7a58dc5ad2
Update metainfo patch branch ( #2517 )
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* init
* rename and remove useless func
* basic chunk
* add evoformer
* align evoformer
* add meta
* basic chunk
* basic memory
* finish basic inference memory estimation
* finish memory estimation
* fix bug
* finish memory estimation
* add part of index tracer
* finish basic index tracer
* add doc string
* add doc str
* polish code
* polish code
* update active log
* polish code
* add possible region search
* finish region search loop
* finish chunk define
* support new op
* rename index tracer
* finishi codegen on msa
* redesign index tracer, add source and change compute
* pass outproduct mean
* code format
* code format
* work with outerproductmean and msa
* code style
* code style
* code style
* code style
* change threshold
* support check_index_duplicate
* support index dupilictae and update loop
* support output
* update memory estimate
* optimise search
* fix layernorm
* move flow tracer
* refactor flow tracer
* format code
* refactor flow search
* code style
* adapt codegen to prepose node
* code style
* remove abandoned function
* remove flow tracer
* code style
* code style
* reorder nodes
* finish node reorder
* update run
* code style
* add chunk select class
* add chunk select
* code style
* add chunksize in emit, fix bug in reassgin shape
* code style
* turn off print mem
* add evoformer openfold init
* init openfold
* add benchmark
* add print
* code style
* code style
* init openfold
* update openfold
* align openfold
* use max_mem to control stratge
* update source add
* add reorder in mem estimator
* improve reorder efficeincy
* support ones_like, add prompt if fit mode search fail
* fix a bug in ones like, dont gen chunk if dim size is 1
* fix bug again
* update min memory stratege, reduce mem usage by 30%
* last version of benchmark
* refactor structure
* restruct dir
* update test
* rename
* take apart chunk code gen
* close mem and code print
* code format
* rename ambiguous variable
* seperate flow tracer
* seperate input node dim search
* seperate prepose_nodes
* seperate non chunk input
* seperate reorder
* rename
* ad reorder graph
* seperate trace flow
* code style
* code style
* fix typo
* set benchmark
* rename test
* update codegen test
* Fix state_dict key missing issue of the ZeroDDP (#2363 )
* Fix state_dict output for ZeroDDP duplicated parameters
* Rewrite state_dict based on get_static_torch_model
* Modify get_static_torch_model to be compatible with the lower version (ZeroDDP)
* update codegen test
* update codegen test
* add chunk search test
* code style
* add available
* [hotfix] fix gpt gemini example (#2404 )
* [hotfix] fix gpt gemini example
* [example] add new assertions
* remove autochunk_available
* [workflow] added nightly release to pypi (#2403 )
* add comments
* code style
* add doc for search chunk
* [doc] updated readme regarding pypi installation (#2406 )
* add doc for search
* [doc] updated kernel-related optimisers' docstring (#2385 )
* [doc] updated kernel-related optimisers' docstring
* polish doc
* rename trace_index to trace_indice
* rename function from index to indice
* rename
* rename in doc
* [polish] polish code for get_static_torch_model (#2405 )
* [gemini] polish code
* [testing] remove code
* [gemini] make more robust
* rename
* rename
* remove useless function
* [worfklow] added coverage test (#2399 )
* [worfklow] added coverage test
* polish code
* polish code
* polish code
* polish code
* polish code
* polish code
* polish code
* polish code
* add doc for trace indice
* [docker] updated Dockerfile and release workflow (#2410 )
* add doc
* update doc
* add available
* change imports
* add test in import
* [workflow] refactored the example check workflow (#2411 )
* [workflow] refactored the example check workflow
* polish code
* polish code
* polish code
* polish code
* polish code
* polish code
* polish code
* polish code
* polish code
* polish code
* polish code
* Update parallel_context.py (#2408 )
* [hotfix] add DISTPAN argument for benchmark (#2412 )
* change the benchmark config file
* change config
* revert config file
* rename distpan to distplan
* [workflow] added precommit check for code consistency (#2401 )
* [workflow] added precommit check for code consistency
