8b7d535977
fix gptj ( #5652 )
7 months ago
1b387ca9fe
[shardformer] refactor pipeline grad ckpt config ( #5646 )
...
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7 months ago
7ef91606e1
[Fix]: implement thread-safety singleton to avoid deadlock for very large-scale training scenarios ( #5625 )
...
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---------
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7 months ago
bbb2c21f16
[shardformer] fix chatglm implementation ( #5644 )
...
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7 months ago
5d88ef1aaf
[shardformer] remove useless code ( #5645 )
7 months ago
148506c828
[coloattention]modify coloattention ( #5627 )
...
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---------
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7 months ago
7ee569b05f
[hotfix] Fixed fused layernorm bug without apex ( #5609 )
...
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7 months ago
0d0a582033
[shardformer] update transformers ( #5583 )
...
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Co-authored-by: Edenzzzz <wtan45@wisc.edu>
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7 months ago
4de4e31818
[exampe] update llama example ( #5626 )
...
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7 months ago
e094933da1
[shardformer] fix pipeline grad ckpt ( #5620 )
...
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7 months ago
d83c633ca6
[hotfix] Fix examples no pad token & auto parallel codegen bug; ( #5606 )
...
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Co-authored-by: Edenzzzz <wtan45@wisc.edu>
7 months ago
a0ad587c24
[shardformer] refactor embedding resize ( #5603 )
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Co-authored-by: digger yu <digger-yu@outlook.com>
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Co-authored-by: digger yu <digger-yu@outlook.com>
Co-authored-by: binmakeswell <binmakeswell@gmail.com>
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Co-authored-by: Wenhao Chen <cwher@outlook.com>
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Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>
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Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>
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Co-authored-by: Insu Jang <insujang@umich.edu>
Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com>
Co-authored-by: Tong Li <tong.li352711588@gmail.com>
Co-authored-by: Zhongkai Zhao <kanezz620@gmail.com>
Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
3788fefc7a
[zero] support multiple (partial) backward passes ( #5596 )
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* [zero] support multiple (partial) backward passes
* [misc] update requirements
8 months ago
641b1ee71a
[devops] remove post commit ci ( #5566 )
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* [devops] remove post commit ci
* [misc] run pre-commit on all files
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
8 months ago
15055f9a36
[hotfix] quick fixes to make legacy tutorials runnable ( #5559 )
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Co-authored-by: Edenzzzz <wtan45@wisc.edu>
8 months ago
8e412a548e
[shardformer] Sequence Parallelism Optimization ( #5533 )
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* 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>
8 months ago
7e0ec5a85c
fix incorrect sharding without zero ( #5545 )
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Co-authored-by: Edenzzzz <wtan45@wisc.edu>
8 months ago
e614aa34f3
[shardformer, pipeline] add `gradient_checkpointing_ratio` and heterogenous shard policy for llama ( #5508 )
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* 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
8 months ago
00525f7772
[shardformer] fix pipeline forward error if custom layer distribution is used ( #5189 )
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* 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>
8 months ago
e6707a6e8d
[format] applied code formatting on changed files in pull request 5510 ( #5517 )
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Co-authored-by: github-actions <github-actions@github.com>
8 months ago
19e1a5cf16
[shardformer] update colo attention to support custom mask ( #5510 )
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* [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
8 months ago
9a3321e9f4
Merge pull request #5515 from Edenzzzz/fix_layout_convert
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Fix layout convertor caching
8 months ago
61da3fbc52
fixed layout converter caching and updated tester
8 months ago
cbe34c557c
Fix ColoTensorSpec for py11 ( #5440 )
8 months ago
0688d92e2d
[shardformer]Fix lm parallel. ( #5480 )
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* 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
8 months ago
bb0a668fee
[hotfix] set return_outputs=False in examples and polish code ( #5404 )
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* 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
8 months ago
5e16bf7980
[shardformer] fix gathering output when using tensor parallelism ( #5431 )
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* 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
9 months ago
f2e8b9ef9f
[devops] fix compatibility ( #5444 )
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* [devops] fix compatibility
* [hotfix] update compatibility test on pr
* [devops] fix compatibility
* [devops] record duration during comp test
* [test] decrease test duration
* fix falcon
9 months ago
385e85afd4
[hotfix] fix typo s/keywrods/keywords etc. ( #5429 )
9 months ago
5e1c93d732
