Commit Graph

2232 Commits

Author SHA1 Message Date
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
Jianghai
f47f2fbb24 [Inference] Fix API server, test and example (#5712)
* fix api server

* fix generation config

* fix api server

* fix comments

* fix infer hanging bug

* resolve comments, change backend to free port
2024-05-15 15:47:31 +08:00
Runyu Lu
74c47921fa [Fix] Llama3 Load/Omit CheckpointIO Temporarily (#5717)
* Fix Llama3 Load error
* Omit Checkpoint IO Temporarily
2024-05-14 20:17:43 +08:00
Edenzzzz
43995ee436 [Feature] Distributed optimizers: Lamb, Galore, CAME and Adafactor (#5694)
* [feat] Add distributed lamb; minor fixes in DeviceMesh (#5476)

* init: add dist lamb; add debiasing for lamb

* dist lamb tester mostly done

* all tests passed

* add comments

* all tests passed. Removed debugging statements

* moved setup_distributed inside plugin. Added dist layout caching

* organize better

---------

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

* [hotfix] Improve tester precision by removing ZeRO on vanilla lamb (#5576)

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

* [optim] add distributed came (#5526)

* test CAME under LowLevelZeroOptimizer wrapper

* test CAME TP row and col pass

* test CAME zero pass

* came zero add master and worker param id convert

* came zero test pass

* came zero test pass

* test distributed came passed

* reform code, Modify some expressions and add comments

* minor fix of test came

* minor fix of dist_came and test

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

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* minor fix of dist_came and test

* rebase dist-optim

* rebase dist-optim

* fix remaining comments

* add test dist came using booster api

---------

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* [optim] Distributed Adafactor (#5484)

* [feature] solve conflict; update optimizer readme;

* [feature] update optimize readme;

* [fix] fix testcase;

* [feature] Add transformer-bert to testcase;solve a bug related to indivisible shape (induction in use_zero and tp is row parallel);

* [feature] Add transformers_bert model zoo in testcase;

* [feature] add user documentation to docs/source/feature.

* [feature] add API Reference & Sample to optimizer Readme; add state check for bert exam;

* [feature] modify user documentation;

* [fix] fix readme format issue;

* [fix] add zero=0 in testcase; cached augment in dict;

* [fix] fix percision issue;

* [feature] add distributed rms;

* [feature] remove useless comment in testcase;

* [fix] Remove useless test; open zero test; remove fp16 test in bert exam;

* [feature] Extract distributed rms function;

* [feature] add booster + lowlevelzeroPlugin in test;

* [feature] add Start_with_booster_API case in md; add Supporting Information in md;

* [fix] Also remove state movement in base adafactor;

* [feature] extract factor function;

* [feature] add LowLevelZeroPlugin test;

* [fix] add tp=False and zero=True in logic;

* [fix] fix use zero logic;

* [feature] add row residue logic in column parallel factor;

* [feature] add check optim state func;

* [feature] Remove duplicate logic;

* [feature] update optim state check func and percision test bug;

* [fix] update/fix optim state; Still exist percision issue;

* [fix] Add use_zero check in _rms; Add plugin support info in Readme; Add Dist Adafactor init Info;

* [feature] removed print & comments in utils;

* [feature] uodate Readme;

* [feature] add LowLevelZeroPlugin test with Bert model zoo;

* [fix] fix logic in _rms;

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* [fix] remove comments in testcase;

* [feature] add zh-Han Readme;

---------

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* [Feature] refractor dist came; fix percision error; add low level zero test with bert model zoo; (#5676)

* [feature] daily update;

* [fix] fix dist came;

* [feature] refractor dist came; fix percision error; add low level zero test with bert model zoo;

* [fix] open rms; fix low level zero test; fix dist came test function name;

* [fix] remove redundant test;

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

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---------

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* [Feature] Add Galore (Adam, Adafactor) and distributed GaloreAdamW8bit (#5570)

