Hongxin Liu
dc2cdaf3e8
[shardformer] optimize seq parallelism ( #6086 )
...
* [shardformer] optimize seq parallelism
* [shardformer] fix gpt2 fused linear col
* [plugin] update gemini plugin
* [plugin] update moe hybrid plugin
* [test] update gpt2 fused linear test
* [shardformer] fix gpt2 fused linear reduce
2024-10-11 13:44:40 +08:00
Guangyao Zhang
bdb125f83f
[doc] FP8 training and communication document ( #6050 )
...
* Add FP8 training and communication document
* add fp8 docstring for plugins
* fix typo
* fix typo
2024-09-14 11:01:05 +08:00
Wang Binluo
eea37da6fa
[fp8] Merge feature/fp8_comm to main branch of Colossalai ( #6016 )
...
* add SimPO
* fix dataloader
* remove debug code
* add orpo
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* fix colossalai, transformers version
* fix colossalai, transformers version
* fix colossalai, transformers version
* fix torch colossalai version
* update transformers version
* [shardformer] DeepseekMoE support (#5871 )
* [Feature] deepseek moe expert parallel implement
* [misc] fix typo, remove redundant file (#5867 )
* [misc] fix typo
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* [Feature] deepseek support & unit test
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* [misc] fix typos (#5872 )
* [Feature] remove modeling file, use auto config. (#5884 )
* [misc] fix typos
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [Hoxfix] Fix CUDA_DEVICE_MAX_CONNECTIONS for comm overlap
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* [Feat] Diffusion Model(PixArtAlpha/StableDiffusion3) Support (#5838 )
* Diffusion Model Inference support
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* [Hot Fix] CI,import,requirements-test
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [Feature] Enable PP + SP for llama (#5868 )
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Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [ShardFormer] Add Ulysses Sequence Parallelism support for Command-R, Qwen2 and ChatGLM (#5897 )
* add benchmark for sft, dpo, simpo, orpo. Add benchmarking result. Support lora with gradient checkpoint
* fix style
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* fix eval
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* [zero] support all-gather overlap (#5898 )
* [zero] support all-gather overlap
* [zero] add overlap all-gather flag
* [misc] fix typo
* [zero] update api
* fix orpo cross entropy loss
* [Auto Parallel]: Speed up intra-op plan generation by 44% (#5446 )
* Remove unnecessary calls to deepcopy
* Build DimSpec's difference dict only once
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* Fix documentation of DimSpec's difference method
* [ShardFormer] fix qwen2 sp (#5903 )
* [compatibility] support torch 2.2 (#5875 )
* Support Pytorch 2.2.2
* keep build_on_pr file and update .compatibility
* fix object_to_tensor usage when torch>=2.3.0 (#5820 )
* [misc] support torch2.3 (#5893 )
* [misc] support torch2.3
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* [release] update version (#5912 )
* [plugin] support all-gather overlap for hybrid parallel (#5919 )
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* [ColossalChat] Hotfix for ColossalChat (#5910 )
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* fix test data
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* Add n_fused as an input from native_module (#5894 )
* [FIX BUG] convert env param to int in (#5934 )
* [Hotfix] Fix ZeRO typo #5936
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* [Feature] Add a switch to control whether the model checkpoint needs to be saved after each epoch ends (#5941 )
* Add a switch to control whether the model checkpoint needs to be saved after each epoch ends
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* fix style
* fix style
* fix style
* [shardformer] hotfix attn mask (#5945 )
* [shardformer] hotfix attn mask (#5947 )
* [Feat] Distrifusion Acceleration Support for Diffusion Inference (#5895 )
* Distrifusion Support source
* comp comm overlap optimization
* sd3 benchmark
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* sd3 bug fix and benchmark
* generation bug fix
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* [zero] hotfix update master params (#5951 )
* [release] update version (#5952 )
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* fix merging
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* [Feature] MoE Ulysses Support (#5918 )
* moe sp support
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [chore] minor fix
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* [misc] skip redunant test
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.
