Commit Graph

146 Commits (6b30dfb7ce002be3acc0668d3fa44c4d4ebb4108)

Author SHA1 Message Date
Wenhao Chen 3d8d5d0d58
[chat] use official transformers and fix some issues (#4117)
* feat: remove on_learn_epoch fn as not used

* revert: add _on_learn_epoch fn

* feat: remove NaiveStrategy

* test: update train_prompts tests

* fix: remove prepare_llama_tokenizer_and_embedding

* test: add lora arg

* feat: remove roberta support in train_prompts due to runtime errs

* feat: remove deberta & roberta in rm as not used

* test: remove deberta and roberta tests

* feat: remove deberta and roberta models as not used

* fix: remove calls to roberta

* fix: remove prepare_llama_tokenizer_and_embedding

* chore: update transformers version

* docs: update transformers version

* fix: fix actor inference

* fix: fix ci

* feat: change llama pad token to unk

* revert: revert ddp setup_distributed

* fix: change llama pad token to unk

* revert: undo unnecessary changes

* fix: use pip to install transformers
2023-07-04 13:49:09 +08:00
Wenhao Chen edd75a59ea
[chat] remove naive strategy and split colossalai strategy (#4094)
* feat: remove on_learn_epoch fn as not used

* revert: add _on_learn_epoch fn

* to: remove the use of NaiveStrategy

* test: remove NaiveStrategy tests

* feat: remove NaiveStrategy

* style: modify comments and params

* feat: split ColossalAIStrategy into LowLevelZeroStrategy and GeminiStrategy

* fix: remove naive

* fix: align with modified colossal strategy

* fix: fix ddp _try_init_dist arg
2023-06-29 18:11:00 +08:00
Wenhao Chen b03d64d010
[chat] refactor trainer class (#4080)
* to: add SLTrainer

* refactor: refactor RMTrainer and SFTTrainer

* fix: fix init file

* feat: remove on_learn_epoch fn as not used

* fix: align with modified gemini arguments

* to: add OnPolicyTrainer

* revert: add _on_learn_epoch fn

* refactor: refactor PPOTrainer

* style: rename PPOTrainer argument

* fix: align with modified PPO arguments

* test: align with modified train_prompts arguments

* chore: modify train_prompts

* docs: align with modified arguments

* fix: remove unnecessary output

* fix: move dataloader to fit fn of SLTrainer

* fix: move dataloader to fit fn of OnPolicyTrainer

* fix: modify usage of prompt and pretrain dataloader
2023-06-29 10:48:09 +08:00
Baizhou Zhang 4da324cd60
[hotfix]fix argument naming in docs and examples (#4083) 2023-06-26 23:50:04 +08:00
Michelle e89b127d8e
[chat]: fix chat evaluation possible bug (#4064)
* fix chat eval

* fix utils

* fix utils

* add comment

---------

Co-authored-by: Qianran Ma <qianranm@luchentech.com>
2023-06-26 15:26:07 +08:00
Wenhao Chen 153b957a1b
[chat] refactor strategy class with booster api (#3987)
* refactor: adapt boost API in base and naive strategies

* fix: initialize plugin after setup_distributed

* fix: fix save_pretrained fn

* refactor: adapt boost API in DDPStrategy

* to: add _post_init check

* to: fix ddp backward, modify ddp dataloader and unwrap

* feat: adapt boost API in ColossalAIStrategy

* fix: call setup_distributed before use get_current_device

* fix: fix save_model and save_optimizer

* test: remove save_sharded_optimizer test

* style: apply formatter

* fix: fix stage check and add comments

* feat: allow dict type arg in strategy.prepare

* to: temporarily remove lr_scheduler for testing

* style: simplify init of ColossalAIStrategy

* fix: fix lr_scheduler in sft and rm

* style: modify comments

* test: add train_prompts tests

* fix: fix inference only case and use in train_prompts

* test: skip failed tests in ci

* style: fix CodeFactor check

* fix: do not use model.to('cpu') with GeminiPlugin

* test: enable colossalai_gemini tests

* test: set CUDA_VISIBLE_DEVICES in ci

* docs: add note
2023-06-25 17:36:21 +08:00
digger yu 727c4598a9
[nfc] fix dim not defined and fix typo (#3991) 2023-06-19 11:21:55 +08:00
digger yu d4fb7bfda7
fix typo applications/Chat/coati/ (#3947) 2023-06-15 10:43:11 +08:00
Yuanchen 2925f47399
[evaluate] support gpt evaluation with reference (#3972)
Co-authored-by: Yuanchen Xu <yuanchen.xu00@gmail.com>
2023-06-13 15:12:29 +08:00
Wenhao Chen 9d02590c9a
[chat] refactor actor class (#3968)
* refactor: separate log_probs fn from Actor forward fn