* init: add dist lamb; add debiasing for lamb

* dist lamb tester mostly done

* all tests passed

* add comments

* all tests passed. Removed debugging statements

* moved setup_distributed inside plugin. Added dist layout caching

* organize better

* update comments

* add initial distributed galore

* add initial distributed galore

* add galore set param utils; change setup_distributed interface

* projected grad precision passed

* basic precision tests passed

* tests passed; located svd precision issue in fwd-bwd; banned these tests

* Plugin DP + TP tests passed

* move get_shard_dim to d_tensor

* add comments

* remove useless files

* remove useless files

* fix zero typo

* improve interface

* remove moe changes

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

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* fix import

* fix deepcopy

* update came & adafactor to main

* fix param map

* fix typo

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* [Hotfix] Remove one buggy test case from dist_adafactor for now (#5692)


Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: chongqichuizi875 <107315010+chongqichuizi875@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: duanjunwen <54985467+duanjunwen@users.noreply.github.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
2024-05-14 13:52:45 +08:00
Steve Luo
7806842f2d add paged-attetionv2: support seq length split across thread block (#5707) 2024-05-14 12:46:54 +08:00
Runyu Lu
18d67d0e8e [Feat]Inference RPC Server Support (#5705)
* rpc support source
* kv cache logical/physical disaggregation
* sampler refactor
* colossalai launch built in
* Unitest
* Rpyc support

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2024-05-14 10:00:55 +08:00
hugo-syn
393c8f5b7f [hotfix] fix inference typo (#5438) 2024-05-13 21:06:44 +08:00
yuehuayingxueluo
de4bf3dedf [Inference]Adapt repetition_penalty and no_repeat_ngram_size (#5708)
* Adapt repetition_penalty and no_repeat_ngram_size

* fix no_repeat_ngram_size_logit_process

* remove batch_updated

* fix annotation

* modified codes based on the review feedback.

* rm get_batch_token_ids
2024-05-11 15:13:25 +08:00
Wang Binluo
537f6a3855 [Shardformer]fix the num_heads assert for llama model and qwen model (#5704)
* fix the num_heads assert

* fix the transformers import

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

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* fix the import

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2024-05-10 15:33:39 +08:00
Wang Binluo
a3cc68ca93 [Shardformer] Support the Qwen2 model (#5699)
* feat: support qwen2 model

* fix: modify model config and add Qwen2RMSNorm

* fix qwen2 model conflicts

* test: add qwen2 shard test

* to: add qwen2 auto policy

* support qwen model

* fix the conflicts

* add try catch

* add transformers version for qwen2

* add the ColoAttention for the qwen2 model

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

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* add the unit test version check

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

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* fix the test input bug

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

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* fix the version check

* fix the version check

---------

Co-authored-by: Wenhao Chen <cwher@outlook.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2024-05-09 20:04:25 +08:00
傅剑寒
bfad39357b [Inference/Feat] Add quant kvcache interface (#5700)
* add quant kvcache interface

* delete unused output

* complete args comments
2024-05-09 18:03:24 +08:00
flybird11111
d4c5ef441e [gemini]remove registered gradients hooks (#5696)
* fix gemini

fix gemini

* fix

fix
2024-05-09 10:29:49 +08:00
CjhHa1
bc9063adf1 resolve rebase conflicts on Branch feat/online-serving 2024-05-08 15:20:53 +00:00
Jianghai
61a1b2e798 [Inference] Fix bugs and docs for feat/online-server (#5598)
* fix test bugs

* add do sample test

* del useless lines

* fix comments

* fix tests

* delete version tag

* delete version tag

* add

* del test sever

* fix test

* fix

* Revert "add"

This reverts commit b9305fb024.
2024-05-08 15:20:53 +00:00
CjhHa1
7bbb28e48b [Inference] resolve rebase conflicts
fix
2024-05-08 15:20:53 +00:00
Jianghai
c064032865 [Online Server] Chat Api for streaming and not streaming response (#5470)
* fix bugs

