Commit Graph

281 Commits (a37f82629d7b9e3c3a0f430b8dd3ff6f38ddf1d4)

Author SHA1 Message Date
Hongxin Liu 641b1ee71a
[devops] remove post commit ci (#5566)
* [devops] remove post commit ci

* [misc] run pre-commit on all files

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

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2024-04-08 15:09:40 +08:00
Zhongkai Zhao 8e412a548e
[shardformer] Sequence Parallelism Optimization (#5533)
* sequence parallel optimization

* validate sequence parallel in llama (code to be polished)

* shardformer api writing

* integrate sequence parallel in ShardFormer

* fix pp bugs and sp bugs for LlaMa model

* integrating ring-based sequence parallelism into ShardFormer

* [sequence parallelism]: Add fused megatron function

* integrating ring-based sequence parallelism into ShardFormer

---------

Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>

* fix bugs when useing sp and flashattention together

* fix operation function name

* support flash attention for ulysses-style sp

* clarify sp process group

* fix compatibility bugs in moe plugin

* fix fused linear bugs

* fix linear layer test

* support gpt model all-to-all sp

* modify shard data dimension (meant to be dim=-1)

* support megtron-style sp and distributed attn for llama model

* [shardformer] add megatron sp to llama

* support llama7B 128k with distributed attention

* [shardformer] robustness enhancement

* add block attn

* sp mode 1: keep input as a complete sequence

* fix sp compatability

* finish sp mode 3 support for gpt

* using all_to_all_single when batch size is 1

* support mode 2 sp in gpt2 (#5)

* [shardformer] add megatron sp to llama

* support llama7B 128k with distributed attention

* [shardformer] robustness enhancement

* add block attn

* sp mode 1: keep input as a complete sequence

* fix sp compatability

* refactor ring implementation

* support mode 2 sp in gpt2

* polish code

* enable distributed attn mask when using sp mode 2 and 3 in llama

* automatically enable flash attn when using sp mode 2 and 3 in llama

* inplace attn mask

* add zero2 support for sequence parallel

* polish code

* fix bugs

* fix gemini checkpoint io

* loose tensor checking atol and rtol

* add comment

* fix llama layernorm grad

* fix zero grad

* fix zero grad

* fix conflict

* update split and gather auto grad func

* sequence parallel: inside text split (#6)

* polish code (part 1)

* polish code (part 2)

* polish code (part 2.5)

* polish code (part 3)

* sequence parallel: inside text split

* miscellaneous minor fixes

* polish code

* fix ulysses style ZeRO

* sequence parallel: inside text split

* miscellaneous minor fixes

* disaggregate sp group and dp group for  sp

* fix llama and gpt sp

* polish code

* move ulysses grad sync to ddp (#9)

* remove zero_stage and unbind the grad sync for alltoall sp

* add 2d group creation test

* move ulysses grad sync to ddp

* add 2d group creation test

* remove useless code

* change shard config not to enable sp when enable_all_optimizations

* add sp warnings for several model

* remove useless code

---------

Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn>
2024-04-03 17:15:47 +08:00
Hongxin Liu 7303801854
[llama] fix training and inference scripts (#5384)
* [llama] refactor inference example to fit sft

* [llama] fix training script to fit gemini

* [llama] fix inference script
2024-02-19 16:41:04 +08:00
ver217 06db94fbc9 [moe] fix tests 2024-02-08 12:46:37 +08:00
Hongxin Liu da39d21b71 [moe] support mixtral (#5309)
* [moe] add mixtral block for single expert

* [moe] mixtral block fwd support uneven ep

* [moe] mixtral block bwd support uneven ep

* [moe] add mixtral moe layer

* [moe] simplify replace

* [meo] support save sharded mixtral

* [meo] support load sharded mixtral

* [meo] support save sharded optim

* [meo] integrate moe manager into plug

* [meo] fix optimizer load

* [meo] fix mixtral layer
2024-02-07 19:21:02 +08:00
Xuanlei Zhao 7d8e0338a4 [moe] init mixtral impl 2024-02-07 19:21:02 +08:00
Hongxin Liu ffffc32dc7
[checkpointio] fix gemini and hybrid parallel optim checkpoint (#5347)
* [checkpointio] fix hybrid parallel optim checkpoint

