Sze-qq
f8b9aaef47
[NFC] polish colossalai/kernel/cuda_native/csrc/type_shim.h code style ( #1260 )
2 years ago
superhao1995
f660152c73
[NFC] polish colossalai/nn/layer/parallel_3d/_operation.py code style ( #1258 )
...
Co-authored-by: Research <research@soccf-snr3-017.comp.nus.edu.sg>
2 years ago
Thunderbeee
9738fb0f78
[NFC] polish colossalai/nn/lr_scheduler/__init__.py ( #1255 )
...
code style
2 years ago
Kai Wang (Victor Kai)
50f2ad213f
[NFC] polish colossalai/engine/ophooks/utils.py code style ( #1256 )
2 years ago
Ofey Chan
2dd4d556fb
[NFC] polish colossalai/nn/init.py code style ( #1292 )
2 years ago
Jiarui Fang
556b9b7e1a
[hotfix] Dist Mgr gather torch version ( #1284 )
...
* make it faster
* [hotfix] torchvison fx tests
* [hotfix] rename duplicated named test_gpt.py
* [hotfix] dist mgr torch version
2 years ago
HELSON
abba4d84e1
[hotfix] fix bert model test in unitests ( #1272 )
2 years ago
ver217
7aadcbd070
hotfix colotensor _scan_for_pg_from_args ( #1276 )
2 years ago
oahzxl
0cf8e8e91c
[NFC] polish <colossalai/nn/lr_scheduler/poly.py> code style ( #1267 )
2 years ago
Jiarui Fang
c92f84fcdb
[tensor] distributed checkpointing for parameters ( #1240 )
2 years ago
Frank Lee
fb35460595
[fx] added ndim property to proxy ( #1253 )
2 years ago
Frank Lee
4a09fc0947
[fx] fixed tracing with apex-based T5 model ( #1252 )
...
* [fx] fixed tracing with apex-based T5 model
* polish code
* polish code
2 years ago
Frank Lee
7531c6271f
[fx] refactored the file structure of patched function and module ( #1238 )
...
* [fx] refactored the file structure of patched function and module
* polish code
2 years ago
YuliangLiu0306
17ed33350b
[hotfix] fix an assertion bug in base schedule. ( #1250 )
2 years ago
YuliangLiu0306
97d713855a
[fx] methods to get fx graph property. ( #1246 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* manipulation
* [fx]add graph manipulation methods.
* [fx]methods to get fx graph property.
* add unit test
* add docstring to explain top node and leaf node in this context
2 years ago
YuliangLiu0306
30b4fc0eb0
[fx]add split module pass and unit test from pipeline passes ( #1242 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [fx]add split module pass and unit test from pipeline passes
* fix MNASNet bug
* polish
2 years ago
Jiarui Fang
1aad903c15
[tensor] redistribute among different process groups ( #1247 )
...
* make it faster
* [tensor] rename convert_to_dist -> redistribute
* [tensor] ShardSpec and ReplicaSpec
* [tensor] redistribute among diff pgs
* polish code
2 years ago
Jiarui Fang
9bcd2fd4af
[tensor] a shorter shard and replicate spec ( #1245 )
2 years ago
Jiarui Fang
2699dfbbfd
[rename] convert_to_dist -> redistribute ( #1243 )
2 years ago
HELSON
f6add9b720
[tensor] redirect .data.__get__ to a tensor instance ( #1239 )
2 years ago
Jiarui Fang
20da6e48c8
[checkpoint] save sharded optimizer states ( #1237 )
2 years ago
Jiarui Fang
4a76084dc9
[tensor] add zero_like colo op, important for Optimizer ( #1236 )
2 years ago
Jiarui Fang
3b500984b1
[tensor] fix some unittests ( #1234 )
2 years ago
ver217
a45ddf2d5f
[hotfix] fix sharded optim step and clip_grad_norm ( #1226 )
2 years ago
HELSON
f071b500b6
[polish] polish __repr__ for ColoTensor, DistSpec, ProcessGroup ( #1235 )
2 years ago
HELSON
0453776def
[tensor] fix a assertion in colo_tensor cross_entropy ( #1232 )
2 years ago
Jiarui Fang
0e199d71e8
[hotfix] fx get comm size bugs ( #1233 )
...