* [chore] change moe_pg_mesh to private
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* [doc] add MoeHybridParallelPlugin docstring
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [lora] lora support hybrid parallel plugin (#5956 )
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* [misc] Bypass the huggingface bug to solve the mask mismatch problem (#5991 )
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Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [misc] update compatibility (#6008 )
* [misc] update compatibility
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Co-authored-by: Edenzzzz <wtan45@wisc.edu>
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2024-08-22 09:21:34 +08:00
Hongxin Liu
8241c0c054
[fp8] support gemini plugin ( #5978 )
...
* [fp8] refactor hook
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2024-08-09 14:09:48 +08:00
Hanks
b480eec738
[Feature]: support FP8 communication in DDP, FSDP, Gemini ( #5928 )
...
* support fp8_communication in the Torch DDP grad comm, FSDP grad comm, and FSDP params comm
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2024-08-08 15:55:01 +08:00
botbw
8e718a1421
[gemini] fixes for benchmarking ( #5847 )
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2024-06-26 15:52:09 +08:00
botbw
3f7e3131d9
[gemini] optimize reduce scatter d2h copy ( #5760 )
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.
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2024-06-05 14:23:13 +08:00
hxwang
ff507b755e
Merge branch 'main' of github.com:hpcaitech/ColossalAI into prefetch
2024-05-24 04:05:07 +00:00
botbw
2fc85abf43
[gemini] async grad chunk reduce (all-reduce&reduce-scatter) ( #5713 )
...
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2024-05-24 10:31:16 +08:00
pre-commit-ci[bot]
5bedea6e10
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2024-05-16 05:20:01 +00:00
hxwang
b2e9745888
[chore] sync
2024-05-16 04:45:06 +00:00
Baizhou Zhang
14b0d4c7e5
[lora] add lora APIs for booster, support lora for TorchDDP ( #4981 )
...
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2024-04-28 10:51:27 +08:00
Hongxin Liu
4de4e31818
[exampe] update llama example ( #5626 )
...
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2024-04-23 14:12:20 +08:00
flybird11111
a0ad587c24
[shardformer] refactor embedding resize ( #5603 )
...
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Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
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Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: digger yu <digger-yu@outlook.com>
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Co-authored-by: github-actions <github-actions@github.com>
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---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
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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>
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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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Co-authored-by: Edenzzzz <wtan45@wisc.edu>
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
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2024-04-18 16:10:18 +08:00
digger yu
5e1c93d732
[hotfix] fix typo change MoECheckpintIO to MoECheckpointIO ( #5335 )
...
Co-authored-by: binmakeswell <binmakeswell@gmail.com>
2024-03-05 21:52:30 +08:00
Hongxin Liu
6c0fa7b9a8
[llama] fix dataloader for hybrid parallel ( #5358 )
...
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2024-02-05 15:14:56 +08:00
ver217
148469348a
Merge branch 'main' into sync/npu
2024-01-18 12:05:21 +08:00
Frank Lee
9102d655ab
[hotfix] removed unused flag ( #5242 )
2024-01-09 14:57:07 +08:00
Hongxin Liu
d202cc28c0
[npu] change device to accelerator api ( #5239 )
...
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Co-authored-by: Xuanlei Zhao <xuanlei.zhao@gmail.com>
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2024-01-09 10:20:05 +08:00
flybird11111
365671be10
fix-test ( #5210 )
...
fix-test
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2024-01-03 14:26:13 +08:00
flybird11111
21aa5de00b
[gemini] hotfix NaN loss while using Gemini + tensor_parallel ( #5150 )
...
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2023-12-08 11:10:51 +08:00
github-actions[bot]
8921a73c90
[format] applied code formatting on changed files in pull request 5067 ( #5072 )
...
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2023-11-20 19:46:43 +08:00
Hongxin Liu
e5ce4c8ea6
[npu] add npu support for gemini and zero ( #5067 )
...
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2023-11-20 16:12:41 +08:00
flybird11111
3e02154710
[gemini] gemini support extra-dp ( #5043 )
...
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2023-11-16 21:03:04 +08:00
flybird11111
576a2f7b10
[gemini] gemini support tensor parallelism. ( #4942 )
...