* [extension] fix cuda extension

* [checkpointio] fix gemini optimizer checkpoint

* polish code
2024-02-01 16:13:06 +08:00
Frank Lee 8823cc4831
Merge pull request #5310 from hpcaitech/feature/npu
Feature/npu
2024-01-29 13:49:39 +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
digger yu bce9499ed3
fix some typo (#5307) 2024-01-25 13:56:27 +08:00
ver217 148469348a Merge branch 'main' into sync/npu 2024-01-18 12:05:21 +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
Wenhao Chen 7172459e74
[shardformer]: support gpt-j, falcon, Mistral and add interleaved pipeline for bert (#5088)
* [shardformer] implement policy for all GPT-J models and test

* [shardformer] support interleaved pipeline parallel for bert finetune

* [shardformer] shardformer support falcon (#4883)

* [shardformer]: fix interleaved pipeline for bert model (#5048)

* [hotfix]: disable seq parallel for gptj and falcon, and polish code (#5093)

* Add Mistral support for Shardformer (#5103)

* [shardformer] add tests to mistral (#5105)

---------

Co-authored-by: Pengtai Xu <henryxu880@gmail.com>
Co-authored-by: ppt0011 <143150326+ppt0011@users.noreply.github.com>
Co-authored-by: flybird11111 <1829166702@qq.com>
Co-authored-by: eric8607242 <e0928021388@gmail.com>
2023-11-28 16:54:42 +08:00
flybird11111 4ccb9ded7d
[gemini]fix gemini optimzer, saving Shardformer in Gemini got list assignment index out of range (#5085) 2023-11-22 11:14:25 +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
flybird11111 576a2f7b10
[gemini] gemini support tensor parallelism. (#4942)
* [colossalai]fix typo

* [inference] Add smmoothquant for llama (#4904)

* [inference] add int8 rotary embedding kernel for smoothquant (#4843)

* [inference] add smoothquant llama attention (#4850)

* add smoothquant llama attention

* remove uselss code

* remove useless code

* fix import error

* rename file name

* [inference] add silu linear fusion for smoothquant llama mlp  (#4853)

* add silu linear

* update skip condition

* catch smoothquant cuda lib exception

* prcocess exception for tests

* [inference] add llama mlp for smoothquant (#4854)

* add llama mlp for smoothquant

* fix down out scale

* remove duplicate lines

* add llama mlp check

* delete useless code

* [inference] add smoothquant llama (#4861)

* add smoothquant llama

* fix attention accuracy

* fix accuracy

* add kv cache and save pretrained

* refactor example

* delete smooth

* refactor code

* [inference] add smooth function and delete useless code for smoothquant (#4895)

* add smooth function and delete useless code

* update datasets

* remove duplicate import

* delete useless file

* refactor codes (#4902)

* rafactor code

* add license

* add torch-int and smoothquant license

* Update flash_attention_patch.py

To be compatible with the new change in the Transformers library, where a new argument 'padding_mask' was added to forward function of attention layer.
https://github.com/huggingface/transformers/pull/25598

* [kernel] support pure fp16 for cpu adam and update gemini optim tests (#4921)

* [kernel] support pure fp16 for cpu adam (#4896)

* [kernel] fix cpu adam kernel for pure fp16 and update tests (#4919)

* [kernel] fix cpu adam

* [test] update gemini optim test

* [format] applied code formatting on changed files in pull request 4908 (#4918)

Co-authored-by: github-actions <github-actions@github.com>

* [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

* [hotfix] fix torch 2.0 compatibility (#4936)

* [hotfix] fix launch

* [test] fix test gemini optim

* [shardformer] fix vit

* [test] add no master test for low level zero plugin (#4934)

* [format] applied code formatting on changed files in pull request 4820 (#4886)

Co-authored-by: github-actions <github-actions@github.com>

* [nfc] fix some typo with colossalai/ docs/ etc. (#4920)

* [Refactor] Integrated some lightllm kernels into token-attention  (#4946)