* init a checkpoint dir
* [checkpoint]support resume for cosinewarmuplr
* [checkpoint]add unit test
* fix some bugs but still not OK
* fix bugs
* make it faster
* [checkpoint]support generalized scheduler
* polish
* [tensor] torch function return colotensor
* polish
* fix bugs
* remove debug info
* polish
* polish
* [tensor] test_model pass unittests
* polish
* [hotfix] fx get comm size bug
Co-authored-by: ZhaoYi1222 <zhaoyi9499@gmail.com>
2 years ago
HELSON
42ab36b762
[tensor] add unitest for colo_tensor 1DTP cross_entropy ( #1230 )
2 years ago
Yi Zhao
04537bf83e
[checkpoint]support generalized scheduler ( #1222 )
2 years ago
Jiarui Fang
a98319f023
[tensor] torch function return colotensor ( #1229 )
2 years ago
YuliangLiu0306
2b7dca44b5
[fx]get communication size between partitions ( #1224 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [fx]get communication size between partitions.
* polish
2 years ago
Frank Lee
84f2298a96
[fx] added patches for tracing swin transformer ( #1228 )
2 years ago
Frank Lee
b6cb5a47ad
[fx] added timm model tracing testing ( #1221 )
2 years ago
HELSON
280a81243d
[tensor] improve robustness of class 'ProcessGroup' ( #1223 )
2 years ago
Jiarui Fang
15d988f954
[tensor] sharded global process group ( #1219 )
2 years ago
Jiarui Fang
db1bef9032
[hotfix] fx shard 1d pass bug fixing ( #1220 )
2 years ago
Frank Lee
11973d892d
[fx] added torchvision model tracing testing ( #1216 )
...
* [fx] added torchvision model tracing testing
* remove unused imports
2 years ago
Jiarui Fang
52736205d9
[checkpoint] make unitest faster ( #1217 )
2 years ago
Jiarui Fang
f38006ea83
[checkpoint] checkpoint for ColoTensor Model ( #1196 )
2 years ago
XYE
291e22aac6
[fx] temporarily used ( #1215 )
2 years ago
Jiarui Fang
ae7d3f4927
[refactor] move process group from _DistSpec to ColoTensor. ( #1203 )
2 years ago
Frank Lee
5da87ce35d
[fx] added testing for all albert variants ( #1211 )
2 years ago
Frank Lee
2d13a45a3b
[fx] added testing for all gpt variants ( #1210 )
...
* [fx] added testing for all gpt variants
* polish code
* polish code
2 years ago
YuliangLiu0306
189946c5c4
[fx]add uniform policy ( #1208 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [fx]add uniform policy
2 years ago
Frank Lee
426a279ce7
[fx] added testing for all bert variants ( #1207 )
...
* [fx] added testing for all bert variants
* polish code
2 years ago
Jiarui Fang
b5f25eb32a
[Tensor] add cpu group to ddp ( #1200 )
2 years ago
Frank Lee
f7878f465c
[fx] supported model tracing for huggingface bert ( #1201 )
...
* [fx] supported model tracing for huggingface bert
* polish test
2 years ago
Jiarui Fang
060b917daf
[refactor] remove gpc dependency in colotensor's _ops ( #1189 )
2 years ago
Frank Lee
abf6a262dc
[fx] added module patch for pooling layers ( #1197 )
2 years ago
YuliangLiu0306
63d2a93878
[context]support arbitary module materialization. ( #1193 )
...
* [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.
