Commit Graph

190 Commits

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'

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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

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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

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---------

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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: Edenzzzz <wenxuan.tan@wisc.edu>
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
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Co-authored-by: Guangyao Zhang <xjtu521@qq.com>
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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>
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Co-authored-by: zhurunhua <1281592874@qq.com>
Co-authored-by: Insu Jang <insujang@umich.edu>
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Co-authored-by: hxwang <wang1570@e.ntu.edu.sg>
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Co-authored-by: Wang Binluo <32676639+wangbluo@users.noreply.github.com>
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* [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

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* 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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* [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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2024-10-08 15:58:00 +08:00
Yuanheng Zhao
bd38fe6b91 [NFC] Fix code factors on inference triton kernels (#5743) 2024-05-21 22:12:15 +08:00
Yuanheng Zhao
56ed09aba5 [sync] resolve conflicts of merging main 2024-05-05 05:14:00 +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

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2024-05-03 17:20:45 +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.

* change BAICHUAN_MODEL_NAME_OR_PATH

* 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
flybird11111
148506c828 [coloattention]modify coloattention (#5627)
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2024-04-25 10:47:14 +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
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
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
Yuanheng
7ca1d1c545 remove outdated triton test 2024-04-08 17:00:55 +08:00
Yuanheng
ce9401ad52 remove unused triton kernels 2024-04-08 16:25:12 +08:00
Yuanheng
ed5ebd1735 [Fix] resolve conflicts of merging main 2024-04-08 16:21:47 +08:00
Hongxin Liu
641b1ee71a [devops] remove post commit ci (#5566)
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2024-04-08 15:09:40 +08:00
Hongxin Liu
19e1a5cf16 [shardformer] update colo attention to support custom mask (#5510)
* [feature] refactor colo attention (#5462)

* [extension] update api

* [feature] add colo attention

* [feature] update sdpa

* [feature] update npu attention

* [feature] update flash-attn

* [test] add flash attn test

* [test] update flash attn test

* [shardformer] update modeling to fit colo attention (#5465)

* [misc] refactor folder structure

* [shardformer] update llama flash-attn

* [shardformer] fix llama policy

* [devops] update tensornvme install

* [test] update llama test

* [shardformer] update colo attn kernel dispatch

* [shardformer] update blip2

* [shardformer] update chatglm

* [shardformer] update gpt2

* [shardformer] update gptj

* [shardformer] update opt

* [shardformer] update vit

* [shardformer] update colo attention mask prep

* [shardformer] update whisper

* [test] fix shardformer tests (#5514)

* [test] fix shardformer tests

* [test] fix shardformer tests
2024-03-27 11:19:32 +08:00
Runyu Lu
b2c0d9ff2b [fix] multi graphs capture error 2024-03-11 10:49:31 +08:00
Runyu Lu
cefaeb5fdd [feat] cuda graph support and refactor non-functional api 2024-03-08 14:19:35 +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
yuehuayingxueluo
2a718c8be8 Optimized the execution interval time between cuda kernels caused by view and memcopy (#5390)
* opt_view_and_memcopy

* fix bugs in ci

* fix ci bugs

* update benchmark scripts

* fix ci bugs
2024-02-21 13:23:57 +08:00
Jianghai
730103819d [Inference]Fused kv copy into rotary calculation (#5383)
* revise rotary embedding

* remove useless print

* adapt

* fix

* add

* fix

* modeling

* fix

* fix

* fix

* fused kv copy

* fused copy

* colossalai/kernel/triton/no_pad_rotary_embedding.py

* del padding llama

* del
2024-02-21 11:31:48 +08:00
yuehuayingxueluo
6fb4bcbb24 [Inference/opt] Fused KVCahce Memcopy (#5374)
* fused kv memcopy

* add TODO in test_kvcache_copy.py
2024-02-07 17:15:42 +08:00
Frank Lee
8106ede07f Revert "[Inference] Adapt to Fused rotary (#5348)" (#5373)
This reverts commit 9f4ab2eb92.
2024-02-07 14:27:04 +08:00
Jianghai
9f4ab2eb92 [Inference] Adapt to Fused rotary (#5348)
* revise rotary embedding

* remove useless print

* adapt

* fix

* add

* fix

* modeling

* fix

* fix

* fix
2024-02-07 11:36:04 +08:00
yuehuayingxueluo
35382a7fbf [Inference]Fused the gate and up proj in mlp,and optimized the autograd process. (#5365)
* fused the gate and up proj in mlp

* fix code styles

* opt auto_grad

* rollback test_inference_engine.py

* modifications based on the review feedback.

