Commit Graph

221 Commits (c94a33579b7c70d96905ea8b2c3a4baf28451cb0)

Author SHA1 Message Date
digger yu 9265f2d4d7
[NFC]fix typo colossalai/auto_parallel nn utils etc. (#3779)
* fix typo colossalai/autochunk auto_parallel amp

* fix typo colossalai/auto_parallel nn utils etc.
2023-05-23 15:28:20 +08:00
jiangmingyan 307894f74d
[booster] gemini plugin support shard checkpoint (#3610)
* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin add shard checkpoint save/load

* gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

* [API Refactoring]gemini plugin support shard checkpoint

---------

Co-authored-by: luchen <luchen@luchendeMBP.lan>
Co-authored-by: luchen <luchen@luchendeMacBook-Pro.local>
2023-05-05 14:37:21 +08:00
YH a22407cc02
[zero] Suggests a minor change to confusing variable names in the ZeRO optimizer. (#3173)
* Fix confusing variable name in zero opt

* Apply lint

* Fix util func

* Fix minor util func

* Fix zero param optimizer name
2023-04-27 18:43:14 +08:00
Hongxin Liu 50793b35f4
[gemini] accelerate inference (#3641)
* [gemini] support don't scatter after inference

* [chat] update colossalai strategy

* [chat] fix opt benchmark

* [chat] update opt benchmark

* [gemini] optimize inference

* [test] add gemini inference test

* [chat] fix unit test ci

* [chat] fix ci

* [chat] fix ci

* [chat] skip checkpoint test
2023-04-26 16:32:40 +08:00
Hongxin Liu 4b3240cb59
[booster] add low level zero plugin (#3594)
* [booster] add low level zero plugin

* [booster] fix gemini plugin test

* [booster] fix precision

* [booster] add low level zero plugin test

* [test] fix booster plugin test oom

* [test] fix booster plugin test oom

* [test] fix googlenet and inception output trans

* [test] fix diffuser clip vision model

* [test] fix torchaudio_wav2vec2_base

* [test] fix low level zero plugin test
2023-04-26 14:37:25 +08:00
digger-yu b9a8dff7e5
[doc] Fix typo under colossalai and doc(#3618)
* Fixed several spelling errors under colossalai

* Fix the spelling error in colossalai and docs directory

* Cautious Changed the spelling error under the example folder

* Update runtime_preparation_pass.py

revert autograft to autograd

* Update search_chunk.py

utile to until

* Update check_installation.py

change misteach to mismatch in line 91

* Update 1D_tensor_parallel.md

revert to perceptron

* Update 2D_tensor_parallel.md

revert to perceptron in line 73

* Update 2p5D_tensor_parallel.md

revert to perceptron in line 71

* Update 3D_tensor_parallel.md

revert to perceptron in line 80

* Update README.md

revert to resnet in line 42

* Update reorder_graph.py

revert to indice in line 7

* Update p2p.py

revert to megatron in line 94

* Update initialize.py

revert to torchrun in line 198

* Update routers.py

change to detailed in line 63

* Update routers.py

change to detailed in line 146

* Update README.md

revert  random number in line 402
2023-04-26 11:38:43 +08:00
Hongxin Liu 12eff9eb4c
[gemini] state dict supports fp16 (#3590)
* [gemini] save state dict support fp16

* [gemini] save state dict shard support fp16

* [gemini] fix state dict

* [gemini] fix state dict
2023-04-19 11:01:48 +08:00
Hongxin Liu f313babd11
[gemini] support save state dict in shards (#3581)
* [gemini] support state dict shard

* [gemini] add test state dict shard

* [gemini] polish docstr

* [gemini] fix merge

* [gemini] polish code
2023-04-17 17:11:09 +08:00
YH d329c294ec
Add docstr for zero3 chunk search utils (#3572) 2023-04-17 12:44:17 +08:00
Hongxin Liu 173dad0562
[misc] add verbose arg for zero and op builder (#3552)
* [misc] add print verbose

* [gemini] add print verbose

* [zero] add print verbose for low level

* [misc] add print verbose for op builder
2023-04-17 11:25:35 +08:00
Hongxin Liu 152239bbfa
[gemini] gemini supports lazy init (#3379)
* [gemini] fix nvme optimizer init

* [gemini] gemini supports lazy init

* [gemini] add init example

* [gemini] add fool model

* [zero] update gemini ddp

* [zero] update init example

* add chunk method

* add chunk method

* [lazyinit] fix lazy tensor tolist

* [gemini] fix buffer materialization

* [misc] remove useless file

* [booster] update gemini plugin

* [test] update gemini plugin test

* [test] fix gemini plugin test

* [gemini] fix import

* [gemini] fix import

* [lazyinit] use new metatensor

* [lazyinit] use new metatensor

* [lazyinit] fix __set__ method
2023-04-12 16:03:25 +08:00
YH bcf0cbcbe7
[doc] Add docs for clip args in zero optim (#3504) 2023-04-10 11:11:28 +08:00
ver217 573af84184
[example] update examples related to zero/gemini (#3431)
* [zero] update legacy import

* [zero] update examples

* [example] fix opt tutorial

* [example] fix opt tutorial

* [example] fix opt tutorial

* [example] fix opt tutorial

* [example] fix import
2023-04-04 17:32:51 +08:00
ver217 26b7aac0be
[zero] reorganize zero/gemini folder structure (#3424)
* [zero] refactor low-level zero folder structure

