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Author SHA1 Message Date
flybird11111 64f74a157e
[NPU]support npu (#6089) 
* support npu

* support pretrain

support pretrain

fix

* support lora

fix

fix

* support chatglm

fix

fxi

fix

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

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fix

fix

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

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fix

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

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fix

fix

fix

* Update train.py

* Update train.py
 2024-11-20 15:28:35 +08:00
Tong Li 4c8e85ee0d
[Coati] Train DPO using PP (#6054) 
* update dpo

* remove unsupport plugin

* update msg

* update dpo

* remove unsupport plugin

* update msg

* update template

* update dataset

* add pp for dpo

* update dpo

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

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* add dpo fn

* update dpo

* update dpo

* update dpo

* update dpo

* minor update

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* update loss

* update help

* polish code

---------

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 2024-10-11 19:32:00 +08:00
Hongxin Liu dc2cdaf3e8
[shardformer] optimize seq parallelism (#6086) 
* [shardformer] optimize seq parallelism

* [shardformer] fix gpt2 fused linear col

* [plugin] update gemini plugin

* [plugin] update moe hybrid plugin

* [test] update gpt2 fused linear test

* [shardformer] fix gpt2 fused linear reduce
 2024-10-11 13:44:40 +08:00
Hongxin Liu 646b3c5a90
[shardformer] fix linear 1d row and support uneven splits for fused qkv linear (#6084) 
* [tp] hotfix linear row

* [tp] support uneven split for fused linear

* [tp] support sp for fused linear

* [tp] fix gpt2 mlp policy

* [tp] fix gather fused and add fused linear row
 2024-10-10 14:34:45 +08:00
botbw 4fa6b9509c
[moe] add parallel strategy for shared_expert && fix test for deepseek (#6063) 2024-09-18 10:09:01 +08:00
wangbluo 10e4f7da72 fix 2024-09-16 13:45:04 +08:00
Wang Binluo 37e35230ff
Merge pull request #6061 from wangbluo/sp_fix 
[sp] : fix the attention kernel for sp
 2024-09-14 20:54:35 +08:00
wangbluo 827ef3ee9a fix 2024-09-14 10:40:35 +00:00
Guangyao Zhang bdb125f83f
[doc] FP8 training and communication document (#6050) 
* Add FP8 training and communication document

* add fp8 docstring for plugins

* fix typo

* fix typo
 2024-09-14 11:01:05 +08:00
Guangyao Zhang f20b066c59
[fp8] Disable all_gather intranode. Disable Redundant all_gather fp8 (#6059) 
* all_gather only internode, fix pytest

* fix cuda arch <89 compile pytest error

* fix pytest failure

* disable all_gather_into_tensor_flat_fp8

* fix fp8 format

* fix pytest

* fix conversations

* fix chunk tuple to list
 2024-09-14 10:40:01 +08:00
wangbluo b582319273 fix 2024-09-13 10:24:41 +00:00
wangbluo 0ad3129cb9 fix 2024-09-13 09:01:26 +00:00
wangbluo 0b14a5512e fix 2024-09-13 07:06:14 +00:00
botbw 696fced0d7
[fp8] fix missing fp8_comm flag in mixtral (#6057) 2024-09-13 14:30:05 +08:00
wangbluo dc032172c3 fix 2024-09-13 06:00:58 +00:00
wangbluo f393867cff fix 2024-09-13 05:24:52 +00:00
wangbluo 6eb8832366 fix 2024-09-13 05:06:56 +00:00
wangbluo 683179cefd fix 2024-09-13 03:40:56 +00:00
wangbluo 0a01e2a453 fix the attn 2024-09-13 03:38:35 +00:00
pre-commit-ci[bot] 216d54e374 [pre-commit.ci] auto fixes from pre-commit.com hooks 
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 2024-09-13 02:38:40 +00:00
wangbluo fdd84b9087 fix the sp 2024-09-13 02:32:03 +00:00
Hongxin Liu 13946c4448
[fp8] hotfix backward hook (#6053) 
* [fp8] hotfix backward hook

* [fp8] hotfix pipeline loss accumulation
 2024-09-11 16:11:25 +08:00
botbw c54c4fcd15
[hotfix] moe hybrid parallelism benchmark & follow-up fix (#6048) 
* [example] pass use_fp8_comm flag to all plugins

* [example] add mixtral benchmark

* [moe] refine assertion and check

* [moe] fix mixtral & add more tests

* [moe] consider checking dp * sp group and moe_dp_group

* [mixtral] remove gate tp & add more tests

* [deepseek] fix tp & sp for deepseek

* [mixtral] minor fix

* [deepseek] add deepseek benchmark
 2024-09-10 17:30:53 +08:00
Wenxuan Tan 8fd25d6e09
[Feature] Split cross-entropy computation in SP (#5959) 
* halfway