* refactor: separate generate fn from Actor class

* feat: update unwrap_model and get_base_model
* unwrap_model returns model not wrapped by Strategy
* get_base_model returns HF model for Actor, Critic and RewardModel

* feat: simplify Strategy.prepare

* style: remove get_base_model method of Actor

* perf: tokenize text in batches

* refactor: move calc_action_log_probs to utils of model

* test: update test with new forward fn

* style: rename forward fn args

* fix: do not unwrap model in save_model fn of naive strategy

* test: add gemini test for train_prompts

* fix: fix _set_default_generate_kwargs
2023-06-13 13:31:56 +08:00
Yuanchen 21c4c0b1a0
support UniEval and add CHRF metric (#3924)
Co-authored-by: Yuanchen Xu <yuanchen.xu00@gmail.com>
2023-06-08 17:38:47 +08:00
Hongxin Liu b5f0566363
[chat] add distributed PPO trainer (#3740)
* Detached ppo (#9)

* run the base

* working on dist ppo

* sync

* detached trainer

* update detached trainer. no maker update function

* facing init problem

* 1 maker 1 trainer detached run. but no model update

* facing cuda problem

* fix save functions

* verified maker update

* nothing

* add ignore

* analyize loss issue

* remove some debug codes

* facing 2m1t stuck issue

* 2m1t verified

* do not use torchrun

* working on 2m2t

* working on 2m2t

* initialize strategy in ray actor env

* facing actor's init order issue

* facing ddp model update issue (need unwarp ddp)

* unwrap ddp actor

* checking 1m2t stuck problem

* nothing

* set timeout for trainer choosing. It solves the stuck problem!

* delete some debug output

* rename to sync with upstream

* rename to sync with upstream

* coati rename

* nothing

* I am going to detach the replaybuffer from trainer and make it a Ray Actor. Two benefits: 1. support TP trainer. 2. asynchronized buffer operations

* experience_maker_holder performs target-revolving _send_experience() instead of length comparison.

* move code to ray subfolder

* working on pipeline inference

* apply comments

* working on pipeline strategy. in progress.

* remove pipeline code. clean this branch

* update remote parameters by state_dict. no test

* nothing

* state_dict sharding transfer

* merge debug branch

* gemini _unwrap_model fix

* simplify code

* simplify code & fix LoRALinear AttributeError

* critic unwrapped state_dict

---------

Co-authored-by: csric <richcsr256@gmail.com>

* [chat] add perfomance evaluator and fix bugs (#10)

* [chat] add performance evaluator for ray

* [chat] refactor debug arg

* [chat] support hf config

* [chat] fix generation

* [chat] add 1mmt dummy example

* [chat] fix gemini ckpt

* split experience to send (#11)

Co-authored-by: csric <richcsr256@gmail.com>

* [chat] refactor trainer and maker (#12)

* [chat] refactor experience maker holder

* [chat] refactor model init

* [chat] refactor trainer args

* [chat] refactor model init

* [chat] refactor trainer

* [chat] refactor experience sending logic and training loop args (#13)

* [chat] refactor experience send logic

* [chat] refactor trainer

* [chat] refactor trainer

* [chat] refactor experience maker

* [chat] refactor pbar

* [chat] refactor example folder (#14)

* [chat] support quant (#15)

* [chat] add quant

* [chat] add quant example

* prompt example (#16)

* prompt example

* prompt load csv data

* remove legacy try

---------

Co-authored-by: csric <richcsr256@gmail.com>

* [chat] add mmmt dummy example and refactor experience sending (#17)

* [chat] add mmmt dummy example

* [chat] refactor naive strategy

* [chat] fix struck problem

* [chat] fix naive strategy

* [chat] optimize experience maker sending logic

* [chat] refactor sending assignment

* [chat] refactor performance evaluator (#18)

* Prompt Example & requires_grad state_dict & sharding state_dict (#19)

* prompt example

* prompt load csv data

* remove legacy try

* maker models require_grad set to False

* working on zero redundancy update

* mmmt_prompt example; naive strategy requires_grad state_dict & sharding; maker model requires_no_grad.

