ColossalAI

Commit Graph

Author	SHA1	Message	Date
flybird11111	0c10afd372	[FP8] rebase main (#5963 ) * 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>	4 months ago
hxwang	5b4c12381b	Revert "[moe] implement submesh initialization" This reverts commit `2f9bce6686`.	4 months ago
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>	4 months ago
botbw	8dbb86899d	[chore] trivial fix	4 months ago
botbw	e28e05345b	[moe] implement submesh initialization	4 months ago
hxwang	46c069b0db	[zero] solve hang	4 months ago
hxwang	0fad23c691	[chore] handle non member group	4 months ago
Gao, Ruiyuan	5fb958cc83	[FIX BUG] convert env param to int in (#5934 )	4 months ago
Haze188	3420921101	[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>	5 months ago
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>	5 months ago
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>	5 months ago
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>	6 months ago
Hongxin Liu	641b1ee71a	[devops] remove post commit ci (#5566 ) * [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>	8 months ago
Zhongkai Zhao	8e412a548e	[shardformer] Sequence Parallelism Optimization (#5533 ) * 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>	8 months ago
flybird11111	365671be10	fix-test (#5210 ) fix-test fix-test	11 months ago
flybird11111	576a2f7b10	[gemini] gemini support tensor parallelism. (#4942 ) * [colossalai]fix typo * [inference] Add smmoothquant for llama (#4904) * [inference] add int8 rotary embedding kernel for smoothquant (#4843) * [inference] add smoothquant llama attention (#4850) * add smoothquant llama attention * remove uselss code * remove useless code * fix import error * rename file name * [inference] add silu linear fusion for smoothquant llama mlp (#4853) * add silu linear * update skip condition * catch smoothquant cuda lib exception * prcocess exception for tests * [inference] add llama mlp for smoothquant (#4854) * add llama mlp for smoothquant * fix down out scale * remove duplicate lines * add llama mlp check * delete useless code * [inference] add smoothquant llama (#4861) * add smoothquant llama * fix attention accuracy * fix accuracy * add kv cache and save pretrained * refactor example * delete smooth * refactor code * [inference] add smooth function and delete useless code for smoothquant (#4895) * add smooth function and delete useless code * update datasets * remove duplicate import * delete useless file * refactor codes (#4902) * rafactor code * add license * add torch-int and smoothquant license * Update flash_attention_patch.py To be compatible with the new change in the Transformers library, where a new argument 'padding_mask' was added to forward function of attention layer. https://github.com/huggingface/transformers/pull/25598 * [kernel] support pure fp16 for cpu adam and update gemini optim tests (#4921) * [kernel] support pure fp16 for cpu adam (#4896) * [kernel] fix cpu adam kernel for pure fp16 and update tests (#4919) * [kernel] fix cpu adam * [test] update gemini optim test * [format] applied code formatting on changed files in pull request 4908 (#4918) Co-authored-by: github-actions <github-actions@github.com> * [gemini] support gradient accumulation (#4869) * add test * fix no_sync bug in low level zero plugin * fix test * add argument for grad accum * add grad accum in backward hook for gemini * finish implementation, rewrite tests * fix test * skip stuck model in low level zero test * update doc * optimize communication & fix gradient checkpoint * modify doc * cleaning codes * update cpu adam fp16 case * [hotfix] fix torch 2.0 compatibility (#4936) * [hotfix] fix launch * [test] fix test gemini optim * [shardformer] fix vit * [test] add no master test for low level zero plugin (#4934) * [format] applied code formatting on changed files in pull request 4820 (#4886) Co-authored-by: github-actions <github-actions@github.com> * [nfc] fix some typo with colossalai/ docs/ etc. (#4920) * [Refactor] Integrated some lightllm kernels into token-attention (#4946) * add some req for inference * clean codes * add codes * add some lightllm deps * clean codes * hello * delete rms files * add some comments * add comments * add doc * add lightllm deps * add lightllm cahtglm2 kernels * add lightllm cahtglm2 kernels * replace rotary embedding with