* fix cross-PP-stage position id length diff bug

* fix typo

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

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* unified cross entropy func for all shardformer models

* remove redundant lines

* add basic ring attn; debug cross entropy

* fwd bwd logic complete

* fwd bwd logic complete; add experimental triton rescale

* precision tests passed

* precision tests passed

* fix typos and remove misc files

* update softmax_lse shape by new interface

* change tester name

* remove buffer clone; support packed seq layout

* add varlen tests

* fix typo

* all tests passed

* add dkv_group; fix mask

* remove debug statements

* adapt chatglm, command-R, qwen

* debug

* halfway

* 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

* unified cross entropy func for all shardformer models

* remove redundant lines

* add basic ring attn; debug cross entropy

* fwd bwd logic complete

* fwd bwd logic complete; add experimental triton rescale

* precision tests passed

* precision tests passed

* fix typos and remove misc files

* add sp_mode to benchmark; fix varlen interface

* update softmax_lse shape by new interface

* add varlen tests

* fix typo

* all tests passed

* add dkv_group; fix mask

* remove debug statements

* add comments

* q1 index only once

* remove events to simplify stream sync

* simplify forward/backward logic

* 2d ring forward passed

* 2d ring backward passed

* fixes

* fix ring attn loss

* 2D ring backward + llama passed

* merge

* update logger

* fix typo

* rebase

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* fix typo

* remove typos

* fixes

* support GPT

---------

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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
 2024-09-10 12:06:50 +08:00
Hanks 5ce6dd75bf
[fp8] disable all_to_all_fp8 in intranode (#6045) 
* enhance all_to_all_fp8 with internode comm control

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

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* disable some fp8 ops due to performance issue

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

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---------

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 2024-09-09 13:47:17 +08:00
Hongxin Liu 26e553937b
[fp8] fix linear hook (#6046) 2024-09-03 16:37:16 +08:00
Hongxin Liu c3b5caff0e
[fp8] optimize all-gather (#6043) 
* [fp8] optimize all-gather

* [fp8] fix all gather fp8 ring

* [fp8] enable compile

* [fp8] fix all gather fp8 ring
 2024-09-03 15:45:17 +08:00
Gao, Ruiyuan e9032fb0b2
[colossalai/checkpoint_io/...] fix bug in load_state_dict_into_model; format error msg (#6020) 
* fix bug in load_state_dict_into_model; format error msg

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

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* Update utils.py

to support checking missing_keys

* Update general_checkpoint_io.py

fix bug in missing_keys error message

* retrigger tests

---------

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 2024-09-02 16:56:35 +08:00
Guangyao Zhang e96a0761ea
[FP8] unsqueeze scale to make it compatible with torch.compile (#6040) 2024-08-29 14:49:23 +08:00
Hongxin Liu cc1b0efc17
[plugin] hotfix zero plugin (#6036) 
* [plugin] hotfix zero plugin

* [plugin] hotfix zero plugin
 2024-08-28 10:16:48 +08:00
Hongxin Liu 17904cb5bf
Merge pull request #6012 from hpcaitech/feature/fp8_comm 
[fp8]  support fp8 communication and fp8 training for Colossalai
 2024-08-27 10:09:43 +08:00
pre-commit-ci[bot] 80d24ae519 [pre-commit.ci] auto fixes from pre-commit.com hooks 
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 2024-08-26 03:48:43 +00:00
wangbluo dae39999d7 fix 2024-08-26 03:45:42 +00:00
Wenxuan Tan 7cf9df07bc
[Hotfix] Fix llama fwd replacement bug (#6031) 
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
 2024-08-23 15:44:27 +08:00
Hongxin Liu caab4a307f
Merge branch 'main' into feature/fp8_comm 2024-08-22 15:14:38 +08:00
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 2024-08-22 03:04:44 +00:00
wangbluo 971b16a74f fix 2024-08-22 03:00:40 +00:00
Wang Binluo eea37da6fa
[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

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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

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* use a one cross entropy func for all shardformer models

---------

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* [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

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* 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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* 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

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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

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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

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* fix tp error

* remove unused parameters

* remove unused

* update inference

* update docs

* update inference

---------

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* [lora] lora support hybrid parallel plugin (#5956)

* lora support hybrid plugin

* fix

* fix

* fix

* fix

* Support overall loss, update KTO logging

* [Docs] clarify launch port

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

* [Hotfix] README link (#5966)

* update ignore

* update readme

* run style

* update readme

* [Hotfix] Avoid fused RMSnorm import error without apex (#5985)

