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176 Commits (7d81b5b46ebb1e95d32545122bd86b44dcf54db1)

Author SHA1 Message Date
Frank Lee bffd85bf34
added testing module (#435) 2022-03-16 17:20:05 +08:00
HELSON dbdc9a7783
added Multiply Jitter and capacity factor eval for MOE (#434) 2022-03-16 16:47:44 +08:00
Frank Lee b03b3ae99c
fixed mem monitor device (#433) 
fixed mem monitor device
 2022-03-16 15:25:02 +08:00
Frank Lee 14a7094243
fixed fp16 optimizer none grad bug (#432) 2022-03-16 14:35:46 +08:00
ver217 fce9432f08 sync before creating empty grad 2022-03-16 14:24:09 +08:00
ver217 ea6905a898 free param.grad 2022-03-16 14:24:09 +08:00
ver217 9506a8beb2 use double buffer to handle grad 2022-03-16 14:24:09 +08:00
Jiarui Fang 54229cd33e
[log] better logging display with rich (#426) 
* better logger using rich

* remove deepspeed in zero requirements
 2022-03-16 09:51:15 +08:00
HELSON 3f70a2b12f
removed noisy function during evaluation of MoE router (#419) 2022-03-15 12:06:09 +08:00
Jiarui Fang adebb3e041
[zero] cuda margin space for OS (#418) 2022-03-15 12:02:19 +08:00
Jiarui Fang 56bb412e72
[polish] use GLOBAL_MODEL_DATA_TRACER (#417) 2022-03-15 11:29:46 +08:00
Jiarui Fang 23ba3fc450
[zero] refactory ShardedOptimV2 init method (#416) 2022-03-15 10:45:55 +08:00
Frank Lee e79ea44247
[fp16] refactored fp16 optimizer (#392) 2022-03-15 10:05:38 +08:00
Jiarui Fang 21dc54e019
[zero] memtracer to record cuda memory usage of model data and overall system (#395) 2022-03-14 22:05:30 +08:00
Jiarui Fang 370f567e7d
[zero] new interface for ShardedOptimv2 (#406) 2022-03-14 20:48:41 +08:00
LuGY a9c27be42e
Added tensor detector (#393) 
* Added tensor detector

* Added the - states

* Allowed change include_cpu when detect()
 2022-03-14 18:01:46 +08:00
1SAA 907ac4a2dc fixed error when no collective communication in CommProfiler 2022-03-14 17:21:00 +08:00
Frank Lee 2fe68b359a
Merge pull request #403 from ver217/feature/shard-strategy 
[zero] Add bucket tensor shard strategy
 2022-03-14 16:29:28 +08:00
HELSON dfd0363f68
polished output format for communication profiler and pcie profiler (#404) 
fixed typing error
 2022-03-14 16:07:45 +08:00
ver217 63469c0f91 polish code 2022-03-14 15:48:55 +08:00
ver217 88804aee49 add bucket tensor shard strategy 2022-03-14 14:48:32 +08:00
HELSON 7c079d9c33
[hotfix] fixed bugs in ShardStrategy and PcieProfiler (#394) 2022-03-11 18:12:46 +08:00
Frank Lee 1e4bf85cdb fixed bug in activation checkpointing test (#387) 2022-03-11 15:50:28 +08:00
Jiarui Fang 3af13a2c3e [zero] polish ShardedOptimV2 unittest (#385) 
* place params on cpu after zero init context

* polish code

* bucketzed cpu gpu tensor transter

* find a bug in sharded optim unittest

* add offload unittest for ShardedOptimV2.

