d4a436051d
[checkpointio] support async model save ( #6131 )
...
* [checkpointio] support async model save
* [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>
1 week ago
6d6cafabe2
pre-commit fix
1 month ago
b10339df7c
fix lora ckpt save format (ColoTensor to Tensor)
1 month ago
bdb125f83f
[doc] FP8 training and communication document ( #6050 )
...
* Add FP8 training and communication document
* add fp8 docstring for plugins
* fix typo
* fix typo
3 months ago
eea37da6fa
[fp8] Merge feature/fp8_comm to main branch of Colossalai ( #6016 )
...
* add SimPO
* fix dataloader
* remove debug code
* add orpo
* fix style
* 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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for more information, see https://pre-commit.ci
---------
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* [Feature] deepseek support & unit test
* [misc] remove debug code & useless print
* [misc] fix typos (#5872 )
* [Feature] remove modeling file, use auto config. (#5884 )
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
* [misc] delete useless file
* [misc] fix typos
* [Deepseek] remove redundant code (#5888 )
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
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* [misc] fix typos
* [misc] remove redundant code
* [Feature/deepseek] resolve comment. (#5889 )
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
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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
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [Feat] Diffusion Model(PixArtAlpha/StableDiffusion3) Support (#5838 )
* Diffusion Model Inference support
* Stable Diffusion 3 Support
* pixartalpha support
* [HotFix] CI,import,requirements-test for #5838 (#5892 )
* [Hot Fix] CI,import,requirements-test
---------
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* [Feature] Enable PP + SP for llama (#5868 )
* fix cross-PP-stage position id length diff bug
* fix typo
* fix typo
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* use a one cross entropy func for all shardformer models
---------
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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
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix eval
* hotfix citation
* [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
This change considerably speeds up construction speed of DimSpec objects. The difference_dict is the same for each DimSpec object, so a single copy of it is enough.
* 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
* [devops] update compatibility ci
* [devops] update compatibility ci
* [devops] add debug
* [devops] add debug
* [devops] add debug
* [devops] add debug
* [devops] remove debug
* [devops] remove debug
* [release] update version (#5912 )
* [plugin] support all-gather overlap for hybrid parallel (#5919 )
* [plugin] fixed all-gather overlap support for hybrid parallel
* add kto
* fix style, add kto data sample
* [Examples] Add lazy init to OPT and GPT examples (#5924 )
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* [ColossalChat] Hotfix for ColossalChat (#5910 )
* add ignore and tiny llama
* fix path issue
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* add ignore and tiny llama
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* run style
* fix issue
* update bash
* fix ddp issue
* add Qwen 1.5 32B
* refactor tokenization
* [FIX BUG] UnboundLocalError: cannot access local variable 'default_conversation' where it is not associated with a value (#5931 )
* cannot access local variable 'default_conversation' where it is not associated with a value
set default value for 'default_conversation'
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for more information, see https://pre-commit.ci
---------
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* fix test data
* refactor evaluation
* remove real data path
* remove real data path
* Add n_fused as an input from native_module (#5894 )
* [FIX BUG] convert env param to int in (#5934 )
* [Hotfix] Fix ZeRO typo #5936
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [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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---------
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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
* pixart distrifusion bug fix
* sd3 bug fix and benchmark
* generation bug fix
* naming fix
* add docstring, fix counter and shape error
* add reference
* readme and requirement
* [zero] hotfix update master params (#5951 )
* [release] update version (#5952 )
* [Chat] Fix lora (#5946 )
* fix merging
* remove filepath
* fix style
* Update README.md (#5958 )
* [hotfix] Remove unused plan section (#5957 )
* remove readme
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* update
* [test] add mixtral for sequence classification
* [test] add mixtral transformer test
* [moe] fix plugin
* [test] mixtra pp shard test
* [chore] handle non member group
* [zero] solve hang
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* [moe] implement transit between non moe tp and ep
* [zero] solve hang
* [misc] solve booster hang by rename the variable
* solve hang when parallel mode = pp + dp
* [moe] implement submesh initialization
* [moe] add mixtral dp grad scaling when not all experts are activated
* [chore] manually revert unintended commit
* [chore] trivial fix
* [chore] arg pass & remove drop token
* [test] add mixtral modelling test
* [moe] implement tp
* [moe] test deepseek
* [moe] clean legacy code
* [Feature] MoE Ulysses Support (#5918 )
* moe sp support
* moe sp bug solve
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for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [chore] minor fix
* [moe] init moe plugin comm setting with sp
* moe sp + ep bug fix
* [moe] finalize test (no pp)
* [moe] full test for deepseek and mixtral (pp + sp to fix)
* [chore] minor fix after rebase
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* [chore] solve moe ckpt test failure and some other arg pass failure
* [moe] remove ops
* [test] fix test: test_zero1_2
* [bug] fix: somehow logger hangs the program
* [moe] deepseek moe sp support
* [test] add check
* [deepseek] replace attn (a workaround for bug in transformers)
* [misc] skip redunant test
* [misc] remove debug/print code
* [moe] refactor mesh assignment
* Revert "[moe] implement submesh initialization"
This reverts commit 2f9bce6686#5950 )
* support auto distributed data loader
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* support auto distributed data loader
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* fix tp error
* remove unused parameters
* remove unused
* update inference
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---------
Co-authored-by: Michelle <qianranma8@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [lora] lora support hybrid parallel plugin (#5956 )