lightllm kernel * add some commnets * add some comments * add some comments * add * replace fwd kernel att1 * fix a arg * add * add * fix token attention * add some comments * clean codes * modify comments * fix readme * fix bug * fix bug --------- Co-authored-by: cuiqing.li <lixx336@gmail.com> Co-authored-by: CjhHa1 <cjh18671720497@outlook.com> * [test] merge old components to test to model zoo (#4945) * [test] add custom models in model zoo * [test] update legacy test * [test] update model zoo * [test] update gemini test * [test] remove components to test * [inference] add reference and fix some bugs (#4937) * add reference and fix some bugs * update gptq init --------- Co-authored-by: Xu Kai <xukai16@foxamil.com> * [Inference]ADD Bench Chatglm2 script (#4963) * add bench chatglm * fix bug and make utils --------- Co-authored-by: CjhHa1 <cjh18671720497outlook.com> * [Pipeline inference] Combine kvcache with pipeline inference (#4938) * merge kvcache with pipeline inference and refactor the code structure * support ppsize > 2 * refactor pipeline code * do pre-commit * modify benchmark * fix bench mark * polish code * add docstring and update readme * refactor the code * fix some logic bug of ppinfer * polish readme * fix typo * skip infer test * updated c++17 compiler flags (#4983) * [Inference] Dynamic Batching Inference, online and offline (#4953) * [inference] Dynamic Batching for Single and Multiple GPUs (#4831) * finish batch manager * 1 * first * fix * fix dynamic batching * llama infer * finish test * support different lengths generating * del prints * del prints * fix * fix bug --------- Co-authored-by: CjhHa1 <cjh18671720497outlook.com> * [inference] Async dynamic batching (#4894) * finish input and output logic * add generate * test forward * 1 * [inference]Re push async dynamic batching (#4901) * adapt to ray server * finish async * finish test * del test --------- Co-authored-by: yuehuayingxueluo <867460659@qq.com> * Revert "[inference]Re push async dynamic batching (#4901)" (#4905) This reverts commit `fbf3c09e67`. * Revert "[inference] Async dynamic batching (#4894)" This reverts commit `fced140250`. * Revert "[inference] Async dynamic batching (#4894)" (#4909) This reverts commit `fced140250`. * Add Ray Distributed Environment Init Scripts * support DynamicBatchManager base function * revert _set_tokenizer version * add driver async generate * add async test * fix bugs in test_ray_dist.py * add get_tokenizer.py * fix code style * fix bugs about No module named 'pydantic' in ci test * fix bugs in ci test * fix bugs in ci test * fix bugs in ci test * [infer]Add Ray Distributed Environment Init Scripts (#4911) * Revert "[inference] Async dynamic batching (#4894)" This reverts commit `fced140250`. * Add Ray Distributed Environment Init Scripts * support DynamicBatchManager base function * revert _set_tokenizer version * add driver async generate * add async test * fix bugs in test_ray_dist.py * add get_tokenizer.py * fix code style * fix bugs about No module named 'pydantic' in ci test * fix bugs in ci test * fix bugs in ci test * fix bugs in ci test * support dynamic batch for bloom model and is_running function * [Inference]Test for new Async engine (#4935) * infer engine * infer engine * test engine * test engine * new manager * change step * add * test * fix * fix * finish test * finish test * finish test * finish test * add license --------- Co-authored-by: yuehuayingxueluo <867460659@qq.com> * add assertion for config (#4947) * [Inference] Finish dynamic batching offline test (#4948) * test * fix test * fix quant * add default * fix * fix some bugs * fix some bugs * fix * fix bug * fix bugs * reset param --------- Co-authored-by: yuehuayingxueluo <867460659@qq.com> Co-authored-by: Cuiqing Li <lixx3527@gmail.com> Co-authored-by: CjhHa1 <cjh18671720497outlook.com> * [Kernels]Updated Triton kernels into 2.1.0 and adding flash-decoding for llama token attention (#4965) * adding flash-decoding * clean * adding kernel * adding flash-decoding * add integration * add * adding kernel * adding kernel * adding triton 2.1.0 features for inference * update bloom triton kernel * remove useless vllm kernels * clean codes * fix * adding files * fix readme * update llama flash-decoding --------- Co-authored-by: cuiqing.li <lixx336@gmail.com> * fix ColossalEval (#4992) Co-authored-by: Xu Yuanchen <yuanchen.xu00@gmail.com> * [doc]Update doc for colossal-inference (#4989) * update doc * Update README.md --------- Co-authored-by: cuiqing.li <lixx336@gmail.com> * [hotfix] Fix the bug where process groups were not being properly released. (#4940) * Fix the bug where process groups were not being properly released. * test * Revert "test" This reverts commit `479900c139`. * [hotfix] fix the bug of repeatedly storing param group (#4951) * [doc] add supported feature diagram for hybrid parallel plugin (#4996) * [Pipeline Inference] Merge pp with tp (#4993) * refactor pipeline into new CaiInferEngine * updata llama modeling forward * merge tp with pp * update docstring * optimize test workflow and example * fix typo * add assert and todo * [release] update version (#4995) * [release] update version * [hotfix] fix ci * [gemini] gemini support tp [gemini] gemini support tp [gemini] gemini support tp [gemini] gemini support tp [gemini] gemini support tp * fix fix fix * update checkpointIO update checkpointIO update checkpointIO update checkpointIO update checkpointIO update checkpointIO update checkpointIO update checkpointIO update checkpointIO * support fused layernorm support fused layernorm support fused layernorm * update fusedlayernorm update fusedlayernorm update fusedlayernorm * add sequence parallel to gemini add sequence parallel to gemini * fix * fix comments fix comments fix comments * fix * fix t5 * clear cache * fix * activate ci * activate ci * fix * fix * fix * fix * revert * modify tp gather method modify tp gather method modify tp gather method modify tp gather method * fix test --------- Co-authored-by: Xu Kai <xukai16@foxmail.com> Co-authored-by: Zian(Andy) Zheng <62330719+Orion-Zheng@users.noreply.github.com> Co-authored-by: Hongxin Liu <lhx0217@gmail.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: github-actions <github-actions@github.com> Co-authored-by: Baizhou Zhang <eddiezhang@pku.edu.cn> Co-authored-by: Zhongkai Zhao <kanezz620@gmail.com> Co-authored-by: digger yu <digger-yu@outlook.com> Co-authored-by: Cuiqing Li <lixx3527@gmail.com> Co-authored-by: cuiqing.li <lixx336@gmail.com> Co-authored-by: CjhHa1 <cjh18671720497@outlook.com> Co-authored-by: Xu Kai <xukai16@foxamil.com> Co-authored-by: Jianghai <72591262+CjhHa1@users.noreply.github.com> Co-authored-by: Bin Jia <45593998+FoolPlayer@users.noreply.github.com> Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com> Co-authored-by: yuehuayingxueluo <867460659@qq.com> Co-authored-by: Yuanchen <70520919+chengeharrison@users.noreply.github.com> Co-authored-by: Xu Yuanchen <yuanchen.xu00@gmail.com> Co-authored-by: littsk <1214689160@qq.com> Co-authored-by: ppt0011 <143150326+ppt0011@users.noreply.github.com>	1 year ago
littsk	be82b5d4ca	[hotfix] Fix the bug where process groups were not being properly released. (#4940 ) * Fix the bug where process groups were not being properly released. * test * Revert "test" This reverts commit `479900c139`.	1 year ago
Baizhou Zhang	a2db75546d	[doc] polish shardformer doc (#4779 ) * fix example format in docstring * polish shardformer doc	1 year ago
Hongxin Liu	079bf3cb26	[misc] update pre-commit and run all files (#4752 ) * [misc] update pre-commit * [misc] run pre-commit * [misc] remove useless configuration files * [misc] ignore cuda for clang-format	1 year ago
LuGY	a78daf6180	[shardformer] support interleaved pipeline (#4448 ) * support interleaved pipeline * fix unit test * remove virtual stage test in stage mgr * add droped type hint and updated bwd	1 year ago
Hongxin Liu	5e1a9d48dd	[cluster] add process group mesh (#4039 ) * [cluster] add process group mesh * [test] add process group mesh test * force sync	1 year ago
digger yu	7f8203af69	fix typo colossalai/auto_parallel autochunk fx/passes etc. (#3808 )	2 years ago
Frank Lee	73d3e4d309	[booster] implemented the torch ddd + resnet example (#3232 ) * [booster] implemented the torch ddd + resnet example * polish code	2 years ago
YuliangLiu0306	4d5d8f98a4	[API] implement device mesh manager (#3221 ) * [API] implement device mesh manager * polish	2 years ago
Frank Lee	e3ad88fb48	[booster] implemented the cluster module (#3191 ) * [booster] implemented the cluster module * polish code	2 years ago

24 Commits (152162a80e95c6e30d335f6af805f1107bc6e35e)