* fix
* fix
* fix
* support async all2all
* support async op for all gather
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* support fp8_communication in the Torch DDP grad comm, FSDP grad comm, and FSDP params comm
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* implement communication hook for FSDP params all-gather
* added unit test for fp8 operators
* support fp8 communication in GeminiPlugin
* update training scripts to support fsdp and fp8 communication
* fixed some minor bugs observed in unit test
* add all_gather_into_tensor_flat_fp8
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* add skip the test if torch < 2.2.0
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* add skip the test if torch < 2.2.0
* add skip the test if torch < 2.2.0
* add fp8_comm flag
* rebase latest fp8 operators
* rebase latest fp8 operators
* [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>
* support all2all fp8
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* 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>
* add SimPO
* fix dataloader
* remove debug code
* add orpo
* fix style
* fix colossalai, transformers version
* fix colossalai, transformers version
* fix colossalai, transformers version
* fix torch colossalai version
* update transformers version
* [shardformer] DeepseekMoE support (#5871)
* [Feature] deepseek moe expert parallel implement
* [misc] fix typo, remove redundant file (#5867)
* [misc] fix typo
* [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] deepseek support & unit test
* [misc] remove debug code & useless print
* [misc] fix typos (#5872)
* [Feature] remove modeling file, use auto config. (#5884)
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
* [misc] delete useless file
* [misc] fix typos
* [Deepseek] remove redundant code (#5888)
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
* [misc] delete useless file
* [misc] fix typos
* [misc] remove redundant code
* [Feature/deepseek] resolve comment. (#5889)
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
* [misc] delete useless file
* [misc] fix typos
* [misc] remove redundant code
* [misc] mv module replacement into if branch
* [misc] add some warning message and modify some code in unit test
* [misc] fix typos
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [Hoxfix] Fix CUDA_DEVICE_MAX_CONNECTIONS for comm overlap
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [Feat] Diffusion Model(PixArtAlpha/StableDiffusion3) Support (#5838)
* Diffusion Model Inference support
* Stable Diffusion 3 Support
* pixartalpha support
* [HotFix] CI,import,requirements-test for #5838 (#5892)
* [Hot Fix] CI,import,requirements-test
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [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>
* [ShardFormer] Add Ulysses Sequence Parallelism support for Command-R, Qwen2 and ChatGLM (#5897)
* add benchmark for sft, dpo, simpo, orpo. Add benchmarking result. Support lora with gradient checkpoint
* fix style
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix eval
* hotfix citation
* [zero] support all-gather overlap (#5898)
* [zero] support all-gather overlap
* [zero] add overlap all-gather flag
* [misc] fix typo
* [zero] update api
* fix orpo cross entropy loss
* [Auto Parallel]: Speed up intra-op plan generation by 44% (#5446)
* Remove unnecessary calls to deepcopy
* Build DimSpec's difference dict only once
This change considerably speeds up construction speed of DimSpec objects. The difference_dict is the same for each DimSpec object, so a single copy of it is enough.
* Fix documentation of DimSpec's difference method
* [ShardFormer] fix qwen2 sp (#5903)
* [compatibility] support torch 2.2 (#5875)
* Support Pytorch 2.2.2
* keep build_on_pr file and update .compatibility
* fix object_to_tensor usage when torch>=2.3.0 (#5820)
* [misc] support torch2.3 (#5893)
* [misc] support torch2.3
* [devops] update compatibility ci
* [devops] update compatibility ci
* [devops] add debug
* [devops] add debug
* [devops] add debug
* [devops] add debug
* [devops] remove debug
* [devops] remove debug
* [release] update version (#5912)
* [plugin] support all-gather overlap for hybrid parallel (#5919)
* [plugin] fixed all-gather overlap support for hybrid parallel
* add kto
* fix style, add kto data sample
* [Examples] Add lazy init to OPT and GPT examples (#5924)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [ColossalChat] Hotfix for ColossalChat (#5910)
* add ignore and tiny llama
* fix path issue
* run style
* fix issue
* update bash
* add ignore and tiny llama
* fix path issue
* run style
* fix issue
* update bash
* fix ddp issue
* add Qwen 1.5 32B
* refactor tokenization
* [FIX BUG] UnboundLocalError: cannot access local variable 'default_conversation' where it is not associated with a value (#5931)
* cannot access local variable 'default_conversation' where it is not associated with a value
set default value for 'default_conversation'
* [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>
* fix test data
* refactor evaluation
* remove real data path
* remove real data path
* Add n_fused as an input from native_module (#5894)
* [FIX BUG] convert env param to int in (#5934)
* [Hotfix] Fix ZeRO typo #5936
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [Feature] Add a switch to control whether the model checkpoint needs to be saved after each epoch ends (#5941)
* Add a switch to control whether the model checkpoint needs to be saved after each epoch ends
* [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>
* fix style
* fix style
* fix style
* [shardformer] hotfix attn mask (#5945)
* [shardformer] hotfix attn mask (#5947)
* [Feat] Distrifusion Acceleration Support for Diffusion Inference (#5895)
* Distrifusion Support source
* comp comm overlap optimization
* sd3 benchmark
* pixart distrifusion bug fix
* sd3 bug fix and benchmark