* add some req for inference

* clean codes

* add codes

* add some lightllm deps

* clean codes

* hello

* delete rms files

* add some comments

* add comments

* add doc

* add lightllm deps

* add lightllm cahtglm2 kernels

* add lightllm cahtglm2 kernels

* replace rotary embedding with lightllm kernel

* add some commnets

* add some comments

* add some comments

* add

* replace fwd kernel att1

* fix a arg

* add

* add

* fix token attention

* add some comments

* clean codes

* modify comments

* fix readme

* fix bug

* fix bug

---------

Co-authored-by: cuiqing.li <lixx336@gmail.com>
Co-authored-by: CjhHa1 <cjh18671720497@outlook.com>

* [test] merge old components to test to model zoo (#4945)

* [test] add custom models in model zoo

* [test] update legacy test

* [test] update model zoo

* [test] update gemini test

* [test] remove components to test

* [inference] add reference and fix some bugs (#4937)

* add reference and fix some bugs

* update gptq init

---------

Co-authored-by: Xu Kai <xukai16@foxamil.com>

* [Inference]ADD Bench Chatglm2 script (#4963)

* add bench chatglm

* fix bug and make utils

---------

Co-authored-by: CjhHa1 <cjh18671720497outlook.com>

* [Pipeline inference] Combine kvcache with pipeline inference (#4938)

* merge kvcache with pipeline inference and refactor the code structure

* support ppsize > 2

* refactor pipeline code

* do pre-commit

* modify benchmark

* fix bench mark

* polish code

* add docstring and update readme

* refactor the code

* fix some logic bug of ppinfer

* polish readme

* fix typo

* skip infer test

* updated c++17 compiler flags (#4983)

* [Inference] Dynamic Batching Inference, online and offline (#4953)

* [inference] Dynamic Batching for Single and Multiple GPUs (#4831)

* finish batch manager

* 1

* first

* fix

* fix dynamic batching

* llama infer

* finish test

* support different lengths generating

* del prints

* del prints

* fix

* fix bug

---------

Co-authored-by: CjhHa1 <cjh18671720497outlook.com>

* [inference] Async dynamic batching  (#4894)

* finish input and output logic

* add generate

* test forward

* 1

* [inference]Re push async dynamic batching (#4901)

* adapt to ray server

* finish async

* finish test

* del test

---------

Co-authored-by: yuehuayingxueluo <867460659@qq.com>

* Revert "[inference]Re push async dynamic batching (#4901)" (#4905)

This reverts commit fbf3c09e67.

* Revert "[inference] Async dynamic batching  (#4894)"

This reverts commit fced140250.

* Revert "[inference] Async dynamic batching  (#4894)" (#4909)

This reverts commit fced140250.

* Add Ray Distributed Environment Init Scripts

* support DynamicBatchManager base function

* revert _set_tokenizer version

* add driver async generate

* add async test

* fix bugs in test_ray_dist.py

* add get_tokenizer.py

* fix code style

* fix bugs about No module named 'pydantic' in ci test

* fix bugs in ci test

* fix bugs in ci test

* fix bugs in ci test

* [infer]Add Ray Distributed Environment Init Scripts (#4911)

* Revert "[inference] Async dynamic batching  (#4894)"

This reverts commit fced140250.

* Add Ray Distributed Environment Init Scripts

* support DynamicBatchManager base function

* revert _set_tokenizer version

* add driver async generate

* add async test

* fix bugs in test_ray_dist.py

* add get_tokenizer.py

* fix code style

* fix bugs about No module named 'pydantic' in ci test

* fix bugs in ci test

* fix bugs in ci test

* fix bugs in ci test

* support dynamic batch for bloom model and is_running function

* [Inference]Test for new Async engine (#4935)

* infer engine

* infer engine

* test engine

* test engine

* new manager

* change step

* add

* test

* fix

* fix

* finish test

* finish test

* finish test

* finish test

* add license

---------

Co-authored-by: yuehuayingxueluo <867460659@qq.com>

* add assertion for config (#4947)

* [Inference] Finish dynamic batching offline test (#4948)

* test

* fix test

* fix quant

* add default

* fix

* fix some bugs

* fix some bugs

* fix

* fix bug

* fix bugs

* reset param

---------

Co-authored-by: yuehuayingxueluo <867460659@qq.com>
Co-authored-by: Cuiqing Li <lixx3527@gmail.com>
Co-authored-by: CjhHa1 <cjh18671720497outlook.com>

* [Kernels]Updated Triton kernels into 2.1.0 and adding flash-decoding for llama token attention  (#4965)