* polish code and make it more robust
 2022-03-11 15:50:28 +08:00
Jiang Zhuo 5a4a3b77d9 fix format (#376) 2022-03-11 15:50:28 +08:00
LuGY de46450461 Added activation offload (#331) 
* Added activation offload

* Fixed the import bug, used the pytest
 2022-03-11 15:50:28 +08:00
Jiarui Fang 272ebfb57d [bug] shard param during initializing the ShardedModelV2 (#381) 2022-03-11 15:50:28 +08:00
HELSON 8c18eb0998 [profiler] Fixed bugs in CommProfiler and PcieProfiler (#377) 2022-03-11 15:50:28 +08:00
Jiarui Fang b5f43acee3 [zero] find miss code (#378) 2022-03-11 15:50:28 +08:00
Jiarui Fang 6b6002962a [zero] zero init context collect numel of model (#375) 2022-03-11 15:50:28 +08:00
HELSON 1ed7c24c02 Added PCIE profiler to dectect data transmission (#373) 2022-03-11 15:50:28 +08:00
jiaruifang d9217e1960 Revert "[zero] bucketized tensor cpu gpu copy (#368)" 
This reverts commit bef05489b6.
 2022-03-11 15:50:28 +08:00
RichardoLuo 8539898ec6 flake8 style change (#363) 2022-03-11 15:50:28 +08:00
Kai Wang (Victor Kai) 53bb3bcc0a fix format (#362) 2022-03-11 15:50:28 +08:00
ziyu huang a77d73f22b fix format parallel_context.py (#359) 
Co-authored-by: huangziyu <202476410arsmart@gmail.com>
 2022-03-11 15:50:28 +08:00
Zangwei c695369af0 fix format constants.py (#358) 2022-03-11 15:50:28 +08:00
Yuer867 4a0f8c2c50 fix format parallel_2p5d (#357) 2022-03-11 15:50:28 +08:00
Liang Bowen 7eb87f516d flake8 style (#352) 2022-03-11 15:50:28 +08:00
Xu Kai 54ee8d1254 Fix/format colossalai/engine/paramhooks/(#350) 2022-03-11 15:50:28 +08:00
Maruyama_Aya e83970e3dc fix format ColossalAI\colossalai\context\process_group_initializer 2022-03-11 15:50:28 +08:00
yuxuan-lou 3b88eb2259 Flake8 code restyle 2022-03-11 15:50:28 +08:00
xuqifan897 148207048e Qifan formated file ColossalAI\colossalai\nn\layer\parallel_1d\layers.py (#342) 2022-03-11 15:50:28 +08:00
Cautiousss 3a51d909af fix format (#332) 
Co-authored-by: 何晓昕 <cautious@r-205-106-25-172.comp.nus.edu.sg>
 2022-03-11 15:50:28 +08:00
DouJS cbb6436ff0 fix format for dir-[parallel_3d] (#333) 2022-03-11 15:50:28 +08:00
ExtremeViscent eaac03ae1d [formart] format fixed for kernel\cuda_native codes (#335) 2022-03-11 15:50:28 +08:00
Jiarui Fang 00670c870e [zero] bucketized tensor cpu gpu copy (#368) 2022-03-11 15:50:28 +08:00
Jiarui Fang 44e4891f57 [zero] able to place params on cpu after zero init context (#365) 
* place params on cpu after zero init context

* polish code
 2022-03-11 15:50:28 +08:00
ver217 253e54d98a fix grad shape 2022-03-11 15:50:28 +08:00
Jiarui Fang ea2872073f [zero] global model data memory tracer (#360) 2022-03-11 15:50:28 +08:00
Jiarui Fang cb34cd384d [test] polish zero related unitest (#351) 2022-03-11 15:50:28 +08:00
HELSON 534e0bb118 Fixed import bug for no-tensorboard environment (#354) 2022-03-11 15:50:28 +08:00
HELSON c57e089824 [profile] added example for ProfilerContext (#349) 2022-03-11 15:50:28 +08:00
Jiarui Fang 10e2826426 move async memory to an individual directory (#345) 2022-03-11 15:50:28 +08:00
HELSON 425bb0df3f Added Profiler Context to manage all profilers (#340) 2022-03-11 15:50:28 +08:00
ver217 d0ae0f2215 [zero] update sharded optim v2 (#334) 2022-03-11 15:50:28 +08:00
jiaruifang 5663616921 polish code 2022-03-11 15:50:28 +08:00
jiaruifang 7977422aeb add bert for unitest and sharded model is not able to pass the bert case 2022-03-11 15:50:28 +08:00
Frank Lee 3d5d64bd10 refactored grad scaler (#338) 2022-03-11 15:50:28 +08:00
Frank Lee 6a3188167c set criterion as optional in colossalai initialize (#336) 2022-03-11 15:50:28 +08:00
Jie Zhu 3213554cc2 [profiler] add adaptive sampling to memory profiler (#330) 
* fix merge conflict

