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73 Commits (2a2eacfaf17b17e5bcb4cd334303a1137ebdfb84)

Author SHA1 Message Date
Baizhou Zhang 2a2eacfaf1 [pipeline] support shardformer for GPT2ForQuestionAnswering & complete pipeline support for GPT2 (#4245) 
* change for transformers loggers

* add forward for GPT2ForQuestionAnswering

* fix assert

* fix torchrec test
 2023-08-15 23:25:14 +08:00
Jianghai 34f0e34a4c [pipeline] finish bloom models pipeline and tests (#4223) 
* bloom policy

* llama pipeline forward and tests

* fix the output and attention_mask

* fix name

* bind argument to policy

* finish bloom model

* test shard gpt2

* clear cache

* support all bloom models

* add bloom models policies

* finish bloom pipeline and tests

* add set pipeline

* finish bloom
 2023-08-15 23:25:14 +08:00
Jianghai e7cc62d735 [pipeline] All bert models (#4233) 
* bloom policy

* llama pipeline forward and tests

* fix the output and attention_mask

* fix name

* bind argument to policy

* Revert "bloom policy"

This reverts commit 8dee68a0a2.

This policy should be revert and copied to feature/bloom

* revert the bloom changes

* cancel unneeded inputs

* gpt

* finish llama

* causal lm and sequence classification

* revision

* add pure pipeline test

* finish some bert models

* finish all bert models

* finish bert tests

* fix bugs

* fix bugs

* fix test pipeline

* fix data gen for qa

* update the set pipeline forward

* shared params

* fix bugs
 2023-08-15 23:25:14 +08:00
Baizhou Zhang a14d352088 [pipeline] add pipeline forward for variants of gpt2 (#4238) 
* add forward for GPTLMHeadModel

* add test for gpt_lm

* arranging get_held_layers method

* arrange forward replacement

* add forward for GPT2ForTokenClassification

* add forward for GPT2ForSequenceClassification

* fix test_shard_gpt2.py

* add GPT2DoubleHeadsmodel & fix bugs

* add id checking in get_shared_params
 2023-08-15 23:25:14 +08:00
Hongxin Liu 7e4de520e1 [shardformer] fix base policy (#4229) 2023-08-15 23:25:14 +08:00
Baizhou Zhang 208ac8f2ba [pipeline] Add Pipeline Forward for GPT2Model Shardformer (#4224) 
* * fix typehint & docstring in sharder.py

* * update pipeline forward for GPT2Model

* * add test for pipeline forward of GPT2Model

* * add cache cleaning in gpt2 test

* * change assert to raise command
 2023-08-15 23:25:14 +08:00
Jianghai 37d22f6878 [pipeline] add bloom model pipeline (#4210) 
* bloom policy

* llama pipeline forward and tests

* fix the output and attention_mask

* fix name

* bind argument to policy

* finish bloom model

* test shard gpt2

* clear cache
 2023-08-15 23:25:14 +08:00
Jianghai 31bcf867ae [pipeline] Llama causal lm and llama for sequence classification pipeline (#4208) 
* bloom policy

* llama pipeline forward and tests

* fix the output and attention_mask

* fix name

* bind argument to policy

* Revert "bloom policy"

This reverts commit 8dee68a0a2.

This policy should be revert and copied to feature/bloom

* revert the bloom changes

* cancel unneeded inputs

* gpt

* finish llama

* causal lm and sequence classification

* revision
 2023-08-15 23:25:14 +08:00
Jianghai 1622031058 [pipeline] Llama pipeline (#4205) 
* bloom policy

* llama pipeline forward and tests

* fix the output and attention_mask

* fix name

* bind argument to policy

* Revert "bloom policy"

This reverts commit 8dee68a0a2.