* remove legacy examples

* remove legacy examples

* remove replay buffer tp state. bad design

---------

Co-authored-by: csric <richcsr256@gmail.com>

* state_dict sending adapts to new unwrap function (#20)

* prompt example

* prompt load csv data

* remove legacy try

* maker models require_grad set to False

* working on zero redundancy update

* mmmt_prompt example; naive strategy requires_grad state_dict & sharding; maker model requires_no_grad.

* remove legacy examples

* remove legacy examples

* remove replay buffer tp state. bad design

* opt benchmark

* better script

* nothing

* [chat] strategy refactor unwrap model

* [chat] strategy refactor save model

* [chat] add docstr

* [chat] refactor trainer save model

* [chat] fix strategy typing

* [chat] refactor trainer save model

* [chat] update readme

* [chat] fix unit test

* working on lora reconstruction

* state_dict sending adapts to new unwrap function

* remove comments

---------

Co-authored-by: csric <richcsr256@gmail.com>
Co-authored-by: ver217 <lhx0217@gmail.com>

* [chat-ray] add readme (#21)

* add readme

* transparent graph

* add note background

---------

Co-authored-by: csric <richcsr256@gmail.com>

* [chat] get images from url (#22)

* Refactor/chat ray (#23)

* [chat] lora add todo

* [chat] remove unused pipeline strategy

* [chat] refactor example structure

* [chat] setup ci for ray

* [chat-ray] Support LoRA trainer. LoRA weights reconstruction. (#24)

* lora support prototype

* lora support

* 1mmt lora & remove useless code

---------

Co-authored-by: csric <richcsr256@gmail.com>

* [chat] fix test ci for ray

* [chat] fix test ci requirements for ray

* [chat] fix ray runtime env

* [chat] fix ray runtime env

* [chat] fix example ci docker args

* [chat] add debug info in trainer

* [chat] add nccl debug info

* [chat] skip ray test

* [doc] fix typo

---------

Co-authored-by: csric <59389055+CsRic@users.noreply.github.com>
Co-authored-by: csric <richcsr256@gmail.com>
2023-06-07 10:41:16 +08:00
Yuanchen 57a6d7685c
support evaluation for english (#3880)
Co-authored-by: Yuanchen Xu <yuanchen.xu00@gmail.com>
2023-06-05 21:24:21 +08:00
Yuanchen 2506e275b8
[evaluation] improvement on evaluation (#3862)
* fix a bug when the config file contains one category but the answer file doesn't contains that category

* fix Chinese prompt file

* support gpt-3.5-turbo and gpt-4 evaluation

* polish and update README

* resolve pr comments

---------

Co-authored-by: Yuanchen Xu <yuanchen.xu00@gmail.com>
2023-05-30 11:48:41 +08:00
digger yu e2d81eba0d
[nfc] fix typo colossalai/ applications/ (#3831)
* fix typo colossalai/autochunk auto_parallel amp

* fix typo colossalai/auto_parallel nn utils etc.

* fix typo colossalai/auto_parallel autochunk fx/passes  etc.

* fix typo docs/

* change placememt_policy to placement_policy in docs/ and examples/

* fix typo colossalai/ applications/
2023-05-25 16:19:41 +08:00
Yuanchen 34966378e8
[evaluation] add automatic evaluation pipeline (#3821)
* add functions for gpt evaluation

* add automatic eval

Update eval.py

* using jload and modify the type of answers1 and answers2

* Update eval.py

Update eval.py

* Update evaluator.py

* support gpt evaluation

* update readme.md

update README.md

update READNE.md

modify readme.md

* add Chinese example for config, battle prompt and evaluation prompt file

* remove GPT-4 config

* remove sample folder

---------

Co-authored-by: Yuanchen Xu <yuanchen.xu00@gmail.com>
Co-authored-by: Camille Zhong <44392324+Camille7777@users.noreply.github.com>
2023-05-24 11:18:23 +08:00
digger yu 9265f2d4d7
[NFC]fix typo colossalai/auto_parallel nn utils etc. (#3779)
* fix typo colossalai/autochunk auto_parallel amp