* adding flash-decoding

* clean

* adding kernel

* adding flash-decoding

* add integration

* add

* adding kernel

* adding kernel

* adding triton 2.1.0 features for inference

* update bloom triton kernel

* remove useless vllm kernels

* clean codes

* fix

* adding files

* fix readme

* update llama flash-decoding

---------

Co-authored-by: cuiqing.li <lixx336@gmail.com>

* fix ColossalEval (#4992)

Co-authored-by: Xu Yuanchen <yuanchen.xu00@gmail.com>

* [doc]Update doc for colossal-inference (#4989)

* update doc

* Update README.md

---------

Co-authored-by: cuiqing.li <lixx336@gmail.com>

* [hotfix] Fix the bug where process groups were not being properly released. (#4940)

* Fix the bug where process groups were not being properly released.

* test

* Revert "test"

This reverts commit 479900c139.

* [hotfix] fix the bug of repeatedly storing param group (#4951)

* [doc] add supported feature diagram for hybrid parallel plugin (#4996)

* [Pipeline Inference] Merge pp with tp (#4993)

* refactor pipeline into new CaiInferEngine

* updata llama modeling forward

* merge tp with pp

* update docstring

* optimize test workflow and example

* fix typo

* add assert and todo

* [release] update version (#4995)

* [release] update version

* [hotfix] fix ci

* [gemini] gemini support tp

[gemini] gemini support tp

[gemini] gemini support tp

[gemini] gemini support tp

[gemini] gemini support tp

* fix

fix

fix

* update checkpointIO

update checkpointIO

update checkpointIO

update checkpointIO

update checkpointIO

update checkpointIO

update checkpointIO

update checkpointIO

update checkpointIO

* support fused layernorm

support fused layernorm

support fused layernorm

* update fusedlayernorm

update fusedlayernorm

update fusedlayernorm

* add sequence parallel to gemini

add sequence parallel to gemini

* fix

* fix comments

fix comments

fix comments

* fix

* fix t5

* clear cache

* fix

* activate ci

* activate ci

* fix

* fix

* fix

* fix

* revert

* modify tp gather method

modify tp gather method

modify tp gather method

modify tp gather method

* fix test

---------

Co-authored-by: Xu Kai <xukai16@foxmail.com>
Co-authored-by: Zian(Andy) Zheng <62330719+Orion-Zheng@users.noreply.github.com>
Co-authored-by: Hongxin Liu <lhx0217@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: github-actions <github-actions@github.com>
Co-authored-by: Baizhou Zhang <eddiezhang@pku.edu.cn>
Co-authored-by: Zhongkai Zhao <kanezz620@gmail.com>
Co-authored-by: digger yu <digger-yu@outlook.com>
Co-authored-by: Cuiqing Li <lixx3527@gmail.com>
Co-authored-by: cuiqing.li <lixx336@gmail.com>
Co-authored-by: CjhHa1 <cjh18671720497@outlook.com>
Co-authored-by: Xu Kai <xukai16@foxamil.com>
Co-authored-by: Jianghai <72591262+CjhHa1@users.noreply.github.com>
Co-authored-by: Bin Jia <45593998+FoolPlayer@users.noreply.github.com>
Co-authored-by: アマデウス <kurisusnowdeng@users.noreply.github.com>
Co-authored-by: yuehuayingxueluo <867460659@qq.com>
Co-authored-by: Yuanchen <70520919+chengeharrison@users.noreply.github.com>
Co-authored-by: Xu Yuanchen <yuanchen.xu00@gmail.com>
Co-authored-by: littsk <1214689160@qq.com>
Co-authored-by: ppt0011 <143150326+ppt0011@users.noreply.github.com>
2023-11-10 10:15:16 +08:00
littsk 1a3315e336
[hotfix] Add layer norm gradients all-reduce for sequence parallel (#4926)
* [hotfix] Add layer norm gradients all-reduce for sequence parallel. (#4915)

* Add layer norm gradients all-reduce for sequence parallel.

* skip pipeline inference test

* [hotfix] fixing polices of sequence parallel (#4922)

* Add layer norm gradients all-reduce for sequence parallel.

* fix parameter passing when calling get_autopolicy

---------

Co-authored-by: littsk <1214689160@qq.com>

* Hotfix/add grad all reduce for sequence parallel (#4927)

* Add layer norm gradients all-reduce for sequence parallel.


