Version v0.1.9 Release Today! · hpcaitech ColossalAI · Discussion #1445 · GitHub

FrankLeeeee
Aug 11, 2022

What's Changed

Zero

[zero] add chunk_managerV2 for all-gather chunk ([zero] add chunk_managerV2 for all-gather chunk #1441) by HELSON
[zero] add chunk size searching algorithm for parameters in different groups ([zero] add chunk size searching algorithm for parameters in different groups #1436) by HELSON
[zero] add has_inf_or_nan in AgChunk; enhance the unit test of AgChunk ([zero] add has_inf_or_nan in AgChunk; enhance the unit test of AgChunk #1426) by HELSON
[zero] add unit test for AgChunk's append, close, access ([zero] add unit test for AgChunk's append, close, access #1423) by HELSON
[zero] add AgChunk ([zero] add AgChunk #1417) by HELSON
[zero] ZeroDDP supports controlling outputs' dtype ([zero] ZeroDDP supports controlling outputs' dtype #1399) by ver217
[zero] alleviate memory usage in ZeRODDP state_dict ([zero] alleviate memory usage in ZeRODDP state_dict #1398) by HELSON
[zero] chunk manager allows filtering ex-large params ([zero] chunk manager allows filtering ex-large params #1393) by ver217
[zero] zero optim state_dict takes only_rank_0 ([zero] zero optim state_dict takes only_rank_0 #1384) by ver217

Fx

[fx] add vanilla activation checkpoint search with test on resnet and densenet ([fx] add vanilla activation checkpoint search with test on resnet and densenet #1433) by Super Daniel
[fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages ([fx] modify the calculation of node_size in MetaInfoProp for activation checkpointing usages #1425) by Super Daniel
[fx] fixed torchaudio conformer tracing ([fx] fixed torchaudio conformer tracing #1392) by Frank Lee
[fx] patched torch.max and data movement operator ([fx] patched torch.max and data movement operator #1391) by Frank Lee
[fx] fixed indentation error in checkpointing codegen ([fx] fixed indentation error in checkpointing codegen #1385) by Frank Lee
[fx] patched torch.full for huggingface opt ([fx] patched torch.full for huggingface opt #1386) by Frank Lee
[fx] update split module pass and add customized policy ([fx] update split module pass and add customized policy #1373) by YuliangLiu0306
[fx] add torchaudio test ([fx] add torchaudio test #1369) by Super Daniel
[fx] Add colotracer compatibility test on torchrec ([fx] Add colotracer compatibility test on torchrec.models #1370) by Boyuan Yao
[fx]add gpt2 passes for pipeline performance test ([fx]add gpt2 passes for pipeline performance test #1366) by YuliangLiu0306
[fx] added activation checkpoint codegen support for torch < 1.12 ([fx] added activation checkpoint codegen support for torch < 1.12 #1359) by Frank Lee
[fx] added activation checkpoint codegen ([fx] added activation checkpoint codegen #1355) by Frank Lee
[fx] fixed apex normalization patch exception ([fx] fixed apex normalization patch exception #1352) by Frank Lee
[fx] added activation checkpointing annotation ([fx] added activation checkpointing annotation #1349) by Frank Lee
[fx] update MetaInforProp pass to process more complex node.meta ([fx] update MetaInforProp pass to process more complex node.meta #1344) by YuliangLiu0306
[fx] refactor tracer to trace complete graph ([fx] refactor tracer to trace complete graph #1342) by YuliangLiu0306
[fx] tested the complete workflow for auto-parallel ([fx] tested the complete workflow for auto-parallel #1336) by Frank Lee
[fx]refactor tracer ([fx]refactor tracer #1335) by YuliangLiu0306
[fx] recovered skipped pipeline tests ([fx] recovered skipped pipeline tests #1338) by Frank Lee
[fx] fixed compatiblity issue with torch 1.10 ([fx] fixed compatiblity issue with torch 1.10 #1331) by Frank Lee
[fx] fixed unit tests for torch 1.12 ([fx] fixed unit tests for torch 1.12 #1327) by Frank Lee
[fx] add balanced policy v2 ([fx] add balanced policy v2 #1251) by YuliangLiu0306
[fx] Add unit test and fix bugs for transform_mlp_pass ([fx] Add unit test and fix bugs for transform_mlp_pass #1299) by XYE
[fx] added apex normalization to patched modules ([fx] added apex normalization to patched modules #1300) by Frank Lee