modify unit test

remove unnessesary log info

reformat file

* remove unused module

* remove unnecessary sync function

* change doc string style from Google to Sphinx
 2022-03-11 15:50:28 +08:00
ver217 1388671699 [zero] Update sharded model v2 using sharded param v2 (#323) 2022-03-11 15:50:28 +08:00
Jiarui Fang 11bddb6e55 [zero] update zero context init with the updated test utils (#327) 2022-03-11 15:50:28 +08:00
HELSON 4f26fabe4f fixed strings in profiler outputs (#325) 2022-03-11 15:50:28 +08:00
Jiarui Fang de0468c7a8 [zero] zero init context (#321) 
* add zero init context

* add more flags for zero init context
fix bug of repeated converting param to ShardedParamV2

* polish code
 2022-03-11 15:50:28 +08:00
1SAA 73bff11288 Added profiler communication operations 
Fixed bug for learning rate scheduler
 2022-03-11 15:50:28 +08:00
LuGY a3269de5c9 [zero] cpu adam kernel (#288) 
* Added CPU Adam

* finished the cpu adam

* updated the license

* delete useless parameters, removed resnet

* modified the method off cpu adam unittest

* deleted some useless codes

* removed useless codes

Co-authored-by: ver217 <lhx0217@gmail.com>
Co-authored-by: Frank Lee <somerlee.9@gmail.com>
Co-authored-by: jiaruifang <fangjiarui123@gmail.com>
 2022-03-11 15:50:28 +08:00
Jiarui Fang 90d3aef62c [zero] yet an improved sharded param (#311) 2022-03-11 15:50:28 +08:00
Jiarui Fang c9e7d9582d [zero] polish shard strategy (#310) 
* init shard param from shape tuple

* add more unitest for shard param

* add set_payload method for ShardedParam

* [zero] add shareded tensor class

* polish code

* add shard stratgy

* move shard and gather logic to shard strategy from shard tensor.

* polish code
 2022-03-11 15:50:28 +08:00
ver217 3092317b80 polish code 2022-03-11 15:50:28 +08:00
ver217 36f9a74ab2 fix sharded param hook and unit test 2022-03-11 15:50:28 +08:00
ver217 001ca624dd impl shard optim v2 and add unit test 2022-03-11 15:50:28 +08:00
Jiarui Fang 74f77e314b [zero] a shard strategy in granularity of tensor (#307) 2022-03-11 15:50:28 +08:00
Jiarui Fang 80364c7686 [zero] sharded tensor (#305) 
* init shard param from shape tuple

* add more unitest for shard param

* add set_payload method for ShardedParam

* [zero] add shareded tensor class

* polish code
 2022-03-11 15:50:28 +08:00
Jie Zhu d344689274 [profiler] primary memory tracer 2022-03-11 15:50:28 +08:00
ver217 b105371ace rename shared adam to sharded optim v2 2022-03-11 15:50:28 +08:00
ver217 70814dc22f fix master params dtype 2022-03-11 15:50:28 +08:00
ver217 795210dd99 add fp32 master params in sharded adam 2022-03-11 15:50:28 +08:00
ver217 a109225bc2 add sharded adam 2022-03-11 15:50:28 +08:00
Jiarui Fang e17e92c54d Polish sharded parameter (#297) 
* init shard param from shape tuple

