* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [feat] add dw test;
* [fix] fix weight not close;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] split communication and calculation; fix pop empty send_bwd_buffer error;
* [feat] add test for p & p grad;
* [feat] add comments for ZBV func;
* [fix] rm useless assign and comments;
* [fix] fix ci test; add pytest;
* [feat] add run_fwd_bwd_with_microbatch (replace input) & test; add p&p.grad assert close test & all pass;
* [feat] add apply v_schedule graph; p & p.grad assert err exist;
* [fix] update
* [feat] fix ci; add assert;
* [feat] fix poc format
* [feat] fix func name & ci; add comments;
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [feat] add fwd_bwd_step, run_fwd_only;
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [fix] fix communication_map;
* [feat] update test; rm comments;
* [fix] rm zbv in hybridplugin
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix detach output & release output;
* [fix] rm requir_grad for output;
* [fix] fix requir grad position and detach position and input&output local buffer append position;
* [feat] add memory assertation;
* [fix] fix mem check;
* [fix] mem assertation'
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [fix] fix redundant detach & clone; add buffer assertation in the end;
* [fix] add output_obj_grad assert None at bwd b step; replace input_obj.require_grad_ with treemap;
* [fix] update optim state dict assert (include param group & state); fix mem assert after add optim;
* [fix] add testcase with microbatch 4;
* [zerobubble]Support ZeroBubble Pipeline (#6034)
* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [feat] add dw test;
* [fix] fix weight not close;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] split communication and calculation; fix pop empty send_bwd_buffer error;
* [feat] add test for p & p grad;
* [feat] add comments for ZBV func;
* [fix] rm useless assign and comments;
* [fix] fix ci test; add pytest;
* [feat] add run_fwd_bwd_with_microbatch (replace input) & test; add p&p.grad assert close test & all pass;
* [feat] add apply v_schedule graph; p & p.grad assert err exist;
* [fix] update
* [feat] fix ci; add assert;
* [feat] fix poc format
* [feat] fix func name & ci; add comments;
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [feat] add fwd_bwd_step, run_fwd_only;
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [fix] fix communication_map;
* [feat] update test; rm comments;
* [fix] rm zbv in hybridplugin
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix detach output & release output;
* [fix] rm requir_grad for output;
* [fix] fix requir grad position and detach position and input&output local buffer append position;
* [feat] add memory assertation;
* [fix] fix mem check;
* [fix] mem assertation'
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [fix] fix redundant detach & clone; add buffer assertation in the end;
* [fix] add output_obj_grad assert None at bwd b step; replace input_obj.require_grad_ with treemap;
* [fix] update optim state dict assert (include param group & state); fix mem assert after add optim;
* [fix] add testcase with microbatch 4;
* [feat] moehybrid support zerobubble;
* [fix] fix zerobubble pp for shardformer type input;
* [feat] add more test;
* [fix] fix require_grad & deallocate call;
* [fix] updatw bwd b&w input; dict --> list[torch.Tensor]
* [fix] fix bwd w input;
* [fix] fix mem assert;
* [fix] fix input_tensors buffer append input_obj(dict) --> Tuple (microbatch, input_obj) , and all bwd b related cal logic;
* [fix] use tree_flatten replace dict traverse;
* [fix] rm comments;
* [fix] fix fwd branch, fwd pass both micro_batch & internal_inputs'
* [fix] fix pipeline util func deallocate --> release_tensor_data; fix bwd_b loss bwd branch;
* [fix] fix detach clone release order;
* [fix] fix ci --> oom in 4096 hidden dim;
* [fix] fix dumb clone;
* [fix] fix detach_output_obj clone;
* [fix] fix stage_indices;
* [fix] fix traverse; traverse dict --> traverse tensor List;
* [fix] fix zerobubble; support shardformer model type;
* [fix] rm comments;
* [fix] fix test_pipeline_utils ci;
* [fix] remove duplicate arg; rm comments;
* [fix] remove chunk 0 stage 0 bwd b; u don't have to cal micrbatch's dx;
* [fix] rm print & comments;
* [plugin] hybrid support zero bubble pipeline (#6060)
* hybrid support zbv
* fix
fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* Update zero_bubble_pp.py
* fix
* fix-ci
* fix
[pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
* [zerobubble]Support ZeroBubble Pipeline (#6034)
* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [feat] add dw test;
* [fix] fix weight not close;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] split communication and calculation; fix pop empty send_bwd_buffer error;
* [feat] add test for p & p grad;
* [feat] add comments for ZBV func;
* [fix] rm useless assign and comments;
* [fix] fix ci test; add pytest;
* [feat] add run_fwd_bwd_with_microbatch (replace input) & test; add p&p.grad assert close test & all pass;
* [feat] add apply v_schedule graph; p & p.grad assert err exist;
* [fix] update
* [feat] fix ci; add assert;
* [feat] fix poc format
* [feat] fix func name & ci; add comments;
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [feat] add fwd_bwd_step, run_fwd_only;
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [fix] fix communication_map;
* [feat] update test; rm comments;
* [fix] rm zbv in hybridplugin
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix detach output & release output;
* [fix] rm requir_grad for output;
* [fix] fix requir grad position and detach position and input&output local buffer append position;
* [feat] add memory assertation;
* [fix] fix mem check;
* [fix] mem assertation'
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [fix] fix redundant detach & clone; add buffer assertation in the end;
* [fix] add output_obj_grad assert None at bwd b step; replace input_obj.require_grad_ with treemap;
* [fix] update optim state dict assert (include param group & state); fix mem assert after add optim;
* [fix] add testcase with microbatch 4;
* hybrid support zbv
* fix
fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update zero_bubble_pp.py
* fix
* fix-ci
* fix
[pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
* fix
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: duanjunwen <935724073@qq.com>
* [feat] zerobubble support moehybridplugin;
* [feat] update optimizer bwd; ä¸
* [fix] fix build ci;
* [zerobubble] rebase main (#6075)
* fp8 operators for compressed communication
cast_to_fp8, cast_from_fp8, all_reduce_fp8
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix typo
* fix scaling algorithm in FP8 casting
* support fp8 communication in pipeline parallelism
* add fp8_communication flag in the script
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* shardformer fp8
* fix rebase
* remove all to all
* fix shardformer fp8 communication training degradation
* [fp8] support all-gather flat tensor (#5932)
* [fp8] add fp8 comm for low level zero
* [test] add zero fp8 test case
* [Feature] llama shardformer fp8 support (#5938)
* add llama shardformer fp8
* Llama Shardformer Parity
* fix typo
* fix all reduce
* fix pytest failure
* fix reduce op and move function to fp8.py
* fix typo
* [FP8] rebase main (#5963)
* 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
* [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>
* [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
* [misc] delete useless file
* [misc] fix typos
* [misc] remove redundant code
* [Feature/deepseek] resolve comment. (#5889)
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
* [misc] delete useless file
* [misc] fix typos
* [misc] remove redundant code
* [misc] mv module replacement into if branch
* [misc] add some warning message and modify some code in unit test
* [misc] fix typos
---------
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
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [Feature] Enable PP + SP for llama (#5868)
* fix cross-PP-stage position id length diff bug
* fix typo
* fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* use a one cross entropy func for all shardformer models
---------
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
* [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)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [ColossalChat] Hotfix for ColossalChat (#5910)
* add ignore and tiny llama
* fix path issue
* run style
* fix issue
* update bash
* add ignore and tiny llama
* fix path issue
* 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'
* [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>
* 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
* [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>
* 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
* fix readme
* 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
* [test] pass mixtral shardformer test
* [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
* [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>
* [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
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* [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.