Faw

[FAW] export FAW in _ops ([FAW] export FAW in _ops #1438) by Jiarui Fang
[FAW] move coloparam setting in test code. ([FAW] move coloparam setting in test code. #1429) by Jiarui Fang
[FAW] parallel FreqAwareEmbedding ([FAW] parallel FreqAwareEmbedding #1424) by Jiarui Fang
[FAW] add cache manager for the cached embedding ([FAW] add cache manager for the cached embedding #1419) by Jiarui Fang

Tensor

[tensor] add shape consistency feature to support auto spec transform ([tensor] add shape consistency feature to support auto spec transform #1418) by YuliangLiu0306
[tensor]build sharding spec to replace distspec in future. ([tensor]build sharding spec to replace distspec in future. #1405) by YuliangLiu0306

Hotfix

[hotfix] zero optim prevents calling inner optim.zero_grad ([hotfix] zero optim prevents calling inner optim.zero_grad #1422) by ver217
[hotfix] fix CPUAdam kernel nullptr ([hotfix] fix CPUAdam kernel nullptr #1410) by ver217
[hotfix] adapt ProcessGroup and Optimizer to ColoTensor ([hotfix] adapt ProcessGroup and Optimizer to ColoTensor #1388) by HELSON
[hotfix] fix a running error in test_colo_checkpoint.py ([hotfix] fix a running error in test_colo_checkpoint.py #1387) by HELSON
[hotfix] fix some bugs during gpt2 testing ([hotfix] fix some bugs during gpt2 testing #1379) by YuliangLiu0306
[hotfix] fix zero optim save/load state dict ([hotfix] fix zero optim save/load state dict #1381) by ver217
[hotfix] fix zero ddp buffer cast ([hotfix] fix zero ddp buffer cast #1376) by ver217
[hotfix] fix no optimizer in save/load ([hotfix] fix no optimizer in save/load #1363) by HELSON
[hotfix] fix megatron_init in test_gpt2.py ([hotfix] fix megatron_init in test_gpt2.py #1357) by HELSON
[hotfix] ZeroDDP use new process group ([hotfix] ZeroDDP use new process group #1333) by ver217
[hotfix] shared model returns cpu state_dict ([hotfix] shared model returns cpu state_dict #1328) by ver217
[hotfix] fix ddp for unit test test_gpt2 ([hotfix] fix ddp for unit test test_gpt2 #1326) by HELSON
[hotfix] fix unit test test_module_spec ([hotfix] fix unit test test_module_spec #1321) by HELSON
[hotfix] fix PipelineSharedModuleGradientHandler ([hotfix] fix PipelineSharedModuleGradientHandler #1314) by ver217
[hotfix] fix ColoTensor GPT2 unitest ([hotfix] fix ColoTensor GPT2 unitest #1309) by HELSON
[hotfix] add missing file ([hotfix] add missing file #1308) by Jiarui Fang
[hotfix] remove potiential circle import ([hotfix] remove potiential circle import #1307) by Jiarui Fang
[hotfix] skip some unittest due to CI environment. ([hotfix] skip some unittest due to CI environment. #1301) by YuliangLiu0306
[hotfix] fix shape error in backward when using ColoTensor ([hotfix] fix shape error in backward when using ColoTensor #1298) by HELSON
[hotfix] Dist Mgr gather torch version ([hotfix] Dist Mgr gather torch version #1284) by Jiarui Fang

Communication

[communication] add p2p_v2.py to support communication with List[Any] ([communication] add p2p_v2.py to support communication with List[Any] #1407) by Kirigaya Kazuto

