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161 Commits (d367b8878589449cd5410ac8c4da756de6313aad)

Author SHA1 Message Date
HELSON 7a8702c06d
[colotensor] add Tensor.view op and its unit test (#1343) 
[colotensor] add megatron initialization for gpt2
 2022-07-21 10:53:15 +08:00
HELSON bf5066fba7
[refactor] refactor ColoTensor's unit tests (#1340) 2022-07-19 15:46:24 +08:00
ver217 0c51ff2c13
[hotfix] ZeroDDP use new process group (#1333) 
* process group supports getting ranks in group

* chunk mgr receives a process group

* update unit test

* fix unit tests
 2022-07-18 14:14:52 +08:00
HELSON d49708ae43
[hotfix] fix ddp for unit test test_gpt2 (#1326) 2022-07-15 18:19:52 +08:00
HELSON 1b41686461
[hotfix] fix unit test test_module_spec (#1321) 2022-07-15 14:02:32 +08:00
Jiarui Fang 85f933b58b
[Optimizer] Remove useless ColoOptimizer (#1312) 2022-07-14 16:57:48 +08:00
Jiarui Fang 9f10524313
[Optimizer] polish the init method of ColoOptimizer (#1310) 2022-07-14 16:37:33 +08:00
HELSON 36086927e1
[hotfix] fix ColoTensor GPT2 unitest (#1309) 2022-07-14 16:37:20 +08:00
HELSON 260a55804a
[hotfix] fix shape error in backward when using ColoTensor (#1298) 2022-07-13 23:06:12 +08:00
Jiarui Fang 79fe7b027a
[hotfix] test model unittest hotfix (#1281) 2022-07-12 23:45:29 +08:00
Jiarui Fang e56731e916 [hotfix] test_gpt.py duplicated (#1279) 
* make it faster

* [hotfix] torchvison fx tests

* [hotfix] rename duplicated named test_gpt.py
 2022-07-12 23:29:17 +08:00
HELSON abba4d84e1
[hotfix] fix bert model test in unitests (#1272) 2022-07-12 23:26:45 +08:00
Jiarui Fang c92f84fcdb
[tensor] distributed checkpointing for parameters (#1240) 2022-07-12 15:51:06 +08:00
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
 2022-07-12 10:24:05 +08:00
Jiarui Fang 9bcd2fd4af
[tensor] a shorter shard and replicate spec (#1245) 2022-07-11 15:51:48 +08:00
Jiarui Fang 2699dfbbfd
[rename] convert_to_dist -> redistribute (#1243) 2022-07-11 13:05:44 +08:00
HELSON f6add9b720
[tensor] redirect .data.__get__ to a tensor instance (#1239) 2022-07-11 11:41:29 +08:00
Jiarui Fang 4a76084dc9
[tensor] add zero_like colo op, important for Optimizer (#1236) 2022-07-08 14:55:27 +08:00
Jiarui Fang 3b500984b1
[tensor] fix some unittests (#1234) 2022-07-08 14:18:30 +08:00
HELSON 0453776def
[tensor] fix a assertion in colo_tensor cross_entropy (#1232) 2022-07-08 11:18:00 +08:00
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>
 2022-07-08 10:54:41 +08:00
HELSON 42ab36b762
[tensor] add unitest for colo_tensor 1DTP cross_entropy (#1230) 2022-07-07 19:17:23 +08:00
Jiarui Fang a98319f023
[tensor] torch function return colotensor (#1229) 2022-07-07 18:09:18 +08:00
Jiarui Fang 15d988f954
[tensor] sharded global process group (#1219) 2022-07-07 13:38:48 +08:00
Jiarui Fang ae7d3f4927
[refactor] move process group from _DistSpec to ColoTensor. (#1203) 2022-07-06 16:15:16 +08:00
Jiarui Fang 060b917daf
[refactor] remove gpc dependency in colotensor's _ops (#1189) 2022-07-04 18:54:37 +08:00
Jiarui Fang c463f8adf9
[tensor] remove gpc in tensor tests (#1186) 2022-06-29 14:08:40 +08:00
Jiarui Fang 372f791444
[refactor] move chunk and chunkmgr to directory gemini (#1182) 2022-06-29 13:31:02 +08:00
Jiarui Fang 7487215b95
[ColoTensor] add independent process group (#1179) 2022-06-29 10:03:09 +08:00
Jiarui Fang 1b657f9ce1
[tensor] revert local view back (#1178) 2022-06-27 18:38:34 +08:00
Jiarui Fang 0dd4e2bbfb
[Tensor] rename some APIs in TensorSpec and Polish view unittest (#1176) 2022-06-27 15:56:11 +08:00
Jiarui Fang aa7bef73d4
[Tensor] distributed view supports inter-process hybrid parallel (#1169) 2022-06-27 09:45:26 +08:00
Jiarui Fang 4b9bba8116
[ColoTensor] rename APIs and add output_replicate to ComputeSpec (#1168) 2022-06-24 13:08:54 +08:00
Jiarui Fang f4ef224358
[Tensor] remove ParallelAction, use ComputeSpec instread (#1166) 2022-06-23 17:34:59 +08:00
Jiarui Fang 177c374401
remove gather out in parallel action (#1163) 2022-06-23 16:35:05 +08:00
Jiarui Fang 07f9c781f9
[graph] improve the graph building. (#1157) 2022-06-22 16:47:20 +08:00
ver217 22717a856f
[tensor] add embedding bag op (#1156) 2022-06-22 15:54:03 +08:00
ver217 ae86151968
[tensor] add more element-wise ops (#1155) 
* add more element-wise ops