* [chore] change moe_pg_mesh to private
* [misc] remove incompatible test config
* [misc] fix ci failure: change default value to false in moe plugin
* [misc] remove useless condition
* [chore] docstring
* [moe] remove force_overlap_comm flag and add warning instead
* [doc] add MoeHybridParallelPlugin docstring
* [moe] solve dp axis issue
* [chore] remove redundant test case, print string & reduce test tokens
* [feat] Dist Loader for Eval (#5950)
* support auto distributed data loader
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* support auto distributed data loader
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix tp error
* remove unused parameters
* remove unused
* update inference
* update docs
* update inference
---------
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
* fp8 operators for compressed communication
cast_to_fp8, cast_from_fp8, all_reduce_fp8
* fix scaling algorithm in FP8 casting
* support fp8 communication in pipeline parallelism
* add fp8_communication flag in the script
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* shardformer fp8
* fix rebase
* remove all to all
* fix shardformer fp8 communication training degradation
* [fp8] support all-gather flat tensor (#5932)
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* Update low_level_optim.py
---------
Co-authored-by: YeAnbang <anbangy2@outlook.com>
Co-authored-by: Haze188 <haze188@qq.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu>
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: Runyu Lu <77330637+LRY89757@users.noreply.github.com>
Co-authored-by: Guangyao Zhang <xjtu521@qq.com>
Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: Stephan Kö <stephankoe@users.noreply.github.com>
Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com>
Co-authored-by: Tong Li <tong.li352711588@gmail.com>
Co-authored-by: zhurunhua <1281592874@qq.com>
Co-authored-by: Insu Jang <insujang@umich.edu>
Co-authored-by: Gao, Ruiyuan <905370712@qq.com>
Co-authored-by: hxwang <wang1570@e.ntu.edu.sg>
Co-authored-by: Michelle <qianranma8@gmail.com>
Co-authored-by: Wang Binluo <32676639+wangbluo@users.noreply.github.com>
Co-authored-by: HangXu <hangxu0304@gmail.com>
* [fp8]support all2all fp8 (#5953)
* support all2all fp8
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* [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>
* [fp8] add fp8 linear (#5967)
* [fp8] add fp8 linear
* [test] fix fp8 linear test condition
* [test] fix fp8 linear test condition
* [test] fix fp8 linear test condition
* [fp8] support fp8 amp for hybrid parallel plugin (#5975)
* [fp8] support fp8 amp for hybrid parallel plugin
* [test] add fp8 hook test
* [fp8] fix fp8 linear compatibility
* fix (#5976)
* [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
for more information, see https://pre-commit.ci
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* add skip the test if torch < 2.2.0
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* 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
* rebase latest fp8 operators
* [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>
* [test ci]Feature/fp8 comm (#5981)
* fix
* fix
* fix
* [fp8] support gemini plugin (#5978)
* [fp8] refactor hook
* [fp8] support gemini plugin
* [example] add fp8 option for llama benchmark
* [fp8] use torch compile (torch >= 2.3.0) (#5979)
* [fp8] use torch compile (torch >= 2.4.0)
* [fp8] set use_fast_accum in linear
* [chore] formal version check
* [chore] fix sig
* [fp8]Moe support fp8 communication (#5977)
* fix
* support moe fp8
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
fix
fi
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [fp8] support hybrid parallel plugin (#5982)
* support fp8 comm for qwen2 model
* support fp8 comm for qwen2 model
* support fp8 comm for qwen2 model
* fp8
* fix
* bert and bloom
* chatglm and command
* gpt2,gptj,bert, falcon,blip2
* mistral,opy,sam,t5,vit,whisper
* fix
* fix
* fix
* [fp8] refactor fp8 linear with compile (#5993)
* [fp8] refactor fp8 linear with compile
* [fp8] fix linear test
* [fp8] fix linear test
* [fp8] support asynchronous FP8 communication (#5997)
* fix
* fix
* fix
* support async all2all
* support async op for all gather
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [fp8] update torch.compile for linear_fp8 to >= 2.4.0 (#6004)
* [fp8] linear perf enhancement
* [fp8]update reduce-scatter test (#6002)
* fix
* fix
* fix
* fix
* [fp8] add use_fp8 option for MoeHybridParallelPlugin (#6009)
* [fp8] zero support fp8 linear. (#6006)
* fix
* fix
* fix
* zero fp8
* zero fp8
* Update requirements.txt
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix the merge
* fix the merge
* fix the merge
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix the merge
* fix
* fix
* fix the merge
* fix
* fix
* fix
* fix
* fix
* fix the merge
* fix
* fix
* fix
* fix
* [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
* [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>
* [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
* [misc] delete useless file
* [misc] fix typos
* [misc] remove redundant code
* [Feature/deepseek] resolve comment. (#5889)
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
* [misc] delete useless file
* [misc] fix typos
* [misc] remove redundant code
* [misc] mv module replacement into if branch
* [misc] add some warning message and modify some code in unit test
* [misc] fix typos
---------
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
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [Feature] Enable PP + SP for llama (#5868)
* fix cross-PP-stage position id length diff bug
* fix typo
* fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* use a one cross entropy func for all shardformer models
---------
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
* [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)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [ColossalChat] Hotfix for ColossalChat (#5910)
* add ignore and tiny llama
* fix path issue
* run style
* fix issue
* update bash
* add ignore and tiny llama
* fix path issue
* 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'
* [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>
* 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
* [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>
* 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
* fix readme
* 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
* [test] pass mixtral shardformer test
* [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
* [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>
* [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
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* [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.
