537f6a3855
[Shardformer]fix the num_heads assert for llama model and qwen model ( #5704 )
...
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7 months ago
a3cc68ca93
[Shardformer] Support the Qwen2 model ( #5699 )
...
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7 months ago
4e50cce26b
fix the mistral model
7 months ago
a8408b4d31
remove comment code
7 months ago
ca56b93d83
[pre-commit.ci] auto fixes from pre-commit.com hooks
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7 months ago
108ddfb795
add parallel_output for the opt model
7 months ago
88f057ce7c
[pre-commit.ci] auto fixes from pre-commit.com hooks
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7 months ago
2632916329
remove useless code
7 months ago
9efc79ef24
add parallel output for mistral model
7 months ago
d3f34ee8cc
[Shardformer] add assert for num of attention heads divisible by tp_size ( #5670 )
...
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7 months ago
6af6d6fc9f
[shardformer] support bias_gelu_jit_fused for models ( #5647 )
...
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7 months ago
7f8b16635b
[misc] refactor launch API and tensor constructor ( #5666 )
...
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7 months ago
8b7d535977
fix gptj ( #5652 )
7 months ago
1b387ca9fe
[shardformer] refactor pipeline grad ckpt config ( #5646 )
...
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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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fxi
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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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* remove the output_hidden_states
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* [zero] support multiple (partial) backward passes (#5596 )
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* merge with main
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* [hotfix] Fix examples no pad token & auto parallel codegen bug; (#5606 )
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---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [shardformer] fix pipeline grad ckpt (#5620 )
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* [test] fix llama test (#5638 )
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* [shardformer]support pipeline parallelism for mistral. (#5642 )
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* [Feature] Support LLaMA-3 CPT and ST (#5619 )
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* [exampe] update llama example (#5626 )
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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7 months ago
e094933da1
[shardformer] fix pipeline grad ckpt ( #5620 )
...
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7 months ago
a0ad587c24
[shardformer] refactor embedding resize ( #5603 )
...
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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: digger yu <digger-yu@outlook.com>
Co-authored-by: binmakeswell <binmakeswell@gmail.com>
* [rebase] rebase main to resize-embedding (#5581 )
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Co-authored-by: github-actions <github-actions@github.com>
* [shardformer] fix pipeline forward error if custom layer distribution is used (#5189 )
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Co-authored-by: Wenhao Chen <cwher@outlook.com>
* [Fix] Grok-1 use tokenizer from the same pretrained path (#5532 )
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Co-authored-by: Tong Li <tong.li352711588@gmail.com>
* [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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Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>
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* [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>
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* [pre-commit.ci] auto fixes from pre-commit.com hooks
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---------
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: digger yu <digger-yu@outlook.com>
Co-authored-by: binmakeswell <binmakeswell@gmail.com>
Co-authored-by: Yuanheng Zhao <54058983+yuanheng-zhao@users.noreply.github.com>
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8 months ago
641b1ee71a
[devops] remove post commit ci ( #5566 )
...
* [devops] remove post commit ci
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* [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
8e412a548e
[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>
8 months ago
7e0ec5a85c
fix incorrect sharding without zero ( #5545 )
...
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 )
...
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
0688d92e2d
[shardformer]Fix lm parallel. ( #5480 )
...