* fix bugs

* fix api server

* fix api server

* add chat api and test

* del request.n
2024-05-08 15:20:53 +00:00
Jianghai
de378cd2ab [Inference] Finish Online Serving Test, add streaming output api, continuous batching test and example (#5432)
* finish online test and add examples

* fix test_contionus_batching

* fix some bugs

* fix bash

* fix

* fix inference

* finish revision

* fix typos

* revision
2024-05-08 15:20:52 +00:00
Jianghai
69cd7e069d [Inference] ADD async and sync Api server using FastAPI (#5396)
* add api server

* fix

* add

* add completion service and fix bug

* add generation config

* revise shardformer

* fix bugs

* add docstrings and fix some bugs

* fix bugs and add choices for prompt template
2024-05-08 15:18:28 +00:00
yuehuayingxueluo
d482922035 [Inference] Support the logic related to ignoring EOS token (#5693)
* Adapt temperature processing logic

* add ValueError for top_p and top_k

* add GQA Test

* fix except_msg

* support ignore EOS token

* change variable's name

* fix annotation
2024-05-08 19:59:10 +08:00
yuehuayingxueluo
9c2fe7935f [Inference]Adapt temperature processing logic (#5689)
* Adapt temperature processing logic

* add ValueError for top_p and top_k

* add GQA Test

* fix except_msg
2024-05-08 17:58:29 +08:00
Wang Binluo
22297789ab Merge pull request #5684 from wangbluo/parallel_output
[Shardformer] Add Parallel output for shardformer models
2024-05-07 22:59:42 -05:00
Yuanheng Zhao
55cc7f3df7 [Fix] Fix Inference Example, Tests, and Requirements (#5688)
* clean requirements

* modify example inference struct

* add test ci scripts

* mark test_infer as submodule

* rm deprecated cls & deps

* import of HAS_FLASH_ATTN

* prune inference tests to be run

* prune triton kernel tests

* increment pytest timeout mins

* revert import path in openmoe
2024-05-08 11:30:15 +08:00
Yuanheng Zhao
f9afe0addd [hotfix] Fix KV Heads Number Assignment in KVCacheManager (#5695)
- Fix key value number assignment in KVCacheManager, as well as method of accessing
2024-05-07 23:13:14 +08:00
wangbluo
4e50cce26b fix the mistral model 2024-05-07 09:17:56 +00:00
wangbluo
a8408b4d31 remove comment code 2024-05-07 07:08:56 +00:00
pre-commit-ci[bot]
ca56b93d83 [pre-commit.ci] auto fixes from pre-commit.com hooks
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2024-05-07 07:07:09 +00:00
wangbluo
108ddfb795 add parallel_output for the opt model 2024-05-07 07:05:53 +00:00
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2024-05-07 07:03:47 +00:00
flybird11111
77ec773388 [zero]remove registered gradients hooks (#5687)
* remove registered hooks

fix

fix

fix zero

fix

fix

fix

fix

fix zero

fix zero

fix

fix

fix

* fix

fix

fix
2024-05-07 12:01:38 +08:00
Yuanheng Zhao
8754abae24 [Fix] Fix & Update Inference Tests (compatibility w/ main) 2024-05-05 16:28:56 +00:00
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

* remove redundancy - triton decoding

* remove redundancy - triton kvcache copy

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2024-05-03 17:20:45 +08:00
wangbluo
2632916329 remove useless code 2024-05-01 09:23:43 +00:00
yuehuayingxueluo
f79963199c [inference]Add alibi to flash attn function (#5678)
* add alibi to flash attn function

* rm redundant modifications
2024-04-30 19:35:05 +08:00
wangbluo
9efc79ef24 add parallel output for mistral model 2024-04-30 08:10:20 +00:00
Steve Luo
5cd75ce4c7 [Inference/Kernel] refactor kvcache manager and rotary_embedding and kvcache_memcpy oper… (#5663)
* refactor kvcache manager and rotary_embedding and kvcache_memcpy operator

* refactor decode_kv_cache_memcpy

* enable alibi in pagedattention
2024-04-30 15:52:23 +08:00
yuehuayingxueluo
5f00002e43 [Inference] Adapt Baichuan2-13B TP (#5659)
* adapt to baichuan2 13B

* add baichuan2 13B TP

* update baichuan tp logic

* rm unused code

* Fix TP logic

* fix alibi slopes tp logic

* rm nn.Module

* Polished the code.

