* 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
* [moe] removed openmoe-coupled code and rectify mixstral code (#5471)
* [Feauture] MoE refractor; Intergration with Mixtral (#5682)
* cherry pick from refractor-moe branch
* tests passed
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---------
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* add mixtral auto policy & move pipeline forward code to modeling folder
* [moe refactor] modify kernel test without Route Class
* [moe refactor] add moe tensor test path environment variable to github workflow
* fix typos
* fix moe test bug due to the code rebase
* [moe refactor] fix moe zero test, and little bug in low level zero
* fix typo
* add moe tensor path to github workflow
* remove some useless code
* fix typo & unify global variable XX_AXIS logic without using -1
* fix typo & prettifier the code
* remove print code & support zero 2 test
* remove useless code
* reanme function
* fix typo
* fix typo
* Further improve the test code
* remove print code
* [moe refactor] change test model from fake moe model to mixtral moe layer and remove useless test
* [moe refactor] skip some unit test which will be refactored later
* [moe refactor] fix unit import error
* [moe refactor] fix circular import issues
* [moe refactor] remove debug code
* [moe refactor] update github workflow
* [moe/zero] refactor low level optimizer (#5767)
* [zero] refactor low level optimizer
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* [Feature] MoE refactor with newest version of ZeRO (#5801)
* [zero] remove redundant members in BucketStore (#5802)
* [zero] align api with previous version
* [Moe/Zero] Update MoeHybridParallelPlugin with refactored ZeRO and Fix Zero bug (#5819)
* [moe refactor] update unit test with the refactored ZeRO and remove useless test
* move moe checkpoint to checkpoint folder and exchange global axis to class member
* update moe hybrid parallel plugin with newest version of zero & fix zero working/master params bug
* fix zero unit test
* Add an assertion to prevent users from using it incorrectly
* [hotfix]Solve the compatibility issue of zero refactor (#5823)
* [moe refactor] update unit test with the refactored ZeRO and remove useless test
* move moe checkpoint to checkpoint folder and exchange global axis to class member
* update moe hybrid parallel plugin with newest version of zero & fix zero working/master params bug
* fix zero unit test
* Add an assertion to prevent users from using it incorrectly
* Modify function parameter names to resolve compatibility issues
* [zero] fix missing hook removal (#5824)
* [MoE] Resolve .github conflict (#5829)
* [Fix/Example] Fix Llama Inference Loading Data Type (#5763)
* [fix/example] fix llama inference loading dtype
* revise loading dtype of benchmark llama3
* [release] update version (#5752)
* [release] update version
* [devops] update compatibility test
* [devops] update compatibility test
* [devops] update compatibility test
* [devops] update compatibility test
* [test] fix ddp plugin test
* [test] fix gptj and rpc test
* [devops] fix cuda ext compatibility
* [inference] fix flash decoding test
* [inference] fix flash decoding test
* fix (#5765)
* [test] Fix/fix testcase (#5770)
* [fix] branch for fix testcase;
* [fix] fix test_analyzer & test_auto_parallel;
* [fix] remove local change about moe;
* [fix] rm local change moe;
* [Hotfix] Add missing init file in inference.executor (#5774)
* [CI/tests] simplify some test case to reduce testing time (#5755)
* [ci/tests] simplify some test case to reduce testing time
* [ci/tests] continue to remove test case to reduce ci time cost
* restore some test config
* [ci/tests] continue to reduce ci time cost
* [misc] update dockerfile (#5776)
* [misc] update dockerfile
* [misc] update dockerfile
* [devops] fix docker ci (#5780)
* [Inference]Add Streaming LLM (#5745)
* Add Streaming LLM
* add some parameters to llama_generation.py
* verify streamingllm config
* add test_streamingllm.py
* modified according to the opinions of review
* add Citation
* change _block_tables tolist
* [hotfix] fix llama flash attention forward (#5777)
* [misc] Accelerate CI for zero and dist optim (#5758)
* remove fp16 from lamb
* remove d2h copy in checking states
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [Test/CI] remove test cases to reduce CI duration (#5753)
* [test] smaller gpt2 test case
* [test] reduce test cases: tests/test_zero/test_gemini/test_zeroddp_state_dict.py
* [test] reduce test cases: tests/test_zero/test_gemini/test_grad_accum.py
* [test] reduce test cases tests/test_zero/test_gemini/test_optim.py
* Revert "[test] smaller gpt2 test case"
Some tests might depend on the size of model (num of chunks)
This reverts commit df705a5210.
* [test] reduce test cases: tests/test_checkpoint_io/test_gemini_checkpoint_io.py
* [CI] smaller test model for two mwo the two modifid cases
* [CI] hardcode gpt model for tests/test_zero/test_gemini/test_search.py since we need a fixed answer there
* [hotfix] fix testcase in test_fx/test_tracer (#5779)
* [fix] branch for fix testcase;
* [fix] fix test_analyzer & test_auto_parallel;
* [fix] remove local change about moe;
* [fix] rm local change moe;
* [fix] fix test_deepfm_model & test_dlrf_model；
* [fix] fix test_hf_albert & test_hf_gpt;
* [gemini] optimize reduce scatter d2h copy (#5760)
* [gemini] optimize reduce scatter d2h copy
* [fix] fix missing reduce variable
* [refactor] remove legacy async reduce scatter code
* [gemini] missing sync
* Revert "[refactor] remove legacy async reduce scatter code"
This reverts commit 58ad76d466.
