Boyuan Yao
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
.
* add avg partition (#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>
2023-01-27 09:52:21 +08:00
BlueRum
b3f73ce1c8
[Gemini] Update coloinit_ctx to support meta_tensor ( #2147 )
2022-12-19 22:37:07 +08:00
Jiarui Fang
8e14344ec9
[hotfix] fix a type in ColoInitContext ( #2106 )
2022-12-09 11:44:39 +08:00
Jiarui Fang
05545bfee9
[ColoTensor] throw error when ColoInitContext meets meta parameter. ( #2105 )
2022-12-09 11:39:46 +08:00
HELSON
f6178728a0
[gemini] fix init bugs for modules ( #2047 )
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* [gemini] fix init bugs for modules
* fix bugs
2022-11-30 17:06:10 +08:00
Jiarui Fang
31c644027b
[hotfix] hotfix Gemini for no leaf modules bug ( #2043 )
2022-11-30 14:53:41 +08:00
Jiarui Fang
52c6ad26e0
[ColoTensor] reconfig ColoInitContext, decouple default_pg and default_dist_spec. ( #1953 )
2022-11-15 16:24:16 +08:00
Jiarui Fang
9f4fb3f28a
[ColoTensor] ColoInitContext initialize parameters in shard mode. ( #1937 )
2022-11-14 16:05:09 +08:00
Frank Lee
e6ec99d389
[utils] fixed lazy init context ( #1867 )
2022-11-10 15:17:20 +08:00
Jiarui Fang
3ce4463fe6
[utils] remove lazy_memory_allocate from ColoInitContext ( #1844 )
2022-11-09 11:50:33 +08:00
HELSON
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.
2022-10-14 17:53:16 +08:00
ver217
a203b709d5
[hotfix] fix init context ( #1543 )
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* fix init context
* fix lazy init ctx
2022-09-06 11:45:08 +08:00
Frank Lee
2cc1175c76
[fx] tested the complete workflow for auto-parallel ( #1336 )
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* [fx] tested the complete workflow for auto-parallel
* polish code
* polish code
* polish code
2022-07-20 10:45:17 +08:00
Frank Lee
250be4d31e
[utils] integrated colotensor with lazy init context ( #1324 )
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* [utils] integrated colotensor with lazy init context
* polish code
* polish code
* polish code
2022-07-15 17:47:12 +08:00
Jiarui Fang
c92f84fcdb
[tensor] distributed checkpointing for parameters ( #1240 )
2022-07-12 15:51:06 +08:00
Jiarui Fang
9bcd2fd4af
[tensor] a shorter shard and replicate spec ( #1245 )
2022-07-11 15:51:48 +08:00
Jiarui Fang
3b500984b1
[tensor] fix some unittests ( #1234 )
2022-07-08 14:18:30 +08:00
Jiarui Fang
f38006ea83
[checkpoint] checkpoint for ColoTensor Model ( #1196 )
2022-07-06 17:22:03 +08:00
Jiarui Fang
ae7d3f4927
[refactor] move process group from _DistSpec to ColoTensor. ( #1203 )
2022-07-06 16:15:16 +08:00
YuliangLiu0306
63d2a93878
[context]support arbitary module materialization. ( #1193 )
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* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [context]support arbitary module materialization.
* [test]add numerical check for lazy init context.
2022-07-04 10:12:02 +08:00
YuliangLiu0306
2053e138a2
[context]use meta tensor to init model lazily. ( #1187 )
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* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [context]use meta tensor to init model lazily.
* polish
* make module with device kwargs bypass the normal init.
* change unit test to adapt updated context.