* generation bug fix
* naming fix
* add docstring, fix counter and shape error
* add reference
* readme and requirement
* [zero] hotfix update master params (#5951)
* [release] update version (#5952)
* [Chat] Fix lora (#5946)
* fix merging
* remove filepath
* fix style
* Update README.md (#5958)
* [hotfix] Remove unused plan section (#5957)
* remove readme
* fix readme
* update
* [test] add mixtral for sequence classification
* [test] add mixtral transformer test
* [moe] fix plugin
* [test] mixtra pp shard test
* [chore] handle non member group
* [zero] solve hang
* [test] pass mixtral shardformer test
* [moe] implement transit between non moe tp and ep
* [zero] solve hang
* [misc] solve booster hang by rename the variable
* solve hang when parallel mode = pp + dp
* [moe] implement submesh initialization
* [moe] add mixtral dp grad scaling when not all experts are activated
* [chore] manually revert unintended commit
* [chore] trivial fix
* [chore] arg pass & remove drop token
* [test] add mixtral modelling test
* [moe] implement tp
* [moe] test deepseek
* [moe] clean legacy code
* [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>
* [chore] minor fix
* [moe] init moe plugin comm setting with sp
* moe sp + ep bug fix
* [moe] finalize test (no pp)
* [moe] full test for deepseek and mixtral (pp + sp to fix)
* [chore] minor fix after rebase
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* [chore] solve moe ckpt test failure and some other arg pass failure
* [moe] remove ops
* [test] fix test: test_zero1_2
* [bug] fix: somehow logger hangs the program
* [moe] deepseek moe sp support
* [test] add check
* [deepseek] replace attn (a workaround for bug in transformers)
* [misc] skip redunant test
* [misc] remove debug/print code
* [moe] refactor mesh assignment
* Revert "[moe] implement submesh initialization"
This reverts commit 2f9bce6686.
* [chore] change moe_pg_mesh to private
* [misc] remove incompatible test config
* [misc] fix ci failure: change default value to false in moe plugin
* [misc] remove useless condition
* [chore] docstring
* [moe] remove force_overlap_comm flag and add warning instead
* [doc] add MoeHybridParallelPlugin docstring
* [moe] solve dp axis issue
* [chore] remove redundant test case, print string & reduce test tokens
* [feat] Dist Loader for Eval (#5950)
* support auto distributed data loader
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* support auto distributed data loader
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix tp error
* remove unused parameters
* remove unused
* update inference
* update docs
* update inference
---------
Co-authored-by: Michelle <qianranma8@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [lora] lora support hybrid parallel plugin (#5956)
* lora support hybrid plugin
* fix
* fix
* fix
* fix
* fp8 operators for compressed communication
cast_to_fp8, cast_from_fp8, all_reduce_fp8
* fix scaling algorithm in FP8 casting
* support fp8 communication in pipeline parallelism
* add fp8_communication flag in the script
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* shardformer fp8
* fix rebase
* remove all to all
* fix shardformer fp8 communication training degradation
* [fp8] support all-gather flat tensor (#5932)
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* Update low_level_optim.py
---------
Co-authored-by: YeAnbang <anbangy2@outlook.com>
Co-authored-by: Haze188 <haze188@qq.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu>
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: Runyu Lu <77330637+LRY89757@users.noreply.github.com>
Co-authored-by: Guangyao Zhang <xjtu521@qq.com>
Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: Stephan Kö <stephankoe@users.noreply.github.com>
Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com>
Co-authored-by: Tong Li <tong.li352711588@gmail.com>
Co-authored-by: zhurunhua <1281592874@qq.com>
Co-authored-by: Insu Jang <insujang@umich.edu>
Co-authored-by: Gao, Ruiyuan <905370712@qq.com>
Co-authored-by: hxwang <wang1570@e.ntu.edu.sg>
Co-authored-by: Michelle <qianranma8@gmail.com>
Co-authored-by: Wang Binluo <32676639+wangbluo@users.noreply.github.com>
Co-authored-by: HangXu <hangxu0304@gmail.com>
* 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>
* 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>
* [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>
* t5 token, still pytest fail
* Resolve T5 Pytest Failure
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix typos
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* 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>
* [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
* [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
* [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
* [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>
* [bug] fix silly bug
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* [chore] add test for prefetch
* [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>
* [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>
* feat: support qwen2 model
* fix: modify model config and add Qwen2RMSNorm
* fix qwen2 model conflicts
* test: add qwen2 shard test
* to: add qwen2 auto policy
* support qwen model
* fix the conflicts
* add try catch
* add transformers version for qwen2
* add the ColoAttention for the qwen2 model
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* add the unit test version check
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix the test input bug
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix the version check
* fix the version check
---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* fix test bugs
* add do sample test
* del useless lines
* fix comments
* fix tests
* delete version tag
* delete version tag
* add
* del test sever
* fix test
* fix
* Revert "add"
This reverts commit b9305fb024.
