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69 Commits (955463e542e2b986da3280be7daad7ebb760a7ea)

Author SHA1 Message Date
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
Frank Lee 11f54c7b6b
[doc] improved docstring and assertion messages for the engine module (#871) 2022-04-26 10:00:18 +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
Jiarui Fang 4d90a7b513
[refactor] zero directory (#724) 2022-04-11 23:13:02 +08:00
Jiarui Fang 193dc8dacb
[refactor] refactor the memory utils (#715) 2022-04-11 16:47:57 +08:00
HELSON ee112fe1da
[zero] adapt zero hooks for unsharded module (#699) 2022-04-08 20:23:26 +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
YuliangLiu0306 0ed7042f42
[pipeline] refactor pipeline (#679) 
* refactor pipeline---put runtime schedule into engine.

* add type hint for schedule Optional[BaseSchedule]

* preprocess schedule during engine initializing

* infer pipeline schedule params from config
 2022-04-07 15:54:14 +08:00
RichardoLuo ad1e7ab2b2 '[NFC] polish <colossalai/engine/_base_engine.py> code style' (#631) 
Co-authored-by: RichardoLuo <14049555596@qq.com>
 2022-04-06 11:40:59 +08:00
doubleHU f2da21a827 fix format (#586) 2022-04-06 11:40:59 +08:00
fanjinfucool ffad81e1d1 fix format (#585) 
Co-authored-by: fanjifu <FAN>
 2022-04-06 11:40:59 +08:00
Maruyama_Aya d2dc6049b5 fix format (#580) 2022-04-06 11:40:59 +08:00
yuxuan-lou cfb41297ff 'fix/format' (#573) 2022-04-06 11:40:59 +08:00
YuliangLiu0306 ade05a5d83
[refactor] pipeline, put runtime schedule into engine. (#627) 2022-04-03 20:46:45 +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
Jiarui Fang 7675366fce
[polish] rename col_attr -> colo_attr (#558) 2022-03-31 12:25:45 +08:00
ver217 014bac0c49
[zero] hijack p.grad in sharded model (#554) 
* hijack p.grad in sharded model

* polish comments

* polish comments
 2022-03-30 18:14:50 +08:00
Jiarui Fang f552b11294
[zero] label state for param fp16 and grad (#551) 2022-03-30 15:57:46 +08:00
Jiarui Fang 214da761d4
[zero] add stateful tensor (#549) 2022-03-30 13:51:37 +08:00
Liang Bowen ec5086c49c Refactored docstring to google style 2022-03-29 17:17:47 +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
HELSON a30e2b4c24
[zero] adapt for no-leaf module in zero (#535) 
only process module's own parameters in Zero context

add zero hooks for all modules that contrain parameters

gather parameters only belonging to module itself
 2022-03-28 17:42:18 +08:00
Jiarui Fang 705f56107c
[zero] refactor model data tracing (#537) 2022-03-28 16:38:18 +08:00
Jiarui Fang 4d322b79da
[refactor] remove old zero code (#517) 2022-03-25 14:54:39 +08:00
Jiarui Fang 920c5889a7
[zero] add colo move inline (#521) 2022-03-25 14:02:55 +08:00
Jiarui Fang a445e118cf
[polish] polish singleton and global context (#500) 2022-03-23 18:03:39 +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
ver217 8d3250d74b
[zero] ZeRO supports pipeline parallel (#477) 2022-03-21 16:55:37 +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
ver217 a241f61b34
[zero] Update initialize for ZeRO (#458) 
* polish code

* shard strategy receive pg in shard() / gather()

* update zero engine

* polish code
 2022-03-18 16:18:31 +08:00
ver217 9506a8beb2 use double buffer to handle grad 2022-03-16 14:24:09 +08:00
Jiarui Fang 56bb412e72
[polish] use GLOBAL_MODEL_DATA_TRACER (#417) 2022-03-15 11:29:46 +08:00
Jiarui Fang 21dc54e019
[zero] memtracer to record cuda memory usage of model data and overall system (#395) 2022-03-14 22:05:30 +08:00
ver217 88804aee49 add bucket tensor shard strategy 2022-03-14 14:48:32 +08:00
Xu Kai 54ee8d1254 Fix/format colossalai/engine/paramhooks/(#350) 2022-03-11 15:50:28 +08:00
yuxuan-lou 3b88eb2259 Flake8 code restyle 2022-03-11 15:50:28 +08:00
Jiarui Fang 44e4891f57 [zero] able to place params on cpu after zero init context (#365) 
* place params on cpu after zero init context

* polish code
 2022-03-11 15:50:28 +08:00
Jiarui Fang 10e2826426 move async memory to an individual directory (#345) 2022-03-11 15:50:28 +08:00
Frank Lee 6a3188167c set criterion as optional in colossalai initialize (#336) 2022-03-11 15:50:28 +08:00
Jie Zhu 3213554cc2 [profiler] add adaptive sampling to memory profiler (#330) 
* fix merge conflict

modify unit test

remove unnessesary log info

reformat file

* remove unused module

* remove unnecessary sync function

* change doc string style from Google to Sphinx
 2022-03-11 15:50:28 +08:00
ver217 1388671699 [zero] Update sharded model v2 using sharded param v2 (#323) 2022-03-11 15:50:28 +08:00
Jiarui Fang 11bddb6e55 [zero] update zero context init with the updated test utils (#327) 2022-03-11 15:50:28 +08:00
ver217 36f9a74ab2 fix sharded param hook and unit test 2022-03-11 15:50:28 +08:00
ver217 001ca624dd impl shard optim v2 and add unit test 2022-03-11 15:50:28 +08:00
Jie Zhu d344689274 [profiler] primary memory tracer 2022-03-11 15:50:28 +08:00