2022-06-29 21:02:30 +08:00
Jiarui Fang
4b9bba8116
[ColoTensor] rename APIs and add output_replicate to ComputeSpec ( #1168 )
2022-06-24 13:08:54 +08:00
Frank Lee
f8eec98ff5
[tensor] fixed non-serializable colo parameter during model checkpointing ( #1153 )
2022-06-22 11:43:38 +08:00
Frank Lee
73ad05fc8c
[zero] added error message to handle on-the-fly import of torch Module class ( #1135 )
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* [zero] added error message to handle on-the-fly import of torch Module class
* polish code
2022-06-20 11:24:27 +08:00
Frank Lee
2b2dc1c86b
[pipeline] refactor the pipeline module ( #1087 )
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* [pipeline] refactor the pipeline module
* polish code
2022-06-10 11:27:38 +08:00
Frank Lee
bad5d4c0a1
[context] support lazy init of module ( #1088 )
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* [context] support lazy init of module
* polish code
2022-06-10 10:09:48 +08:00
Frank Lee
bfdc5ccb7b
[context] maintain the context object in with statement ( #1073 )
2022-06-07 10:48:45 +08:00
Jiarui Fang
49832b2344
[refactory] add nn.parallel module ( #1068 )
2022-06-06 15:34:41 +08:00
Jiarui Fang
a00644079e
reorgnize colotensor directory ( #1062 )
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* reorgnize colotensor directory
* polish code
2022-06-03 18:04:22 +08:00
Ziyue Jiang
df9dcbbff6
[Tensor] add hybrid device demo and fix bugs ( #1059 )
2022-06-03 12:09:49 +08:00
Ziyue Jiang
7c530b9de2
[Tensor] add Parameter inheritance for ColoParameter ( #1041 )
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* add Parameter inheritance for ColoParameter
* remove tricks
* remove tricks
* polish
* polish
2022-05-30 17:23:44 +08:00
Ziyue Jiang
6c5996a56e
[Tensor] add module check and bert test ( #1031 )
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* add Embedding
* Add bert test
* polish
* add check module test
* polish
* polish
* polish
* polish
2022-05-26 18:15:42 +08:00
Ziyue Jiang
32291dd73f
[Tensor] add module handler for linear ( #1021 )
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* add module spec for linear
* polish
* polish
* polish
2022-05-26 11:50:44 +08:00
ver217
007ca0df92
fix colo init context ( #1026 )
2022-05-25 20:41:58 +08:00
ver217
ad536e308e
[tensor] refactor colo-tensor ( #992 )
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* refactor colo-tensor and update linear op
* polish code
* polish code
* update ops and unit tests
* update unit tests
* polish code
* rename dist_spec module
* polish code
* polish code
* remove unneeded import
* fix pipelinable
2022-05-19 12:44:59 +08:00
Ziyue Jiang
d73c2b1d79
[Tensor] fix init context ( #931 )
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* change torch.Parameter to ColoParameter
* fix post assignment for init context
* polish
* polish
2022-05-11 15:48:12 +08:00
Ziyue Jiang
dfc88b85ea
[Tensor] simplify named param ( #928 )
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* simplify ColoModulize
* simplify ColoModulize
* polish
* polish
2022-05-11 10:54:19 +08:00
YuliangLiu0306
32a45cd7ef
[pipelinable]use pipelinable to support GPT model. ( #903 )
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* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [pipelinable]use pipelinable to support GPT model.
* fix a bug caused by ShardedModel
* polish
* fix front func list
2022-05-11 09:23:58 +08:00
Ziyue Jiang
c195d2814c
[Tensor] add from_pretrained support and bert pretrained test ( #921 )
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* add from_pretrained support and test
* polish
* polish
* polish
* polish
2022-05-09 16:11:47 +08:00
Jiarui Fang
ab95ec9aea
[Tensor] init ColoParameter ( #914 )
2022-05-06 12:57:14 +08:00
Jiarui Fang
d16671da75
[Tensor] initialize the ColoOptimizer ( #898 )
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* [Tensor] activation is an attr of ColoTensor
* [Tensor] add optimizer
* only detach parameters in context
* polish code
2022-04-28 15:23:40 +08:00
Jiarui Fang
676f191532
[Tensor] activation is an attr of ColoTensor ( #897 )
2022-04-28 14:43:22 +08:00
Jiarui Fang
26c49639d8
[Tensor] overriding paramters() for Module using ColoTensor ( #889 )
2022-04-27 15:28:59 +08:00
ver217
4df6471f5d
fix import error ( #880 )
2022-04-26 19:28:40 +08:00
Jiarui Fang
d01d3b8cb0
colo init context add device attr. ( #866 )
2022-04-25 14:24:26 +08:00
YuliangLiu0306
c6930d8ddf
[pipelinable]use ColoTensor to replace dummy tensor. ( #853 )
2022-04-24 18:31:22 +08:00
Jiarui Fang
62f059251b
[Tensor] init a tp network training unittest ( #849 )
2022-04-24 16:43:44 +08:00
ver217
0dea140760
[hotfix] add deconstructor for stateful tensor ( #848 )
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* add deconstructor for stateful tensor
* fix colo init context
2022-04-24 15:03:04 +08:00
YuliangLiu0306
35ea6e1023
[pipelinable]use pipelinable context to initialize non-pipeline model ( #816 )
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* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [pipeline]add module lazy init feature to support large model initization.
* [pipeline]add to_layer_list and partition method to support arbitrary non-pp model
* refactor the module structure
* polish
* [pipelinable]add unit test for pipelinable
* polish
* polish
* Fix CodeFactor issues.
2022-04-24 13:03:12 +08:00
Jiarui Fang
8789850eea
Init Conext supports lazy allocate model memory ( #842 )
2022-04-22 18:03:35 +08:00