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* [Chat] fix readme (#5989)

* fix readme

* fix readme, tokenization fully tested

* fix readme, tokenization fully tested

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* fix sync condition (#6000)

* [plugin] add cast inputs option for zero (#6003)

* [pre-commit.ci] pre-commit autoupdate (#5995)

updates:
- [github.com/psf/black-pre-commit-mirror: 24.4.2 → 24.8.0](https://github.com/psf/black-pre-commit-mirror/compare/24.4.2...24.8.0)

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* [misc] Bypass the huggingface bug to solve the mask mismatch problem (#5991)

* [Feature] Zigzag Ring attention (#5905)

* halfway

* fix cross-PP-stage position id length diff bug

* fix typo

* fix typo

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

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* unified cross entropy func for all shardformer models

* remove redundant lines

* add basic ring attn; debug cross entropy

* fwd bwd logic complete

* fwd bwd logic complete; add experimental triton rescale

* precision tests passed

* precision tests passed

* fix typos and remove misc files

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* add sp_mode to benchmark; fix varlen interface

* update softmax_lse shape by new interface

* change tester name

* remove buffer clone; support packed seq layout

* add varlen tests

* fix typo

* all tests passed

* add dkv_group; fix mask

* remove debug statements

---------

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

* [misc] update compatibility (#6008)

* [misc] update compatibility

* [misc] update requirements

* [devops] disable requirements cache

* [test] fix torch ddp test

* [test] fix rerun on address in use

* [test] fix lazy init

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

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* fix the merge

* fix the merge

* overlap kv comm with output rescale (#6017)

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

* 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

* [misc] Use dist logger in plugins (#6011)

* use dist logger in plugins

* remove trash

* print on rank 0

---------

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* fix

* fix

* fix

* fix

* fix the merge

* fix

* fix

* fix

* fix

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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: root <root@notebook-8f919155-6035-47b4-9c6f-1be133b9e2c9-0.notebook-8f919155-6035-47b4-9c6f-1be133b9e2c9.colossal-ai.svc.cluster.local>
 2024-08-22 09:21:34 +08:00
Hongxin Liu 0d3b0bd864
[plugin] add cast inputs option for zero (#6003) (#6022) 2024-08-21 10:21:26 +08:00
Edenzzzz dcc44aab8d
[misc] Use dist logger in plugins (#6011) 
* use dist logger in plugins

* remove trash

* print on rank 0

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>
 2024-08-20 10:32:41 +08:00
Edenzzzz f1c3266a94
overlap kv comm with output rescale (#6017) 
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
 2024-08-19 14:08:17 +08:00
Hongxin Liu 26493b97d3
[misc] update compatibility (#6008) 
* [misc] update compatibility

* [misc] update requirements

* [devops] disable requirements cache

* [test] fix torch ddp test

* [test] fix rerun on address in use

* [test] fix lazy init
 2024-08-16 18:49:14 +08:00
Edenzzzz f5c84af0b0
[Feature] Zigzag Ring attention (#5905) 
* halfway

* 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

* unified cross entropy func for all shardformer models

* remove redundant lines

* add basic ring attn; debug cross entropy

* fwd bwd logic complete

* fwd bwd logic complete; add experimental triton rescale

* precision tests passed

* precision tests passed

* fix typos and remove misc files

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

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

* add sp_mode to benchmark; fix varlen interface

* update softmax_lse shape by new interface

* change tester name

* remove buffer clone; support packed seq layout

* add varlen tests

* fix typo

* all tests passed

* add dkv_group; fix mask

* remove debug statements

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
 2024-08-16 13:56:38 +08:00
flybird11111 0a51319113
[fp8] zero support fp8 linear. (#6006) 
* fix

* fix

* fix

* zero fp8

* zero fp8

* Update requirements.txt
 2024-08-16 10:13:07 +08:00
Wang Binluo 3f09a6145f
[fp8] add use_fp8 option for MoeHybridParallelPlugin (#6009) 2024-08-16 10:12:50 +08:00
Haze188 887d2d579b
[misc] Bypass the huggingface bug to solve the mask mismatch problem (#5991) 2024-08-15 14:40:26 +08:00
botbw 1a2e90dcc1 [fp8] linear perf enhancement 2024-08-15 13:43:08 +08:00
Hongxin Liu 406f984063
[plugin] add cast inputs option for zero (#6003) 2024-08-15 10:41:22 +08:00
botbw 88fa096d78
[fp8] update torch.compile for linear_fp8 to >= 2.4.0 (#6004) 2024-08-15 10:14:42 +08:00
flybird11111 597b206001
[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

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

* fix

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
 2024-08-14 14:08:19 +08:00