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150 Commits (1f8ab6f1f55f7a26d2584361646e244a8dd0f123)

Author SHA1 Message Date
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
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 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 8af5f7423d
[tensor] an initial dea of tensor spec (#865) 
* a initial dea of tensor spec

* polish

* polish
 2022-04-25 13:33:52 +08:00
Jiarui Fang 126ba573a8
[Tensor] add layer norm Op (#852) 2022-04-25 11:49:20 +08:00
Jiarui Fang 29159d9b5b
hotfix tensor unittest bugs (#862) 2022-04-25 10:06:53 +08:00
YuliangLiu0306 c6930d8ddf
[pipelinable]use ColoTensor to replace dummy tensor. (#853) 2022-04-24 18:31:22 +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
Ziyue Jiang 05023ecfee
[Tensor] TP Linear 1D row (#843) 2022-04-24 13:43:12 +08:00
Jiarui Fang ea0a2ed25f
[hotfix] the bug of numel() in ColoTensor (#845) 2022-04-24 12:32:10 +08:00
Jiarui Fang 8789850eea
Init Conext supports lazy allocate model memory (#842) 2022-04-22 18:03:35 +08:00
Jiarui Fang 4575a3298b
[hotfix] ColoTensor pin_memory (#840) 2022-04-22 17:07:46 +08:00
Jiarui Fang cb5a4778e1
Revert "[WIP] Applying ColoTensor on TP-1D-row Linear. (#831)" (#835) 
This reverts commit ac88de6dfc.
 2022-04-22 14:45:57 +08:00
Jiarui Fang ac88de6dfc
[WIP] Applying ColoTensor on TP-1D-row Linear. (#831) 
* revert zero tensors back

* [tensor] init row 1d linear
 2022-04-22 14:03:26 +08:00
Jiarui Fang 294a6060d0
[tensor] ZeRO use ColoTensor as the base class. (#828) 
* [refactor] moving InsertPostInitMethodToModuleSubClasses to utils.

* [tensor] ZeRO use ColoTensor as the base class.

* polish
 2022-04-22 12:00:48 +08:00
Ziyue Jiang 8e6fdb4f29
[tensor]fix test_linear (#826) 2022-04-21 17:18:56 +08:00
Ziyue Jiang 1a9e2c2dff
[tensor] fix kwargs in colo_tensor torch_funtion (#825) 2022-04-21 16:47:35 +08:00
Jiarui Fang 2ecc3d7a55
[tensor] lazy init (#823) 2022-04-21 15:40:23 +08:00
Jiarui Fang 68dcd51d41
[Tensor] update ColoTensor torch_function (#822) 
* Revert "[zero] add ZeroTensorShardStrategy (#793)"

This reverts commit 88759e289e.

* [gemini] set cpu memory capacity

* [log] local throughput collecting

* polish

* polish

* polish

* polish code

* polish

* polish code

* add a new tensor structure and override linear for it

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* [tensor] renaming and reorganize directory structure.

* rm useless dir

* polish

* polish

* [tensor] hander the function not wrapped

* polish
 2022-04-21 14:25:27 +08:00
Jiarui Fang 0ce8924ceb
[tensor] reorganize files (#820) 2022-04-21 14:15:48 +08:00