* polish code
* polish code
* polish code
* polish code
* polish code
* polish code
* polish code
* adapt new fx
* [workflow] added translation for non-english comments (#2414 )
* [setup] refactored setup.py for dependency graph (#2413 )
* change import
* update doc
* [workflow] auto comment if precommit check fails (#2417 )
* [hotfix] add norm clearing for the overflow step (#2416 )
* [examples] adding tflops to PaLM (#2365 )
* [workflow]auto comment with test coverage report (#2419 )
* [workflow]auto comment with test coverage report
* polish code
* polish yaml
* [doc] added documentation for CI/CD (#2420 )
* [doc] added documentation for CI/CD
* polish markdown
* polish markdown
* polish markdown
* [example] removed duplicated stable diffusion example (#2424 )
* [zero] add inference mode and its unit test (#2418 )
* [workflow] report test coverage even if below threshold (#2431 )
* [example] improved the clarity yof the example readme (#2427 )
* [example] improved the clarity yof the example readme
* polish workflow
* polish workflow
* polish workflow
* polish workflow
* polish workflow
* polish workflow
* [ddp] add is_ddp_ignored (#2434 )
[ddp] rename to is_ddp_ignored
* [workflow] make test coverage report collapsable (#2436 )
* [autoparallel] add shard option (#2423 )
* [fx] allow native ckpt trace and codegen. (#2438 )
* [cli] provided more details if colossalai run fail (#2442 )
* [autoparallel] integrate device mesh initialization into autoparallelize (#2393 )
* [autoparallel] integrate device mesh initialization into autoparallelize
* add megatron solution
* update gpt autoparallel examples with latest api
* adapt beta value to fit the current computation cost
* [zero] fix state_dict and load_state_dict for ddp ignored parameters (#2443 )
* [ddp] add is_ddp_ignored
[ddp] rename to is_ddp_ignored
* [zero] fix state_dict and load_state_dict
* fix bugs
* [zero] update unit test for ZeroDDP
* [example] updated the hybrid parallel tutorial (#2444 )
* [example] updated the hybrid parallel tutorial
* polish code
* [zero] add warning for ignored parameters (#2446 )
* [example] updated large-batch optimizer tutorial (#2448 )
* [example] updated large-batch optimizer tutorial
* polish code
* polish code
* [example] fixed seed error in train_dreambooth_colossalai.py (#2445 )
* [workflow] fixed the on-merge condition check (#2452 )
* [workflow] automated the compatiblity test (#2453 )
* [workflow] automated the compatiblity test
* polish code
* [autoparallel] update binary elementwise handler (#2451 )
* [autoparallel] update binary elementwise handler
* polish
* [workflow] automated bdist wheel build (#2459 )
* [workflow] automated bdist wheel build
* polish workflow
* polish readme
* polish readme
* Fix False warning in initialize.py (#2456 )
* Update initialize.py
* pre-commit run check
* [examples] update autoparallel tutorial demo (#2449 )
* [examples] update autoparallel tutorial demo
* add test_ci.sh
* polish
* add conda yaml
* [cli] fixed hostname mismatch error (#2465 )
* [example] integrate autoparallel demo with CI (#2466 )
* [example] integrate autoparallel demo with CI
* polish code
* polish code
* polish code
* polish code
* [zero] low level optim supports ProcessGroup (#2464 )
* [example] update vit ci script (#2469 )
* [example] update vit ci script
* [example] update requirements
* [example] update requirements
* [example] integrate seq-parallel tutorial with CI (#2463 )
* [zero] polish low level optimizer (#2473 )
* polish pp middleware (#2476 )
Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
* [example] update gpt gemini example ci test (#2477 )
* [zero] add unit test for low-level zero init (#2474 )
* [workflow] fixed the skip condition of example weekly check workflow (#2481 )
* [example] stable diffusion add roadmap
* add dummy test_ci.sh
* [example] stable diffusion add roadmap (#2482 )
* [CI] add test_ci.sh for palm, opt and gpt (#2475 )
* polish code
* [example] titans for gpt
* polish readme
* remove license
* polish code
* update readme
* [example] titans for gpt (#2484 )
* [autoparallel] support origin activation ckpt on autoprallel system (#2468 )
* [autochunk] support evoformer tracer (#2485 )
support full evoformer tracer, which is a main module of alphafold. previously we just support a simplifed version of it.