* [chore] change moe_pg_mesh to private
* [misc] remove incompatible test config
* [misc] fix ci failure: change default value to false in moe plugin
* [misc] remove useless condition
* [chore] docstring
* [moe] remove force_overlap_comm flag and add warning instead
* [doc] add MoeHybridParallelPlugin docstring
* [moe] solve dp axis issue
* [chore] remove redundant test case, print string & reduce test tokens
* [feat] Dist Loader for Eval (#5950)
* support auto distributed data loader
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* support auto distributed data loader
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix tp error
* remove unused parameters
* remove unused
* update inference
* update docs
* update inference
---------
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)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [Chat] fix readme (#5989)
* fix readme
* fix readme, tokenization fully tested
* fix readme, tokenization fully tested
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
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
for more information, see https://pre-commit.ci
* 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
for more information, see https://pre-commit.ci
* 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
* add dkv_group; fix mask
* remove debug statements
---------
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
for more information, see https://pre-commit.ci
* fix the merge
* fix the merge
* overlap kv comm with output rescale (#6017)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* fix the merge
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* 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
---------
Co-authored-by: YeAnbang <anbangy2@outlook.com>
Co-authored-by: Haze188 <haze188@qq.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu>
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: Runyu Lu <77330637+LRY89757@users.noreply.github.com>
Co-authored-by: Guangyao Zhang <xjtu521@qq.com>
Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: Stephan Kö <stephankoe@users.noreply.github.com>
Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com>
Co-authored-by: Tong Li <tong.li352711588@gmail.com>
Co-authored-by: zhurunhua <1281592874@qq.com>
Co-authored-by: Insu Jang <insujang@umich.edu>
Co-authored-by: Gao, Ruiyuan <905370712@qq.com>
Co-authored-by: hxwang <wang1570@e.ntu.edu.sg>
Co-authored-by: Michelle <qianranma8@gmail.com>
Co-authored-by: root <root@notebook-8f919155-6035-47b4-9c6f-1be133b9e2c9-0.notebook-8f919155-6035-47b4-9c6f-1be133b9e2c9.colossal-ai.svc.cluster.local>
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update train_dpo.py
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update low_level_zero_plugin.py
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* [CI] Remove triton version for compatibility bug; update req torch >=2.2 (#6018)
* remove triton version
* remove torch 2.2
* remove torch 2.1
* debug
* remove 2.1 build tests
* require torch >=2.2
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [plugin] hotfix zero plugin (#6036)
* [plugin] hotfix zero plugin
* [plugin] hotfix zero plugin
* [Colossal-LLaMA] Refactor latest APIs (#6030)
* refactor latest code
* update api
* add dummy dataset
* update Readme
* add setup
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* update files
* add PP support
* update arguments
* update argument
* reorg folder
* update version
* remove IB infor
* update utils
* update readme
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* update save for zero
* update save
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* add apex
* update
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* add fused norm (#6038)
* [FP8] unsqueeze scale to make it compatible with torch.compile (#6040)
* [colossalai/checkpoint_io/...] fix bug in load_state_dict_into_model; format error msg (#6020)
* fix bug in load_state_dict_into_model; format error msg
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update utils.py
to support checking missing_keys
* Update general_checkpoint_io.py
fix bug in missing_keys error message
* retrigger tests
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [Hotfix] Remove deprecated install (#6042)
* remove deprecated install
* remove unused folder
* [fp8] optimize all-gather (#6043)
* [fp8] optimize all-gather
* [fp8] fix all gather fp8 ring
* [fp8] enable compile
* [fp8] fix all gather fp8 ring
* [fp8] fix linear hook (#6046)
* [fp8] disable all_to_all_fp8 in intranode (#6045)
* enhance all_to_all_fp8 with internode comm control
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* disable some fp8 ops due to performance issue
* [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>
* [release] update version (#6041)
* [release] update version
* [devops] update comp test
* [devops] update comp test debug
* [devops] debug comp test
* [devops] debug comp test
* [devops] debug comp test
* [devops] debug comp test
* [devops] debug comp test
* [Feature] Split cross-entropy computation in SP (#5959)
* halfway
* fix cross-PP-stage position id length diff bug
* fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* 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
* 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
* add dkv_group; fix mask
* remove debug statements
* adapt chatglm, command-R, qwen
* debug
* halfway
* fix cross-PP-stage position id length diff bug
* fix typo
* fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* 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
* add sp_mode to benchmark; fix varlen interface
* update softmax_lse shape by new interface
* add varlen tests
* fix typo
* all tests passed
* add dkv_group; fix mask
* remove debug statements
* add comments
* q1 index only once
* remove events to simplify stream sync
* simplify forward/backward logic
* 2d ring forward passed
* 2d ring backward passed
* fixes
* fix ring attn loss
* 2D ring backward + llama passed
* merge
* update logger
* fix typo
* rebase
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix typo
* remove typos
* fixes
* support GPT
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [hotfix] moe hybrid parallelism benchmark & follow-up fix (#6048)
* [example] pass use_fp8_comm flag to all plugins
* [example] add mixtral benchmark
* [moe] refine assertion and check
* [moe] fix mixtral & add more tests
* [moe] consider checking dp * sp group and moe_dp_group
* [mixtral] remove gate tp & add more tests
* [deepseek] fix tp & sp for deepseek
* [mixtral] minor fix
* [deepseek] add deepseek benchmark
* [fp8] hotfix backward hook (#6053)
* [fp8] hotfix backward hook
* [fp8] hotfix pipeline loss accumulation
* [doc] update sp doc (#6055)
* update sp doc
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* fix the sp
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix the attn
* fix
* fix
* fix
* fix
* [zerobubble]Support ZeroBubble Pipeline (#6034)
* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [feat] add dw test;
* [fix] fix weight not close;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] split communication and calculation; fix pop empty send_bwd_buffer error;
* [feat] add test for p & p grad;
* [feat] add comments for ZBV func;
* [fix] rm useless assign and comments;
* [fix] fix ci test; add pytest;
* [feat] add run_fwd_bwd_with_microbatch (replace input) & test; add p&p.grad assert close test & all pass;
* [feat] add apply v_schedule graph; p & p.grad assert err exist;
* [fix] update
* [feat] fix ci; add assert;
* [feat] fix poc format
* [feat] fix func name & ci; add comments;
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [feat] add fwd_bwd_step, run_fwd_only;
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [fix] fix communication_map;
* [feat] update test; rm comments;
* [fix] rm zbv in hybridplugin
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix detach output & release output;
* [fix] rm requir_grad for output;
* [fix] fix requir grad position and detach position and input&output local buffer append position;
* [feat] add memory assertation;
* [fix] fix mem check;
* [fix] mem assertation'
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [fix] fix redundant detach & clone; add buffer assertation in the end;
* [fix] add output_obj_grad assert None at bwd b step; replace input_obj.require_grad_ with treemap;
* [fix] update optim state dict assert (include param group & state); fix mem assert after add optim;
* [fix] add testcase with microbatch 4;
* [fp8] fix missing fp8_comm flag in mixtral (#6057)
* fix
* fix
* fix
* [fp8] Disable all_gather intranode. Disable Redundant all_gather fp8 (#6059)
* all_gather only internode, fix pytest
* fix cuda arch <89 compile pytest error
* fix pytest failure
* disable all_gather_into_tensor_flat_fp8
* fix fp8 format
* fix pytest
* fix conversations
* fix chunk tuple to list
* [doc] FP8 training and communication document (#6050)
* Add FP8 training and communication document
* add fp8 docstring for plugins
* fix typo
* fix typo
* fix
* fix
* [moe] add parallel strategy for shared_expert && fix test for deepseek (#6063)
* [ColossalEval] support for vllm (#6056)
* support vllm
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* modify vllm and update readme
* run pre-commit
* remove dupilicated lines and refine code
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* update param name
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* refine code
* update readme
* refine code
* [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>
* [release] update version (#6062)
* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] fix poc format
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [feat] update test; rm comments;
* [fix] rm zbv in hybridplugin
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix mem check;
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [feat] moehybrid support zerobubble;
* [fix] fix zerobubble pp for shardformer type input;
* [fix] fix require_grad & deallocate call;
* [fix] fix mem assert;
* [fix] fix fwd branch, fwd pass both micro_batch & internal_inputs'
* [fix] fix pipeline util func deallocate --> release_tensor_data; fix bwd_b loss bwd branch;
* [fix] fix zerobubble; support shardformer model type;
* [fix] fix test_pipeline_utils ci;
* [plugin] hybrid support zero bubble pipeline (#6060)
* hybrid support zbv
* fix
fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* Update zero_bubble_pp.py
* fix
* fix-ci
* fix
[pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
* [zerobubble]Support ZeroBubble Pipeline (#6034)
* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [feat] add dw test;
* [fix] fix weight not close;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] split communication and calculation; fix pop empty send_bwd_buffer error;
* [feat] add test for p & p grad;
* [feat] add comments for ZBV func;
* [fix] rm useless assign and comments;
* [fix] fix ci test; add pytest;
* [feat] add run_fwd_bwd_with_microbatch (replace input) & test; add p&p.grad assert close test & all pass;
* [feat] add apply v_schedule graph; p & p.grad assert err exist;
* [fix] update
* [feat] fix ci; add assert;
* [feat] fix poc format
* [feat] fix func name & ci; add comments;
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [feat] add fwd_bwd_step, run_fwd_only;
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [fix] fix communication_map;
* [feat] update test; rm comments;
* [fix] rm zbv in hybridplugin
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix detach output & release output;
* [fix] rm requir_grad for output;
* [fix] fix requir grad position and detach position and input&output local buffer append position;
* [feat] add memory assertation;
* [fix] fix mem check;
* [fix] mem assertation'
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [fix] fix redundant detach & clone; add buffer assertation in the end;
* [fix] add output_obj_grad assert None at bwd b step; replace input_obj.require_grad_ with treemap;
* [fix] update optim state dict assert (include param group & state); fix mem assert after add optim;
* [fix] add testcase with microbatch 4;
* hybrid support zbv
* fix
fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update zero_bubble_pp.py
* fix
* fix-ci
* fix
[pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
* fix
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: duanjunwen <935724073@qq.com>
* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] fix poc format
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [feat] update test; rm comments;
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix mem check;
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [fix] fix mem assert;
* [fix] fix fwd branch, fwd pass both micro_batch & internal_inputs'
* [plugin] hybrid support zero bubble pipeline (#6060)
* hybrid support zbv
* fix
fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* Update zero_bubble_pp.py
* fix
* fix-ci
* fix
[pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
* [zerobubble]Support ZeroBubble Pipeline (#6034)
* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [feat] add dw test;
* [fix] fix weight not close;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] split communication and calculation; fix pop empty send_bwd_buffer error;
* [feat] add test for p & p grad;
* [feat] add comments for ZBV func;
* [fix] rm useless assign and comments;
* [fix] fix ci test; add pytest;
* [feat] add run_fwd_bwd_with_microbatch (replace input) & test; add p&p.grad assert close test & all pass;
* [feat] add apply v_schedule graph; p & p.grad assert err exist;
* [fix] update
* [feat] fix ci; add assert;
* [feat] fix poc format
* [feat] fix func name & ci; add comments;
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [feat] add fwd_bwd_step, run_fwd_only;
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [fix] fix communication_map;
* [feat] update test; rm comments;
* [fix] rm zbv in hybridplugin
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix detach output & release output;
* [fix] rm requir_grad for output;
* [fix] fix requir grad position and detach position and input&output local buffer append position;
* [feat] add memory assertation;
* [fix] fix mem check;
* [fix] mem assertation'
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [fix] fix redundant detach & clone; add buffer assertation in the end;
* [fix] add output_obj_grad assert None at bwd b step; replace input_obj.require_grad_ with treemap;
* [fix] update optim state dict assert (include param group & state); fix mem assert after add optim;
* [fix] add testcase with microbatch 4;
* hybrid support zbv
* fix
fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update zero_bubble_pp.py
* fix
* fix-ci
* fix
[pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
* fix
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: duanjunwen <935724073@qq.com>
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: HangXu <hangxu0304@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: GuangyaoZhang <xjtu521@qq.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: YeAnbang <anbangy2@outlook.com>
Co-authored-by: Haze188 <haze188@qq.com>
Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu>
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: Runyu Lu <77330637+LRY89757@users.noreply.github.com>
Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com>
Co-authored-by: Stephan Kö <stephankoe@users.noreply.github.com>
Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com>
Co-authored-by: Tong Li <tong.li352711588@gmail.com>
Co-authored-by: zhurunhua <1281592874@qq.com>
Co-authored-by: Insu Jang <insujang@umich.edu>
Co-authored-by: Gao, Ruiyuan <905370712@qq.com>
Co-authored-by: hxwang <wang1570@e.ntu.edu.sg>
Co-authored-by: Michelle <qianranma8@gmail.com>
Co-authored-by: Wang Binluo <32676639+wangbluo@users.noreply.github.com>
Co-authored-by: wangbluo <2538539015@qq.com>
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: duanjunwen <935724073@qq.com>
Co-authored-by: Camille Zhong <44392324+Camille7777@users.noreply.github.com>
* [fix] fix mixtral policy;
* [fix] fix mixtral policy;
* [feat] support zbv in mixtral benchmark;
* [fix] MixtralForCausalLMPolicy get_held_layer support zbv;
* [feat] update MixtralPipelineForwards --> mixtral_model_forward; support zbv;
* [feat] support MixtralPipelineForwards--> mixtral_for_causal_lm_forward for zbv
* [zero bubble] support zero (#6080)
* fp8 operators for compressed communication
cast_to_fp8, cast_from_fp8, all_reduce_fp8
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix typo
* fix scaling algorithm in FP8 casting
* support fp8 communication in pipeline parallelism
* add fp8_communication flag in the script
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* shardformer fp8
* fix rebase
* remove all to all
* fix shardformer fp8 communication training degradation
* [fp8] support all-gather flat tensor (#5932)
* [fp8] add fp8 comm for low level zero
* [test] add zero fp8 test case
* [Feature] llama shardformer fp8 support (#5938)
* add llama shardformer fp8
* Llama Shardformer Parity
* fix typo
* fix all reduce
* fix pytest failure
* fix reduce op and move function to fp8.py
* fix typo
* [FP8] rebase main (#5963)
* 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
* [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>
* [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
* [misc] delete useless file
* [misc] fix typos
* [misc] remove redundant code
* [Feature/deepseek] resolve comment. (#5889)
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
* [misc] delete useless file
* [misc] fix typos
* [misc] remove redundant code
* [misc] mv module replacement into if branch
* [misc] add some warning message and modify some code in unit test
* [misc] fix typos
---------
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
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [Feature] Enable PP + SP for llama (#5868)
* fix cross-PP-stage position id length diff bug
* fix typo
* fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* use a one cross entropy func for all shardformer models
---------
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
* [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)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [ColossalChat] Hotfix for ColossalChat (#5910)
* add ignore and tiny llama
* fix path issue
* run style
* fix issue
* update bash
* add ignore and tiny llama
* fix path issue
* 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'
* [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>
* 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
* [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>
* 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
* fix readme
* 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
* [test] pass mixtral shardformer test
* [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
* [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>
* [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
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* [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.