* [zero] fix legacy zero import path

* [zero] fix legacy zero import path

* [zero] remove useless import

* [zero] refactor gemini folder structure

* [zero] refactor gemini folder structure

* [zero] refactor legacy zero import path

* [zero] refactor gemini folder structure

* [zero] refactor gemini folder structure

* [zero] refactor gemini folder structure

* [zero] refactor legacy zero import path

* [zero] fix test import path

* [zero] fix test

* [zero] fix circular import

* [zero] update import
2023-04-04 13:48:16 +08:00
YH 80aed29cd3
[zero] Refactor ZeroContextConfig class using dataclass (#3186) 2023-03-21 12:36:47 +08:00
YH 9d644ff09f
Fix docstr for zero statedict (#3185) 2023-03-21 11:48:21 +08:00
ver217 823f3b9cf4
[doc] add deepspeed citation and copyright (#2996)
* [doc] add deepspeed citation and copyright

* [doc] add deepspeed citation and copyright

* [doc] add deepspeed citation and copyright
2023-03-04 20:08:11 +08:00
YH 7b13f7db18
[zero] trivial zero optimizer refactoring (#2869)
* Fix mionr grad store interface

* Apply lint
2023-02-27 14:04:53 +08:00
Boyuan Yao 8e3f66a0d1
[zero] fix wrong import (#2777) 2023-02-17 10:26:07 +08:00
Nikita Shulga 01066152f1
Don't use `torch._six` (#2775)
* Don't use `torch._six`

This is a private API which is gone after https://github.com/pytorch/pytorch/pull/94709

* Update common.py
2023-02-17 09:22:45 +08:00
YH ae86a29e23
Refact method of grad store (#2687) 2023-02-15 22:27:58 +08:00
HELSON df4f020ee3
[zero1&2] only append parameters with gradients (#2681) 2023-02-13 18:00:16 +08:00
HELSON b528eea0f0
[zero] add zero wrappers (#2523)
* [zero] add zero wrappers

* change names

* add wrapper functions to init
2023-01-29 17:52:58 +08:00
HELSON 077a5cdde4
[zero] fix gradient clipping in hybrid parallelism (#2521)
* [zero] fix gradient clipping in hybrid parallelism

* [testing] change model name to avoid pytest warning

* [hotfix] fix unit testing
2023-01-29 15:09:57 +08:00
HELSON d565a24849
[zero] add unit testings for hybrid parallelism (#2486) 2023-01-18 10:36:10 +08:00
HELSON a5dc4253c6
[zero] polish low level optimizer (#2473) 2023-01-13 14:56:17 +08:00
Jiarui Fang 867c8c2d3a
[zero] low level optim supports ProcessGroup (#2464) 2023-01-13 10:05:58 +08:00
HELSON 7829aa094e
[ddp] add is_ddp_ignored (#2434)
[ddp] rename to is_ddp_ignored
2023-01-11 12:22:45 +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
Jiarui Fang c89c66a858
[Gemini] update API of the chunkmemstatscollector. (#2129) 2022-12-14 00:47:06 +08:00
Jiarui Fang 2938edf446
[Gemini] update the non model data record method in runtime memory tracer (#2128) 2022-12-13 17:11:31 +08:00
Jiarui Fang e99edfcb51
[NFC] polish comments for Chunk class (#2116) 2022-12-12 15:39:31 +08:00
Jiarui Fang 33f4412102
[Gemini] use MemStats to store the tracing data. Seperate it from Collector. (#2084) 2022-12-06 16:43:06 +08:00
Jiarui Fang b3b89865e2
[Gemini] ParamOpHook -> ColoParamOpHook (#2080) 2022-12-05 17:11:06 +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
Jiarui Fang cc0ed7cf33
[Gemini] ZeROHookV2 -> GeminiZeROHook (#1972) 2022-11-17 14:43:49 +08:00
Jiarui Fang c4739a725a
[Gemini] polish memstats collector (#1962) 2022-11-16 15:45:57 +08:00
Jiarui Fang f7e276fa71
[Gemini] add GeminiAdamOptimizer (#1960) 2022-11-16 14:44:28 +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
Zihao 20e255d4e8
MemStatsCollectorStatic (#1765) 2022-11-07 16:49:03 +08:00
HELSON c6a1a62636
[hotfix] fix zero's incompatibility with checkpoint in torch-1.12 (#1786)
* [hotfix] fix zero's incompatibility with checkpoint in torch-1.12

* [zero] add cpu shard init

* [zero] add tiny example test

* [colo_tensor] fix bugs for torch-1.11
2022-11-02 16:11:34 +08:00
CsRic ea961d8fd1 [NFC] polish colossalai/zero/sharded_param/__init__.py code style (#1717)
Co-authored-by: ric <mkkt_bkkt@mail.ustc.edu.cn>
2022-10-19 12:20:51 +08:00
HELSON 1468e4bcfc
[zero] add constant placement policy (#1705)
* fixes memory leak when paramter is in fp16 in ZeroDDP init.
* bans chunk releasement in CUDA. Only when a chunk is about to offload, it is allowed to release.
* adds a constant placement policy. With it, users can allocate a reserved caching memory space for parameters.
2022-10-14 17:53:16 +08:00
HELSON b28991dd0a
[feature] A new ZeRO implementation (#1644) 2022-10-09 09:18:51 +08:00
Jiarui Fang c5d39215f6
Revert "[feature] new zero implementation (#1623)" (#1643)
This reverts commit 5be118f405.
2022-09-26 10:06:03 +08:00
HELSON 5be118f405
[feature] new zero implementation (#1623) 2022-09-24 19:58:18 +08:00
HELSON f7f2248771
[moe] fix MoE bugs (#1628)
* remove forced FP32 modules

* correct no_shard-contexts' positions
2022-09-22 13:56:30 +08:00
ver217 c9e8ce67b8
fix move fp32 shards (#1604) 2022-09-16 17:33:16 +08:00