* fix bugs in flash attn

* Change reshape to view

* fix test_rmsnorm_triton.py
2024-02-06 19:38:25 +08:00
yuehuayingxueluo
21ad4a27f9 [Inference/opt]Optimize the mid tensor of RMS Norm (#5350)
* opt rms_norm

* fix bugs in rms_layernorm
2024-02-02 15:06:01 +08:00
yuehuayingxueluo
249644c23b [Inference]Repalce Attention layer and MLP layer by shardformer to optimize the weight transpose operation,add fused_qkv and fused linear_add (#5340)
* add fused qkv

* replace attn and mlp by shardformer

* fix bugs in mlp

* add docstrings

* fix test_inference_engine.py

* add optimize unbind

* add fused_addmm

* rm squeeze(1)

* refactor codes

* fix ci bugs

* rename ShardFormerLlamaMLP and ShardFormerLlamaAttention

* Removed the dependency on LlamaFlashAttention2

* rollback test_inference_engine.py
2024-02-01 15:49:39 +08:00
Jianghai
df0aa49585 [Inference] Kernel Fusion, fused copy kv cache into rotary embedding (#5336)
* revise rotary embedding

* remove useless print

* adapt
2024-01-31 16:31:29 +08:00
FrankLeeeee
c565519913 merge commit 2024-01-31 10:41:47 +08:00
Yuanheng Zhao
5f98a9d68a [Infer] Optimize Blocked KVCache And Kernels Using It (#5325)
* revise shape of kvcache (context attn kernel)

* revise shape of kvcache (flash decoding kernel)

* revise shape of kvcache (kvcache copy) and attn func

* init of kvcache in kvcache manager

* revise llama modeling

* revise block size retrieval

* use torch for rms_norm benchmarking

* revise block size retrieval
2024-01-30 16:06:09 +08:00
Jianghai
1f8a75d470 [Inference] Update rms norm kernel, benchmark with vLLM (#5315)
* add

* xi

* del

* del

* fix
2024-01-29 10:22:33 +08:00
Jianghai
7ddd8b37f0 fix (#5311) 2024-01-26 15:02:12 +08:00
yuehuayingxueluo
4f28cb43c0 [inference]Optimize the usage of the mid tensors space in flash attn (#5304)
* opt flash attn

* opt tmp tensor

* fix benchmark_llama

* fix code style

* fix None logic for output tensor

* fix adapted to get_xine_cache

* add comment

* fix ci bugs

* fix some codes

* rm duplicated codes

* rm duplicated codes

* fix code style

* add _get_dtype in config.py
2024-01-26 14:00:10 +08:00
Frank Lee
7cfed5f076 [feat] refactored extension module (#5298)
* [feat] refactored extension module

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish
2024-01-25 17:01:48 +08:00
Yuanheng Zhao
af8359c430 [hotfix] fix boundary check in batch (#5306) 2024-01-25 10:23:12 +08:00
Jianghai
c647e00e3c [Inference]Add fused rotary kernel and get cos cache kernel (#5302)
* add fused rotary and get cos cache func

* staged

* fix bugs

* fix bugs
2024-01-24 16:20:42 +08:00
Yuanheng Zhao
3da9993b0d [Kernel/Fix] Revise flash attention triton kernel API and add benchmark (#5301)
* fix decoding kernel pytest

* revise and add triton context attn benchmark
2024-01-23 17:16:02 +08:00
yuehuayingxueluo
bfff9254ac [inference] Adapted to Rotary Embedding and RMS Norm (#5283)
* adapted to rotary_embedding

* adapted to nopad rms norm

* fix bugs in benchmark

* fix flash_decoding.py
2024-01-22 10:55:34 +08:00
Yuanheng Zhao
6e487e7d3c [kernel/fix] Performance Optimization for Decoding Kernel and Benchmarking (#5274)
* prevent re-creating intermediate tensors

* add singleton class holding intermediate values

* fix triton kernel api

* add benchmark in pytest

* fix kernel api and add benchmark

* revise flash decoding triton kernel in/out shapes

* fix calling of triton kernel in modeling

* fix pytest: extract to util functions
2024-01-19 15:47:16 +08:00
Yaozheng Fang
5ae9099f92 [kernel] Add RMSLayerNorm triton kernel (#5262)
* add layerrmsnorm triton kernel