* update test_op

* polish unit test
 2022-06-22 15:16:47 +08:00
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>
 2022-06-22 11:32:38 +08:00
Jiarui Fang 8cdce0399c
[ColoTensor] improves init functions. (#1150) 2022-06-21 18:28:38 +08:00
ver217 8106d7b8c7
[ddp] refactor ColoDDP and ZeroDDP (#1146) 
* ColoDDP supports overwriting default process group

* rename ColoDDPV2 to ZeroDDP

* add docstr for ZeroDDP

* polish docstr
 2022-06-21 16:35:23 +08:00
ver217 789cad301b
[hotfix] fix param op hook (#1131) 
* fix param op hook

* update zero tp test

* fix bugs
 2022-06-17 16:12:05 +08:00
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
 2022-06-15 15:05:19 +08:00
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
 2022-06-10 14:48:28 +08:00
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
 2022-06-09 20:56:34 +08:00
Ziyue Jiang b3a03e4bfd
[Tensor] fix equal assert (#1091) 
* fix equal assert

* polish
 2022-06-09 17:36:15 +08:00
Frank Lee 65ee6dcc20
[test] ignore 8 gpu test (#1080) 
* [test] ignore 8 gpu test

* polish code

* polish workflow

* polish workflow
 2022-06-08 23:14:18 +08:00
Ziyue Jiang 0653c63eaa
[Tensor] 1d row embedding (#1075) 
* Add CPU 1d row embedding

* polish
 2022-06-08 12:04:59 +08:00
ver217 1b17859328
[tensor] chunk manager monitor mem usage (#1076) 2022-06-07 15:00:00 +08:00
Ziyue Jiang 4fc748f69b
[Tensor] fix optimizer for CPU parallel (#1069) 2022-06-06 17:36:11 +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) 
* 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
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
 2022-06-02 12:13:15 +08:00
ver217 7faef93326
fix dist spec mgr (#1045) 2022-05-31 12:14:39 +08:00
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
 2022-05-31 12:00:12 +08:00
Ziyue Jiang 7c530b9de2
[Tensor] add Parameter inheritance for ColoParameter (#1041) 
* 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) 
* 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) 
* add module spec for linear

* polish

* polish

* polish
 2022-05-26 11:50:44 +08:00
ver217 cefc29ff06
[tensor] impl ColoDDP for ColoTensor (#1009) 
* impl ColoDDP for ColoTensor

* polish code
 2022-05-21 13:52:04 +08:00
ver217 a3b66f6def
[tensor] refactor parallel action (#1007) 
* refactor parallel action

* polish unit tests
 2022-05-20 20:19:58 +08:00
ver217 8e3d0ad8f1
[unit test] refactor test tensor (#1005) 
* polish test_gpt

* update op unit tests

* update test model
 2022-05-19 18:57:56 +08:00
ver217 ad536e308e
[tensor] refactor colo-tensor (#992) 
* 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
ver217 c2fdc6a011
[tensor] derive compute pattern from dist spec (#971) 
* derive compute pattern from dist spec

* polish code
 2022-05-16 14:58:08 +08:00
Ziyue Jiang 797a9dc5a9
add DistSpec for loss and test_model (#947) 2022-05-13 20:29:50 +08:00
ver217 67c33f57eb
[tensor] design DistSpec and DistSpecManager for ColoTensor (#934) 
* add dist spec

* update linear op

* polish code

* polish code

* update embedding op

* polish unit tests

* polish unit tests

* polish comments

* polish code

* add test_dist_spec_mgr

* polish code

* refactor folder structure

* polish unit tests

* add get_process_group() for TensorSpec

* polish code
 2022-05-13 15:13:52 +08:00
Ziyue Jiang 830d3bca26
[Tensor] add optimizer to bert test (#933) 
* add optimizer to bert test

* polish
 2022-05-13 11:37:23 +08:00
Ziyue Jiang d73c2b1d79
[Tensor] fix init context (#931) 
* 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) 
* simplify ColoModulize

* simplify ColoModulize

* polish

* polish
 2022-05-11 10:54:19 +08:00
ver217 45b9124df4
[tensor] hijack addmm for colo tensor (#923) 
* hijack addmm for colo tensor