* [chore] change moe_pg_mesh to private
* [misc] remove incompatible test config
* [misc] fix ci failure: change default value to false in moe plugin
* [misc] remove useless condition
* [chore] docstring
* [moe] remove force_overlap_comm flag and add warning instead
* [doc] add MoeHybridParallelPlugin docstring
* [moe] solve dp axis issue
* [chore] remove redundant test case, print string & reduce test tokens
* [feat] Dist Loader for Eval (#5950)
* support auto distributed data loader
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* support auto distributed data loader
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix tp error
* remove unused parameters
* remove unused
* update inference
* update docs
* update inference
---------
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
* fp8 operators for compressed communication
cast_to_fp8, cast_from_fp8, all_reduce_fp8
* fix scaling algorithm in FP8 casting
* support fp8 communication in pipeline parallelism
* add fp8_communication flag in the script
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* shardformer fp8
* fix rebase
* remove all to all
* fix shardformer fp8 communication training degradation
* [fp8] support all-gather flat tensor (#5932)
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* Update low_level_optim.py
---------
Co-authored-by: YeAnbang <anbangy2@outlook.com>
Co-authored-by: Haze188 <haze188@qq.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu>
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: Runyu Lu <77330637+LRY89757@users.noreply.github.com>
Co-authored-by: Guangyao Zhang <xjtu521@qq.com>
Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: Stephan Kö <stephankoe@users.noreply.github.com>
Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com>
Co-authored-by: Tong Li <tong.li352711588@gmail.com>
Co-authored-by: zhurunhua <1281592874@qq.com>
Co-authored-by: Insu Jang <insujang@umich.edu>
Co-authored-by: Gao, Ruiyuan <905370712@qq.com>
Co-authored-by: hxwang <wang1570@e.ntu.edu.sg>
Co-authored-by: Michelle <qianranma8@gmail.com>
Co-authored-by: Wang Binluo <32676639+wangbluo@users.noreply.github.com>
Co-authored-by: HangXu <hangxu0304@gmail.com>
* [fp8]support all2all fp8 (#5953)
* support all2all fp8
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* [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>
* [fp8] add fp8 linear (#5967)
* [fp8] add fp8 linear
* [test] fix fp8 linear test condition
* [test] fix fp8 linear test condition
* [test] fix fp8 linear test condition
* [fp8] support fp8 amp for hybrid parallel plugin (#5975)
* [fp8] support fp8 amp for hybrid parallel plugin
* [test] add fp8 hook test
* [fp8] fix fp8 linear compatibility
* fix (#5976)
* [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
for more information, see https://pre-commit.ci
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* add skip the test if torch < 2.2.0
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* 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
* rebase latest fp8 operators
* [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>
* [test ci]Feature/fp8 comm (#5981)
* fix
* fix
* fix
* [fp8] support gemini plugin (#5978)
* [fp8] refactor hook
* [fp8] support gemini plugin
* [example] add fp8 option for llama benchmark
* [fp8] use torch compile (torch >= 2.3.0) (#5979)
* [fp8] use torch compile (torch >= 2.4.0)
* [fp8] set use_fast_accum in linear
* [chore] formal version check
* [chore] fix sig
* [fp8]Moe support fp8 communication (#5977)
* fix
* support moe fp8
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
fix
fi
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [fp8] support hybrid parallel plugin (#5982)
* support fp8 comm for qwen2 model
* support fp8 comm for qwen2 model
* support fp8 comm for qwen2 model
* fp8
* fix
* bert and bloom
* chatglm and command
* gpt2,gptj,bert, falcon,blip2
* mistral,opy,sam,t5,vit,whisper
* fix
* fix
* fix
* [fp8] refactor fp8 linear with compile (#5993)
* [fp8] refactor fp8 linear with compile
* [fp8] fix linear test
* [fp8] fix linear test
* [fp8] support asynchronous FP8 communication (#5997)
* fix
* fix
* fix
* support async all2all
* support async op for all gather
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [fp8] update torch.compile for linear_fp8 to >= 2.4.0 (#6004)
* [fp8] linear perf enhancement
* [fp8]update reduce-scatter test (#6002)
* fix
* fix
* fix
* fix
* [fp8] add use_fp8 option for MoeHybridParallelPlugin (#6009)
* [fp8] zero support fp8 linear. (#6006)
* fix
* fix
* fix
* zero fp8
* zero fp8
* Update requirements.txt
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix the merge
* fix the merge
* fix the merge
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix the merge
* fix
* fix
* fix the merge
* fix
* fix
* fix
* fix
* fix
* fix the merge
* fix
* fix
* fix
* fix
* [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
* [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>
* [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
* [misc] delete useless file
* [misc] fix typos
* [misc] remove redundant code
* [Feature/deepseek] resolve comment. (#5889)
* [misc] fix typos
* [Feature] deepseek support via auto model, remove modeling file
* [misc] delete useless file
* [misc] fix typos
* [misc] remove redundant code
* [misc] mv module replacement into if branch
* [misc] add some warning message and modify some code in unit test
* [misc] fix typos
---------
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
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [Feature] Enable PP + SP for llama (#5868)
* fix cross-PP-stage position id length diff bug
* fix typo
* fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* use a one cross entropy func for all shardformer models
---------
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
* [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)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [ColossalChat] Hotfix for ColossalChat (#5910)
* add ignore and tiny llama
* fix path issue
* run style
* fix issue
* update bash
* add ignore and tiny llama
* fix path issue
* 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'
* [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>
* 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
* [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>
* 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
* fix readme
* 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
* [test] pass mixtral shardformer test
* [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
* [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>
* [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
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* [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.