* change BAICHUAN_MODEL_NAME_OR_PATH

* Modified the logic for loading Baichuan weights.

* fix typos
2024-04-30 15:47:07 +08:00
Wang Binluo
d3f34ee8cc [Shardformer] add assert for num of attention heads divisible by tp_size (#5670)
* add assert for num of attention heads divisible by tp_size

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2024-04-29 18:47:47 +08:00
flybird11111
6af6d6fc9f [shardformer] support bias_gelu_jit_fused for models (#5647)
* support gelu_bias_fused for gpt2

* support gelu_bias_fused for gpt2

fix

fix

fix

* fix

fix

* fix
2024-04-29 15:33:51 +08:00
Hongxin Liu
7f8b16635b [misc] refactor launch API and tensor constructor (#5666)
* [misc] remove config arg from initialize

* [misc] remove old tensor contrusctor

* [plugin] add npu support for ddp

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

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* [devops] fix doc test ci

* [test] fix test launch

* [doc] update launch doc

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2024-04-29 10:40:11 +08:00
linsj20
91fa553775 [Feature] qlora support (#5586)
* [feature] qlora support

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

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* qlora follow commit

* migrate qutization folder to colossalai/

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* minor fixes

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2024-04-28 10:51:27 +08:00
flybird11111
8954a0c2e2 [LowLevelZero] low level zero support lora (#5153)
* low level zero support lora

low level zero support lora

* add checkpoint test

* add checkpoint test

* fix

* fix

* fix

* fix

fix

fix

fix

* fix

* fix

fix

fix

fix

fix

fix

fix

* fix

* fix

fix

fix

fix

fix

fix

fix

* fix

* test ci

* git # This is a combination of 3 commits.

Update low_level_zero_plugin.py

Update low_level_zero_plugin.py

fix

fix

fix

* fix naming

fix naming

fix naming

fix
2024-04-28 10:51:27 +08:00
Baizhou Zhang
14b0d4c7e5 [lora] add lora APIs for booster, support lora for TorchDDP (#4981)
* add apis and peft requirement

* add liscense and implement apis

* add checkpointio apis

* add torchddp fwd_bwd test

* add support_lora methods

* add checkpointio test and debug

* delete unneeded codes

* remove peft from LICENSE

* add concrete methods for enable_lora

* simplify enable_lora api

* fix requirements
2024-04-28 10:51:27 +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
flybird11111
8b7d535977 fix gptj (#5652) 2024-04-26 11:52:27 +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
Hongxin Liu
1b387ca9fe [shardformer] refactor pipeline grad ckpt config (#5646)
* [shardformer] refactor pipeline grad ckpt config

* [shardformer] refactor pipeline grad ckpt config

* [pipeline] fix stage manager
2024-04-25 15:19:30 +08:00
Season
7ef91606e1 [Fix]: implement thread-safety singleton to avoid deadlock for very large-scale training scenarios (#5625)
* implement thread-safety singleton

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* refactor singleton implementation

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2024-04-25 14:45:52 +08:00
Hongxin Liu
bbb2c21f16 [shardformer] fix chatglm implementation (#5644)
* [shardformer] fix chatglm policy

* [shardformer] fix chatglm flash attn

* [shardformer] update readme

* [shardformer] fix chatglm init

* [shardformer] fix chatglm test

* [pipeline] fix chatglm merge batch
2024-04-25 14:41:17 +08:00