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189 Commits (839847b7d78bce6af5dfe58d27b5ce2c74a3619b)

Author SHA1 Message Date
HELSON 87775a0682
[colotensor] use cpu memory to store state_dict (#1367) 2022-07-26 14:13:38 +08:00
HELSON 943a96323e
[hotfix] fix no optimizer in save/load (#1363) 2022-07-26 10:53:53 +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
Frank Lee 2cc1175c76
[fx] tested the complete workflow for auto-parallel (#1336) 
* [fx] tested the complete workflow for auto-parallel

* polish code

* polish code

* polish code
 2022-07-20 10:45:17 +08:00
HELSON f92c100ddd
[checkpoint] use gather_tensor in checkpoint and update its unit test (#1339) 2022-07-19 14:15:28 +08:00
Frank Lee 250be4d31e
[utils] integrated colotensor with lazy init context (#1324) 
* [utils] integrated colotensor with lazy init context

* polish code

* polish code

* polish code
 2022-07-15 17:47:12 +08:00
Jiarui Fang 9e4c6449b0
[checkpoint] add ColoOptimizer checkpointing (#1316) 2022-07-15 09:52:55 +08:00
Jiarui Fang 3ef3791a3b
[checkpoint] add test for bert and hotfix save bugs (#1297) 2022-07-14 15:38:18 +08:00
Jiarui Fang 4165eabb1e
[hotfix] remove potiential circle import (#1307) 
* make it faster

* [hotfix] remove circle import
 2022-07-14 13:44:26 +08:00
Jiarui Fang c92f84fcdb
[tensor] distributed checkpointing for parameters (#1240) 2022-07-12 15:51:06 +08:00
Jiarui Fang 9bcd2fd4af
[tensor] a shorter shard and replicate spec (#1245) 2022-07-11 15:51:48 +08:00
Jiarui Fang 20da6e48c8
[checkpoint] save sharded optimizer states (#1237) 2022-07-08 16:33:13 +08:00
Jiarui Fang 3b500984b1
[tensor] fix some unittests (#1234) 2022-07-08 14:18:30 +08:00
ver217 a45ddf2d5f
[hotfix] fix sharded optim step and clip_grad_norm (#1226) 2022-07-08 13:34:48 +08:00
Yi Zhao 04537bf83e
[checkpoint]support generalized scheduler (#1222) 2022-07-07 18:16:38 +08:00
Jiarui Fang 52736205d9
[checkpoint] make unitest faster (#1217) 2022-07-06 17:39:46 +08:00
Jiarui Fang f38006ea83
[checkpoint] checkpoint for ColoTensor Model (#1196) 2022-07-06 17:22:03 +08:00
Jiarui Fang ae7d3f4927
[refactor] move process group from _DistSpec to ColoTensor. (#1203) 2022-07-06 16:15:16 +08:00
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.
 2022-07-04 10:12:02 +08:00
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.
 2022-06-29 21:02:30 +08:00
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.
 2022-06-27 09:53:57 +08:00
Jiarui Fang 4b9bba8116
[ColoTensor] rename APIs and add output_replicate to ComputeSpec (#1168) 2022-06-24 13:08:54 +08:00
Frank Lee f8eec98ff5
[tensor] fixed non-serializable colo parameter during model checkpointing (#1153) 2022-06-22 11:43:38 +08:00
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
 2022-06-20 11:24:27 +08:00
Frank Lee 2b2dc1c86b
[pipeline] refactor the pipeline module (#1087) 
* [pipeline] refactor the pipeline module

* polish code
 2022-06-10 11:27:38 +08:00
Frank Lee bad5d4c0a1
[context] support lazy init of module (#1088) 
* [context] support lazy init of module

* polish code
 2022-06-10 10:09:48 +08:00
Frank Lee bfdc5ccb7b
[context] maintain the context object in with statement (#1073) 2022-06-07 10:48:45 +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
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 007ca0df92
fix colo init context (#1026) 2022-05-25 20:41:58 +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
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
YuliangLiu0306 32a45cd7ef
[pipelinable]use pipelinable to support GPT model. (#903) 
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [pipelinable]use pipelinable to support GPT model.