* clean requirements
* modify example inference struct
* add test ci scripts
* mark test_infer as submodule
* rm deprecated cls & deps
* import of HAS_FLASH_ATTN
* prune inference tests to be run
* prune triton kernel tests
* increment pytest timeout mins
* revert import path in openmoe
* [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>
* [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>
* optimize flashdecodingattention: refactor code with different key cache layout(from [num_blocks, num_kv_heads, block_size, head_size] to [num_blocks, num_kv_heads, head_size/x, block_size, x])
* [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>
* modify coloattention
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
fxi
* [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>
* feat flash decoding for paged attention
* refactor flashdecodingattention
* [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>
* Adapted to the baichuan2-7B model
* modified according to the review comments.
* Modified the method of obtaining random weights.
* modified according to the review comments.
* change mlp layewr 'NOTE'
* [devops] remove post commit ci
* [misc] run pre-commit on all files
* [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>
* sequence parallel optimization
* validate sequence parallel in llama (code to be polished)
* shardformer api writing
* integrate sequence parallel in ShardFormer
* fix pp bugs and sp bugs for LlaMa model
* integrating ring-based sequence parallelism into ShardFormer
* [sequence parallelism]: Add fused megatron function
* integrating ring-based sequence parallelism into ShardFormer
---------
Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>
* fix bugs when useing sp and flashattention together
* fix operation function name
* support flash attention for ulysses-style sp
* clarify sp process group
* fix compatibility bugs in moe plugin
* fix fused linear bugs
* fix linear layer test
* support gpt model all-to-all sp
* modify shard data dimension (meant to be dim=-1)
* support megtron-style sp and distributed attn for llama model
* [shardformer] add megatron sp to llama
* support llama7B 128k with distributed attention
* [shardformer] robustness enhancement
* add block attn
* sp mode 1: keep input as a complete sequence
* fix sp compatability
* finish sp mode 3 support for gpt
* using all_to_all_single when batch size is 1
* support mode 2 sp in gpt2 (#5)
* [shardformer] add megatron sp to llama
* support llama7B 128k with distributed attention
* [shardformer] robustness enhancement
* add block attn
* sp mode 1: keep input as a complete sequence
* fix sp compatability
* refactor ring implementation
* support mode 2 sp in gpt2
* polish code
* enable distributed attn mask when using sp mode 2 and 3 in llama
* automatically enable flash attn when using sp mode 2 and 3 in llama
* inplace attn mask
* add zero2 support for sequence parallel
* polish code
* fix bugs
* fix gemini checkpoint io
* loose tensor checking atol and rtol
* add comment
* fix llama layernorm grad
* fix zero grad
* fix zero grad
* fix conflict
* update split and gather auto grad func
* sequence parallel: inside text split (#6)
* polish code (part 1)
* polish code (part 2)
* polish code (part 2.5)
* polish code (part 3)
* sequence parallel: inside text split
* miscellaneous minor fixes
* polish code
* fix ulysses style ZeRO
* sequence parallel: inside text split
* miscellaneous minor fixes
* disaggregate sp group and dp group for sp
* fix llama and gpt sp
* polish code
* move ulysses grad sync to ddp (#9)
* remove zero_stage and unbind the grad sync for alltoall sp
* add 2d group creation test
* move ulysses grad sync to ddp
* add 2d group creation test
* remove useless code
* change shard config not to enable sp when enable_all_optimizations
* add sp warnings for several model
* remove useless code
---------
Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>
* Use self.[distribute_layers|get_stage_index] to exploit custom layer distribution
* Change static methods for t5 layer distribution to member functions
* Change static methods for whisper layer distribution to member functions
* Replace whisper policy usage with self one
* Fix test case to use non-static layer distribution methods
* fix: fix typo
---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
* fix: simplify merge_batch
* fix: use return_outputs=False to eliminate extra memory consumption
* feat: add return_outputs warning
* style: remove `return_outputs=False` as it is the default value
* [devops] fix compatibility
* [hotfix] update compatibility test on pr
* [devops] fix compatibility
* [devops] record duration during comp test
* [test] decrease test duration
* fix falcon
Hongxin Liu