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https://github.com/huggingface/transformers/pull/25598
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Co-authored-by: github-actions <github-actions@github.com>
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---------
Co-authored-by: cuiqing.li <lixx336@gmail.com>
Co-authored-by: CjhHa1 <cjh18671720497@outlook.com>
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---------
Co-authored-by: Xu Kai <xukai16@foxamil.com>
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---------
Co-authored-by: CjhHa1 <cjh18671720497outlook.com>
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---------
Co-authored-by: CjhHa1 <cjh18671720497outlook.com>
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---------
Co-authored-by: yuehuayingxueluo <867460659@qq.com>
* Revert "[inference]Re push async dynamic batching (#4901 )" (#4905 )
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.
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.
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This reverts commit fced140250
.
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.
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---------
Co-authored-by: yuehuayingxueluo <867460659@qq.com>
* add assertion for config (#4947 )
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Co-authored-by: yuehuayingxueluo <867460659@qq.com>
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---------
Co-authored-by: cuiqing.li <lixx336@gmail.com>
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---------
Co-authored-by: cuiqing.li <lixx336@gmail.com>
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.
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---------
Co-authored-by: Xu Kai <xukai16@foxmail.com>
Co-authored-by: Zian(Andy) Zheng <62330719+Orion-Zheng@users.noreply.github.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: github-actions <github-actions@github.com>
Co-authored-by: Baizhou Zhang <eddiezhang@pku.edu.cn>
Co-authored-by: Zhongkai Zhao <kanezz620@gmail.com>
Co-authored-by: digger yu <digger-yu@outlook.com>
Co-authored-by: Cuiqing Li <lixx3527@gmail.com>
Co-authored-by: cuiqing.li <lixx336@gmail.com>
Co-authored-by: CjhHa1 <cjh18671720497@outlook.com>
Co-authored-by: Xu Kai <xukai16@foxamil.com>
Co-authored-by: Jianghai <72591262+CjhHa1@users.noreply.github.com>
Co-authored-by: Bin Jia <45593998+FoolPlayer@users.noreply.github.com>
Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com>
Co-authored-by: yuehuayingxueluo <867460659@qq.com>
Co-authored-by: Yuanchen <70520919+chengeharrison@users.noreply.github.com>
Co-authored-by: Xu Yuanchen <yuanchen.xu00@gmail.com>
Co-authored-by: littsk <1214689160@qq.com>
Co-authored-by: ppt0011 <143150326+ppt0011@users.noreply.github.com>
2023-11-10 10:15:16 +08:00
Baizhou Zhang
c040d70aa0
[hotfix] fix the bug of repeatedly storing param group ( #4951 )
2023-10-31 14:48:01 +08:00
Baizhou Zhang
21ba89cab6
[gemini] support gradient accumulation ( #4869 )
...
* add test
* fix no_sync bug in low level zero plugin
* fix test
* add argument for grad accum
* add grad accum in backward hook for gemini
* finish implementation, rewrite tests
* fix test
* skip stuck model in low level zero test
* update doc
* optimize communication & fix gradient checkpoint
* modify doc
* cleaning codes
* update cpu adam fp16 case
2023-10-17 14:07:21 +08:00
Hongxin Liu
df63564184
[gemini] support amp o3 for gemini ( #4872 )
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* [gemini] support no reuse fp16 chunk
* [gemini] support no master weight for optim
