Commit Graph

78 Commits

Author SHA1 Message Date
Boyuan Yao
7a58dc5ad2
Update metainfo patch branch (#2517)
* init

* rename and remove useless func

* basic chunk

* add evoformer

* align evoformer

* add meta

* basic chunk

* basic memory

* finish basic inference memory estimation

* finish memory estimation

* fix bug

* finish memory estimation

* add part of index tracer

* finish basic index tracer

* add doc string

* add doc str

* polish code

* polish code

* update active log

* polish code

* add possible region search

* finish region search loop

* finish chunk define

* support new op

* rename index tracer

* finishi codegen on msa

* redesign index tracer, add source and change compute

* pass outproduct mean

* code format

* code format

* work with outerproductmean and msa

* code style

* code style

* code style

* code style

* change threshold

* support check_index_duplicate

* support index dupilictae and update loop

* support output

* update memory estimate

* optimise search

* fix layernorm

* move flow tracer

* refactor flow tracer

* format code

* refactor flow search

* code style

* adapt codegen to prepose node

* code style

* remove abandoned function

* remove flow tracer

* code style

* code style

* reorder nodes

* finish node reorder

* update run

* code style

* add chunk select class

* add chunk select

* code style

* add chunksize in emit, fix bug in reassgin shape

* code style

* turn off print mem

* add evoformer openfold init

* init openfold

* add benchmark

* add print

* code style

* code style

* init openfold

* update openfold

* align openfold

* use max_mem to control stratge

* update source add

* add reorder in mem estimator

* improve reorder efficeincy

* support ones_like, add prompt if fit mode search fail

* fix a bug in ones like, dont gen chunk if dim size is 1

* fix bug again

* update min memory stratege, reduce mem usage by 30%

* last version of benchmark

* refactor structure

* restruct dir

* update test

* rename

* take apart chunk code gen

* close mem and code print

* code format

* rename ambiguous variable

* seperate flow tracer

* seperate input node dim search

* seperate prepose_nodes

* seperate non chunk input

* seperate reorder

* rename

* ad reorder graph

* seperate trace flow

* code style

* code style

* fix typo

* set benchmark

* rename test

* update codegen test

* Fix state_dict key missing issue of the ZeroDDP (#2363)

* Fix state_dict output for ZeroDDP duplicated parameters

* Rewrite state_dict based on get_static_torch_model

* Modify get_static_torch_model to be compatible with the lower version (ZeroDDP)

* update codegen test

* update codegen test

* add chunk search test

* code style

* add available

* [hotfix] fix gpt gemini example (#2404)

* [hotfix] fix gpt gemini example

* [example] add new assertions

* remove autochunk_available

* [workflow] added nightly release to pypi (#2403)

* add comments

* code style

* add doc for search chunk

* [doc] updated readme regarding pypi installation (#2406)

* add doc for search

* [doc] updated kernel-related optimisers' docstring (#2385)

* [doc] updated kernel-related optimisers' docstring

* polish doc

* rename trace_index to trace_indice

* rename function from index to indice

* rename

* rename in doc

* [polish] polish code for get_static_torch_model (#2405)

* [gemini] polish code

* [testing] remove code

* [gemini] make more robust

* rename

* rename

* remove useless function

* [worfklow] added coverage test (#2399)

* [worfklow] added coverage test

* polish code

* polish code

* polish code

* polish code

* polish code

* polish code

* polish code

* polish code

* add doc for trace indice

* [docker] updated Dockerfile and release workflow (#2410)

* add doc

* update doc

* add available

* change imports

* add test in import

* [workflow] refactored the example check workflow (#2411)

* [workflow] refactored the example check workflow

* polish code

* polish code

* polish code

* polish code

* polish code

* polish code

* polish code

* polish code

* polish code

* polish code

* polish code

* Update parallel_context.py (#2408)

* [hotfix] add DISTPAN argument for benchmark (#2412)

* change the benchmark config file

* change config

* revert config file

* rename distpan to distplan

* [workflow] added precommit check for code consistency (#2401)

* [workflow] added precommit check for code consistency

* polish code

* polish code

* polish code

* polish code

* polish code

* polish code

* polish code

* adapt new fx

* [workflow] added translation for non-english comments (#2414)

* [setup] refactored setup.py for dependency graph (#2413)

* change import

* update doc

* [workflow] auto comment if precommit check fails (#2417)

