Commit Graph

106 Commits (feature/zerobubble)

Author SHA1 Message Date
flybird11111 295dd2d9fe
[zerobubble] rebase main (#6075)
* fp8 operators for compressed communication

cast_to_fp8, cast_from_fp8, all_reduce_fp8

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

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

* fix typo

* 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

* shardformer fp8

* fix rebase

* remove all to all

* fix shardformer fp8 communication training degradation

* [fp8] support all-gather flat tensor (#5932)

* [fp8] add fp8 comm for low level zero

* [test] add zero fp8 test case

* [Feature] llama shardformer fp8 support (#5938)

* add llama shardformer fp8

* Llama Shardformer Parity

* fix typo

* fix all reduce

* fix pytest failure

* fix reduce op and move function to fp8.py

* fix typo

* [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

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* [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

---------

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* [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

---------

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* [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

---------

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* 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

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* 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

---------

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* [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

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* [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

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* support auto distributed data loader

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

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* fix tp error

* remove unused parameters

* remove unused

* update inference

* update docs

* update inference

---------

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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

---------

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Co-authored-by: Haze188 <haze188@qq.com>
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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>

* [fp8]support all2all fp8 (#5953)

* support all2all fp8

* fix

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

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* fix

* fix

* fix

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

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* [fp8] add fp8 linear (#5967)

* [fp8] add fp8 linear

* [test] fix fp8 linear test condition

* [test] fix fp8 linear test condition

* [test] fix fp8 linear test condition

* [fp8] support fp8 amp for hybrid parallel plugin (#5975)

* [fp8] support fp8 amp for hybrid parallel plugin

* [test] add fp8 hook test

* [fp8] fix fp8 linear compatibility

* fix (#5976)

* [Feature]: support FP8 communication in DDP, FSDP, Gemini (#5928)

* 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

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

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* add skip the test if torch < 2.2.0

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

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* 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

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---------

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* [test ci]Feature/fp8 comm (#5981)

* fix

* fix

* fix

* [fp8] support gemini plugin (#5978)

* [fp8] refactor hook

* [fp8] support gemini plugin

* [example] add fp8 option for llama benchmark

* [fp8] use torch compile (torch >= 2.3.0) (#5979)

* [fp8] use torch compile (torch >= 2.4.0)

* [fp8] set use_fast_accum in linear

* [chore] formal version check

* [chore] fix sig

* [fp8]Moe support fp8 communication (#5977)

* fix

* support moe fp8

* fix

* fix

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

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* fix

* fix

* fix

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

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* fix

* fix

* fix

fix

fi

* fix

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

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* fix

---------

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* [fp8] support hybrid parallel plugin (#5982)

* support fp8 comm for qwen2 model

* support fp8 comm for qwen2 model

* support fp8 comm for qwen2 model

* fp8

* fix

* bert and bloom

* chatglm and command

* gpt2,gptj,bert, falcon,blip2

* mistral,opy,sam,t5,vit,whisper

* fix

* fix

* fix

* [fp8] refactor fp8 linear with compile (#5993)

* [fp8] refactor fp8 linear with compile

* [fp8] fix linear test

* [fp8] fix linear test

* [fp8] support asynchronous FP8 communication (#5997)

* fix

* fix

* fix

* support async all2all

* support async op for all gather

* fix

* fix

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

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* fix

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* [fp8] update torch.compile for linear_fp8 to >= 2.4.0 (#6004)

* [fp8] linear perf enhancement

* [fp8]update reduce-scatter test (#6002)

* fix

* fix

* fix

* fix

* [fp8] add use_fp8 option for MoeHybridParallelPlugin (#6009)

* [fp8] zero support fp8 linear. (#6006)

* fix

* fix

* fix

* zero fp8

* zero fp8

* Update requirements.txt

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

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* fix the merge

* fix the merge

* fix the merge

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

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* fix the merge

* fix

* fix

* fix the merge

* fix

* fix

* fix

* fix

* fix

* fix the merge

* fix

* fix

* fix

* fix

* [fp8] Merge feature/fp8_comm to main branch of Colossalai (#6016)

* 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

---------

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* [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

---------

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* 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

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flybird11111 2ddf624a86
[shardformer] upgrade transformers to 4.39.3 (#5815)
* [shardformer]upgrade transformers for gpt2/gptj/whisper (#5807)