This policy should be revert and copied to feature/bloom

* revert the bloom changes

* cancel unneeded inputs

* gpt
 2023-08-15 23:25:14 +08:00
Jianghai 1094e0f0d3 [pipeline] Bert pipeline for shardformer and its tests (#4197) 
* add pipeline forward

* complete pipeline forward check

* fix bert forward without pipeline

* fix comments

* discard useless line

* add todo

* clean prints

* fix distribute layers
 2023-08-15 23:25:14 +08:00
Hongxin Liu 890774b2fb [shardformer] support lazy init (#4202) 
* [shardformer] support lazy init

* [shardformer] linear support lazy init

* [shardformer] embedding support lazy init

* [shardformer] norm support lazy init

* [shardformer] fused linear support lazy init

* [test] update shardformer test layer

* [test] shardformer with lazy init fit ddp

* [lazy] hotfix deepcopy of param

* [shardformer] fix bert policy and update test

* [shardformer] fix bloom policy and update test

* [shardformer] fix opt policy and update test

* [shardformer] fix t5 policy and update test

* [shardformer] fix gpt2 policy and update test

* [shardformer] fix llama policy and update test
 2023-08-15 23:25:14 +08:00
Jianghai f3bcc292c8 [pipeline] move bert related pipeline components to shardformer (#4187) 
* move bert related pipeline components to shardformer

* fix bugs

* revision

* fix bert model tests

* fix bert_lm_head model tests

* fix tests

* fix tests

* done checks

* skip bloom
 2023-08-15 23:25:14 +08:00
ver217 d35bd7d0e6 [shardformer] fix type hint 2023-08-15 23:25:14 +08:00
ver217 1ed3f8a24f [shardformer] rename policy file name 2023-08-15 23:25:14 +08:00
ver217 b0b8ad2823 [pipeline] update shardformer docstring 2023-08-15 23:25:14 +08:00
ver217 59f6f573f1 [pipeline] update shardformer policy 2023-08-15 23:25:14 +08:00
Jianghai 9a4842c571
revise shardformer readme (#4246) 2023-07-17 17:30:57 +08:00
digger yu 2ac24040eb
fix some typo colossalai/shardformer (#4160) 2023-07-04 17:53:39 +08:00
github-actions[bot] c77b3b19be
[format] applied code formatting on changed files in pull request 4152 (#4157) 
Co-authored-by: github-actions <github-actions@github.com>
 2023-07-04 16:07:47 +08:00
Frank Lee 89f45eda5a [shardformer] added development protocol for standardization (#4149) 2023-07-04 16:05:01 +08:00
Frank Lee 1fb0d95df0 [shardformer] made tensor parallelism configurable (#4144) 
* [shardformer] made tensor parallelism configurable

* polish code
 2023-07-04 16:05:01 +08:00
Frank Lee 74257cb446 [shardformer] refactored some doc and api (#4137) 
* [shardformer] refactored some doc and api

* polish code
 2023-07-04 16:05:01 +08:00
jiangmingyan 7f9b30335b [shardformer] write an shardformer example with bert finetuning (#4126) 
* [shardformer] add benchmark of shardformer

* [shardformer] add benchmark of shardformer
 2023-07-04 16:05:01 +08:00
Frank Lee ae035d305d [shardformer] added embedding gradient check (#4124) 2023-07-04 16:05:01 +08:00
Frank Lee 44a190e6ac [shardformer] import huggingface implicitly (#4101) 2023-07-04 16:05:01 +08:00
Frank Lee 6a88bae4ec [shardformer] integrate with data parallelism (#4103) 2023-07-04 16:05:01 +08:00
Frank Lee f3b6aaa6b7 [shardformer] supported fused normalization (#4112) 2023-07-04 16:05:01 +08:00
Frank Lee b1c2901530 [shardformer] supported bloom model (#4098) 2023-07-04 16:05:01 +08:00
Kun Lin 8af29ee47a [shardformer] support vision transformer (#4096) 
* first v of vit shardformer