* [gemini] support no master weight for gemini ddp
* [test] update gemini tests
* [test] update gemini tests
* [plugin] update gemini plugin
* [test] fix gemini checkpointio test
* [test] fix gemini checkpoint io
2023-10-12 10:39:08 +08:00
Baizhou Zhang
a2db75546d
[doc] polish shardformer doc ( #4779 )
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* fix example format in docstring
* polish shardformer doc
2023-09-26 10:57:47 +08:00
Baizhou Zhang
c0a033700c
[shardformer] fix master param sync for hybrid plugin/rewrite unwrapping logic ( #4758 )
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* fix master param sync for hybrid plugin
* rewrite unwrap for ddp/fsdp
* rewrite unwrap for zero/gemini
* rewrite unwrap for hybrid plugin
* fix geemini unwrap
* fix bugs
2023-09-20 18:29:37 +08:00
Hongxin Liu
079bf3cb26
[misc] update pre-commit and run all files ( #4752 )
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* [misc] update pre-commit
* [misc] run pre-commit
* [misc] remove useless configuration files
* [misc] ignore cuda for clang-format
2023-09-19 14:20:26 +08:00
Hongxin Liu
a39a5c66fe
Merge branch 'main' into feature/shardformer
2023-09-04 23:43:13 +08:00
Baizhou Zhang
e79b1e80e2
[checkpointio] support huggingface from_pretrained for all plugins ( #4606 )
2023-09-04 23:25:01 +08:00
Hongxin Liu
27061426f7
[gemini] improve compatibility and add static placement policy ( #4479 )
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* [gemini] remove distributed-related part from colotensor (#4379 )
* [gemini] remove process group dependency
* [gemini] remove tp part from colo tensor
* [gemini] patch inplace op
* [gemini] fix param op hook and update tests
* [test] remove useless tests
* [test] remove useless tests
* [misc] fix requirements
* [test] fix model zoo
* [test] fix model zoo
* [test] fix model zoo
* [test] fix model zoo
* [test] fix model zoo
* [misc] update requirements
* [gemini] refactor gemini optimizer and gemini ddp (#4398 )
* [gemini] update optimizer interface
* [gemini] renaming gemini optimizer
* [gemini] refactor gemini ddp class
* [example] update gemini related example
* [example] update gemini related example
* [plugin] fix gemini plugin args
* [test] update gemini ckpt tests
* [gemini] fix checkpoint io
* [example] fix opt example requirements
* [example] fix opt example
* [example] fix opt example
* [example] fix opt example
* [gemini] add static placement policy (#4443 )
* [gemini] add static placement policy
* [gemini] fix param offload
* [test] update gemini tests
* [plugin] update gemini plugin
* [plugin] update gemini plugin docstr
* [misc] fix flash attn requirement
* [test] fix gemini checkpoint io test
* [example] update resnet example result (#4457 )
* [example] update bert example result (#4458 )
* [doc] update gemini doc (#4468 )
* [example] update gemini related examples (#4473 )
* [example] update gpt example
* [example] update dreambooth example
* [example] update vit
* [example] update opt
* [example] update palm
* [example] update vit and opt benchmark
* [hotfix] fix bert in model zoo (#4480 )
* [hotfix] fix bert in model zoo
* [test] remove chatglm gemini test
* [test] remove sam gemini test
* [test] remove vit gemini test
* [hotfix] fix opt tutorial example (#4497 )
* [hotfix] fix opt tutorial example
* [hotfix] fix opt tutorial example
2023-08-24 09:29:25 +08:00
LuGY
79cf1b5f33
[zero]support no_sync method for zero1 plugin ( #4138 )
...
* support no sync for zero1 plugin
* polish
* polish
2023-07-31 22:13:29 +08:00
Baizhou Zhang
c6f6005990
[checkpointio] Sharded Optimizer Checkpoint for Gemini Plugin ( #4302 )
...