* fix typo colossalai/auto_parallel nn utils etc.
2023-05-23 15:28:20 +08:00
github-actions[bot] 62c7e67f9f
[format] applied code formatting on changed files in pull request 3786 (#3787)
Co-authored-by: github-actions <github-actions@github.com>
2023-05-22 14:42:09 +08:00
binmakeswell ad2cf58f50
[chat] add performance and tutorial (#3786) 2023-05-19 18:03:56 +08:00
Yuanchen 05759839bd
[chat] fix bugs in stage 3 training (#3759)
Co-authored-by: Yuanchen Xu <yuanchen.xu00@gmail.com>
2023-05-17 17:44:05 +08:00
digger-yu ad6460cf2c
[NFC] fix typo applications/ and colossalai/ (#3735) 2023-05-15 11:46:25 +08:00
digger-yu b7141c36dd
[CI] fix some spelling errors (#3707)
* fix spelling error with examples/comminity/

* fix spelling error with tests/

* fix some spelling error with tests/ colossalai/ etc.
2023-05-10 17:12:03 +08:00
MisterLin1995 f7361ee1bd
[chat] fix community example ray (#3719)
Co-authored-by: jiangwen <zxl265370@antgroup.com>
2023-05-10 13:36:09 +08:00
zhang-yi-chi 2da5d81dec
[chat] fix train_prompts.py gemini strategy bug (#3666)
* fix gemini strategy bug

* add comment

* add comment

* better solution
2023-05-06 16:46:38 +08:00
digger-yu 65bdc3159f
fix some spelling error with applications/Chat/examples/ (#3692)
* fix spelling error with examples/comminity/

* fix spelling error with example/
2023-05-06 11:27:23 +08:00
Tong Li b36e67cb2b
Merge pull request #3680 from digger-yu/digger-yu-patch-2
fix spelling error with applications/Chat/evaluate/
2023-05-05 16:26:04 +08:00
Camille Zhong 0f785cb1f3
[chat] PPO stage3 doc enhancement (#3679)
* Add RoBERTa for RLHF Stage 2 & 3 (test)

RoBERTa for RLHF Stage 2 & 3 (still in testing)

Revert "Add RoBERTa for RLHF Stage 2 & 3 (test)"

This reverts commit 06741d894d.

Add RoBERTa for RLHF stage 2 & 3

1. add roberta folder under model folder
2. add  roberta option in train_reward_model.py
3. add some test in testci

Update test_ci.sh

Revert "Update test_ci.sh"

This reverts commit 9c7352b81766f3177d31eeec0ec178a301df966a.

Add RoBERTa for RLHF Stage 2 & 3 (test)

RoBERTa for RLHF Stage 2 & 3 (still in testing)

Revert "Add RoBERTa for RLHF Stage 2 & 3 (test)"

This reverts commit 06741d894d.

Add RoBERTa for RLHF stage 2 & 3

1. add roberta folder under model folder
2. add  roberta option in train_reward_model.py
3. add some test in testci

Update test_ci.sh

Revert "Update test_ci.sh"

This reverts commit 9c7352b81766f3177d31eeec0ec178a301df966a.

update roberta with coati

chat ci update

Revert "chat ci update"

This reverts commit 17ae7ae01fa752bd3289fc39069868fde99cf846.

* Update README.md

Update README.md

* update readme

* Update test_ci.sh

* update readme and add a script

update readme and add a script

modify readme

Update README.md
2023-05-05 13:36:56 +08:00
digger-yu 6650daeb0a
[doc] fix chat spelling error (#3671)
* Update README.md

change "huggingaface" to "huggingface"

* Update README.md

change "Colossa-AI" to "Colossal-AI"
2023-05-05 11:37:35 +08:00
Hongxin Liu 7bd0bee8ea
[chat] add opt attn kernel (#3655)
* [chat] add opt attn kernel

* [chat] disable xformer during fwd
2023-05-04 16:03:33 +08:00
digger-yu 8ba7858753
Update generate_gpt35_answers.py
fix spelling error with generate_gpt35_answers.py
2023-05-04 15:34:16 +08:00
digger-yu bfbf650588
fix spelling error
fix spelling error with evaluate.py
2023-05-04 15:31:09 +08:00
tanitna 1a60dc07a8
[chat] typo accimulation_steps -> accumulation_steps (#3662) 2023-04-28 15:42:57 +08:00
Tong Li 816add7e7f
Merge pull request #3656 from TongLi3701/chat/update_eval
[Chat]: Remove unnecessary step and update documentation
2023-04-28 14:07:44 +08:00
binmakeswell 268b3cd80d
[chat] set default zero2 strategy (#3667)
* [chat] set default gemini strategy

