Commit Graph

29 Commits (8241c0c054b38a109ed3ce7be1052a1e600b8471)

Author SHA1 Message Date
Hanks b480eec738
[Feature]: support FP8 communication in DDP, FSDP, Gemini (#5928)
* support fp8_communication in the Torch DDP grad comm, FSDP grad comm, and FSDP params comm

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* implement communication hook for FSDP params all-gather

* added unit test for fp8 operators

* support fp8 communication in GeminiPlugin

* update training scripts to support fsdp and fp8 communication

* fixed some minor bugs observed in unit test

* add all_gather_into_tensor_flat_fp8

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* add skip the test if torch < 2.2.0

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* add skip the test if torch < 2.2.0

* add skip the test if torch < 2.2.0

* add fp8_comm flag

* rebase latest fp8 operators

* rebase latest fp8 operators

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---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2024-08-08 15:55:01 +08:00
botbw 8e718a1421
[gemini] fixes for benchmarking (#5847)
* [gemini] fix missing return

* [gemini] fix missing arg pass

* [gemini] use gather tensor instead of list

* [test] enable flash attention for benchmark by default

* [test] enable flash attention for benchmark by default

---------

Co-authored-by: genghaozhe <939857490@qq.com>
2024-06-26 15:52:09 +08:00
Haze188 d9dddf574f
[Gemini] Use async stream to prefetch and h2d data moving (#5781)
* use async stream to prefetch and h2d data moving

* Remove redundant code
2024-06-12 15:48:52 +08:00
botbw 3f7e3131d9
[gemini] optimize reduce scatter d2h copy (#5760)
* [gemini] optimize reduce scatter d2h copy

* [fix] fix missing reduce variable

* [refactor] remove legacy async reduce scatter code

* [gemini] missing sync

* Revert "[refactor] remove legacy async reduce scatter code"

This reverts commit 58ad76d466.

* [gemini] further optimize with async all reduce

* [fix] pass flag from manager to chunk
2024-06-05 14:23:13 +08:00
hxwang ff507b755e Merge branch 'main' of github.com:hpcaitech/ColossalAI into prefetch 2024-05-24 04:05:07 +00:00
botbw 2fc85abf43
[gemini] async grad chunk reduce (all-reduce&reduce-scatter) (#5713)
* [gemini] async grad chunk reduce (all-reduce&reduce-scatter)

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* [gemini] add test

* [gemini] rename func

* [gemini] update llama benchmark

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* [gemini] use tensor counter

* [gemini] change default config in GeminiPlugin and GeminiDDP

* [chore] typo

* [gemini] fix sync issue & add test cases

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---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2024-05-24 10:31:16 +08:00
botbw 13c06d36a3
[bug] fix early return (#5740)
* [bug] fix silly bug

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* [chore] add test for prefetch

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2024-05-21 14:21:58 +08:00
hxwang 6efbadba25 [chore] remove debugging info 2024-05-16 16:46:39 +08:00
hxwang 2e68eebdfe [chore] refactor & sync 2024-05-16 07:22:10 +00:00
hxwang 4148ceed9f [gemini] use compute_chunk to find next chunk 2024-05-16 13:17:26 +08:00
hxwang 6e38eafebe [gemini] prefetch chunks 2024-05-15 16:51:44 +08:00
flybird11111 d4c5ef441e
[gemini]remove registered gradients hooks (#5696)
* fix gemini

fix gemini

* fix

fix
2024-05-09 10:29:49 +08:00
Frank Lee 7cfed5f076
[feat] refactored extension module (#5298)
* [feat] refactored extension module

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish

* polish
2024-01-25 17:01:48 +08:00
Hongxin Liu d202cc28c0
[npu] change device to accelerator api (#5239)
* update accelerator

* fix timer

* fix amp

* update

* fix

* update bug

* add error raise

* fix autocast

* fix set device

* remove doc accelerator

* update doc

* update doc

* update doc

* use nullcontext

* update cpu

* update null context

* change time limit for example

* udpate

* update

* update

* update

* [npu] polish accelerator code

---------

Co-authored-by: Xuanlei Zhao <xuanlei.zhao@gmail.com>
Co-authored-by: zxl <43881818+oahzxl@users.noreply.github.com>
2024-01-09 10:20:05 +08:00
github-actions[bot] 8921a73c90
[format] applied code formatting on changed files in pull request 5067 (#5072)
Co-authored-by: github-actions <github-actions@github.com>
2023-11-20 19:46:43 +08:00
Hongxin Liu e5ce4c8ea6
[npu] add npu support for gemini and zero (#5067)
* [npu] setup device utils (#5047)