* [hotfix] add norm clearing for the overflow step (#2416)

* [examples] adding tflops to PaLM (#2365)

* [workflow]auto comment with test coverage report (#2419)

* [workflow]auto comment with test coverage report

* polish code

* polish yaml

* [doc] added documentation for CI/CD (#2420)

* [doc] added documentation for CI/CD

* polish markdown

* polish markdown

* polish markdown

* [example] removed duplicated stable diffusion example (#2424)

* [zero] add inference mode and its unit test (#2418)

* [workflow] report test coverage even if below threshold (#2431)

* [example] improved the clarity yof the example readme (#2427)

* [example] improved the clarity yof the example readme

* polish workflow

* polish workflow

* polish workflow

* polish workflow

* polish workflow

* polish workflow

* [ddp] add is_ddp_ignored (#2434)

[ddp] rename to is_ddp_ignored

* [workflow] make test coverage report collapsable (#2436)

* [autoparallel] add shard option (#2423)

* [fx] allow native ckpt trace and codegen. (#2438)

* [cli] provided more details if colossalai run fail (#2442)

* [autoparallel] integrate device mesh initialization into autoparallelize (#2393)

* [autoparallel] integrate device mesh initialization into autoparallelize

* add megatron solution

* update gpt autoparallel examples with latest api

* adapt beta value to fit the current computation cost

* [zero] fix state_dict and load_state_dict for ddp ignored parameters (#2443)

* [ddp] add is_ddp_ignored

[ddp] rename to is_ddp_ignored

* [zero] fix state_dict and load_state_dict

* fix bugs

* [zero] update unit test for ZeroDDP

* [example] updated the hybrid parallel tutorial (#2444)

* [example] updated the hybrid parallel tutorial

* polish code

* [zero] add warning for ignored parameters (#2446)

* [example] updated large-batch optimizer tutorial (#2448)

* [example] updated large-batch optimizer tutorial

* polish code

* polish code

* [example] fixed seed error in train_dreambooth_colossalai.py (#2445)

* [workflow] fixed the on-merge condition check (#2452)

* [workflow] automated the compatiblity test (#2453)

* [workflow] automated the compatiblity test

* polish code

* [autoparallel] update binary elementwise handler (#2451)

* [autoparallel] update binary elementwise handler

* polish

* [workflow] automated bdist wheel build (#2459)

* [workflow] automated bdist wheel build

* polish workflow

* polish readme

* polish readme

* Fix False warning in initialize.py (#2456)

* Update initialize.py

* pre-commit run check

* [examples] update autoparallel tutorial demo (#2449)

* [examples] update autoparallel tutorial demo

* add test_ci.sh

* polish

* add conda yaml

* [cli] fixed hostname mismatch error (#2465)

* [example] integrate autoparallel demo with CI (#2466)

* [example] integrate autoparallel demo with CI

* polish code

* polish code

* polish code

* polish code

* [zero] low level optim supports ProcessGroup (#2464)

* [example] update vit ci script (#2469)

* [example] update vit ci script

* [example] update requirements

* [example] update requirements

* [example] integrate seq-parallel tutorial with CI (#2463)

* [zero] polish low level optimizer (#2473)

* polish pp middleware (#2476)

Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>

* [example] update gpt gemini example ci test (#2477)

* [zero] add unit test for low-level zero init (#2474)

* [workflow] fixed the skip condition of  example weekly check workflow (#2481)

* [example] stable diffusion add roadmap

* add dummy test_ci.sh

* [example] stable diffusion add roadmap (#2482)

* [CI] add test_ci.sh for palm, opt and gpt (#2475)

* polish code

* [example] titans for gpt

* polish readme

* remove license

* polish code

* update readme

* [example] titans for gpt (#2484)

* [autoparallel] support origin activation ckpt on autoprallel system (#2468)

* [autochunk] support evoformer tracer (#2485)

support full evoformer tracer, which is a main module of alphafold. previously we just support a simplifed version of it.
1. support some evoformer's op in fx
2. support evoformer test
3. add repos for test code

* [example] fix requirements (#2488)

* [zero] add unit testings for hybrid parallelism  (#2486)

* [hotfix] gpt example titans bug #2493

* polish code and fix dataloader bugs

* [hotfix] gpt example titans bug #2493 (#2494)

* [fx] allow control of ckpt_codegen init (#2498)

* [fx] allow control of ckpt_codegen init

Currently in ColoGraphModule, ActivationCheckpointCodeGen will be set automatically in __init__. But other codegen can't be set if so. 
So I add an arg to control whether to set ActivationCheckpointCodeGen in __init__.

