feature] solve conflict; update optimizer readme;

* [feature] update optimize readme;

* [fix] fix testcase;

* [feature] Add transformer-bert to testcase;solve a bug related to indivisible shape (induction in use_zero and tp is row parallel);

* [feature] Add transformers_bert model zoo in testcase;

* [feature] add user documentation to docs/source/feature.

* [feature] add API Reference & Sample to optimizer Readme; add state check for bert exam;

* [feature] modify user documentation;

* [fix] fix readme format issue;

* [fix] add zero=0 in testcase; cached augment in dict;

* [fix] fix percision issue;

* [feature] add distributed rms;

* [feature] remove useless comment in testcase;

* [fix] Remove useless test; open zero test; remove fp16 test in bert exam;

* [feature] Extract distributed rms function;

* [feature] add booster + lowlevelzeroPlugin in test;

* [feature] add Start_with_booster_API case in md; add Supporting Information in md;

* [fix] Also remove state movement in base adafactor;

* [feature] extract factor function;

* [feature] add LowLevelZeroPlugin test;

* [fix] add tp=False and zero=True in logic;

* [fix] fix use zero logic;

* [feature] add row residue logic in column parallel factor;

* [feature] add check optim state func;

* [feature] Remove duplicate logic;

* [feature] update optim state check func and percision test bug;

* [fix] update/fix optim state; Still exist percision issue;

* [fix] Add use_zero check in _rms; Add plugin support info in Readme; Add Dist Adafactor init Info;

* [feature] removed print & comments in utils;

* [feature] uodate Readme;

* [feature] add LowLevelZeroPlugin test with Bert model zoo;

* [fix] fix logic in _rms;

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* [fix] remove comments in testcase;

* [feature] add zh-Han Readme;

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* [Feature] refractor dist came; fix percision error; add low level zero test with bert model zoo; (#5676)

* [feature] daily update;

* [fix] fix dist came;

* [feature] refractor dist came; fix percision error; add low level zero test with bert model zoo;

* [fix] open rms; fix low level zero test; fix dist came test function name;

* [fix] remove redundant test;

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* [Feature] Add Galore (Adam, Adafactor) and distributed GaloreAdamW8bit (#5570)

* init: add dist lamb; add debiasing for lamb

* dist lamb tester mostly done

* all tests passed

* add comments

* all tests passed. Removed debugging statements

* moved setup_distributed inside plugin. Added dist layout caching

* organize better

* update comments

* add initial distributed galore

* add initial distributed galore

* add galore set param utils; change setup_distributed interface

* projected grad precision passed

* basic precision tests passed

* tests passed; located svd precision issue in fwd-bwd; banned these tests

* Plugin DP + TP tests passed

* move get_shard_dim to d_tensor

* add comments

* remove useless files

* remove useless files

* fix zero typo

* improve interface

* remove moe changes

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix import

* fix deepcopy

* update came & adafactor to main

* fix param map

* fix typo

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* [Hotfix] Remove one buggy test case from dist_adafactor for now (#5692)


Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: chongqichuizi875 <107315010+chongqichuizi875@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: duanjunwen <54985467+duanjunwen@users.noreply.github.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
2024-05-14 13:52:45 +08:00
flybird11111 77ec773388
[zero]remove registered gradients hooks (#5687)
* remove registered hooks

fix

fix

fix zero

fix

fix

fix

fix

fix zero

fix zero

fix

fix

fix

* fix

fix

fix
2024-05-07 12:01:38 +08:00
Hongxin Liu 7f8b16635b
[misc] refactor launch API and tensor constructor (#5666)
* [misc] remove config arg from initialize

* [misc] remove old tensor contrusctor

* [plugin] add npu support for ddp

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* [devops] fix doc test ci

* [test] fix test launch

* [doc] update launch doc

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2024-04-29 10:40:11 +08:00
linsj20 91fa553775 [Feature] qlora support (#5586)
* [feature] qlora support

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* qlora follow commit

* migrate qutization folder to colossalai/

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* minor fixes

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2024-04-28 10:51:27 +08:00
flybird11111 8954a0c2e2 [LowLevelZero] low level zero support lora (#5153)
* low level zero support lora

low level zero support lora

* add checkpoint test

* add checkpoint test

* fix

* fix

* fix

* fix

fix

fix

fix

* fix

* fix

fix

fix

fix

fix

fix

fix

* fix

* fix

fix

fix

fix

fix

fix

fix

* fix

* test ci

* git # This is a combination of 3 commits.

Update low_level_zero_plugin.py

Update low_level_zero_plugin.py

fix

fix

fix

* fix naming

fix naming

fix naming

fix
2024-04-28 10:51:27 +08:00