* sharded optimizer checkpoint for gemini plugin
* modify test to reduce testing time
* update doc
* fix bug when keep_gatherd is true under GeminiPlugin
2023-07-21 14:39:01 +08:00
Baizhou Zhang
58913441a1
Next commit [checkpointio] Unsharded Optimizer Checkpoint for Gemini Plugin ( #4141 )
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* [checkpointio] unsharded optimizer checkpoint for Gemini plugin
* [checkpointio] unsharded optimizer checkpoint for Gemini using all_gather
2023-07-07 16:33:06 +08:00
Baizhou Zhang
0bb0b481b4
[gemini] fix argument naming during chunk configuration searching
2023-06-25 13:34:15 +08:00
Wenhao Chen
725af3eeeb
[booster] make optimizer argument optional for boost ( #3993 )
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* feat: make optimizer optional in Booster.boost
* test: skip unet test if diffusers version > 0.10.2
2023-06-15 17:38:42 +08:00
Baizhou Zhang
c9cff7e7fa
[checkpointio] General Checkpointing of Sharded Optimizers ( #3984 )
2023-06-15 15:21:26 +08:00
Frank Lee
bd1ab98158
[gemini] fixed the gemini checkpoint io ( #3934 )
2023-06-09 09:48:49 +08:00
Hongxin Liu
ae02d4e4f7
[bf16] add bf16 support ( #3882 )
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* [bf16] add bf16 support for fused adam (#3844 )
* [bf16] fused adam kernel support bf16
* [test] update fused adam kernel test
* [test] update fused adam test
* [bf16] cpu adam and hybrid adam optimizers support bf16 (#3860 )
* [bf16] implement mixed precision mixin and add bf16 support for low level zero (#3869 )
* [bf16] add mixed precision mixin
* [bf16] low level zero optim support bf16
* [text] update low level zero test
* [text] fix low level zero grad acc test
* [bf16] add bf16 support for gemini (#3872 )
* [bf16] gemini support bf16
* [test] update gemini bf16 test
* [doc] update gemini docstring
* [bf16] add bf16 support for plugins (#3877 )
* [bf16] add bf16 support for legacy zero (#3879 )
* [zero] init context support bf16
* [zero] legacy zero support bf16
* [test] add zero bf16 test
* [doc] add bf16 related docstring for legacy zero
2023-06-05 15:58:31 +08:00
digger yu
7f8203af69
fix typo colossalai/auto_parallel autochunk fx/passes etc. ( #3808 )
2023-05-24 09:01:50 +08:00
Hongxin Liu
3c07a2846e
[plugin] a workaround for zero plugins' optimizer checkpoint ( #3780 )
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* [test] refactor torch ddp checkpoint test
* [plugin] update low level zero optim checkpoint
* [plugin] update gemini optim checkpoint
2023-05-19 19:42:31 +08:00
Hongxin Liu
6552cbf8e1
[booster] fix no_sync method ( #3709 )
...
* [booster] fix no_sync method
* [booster] add test for ddp no_sync
* [booster] fix merge
* [booster] update unit test
* [booster] update unit test
* [booster] update unit test
2023-05-09 11:10:02 +08:00
Hongxin Liu
3bf09efe74
[booster] update prepare dataloader method for plugin ( #3706 )
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* [booster] add prepare dataloader method for plug
* [booster] update examples and docstr
2023-05-08 15:44:03 +08:00
Hongxin Liu
d0915f54f4
[booster] refactor all dp fashion plugins ( #3684 )
...
* [booster] add dp plugin base
* [booster] inherit dp plugin base
* [booster] refactor unit tests
2023-05-05 19:36:10 +08:00
jiangmingyan
307894f74d
[booster] gemini plugin support shard checkpoint ( #3610 )
...
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin add shard checkpoint save/load
* gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
* [API Refactoring]gemini plugin support shard checkpoint
---------
Co-authored-by: luchen <luchen@luchendeMBP.lan>
Co-authored-by: luchen <luchen@luchendeMacBook-Pro.local>
2023-05-05 14:37:21 +08:00
Hongxin Liu
173dad0562
[misc] add verbose arg for zero and op builder ( #3552 )
...
* [misc] add print verbose
* [gemini] add print verbose
* [zero] add print verbose for low level
* [misc] add print verbose for op builder
2023-04-17 11:25:35 +08:00
Hongxin Liu
152239bbfa
[gemini] gemini supports lazy init ( #3379 )
...
* [gemini] fix nvme optimizer init
* [gemini] gemini supports lazy init
* [gemini] add init example
* [gemini] add fool model
* [zero] update gemini ddp
* [zero] update init example
* add chunk method
* add chunk method
* [lazyinit] fix lazy tensor tolist
* [gemini] fix buffer materialization
* [misc] remove useless file
* [booster] update gemini plugin
* [test] update gemini plugin test
* [test] fix gemini plugin test
* [gemini] fix import
* [gemini] fix import
* [lazyinit] use new metatensor
* [lazyinit] use new metatensor
* [lazyinit] fix __set__ method
2023-04-12 16:03:25 +08:00