Commit Graph

88 Commits (eb69e640e58ab89bf2e4d5955fa91d9eff55b61c)

Author SHA1 Message Date
Hongxin Liu a15ab139ad
[plugin] support get_grad_norm (#6115) 2024-11-05 18:12:47 +08:00
Hongxin Liu c2e8f61592
[checkpointio] fix hybrid plugin model save (#6106) 2024-10-31 17:04:53 +08:00
Hongxin Liu 58d8b8a2dd
[misc] fit torch api upgradation and remove legecy import (#6093)
* [amp] fit torch's new api

* [amp] fix api call

* [amp] fix api call

* [misc] fit torch pytree api upgrade

* [misc] remove legacy import

* [misc] fit torch amp api

* [misc] fit torch amp api
2024-10-18 16:48:52 +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
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

* [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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* [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)

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

* [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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* [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)

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* fix the merge

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* fix the merge

* fix

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* 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

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2024-08-22 09:21:34 +08:00
Hongxin Liu 8241c0c054
[fp8] support gemini plugin (#5978)
* [fp8] refactor hook

* [fp8] support gemini plugin

* [example] add fp8 option for llama benchmark
2024-08-09 14:09:48 +08:00
Hanks b480eec738
[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

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* add skip the test if torch < 2.2.0

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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

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2024-08-08 15:55:01 +08:00
botbw 8e718a1421
[gemini] fixes for benchmarking (#5847)
* [gemini] fix missing return

* [gemini] fix missing arg pass

* [gemini] use gather tensor instead of list

* [test] enable flash attention for benchmark by default

* [test] enable flash attention for benchmark by default

---------

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2024-06-26 15:52:09 +08:00
botbw 8a5c86439a
[gemini] fix missing return (#5845) 2024-06-21 11:38:40 +08:00
botbw 3bcbba9262
[gemini] quick fix on possible async operation (#5803)
* [gemini] quick fix on possible async operation

* [gemini] quick fix on possible async operation
2024-06-13 10:35:17 +08:00
Haze188 d9dddf574f
[Gemini] Use async stream to prefetch and h2d data moving (#5781)
* use async stream to prefetch and h2d data moving

* Remove redundant code
2024-06-12 15:48:52 +08:00
botbw 3f7e3131d9
[gemini] optimize reduce scatter d2h copy (#5760)
* [gemini] optimize reduce scatter d2h copy

* [fix] fix missing reduce variable

* [refactor] remove legacy async reduce scatter code

* [gemini] missing sync

* Revert "[refactor] remove legacy async reduce scatter code"

This reverts commit 58ad76d466.

* [gemini] further optimize with async all reduce

* [fix] pass flag from manager to chunk
2024-06-05 14:23:13 +08:00
hxwang 8547562884 [chore] remove unnecessary assert since compute list might not be recorded 2024-05-28 05:16:02 +00:00
hxwang e5e3320948 [bug] continue fix 2024-05-28 02:41:23 +00:00
hxwang 936dd96dbb [bug] workaround for idx fix 2024-05-28 02:33:12 +00:00
hxwang ff507b755e Merge branch 'main' of github.com:hpcaitech/ColossalAI into prefetch 2024-05-24 04:05:07 +00:00
botbw 2fc85abf43
[gemini] async grad chunk reduce (all-reduce&reduce-scatter) (#5713)
* [gemini] async grad chunk reduce (all-reduce&reduce-scatter)

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* [gemini] add test

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* [gemini] use tensor counter

* [gemini] change default config in GeminiPlugin and GeminiDDP

* [chore] typo

* [gemini] fix sync issue & add test cases

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2024-05-24 10:31:16 +08:00
botbw 13c06d36a3
[bug] fix early return (#5740)
* [bug] fix silly bug

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* [chore] add test for prefetch