* [chore] change moe_pg_mesh to private
* [misc] remove incompatible test config
* [misc] fix ci failure: change default value to false in moe plugin
* [misc] remove useless condition
* [chore] docstring
* [moe] remove force_overlap_comm flag and add warning instead
* [doc] add MoeHybridParallelPlugin docstring
* [moe] solve dp axis issue
* [chore] remove redundant test case, print string & reduce test tokens
* [feat] Dist Loader for Eval (#5950)
* support auto distributed data loader
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* support auto distributed data loader
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix tp error
* remove unused parameters
* remove unused
* update inference
* update docs
* update inference
---------
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)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [Chat] fix readme (#5989)
* fix readme
* fix readme, tokenization fully tested
* fix readme, tokenization fully tested
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
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
for more information, see https://pre-commit.ci
* 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
for more information, see https://pre-commit.ci
* 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
* add dkv_group; fix mask
* remove debug statements
---------
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
for more information, see https://pre-commit.ci
* fix the merge
* fix the merge
* overlap kv comm with output rescale (#6017)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* fix the merge
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* 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
---------
Co-authored-by: YeAnbang <anbangy2@outlook.com>
Co-authored-by: Haze188 <haze188@qq.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu>
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: Runyu Lu <77330637+LRY89757@users.noreply.github.com>
Co-authored-by: Guangyao Zhang <xjtu521@qq.com>
Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: Stephan Kö <stephankoe@users.noreply.github.com>
Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com>
Co-authored-by: Tong Li <tong.li352711588@gmail.com>
Co-authored-by: zhurunhua <1281592874@qq.com>
Co-authored-by: Insu Jang <insujang@umich.edu>
Co-authored-by: Gao, Ruiyuan <905370712@qq.com>
Co-authored-by: hxwang <wang1570@e.ntu.edu.sg>
Co-authored-by: Michelle <qianranma8@gmail.com>
Co-authored-by: root <root@notebook-8f919155-6035-47b4-9c6f-1be133b9e2c9-0.notebook-8f919155-6035-47b4-9c6f-1be133b9e2c9.colossal-ai.svc.cluster.local>
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update train_dpo.py
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update low_level_zero_plugin.py
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* [CI] Remove triton version for compatibility bug; update req torch >=2.2 (#6018)
* remove triton version
* remove torch 2.2
* remove torch 2.1
* debug
* remove 2.1 build tests
* require torch >=2.2
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [plugin] hotfix zero plugin (#6036)
* [plugin] hotfix zero plugin
* [plugin] hotfix zero plugin
* [Colossal-LLaMA] Refactor latest APIs (#6030)
* refactor latest code
* update api
* add dummy dataset
* update Readme
* add setup
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* update files
* add PP support
* update arguments
* update argument
* reorg folder
* update version
* remove IB infor
* update utils
* update readme
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* update save for zero
* update save
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* add apex
* update
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* add fused norm (#6038)
* [FP8] unsqueeze scale to make it compatible with torch.compile (#6040)
* [colossalai/checkpoint_io/...] fix bug in load_state_dict_into_model; format error msg (#6020)
* fix bug in load_state_dict_into_model; format error msg
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update utils.py
to support checking missing_keys
* Update general_checkpoint_io.py
fix bug in missing_keys error message
* retrigger tests
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [Hotfix] Remove deprecated install (#6042)
* remove deprecated install
* remove unused folder
* [fp8] optimize all-gather (#6043)
* [fp8] optimize all-gather
* [fp8] fix all gather fp8 ring
* [fp8] enable compile
* [fp8] fix all gather fp8 ring
* [fp8] fix linear hook (#6046)
* [fp8] disable all_to_all_fp8 in intranode (#6045)
* enhance all_to_all_fp8 with internode comm control
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* disable some fp8 ops due to performance issue
* [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>
* [release] update version (#6041)
* [release] update version
* [devops] update comp test
* [devops] update comp test debug
* [devops] debug comp test
* [devops] debug comp test
* [devops] debug comp test
* [devops] debug comp test
* [devops] debug comp test
* [Feature] Split cross-entropy computation in SP (#5959)
* halfway
* fix cross-PP-stage position id length diff bug
* fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* 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
* 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
* add dkv_group; fix mask
* remove debug statements
* adapt chatglm, command-R, qwen
* debug
* halfway
* fix cross-PP-stage position id length diff bug
* fix typo
* fix typo
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* 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
* add sp_mode to benchmark; fix varlen interface
* update softmax_lse shape by new interface
* add varlen tests
* fix typo
* all tests passed
* add dkv_group; fix mask
* remove debug statements
* add comments
* q1 index only once
* remove events to simplify stream sync
* simplify forward/backward logic
* 2d ring forward passed
* 2d ring backward passed
* fixes
* fix ring attn loss
* 2D ring backward + llama passed
* merge
* update logger
* fix typo
* rebase
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix typo
* remove typos
* fixes
* support GPT
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [hotfix] moe hybrid parallelism benchmark & follow-up fix (#6048)
* [example] pass use_fp8_comm flag to all plugins
* [example] add mixtral benchmark
* [moe] refine assertion and check
* [moe] fix mixtral & add more tests
* [moe] consider checking dp * sp group and moe_dp_group
* [mixtral] remove gate tp & add more tests
* [deepseek] fix tp & sp for deepseek
* [mixtral] minor fix
* [deepseek] add deepseek benchmark
* [fp8] hotfix backward hook (#6053)
* [fp8] hotfix backward hook
* [fp8] hotfix pipeline loss accumulation
* [doc] update sp doc (#6055)
* update sp doc
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* fix the sp
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix the attn
* fix
* fix
* fix
* fix
* [zerobubble]Support ZeroBubble Pipeline (#6034)
* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [feat] add dw test;
* [fix] fix weight not close;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] split communication and calculation; fix pop empty send_bwd_buffer error;
* [feat] add test for p & p grad;
* [feat] add comments for ZBV func;
* [fix] rm useless assign and comments;