* [npu] add npu device support

* [npu] support low level zero

* [test] update npu zero plugin test

* [hotfix] fix import

* [test] recover tests

* [npu] gemini support npu (#5052)

* [npu] refactor device utils

* [gemini] support npu

* [example] llama2+gemini support npu

* [kernel] add arm cpu adam kernel (#5065)

* [kernel] add arm cpu adam

* [optim] update adam optimizer

* [kernel] arm cpu adam remove bf16 support
2023-11-20 16:12:41 +08:00
flybird11111 3e02154710
[gemini] gemini support extra-dp (#5043)
* support ddp

* fix

* fix

* fix

fix

* support ddp

* fix

* fix

* fix

fix

* simplify tests

* fix

* fix

* fix

fix

fix

* fix
2023-11-16 21:03:04 +08:00
Baizhou Zhang d99b2c961a
[hotfix] fix grad accumulation plus clipping for gemini (#5002) 2023-11-02 17:59:10 +08:00
Baizhou Zhang 21ba89cab6
[gemini] support gradient accumulation (#4869)
* add test

* fix no_sync bug in low level zero plugin

* fix test

* add argument for grad accum

* add grad accum in backward hook for gemini

* finish implementation, rewrite tests

* fix test

* skip stuck model in low level zero test

* update doc

* optimize communication & fix gradient checkpoint

* modify doc

* cleaning codes

* update cpu adam fp16 case
2023-10-17 14:07:21 +08:00
Hongxin Liu df63564184
[gemini] support amp o3 for gemini (#4872)
* [gemini] support no reuse fp16 chunk

* [gemini] support no master weight for optim

* [gemini] support no master weight for gemini ddp

* [test] update gemini tests

* [test] update gemini tests

* [plugin] update gemini plugin

* [test] fix gemini checkpointio test

* [test] fix gemini checkpoint io
2023-10-12 10:39:08 +08:00
Hongxin Liu 079bf3cb26
[misc] update pre-commit and run all files (#4752)
* [misc] update pre-commit

* [misc] run pre-commit

* [misc] remove useless configuration files

* [misc] ignore cuda for clang-format
2023-09-19 14:20:26 +08:00
Hongxin Liu 27061426f7
[gemini] improve compatibility and add static placement policy (#4479)
* [gemini] remove distributed-related part from colotensor (#4379)

* [gemini] remove process group dependency

* [gemini] remove tp part from colo tensor

* [gemini] patch inplace op

* [gemini] fix param op hook and update tests

* [test] remove useless tests

* [test] remove useless tests

* [misc] fix requirements

* [test] fix model zoo

* [test] fix model zoo

* [test] fix model zoo

* [test] fix model zoo

* [test] fix model zoo

* [misc] update requirements

* [gemini] refactor gemini optimizer and gemini ddp (#4398)

* [gemini] update optimizer interface

* [gemini] renaming gemini optimizer

* [gemini] refactor gemini ddp class

* [example] update gemini related example

* [example] update gemini related example

* [plugin] fix gemini plugin args

* [test] update gemini ckpt tests

* [gemini] fix checkpoint io

* [example] fix opt example requirements

* [example] fix opt example

* [example] fix opt example

* [example] fix opt example

* [gemini] add static placement policy (#4443)

* [gemini] add static placement policy

* [gemini] fix param offload

* [test] update gemini tests

* [plugin] update gemini plugin

* [plugin] update gemini plugin docstr

* [misc] fix flash attn requirement

* [test] fix gemini checkpoint io test

* [example] update resnet example result (#4457)

* [example] update bert example result (#4458)

* [doc] update gemini doc (#4468)

* [example] update gemini related examples (#4473)

* [example] update gpt example

* [example] update dreambooth example

* [example] update vit

* [example] update opt

* [example] update palm

* [example] update vit and opt benchmark

* [hotfix] fix bert in model zoo (#4480)

* [hotfix] fix bert in model zoo

* [test] remove chatglm gemini test

* [test] remove sam gemini test

* [test] remove vit gemini test

* [hotfix] fix opt tutorial example (#4497)

* [hotfix] fix opt tutorial example

* [hotfix] fix opt tutorial example
2023-08-24 09:29:25 +08:00
Baizhou Zhang 0bb0b481b4 [gemini] fix argument naming during chunk configuration searching 2023-06-25 13:34:15 +08:00
digger yu a9d1cadc49
fix typo with colossalai/trainer utils zero (#3908) 2023-06-07 16:08:37 +08:00
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
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
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