1. support some evoformer's op in fx
2. support evoformer test
3. add repos for test code
* [example] fix requirements (#2488 )
* [zero] add unit testings for hybrid parallelism (#2486 )
* [hotfix] gpt example titans bug #2493
* polish code and fix dataloader bugs
* [hotfix] gpt example titans bug #2493 (#2494 )
* [fx] allow control of ckpt_codegen init (#2498 )
* [fx] allow control of ckpt_codegen init
Currently in ColoGraphModule, ActivationCheckpointCodeGen will be set automatically in __init__. But other codegen can't be set if so.
So I add an arg to control whether to set ActivationCheckpointCodeGen in __init__.
* code style
* [example] dreambooth example
* add test_ci.sh to dreambooth
* [autochunk] support autochunk on evoformer (#2497 )
* Revert "Update parallel_context.py (#2408 )"
This reverts commit 7d5640b9db#2483 )
Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
* [auto-chunk] support extramsa (#3 ) (#2504 )
* [utils] lazy init. (#2148 )
* [utils] lazy init.
* [utils] remove description.
* [utils] complete.
* [utils] finalize.
* [utils] fix names.
* [autochunk] support parsing blocks (#2506 )
* [zero] add strict ddp mode (#2508 )
* [zero] add strict ddp mode
* [polish] add comments for strict ddp mode
* [zero] fix test error
* [doc] update opt and tutorial links (#2509 )
* [workflow] fixed changed file detection (#2515 )
Co-authored-by: oahzxl <xuanlei.zhao@gmail.com>
Co-authored-by: eric8607242 <e0928021388@gmail.com>
Co-authored-by: HELSON <c2h214748@gmail.com>
Co-authored-by: Frank Lee <somerlee.9@gmail.com>
Co-authored-by: Haofan Wang <haofanwang.ai@gmail.com>
Co-authored-by: Jiarui Fang <fangjiarui123@gmail.com>
Co-authored-by: ZijianYY <119492445+ZijianYY@users.noreply.github.com>
Co-authored-by: YuliangLiu0306 <72588413+YuliangLiu0306@users.noreply.github.com>
Co-authored-by: Super Daniel <78588128+super-dainiu@users.noreply.github.com>
Co-authored-by: ver217 <lhx0217@gmail.com>
Co-authored-by: Ziyue Jiang <ziyue.jiang97@gmail.com>
Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
Co-authored-by: oahzxl <43881818+oahzxl@users.noreply.github.com>
Co-authored-by: binmakeswell <binmakeswell@gmail.com>
Co-authored-by: Fazzie-Maqianli <55798671+Fazziekey@users.noreply.github.com>
Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com>
2 years ago
48d33b1b17
[gemini] add get static torch model ( #2356 )
2 years ago
a3100bd50d
[testing] add beit model for unit testings ( #2196 )
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* [testing] add beit model
* [beit] fix bugs
* [beit] fix bugs
* [testing] fix bugs
2 years ago
2458659919
[zero] fix error for BEiT models ( #2169 )
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* [zero] fix error for BEiT models
* [ColoParameter] add unpack operation for tuple arguments
* fix bugs
* fix chunkv2 unit testing
* add assertion for gradient state
2 years ago
27327a4c90
[example] add palm pytorch version ( #2172 )
2 years ago
2827f41898
[Gemini] GeminiDPP convert to PyTorch Module. ( #2151 )
2 years ago
c89c66a858
[Gemini] update API of the chunkmemstatscollector. ( #2129 )
2 years ago
2938edf446
[Gemini] update the non model data record method in runtime memory tracer ( #2128 )
2 years ago
deee317b0f
[Gemini] test step-tensor mapping using repeated_computed_layers.py ( #2127 )
2 years ago
8fac837679
[Gemini] update non model data calculation method ( #2126 )
2 years ago
5efda69735