* fix a bug caused by ShardedModel

* polish

* fix front func list
 2022-05-11 09:23:58 +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 ab95ec9aea
[Tensor] init ColoParameter (#914) 2022-05-06 12:57:14 +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
Jiarui Fang 26c49639d8
[Tensor] overriding paramters() for Module using ColoTensor (#889) 2022-04-27 15:28:59 +08:00
ver217 4df6471f5d
fix import error (#880) 2022-04-26 19:28:40 +08:00
Jiarui Fang d01d3b8cb0
colo init context add device attr. (#866) 2022-04-25 14:24:26 +08:00
YuliangLiu0306 c6930d8ddf
[pipelinable]use ColoTensor to replace dummy tensor. (#853) 2022-04-24 18:31:22 +08:00
ver217 232142f402
[utils] refactor profiler (#837) 
* add model data profiler

* add a subclass of torch.profiler.profile

* refactor folder structure

* remove redundant codes

* polish code

* use GeminiMemoryManager

* fix import path

* fix stm profiler ext

* polish comments

* remove useless file
 2022-04-24 17:03:59 +08:00
Jiarui Fang 62f059251b
[Tensor] init a tp network training unittest (#849) 2022-04-24 16:43:44 +08:00
ver217 0dea140760
[hotfix] add deconstructor for stateful tensor (#848) 
* add deconstructor for stateful tensor

* fix colo init context
 2022-04-24 15:03:04 +08:00
YuliangLiu0306 35ea6e1023
[pipelinable]use pipelinable context to initialize non-pipeline model (#816) 
* [CLI] add CLI launcher

* Revert "[CLI] add CLI launcher"

This reverts commit df7e6506d4.

* [pipeline]add module lazy init feature to support large model initization.

* [pipeline]add to_layer_list and partition method to support arbitrary non-pp model

* refactor the module structure

* polish

* [pipelinable]add unit test for pipelinable

* polish

* polish

* Fix CodeFactor issues.
 2022-04-24 13:03:12 +08:00
Jiarui Fang 8789850eea
Init Conext supports lazy allocate model memory (#842) 2022-04-22 18:03:35 +08:00
Jiarui Fang eb1b89908c
[refactor] moving InsertPostInitMethodToModuleSubClasses to utils. (#824) 2022-04-21 16:03:18 +08:00
Jiarui Fang 227d1cd4b3
[gemini] APIs to set cpu memory capacity (#809) 2022-04-19 16:05:22 +08:00
Jiarui Fang 681addb512
[refactor] moving grad acc logic to engine (#804) 2022-04-19 14:03:21 +08:00
Jiarui Fang 4d9332b4c5
[refactor] moving memtracer to gemini (#801) 2022-04-19 10:13:08 +08:00
HELSON 84c6700b2a
[zero] refactor memstats_collector (#746) 2022-04-14 12:01:12 +08:00
HELSON 340e59f968
[utils] add synchronized cuda memory monitor (#740) 2022-04-13 10:50:54 +08:00
Jiarui Fang 53cb584808
[utils] correct cpu memory used and capacity in the context of multi-process (#726) 2022-04-12 14:57:54 +08:00
Frank Lee 2412429d54
[util] fixed activation checkpointing on torch 1.9 (#719) 2022-04-12 09:35:45 +08:00
Jiarui Fang 193dc8dacb
[refactor] refactor the memory utils (#715) 2022-04-11 16:47:57 +08:00
LuGY 140263a394
[hotfix]fixed bugs of assigning grad states to non leaf nodes (#711) 
* fixed bugs of assigning grad states to non leaf nodes

* use detach()
 2022-04-11 14:04:58 +08:00
ver217 ab8c6b4a0e
[zero] refactor memstats collector (#706) 
* refactor memstats collector

* fix disposable

* polish code
 2022-04-11 10:46:08 +08:00
ver217 3c9cd5bb5e
[zero] stateful tensor manager (#687) 
* [WIP] stateful tensor manager

* add eviction strategy

* polish code

* polish code

* polish comment

* add unit test

* fix sampler bug

* polish code

* fix max sampling cnt resetting bug

* fix sampler bug

* polish code

* fix bug

* fix unit test

Co-authored-by: jiaruifang <fangjiarui123@gmail.com>
 2022-04-08 17:51:34 +08:00
Jiarui Fang 59bf2dc590
[zero] initialize a stateful tensor manager (#614) 2022-04-06 16:18:49 +08:00
Jiarui Fang 0aab52301e
[hotfix] fix a bug in model data stats tracing (#655) 2022-04-03 21:48:06 +08:00
HELSON e5d615aeee
[hotfix] fix bugs in testing (#659) 
* remove hybrid adam in test_moe_zero_optim

* fix activation checkpointing and its unitest
 2022-04-02 21:58:47 +08:00
LuGY 1e2557e801
[zero] fixed the activation offload (#647) 
* fixed the activation offload