* add more unitest for shard param

* add more unittests to shareded param
 2022-03-11 15:50:28 +08:00
ver217 7aef75ca42 [zero] add sharded grad and refactor grad hooks for ShardedModel (#287) 2022-03-11 15:50:28 +08:00
Frank Lee 9afb5c8b2d fixed typo in ShardParam (#294) 2022-03-11 15:50:28 +08:00
Frank Lee e17e54e32a added buffer sync to naive amp model wrapper (#291) 2022-03-11 15:50:28 +08:00
Jiarui Fang 8d653af408 add a common util for hooks registered on parameter. (#292) 2022-03-11 15:50:28 +08:00
Jie Zhu f867365aba bug fix: pass hook_list to engine (#273) 
* bug fix: pass hook_list to engine

* change parameter name
 2022-03-11 15:50:28 +08:00
Jiarui Fang 5a560a060a Feature/zero (#279) 
* add zero1 (#209)

* add zero1

* add test zero1

* update zero stage 1 develop (#212)

* Implement naive zero3 (#240)

* naive zero3 works well

* add zero3 param manager

* add TODOs in comments

* add gather full param ctx

* fix sub module streams

* add offload

* fix bugs of hook and add unit tests

* fix bugs of hook and add unit tests (#252)

* add gather full param ctx

* fix sub module streams

* add offload

* fix bugs of hook and add unit tests

* polish code and add state dict hook

* fix bug

* update unit test

* refactor reconstructed zero code

* clip_grad support zero3 and add unit test

* add unit test for Zero3ParameterManager

* [WIP] initialize the shard param class

* [WIP] Yet another sharded model implementation (#274)

* [WIP] initialize the shard param class

* [WIP] Yes another implementation of shardModel. Using a better hook method.

* torch.concat -> torch.cat

* fix test_zero_level_1.py::test_zero_level_1 unitest

* remove deepspeed implementation and refactor for the reconstructed zero module

* polish zero dp unittests

Co-authored-by: ver217 <lhx0217@gmail.com>
Co-authored-by: Frank Lee <somerlee.9@gmail.com>
 2022-03-11 15:50:28 +08:00
1SAA 82023779bb Added TPExpert for special situation 2022-03-11 15:50:28 +08:00
HELSON 36b8477228 Fixed parameter initialization in FFNExpert (#251) 2022-03-11 15:50:28 +08:00
アマデウス e13293bb4c fixed CI dataset directory; fixed import error of 2.5d accuracy (#255) 2022-03-11 15:50:28 +08:00
1SAA 219df6e685 Optimized MoE layer and fixed some bugs; 
Decreased moe tests;

Added FFNExperts and ViTMoE model
 2022-03-11 15:50:28 +08:00
zbian 3dba070580 fixed padding index issue for vocab parallel embedding layers; updated 3D linear to be compatible with examples in the tutorial 2022-03-11 15:50:28 +08:00
Frank Lee f5ca88ec97 fixed apex import (#227) 2022-02-15 11:31:13 +08:00
Frank Lee 3a1a9820b0 fixed mkdir conflict and align yapf config with flake (#220) 2022-02-15 11:31:13 +08:00
アマデウス 9ee197d0e9 moved env variables to global variables; (#215) 
added branch context;
added vocab parallel layers;
moved split_batch from load_batch to tensor parallel embedding layers;
updated gpt model;
updated unit test cases;
fixed few collective communicator bugs
 2022-02-15 11:31:13 +08:00
Frank Lee 812357d63c
fixed utils docstring and add example to readme (#200) 2022-02-03 11:37:17 +08:00
Frank Lee 765db512b5
fixed ddp bug on torch 1.8 (#194) 2022-01-28 15:14:04 +08:00
Jiarui Fang 569357fea0
add pytorch hooks (#179) 
* add pytorch hooks
fix #175

* remove licenses in src code

* add gpu memory tracer

* replacing print with logger in ophooks.
 2022-01-25 22:20:54 +08:00
ver217 708404d5f8
fix pipeline forward return tensors (#176) 2022-01-21 15:46:02 +08:00
HELSON 0f8c7f9804
Fixed docstring in colossalai (#171) 2022-01-21 10:44:30 +08:00
Frank Lee e2089c5c15
adapted for sequence parallel (#163) 2022-01-20 13:44:51 +08:00
puck_WCR 9473a1b9c8
AMP docstring/markdown update (#160) 2022-01-18 18:33:36 +08:00