* [gemini] further optimize with async all reduce
* [fix] pass flag from manager to chunk
* Allow building cuda extension without a device. (#5535)
Added FORCE_CUDA environment variable support, to enable building extensions where a GPU device is not present but cuda libraries are.
* [misc] fix dist logger (#5782)
* [install]fix setup (#5786)
* fix
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* [misc] update requirements (#5787)
* [shardformer] fix import (#5788)
* upgrade colossal-chat support tp_group>1, add sp for sft
* upgrade ppo dpo rm script
* run pre-commit
* moupdate ci tests, st ci test cases passed, tp failed in generation for ppo, sp is buggy
* fix training script
* fix ci
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix transformers version
* remove duplicated test
* fix datasets version
* remove models that require huggingface auth from ci
* remove local data path
* update ci
* remove baichuan from template test due to transformer version conflict
* merge
* Refactor modeling by adding attention backend
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* Fix tests and naming
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* Pass inference model shard configs for module init
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* Clean up
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* replace the customized dataloader setup with the build-in one
* replace the customized dataloader setup with the build-in one
* Remove flash attention backend
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* fix readme
* Fix test import
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* update sft trainning script
* [Inference]refactor baichuan (#5791)
* refactor baichuan
* remove unused code and add TODO for lazyinit
* [test] fix chatglm test kit (#5793)
* [shardformer] fix modeling of bloom and falcon (#5796)
* [test] fix qwen2 pytest distLarge (#5797)
* [Inference] Fix flash-attn import and add model test (#5794)
* Fix torch int32 dtype
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* Fix flash-attn import
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* Add generalized model test
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* Remove exposed path to model
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* Add default value for use_flash_attn
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* Rename model test
Signed-off-by: char-1ee <xingjianli59@gmail.com>
---------
Signed-off-by: char-1ee <xingjianli59@gmail.com>
* [Gemini] Use async stream to prefetch and h2d data moving (#5781)
* use async stream to prefetch and h2d data moving
* Remove redundant code
* [gemini] quick fix on possible async operation (#5803)
* [gemini] quick fix on possible async operation
* [gemini] quick fix on possible async operation
* [shardformer] upgrade transformers to 4.39.3 (#5815)
* [shardformer]upgrade transformers for gpt2/gptj/whisper (#5807)
* [shardformer] fix modeling of gpt2 and gptj
* [shardformer] fix whisper modeling
* [misc] update requirements
---------
Co-authored-by: ver217 <lhx0217@gmail.com>
* [shardformer]upgrade transformers for mistral (#5808)
* upgrade transformers for mistral
* fix
* fix
* [shardformer]upgrade transformers for llama (#5809)
* update transformers
fix
* fix
* fix
* [inference] upgrade transformers (#5810)
* update transformers
fix
* fix
* fix
* fix
* fix
* [gemini] update transformers for gemini (#5814)
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* Support 4d parallel + flash attention (#5789)
* support tp + sp + pp
* remove comments
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* [zero] fix hook bug
* [zero] add low level optimizer back (#5839)
* [zero] fix param & refactor
* [zero] add back original low level opt
* [zero] remove moe related
* [zero] pass zero tests
* [zero] refactor
* [chore] add del func back
* [zero] comments and naming (#5840)
* [zero] modify api (#5843)
* [zero] modify api
* [test] remove _grad_store access in tests
* [test] fix (#5857)
* [CI] skip openmoe CI check
* [CI] fox pre-commit
* [zero] remove redundant memebr init (#5862)
* [misc] remove useless code, modify the pg mesh implementation
* [misc] remove useless code, modify the pg mesh implementation
* [misc] use tempfile
* resolve conflict with main branch
* [misc] use tempfile in test_moe_checkpoint.py
* [misc] remove useless code, add assertion about sequence parallel, move logger into function
* [misc] remove useless code
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Co-authored-by: Frank Lee <somerlee.9@gmail.com>
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* [feat] Add distributed lamb; minor fixes in DeviceMesh (#5476)
* init: add dist lamb; add debiasing for lamb
* dist lamb tester mostly done
* all tests passed
* add comments
* all tests passed. Removed debugging statements
* moved setup_distributed inside plugin. Added dist layout caching
* organize better
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [hotfix] Improve tester precision by removing ZeRO on vanilla lamb (#5576)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
* [optim] add distributed came (#5526)
* test CAME under LowLevelZeroOptimizer wrapper
* test CAME TP row and col pass
* test CAME zero pass
* came zero add master and worker param id convert
* came zero test pass
* came zero test pass
* test distributed came passed
* reform code, Modify some expressions and add comments
* minor fix of test came
* minor fix of dist_came and test
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* minor fix of dist_came and test
* rebase dist-optim
* rebase dist-optim
* fix remaining comments
* add test dist came using booster api
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [optim] Distributed Adafactor (#5484)
* [feature] solve conflict; update optimizer readme;
* [feature] update optimize readme;
* [fix] fix testcase;
* [feature] Add transformer-bert to testcase;solve a bug related to indivisible shape (induction in use_zero and tp is row parallel);
* [feature] Add transformers_bert model zoo in testcase;
* [feature] add user documentation to docs/source/feature.
