Commit Graph

81 Commits (f5c84af0b01bcd2e993d38dc628793f7f0a8ba64)

Author SHA1 Message Date
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

---------

Co-authored-by: genghaozhe <939857490@qq.com>
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)

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

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* [gemini] add test

* [gemini] rename func

* [gemini] update llama benchmark

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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
pre-commit-ci[bot] 6bbe956316 [pre-commit.ci] auto fixes from pre-commit.com hooks
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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

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

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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)

* fix readme

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---------

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

* merge with main

* merge with main

* llama_model_forward

* remove useless comment

* remove the LATEST VERSION try

* [shardformer] update bloom model (#5518)

* update bloom model

* remove the version restriction

* [shardformer] update mistral model (#5511)

* [shardformer] update opt (#5522)

* [shardformer] update whisper model (#5529)

* [shardformer] fix llama modeling

* [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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* [hotfix] Fix examples no pad token & auto parallel codegen bug; (#5606)

* fix no pad token bug

* fixed some auto parallel codegen bug, but might not run on torch 2.1

---------

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

* [shardformer] fix pipeline grad ckpt (#5620)

* [shardformer] fix pipeline grad ckpt

* [shardformer] fix whisper (#5628)

* [test] fix llama model test

* fix the opt upgrade (#5634)

* [shardformer] fix attn replacement (#5636)

* [shardformer] update flashattention replacement (#5637)

* update transformers

update transformers

fix

fix

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* [test] fix llama test (#5638)

* [gemini] fix buffer cast (#5639)

* Fix shardformer upgrade (#5640)

* fix llama model

* fix the mistral

* fix the shardformer model

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

* [shardformer]support pipeline parallelism for mistral. (#5642)

* [shardformer] fix attn replacement (#5636)

* [shardformer] update flashattention replacement (#5637)

* update transformers

update transformers

fix

fix

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

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---------

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

* [Feature] Support LLaMA-3 CPT and ST (#5619)

* support LLaMA-3

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

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* Run pre-commit

---------

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

* [exampe] update llama example (#5626)

* [plugin] support dp inside for hybriad parallel

* [example] update llama benchmark

* [example] update llama benchmark

* [example] update llama readme

* [example] update llama readme

* [example] llama3 (#5631)

* release llama3

* [release] llama3

* [release] llama3

* [release] llama3

* [release] llama3

* [test] fix llama test (#5638)

* [gemini] fix buffer cast (#5639)

* support pp for mistral

* fix

* fix

fix

fix

* fix

---------

Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Tong Li <tong.li352711588@gmail.com>
Co-authored-by: binmakeswell <binmakeswell@gmail.com>

---------

Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Camille Zhong <44392324+Camille7777@users.noreply.github.com>
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Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: flybird11111 <1829166702@qq.com>
Co-authored-by: Tong Li <tong.li352711588@gmail.com>
Co-authored-by: binmakeswell <binmakeswell@gmail.com>
2024-04-24 22:51:50 +08:00
flybird11111 a0ad587c24
[shardformer] refactor embedding resize (#5603)
* [branch rebase] rebase main to Feature/resize_embedding (#5554)

* fix

* [release] update version (#5411)

* [hotfix] fix typo s/keywrods/keywords etc. (#5429)

* [devops] fix compatibility (#5444)

* [devops] fix compatibility

* [hotfix] update compatibility test on pr

* [devops] fix compatibility

* [devops] record duration during comp test

* [test] decrease test duration

* fix falcon

* [shardformer] fix gathering output when using tensor parallelism (#5431)

* fix

* padding vocab_size when using pipeline parallellism

padding vocab_size when using pipeline parallellism

fix

fix

* fix

* fix

fix

fix

* fix gather output

* fix

* fix

* fix

fix resize embedding

fix resize embedding

* fix resize embedding

fix

* revert

* revert

* revert

* [doc] release Open-Sora 1.0 with model weights (#5468)

* [doc] release Open-Sora 1.0 with model weights

* [doc] release Open-Sora 1.0 with model weights

* [doc] release Open-Sora 1.0 with model weights

* [doc] update open-sora demo (#5479)