* [shardformer] fix modeling of gpt2 and gptj

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* [misc] update requirements

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

* upgrade transformers for mistral

* fix

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

* update transformers

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2024-06-14 10:59:33 +08:00
Li Xingjian 8554585a5f
[Inference] Fix flash-attn import and add model test (#5794)
* Fix torch int32 dtype

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* Fix flash-attn import

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

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

* Remove exposed path to model

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* Add default value for use_flash_attn

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

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2024-06-12 14:13:50 +08:00
char-1ee b303976a27 Fix test import
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2024-06-10 02:03:30 +00:00
char-1ee 5f398fc000 Pass inference model shard configs for module init
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2024-06-07 08:33:52 +00:00
yuehuayingxueluo b45000f839
[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
2024-06-05 10:51:19 +08:00
Hongxin Liu 68359ed1e1
[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
2024-05-31 19:40:26 +08:00
Yuanheng Zhao b96c6390f4
[inference] Fix running time of test_continuous_batching (#5750) 2024-05-24 19:34:15 +08:00
Steve Luo 7806842f2d
add paged-attetionv2: support seq length split across thread block (#5707) 2024-05-14 12:46:54 +08:00
Runyu Lu 18d67d0e8e
[Feat]Inference RPC Server Support (#5705)
* rpc support source
* kv cache logical/physical disaggregation
* sampler refactor
* colossalai launch built in
* Unitest
* Rpyc support

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2024-05-14 10:00:55 +08:00
傅剑寒 50104ab340
[Inference/Feat] Add convert_fp8 op for fp8 test in the future (#5706)
* add convert_fp8 op for fp8 test in the future

* rerun ci
2024-05-10 18:39:54 +08:00
CjhHa1 bc9063adf1 resolve rebase conflicts on Branch feat/online-serving 2024-05-08 15:20:53 +00:00
Jianghai 61a1b2e798 [Inference] Fix bugs and docs for feat/online-server (#5598)
* 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.
2024-05-08 15:20:53 +00:00
Jianghai c064032865 [Online Server] Chat Api for streaming and not streaming response (#5470)
* fix bugs

* fix bugs

* fix api server

* fix api server

* add chat api and test

* del request.n
2024-05-08 15:20:53 +00:00
Jianghai de378cd2ab [Inference] Finish Online Serving Test, add streaming output api, continuous batching test and example (#5432)
* finish online test and add examples

* fix test_contionus_batching

* fix some bugs

* fix bash

* fix

* fix inference

* finish revision

* fix typos

* revision
2024-05-08 15:20:52 +00:00
Jianghai 69cd7e069d [Inference] ADD async and sync Api server using FastAPI (#5396)
* add api server

* fix

* add

* add completion service and fix bug

* add generation config

* revise shardformer

* fix bugs

* add docstrings and fix some bugs

* fix bugs and add choices for prompt template
2024-05-08 15:18:28 +00:00
yuehuayingxueluo 9c2fe7935f
[Inference]Adapt temperature processing logic (#5689)
* Adapt temperature processing logic

* add ValueError for top_p and top_k

* add GQA Test

* fix except_msg
2024-05-08 17:58:29 +08:00
Yuanheng Zhao 55cc7f3df7
[Fix] Fix Inference Example, Tests, and Requirements (#5688)
* 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
2024-05-08 11:30:15 +08:00
Yuanheng Zhao 8754abae24 [Fix] Fix & Update Inference Tests (compatibility w/ main) 2024-05-05 16:28:56 +00:00
Yuanheng Zhao 537a3cbc4d
[kernel] Support New KCache Layout - Triton Kernel (#5677)
* kvmemcpy triton for new kcache layout

* revise tests for new kcache layout

* naive triton flash decoding - new kcache layout

* rotary triton kernel - new kcache layout

* remove redundancy - triton decoding

* remove redundancy - triton kvcache copy

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2024-05-03 17:20:45 +08:00
Steve Luo 5cd75ce4c7
[Inference/Kernel] refactor kvcache manager and rotary_embedding and kvcache_memcpy oper… (#5663)
* refactor kvcache manager and rotary_embedding and kvcache_memcpy operator

* refactor decode_kv_cache_memcpy

* enable alibi in pagedattention
2024-04-30 15:52:23 +08:00
yuehuayingxueluo 5f00002e43
[Inference] Adapt Baichuan2-13B TP (#5659)
* adapt to baichuan2 13B

* add baichuan2 13B TP

* update baichuan tp logic

* rm unused code

* Fix TP logic

* fix alibi slopes tp logic

* rm nn.Module

* Polished the code.