* [chat] set default zero2 strategy

* [chat] set default zero2 strategy
2023-04-28 13:56:50 +08:00
Tong Li c1a355940e update readme 2023-04-28 11:56:35 +08:00
Tong Li ed3eaa6922 update documentation 2023-04-28 11:49:21 +08:00
Tong Li c419117329 update questions and readme 2023-04-27 19:04:26 +08:00
Tong Li aa77ddae33 remove unnecessary step and update readme 2023-04-27 18:51:58 +08:00
Hongxin Liu 842768a174
[chat] refactor model save/load logic (#3654)
* [chat] strategy refactor unwrap model

* [chat] strategy refactor save model

* [chat] add docstr

* [chat] refactor trainer save model

* [chat] fix strategy typing

* [chat] refactor trainer save model

* [chat] update readme

* [chat] fix unit test
2023-04-27 18:41:49 +08:00
Hongxin Liu 6ef7011462
[chat] remove lm model class (#3653)
* [chat] refactor lora

* [chat] remove lm class

* [chat] refactor save model

* [chat] refactor train sft

* [chat] fix ci

* [chat] fix ci
2023-04-27 15:37:38 +08:00
Camille Zhong 8bccb72c8d
[Doc] enhancement on README.md for chat examples (#3646)
* Add RoBERTa for RLHF Stage 2 & 3 (test)

RoBERTa for RLHF Stage 2 & 3 (still in testing)

Revert "Add RoBERTa for RLHF Stage 2 & 3 (test)"

This reverts commit 06741d894d.

Add RoBERTa for RLHF stage 2 & 3

1. add roberta folder under model folder
2. add  roberta option in train_reward_model.py
3. add some test in testci

Update test_ci.sh

Revert "Update test_ci.sh"

This reverts commit 9c7352b81766f3177d31eeec0ec178a301df966a.

Add RoBERTa for RLHF Stage 2 & 3 (test)

RoBERTa for RLHF Stage 2 & 3 (still in testing)

Revert "Add RoBERTa for RLHF Stage 2 & 3 (test)"

This reverts commit 06741d894d.

Add RoBERTa for RLHF stage 2 & 3

1. add roberta folder under model folder
2. add  roberta option in train_reward_model.py
3. add some test in testci

Update test_ci.sh

Revert "Update test_ci.sh"

This reverts commit 9c7352b81766f3177d31eeec0ec178a301df966a.

update roberta with coati

chat ci update

Revert "chat ci update"

This reverts commit 17ae7ae01fa752bd3289fc39069868fde99cf846.

* Update README.md

Update README.md

* update readme

* Update test_ci.sh
2023-04-27 14:26:19 +08:00
Hongxin Liu 2a951955ad
[chat] refactor trainer (#3648)
* [chat] ppo trainer remove useless args

* [chat] update examples

* [chat] update benchmark

* [chat] update examples

* [chat] fix sft training with wandb

* [chat] polish docstr
2023-04-26 18:11:49 +08:00
Hongxin Liu f8288315d9
[chat] polish performance evaluator (#3647) 2023-04-26 17:34:59 +08:00
Hongxin Liu 50793b35f4
[gemini] accelerate inference (#3641)
* [gemini] support don't scatter after inference

* [chat] update colossalai strategy

* [chat] fix opt benchmark

* [chat] update opt benchmark

* [gemini] optimize inference

* [test] add gemini inference test

* [chat] fix unit test ci

* [chat] fix ci

* [chat] fix ci

* [chat] skip checkpoint test
2023-04-26 16:32:40 +08:00
Tong Li e1b0a78afa
Merge pull request #3621 from zhang-yi-chi/fix/chat-train-prompts-single-gpu
[chat] fix single gpu training bug in examples/train_prompts.py
2023-04-24 22:13:54 +08:00
ddobokki df309fc6ab
[Chat] Remove duplicate functions (#3625) 2023-04-24 12:23:15 +08:00
zhang-yi-chi 739cfe3360 [chat] fix enable single gpu training bug 2023-04-22 14:16:08 +08:00
digger-yu d7bf284706
[chat] polish code note typo (#3612) 2023-04-20 17:22:15 +08:00
Yuanchen c4709d34cf
Chat evaluate (#3608)
Co-authored-by: Yuanchen Xu <yuanchen.xu00@gmail.com>
2023-04-20 11:12:24 +08:00
binmakeswell 5a79cffdfd
[coati] fix install cmd (#3592) 2023-04-18 18:19:48 +08:00