* fix parameter passing when calling get_autopolicy

* fix bug using wrong variables

---------

Co-authored-by: littsk <1214689160@qq.com>

* fix policy initialization

* fix bloom and chatglm policices

* polish code of handling layernorm

* fix moe module

* polish code of class initializing

---------

Co-authored-by: Zhongkai Zhao <kanezz620@gmail.com>
2023-11-03 13:32:43 +08:00
Baizhou Zhang d99b2c961a
[hotfix] fix grad accumulation plus clipping for gemini (#5002) 2023-11-02 17:59:10 +08:00
Xuanlei Zhao dc003c304c
[moe] merge moe into main (#4978)
* update moe module
* support openmoe
2023-11-02 02:21:24 +00:00
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
Zhongkai Zhao a0684e7bd6
[feature] support no master weights option for low level zero plugin (#4816)
* [feature] support no master weights for low level zero plugin

* [feature] support no master weights for low level zero plugin, remove data copy when no master weights

* remove data copy and typecasting when no master weights

* not load weights to cpu when using no master weights

* fix grad: use fp16 grad when no master weights

* only do not update working param when no master weights

* fix: only do not update working param when no master weights

* fix: passing params in dict format in hybrid plugin

* fix: remove extra params (tp_process_group) in hybrid_parallel_plugin
2023-10-13 07:57:45 +00:00
littsk 83b52c56cd
[feature] Add clip_grad_norm for hybrid_parallel_plugin (#4837)
* Add clip_grad_norm for hibrid_parallel_plugin

* polish code

* add unittests

* Move tp to a higher-level optimizer interface.

* bug fix

* polish code
2023-10-12 11:32:37 +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 cb3a25a062
[checkpointio] hotfix torch 2.0 compatibility (#4824) 2023-10-07 10:45:52 +08:00
littsk 11f1e426fe
[hotfix] Correct several erroneous code comments (#4794) 2023-09-27 10:43:03 +08:00
littsk 54b3ad8924
[hotfix] fix norm type error in zero optimizer (#4795) 2023-09-27 10:35:24 +08:00
Baizhou Zhang c0a033700c
[shardformer] fix master param sync for hybrid plugin/rewrite unwrapping logic (#4758)
* fix master param sync for hybrid plugin

* rewrite unwrap for ddp/fsdp

* rewrite unwrap for zero/gemini

* rewrite unwrap for hybrid plugin

* fix geemini unwrap

* fix bugs
2023-09-20 18:29:37 +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 b5f9e37c70
[legacy] clean up legacy code (#4743)
* [legacy] remove outdated codes of pipeline (#4692)

* [legacy] remove cli of benchmark and update optim (#4690)

* [legacy] remove cli of benchmark and update optim

* [doc] fix cli doc test

* [legacy] fix engine clip grad norm

* [legacy] remove outdated colo tensor (#4694)

* [legacy] remove outdated colo tensor

* [test] fix test import

* [legacy] move outdated zero to legacy (#4696)

* [legacy] clean up utils (#4700)

* [legacy] clean up utils

* [example] update examples

* [legacy] clean up amp

* [legacy] fix amp module

* [legacy] clean up gpc (#4742)

* [legacy] clean up context

* [legacy] clean core, constants and global vars

* [legacy] refactor initialize

* [example] fix examples ci

* [example] fix examples ci

* [legacy] fix tests

* [example] fix gpt example

* [example] fix examples ci

* [devops] fix ci installation

* [example] fix examples ci
2023-09-18 16:31:06 +08:00
Hongxin Liu 554aa9592e
[legacy] move communication and nn to legacy and refactor logger (#4671)
* [legacy] move communication to legacy (#4640)

* [legacy] refactor logger and clean up legacy codes (#4654)

* [legacy] make logger independent to gpc

* [legacy] make optim independent to registry

* [legacy] move test engine to legacy

* [legacy] move nn to legacy (#4656)