* add layerrmsnorm kernel

* modify the atol and rtol in test file

* Remove the logics of mean computations, and update the name of ther kernel functions and files

* add benchmark of rms norm
2024-01-18 10:21:03 +08:00
Yuanheng Zhao
0f2b46a41c [kernel] Revise KVCache copy triton kernel API (#5273)
* [kernel/fix] revise kvcache copy kernel api

* fix benchmark
2024-01-16 14:41:02 +08:00
Yuanheng Zhao
fa85e02b3b [kernel] Add KV cache copy kernel during decoding (#5261)
* add kv copy triton kernel during decoding stage

* add pytest and fix kernel

* fix test utilities

* revise kernel config

* add benchmark for kvcache copy
2024-01-15 17:37:20 +08:00
Yuanheng Zhao
1513f20f4d [kernel] Add flash decoding triton kernel for blocked kv cache (#5249)
* add flash decoding unpad triton kernel

* rename flash decoding kernel

* add kernel testing (draft)

* revise pytest

* support kv group (GQA)

* (trivial) fix api and pytest

* (trivial) func renaming

* (trivial) func/file renaming

* refactor pytest for attention

* (trivial) format and consistent vars of context/decode attn

* (trivial) remove test redundancy
2024-01-11 13:46:14 +00:00
Jianghai
fded91d049 [Inference] Kernel: no pad rotary embedding (#5252)
* fix bugs

* comment

* use more accurate atol

* fix
2024-01-11 13:46:14 +00:00
Yuanheng Zhao
07b5283b6a [kernel] Add triton kernel for context attention (FAv2) without padding (#5192)
* add context attn unpadded triton kernel

* test compatibility

* kv cache copy (testing)

* fix k/v cache copy

* fix kv cache copy and test

* fix boundary of block ptrs

* add support for GQA/MQA and testing

* fix import statement

---------

Co-authored-by: Round Heng <yuanhengzhao@Rounds-MacBook-Pro.local>
2024-01-11 13:39:56 +00:00
Yuanheng Zhao
2bb92243d4 [Inference/NFC] Clean outdated inference tests and deprecated kernels (#5159)
* [inference/nfc] remove outdated inference tests

* remove outdated kernel tests

* remove deprecated triton kernels

* remove imports from deprecated kernels
2024-01-11 13:39:29 +00:00
Hongxin Liu
d202cc28c0 [npu] change device to accelerator api (#5239)
* update accelerator

* fix timer

* fix amp

* update

* fix

* update bug

* add error raise

* fix autocast

* fix set device

* remove doc accelerator

* update doc

* update doc

* update doc

* use nullcontext

* update cpu

* update null context

* change time limit for example

* udpate

* update

* update

* update

* [npu] polish accelerator code

---------

Co-authored-by: Xuanlei Zhao <xuanlei.zhao@gmail.com>
Co-authored-by: zxl <43881818+oahzxl@users.noreply.github.com>
2024-01-09 10:20:05 +08:00
Xuanlei Zhao
dd2c28a323 [npu] use extension for op builder (#5172)
* update extension

* update cpu adam

* update is

* add doc for cpu adam

* update kernel

* update commit

* update flash

* update memory efficient

* update flash attn

* update flash attention loader

* update api

* fix

* update doc

* update example time limit

* reverse change

* fix doc

* remove useless kernel

* fix

* not use warning

* update

* update
2024-01-08 11:39:16 +08:00
Xuanlei Zhao
d6df19bae7 [npu] support triangle attention for llama (#5130)
* update fused attn

* update spda

* tri attn

* update triangle

* import

* fix

* fix
2023-11-30 14:21:30 +08:00
Jun Gao
dce05da535 fix thrust-transform-reduce error (#5078) 2023-11-21 15:09:35 +08:00
Hongxin Liu
e5ce4c8ea6 [npu] add npu support for gemini and zero (#5067)
* [npu] setup device utils (#5047)

* [npu] add npu device support

* [npu] support low level zero

* [test] update npu zero plugin test

* [hotfix] fix import

* [test] recover tests

* [npu] gemini support npu (#5052)

* [npu] refactor device utils

* [gemini] support npu

* [example] llama2+gemini support npu

* [kernel] add arm cpu adam kernel (#5065)

* [kernel] add arm cpu adam

* [optim] update adam optimizer

* [kernel] arm cpu adam remove bf16 support
2023-11-20 16:12:41 +08:00