* keep vit

* update

* vit shard add vitattention vitlayer

* update num head shard para

* finish test for vit

* add new_model_class & postprocess

* add vit readme

* delete old files & fix the conflict

* fix sth
 2023-07-04 16:05:01 +08:00
jiangmingyan ac80937138 [shardformer] shardformer support opt models (#4091) 
* [shardformer] shardformer support opt models

* [shardformer] shardformer support opt models, fix

* [shardformer] shardformer support opt models, fix

* [shardformer] shardformer support opt models, fix
 2023-07-04 16:05:01 +08:00
Frank Lee d33a44e8c3 [shardformer] refactored layernorm (#4086) 2023-07-04 16:05:01 +08:00
FoolPlayer 92f6791095 [shardformer] Add layernorm (#4072) 
* add layernorm to bert

* add layernorm test

* add layernorm test with load state dict

* add use_mixedfusedLN in shard config

* refactor policy to support fused_layernorm
 2023-07-04 16:05:01 +08:00
Frank Lee 70c58cfd4f [shardformer] supported fused qkv checkpoint (#4073) 2023-07-04 16:05:01 +08:00
FoolPlayer 0803a61412 [shardformer] add linearconv1d test (#4067) 
* add linearconv1d test

* add linearconv1d test
 2023-07-04 16:05:01 +08:00
Frank Lee 8eb09a4c69 [shardformer] support module saving and loading (#4062) 
* [shardformer] support module saving and loading

* polish code
 2023-07-04 16:05:01 +08:00
FoolPlayer 7740c55c55 support kit use for bert/gpt test (#4055) 
* support kit use for bert test

* support kit test for gpt2
 2023-07-04 16:05:01 +08:00
Frank Lee f22ddacef0 [shardformer] refactored the shardformer layer structure (#4053) 2023-07-04 16:05:01 +08:00
Frank Lee 58df720570 [shardformer] adapted T5 and LLaMa test to use kit (#4049) 
* [shardformer] adapted T5 and LLaMa test to use kit

* polish code
 2023-07-04 16:05:01 +08:00
FoolPlayer 4021b9a8a2 [shardformer] add gpt2 test and layer class refactor (#4041) 
* add gpt2 test and layer class refactor

* add dropout in gpt2 policy
 2023-07-04 16:05:01 +08:00
Frank Lee d857f3dbba [shardformer] supported T5 and its variants (#4045) 2023-07-04 16:05:01 +08:00
Frank Lee c1d5453e9f [shardformer] adapted llama to the new API (#4036) 2023-07-04 16:05:01 +08:00
FoolPlayer 74d176c8d8 [shardformer] fix bert and gpt downstream with new api (#4024) 
* fix bert downstream with new api

* remove comment line
 2023-07-04 16:05:01 +08:00
Frank Lee e253a07007 [shardformer] updated doc (#4016) 2023-07-04 16:05:01 +08:00
FoolPlayer df018fc305 support bert with new api 2023-07-04 16:05:01 +08:00
FoolPlayer 507c0ad368 add vocabembedding layer 2023-07-04 16:05:01 +08:00
Frank Lee 45d9384346 [shardformer] removed inplace tensor sharding (#4018) 2023-07-04 16:05:01 +08:00
Frank Lee 3893fa1a8d [shardformer] refactored embedding and dropout to parallel module (#4013) 
* [shardformer] refactored embedding and dropout to parallel module

* polish code
 2023-07-04 16:05:01 +08:00
FoolPlayer dfca9678fa integrate with dist layer (#4011) 2023-07-04 16:05:01 +08:00
Frank Lee 015af592f8 [shardformer] integrated linear 1D with dtensor (#3996) 
* [shardformer] integrated linear 1D with dtensor

* polish code
 2023-07-04 16:05:01 +08:00
FoolPlayer d3bc530849 [shardformer] Refactor shardformer api (#4001) 
* fix an error in readme

* simplify code

* refactor shardformer

* add todo

* remove slicer

* resolve code review
 2023-07-04 16:05:01 +08:00