* [doc] update open-sora demo

* [doc] update open-sora demo

* [doc] update open-sora demo

* [example] add grok-1 inference (#5485)

* [misc] add submodule

* remove submodule

* [example] support grok-1 tp inference

* [example] add grok-1 inference script

* [example] refactor code

* [example] add grok-1 readme

* [exmaple] add test ci

* [exmaple] update readme

---------

Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: digger yu <digger-yu@outlook.com>
Co-authored-by: binmakeswell <binmakeswell@gmail.com>

* [CI] run pre-commit (#5577)

* fix

* [release] update version (#5411)

* [hotfix] fix typo s/keywrods/keywords etc. (#5429)

* [devops] fix compatibility (#5444)

* [devops] fix compatibility

* [hotfix] update compatibility test on pr

* [devops] fix compatibility

* [devops] record duration during comp test

* [test] decrease test duration

* fix falcon

* [shardformer] fix gathering output when using tensor parallelism (#5431)

* fix

* padding vocab_size when using pipeline parallellism

padding vocab_size when using pipeline parallellism

fix

fix

* fix

* fix

fix

fix

* fix gather output

* fix

* fix

* fix

fix resize embedding

fix resize embedding

* fix resize embedding

fix

* revert

* revert

* revert

* [doc] release Open-Sora 1.0 with model weights (#5468)

* [doc] release Open-Sora 1.0 with model weights

* [doc] release Open-Sora 1.0 with model weights

* [doc] release Open-Sora 1.0 with model weights

* [doc] update open-sora demo (#5479)

* [doc] update open-sora demo

* [doc] update open-sora demo

* [doc] update open-sora demo

* [example] add grok-1 inference (#5485)

* [misc] add submodule

* remove submodule

* [example] support grok-1 tp inference

* [example] add grok-1 inference script

* [example] refactor code

* [example] add grok-1 readme

* [exmaple] add test ci

* [exmaple] update readme

* run pre-commit

---------

Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: digger yu <digger-yu@outlook.com>
Co-authored-by: binmakeswell <binmakeswell@gmail.com>

* [rebase] rebase main to resize-embedding (#5581)

* [release] grok-1 314b inference (#5490)

* [release] grok-1 inference

* [release] grok-1 inference

* [release] grok-1 inference

* [example] update Grok-1 inference (#5495)

* revise grok-1 example

* remove unused arg in scripts

* prevent re-installing torch

* update readme

* revert modifying colossalai requirements

* add perf

* trivial

* add tokenizer url

* [hotfix] set return_outputs=False in examples and polish code (#5404)

* fix: simplify merge_batch

* fix: use return_outputs=False to eliminate extra memory consumption

* feat: add return_outputs warning

* style: remove `return_outputs=False` as it is the default value

* [release] grok-1 inference benchmark (#5500)

* [release] grok-1 inference benchmark

* [release] grok-1 inference benchmark

* [release] grok-1 inference benchmark

* [release] grok-1 inference benchmark

* [release] grok-1 inference benchmark

* [shardformer]Fix lm parallel. (#5480)

* fix

* padding vocab_size when using pipeline parallellism

padding vocab_size when using pipeline parallellism

fix

fix

* fix

* fix

fix

fix

* fix gather output

* fix

* fix

* fix

fix resize embedding

fix resize embedding

* fix resize embedding

fix

* revert

* revert

* revert

* fix lm forward distribution

* fix

* test ci

* fix

* [fix] fix grok-1 example typo (#5506)

* [devops] fix example test ci (#5504)

* Fix ColoTensorSpec for py11 (#5440)

* fixed layout converter caching and updated tester

* Empty-Commit

* [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

* [format] applied code formatting on changed files in pull request 5510 (#5517)

Co-authored-by: github-actions <github-actions@github.com>

* [shardformer] fix pipeline forward error if custom layer distribution is used (#5189)

* Use self.[distribute_layers|get_stage_index] to exploit custom layer distribution

