* hybrid support zbv
* fix
fix
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* Update zero_bubble_pp.py
* fix
* fix-ci
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* [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
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* fix
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* Update zero_bubble_pp.py
* fix
* fix-ci
* fix
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* fix
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* fix
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* fix
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* fix
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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
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* minor fix of dist_came and test
* rebase dist-optim
* rebase dist-optim
* fix remaining comments
* add test dist came using booster api
---------
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;
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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;
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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
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* 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)
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---------
Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: chongqichuizi875 <107315010+chongqichuizi875@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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Co-authored-by: Hongxin Liu <lhx0217@gmail.com>