2 years ago
Jiarui Fang
a444633d13
warmup ratio configration ( #1192 )
2 years ago
ver217
dba7e0cfb4
make AutoPlacementPolicy configurable ( #1191 )
2 years ago
YuliangLiu0306
2053e138a2
[context]use meta tensor to init model lazily. ( #1187 )
...
* [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.
2 years ago
Frank Lee
2c8c05675d
[fx] patched conv and normalization ( #1188 )
2 years ago
Frank Lee
6d86f1bc91
[fx] supported data-dependent control flow in model tracing ( #1185 )
...
* [fx] supported data-dependent control flow in model tracing
* polish code
2 years ago
Jiarui Fang
c463f8adf9
[tensor] remove gpc in tensor tests ( #1186 )
2 years ago
Jiarui Fang
372f791444
[refactor] move chunk and chunkmgr to directory gemini ( #1182 )
2 years ago
ver217
6b2f2ab9bb
[ddp] ColoDDP uses bucket all-reduce ( #1177 )
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* add reducer
* update colo ddp with reducer
* polish unit test
* polish unit test
2 years ago
Jiarui Fang
7487215b95
[ColoTensor] add independent process group ( #1179 )
2 years ago
YuliangLiu0306
26ba87272d
[hotfix]fixed p2p process send stuck ( #1181 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [hotfix]fixed p2p process send stuck
2 years ago
Jiarui Fang
1b657f9ce1
[tensor] revert local view back ( #1178 )
2 years ago
Jiarui Fang
0dd4e2bbfb
[Tensor] rename some APIs in TensorSpec and Polish view unittest ( #1176 )
2 years ago
Ziyue Jiang
dd0420909f
[Tensor] rename parallel_action ( #1174 )
...
* rename parallel_action
* polish
2 years ago
YuliangLiu0306
e27645376d
[hotfix]different overflow status lead to communication stuck. ( #1175 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [hotfix]fix some bugs caused by refactored schedule.
* [hotfix]different overflow statu llead to communication stuck.
2 years ago
Jiarui Fang
aa7bef73d4
[Tensor] distributed view supports inter-process hybrid parallel ( #1169 )
2 years ago
ver217
9e1daa63d2
[zero] sharded optim supports loading local state dict ( #1170 )
...
* sharded optim supports loading local state dict
* polish code
* add unit test
2 years ago
ver217
561e90493f
[zero] zero optim supports loading local state dict ( #1171 )
...
* zero optim supports loading local state dict
* polish code
* add unit test
2 years ago
Jiarui Fang
4b9bba8116
[ColoTensor] rename APIs and add output_replicate to ComputeSpec ( #1168 )
2 years ago
Jiarui Fang
f4ef224358
[Tensor] remove ParallelAction, use ComputeSpec instread ( #1166 )
2 years ago
Jiarui Fang
177c374401
remove gather out in parallel action ( #1163 )
2 years ago
ver217
634eecb98e
mark sanity_check of dist_spec_mgr as staticmethod ( #1161 )
2 years ago
Ziyue Jiang
955ac912de
remove log ( #1160 )
2 years ago
ver217
4e67b2a890
fix chunk move device ( #1158 )
2 years ago
Jiarui Fang
07f9c781f9
[graph] improve the graph building. ( #1157 )
2 years ago
ver217
22717a856f
[tensor] add embedding bag op ( #1156 )
2 years ago
ver217
ae86151968
[tensor] add more element-wise ops ( #1155 )
...
* add more element-wise ops
* update test_op
* polish unit test
2 years ago
ver217
54aabb8da4
[gemini] refactor gemini mgr ( #1151 )
...
* refactor gemini mgr
* udpate __init__
2 years ago
Frank Lee
f8eec98ff5
[tensor] fixed non-serializable colo parameter during model checkpointing ( #1153 )
2 years ago
ver217
ffa025e120
[tensor] dist spec s2s uses all-to-all ( #1136 )
...