* code style

* [example] dreambooth example

* add test_ci.sh to dreambooth

* [autochunk] support autochunk on evoformer (#2497)

* Revert "Update parallel_context.py (#2408)"

This reverts commit 7d5640b9db.

* add avg partition (#2483)

Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>

* [auto-chunk] support extramsa (#3) (#2504)

* [utils] lazy init. (#2148)

* [utils] lazy init.

* [utils] remove description.

* [utils] complete.

* [utils] finalize.

* [utils] fix names.

* [autochunk] support parsing blocks (#2506)

* [zero] add strict ddp mode (#2508)

* [zero] add strict ddp mode

* [polish] add comments for strict ddp mode

* [zero] fix test error

* [doc] update opt and tutorial links (#2509)

* [workflow] fixed changed file detection (#2515)

Co-authored-by: oahzxl <xuanlei.zhao@gmail.com>
Co-authored-by: eric8607242 <e0928021388@gmail.com>
Co-authored-by: HELSON <c2h214748@gmail.com>
Co-authored-by: Frank Lee <somerlee.9@gmail.com>
Co-authored-by: Haofan Wang <haofanwang.ai@gmail.com>
Co-authored-by: Jiarui Fang <fangjiarui123@gmail.com>
Co-authored-by: ZijianYY <119492445+ZijianYY@users.noreply.github.com>
Co-authored-by: YuliangLiu0306 <72588413+YuliangLiu0306@users.noreply.github.com>
Co-authored-by: Super Daniel <78588128+super-dainiu@users.noreply.github.com>
Co-authored-by: ver217 <lhx0217@gmail.com>
Co-authored-by: Ziyue Jiang <ziyue.jiang97@gmail.com>
Co-authored-by: Ziyue Jiang <ziyue.jiang@gmail.com>
Co-authored-by: oahzxl <43881818+oahzxl@users.noreply.github.com>
Co-authored-by: binmakeswell <binmakeswell@gmail.com>
Co-authored-by: Fazzie-Maqianli <55798671+Fazziekey@users.noreply.github.com>
Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com>
2023-01-27 09:52:21 +08:00
HELSON
62c38e3330
[zero] polish low level zero optimizer (#2275) 2023-01-03 17:22:34 +08:00
HELSON
a7d95b7024
[example] add zero1, zero2 example in GPT examples (#2146)
* [example] add zero1 and zero2 for GPT

* update readme in gpt example

* polish code

* change init value

* update readme
2022-12-20 14:30:27 +08:00
HELSON
a1ce02d740
[zero] test gradient accumulation (#1964)
* [zero] fix memory leak for zero2

* [zero] test gradient accumulation

* [zero] remove grad clip test
2022-11-29 13:00:30 +08:00
HELSON
7066dfbf82
[zero] fix memory leak for zero2 (#1955) 2022-11-16 11:43:24 +08:00
HELSON
6e51d296f0
[zero] migrate zero1&2 (#1878)
* add zero1&2 optimizer

* rename test ditectory

* rename test files

* change tolerance in test
2022-11-11 09:26:40 +08:00
ver217
c9e8ce67b8
fix move fp32 shards (#1604) 2022-09-16 17:33:16 +08:00
ver217
ce470ba37e
[checkpoint] sharded optim save/load grad scaler (#1350) 2022-07-21 15:21:21 +08:00
ver217
a45ddf2d5f
[hotfix] fix sharded optim step and clip_grad_norm (#1226) 2022-07-08 13:34:48 +08:00
ver217
9e1daa63d2
[zero] sharded optim supports loading local state dict (#1170)
* sharded optim supports loading local state dict

* polish code

* add unit test
2022-06-24 18:05:16 +08:00
ver217
6690a61b4d
[hotfix] prevent nested ZeRO (#1140) 2022-06-21 11:33:53 +08:00
ver217
c4d903e64a
[gemini] accelerate adjust_layout() (#878)
* add lru cache

* polish code

* update unit test

* fix sharded optim
2022-04-26 18:08:31 +08:00
ver217
d7e0303d1e
[zero] use GeminiMemoryManager when sampling model data (#850) 2022-04-24 17:17:22 +08:00
HELSON
e5ea3fdeef
[gemini] add GeminiMemoryManger (#832)
* refactor StatefulTensor, tensor utilities

* add unitest for GeminiMemoryManager
2022-04-24 13:08:48 +08:00
Jiarui Fang
61c20b44bc
[log] local throughput metrics (#811)
* Revert "[zero] add ZeroTensorShardStrategy (#793)"

This reverts commit 88759e289e.