* change BAICHUAN_MODEL_NAME_OR_PATH

* Modified the logic for loading Baichuan weights.

* fix typos
2024-04-30 15:47:07 +08:00
Yuanheng Zhao 5be590b99e
[kernel] Support new KCache Layout - Context Attention Triton Kernel (#5658)
* add context attn triton kernel - new kcache layout

* add benchmark triton

* tiny revise

* trivial - code style, comment
2024-04-26 17:51:49 +08:00
yuehuayingxueluo 3c91e3f176
[Inference]Adapt to baichuan2 13B (#5614)
* adapt to baichuan2 13B

* adapt to baichuan2 13B

* change BAICHUAN_MODEL_NAME_OR_PATH

* fix test_decoding_attn.py

* Modifications based on review comments.

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* mv attn mask processes to test flash decoding

* mv get_alibi_slopes baichuan modeling

* fix bugs in test_baichuan.py
2024-04-25 23:11:30 +08:00
Steve Luo a8fd3b0342
[Inference/Kernel] Optimize paged attention: Refactor key cache layout (#5643)
* 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])

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2024-04-25 14:24:02 +08:00
yuehuayingxueluo 12f10d5b0b
[Fix/Inference]Fix CUDA Rotary Rmbedding GQA (#5623)
* fix rotary embedding GQA

* change test_rotary_embdding_unpad.py KH
2024-04-23 13:44:49 +08:00
Yuanheng Zhao 5d4c1fe8f5
[Fix/Inference] Fix GQA Triton and Support Llama3 (#5624)
* [fix] GQA calling of flash decoding triton

* fix kv cache alloc shape

* fix rotary triton - GQA

* fix sequence max length assigning

* Sequence max length logic

* fix scheduling and spec-dec

* skip without import error

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2024-04-23 13:09:55 +08:00
Steve Luo ccf72797e3
feat baichuan2 rmsnorm whose hidden size equals to 5120 (#5611) 2024-04-19 15:34:53 +08:00
Runyu Lu e37ee2fb65
[Feat]Tensor Model Parallel Support For Inference (#5563)
* tensor parallel support naive source

* [fix]precision, model load and refactor the framework

* add tp unit test

* docstring

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2024-04-18 16:56:46 +08:00
Steve Luo be396ad6cc
[Inference/Kernel] Add Paged Decoding kernel, sequence split within the same thread block (#5531)
* feat flash decoding for paged attention

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2024-04-18 16:45:07 +08:00
yuehuayingxueluo 56b222eff8
[inference/model]Adapted to the baichuan2-7B model (#5591)
* 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'
2024-04-15 16:53:02 +08:00
Yuanheng Zhao e60d430cf5 [Fix] resolve conflicts of rebasing feat/speculative-decoding (#5557)
- resolve conflicts of rebasing feat/speculative-decoding
2024-04-10 18:13:49 +08:00
Yuanheng Zhao d85d91435a [Inference/SpecDec] Support GLIDE Drafter Model (#5455)
* add glide-llama policy and modeling

* update glide modeling, compitable with transformers 4.36.2

* revise glide llama modeling/usage

* fix issues of glimpsing large kv

* revise the way re-loading params for glide drafter

* fix drafter and engine tests

* enable convert to glide strict=False

* revise glide llama modeling

* revise vicuna prompt template

* revise drafter and tests

* apply usage of glide model in engine
2024-04-10 11:07:52 +08:00
Yuanheng Zhao a37f82629d [Inference/SpecDec] Add Speculative Decoding Implementation (#5423)
* fix flash decoding mask during verification