* dist spec s2s uses all-to-all
* update unit test
* add sanity check
* polish unitest test with titans
* add sanity check for DistMgr
* add sanity check
Co-authored-by: jiaruifang <fangjiarui123@gmail.com>
2 years ago
YuliangLiu0306
f1f51990b9
[hotfix]fix some bugs caused by refactored schedule. ( #1148 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [hotfix]fix some bugs caused by refactored schedule.
2 years ago
Jiarui Fang
8cdce0399c
[ColoTensor] improves init functions. ( #1150 )
2 years ago
ver217
8106d7b8c7
[ddp] refactor ColoDDP and ZeroDDP ( #1146 )
...
* ColoDDP supports overwriting default process group
* rename ColoDDPV2 to ZeroDDP
* add docstr for ZeroDDP
* polish docstr
2 years ago
Frank Lee
0e4e62d30d
[tensor] added __repr__ to spec ( #1147 )
2 years ago
YuliangLiu0306
70dd88e2ee
[pipeline]add customized policy ( #1139 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [pipeline]add customized policy
2 years ago
YuliangLiu0306
18091581c0
[pipeline]support more flexible pipeline ( #1138 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [pipeline]support more flexible pipeline
2 years ago
ver217
ccf3c58c89
embedding op use gather_out ( #1143 )
2 years ago
ver217
6690a61b4d
[hotfix] prevent nested ZeRO ( #1140 )
2 years ago
Frank Lee
15aab1476e
[zero] avoid zero hook spam by changing log to debug level ( #1137 )
2 years ago
Frank Lee
73ad05fc8c
[zero] added error message to handle on-the-fly import of torch Module class ( #1135 )
...
* [zero] added error message to handle on-the-fly import of torch Module class
* polish code
2 years ago
ver217
e4f555f29a
[optim] refactor fused sgd ( #1134 )
2 years ago
ver217
d26902645e
[ddp] add save/load state dict for ColoDDP ( #1127 )
...
* add save/load state dict for ColoDDP
* add unit test
* refactor unit test folder
* polish unit test
* rename unit test
2 years ago
YuliangLiu0306
946dbd629d
[hotfix]fix bugs caused by refactored pipeline ( #1133 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [hotfix]fix bugs caused by refactored pipeline
2 years ago
ver217
789cad301b
[hotfix] fix param op hook ( #1131 )
...
* fix param op hook
* update zero tp test
* fix bugs
2 years ago
ver217
a1a7899cae
[hotfix] fix zero init ctx numel ( #1128 )
2 years ago
ver217
f0a954f16d
[ddp] add set_params_to_ignore for ColoDDP ( #1122 )
...
* add set_params_to_ignore for ColoDDP
* polish code
* fix zero hook v2
* add unit test
* polish docstr
2 years ago
YuliangLiu0306
3175bcb4d8
[pipeline]support List of Dict data ( #1125 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [pipeline]support List of Dict data
* polish
2 years ago
Frank Lee
91a5999825
[ddp] supported customized torch ddp configuration ( #1123 )
2 years ago
YuliangLiu0306
fcf55777dd
[fx]add autoparallel passes ( #1121 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* feature/add autoparallel passes
2 years ago
ver217
e127b4375b
cast colo ddp v2 inputs/outputs ( #1120 )
2 years ago
Frank Lee
16302a5359
[fx] added unit test for coloproxy ( #1119 )
...
* [fx] added unit test for coloproxy
* polish code
* polish code
2 years ago
ver217
7d14b473f0
[gemini] gemini mgr supports "cpu" placement policy ( #1118 )
...
* update gemini mgr
* update chunk
* add docstr
* polish placement policy
* update test chunk
* update test zero
* polish unit test
* remove useless unit test
2 years ago
ver217
f99f56dff4
fix colo parameter torch function ( #1117 )
2 years ago
Frank Lee
e1620ddac2
[fx] added coloproxy ( #1115 )
2 years ago
Frank Lee
6f82ac9bcb
[pipeline] supported more flexible dataflow control for pipeline parallel training ( #1108 )
...