* lora support hybrid plugin
* fix
* fix
* fix
* fix
* Support overall loss, update KTO logging
* [Docs] clarify launch port
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [Hotfix] README link (#5966 )
* update ignore
* update readme
* run style
* update readme
* [Hotfix] Avoid fused RMSnorm import error without apex (#5985 )
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* [Chat] fix readme (#5989 )
* fix readme
* fix readme, tokenization fully tested
* fix readme, tokenization fully tested
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Co-authored-by: root <root@notebook-8f919155-6035-47b4-9c6f-1be133b9e2c9-0.notebook-8f919155-6035-47b4-9c6f-1be133b9e2c9.colossal-ai.svc.cluster.local>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* fix sync condition (#6000 )
* [plugin] add cast inputs option for zero (#6003 )
* [pre-commit.ci] pre-commit autoupdate (#5995 )
updates:
- [github.com/psf/black-pre-commit-mirror: 24.4.2 → 24.8.0](https://github.com/psf/black-pre-commit-mirror/compare/24.4.2...24.8.0 )
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [misc] Bypass the huggingface bug to solve the mask mismatch problem (#5991 )
* [Feature] Zigzag Ring attention (#5905 )
* halfway
* fix cross-PP-stage position id length diff bug
* fix typo
* fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* unified cross entropy func for all shardformer models
* remove redundant lines
* add basic ring attn; debug cross entropy
* fwd bwd logic complete
* fwd bwd logic complete; add experimental triton rescale
* precision tests passed
* precision tests passed
* fix typos and remove misc files
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* add sp_mode to benchmark; fix varlen interface
* update softmax_lse shape by new interface
* change tester name
* remove buffer clone; support packed seq layout
* add varlen tests
* fix typo
* all tests passed
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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
* [misc] update requirements
* [devops] disable requirements cache
* [test] fix torch ddp test
* [test] fix rerun on address in use
* [test] fix lazy init
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* fix the merge
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* overlap kv comm with output rescale (#6017 )
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* fix the merge
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* fix the merge
* fix
* fix
* fix the merge
* fix
* [misc] Use dist logger in plugins (#6011 )
* use dist logger in plugins
* remove trash
* print on rank 0
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* fix
* fix
* fix
* fix
* fix the merge
* fix
* fix
* fix
* fix
---------
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Co-authored-by: Haze188 <haze188@qq.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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3 months ago
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
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* implement communication hook for FSDP params all-gather
* added unit test for fp8 operators
* support fp8 communication in GeminiPlugin
* update training scripts to support fsdp and fp8 communication
* fixed some minor bugs observed in unit test
* add all_gather_into_tensor_flat_fp8
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* add skip the test if torch < 2.2.0
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* add skip the test if torch < 2.2.0
* add skip the test if torch < 2.2.0
* add fp8_comm flag
* rebase latest fp8 operators
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* [pre-commit.ci] auto fixes from pre-commit.com hooks
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---------
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4 months ago
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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7 months ago
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/
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* minor fixes
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
14b0d4c7e5
[lora] add lora APIs for booster, support lora for TorchDDP ( #4981 )
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* 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
7 months ago
a2db75546d
[doc] polish shardformer doc ( #4779 )
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* fix example format in docstring
* polish shardformer doc
1 year ago
c0a033700c
[shardformer] fix master param sync for hybrid plugin/rewrite unwrapping logic ( #4758 )
...
* 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
1 year ago
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
1 year ago
79cf1b5f33
[zero]support no_sync method for zero1 plugin ( #4138 )
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* support no sync for zero1 plugin
* polish
* polish
1 year ago
822c3d4d66
[checkpointio] sharded optimizer checkpoint for DDP plugin ( #4002 )
1 year ago
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
1 year ago
c9cff7e7fa
[checkpointio] General Checkpointing of Sharded Optimizers ( #3984 )
1 year ago
5452df63c5
[plugin] torch ddp plugin supports sharded model checkpoint ( #3775 )
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* [plugin] torch ddp plugin add save sharded model
* [test] fix torch ddp ckpt io test
* [test] fix torch ddp ckpt io test
* [test] fix low level zero plugin test
* [test] fix low level zero plugin test
* [test] add debug info
* [test] add debug info
* [test] add debug info
* [test] add debug info
* [test] add debug info
* [test] fix low level zero plugin test
* [test] fix low level zero plugin test
* [test] remove debug info
2 years ago
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
2 years ago
3bf09efe74
[booster] update prepare dataloader method for plugin ( #3706 )
...
* [booster] add prepare dataloader method for plug
* [booster] update examples and docstr
2 years ago
d0915f54f4
[booster] refactor all dp fashion plugins ( #3684 )
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* [booster] add dp plugin base
* [booster] inherit dp plugin base
* [booster] refactor unit tests
2 years ago
7d8d825681
[booster] fixed the torch ddp plugin with the new checkpoint api ( #3442 )
2 years ago
1beb85cc25
[checkpoint] refactored the API and added safetensors support ( #3427 )
...
* [checkpoint] refactored the API and added safetensors support
* polish code
2 years ago
73d3e4d309
[booster] implemented the torch ddd + resnet example ( #3232 )
...
* [booster] implemented the torch ddd + resnet example
* polish code
2 years ago
e7f3bed2d3
[booster] added the plugin base and torch ddp plugin ( #3180 )
...
* [booster] added the plugin base and torch ddp plugin
* polish code
* polish code
* polish code
2 years ago
Hongxin Liu