* [fix] fix ci test; add pytest;
* [feat] add run_fwd_bwd_with_microbatch (replace input) & test; add p&p.grad assert close test & all pass;
* [feat] add apply v_schedule graph; p & p.grad assert err exist;
* [fix] update
* [feat] fix ci; add assert;
* [feat] fix poc format
* [feat] fix func name & ci; add comments;
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [feat] add fwd_bwd_step, run_fwd_only;
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [fix] fix communication_map;
* [feat] update test; rm comments;
* [fix] rm zbv in hybridplugin
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix detach output & release output;
* [fix] rm requir_grad for output;
* [fix] fix requir grad position and detach position and input&output local buffer append position;
* [feat] add memory assertation;
* [fix] fix mem check;
* [fix] mem assertation'
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [fix] fix redundant detach & clone; add buffer assertation in the end;
* [fix] add output_obj_grad assert None at bwd b step; replace input_obj.require_grad_ with treemap;
* [fix] update optim state dict assert (include param group & state); fix mem assert after add optim;
* [fix] add testcase with microbatch 4;
* [fp8] fix missing fp8_comm flag in mixtral (#6057)
* fix
* fix
* fix
* [fp8] Disable all_gather intranode. Disable Redundant all_gather fp8 (#6059)
* all_gather only internode, fix pytest
* fix cuda arch <89 compile pytest error
* fix pytest failure
* disable all_gather_into_tensor_flat_fp8
* fix fp8 format
* fix pytest
* fix conversations
* fix chunk tuple to list
* [doc] FP8 training and communication document (#6050)
* Add FP8 training and communication document
* add fp8 docstring for plugins
* fix typo
* fix typo
* fix
* fix
* [moe] add parallel strategy for shared_expert && fix test for deepseek (#6063)
* [ColossalEval] support for vllm (#6056)
* support vllm
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* modify vllm and update readme
* run pre-commit
* remove dupilicated lines and refine code
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* update param name
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* refine code
* update readme
* refine code
* [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>
* [release] update version (#6062)
* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] fix poc format
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [feat] update test; rm comments;
* [fix] rm zbv in hybridplugin
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix mem check;
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [feat] moehybrid support zerobubble;
* [fix] fix zerobubble pp for shardformer type input;
* [fix] fix require_grad & deallocate call;
* [fix] fix mem assert;
* [fix] fix fwd branch, fwd pass both micro_batch & internal_inputs'
* [fix] fix pipeline util func deallocate --> release_tensor_data; fix bwd_b loss bwd branch;
* [fix] fix zerobubble; support shardformer model type;
* [fix] fix test_pipeline_utils ci;
* [plugin] hybrid support zero bubble pipeline (#6060)
* hybrid support zbv
* fix
fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* Update zero_bubble_pp.py
* fix
* fix-ci
* fix
[pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
* [zerobubble]Support ZeroBubble Pipeline (#6034)
* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [feat] add dw test;
* [fix] fix weight not close;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] split communication and calculation; fix pop empty send_bwd_buffer error;
* [feat] add test for p & p grad;
* [feat] add comments for ZBV func;
* [fix] rm useless assign and comments;
* [fix] fix ci test; add pytest;
* [feat] add run_fwd_bwd_with_microbatch (replace input) & test; add p&p.grad assert close test & all pass;
* [feat] add apply v_schedule graph; p & p.grad assert err exist;
* [fix] update
* [feat] fix ci; add assert;
* [feat] fix poc format
* [feat] fix func name & ci; add comments;
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [feat] add fwd_bwd_step, run_fwd_only;
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [fix] fix communication_map;
* [feat] update test; rm comments;
* [fix] rm zbv in hybridplugin
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix detach output & release output;
* [fix] rm requir_grad for output;
* [fix] fix requir grad position and detach position and input&output local buffer append position;
* [feat] add memory assertation;
* [fix] fix mem check;
* [fix] mem assertation'
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [fix] fix redundant detach & clone; add buffer assertation in the end;
* [fix] add output_obj_grad assert None at bwd b step; replace input_obj.require_grad_ with treemap;
* [fix] update optim state dict assert (include param group & state); fix mem assert after add optim;
* [fix] add testcase with microbatch 4;
* hybrid support zbv
* fix
fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update zero_bubble_pp.py
* fix
* fix-ci
* fix
[pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
* fix
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: duanjunwen <935724073@qq.com>
* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] fix poc format
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [feat] update test; rm comments;
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix mem check;
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [fix] fix mem assert;
* [fix] fix fwd branch, fwd pass both micro_batch & internal_inputs'
* [plugin] hybrid support zero bubble pipeline (#6060)
* hybrid support zbv
* fix
fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* Update zero_bubble_pp.py
* fix
* fix-ci
* fix
[pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
* [zerobubble]Support ZeroBubble Pipeline (#6034)
* [feat] add zerobubble pp (just a frame now); add POC test for dx_dw; add test for zerobubble;
* [feat] add dw test;
* [fix] fix weight not close;
* [update] update text;
* [feat] add test run_fwd_bwd automatic scheduling;
* [feat] split communication and calculation; fix pop empty send_bwd_buffer error;
* [feat] add test for p & p grad;
* [feat] add comments for ZBV func;
* [fix] rm useless assign and comments;
* [fix] fix ci test; add pytest;
* [feat] add run_fwd_bwd_with_microbatch (replace input) & test; add p&p.grad assert close test & all pass;
* [feat] add apply v_schedule graph; p & p.grad assert err exist;
* [fix] update
* [feat] fix ci; add assert;
* [feat] fix poc format
* [feat] fix func name & ci; add comments;
* [fix] fix poc test; add comments in poc;
* [feat] add optim backward_b_by_grad
* [feat] fix optimizer bwd b & w; support return accum loss & output
* [feat] add fwd_bwd_step, run_fwd_only;
* [fix] fix optim bwd; add license for v_schedule; remove redundant attributes; fix schedule loop "while"--> "for"; add communication dict;
* [fix] fix communication_map;
* [feat] update test; rm comments;
* [fix] rm zbv in hybridplugin
* [fix] fix optim bwd;
* [fix] fix optim bwd;
* [fix] rm output.data after send fwd;
* [fix] fix bwd step if condition; remove useless comments and format info;
* [fix] fix detach output & release output;
* [fix] rm requir_grad for output;
* [fix] fix requir grad position and detach position and input&output local buffer append position;