* Change static methods for t5 layer distribution to member functions

* Change static methods for whisper layer distribution to member functions

* Replace whisper policy usage with self one

* Fix test case to use non-static layer distribution methods

* fix: fix typo

---------

Co-authored-by: Wenhao Chen <cwher@outlook.com>

* [Fix] Grok-1 use tokenizer from the same pretrained path (#5532)

* [fix] use tokenizer from the same pretrained path

* trust remote code

* [ColossalChat] Update RLHF V2 (#5286)

* Add dpo. Fix sft, ppo, lora. Refactor all

* fix and tested ppo

* 2 nd round refactor

* add ci tests

* fix ci

* fix ci

* fix readme, style

* fix readme style

* fix style, fix benchmark

* reproduce benchmark result, remove useless files

* rename to ColossalChat

* use new image

* fix ci workflow

* fix ci

* use local model/tokenizer for ci tests

* fix ci

* fix ci

* fix ci

* fix ci timeout

* fix rm progress bar. fix ci timeout

* fix ci

* fix ci typo

* remove 3d plugin from ci temporary

* test environment

* cannot save optimizer

* support chat template

* fix readme

* fix path

* test ci locally

* restore build_or_pr

* fix ci data path

* fix benchmark

* fix ci, move ci tests to 3080, disable fast tokenizer

* move ci to 85

* support flash attention 2

* add all-in-one data preparation script. Fix colossal-llama2-chat chat template

* add hardware requirements

* move ci test data

* fix save_model, add unwrap

* fix missing bos

* fix missing bos; support grad accumulation with gemini

* fix ci

* fix ci

* fix ci

* fix llama2 chat template config

* debug sft

* debug sft

* fix colossalai version requirement

* fix ci

* add sanity check to prevent NaN loss

* fix requirements

* add dummy data generation script

* add dummy data generation script

* add dummy data generation script

* add dummy data generation script

* update readme

* update readme

* update readme and ignore

* fix logger bug

* support parallel_output

* modify data preparation logic

* fix tokenization

* update lr

* fix inference

* run pre-commit

---------

Co-authored-by: Tong Li <tong.li352711588@gmail.com>

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

* feat: add `GradientCheckpointConfig` and `PipelineGradientCheckpointConfig`

* feat: apply `GradientCheckpointConfig` to policy and llama_forward

* feat: move `distribute_layer` and `get_stage_index` to PipelineStageManager

* fix: add optional args for `distribute_layer` and `get_stage_index`

* fix: fix changed API calls

* test: update llama tests

* style: polish `GradientCheckpointConfig`

* fix: fix pipeline utils tests

* fix incorrect sharding without zero (#5545)

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

* [shardformer] Sequence Parallelism Optimization (#5533)

* sequence parallel optimization

* validate sequence parallel in llama (code to be polished)

* shardformer api writing

* integrate sequence parallel in ShardFormer

* fix pp bugs and sp bugs for LlaMa model

* integrating ring-based sequence parallelism into ShardFormer

* [sequence parallelism]: Add fused megatron function

* integrating ring-based sequence parallelism into ShardFormer

---------

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

* fix bugs when useing sp and flashattention together

* fix operation function name

* support flash attention for ulysses-style sp

* clarify sp process group

* fix compatibility bugs in moe plugin

* fix fused linear bugs

* fix linear layer test

* support gpt model all-to-all sp

* modify shard data dimension (meant to be dim=-1)

* support megtron-style sp and distributed attn for llama model

* [shardformer] add megatron sp to llama

* support llama7B 128k with distributed attention

* [shardformer] robustness enhancement

* add block attn

* sp mode 1: keep input as a complete sequence

* fix sp compatability

* finish sp mode 3 support for gpt

* using all_to_all_single when batch size is 1

* support mode 2 sp in gpt2 (#5)