* [gemini] set cpu memory capacity

* [log] local throughput collecting

* polish

* polish

* polish

* polish code

* polish
2022-04-20 10:05:39 +08:00
Jiarui Fang
4d9332b4c5
[refactor] moving memtracer to gemini (#801) 2022-04-19 10:13:08 +08:00
Jiarui Fang
8711c706f4
[hotfix] fix grad offload when enabling reuse_fp16_shard 2022-04-18 14:58:21 +08:00
ver217
f1fa1a675f fix grad offload when enabling reuse_fp16_shard 2022-04-18 14:07:39 +08:00
HELSON
4c4388c46e
[hotfix] fix memory leak in zero (#781) 2022-04-18 13:57:03 +08:00
ver217
6e553748a7
polish sharded optim docstr and warning (#770) 2022-04-14 21:03:59 +08:00
Jiarui Fang
10ef8afdd2
[gemini] init genimi individual directory (#754) 2022-04-14 16:40:26 +08:00
ver217
4b048a8728
fix prepare grads in sharded optim (#749) 2022-04-13 22:36:11 +08:00
ver217
e396bb71f2
[zero] add tensor placement policies (#743)
* add tensor placement policies

* polish comments

* polish comments

* update moe unit tests
2022-04-13 15:00:48 +08:00
HELSON
22c4b88d56
[zero] refactor ShardedParamV2 for convenience (#742) 2022-04-13 14:54:26 +08:00
Jiarui Fang
4d90a7b513
[refactor] zero directory (#724) 2022-04-11 23:13:02 +08:00
HELSON
dbd96fe90a
[zero] check whether gradients have inf and nan in gpu (#712) 2022-04-11 15:40:13 +08:00
HELSON
a9b8300d54
[zero] improve adaptability for not-shard parameters (#708)
* adapt post grad hooks for not-shard parameters
* adapt optimizer for not-shard parameters
* offload gradients for not-replicated parameters
2022-04-11 13:38:51 +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
HELSON
17e73e62cc
[hotfix] fix bugs for unsharded parameters when restore data (#664) 2022-04-03 22:02:11 +08:00
Jiarui Fang
0aab52301e
[hotfix] fix a bug in model data stats tracing (#655) 2022-04-03 21:48:06 +08:00
HELSON
055fbf5be6
[zero] adapt zero for unsharded paramters (Optimizer part) (#601) 2022-04-01 20:10:47 +08:00
ver217
0ef8819c67
polish docstring of zero (#612) 2022-04-01 14:50:56 +08:00
ver217
9bee119104
[hotfix] fix sharded optim zero grad (#604)
* fix sharded optim zero grad

* polish comments
2022-04-01 12:41:20 +08:00
Jiarui Fang
e956d93ac2
[refactor] memory utils (#577) 2022-04-01 09:22:33 +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
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
107b99ddb1
[zero] dump memory stats for sharded model (#548) 2022-03-30 09:38:44 +08:00
Jiarui Fang
53b1b6e340
[zero] non model data tracing (#545) 2022-03-29 15:45:48 +08:00
ver217
fb841dd5c5
[zero] optimize grad offload (#539)
* optimize grad offload

* polish code

* polish code
2022-03-29 12:48:00 +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
4d322b79da
[refactor] remove old zero code (#517) 2022-03-25 14:54:39 +08:00
Jiarui Fang
bca0c49a9d
[zero] use colo model data api in optimv2 (#511) 2022-03-24 17:19:34 +08:00
Jiarui Fang
0035b7be07
[memory] add model data tensor moving api (#503) 2022-03-24 14:29:41 +08:00
ver217
9ec1ce6ab1
[zero] sharded model support the reuse of fp16 shard (#495)
* sharded model supports reuse fp16 shard

* rename variable

* polish code

* polish code

* polish code
2022-03-23 14:59:59 +08:00
ver217
a9ecb4b244
[zero] polish sharded optimizer v2 (#490) 2022-03-22 15:53:48 +08:00