[hotfix] fix typo change MoECheckpintIO to MoECheckpointIO ( #5335 )
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Co-authored-by: binmakeswell <binmakeswell@gmail.com>
9 months ago
049121d19d
[hotfix] fix typo change enabel to enable under colossalai/shardformer/ ( #5317 )
9 months ago
16c96d4d8c
[hotfix] fix typo change _descrption to _description ( #5331 )
9 months ago
070df689e6
[devops] fix extention building ( #5427 )
9 months ago
29695cf70c
[example]add gpt2 benchmark example script. ( #5295 )
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* benchmark gpt2
* fix
fix
fix
fix
* [doc] fix typo in Colossal-LLaMA-2/README.md (#5247 )
* [workflow] fixed build CI (#5240 )
* [workflow] fixed build CI
* polish
* polish
* polish
* polish
* polish
* [ci] fixed booster test (#5251 )
* [ci] fixed booster test
* [ci] fixed booster test
* [ci] fixed booster test
* [ci] fixed ddp test (#5254 )
* [ci] fixed ddp test
* polish
* fix typo in applications/ColossalEval/README.md (#5250 )
* [ci] fix shardformer tests. (#5255 )
* fix ci
fix
* revert: revert p2p
* feat: add enable_metadata_cache option
* revert: enable t5 tests
---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
* [doc] fix doc typo (#5256 )
* [doc] fix annotation display
* [doc] fix llama2 doc
* [hotfix]: add pp sanity check and fix mbs arg (#5268 )
* fix: fix misleading mbs arg
* feat: add pp sanity check
* fix: fix 1f1b sanity check
* [workflow] fixed incomplete bash command (#5272 )
* [workflow] fixed oom tests (#5275 )
* [workflow] fixed oom tests
* polish
* polish
* polish
* [ci] fix test_hybrid_parallel_plugin_checkpoint_io.py (#5276 )
* fix ci
fix
* fix test
* revert: revert p2p
* feat: add enable_metadata_cache option
* revert: enable t5 tests
* fix
---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
* [shardformer] hybridparallelplugin support gradients accumulation. (#5246 )
* support gradients acc
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
* fix
fix
* fix
fix
fix
* [hotfix] Fix ShardFormer test execution path when using sequence parallelism (#5230 )
* fix auto loading gpt2 tokenizer (#5279 )
* [doc] add llama2-13B disyplay (#5285 )
* Update README.md
* fix 13b typo
---------
Co-authored-by: binmakeswell <binmakeswell@gmail.com>
* fix llama pretrain (#5287 )
* fix
* fix
* fix
fix
* fix
fix
fix
* fix
fix
* benchmark gpt2
* fix
fix
fix
fix
* [workflow] fixed build CI (#5240 )
* [workflow] fixed build CI
* polish
* polish
* polish
* polish
* polish
* [ci] fixed booster test (#5251 )
* [ci] fixed booster test
* [ci] fixed booster test
* [ci] fixed booster test
* fix
fix
* fix
fix
fix
* fix
* fix
fix
fix
fix
fix
* fix
* Update shardformer.py
---------
Co-authored-by: digger yu <digger-yu@outlook.com>
Co-authored-by: Frank Lee <somerlee.9@gmail.com>
Co-authored-by: Wenhao Chen <cwher@outlook.com>
Co-authored-by: binmakeswell <binmakeswell@gmail.com>
Co-authored-by: Zhongkai Zhao <kanezz620@gmail.com>
Co-authored-by: Michelle <97082656+MichelleMa8@users.noreply.github.com>
Co-authored-by: Desperado-Jia <502205863@qq.com>
9 months ago
0a25e16e46
[shardformer]gather llama logits ( #5398 )
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* gather llama logits
* fix
9 months ago
bf34c6fef6
[fsdp] impl save/load shard model/optimizer ( #5357 )
9 months ago
5d380a1a21
[hotfix] Fix wrong import in meta_registry ( #5392 )
9 months ago
7303801854
[llama] fix training and inference scripts ( #5384 )
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* [llama] refactor inference example to fit sft
* [llama] fix training script to fit gemini
* [llama] fix inference script
9 months ago
efef43b53c
Merge pull request #5372 from hpcaitech/exp/mixtral
10 months ago
4c03347fc7
Merge pull request #5377 from hpcaitech/example/llama-npu
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[llama] support npu for Colossal-LLaMA-2
10 months ago
06db94fbc9
[moe] fix tests
10 months ago
da39d21b71
[moe] support mixtral ( #5309 )
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* [moe] add mixtral block for single expert
* [moe] mixtral block fwd support uneven ep
* [moe] mixtral block bwd support uneven ep
* [moe] add mixtral moe layer
* [moe] simplify replace
* [meo] support save sharded mixtral
* [meo] support load sharded mixtral
* [meo] support save sharded optim
* [meo] integrate moe manager into plug
* [meo] fix optimizer load
* [meo] fix mixtral layer
10 months ago
c904d2ae99
[moe] update capacity computing ( #5253 )
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* [moe] top2 allow uneven input
* [moe] update capacity computing
* [moe] remove debug info
* [moe] update capacity computing
* [moe] update capacity computing
10 months ago
7d8e0338a4
[moe] init mixtral impl
10 months ago
c53ddda88f
[lr-scheduler] fix load state dict and add test ( #5369 )
10 months ago
eb4f2d90f9
[llama] polish training script and fix optim ckpt ( #5368 )
10 months ago
6c0fa7b9a8
[llama] fix dataloader for hybrid parallel ( #5358 )
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* [plugin] refactor prepare dataloader
* [plugin] update train script
10 months ago
2dd01e3a14
[gemini] fix param op hook when output is tuple ( #5355 )
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* [gemini] fix param op hook when output is tuple
* [gemini] fix param op hook
10 months ago
1c790c0877
[fix] remove unnecessary dp_size assert ( #5351 )
...
* fix: remove unnecessary assert
* test: add more 3d plugin tests
* fix: add warning
10 months ago
ffffc32dc7
[checkpointio] fix gemini and hybrid parallel optim checkpoint ( #5347 )
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* [checkpointio] fix hybrid parallel optim checkpoint
* [extension] fix cuda extension
* [checkpointio] fix gemini optimizer checkpoint
* polish code
10 months ago
flybird11111