* fix
* padding vocab_size when using pipeline parallellism
padding vocab_size when using pipeline parallellism
fix
fix
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* fix
fix
fix
* fix gather output
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* fix
* fix
fix resize embedding
fix resize embedding
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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
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fix
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* fix
fix
fix
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9 months ago
049121d19d
[hotfix] fix typo change enabel to enable under colossalai/shardformer/ ( #5317 )
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
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* fix ci
fix
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* 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
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* polish
* [ci] fix test_hybrid_parallel_plugin_checkpoint_io.py (#5276 )
* fix ci
fix
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* 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
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* [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
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* benchmark gpt2
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* 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
71321a07cf
fix typo change dosen't to doesn't ( #5308 )
10 months ago
388179f966
[tests] fix t5 test. ( #5322 )
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* [ci] fix shardformer tests. (#5255 )
* fix ci
fix
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* feat: add enable_metadata_cache option
* revert: enable t5 tests
---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
* fix t5 test
---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
10 months ago
7cfed5f076
[feat] refactored extension module ( #5298 )
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* [feat] refactored extension module
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10 months ago
148469348a
Merge branch 'main' into sync/npu
11 months ago
c174c4fc5f
[doc] fix doc typo ( #5256 )
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* [doc] fix annotation display
* [doc] fix llama2 doc
11 months ago
d202cc28c0
[npu] change device to accelerator api ( #5239 )
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* update accelerator
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* remove doc accelerator
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---------
Co-authored-by: Xuanlei Zhao <xuanlei.zhao@gmail.com>
Co-authored-by: zxl <43881818+oahzxl@users.noreply.github.com>
11 months ago
dd2c28a323
[npu] use extension for op builder ( #5172 )
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* update extension
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* update flash attention loader
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* update example time limit
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* remove useless kernel
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11 months ago
b0b53a171c
[nfc] fix typo colossalai/shardformer/ ( #5133 )
11 months ago
451e9142b8
fix flash attn ( #5209 )
11 months ago
02d2328a04
support linear accumulation fusion ( #5199 )
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support linear accumulation fusion
support linear accumulation fusion
fix
11 months ago
4fa689fca1
[pipeline]: fix p2p comm, add metadata cache and support llama interleaved pp ( #5134 )
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* test: add more p2p tests
* fix: remove send_forward_recv_forward as p2p op list need to use the same group
* fix: make send and receive atomic
* feat: update P2PComm fn
* feat: add metadata cache in 1f1b
* feat: add metadata cache in interleaved pp
* feat: modify is_xx_stage fn
* revert: add _broadcast_object_list
* feat: add interleaved pp in llama policy
* feat: set NCCL_BUFFSIZE in HybridParallelPlugin
12 months ago
79718fae04
[shardformer] llama support DistCrossEntropy ( #5176 )
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* fix
aaa
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* fix
* fix
* test ci
* fix ci
fix
* llama support dist-cross
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* test ci
* test ci
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* [Colossal-Llama-2] Add finetuning Colossal-Llama-2 example (#4878 )
* Add finetuning Colossal-Llama-2 example
* Add finetuning Colossal-Llama-2 example 2
* Add finetuning Colossal-Llama-2 example and support NEFTuning
* Add inference example and refine neftune
* Modify readme file
* update the imports
---------
Co-authored-by: Xu Yuanchen <yuanchen.xu00@gmail.com>
Co-authored-by: Camille Zhong <44392324+Camille7777@users.noreply.github.com>
* llama support dist-cross
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---------
Co-authored-by: Yuanchen <70520919+chengeharrison@users.noreply.github.com>
Co-authored-by: Xu Yuanchen <yuanchen.xu00@gmail.com>
Co-authored-by: Camille Zhong <44392324+Camille7777@users.noreply.github.com>
12 months ago
d6df19bae7
[npu] support triangle attention for llama ( #5130 )
...
* update fused attn
* update spda
* tri attn
* update triangle
* import
* fix
* fix
1 year ago
7172459e74
[shardformer]: support gpt-j, falcon, Mistral and add interleaved pipeline for bert ( #5088 )
...
* [shardformer] implement policy for all GPT-J models and test
* [shardformer] support interleaved pipeline parallel for bert finetune
* [shardformer] shardformer support falcon (#4883 )
* [shardformer]: fix interleaved pipeline for bert model (#5048 )
* [hotfix]: disable seq parallel for gptj and falcon, and polish code (#5093 )
* Add Mistral support for Shardformer (#5103 )
* [shardformer] add tests to mistral (#5105 )
---------
Co-authored-by: Pengtai Xu <henryxu880@gmail.com>
Co-authored-by: ppt0011 <143150326+ppt0011@users.noreply.github.com>
Co-authored-by: flybird11111 <1829166702@qq.com>
Co-authored-by: eric8607242 <e0928021388@gmail.com>
1 year ago
126cf180bc
[hotfix] fixed memory usage of shardformer module replacement ( #5122 )
1 year ago
68fcaa2225
remove duplicate import ( #5100 )
1 year ago
3acbf6d496
[npu] add npu support for hybrid plugin and llama ( #5090 )
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* llama 3d
* update
* fix autocast
1 year ago
Wang Binluo