* add spec-dec

* add test for spec-dec

* revise drafter init

* remove drafter sampling

* retire past kv in drafter

* (trivial) rename attrs

* (trivial) rename arg

* revise how we enable/disable spec-dec
2024-04-10 11:07:52 +08:00
Yuanheng Zhao 5a9b05f7b2 [Inference/SpecDec] Add Basic Drafter Model Container (#5405)
* [Infer/Fix] Fix Dependency in test - RMSNorm kernel (#5399)

fix dependency in pytest

* add drafter model container (basic ver)
2024-04-10 11:07:51 +08:00
Yuanheng Zhao d63c469f45 [Infer] Revise and Adapt Triton Kernels for Spec-Dec (#5401)
* [Infer/Fix] Fix Dependency in test - RMSNorm kernel (#5399)

fix dependency in pytest

* resolve conflicts for revising flash-attn

* adapt kv cache copy kernel for spec-dec

* fix seqlen-n kvcache copy kernel/tests

* test kvcache copy - use torch.equal

* add assertions

* (trivial) comment out
2024-04-10 11:07:51 +08:00
yuehuayingxueluo 04aca9e55b
[Inference/Kernel]Add get_cos_and_sin Kernel (#5528)
* Add get_cos_and_sin kernel

* fix code comments

* fix code typos

* merge common codes of get_cos_and_sin kernel.

* Fixed a typo

* Changed 'asset allclose' to 'assert equal'.
2024-04-01 13:47:14 +08:00
Runyu Lu 68e9396bc0 [fix] merge conflicts 2024-03-25 14:48:28 +08:00
yuehuayingxueluo 87079cffe8
[Inference]Support FP16/BF16 Flash Attention 2 And Add high_precision Flag To Rotary Embedding (#5461)
* Support FP16/BF16 Flash Attention 2

* fix bugs in test_kv_cache_memcpy.py

* add context_kv_cache_memcpy_kernel.cu

* rm typename MT

* add tail process

* add high_precision

* add high_precision to config.py

* rm unused code

* change the comment for the high_precision parameter

* update test_rotary_embdding_unpad.py

* fix vector_copy_utils.h

* add comment for self.high_precision when using float32
2024-03-25 13:40:34 +08:00
Runyu Lu 9fe61b4475 [fix] 2024-03-25 11:37:58 +08:00
Runyu Lu aabc9fb6aa [feat] add use_cuda_kernel option 2024-03-19 13:24:25 +08:00
Runyu Lu d02e257abd
Merge branch 'feature/colossal-infer' into colossal-infer-cuda-graph 2024-03-14 10:37:05 +08:00
Runyu Lu ae24b4f025 diverse tests 2024-03-14 10:35:08 +08:00
Runyu Lu 1821a6dab0 [fix] pytest and fix dyn grid bug 2024-03-13 17:28:32 +08:00
yuehuayingxueluo f366a5ea1f
[Inference/kernel]Add Fused Rotary Embedding and KVCache Memcopy CUDA Kernel (#5418)
* add rotary embedding kernel

* add rotary_embedding_kernel

* add fused rotary_emb and kvcache memcopy

* add fused_rotary_emb_and_cache_kernel.cu

* add fused_rotary_emb_and_memcopy

* fix bugs in fused_rotary_emb_and_cache_kernel.cu

* fix ci bugs

* use vec memcopy and opt the  gloabl memory access

* fix code style

* fix test_rotary_embdding_unpad.py

* codes revised based on the review comments

* fix bugs about include path

* rm inline
2024-03-13 17:20:03 +08:00
Steve Luo ed431de4e4
fix rmsnorm template function invocation problem(template function partial specialization is not allowed in Cpp) and luckily pass e2e precision test (#5454) 2024-03-13 16:00:55 +08:00
Steve Luo f7aecc0c6b
feat rmsnorm cuda kernel and add unittest, benchmark script (#5417) 2024-03-08 16:21:12 +08:00
xs_courtesy 95c21498d4 add silu_and_mul for infer 2024-03-07 16:57:49 +08:00
yuehuayingxueluo 0aa27f1961
[Inference]Move benchmark-related code to the example directory. (#5408)
* move benchmark-related code to the example directory.

* fix bugs in test_fused_rotary_embedding.py
2024-02-28 16:46:03 +08:00
yuehuayingxueluo 600881a8ea
[Inference]Add CUDA KVCache Kernel (#5406)
* add cuda KVCache kernel

* annotation benchmark_kvcache_copy

* add use cuda

* fix import path

* move benchmark scripts to example/

* rm benchmark codes in test_kv_cache_memcpy.py

* rm redundancy codes

* rm redundancy codes

* pr was modified according to the review
2024-02-28 14:36:50 +08:00