* [feat] add memory assertation;
* [fix] fix mem check;
* [fix] mem assertation'
* [fix] fix mem assertation
* [fix] fix mem; use a new model shape; only assert mem less and equal than theo;
* [fix] fix model zoo import;
* [fix] fix redundant detach & clone; add buffer assertation in the end;
* [fix] add output_obj_grad assert None at bwd b step; replace input_obj.require_grad_ with treemap;
* [fix] update optim state dict assert (include param group & state); fix mem assert after add optim;
* [fix] add testcase with microbatch 4;
* hybrid support zbv
* fix
fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* Update zero_bubble_pp.py
* fix
* fix-ci
* fix
[pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
* fix
* fix
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix
* fix
* fix
* fix
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: duanjunwen <935724073@qq.com>
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* zbv support zero
* fix
* fix
* fix
---------
Co-authored-by: HangXu <hangxu0304@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: GuangyaoZhang <xjtu521@qq.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: YeAnbang <anbangy2@outlook.com>
Co-authored-by: Haze188 <haze188@qq.com>
Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu>
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: Runyu Lu <77330637+LRY89757@users.noreply.github.com>
Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com>
Co-authored-by: Stephan Kö <stephankoe@users.noreply.github.com>
Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com>
Co-authored-by: Tong Li <tong.li352711588@gmail.com>
Co-authored-by: zhurunhua <1281592874@qq.com>
Co-authored-by: Insu Jang <insujang@umich.edu>
Co-authored-by: Gao, Ruiyuan <905370712@qq.com>
Co-authored-by: hxwang <wang1570@e.ntu.edu.sg>
Co-authored-by: Michelle <qianranma8@gmail.com>
Co-authored-by: Wang Binluo <32676639+wangbluo@users.noreply.github.com>
Co-authored-by: wangbluo <2538539015@qq.com>
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: duanjunwen <935724073@qq.com>
Co-authored-by: Camille Zhong <44392324+Camille7777@users.noreply.github.com>
* [fix] fix llama, mixtral benchmark zbv loss none bug; update mixtral & llama policy and modeling;
* [feat] Linear1D_COL/ROW support zbv WeightGradStore;
* [feat] support use_zbv in llama, mixtral modeling; only replace Linear1D_Col/Row policy;
* [fix] fix test case; moe error in second iter
* [feat]EPMixtralSparseMoeBlock (op in MOE) support zbv;
* [fix] fix bwd b; now bwd w only for Layer replaced by Linear1D_Col/Row; other layer perform a fully bwd;
* [fix] debug zbv llama test;
* [fix] rm use_zbv flag in Shardconfig; rm debug info;
* [fix] add & fix llama test
* [feat] support meta cache, meta_grad_send, meta_tensor_send; fix runtime too long in Recv Bwd; benchmark for llama + Hybrid(tp+pp);
* [fix\ fix fail case test_shard_llama
* [fix] fix test_shard_llama
* [fix] fix llama modeling policy;
* [fix] fix test_shard_llama ci;
* [fix] fix test zerobubble
* [fix] fix handle name; rm useless comments;
* [fix] fix send recv signature;
* [fix] fix comment in llama & benchmark
* [feat] support no tensor parallel Linear in shardformer; Add test for use weightGradStore and not use WeightGradStore
* [fix] fix linear (no tp) ops func name;
* [feat] support zbv in mixtral benchmark; (#6083)
* [feat] support zbv in mixtral benchmark;
* [fix] MixtralForCausalLMPolicy get_held_layer support zbv;
* [feat] update MixtralPipelineForwards --> mixtral_model_forward; support zbv;
* [feat] support MixtralPipelineForwards--> mixtral_for_causal_lm_forward for zbv
* [fix] fix llama, mixtral benchmark zbv loss none bug; update mixtral & llama policy and modeling;
* [feat] Linear1D_COL/ROW support zbv WeightGradStore;
* [feat] support use_zbv in llama, mixtral modeling; only replace Linear1D_Col/Row policy;
* [fix] fix test case; moe error in second iter
* [feat]EPMixtralSparseMoeBlock (op in MOE) support zbv;
* [fix] fix bwd b; now bwd w only for Layer replaced by Linear1D_Col/Row; other layer perform a fully bwd;
* [fix] debug zbv llama test;
* [fix] rm use_zbv flag in Shardconfig; rm debug info;
* [fix] add & fix llama test
* [feat] support meta cache, meta_grad_send, meta_tensor_send; fix runtime too long in Recv Bwd; benchmark for llama + Hybrid(tp+pp);
* [fix\ fix fail case test_shard_llama
* [fix] fix test_shard_llama
* [fix] fix llama modeling policy;
* [fix] fix test_shard_llama ci;
* [fix] fix test zerobubble
* [fix] fix handle name; rm useless comments;
* [fix] fix send recv signature;
* [fix] fix comment in llama & benchmark
* [feat] support no tensor parallel Linear in shardformer; Add test for use weightGradStore and not use WeightGradStore
* [fix] fix linear (no tp) ops func name;
* [fix] fix fp8 args in HybridParallel
* [fix] fix hybridparall use_fp8 config
* [fix] fix use_fp8 flag
* [fix] fix model zoo init
* [feat] support no_tp Linear for sharderformer.llama
* [fix] fix zbv llama pp4
* [fix] fix send_tensor_metadata & send_grad_metadata;
* [feat] fix testcase;
* [feat] support mixtral policy with zbv tp_Linear & non_tp_Linear
* [feat] update mixtral policy & bert policy for zerobubble
* [fix] fix p2p error in zbv
* [fix] fix attn
* [fix] fix mixtral modeling & policy; update wait handles; doing benchmarking for llama hybrid;
* [fix] fix zbv wait_handle
* [fix] rm debug info; update llama policy; update wait handle
* [fix] fix test_lora
* [fix] fix test_lora in llama policy
* [fix] fix wait handle in run_fwd_bwd
* [fix] remove debug info;
* [fix] rm unused comments
* [fix] fix fp8 overlap code
* [fix] fix yml file & v_schedule comments
* [fix] rm fwd only meta cache comments;
---------
Co-authored-by: flybird11111 <1829166702@qq.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: HangXu <hangxu0304@gmail.com>
Co-authored-by: GuangyaoZhang <xjtu521@qq.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: YeAnbang <anbangy2@outlook.com>
Co-authored-by: Haze188 <haze188@qq.com>
Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu>
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: Runyu Lu <77330637+LRY89757@users.noreply.github.com>
Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com>
Co-authored-by: Stephan Kö <stephankoe@users.noreply.github.com>
Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com>
Co-authored-by: Tong Li <tong.li352711588@gmail.com>
Co-authored-by: zhurunhua <1281592874@qq.com>
Co-authored-by: Insu Jang <insujang@umich.edu>
Co-authored-by: Gao, Ruiyuan <905370712@qq.com>
Co-authored-by: hxwang <wang1570@e.ntu.edu.sg>
Co-authored-by: Michelle <qianranma8@gmail.com>
Co-authored-by: Wang Binluo <32676639+wangbluo@users.noreply.github.com>
Co-authored-by: wangbluo <2538539015@qq.com>
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: Camille Zhong <44392324+Camille7777@users.noreply.github.com>
* [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
for more information, see https://pre-commit.ci
* [devops] fix doc test ci
* [test] fix test launch
* [doc] update launch doc
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [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>
* 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
* 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
* [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>
duanjunwen