Device

[device] add DeviceMesh class to support logical device layout ([device] add DeviceMesh class to support logical device layout #1394) by YuliangLiu0306

Chunk

[chunk] add PG check for tensor appending ([chunk] add PG check for tensor appending #1383) by Jiarui Fang

DDP

[DDP] test ddp state dict uses more strict threshold ([hotfix] test ddp state dict uses more strict threshold #1382) by ver217

Checkpoint

[checkpoint] add kwargs for load_state_dict ([checkpoint] add kwargs for load_state_dict #1374) by HELSON
[checkpoint] use args, kwargs in save_checkpoint, load_checkpoint ([checkpoint] use args, kwargs in save_checkpoint, load_checkpoint #1368) by HELSON
[checkpoint] sharded optim save/load grad scaler ([hotfix] sharded optim save/load grad scaler #1350) by ver217
[checkpoint] use gather_tensor in checkpoint and update its unit test ([checkpoint] use gather_tensor in checkpoint and update its unit test #1339) by HELSON
[checkpoint] add ColoOptimizer checkpointing ([checkpoint] add ColoOptimizer checkpointing #1316) by Jiarui Fang
[checkpoint] add test for bert and hotfix save bugs ([checkpoint] add test for bert and hotfix save bugs #1297) by Jiarui Fang

Util

[util] standard checkpoint function naming ([util] standardise checkpoint function naming #1377) by Frank Lee

Nvme

[nvme] CPUAdam and HybridAdam support NVMe offload ([nvme] CPUAdam and HybridAdam support NVMe offload #1360) by ver217

Colotensor

[colotensor] use cpu memory to store state_dict ([colotensor] use cpu memory to store state_dict #1367) by HELSON
[colotensor] add Tensor.view op and its unit test ([colotensor] add Tensor.view op and its unit test #1343) by HELSON

Unit test

[unit test] add megatron init test in zero_optim ([unit test] add megatron init test in zero_optim #1358) by HELSON

Docker

[docker] add tensornvme in docker ([docker] add tensornvme in docker #1354) by ver217

Doc

[doc] update rst and docstring ([doc] update rst and docstring #1351) by ver217

Refactor

[refactor] refactor ColoTensor's unit tests ([refactor] refactor ColoTensor's unit tests #1340) by HELSON

Workflow

[workflow] update docker build workflow to use proxy ([workflow] update docker build workflow to use proxy #1334) by Frank Lee
[workflow] update 8-gpu test to use torch 1.11 ([workflow] update 8-gpu test to use torch 1.11 #1332) by Frank Lee
[workflow] roll back to use torch 1.11 for unit testing ([workflow] roll back to use torch 1.11 for unit testing #1325) by Frank Lee
[workflow] fixed trigger condition for 8-gpu unit test ([workflow] fixed trigger condition for 8-gpu unit test #1323) by Frank Lee
[workflow] updated release bdist workflow ([workflow] updated release bdist workflow #1318) by Frank Lee
[workflow] disable SHM for compatibility CI on rtx3080 ([workflow] disable p2p SHM for compatibility CI on rtx3080 #1315) by Frank Lee
[workflow] updated pytorch compatibility test ([workflow] updated pytorch compatibility test #1311) by Frank Lee

Test

[test] removed outdated unit test for meta context ([test] removed outdated unit test for meta context #1329) by Frank Lee

Utils

[utils] integrated colotensor with lazy init context ([utils] integrated colotensor with lazy init context #1324) by Frank Lee

Optimizer

[Optimizer] Remove useless ColoOptimizer ([Optimizer] Remove useless ColoOptimizer #1312) by Jiarui Fang
[Optimizer] polish the init method of ColoOptimizer ([Optimizer] polish the init method of ColoOptimizer #1310) by Jiarui Fang

Full Changelog: v0.1.9...v0.1.8

This discussion was created from the release Version v0.1.9 Release Today!.

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