* [feature] add API Reference & Sample to optimizer Readme; add state check for bert exam;
* [feature] modify user documentation;
* [fix] fix readme format issue;
* [fix] add zero=0 in testcase; cached augment in dict;
* [fix] fix percision issue;
* [feature] add distributed rms;
* [feature] remove useless comment in testcase;
* [fix] Remove useless test; open zero test; remove fp16 test in bert exam;
* [feature] Extract distributed rms function;
* [feature] add booster + lowlevelzeroPlugin in test;
* [feature] add Start_with_booster_API case in md; add Supporting Information in md;
* [fix] Also remove state movement in base adafactor;
* [feature] extract factor function;
* [feature] add LowLevelZeroPlugin test;
* [fix] add tp=False and zero=True in logic;
* [fix] fix use zero logic;
* [feature] add row residue logic in column parallel factor;
* [feature] add check optim state func;
* [feature] Remove duplicate logic;
* [feature] update optim state check func and percision test bug;
* [fix] update/fix optim state; Still exist percision issue;
* [fix] Add use_zero check in _rms; Add plugin support info in Readme; Add Dist Adafactor init Info;
* [feature] removed print & comments in utils;
* [feature] uodate Readme;
* [feature] add LowLevelZeroPlugin test with Bert model zoo;
* [fix] fix logic in _rms;
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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* [fix] remove comments in testcase;
* [feature] add zh-Han Readme;
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* [Feature] refractor dist came; fix percision error; add low level zero test with bert model zoo; (#5676)
* [feature] daily update;
* [fix] fix dist came;
* [feature] refractor dist came; fix percision error; add low level zero test with bert model zoo;
* [fix] open rms; fix low level zero test; fix dist came test function name;
* [fix] remove redundant test;
* [pre-commit.ci] auto fixes from pre-commit.com hooks
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---------
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* [Feature] Add Galore (Adam, Adafactor) and distributed GaloreAdamW8bit (#5570)
* init: add dist lamb; add debiasing for lamb
* dist lamb tester mostly done
* all tests passed
* add comments
* all tests passed. Removed debugging statements
* moved setup_distributed inside plugin. Added dist layout caching
* organize better
* update comments
* add initial distributed galore
* add initial distributed galore
* add galore set param utils; change setup_distributed interface
* projected grad precision passed
* basic precision tests passed
* tests passed; located svd precision issue in fwd-bwd; banned these tests
* Plugin DP + TP tests passed
* move get_shard_dim to d_tensor
* add comments
* remove useless files
* remove useless files
* fix zero typo
* improve interface
* remove moe changes
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* fix import
* fix deepcopy
* update came & adafactor to main
* fix param map
* fix typo
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
* [Hotfix] Remove one buggy test case from dist_adafactor for now (#5692)
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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* [misc] remove config arg from initialize
* [misc] remove old tensor contrusctor
* [plugin] add npu support for ddp
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* [devops] fix doc test ci
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* [devops] remove post commit ci
* [misc] run pre-commit on all files
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* [legacy] move communication to legacy (#4640)
* [legacy] refactor logger and clean up legacy codes (#4654)
* [legacy] make logger independent to gpc
* [legacy] make optim independent to registry
* [legacy] move test engine to legacy
* [legacy] move nn to legacy (#4656)
* [legacy] move nn to legacy
* [checkpointio] fix save hf config
* [test] remove useledd rpc pp test
* [legacy] fix nn init
* [example] skip tutorial hybriad parallel example
* [devops] test doc check
* [devops] test doc check
* add naive optimizer for 3DPlugin/refactor gpt2 shardformer test
* merge tests of PP/DP/TP combinations into one test file
* fix bug when sync grad for dp in HybridPlugin
* update supported precisions for 3DPlugin/fix bug when shifting tp_degree
* improve the passing of lazy_init
* modify lazy_init/use sync_shared_params
* Fixed several spelling errors under colossalai
* Fix the spelling error in colossalai and docs directory
* Cautious Changed the spelling error under the example folder
* Update runtime_preparation_pass.py
revert autograft to autograd
* Update search_chunk.py
utile to until
* Update check_installation.py
change misteach to mismatch in line 91
* Update 1D_tensor_parallel.md
revert to perceptron
* Update 2D_tensor_parallel.md
revert to perceptron in line 73
* Update 2p5D_tensor_parallel.md
revert to perceptron in line 71
* Update 3D_tensor_parallel.md
revert to perceptron in line 80
* Update README.md
revert to resnet in line 42
* Update reorder_graph.py
revert to indice in line 7
* Update p2p.py
revert to megatron in line 94
* Update initialize.py
revert to torchrun in line 198
* Update routers.py
change to detailed in line 63
* Update routers.py
change to detailed in line 146
* Update README.md
revert random number in line 402
Guangyao Zhang