* [legacy] move nn to legacy

* [checkpointio] fix save hf config

* [test] remove useledd rpc pp test

* [legacy] fix nn init

* [example] skip tutorial hybriad parallel example

* [devops] test doc check

* [devops] test doc check
2023-09-11 16:24:28 +08:00
Hongxin Liu fae6c92ead
Merge branch 'main' into feature/shardformer 2023-09-05 21:54:08 +08:00
Hongxin Liu ac178ca5c1 [legacy] move builder and registry to legacy (#4603) 2023-09-05 21:53:10 +08:00
Hongxin Liu 807e01a4ba
[zero] hotfix master param sync (#4618)
* [zero] add method to update master params

* [zero] update zero plugin

* [plugin] update low level zero plugin
2023-09-05 15:04:02 +08:00
Hongxin Liu a39a5c66fe
Merge branch 'main' into feature/shardformer 2023-09-04 23:43:13 +08:00
Hongxin Liu 63ecafb1fb
[checkpointio] optimize zero optim checkpoint io (#4591)
* [zero] update checkpoint io to save memory

* [checkpointio] add device map to save memory
2023-09-04 11:26:45 +08:00
LuGY cbac782254
[zero]fix zero ckptIO with offload (#4529)
* fix zero ckptio with offload

* fix load device

* saved tensors in ckpt should be on CPU

* fix unit test

* fix unit test

* add clear cache

* save memory for CI
2023-09-01 17:41:19 +08:00
Baizhou Zhang c9625dbb63
[shardformer] support sharded optimizer checkpointIO of HybridParallelPlugin (#4540)
* implement sharded optimizer saving

* add more param info

* finish implementation of sharded optimizer saving

* fix bugs in optimizer sharded saving

* add pp+zero test

* param group loading

* greedy loading of optimizer

* fix bug when loading

* implement optimizer sharded saving

* add optimizer test & arrange checkpointIO utils

* fix gemini sharding state_dict

* add verbose option

* add loading of master params

* fix typehint

* fix master/working mapping in fp16 amp
2023-08-31 14:50:47 +08:00
flybird11111 ec18fc7340
[shardformer] support pp+tp+zero1 tests (#4531)
* [shardformer] fix opt test hanging

* fix

* test

* test

* test

* fix test

* fix test

* remove print

* add fix

* [shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

[shardformer] pp+tp+zero1

* [shardformer] pp+tp+zero1

* [shardformer] pp+tp+zero1

* [shardformer] pp+tp+zero1

* [shardformer] pp+tp+zero1
2023-08-30 21:29:18 +08:00
Jianghai 376533a564
[shardformer] zero1+pp and the corresponding tests (#4517)
* pause

* finish pp+zero1

* Update test_shard_vit.py
2023-08-28 10:51:16 +08:00
Baizhou Zhang 44eab2b27f
[shardformer] support sharded checkpoint IO for models of HybridParallelPlugin (#4506)
* add APIs

* implement save_sharded_model

* add test for hybrid checkpointio

* implement naive loading for sharded model

* implement efficient sharded model loading

* open a new file for hybrid checkpoint_io

* small fix

* fix circular importing

* fix docstring

* arrange arguments and apis

* small fix
2023-08-25 22:04:57 +08:00
LuGY 839847b7d7
[zero]support zero2 with gradient accumulation (#4511)
* support gradient accumulation with zero2

* fix type
2023-08-25 13:44:07 +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
LuGY d86ddd9b29
[hotfix] fix unsafe async comm in zero (#4404)
* improve stablility of zero

* fix wrong index

* add record stream
2023-08-11 15:09:24 +08:00
Baizhou Zhang 6ccecc0c69
[gemini] fix tensor storage cleaning in state dict collection (#4396) 2023-08-10 15:36:46 +08:00
LuGY 45b08f08cb [zero] optimize the optimizer step time (#4221)
* optimize the optimizer step time

* fix corner case

* polish

* replace all-reduce with all-gather

* set comm device to cuda
2023-07-31 22:13:29 +08:00
LuGY 1a49a5ea00 [zero] support shard optimizer state dict of zero (#4194)
* support shard optimizer of zero

* polish code

* support sync grad manually
2023-07-31 22:13:29 +08:00
LuGY dd7cc58299 [zero] add state dict for low level zero (#4179)
* add state dict for zero

* fix unit test

* polish
2023-07-31 22:13:29 +08:00
LuGY c668801d36 [zero] allow passing process group to zero12 (#4153)
* allow passing process group to zero12

* union tp-zero and normal-zero

* polish code
2023-07-31 22:13:29 +08:00