* [shardformer] add megatron sp to llama

* support llama7B 128k with distributed attention

* [shardformer] robustness enhancement

* add block attn

* sp mode 1: keep input as a complete sequence

* fix sp compatability

* refactor ring implementation

* support mode 2 sp in gpt2

* polish code

* enable distributed attn mask when using sp mode 2 and 3 in llama

* automatically enable flash attn when using sp mode 2 and 3 in llama

* inplace attn mask

* add zero2 support for sequence parallel

* polish code

* fix bugs

* fix gemini checkpoint io

* loose tensor checking atol and rtol

* add comment

* fix llama layernorm grad

* fix zero grad

* fix zero grad

* fix conflict

* update split and gather auto grad func

* sequence parallel: inside text split (#6)

* polish code (part 1)

* polish code (part 2)

* polish code (part 2.5)

* polish code (part 3)

* sequence parallel: inside text split

* miscellaneous minor fixes

* polish code

* fix ulysses style ZeRO

* sequence parallel: inside text split

* miscellaneous minor fixes

* disaggregate sp group and dp group for  sp

* fix llama and gpt sp

* polish code

* move ulysses grad sync to ddp (#9)

* remove zero_stage and unbind the grad sync for alltoall sp

* add 2d group creation test

* move ulysses grad sync to ddp

* add 2d group creation test

* remove useless code

* change shard config not to enable sp when enable_all_optimizations

* add sp warnings for several model

* remove useless code

---------

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

* [hotfix] quick fixes to make legacy tutorials runnable (#5559)

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

* [fix] fix typo s/muiti-node /multi-node etc. (#5448)

* [hotfix] fix typo s/get_defualt_parser /get_default_parser (#5548)

* [devops] remove post commit ci (#5566)

* [devops] remove post commit ci

* [misc] run pre-commit on all files

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Co-authored-by: Yuanheng Zhao <54058983+yuanheng-zhao@users.noreply.github.com>
Co-authored-by: Wenhao Chen <cwher@outlook.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
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2024-04-18 16:10:18 +08:00
Hongxin Liu 7303801854
[llama] fix training and inference scripts (#5384)
* [llama] refactor inference example to fit sft

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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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---------

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2024-01-09 10:20:05 +08:00
Wenhao Chen 7172459e74
[shardformer]: support gpt-j, falcon, Mistral and add interleaved pipeline for bert (#5088)
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2023-11-28 16:54:42 +08:00
flybird11111 4ccb9ded7d
[gemini]fix gemini optimzer, saving Shardformer in Gemini got list assignment index out of range (#5085) 2023-11-22 11:14:25 +08:00
github-actions[bot] 8921a73c90
[format] applied code formatting on changed files in pull request 5067 (#5072)
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2023-11-20 19:46:43 +08:00
Hongxin Liu e5ce4c8ea6
[npu] add npu support for gemini and zero (#5067)
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2023-11-20 16:12:41 +08:00
flybird11111 3e02154710
[gemini] gemini support extra-dp (#5043)
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2023-11-16 21:03:04 +08:00
flybird11111 576a2f7b10
[gemini] gemini support tensor parallelism. (#4942)
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To be compatible with the new change in the Transformers library, where a new argument 'padding_mask' was added to forward function of attention layer.
https://github.com/huggingface/transformers/pull/25598

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* [nfc] fix some typo with colossalai/ docs/ etc. (#4920)

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---------

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* [test] merge old components to test to model zoo (#4945)

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* [test] update legacy test

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---------

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* [Inference]ADD Bench Chatglm2 script (#4963)

* add bench chatglm

* fix bug and make utils

---------

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* [Pipeline inference] Combine kvcache with pipeline inference (#4938)

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* updated c++17 compiler flags (#4983)

* [Inference] Dynamic Batching Inference, online and offline (#4953)

* [inference] Dynamic Batching for Single and Multiple GPUs (#4831)

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---------

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---------

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* Revert "[inference]Re push async dynamic batching (#4901)" (#4905)

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---------

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---------

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* fix ColossalEval (#4992)

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---------

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2023-11-10 10:15:16 +08:00
Baizhou Zhang d99b2c961a
[hotfix] fix grad accumulation plus clipping for gemini (#5002) 2023-11-02 17:59:10 +08:00