* [pipeline] supported more flexible dataflow control for pipeline parallel training
* polish code
* polish code
* polish code
2 years ago
ver217
895c1c5ee7
[tensor] refactor param op hook ( #1097 )
...
* refactor param op hook
* add docstr
* fix bug
2 years ago
YuliangLiu0306
1e9f9c227f
[hotfix]change to fit latest p2p ( #1100 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [hotfix]change to fit latest p2p
* polish
* polish
2 years ago
Frank Lee
72bd7c696b
[amp] included dict for type casting of model output ( #1102 )
2 years ago
Frank Lee
7f2d2b2b5b
[engine] fixed empty op hook check ( #1096 )
...
* [engine] fixed empty op hook check
* polish code
2 years ago
Frank Lee
14e5b11d7f
[zero] fixed api consistency ( #1098 )
2 years ago
Frank Lee
cb18922c47
[doc] added documentation to chunk and chunk manager ( #1094 )
...
* [doc] added documentation to chunk and chunk manager
* polish code
* polish code
* polish code
2 years ago
ver217
1f894e033f
[gemini] zero supports gemini ( #1093 )
...
* add placement policy
* add gemini mgr
* update mem stats collector
* update zero
* update zero optim
* fix bugs
* zero optim monitor os
* polish unit test
* polish unit test
* add assert
2 years ago
Frank Lee
2b2dc1c86b
[pipeline] refactor the pipeline module ( #1087 )
...
* [pipeline] refactor the pipeline module
* polish code
2 years ago
Frank Lee
bad5d4c0a1
[context] support lazy init of module ( #1088 )
...
* [context] support lazy init of module
* polish code
2 years ago
ver217
be01db37c8
[tensor] refactor chunk mgr and impl MemStatsCollectorV2 ( #1077 )
...
* polish chunk manager
* polish unit test
* impl add_extern_static_tensor for chunk mgr
* add mem stats collector v2
* polish code
* polish unit test
* polish code
* polish get chunks
2 years ago
Frank Lee
50ec3a7e06
[test] skip tests when not enough GPUs are detected ( #1090 )
...
* [test] skip tests when not enough GPUs are detected
* polish code
* polish code
2 years ago
Ziyue Jiang
0653c63eaa
[Tensor] 1d row embedding ( #1075 )
...
* Add CPU 1d row embedding
* polish
3 years ago
junxu
d66ffb4df4
Remove duplication registry ( #1078 )
3 years ago
Jiarui Fang
bcab249565
fix issue #1080 ( #1071 )
3 years ago
ver217
1b17859328
[tensor] chunk manager monitor mem usage ( #1076 )
3 years ago
ver217
98cdbf49c6
[hotfix] fix chunk comm src rank ( #1072 )
3 years ago
Frank Lee
bfdc5ccb7b
[context] maintain the context object in with statement ( #1073 )
3 years ago
ver217
c5cd3b0f35
[zero] zero optim copy chunk rather than copy tensor ( #1070 )
3 years ago
Ziyue Jiang
4fc748f69b
[Tensor] fix optimizer for CPU parallel ( #1069 )
3 years ago
Jiarui Fang
49832b2344
[refactory] add nn.parallel module ( #1068 )
3 years ago
Ziyue Jiang
6754f1b77f
fix module utils bug ( #1066 )
3 years ago
Jiarui Fang
a00644079e
reorgnize colotensor directory ( #1062 )
...
