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180 Commits (dee1c96344f7de1dd0bd924698d3c0866eb7b02e)

Author SHA1 Message Date
Frank Lee eee84908d4
[autoparallel] handled illegal sharding strategy (#1728) 
* [autoparallel] handled illegal sharding strategy

* polish code
 2022-10-19 12:53:06 +08:00
YuliangLiu0306 51b89d2202
[autoparallel] runtime_backward_apply (#1720) 2022-10-18 10:44:58 +08:00
Frank Lee 4973157ad7
[autoparallel] added sharding spec conversion for linear handler (#1687) 2022-10-12 11:16:18 +08:00
YuliangLiu0306 3f068d1409
[autoparallel] update CommSpec (#1667) 2022-09-29 11:20:59 +08:00
Frank Lee 154d3ef432
[fix] fixed the collective pattern name for consistency (#1649) 
* [fix] fixed the collective pattern name for consistency

* polish code
 2022-09-26 16:39:37 +08:00
YuliangLiu0306 702dbc5288
[tensor] use communication autograd func (#1617) 
* [tensor] use communication autograd func

* change all to all comm spec info

* rename pattern and distinguish fwd/bwd

* polish code
 2022-09-23 13:31:15 +08:00
Frank Lee 27fe8af60c
[autoparallel] refactored shape consistency to remove redundancy (#1591) 
* [autoparallel] refactored shape consistency to remove redundancy

* polish code

* polish code

* polish code
 2022-09-13 18:30:18 +08:00
YuliangLiu0306 44c866a3e3
[autoparallel] change the merge node logic (#1533) 2022-09-07 11:18:19 +08:00
YuliangLiu0306 4b03c25f85
[tensor]add 1D device mesh (#1492) 2022-08-25 16:48:12 +08:00
YuliangLiu0306 26a37b5cd5
[autoparallel] Add conv handler to generate strategies and costs info for conv (#1467) 2022-08-19 14:57:23 +08:00
Jiarui Fang 1b491ad7de
[doc] update docstring in ProcessGroup (#1468) 2022-08-19 13:41:57 +08:00
YuliangLiu0306 b73fb7a077
[tensor] support runtime ShardingSpec apply (#1453) 
* [tensor] support runtime ShardingSpec apply

* polish code

* polish code
 2022-08-19 13:39:51 +08:00
Jiarui Fang 36824a304c
[Doc] add more doc for ColoTensor. (#1458) 2022-08-16 10:38:41 +08:00
Jiarui Fang a1476ea882
[NFC] polish doc style for ColoTensor (#1457) 2022-08-16 09:21:05 +08:00
YuliangLiu0306 0f3042363c
[tensor] shape consistency generate transform path and communication cost (#1435) 
* [tensor] shape consistency output transform path and communication cost

* polish code
 2022-08-12 14:02:32 +08:00
Frank Lee ae1b58cd16
[tensor] added linear implementation for the new sharding spec (#1416) 
* [tensor] added linear implementation for the new sharding spec

* polish code
 2022-08-12 11:33:09 +08:00
YuliangLiu0306 33f0744d51
[tensor] add shape consistency feature to support auto spec transform (#1418) 
* [tensor] add shape consistency feature to supportauto sharding spec transform.

* [tensor] remove unused argument in simulator, add doc string for target pair.
 2022-08-10 11:29:17 +08:00
YuliangLiu0306 7c96055c68
[tensor]build sharding spec to replace distspec in future. (#1405) 2022-08-08 11:15:57 +08:00
HELSON c7221cb2d4
[hotfix] adapt ProcessGroup and Optimizer to ColoTensor (#1388) 2022-07-29 19:33:24 +08:00
ver217 828b9e5e0d
[hotfix] fix zero optim save/load state dict (#1381) 2022-07-28 17:19:39 +08:00
HELSON 943a96323e
[hotfix] fix no optimizer in save/load (#1363) 2022-07-26 10:53:53 +08:00
ver217 d068af81a3
[doc] update rst and docstring (#1351) 
* update rst

* add zero docstr

* fix docstr

* remove fx.tracer.meta_patch

* fix docstr

* fix docstr

* update fx rst

* fix fx docstr

* remove useless rst
 2022-07-21 15:54:53 +08:00
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 f92c100ddd
[checkpoint] use gather_tensor in checkpoint and update its unit test (#1339) 2022-07-19 14:15:28 +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 260a55804a
[hotfix] fix shape error in backward when using ColoTensor (#1298) 2022-07-13 23:06:12 +08:00
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
 2022-07-13 00:18:56 +08:00
ver217 7aadcbd070
hotfix colotensor _scan_for_pg_from_args (#1276) 2022-07-12 20:46:31 +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 20da6e48c8
[checkpoint] save sharded optimizer states (#1237) 2022-07-08 16:33:13 +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 f071b500b6
[polish] polish __repr__ for ColoTensor, DistSpec, ProcessGroup (#1235) 2022-07-08 13:25:57 +08:00
Yi Zhao 04537bf83e
[checkpoint]support generalized scheduler (#1222) 2022-07-07 18:16:38 +08:00
Jiarui Fang a98319f023
[tensor] torch function return colotensor (#1229) 2022-07-07 18:09:18 +08:00
HELSON 280a81243d
[tensor] improve robustness of class 'ProcessGroup' (#1223) 2022-07-07 13:55:24 +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 b5f25eb32a
[Tensor] add cpu group to ddp (#1200) 2022-07-05 14:58:28 +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
Ziyue Jiang dd0420909f
[Tensor] rename parallel_action (#1174) 
* rename parallel_action

* polish
 2022-06-27 10:04:45 +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
ver217 634eecb98e
mark sanity_check of dist_spec_mgr as staticmethod (#1161) 2022-06-23 11:35:25 +08:00
ver217 4e67b2a890
fix chunk move device (#1158) 2022-06-22 18:07:10 +08:00
Jiarui Fang 07f9c781f9
[graph] improve the graph building. (#1157) 2022-06-22 16:47:20 +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
Frank Lee 0e4e62d30d
[tensor] added __repr__ to spec (#1147) 2022-06-21 15:38:05 +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 f99f56dff4
fix colo parameter torch function (#1117) 2022-06-15 14:23:27 +08:00
ver217 895c1c5ee7
[tensor] refactor param op hook (#1097) 
* refactor param op hook

* add docstr

* fix bug
 2022-06-13 16:11:53 +08:00
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
 2022-06-10 15:33:06 +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
ver217 1b17859328
[tensor] chunk manager monitor mem usage (#1076) 2022-06-07 15:00:00 +08:00
ver217 98cdbf49c6
[hotfix] fix chunk comm src rank (#1072) 2022-06-07 11:54:56 +08:00
ver217 c5cd3b0f35
[zero] zero optim copy chunk rather than copy tensor (#1070) 2022-06-07 10:30:46 +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 e1922ea4f6
[zero] add chunk size search for chunk manager (#1052) 2022-06-02 13:20:20 +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 a3b66f6def
[tensor] refactor parallel action (#1007) 
* refactor parallel action

* polish unit tests
 2022-05-20 20:19:58 +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
Jiarui Fang 802ac297cc
[Tensor] remove useless import in tensor dir (#997) 2022-05-18 14:54:51 +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
ver217 4ca732349e
[tensor] colo tensor overrides mul (#927) 
* colo tensor overrides mul

* polish code
 2022-05-10 16:04:08 +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
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
Jiarui Fang ab95ec9aea
[Tensor] init ColoParameter (#914) 2022-05-06 12:57:14 +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 676f191532
[Tensor] activation is an attr of ColoTensor (#897) 2022-04-28 14:43:22 +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