GitLab

* [hotfix] fix gemini and zero test

* [hotfix] fix lazy init test

* [hotfix] fix lazy init test

* [amp] add mixed precision optimizer

* [plugin] add 3d parallel plugin

* [booster] support pipeline

* [plugin] 3d parallel plugin support clip grad norm

* [shardformer] fix sharder and add plugin test

* [plugin] rename 3d parallel plugin

* [ci] support testmon core pkg change detection (#4305)

* [hotfix] debug testmon

* [hotfix] fix llama

* [hotfix] fix p2p bugs

* [hotfix] fix requirements

* Feature/vit support (#4182)

* [shardformer] added tests

* [shardformer] vit test finish and support

* fix attention dropout

* support base vit pipeline

* support vit downstream model

* fix vit shard test

* modify hidden states return type

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Co-authored-by: Kun Lin <81014421+klhhhhh@users.noreply.github.com>

* complete policy for T5Model & T5ForConditionalGeneration

* modify function signature in forwards

* add forward for T5model

* add forward for T5ForConditionalGeneration

* fix a bug

* fix hidden_states transporting in decoder

* fix the passing of encoder_outputs

* 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 8dee68a0a22568dbeed6d4563372b25e1e825fb0.

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

* fixed version

* fixed version

* pure pipeline

* modify t5 policy & add test

* pipeline stage distribution for t5

* complete t5 base policy

* t5 stack: halfway

* modify gpt2 pipeline test

* complete pipeline forward for T5Stack/T5EncoderModel

* fix docstring

* move t5 util tests to test_pipeline

* bert_reformat

* reformat

* reformat

* fix a typo

* format

* format

* fix bug

* opt forward and test

* pause

* finish opt model pipeline

* finish opt pipeline

* opt forward and test

* pause

* finish opt model pipeline

* finish opt pipeline

* fix opt

* set transformers version

* refactor the test pipeline

* fix bug

* opt forward and test

* pause

* finish opt model pipeline

* finish opt pipeline

* opt forward and test

* pause

* finish opt model pipeline

* finish opt pipeline

* fix opt

* set transformers version

* refactor the test pipeline

* move gpt2 pipeline forwards to modeling folder

* check pipeline status when adding replacing policy

* fix typehint

* fix arguments processing in gpt2_model_forward

* [shardformer] embedding support inplace sharding

* [shardformer] linear support inplace sharding

* [shardformer] layernorm support inplace sharding

* [shardformer] qkv support inplace sharding

* [test] update shardformer layer test

* [shardformer] fix shared param sharding

* [shardformer] fix bert policy

* [shardformer] fix bloom policy

* [shardformer] fix llama policy

* [shardformer] fix opt policy

* [shardformer] fix t5 policy

* [shardformer] fix fused qkv linear

* [shardformer] fix bugs

* force sync

* [test] fix bugs

* [test] fix transformer version

[pipeline] support shardformer for GPT2ForQuestionAnswering & complete pipeline support for GPT2 (#4245)

* change for transformers loggers

* add forward for GPT2ForQuestionAnswering

* fix assert

* fix torchrec test

* hot fix

* hot fx tracer

* 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

* 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 8dee68a0a22568dbeed6d4563372b25e1e825fb0.

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

* 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

* * 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

* 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

* 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 8dee68a0a22568dbeed6d4563372b25e1e825fb0.

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

* 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 8dee68a0a22568dbeed6d4563372b25e1e825fb0.

This policy should be revert and copied to feature/bloom

* revert the bloom changes

* cancel unneeded inputs

* gpt

* add pipeline forward

* complete pipeline forward check

* fix bert forward without pipeline

* fix comments

* discard useless line

* add todo

* clean prints

* fix distribute layers

* [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

* 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

* add pipeline policy and bert forward to be done

* add bertmodel pipeline forward and make tests

* add Bert_Policy and test for policy

* update formatting

* update formatting

* update the code

* fix bugs

* fix name confilt

* add bloom model and policy ,revise the base class of policy

* revise

* revision

* add bert_for_pretraining

* add bert_for_pretraining forward and policy

* fix typos

* cancel warning

* change the imediate output to default dict

* change the default output of get_shared_params

* add pipeline policy and bert forward to be done

* add bertmodel pipeline forward and make tests

* add Bert_Policy and test for policy

* update formatting

* update formatting

* update the code

* fix bugs

* fix name confilt

* add bloom model and policy ,revise the base class of policy

* revise

* revision

* add bert_for_pretraining

* add pipeline policy and bert forward to be done

* add bertmodel pipeline forward and make tests

* add Bert_Policy and test for policy

* update formatting

* update formatting

* update the code

* fix bugs

* fix name confilt

* [pipeline] add stage manager

* [test] add pipeline stage manager test

* [pipeline] add docstring for stage manager

* add pipeline policy and bert forward to be done

* add bertmodel pipeline forward and make tests

* add Bert_Policy and test for policy

* update formatting

* update formatting

* update the code

* fix bugs

* fix name confilt

* [api] update optimizer wrapper to fit pipeline

* [pipeline] add base schedule

* [pipeline] add 1f1b schedule

* [test] add pipeline schedule utils test

* [pipeline] fix import

* [pipeline] add p2p communication

* [test] add p2p communication test

* [test] add rerun decorator

* [test] rename to avoid conflict

* [pipeline] add stage manager

* [test] add pipeline stage manager test

* [pipeline] add docstring for stage manager

* [cluster] add process group mesh

* [test] add process group mesh test

* force sync