[Gemini] hotfix the unittest bugs ( #2125 )
2 years ago
05bb28aacf
[Gemini] mapping of preop timestep and param ( #2124 )
2 years ago
9214d1fe28
[Gemini] chunk init using runtime visited param order ( #2115 )
2 years ago
e5aa8333e4
[NFC] update chunk manager API ( #2119 )
2 years ago
e99edfcb51
[NFC] polish comments for Chunk class ( #2116 )
2 years ago
63fbba3c19
[zero] add L2 gradient clipping for ZeRO ( #2112 )
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* [zero] add L2 gradient clipping
* [testing] add MlpModel
* [zero] add unit test for grad clipping
* fix atol
2 years ago
85efb7ac2e
[Gemini] gemini use the runtime memory tracer (RMT) ( #2099 )
2 years ago
978242326a
[Gemini] remove eval in gemini unittests! ( #2092 )
2 years ago
40b7d55bf3
[Gemini] add albert in test models. ( #2075 )
2 years ago
f6178728a0
[gemini] fix init bugs for modules ( #2047 )
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* [gemini] fix init bugs for modules
* fix bugs
2 years ago
1e885329f4
[test] align model name with the file name. ( #2045 )
2 years ago
31c644027b
[hotfix] hotfix Gemini for no leaf modules bug ( #2043 )
2 years ago
384cd26314
[zero] fix testing parameters ( #2042 )
2 years ago
17a3c685b0
[zero] fix unit-tests ( #2039 )
2 years ago
eb7742a4bb
[Gemini] more tests for Gemini ( #2038 )
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* [Gemini] more tests for Gemini
* polish code
2 years ago
537e181705
[testing] fix testing models ( #2036 )
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* [testing] fix testing models
* roll back
2 years ago
96134e7be3
[hotfix] add bert test for gemini fwd bwd ( #2035 )
2 years ago
28aa9a4294
[Gemini] more rigorous unit tests for run_fwd_bwd ( #2034 )
2 years ago
2e9cbfca12
[Gemini] add unitests to check gemini correctness ( #2015 )
2 years ago
f7e276fa71
[Gemini] add GeminiAdamOptimizer ( #1960 )
2 years ago
c6a1a62636
[hotfix] fix zero's incompatibility with checkpoint in torch-1.12 ( #1786 )
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* [hotfix] fix zero's incompatibility with checkpoint in torch-1.12
* [zero] add cpu shard init
* [zero] add tiny example test
* [colo_tensor] fix bugs for torch-1.11
2 years ago
f69f9bf223
[zero] add chunk init function for users ( #1729 )
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* add chunk manager init function
* fix unit tests
* add comment
* add flush=True
2 years ago
1468e4bcfc
[zero] add constant placement policy ( #1705 )
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* fixes memory leak when paramter is in fp16 in ZeroDDP init.
* bans chunk releasement in CUDA. Only when a chunk is about to offload, it is allowed to release.
* adds a constant placement policy. With it, users can allocate a reserved caching memory space for parameters.
2 years ago
b28991dd0a
[feature] A new ZeRO implementation ( #1644 )
2 years ago
c5d39215f6
Revert "[feature] new zero implementation ( #1623 )" ( #1643 )
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This reverts commit 5be118f405
2 years ago
5be118f405
[feature] new zero implementation ( #1623 )
2 years ago
b80340168e
[zero] add chunk_managerV2 for all-gather chunk ( #1441 )
2 years ago
9056677b13
[zero] add chunk size searching algorithm for parameters in different groups ( #1436 )
2 years ago
039b7ed3bc
[polish] add update directory in gemini; rename AgChunk to ChunkV2 ( #1432 )
2 years ago
Boyuan Yao