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2024-05-21 14:21:58 +08:00
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2024-05-21 02:09:15 +00:00
hxwang 137a7c341b [chore] fix init error 2024-05-21 02:07:21 +00:00
genghaozhe 90d8d0183c remove personal comments 2024-05-20 07:28:20 +00:00
genghaozhe bfcb2d1ff8 refactor the code structure to solve the circular import 2024-05-20 07:25:24 +00:00
genghaozhe 1ec92d29af remove perf log, unrelated file and so on 2024-05-20 05:23:26 +00:00
genghaozhe 5c6c5d6be3 remove comments 2024-05-20 05:23:12 +00:00
genghaozhe 7416e4943b fix conflicts to beautify the code 2024-05-20 04:09:51 +00:00
genghaozhe d22bf30ca6 implement auto policy prefetch and modify a little origin code. 2024-05-20 04:01:53 +00:00
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2024-05-20 03:00:07 +00:00
hxwang a55a9e298b [gemini] init auto policy prefetch 2024-05-20 02:21:17 +00:00
genghaozhe 06a3a100b3 remove unrelated code 2024-05-17 10:57:49 +00:00
genghaozhe 3d625ca836 add some todo Message 2024-05-17 10:55:28 +00:00
botbw e57812c672
[chore] Update placement_policy.py 2024-05-17 13:42:18 +08:00
genghaozhe 013690a86b remove set(all_chunks) 2024-05-16 09:57:51 +00:00
hxwang 6efbadba25 [chore] remove debugging info 2024-05-16 16:46:39 +08:00
hxwang 20701d4533 [chore] remove print 2024-05-16 16:45:50 +08:00
hxwang f45f8a2aa7 [gemini] maxprefetch means maximum work to keep 2024-05-16 16:12:53 +08:00
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2024-05-16 07:26:20 +00:00
hxwang 2e68eebdfe [chore] refactor & sync 2024-05-16 07:22:10 +00:00
hxwang 4148ceed9f [gemini] use compute_chunk to find next chunk 2024-05-16 13:17:26 +08:00
hxwang b2e9745888 [chore] sync 2024-05-16 04:45:06 +00:00
hxwang 6e38eafebe [gemini] prefetch chunks 2024-05-15 16:51:44 +08:00
flybird11111 d4c5ef441e
[gemini]remove registered gradients hooks (#5696)
* fix gemini

fix gemini

* fix

fix
2024-05-09 10:29:49 +08:00
Wang Binluo 0d0a582033
[shardformer] update transformers (#5583)
* flash_attention forward upgrade

* llama_model_forward

* remove useless comment

* update the requirements.txt

* add the transformers version requirements

* remove the LATEST VERSION try

* [shardformer] update bloom model (#5518)

* update bloom model

* remove the version restriction

* [shardformer] update_falcon (#5520)

* [shardformer] update mistral model (#5511)

* [shardformer] update gpt2 (#5502)

* [shardformer] update gptj model (#5503)

* [shardformer] update opt (#5522)

* [shardformer] update t5 model (#5524)

* [shardformer] update whisper model (#5529)

* [shardformer] update vit model (#5530)

* update vit model

* remove the output_hidden_states

* [shardformer] fix llama modeling

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* [zero] support multiple (partial) backward passes (#5596)

* [zero] support multiple (partial) backward passes

* [misc] update requirements

* [zero] support multiple (partial) backward passes (#5596)

* [zero] support multiple (partial) backward passes

* [misc] update requirements

* fix conflicts

* [doc] fix ColossalMoE readme (#5599)

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2024-04-24 22:51:50 +08:00
flybird11111 a0ad587c24
[shardformer] refactor embedding resize (#5603)
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Co-authored-by: Wenhao Chen <cwher@outlook.com>

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* [shardformer, pipeline] add `gradient_checkpointing_ratio` and heterogenous shard policy for llama (#5508)

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Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>

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2024-04-18 16:10:18 +08:00
Hongxin Liu 7303801854
[llama] fix training and inference scripts (#5384)
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2024-02-19 16:41:04 +08:00
Hongxin Liu ffffc32dc7
[checkpointio] fix gemini and hybrid parallel optim checkpoint (#5347)
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2024-02-01 16:13:06 +08:00
Frank Lee 8823cc4831
Merge pull request #5310 from hpcaitech/feature/npu
Feature/npu
2024-01-29 13:49:39 +08:00
Frank Lee 7cfed5f076
[feat] refactored extension module (#5298)
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2024-01-25 17:01:48 +08:00
digger yu bce9499ed3
fix some typo (#5307) 2024-01-25 13:56:27 +08:00
ver217 148469348a Merge branch 'main' into sync/npu 2024-01-18 12:05:21 +08:00
Hongxin Liu d202cc28c0
[npu] change device to accelerator api (#5239)
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2024-01-09 10:20:05 +08:00