* fix bugs

* polish unit test

* polish comments
 2022-05-09 18:55:49 +08:00
Jiarui Fang 534afb018a
test pretrain loading on multi-process (#922) 2022-05-09 17:07:35 +08:00
Ziyue Jiang c195d2814c
[Tensor] add from_pretrained support and bert pretrained test (#921) 
* add from_pretrained support and test

* polish

* polish

* polish

* polish
 2022-05-09 16:11:47 +08:00
Jiarui Fang 845856ea29
[Graph] building computing graph with ColoTensor, Linear only (#917) 2022-05-07 17:10:37 +08:00
Ziyue Jiang 75d221918a
[Tensor] add 1d vocab loss (#918) 
* add 1d vocab loss

* polish
 2022-05-07 15:49:14 +08:00
Ziyue Jiang dfaff4e243
[Tensor] fix test_model (#916) 
* polish test_model

* polish
 2022-05-06 18:06:22 +08:00
Jiarui Fang ed6426c300
[Tensor] polish model test (#915) 2022-05-06 17:07:56 +08:00
Ziyue Jiang 0fab86b12a
[Tensor] add a basic bert. (#911) 
* add base bert test

* Add bert test

* polish

* remove test_bert

* polish
 2022-05-06 15:03:43 +08:00
Jiarui Fang ab95ec9aea
[Tensor] init ColoParameter (#914) 2022-05-06 12:57:14 +08:00
Ziyue Jiang 193d629311
update pytest.mark.parametrize in tensor tests (#913) 2022-05-06 11:16:40 +08:00
Ziyue Jiang f593a5637e
[Tensor] add embedding tp1d row (#904) 2022-04-29 14:10:05 +08:00
Ziyue Jiang 2c0d19d755
[Tensor] add ColoTensor TP1Dcol Embedding (#899) 2022-04-28 17:45:06 +08:00
Jiarui Fang d16671da75
[Tensor] initialize the ColoOptimizer (#898) 
* [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 e76f76c08b
[Tensor] test parameters() as member function (#896) 2022-04-28 10:57:14 +08:00
Ziyue Jiang cb182da7c5
[tensor] refine linear and add gather for laynorm (#893) 
* refine linear and add function to ColoTensor

* add gather for layernorm

* polish

* polish
 2022-04-28 10:55:40 +08:00
Jiarui Fang 26c49639d8
[Tensor] overriding paramters() for Module using ColoTensor (#889) 2022-04-27 15:28:59 +08:00
Ziyue Jiang 1d0aba4153
[tensor] add ColoTensor 1Dcol (#888) 2022-04-27 14:13:55 +08:00
Jiarui Fang a0e5971692
[Tensor] test model check results for a simple net (#887) 2022-04-27 12:00:18 +08:00
Jiarui Fang 72cdc06875
[Tensor] make ColoTensor more robust for getattr (#886) 
* [Tensor] make ColoTensor more robust for getattr

* polish

* polish
 2022-04-27 10:57:49 +08:00
Ziyue Jiang 9bc5a77c31
[tensor] wrap function in the torch_tensor to ColoTensor (#881) 2022-04-26 20:13:56 +08:00
Jiarui Fang 7f76517a85
[Tensor] make a simple net works with 1D row TP (#879) 2022-04-26 18:11:47 +08:00
Jiarui Fang 909211453b
[Tensor] Add some attributes to ColoTensor (#877) 
* [Tensor] add some function to ColoTensor

* torch.allclose

* rm torch.add
 2022-04-26 15:10:47 +08:00
Jiarui Fang e43f83aa5c
[Tensor] get named parameters for model using ColoTensors (#874) 2022-04-26 14:08:01 +08:00
Jiarui Fang 96211c2cc8
[tensor] customized op returns ColoTensor (#875) 
* [tensor] customized op returns ColoTensor

* polish

* polish code
 2022-04-26 13:23:59 +08:00
Ziyue Jiang 26d4ab8b03
[Tensor] Add function to spec and update linear 1Drow and unit tests (#869) 2022-04-26 10:15:26 +08:00
Jiarui Fang 1190b2c4a4
[tensor] add cross_entrophy_loss (#868) 2022-04-25 16:01:52 +08:00
Jiarui Fang d01d3b8cb0
colo init context add device attr. (#866) 2022-04-25 14:24:26 +08:00
Jiarui Fang 126ba573a8
[Tensor] add layer norm Op (#852) 2022-04-25 11:49:20 +08:00
Ziyue Jiang bcc8655021
[Tensor ] Add 1Drow weight reshard by spec (#854) 2022-04-24 18:30:20 +08:00
Jiarui Fang 62f059251b
[Tensor] init a tp network training unittest (#849) 2022-04-24 16:43:44 +08:00
Ziyue Jiang 2a0a427e04
[tensor]add assert for colo_tensor 1Drow (#846) 2022-04-24 14:12:45 +08:00