* reorgnize colotensor directory
* polish code
3 years ago
Frank Lee
3d10be33bd
[cudnn] set False to cudnn benchmark by default ( #1063 )
3 years ago
Ziyue Jiang
df9dcbbff6
[Tensor] add hybrid device demo and fix bugs ( #1059 )
3 years ago
YuliangLiu0306
b167258b6a
[pipeline]refactor ppschedule to support tensor list ( #1050 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* refactor ppschedule to support tensor list
* polish
3 years ago
ver217
e3fde4ee6b
fix import error in sharded model v2 ( #1053 )
3 years ago
ver217
e1922ea4f6
[zero] add chunk size search for chunk manager ( #1052 )
3 years ago
アマデウス
2c42b230f3
updated collective ops api ( #1054 )
3 years ago
ver217
51b9a49655
[zero] add zero optimizer for ColoTensor ( #1046 )
...
* add zero optimizer
* torch ok
* unit test ok
* polish code
* fix bugs
* polish unit test
* polish zero optim
* polish colo ddp v2
* refactor folder structure
* add comment
* polish unit test
* polish zero optim
* polish unit test
3 years ago
ver217
7faef93326
fix dist spec mgr ( #1045 )
3 years ago
ver217
9492a561c3
[tensor] ColoTensor supports ZeRo ( #1015 )
...
* impl chunk manager
* impl param op hook
* add reduce_chunk
* add zero hook v2
* add zero dp
* fix TensorInfo
* impl load balancing when using zero without chunk
* fix zero hook
* polish chunk
* fix bugs
* ddp ok
* zero ok
* polish code
* fix bugs about load balancing
* polish code
* polish code
* add ene-to-end test
* polish code
* polish code
* polish code
* fix typo
* add test_chunk
* fix bugs
* fix bugs
* polish code
3 years ago
Ziyue Jiang
7c530b9de2
[Tensor] add Parameter inheritance for ColoParameter ( #1041 )
...
* add Parameter inheritance for ColoParameter
* remove tricks
* remove tricks
* polish
* polish
3 years ago
ver217
7cfd6c827e
[zero] add load_state_dict for sharded model ( #894 )
...
* add load_state_dict for sharded model
* fix bug
* fix bug
* fix ckpt dtype and device
* support load state dict in zero init ctx
* fix bugs
3 years ago
Ziyue Jiang
6c5996a56e
[Tensor] add module check and bert test ( #1031 )
...
* add Embedding
* Add bert test
* polish
* add check module test
* polish
* polish
* polish
* polish
3 years ago
YuliangLiu0306
7106bd671d
[p2p]add object list send/recv ( #1024 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [p2p]add object list send recv
* refactor for code reusability
* polish
3 years ago
Frank Lee
e4685832f8
[engine] fixed bug in gradient accumulation dataloader to keep the last step ( #1030 )
3 years ago
Ziyue Jiang
32291dd73f
[Tensor] add module handler for linear ( #1021 )
...
* add module spec for linear
* polish
* polish
* polish
3 years ago
Ryan Russell
9b0c037027
fix typo in constants ( #1027 )
3 years ago
ver217
007ca0df92
fix colo init context ( #1026 )
3 years ago
YuliangLiu0306
d182b0bd47
[hotfix] fix some bugs caused by size mismatch. ( #1011 )
...
* [CLI] add CLI launcher
* Revert "[CLI] add CLI launcher"
This reverts commit df7e6506d4
.
* [hotfix]fix some bugs caused by size mismatch.
* add warning logs
* polish
3 years ago
ver217
cefc29ff06
[tensor] impl ColoDDP for ColoTensor ( #1009 )
...
* impl ColoDDP for ColoTensor
* polish code
3 years ago
zhengzangw
ae7c338105
[NFC] polish colossalai/kernel/cuda_native/csrc/colossal_C_frontend.cpp code style
3 years ago
ver217
a3b66f6def
[tensor] refactor parallel action ( #1007 )
...
* refactor parallel action
* polish unit tests
3 years ago
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
3 years ago
Frank Lee
1467d83edf
[cli] remove unused imports ( #1001 )
3 years ago
Frank Lee
533d0c46d8
[kernel] fixed the include bug in dropout kernel ( #999 )
3 years ago