* polish
 2022-04-02 16:21:32 +08:00
ver217 f5d3a9c2b0
polish checkpoint docstring (#637) 2022-04-02 13:34:33 +08:00
HELSON 055fbf5be6
[zero] adapt zero for unsharded paramters (Optimizer part) (#601) 2022-04-01 20:10:47 +08:00
アマデウス acae68eb04
[model checkpoint] updated checkpoint save/load utils (#592) 2022-04-01 16:49:21 +08:00
ver217 369a288bf3
polish utils docstring (#620) 2022-04-01 16:36:47 +08:00
LuGY 02b187c14f
[zero] add sampling time for memstats collector (#610) 2022-04-01 14:03:00 +08:00
アマデウス 54e688b623
moved ensure_path_exists to utils.common (#591) 2022-04-01 09:46:33 +08:00
Jiarui Fang e956d93ac2
[refactor] memory utils (#577) 2022-04-01 09:22:33 +08:00
HELSON e6d50ec107
[zero] adapt zero for unsharded parameters (#561) 
* support existing sharded and unsharded parameters in zero

* add unitest for moe-zero model init

* polish moe gradient handler
 2022-03-31 18:34:11 +08:00
ver217 7c6c427db1
[zero] trace states of fp16/32 grad and fp32 param (#571) 2022-03-31 16:26:54 +08:00
Jiarui Fang 7675366fce
[polish] rename col_attr -> colo_attr (#558) 2022-03-31 12:25:45 +08:00
Liang Bowen 2c45efc398
html refactor (#555) 2022-03-31 11:36:56 +08:00
Jiarui Fang d1211148a7
[utils] update colo tensor moving APIs (#553) 2022-03-30 23:13:24 +08:00
Jiarui Fang 107b99ddb1
[zero] dump memory stats for sharded model (#548) 2022-03-30 09:38:44 +08:00
Liang Bowen ec5086c49c Refactored docstring to google style 2022-03-29 17:17:47 +08:00
Jiarui Fang 53b1b6e340
[zero] non model data tracing (#545) 2022-03-29 15:45:48 +08:00
Jie Zhu 73d36618a6
[profiler] add MemProfiler (#356) 
* add memory trainer hook

* fix bug

* add memory trainer hook

* fix import bug

* fix import bug

* add trainer hook

* fix #370 git log bug

* modify `to_tensorboard` function to support better output

* remove useless output

* change the name of `MemProfiler`

* complete memory profiler

* replace error with warning

* finish trainer hook

* modify interface of MemProfiler

* modify `__init__.py` in profiler

* remove unnecessary pass statement

* add usage to doc string

* add usage to trainer hook

* new location to store temp data file
 2022-03-29 12:48:34 +08:00
Jiarui Fang c11ff81b15
[zero] get memory usage of sharded optim v2. (#542) 2022-03-29 09:08:18 +08:00
Jiarui Fang 705f56107c
[zero] refactor model data tracing (#537) 2022-03-28 16:38:18 +08:00
Jiarui Fang 05e33b2578
[zero] fix grad offload (#528) 
* [zero] fix grad offload

* polish code
 2022-03-25 18:23:25 +08:00
Jiarui Fang 8d8c5407c0
[zero] refactor model data tracing (#522) 2022-03-25 18:03:32 +08:00
Jiarui Fang 920c5889a7
[zero] add colo move inline (#521) 2022-03-25 14:02:55 +08:00
Jiarui Fang 0bebda6ea5
[zero] fix init device bug in zero init context unittest (#516) 2022-03-25 12:24:18 +08:00
Jiarui Fang 7ef3507ace
[zero] show model data cuda memory usage after zero context init. (#515) 2022-03-25 11:23:35 +08:00
Jiarui Fang 9330be0f3c
[memory] set cuda mem frac (#506) 2022-03-24 16:57:13 +08:00
Jiarui Fang 0035b7be07
[memory] add model data tensor moving api (#503) 2022-03-24 14:29:41 +08:00
Jiarui Fang a445e118cf
[polish] polish singleton and global context (#500) 2022-03-23 18:03:39 +08:00
HELSON f24b5ed201
[MOE] remove old MoE legacy (#493) 2022-03-22 17:37:16 +08:00
Jiarui Fang b334822163
[zero] polish sharded param name (#484) 
* [zero] polish sharded param name

* polish code

* polish

* polish code

* polish

* polsih

* polish
 2022-03-22 14:36:16 +08:00
Jiarui Fang 65c0f380c2
[format] polish name format for MOE (#481) 2022-03-21 23:19:47 +08:00
HELSON 7544347145
[MOE] add unitest for MOE experts layout, gradient handler and kernel (#469) 2022-03-21 13:35:04 +08:00
HELSON aff9d354f7
[MOE] polish moe_env (#467) 2022-03-19 15:36:25 +08:00
HELSON 84fd7c1d4d
add moe context, moe utilities and refactor gradient handler (#455) 2022-03-18 16:38:32 +08:00
Frank Lee b72b8445c6
optimized context test time consumption (#446) 2022-03-17 14:40:52 +08:00