22ce873c3f
[Shardformer] Add parallel output for shardformer models(bloom, falcon) ( #5702 )
...
* [pre-commit.ci] auto fixes from pre-commit.com hooks
* add parallel cross entropy output for falcon model & fix some typos in bloom.py
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* fix grad dtype and update dtype mismatch error
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6 months ago
537f6a3855
[Shardformer]fix the num_heads assert for llama model and qwen model ( #5704 )
...
* fix the num_heads assert
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* fix the import
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
a3cc68ca93
[Shardformer] Support the Qwen2 model ( #5699 )
...
* feat: support qwen2 model
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---------
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7 months ago
61a1b2e798
[Inference] Fix bugs and docs for feat/online-server ( #5598 )
...
* fix test bugs
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This reverts commit b9305fb024
7 months ago
7bbb28e48b
[Inference] resolve rebase conflicts
...
fix
7 months ago
69cd7e069d
[Inference] ADD async and sync Api server using FastAPI ( #5396 )
...
* add api server
* fix
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* revise shardformer
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* fix bugs and add choices for prompt template
7 months ago
f9afe0addd
[hotfix] Fix KV Heads Number Assignment in KVCacheManager ( #5695 )
...
- Fix key value number assignment in KVCacheManager, as well as method of accessing
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 )
...
* add assert for num of attention heads divisible by tp_size
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---------
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7 months ago
6af6d6fc9f
[shardformer] support bias_gelu_jit_fused for models ( #5647 )
...
* support gelu_bias_fused for gpt2
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fix
fix
fix
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fix
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7 months ago
7f8b16635b
[misc] refactor launch API and tensor constructor ( #5666 )
...
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---------
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7 months ago
8b7d535977
fix gptj ( #5652 )
7 months ago
1b387ca9fe
[shardformer] refactor pipeline grad ckpt config ( #5646 )
...
* [shardformer] refactor pipeline grad ckpt config
* [shardformer] refactor pipeline grad ckpt config
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7 months ago
bbb2c21f16
[shardformer] fix chatglm implementation ( #5644 )
...
* [shardformer] fix chatglm policy
* [shardformer] fix chatglm flash attn
* [shardformer] update readme
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7 months ago
5d88ef1aaf
[shardformer] remove useless code ( #5645 )
7 months ago
148506c828
[coloattention]modify coloattention ( #5627 )
...
* modify coloattention
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* fix
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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 )
...
* fixed fused layernorm bug without apex
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---------
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7 months ago
0d0a582033
[shardformer] update transformers ( #5583 )
...
* flash_attention forward upgrade
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* [shardformer] update mistral model (#5511 )
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* [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
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* [zero] support multiple (partial) backward passes (#5596 )
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---------
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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 )
* [shardformer] fix pipeline grad ckpt
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---------
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* [test] fix llama test (#5638 )
* [gemini] fix buffer cast (#5639 )
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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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---------
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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 )
...
* [shardformer] fix pipeline grad ckpt
7 months ago
a0ad587c24
[shardformer] refactor embedding resize ( #5603 )
...
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* [devops] fix compatibility (#5444 )
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* [doc] release Open-Sora 1.0 with model weights (#5468 )
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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>
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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 )
* [release] grok-1 314b inference (#5490 )
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* [release] grok-1 inference
* [example] update Grok-1 inference (#5495 )
* revise grok-1 example
* remove unused arg in scripts
* prevent re-installing torch
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* revert modifying colossalai requirements
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* add tokenizer url
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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
* [release] grok-1 inference benchmark (#5500 )
* [release] grok-1 inference benchmark
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* [release] grok-1 inference benchmark
* [shardformer]Fix lm parallel. (#5480 )
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* [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
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* [devops] update tensornvme install
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* [test] fix shardformer tests
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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 )
* Use self.[distribute_layers|get_stage_index] to exploit custom layer distribution
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---------
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
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* [ColossalChat] Update RLHF V2 (#5286 )
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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: Edenzzzz <wtan45@wisc.edu>
* [shardformer] Sequence Parallelism Optimization (#5533 )
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Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>
* fix bugs when useing sp and flashattention together
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Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>
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* [shardformer]enable padding vocabulary size. (#5489 )
* padding vocab_size when using pipeline parallellism
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* Update hybrid_parallel_plugin.py
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* resolve super init
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* resolve comments
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* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* vocab checkpointio
* padding vocab_size when using pipeline parallellism
padding vocab_size when using pipeline parallellism
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* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* fix
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* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* fix rebase
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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: Rocky Duan <dementrock@users.noreply.github.com>
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7 months ago
641b1ee71a
[devops] remove post commit ci ( #5566 )
...
* [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
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
4bb5d8923a
[Fix/Inference] Remove unused and non-functional functions ( #5543 )
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* [fix] remove unused func
* rm non-functional partial
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 )
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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
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* revert
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* revert
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* fix
* test ci
* fix
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
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* fix
* fix
fix resize embedding
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* revert
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8 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
* 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
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fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
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* fix
fix
* fix
fix
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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
* 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
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* fix
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* fix
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fix
fix
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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
* revert: revert p2p
* 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
* polish
* polish
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* polish
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* polish
* polish
* polish
* polish
10 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
* fix timer
* fix amp
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* update bug
* add error raise
* fix autocast
* fix set device
* remove doc accelerator
* update doc
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* update doc
* use nullcontext
* update cpu
* update null context
* change time limit for example
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* update
* [npu] polish accelerator code
---------
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
* update cpu adam
* update is
* add doc for cpu adam
* update kernel
* update commit
* update flash
* update memory efficient
* update flash attn
* update flash attention loader
* update api
* fix
* update doc
* update example time limit
* reverse change
* fix doc
* remove useless kernel
* fix
* not use warning
* update
* update
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
11 months ago
79718fae04
[shardformer] llama support DistCrossEntropy ( #5176 )
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* fix
aaa
fix
fix
fix
* fix
* fix
* test ci
* fix ci
fix
* llama support dist-cross
fix
fix
fix
fix
fix
fix
fix
fix
* fix
* fix
* fix
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* test ci
* test ci
* fix
* [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
fix
fix
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fix
fix
* fix
* fix
* fix
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* test ci
* test ci
* fix
* fix ci
* fix ci
---------
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
Haze188