Commit Graph

2919 Commits (af952673f758c71126b27de8b32bdf5df8f74b69)

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 d9be0472ef [bugs] hot fix some testing bugs for new models (#4268)
* hot fix

* hot fx tracer
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
Jianghai c5ea728016 [pipeline] add bert_for_pretraining bert_lmhead forward and policy (#4172)
* 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
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 5fc60a3a04 [test] add shard util tests 2023-08-15 23:25:14 +08:00
ver217 2d6cc07feb [test] update shardformer tests 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 90a65ea682 [pipeline] build bloom model and policy , revise the base class of policy (#4161)
* 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
2023-08-15 23:25:14 +08:00
Jianghai c552cefa93 [pipeline]add pipeline policy and bert forward (#4130)
* 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
2023-08-15 23:25:14 +08:00
Hongxin Liu 5c897ddb94 [pipeline] add stage manager (#4093)
* [pipeline] add stage manager

* [test] add pipeline stage manager test

* [pipeline] add docstring for stage manager
2023-08-15 23:25:14 +08:00
Jianghai e8e7e49243 [pipeline]add pipeline policy and bert forward (#4130)
* 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
2023-08-15 23:25:14 +08:00
Hongxin Liu f51ce1bc8e [pipeline] refactor 1f1b schedule (#4115)
* [api] update optimizer wrapper to fit pipeline

* [pipeline] add base schedule

* [pipeline] add 1f1b schedule

* [test] add pipeline schedule utils test

* [pipeline] fix import
2023-08-15 23:25:14 +08:00
Hongxin Liu 45fdc9b42c [pipeline] implement p2p communication (#4100)
* [pipeline] add p2p communication

* [test] add p2p communication test

* [test] add rerun decorator

* [test] rename to avoid conflict
2023-08-15 23:25:14 +08:00
Hongxin Liu 422544222f [pipeline] add stage manager (#4093)
* [pipeline] add stage manager

* [test] add pipeline stage manager test

* [pipeline] add docstring for stage manager
2023-08-15 23:25:14 +08:00
Hongxin Liu 5e1a9d48dd [cluster] add process group mesh (#4039)
* [cluster] add process group mesh

* [test] add process group mesh test

* force sync
2023-08-15 23:25:14 +08:00
Tian Siyuan ff836790ae
[doc] fix a typo in examples/tutorial/auto_parallel/README.md (#4430)
Co-authored-by: Siyuan Tian <siyuant@vmware.com>
2023-08-15 00:22:57 +08:00
Wenhao Chen 6d41c3f2aa
[doc] update Coati README (#4405)
* style: apply formatter

* fix: add outdated warnings

* docs: add dataset format and polish

* docs: polish README

* fix: fix json format

* fix: fix typos

* revert: revert 7b example
2023-08-14 15:26:27 +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
flybird1111 458ae331ad
[kernel] updated unittests for coloattention (#4389)
Updated coloattention tests of checking outputs and gradients
2023-08-09 14:24:45 +08:00
binmakeswell 089c365fa0
[doc] add Series A Funding and NeurIPS news (#4377)
* [doc] add Series A Funding and NeurIPS news

* [kernal] fix mha kernal

* [CI] skip moe

* [CI] fix requirements
2023-08-04 17:42:07 +08:00
flybird1111 f40b718959
[doc] Fix gradient accumulation doc. (#4349)
* [doc] fix gradient accumulation doc

* [doc] fix gradient accumulation doc
2023-08-04 17:24:35 +08:00
flybird1111 38b792aab2
[coloattention] fix import error (#4380)
fixed an import error
2023-08-04 16:28:41 +08:00
flybird1111 25c57b9fb4
[fix] coloattention support flash attention 2 (#4347)
Improved ColoAttention interface to support flash attention 2. Solved #4322
2023-08-04 13:46:22 +08:00
Wenhao Chen da4f7b855f
[chat] fix bugs and add unit tests (#4213)
* style: rename replay buffer

Experience replay is typically for off policy algorithms.
Use this name in PPO maybe misleading.

* fix: fix wrong zero2 default arg

* test: update experience tests

* style: rename zero_pad fn

* fix: defer init in CycledDataLoader

* test: add benchmark test

* style: rename internal fn of generation

* style: rename internal fn of lora

* fix: remove unused loss fn

* fix: remove unused utils fn

* refactor: remove generate_with_actor fn

* fix: fix type annotation

* test: add models tests

* fix: skip llama due to long execution time

* style: modify dataset

* style: apply formatter

* perf: update reward dataset

* fix: fix wrong IGNORE_INDEX in sft dataset

* fix: remove DataCollatorForSupervisedDataset

* test: add dataset tests

* style: apply formatter

* style: rename test_ci to test_train

* feat: add llama in inference

* test: add inference tests

* test: change test scripts directory

* fix: update ci

* fix: fix typo

* fix: skip llama due to oom

* fix: fix file mod

* style: apply formatter

* refactor: remove duplicated llama_gptq

* style: apply formatter

* to: update rm test

* feat: add tokenizer arg

* feat: add download model script

* test: update train tests

* fix: modify gemini load and save pretrained

* test: update checkpoint io test

* to: modify nproc_per_node

* fix: do not remove existing dir

* fix: modify save path

* test: add random choice

* fix: fix sft path

* fix: enlarge nproc_per_node to avoid oom

* fix: add num_retry

* fix: make lora config of rm and critic consistent

* fix: add warning about lora weights

* fix: skip some gpt2 tests

* fix: remove grad ckpt in rm and critic due to errors

* refactor: directly use Actor in train_sft

* test: add more arguments

* fix: disable grad ckpt when using lora

* fix: fix save_pretrained and related tests

* test: enable zero2 tests

* revert: remove useless fn

* style: polish code

* test: modify test args
2023-08-02 10:17:36 +08:00
Hongxin Liu 16bf4c0221
[test] remove useless tests (#4359)
* [test] remove legacy zero test

* [test] remove lazy distribute test

* [test] remove outdated checkpoint io
2023-08-01 18:52:14 +08:00
caption 16c0acc01b
[hotfix] update gradio 3.11 to 3.34.0 (#4329) 2023-08-01 16:25:25 +08:00
Hongxin Liu 806477121d
[release] update version (#4332)
* [release] update version

* [devops] hotfix cuda extension building

* [devops] pytest ignore useless folders
2023-08-01 15:01:19 +08:00
Wenhao Chen 75c5389037
[chat] fix compute_approx_kl (#4338) 2023-08-01 10:21:45 +08:00
LuGY 03654c0ce2
fix localhost measurement (#4320) 2023-08-01 10:14:00 +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
LuGY 79cf1b5f33 [zero]support no_sync method for zero1 plugin (#4138)
* support no sync for zero1 plugin

* polish

* polish
2023-07-31 22:13:29 +08:00
LuGY c6ab96983a [zero] refactor low level zero for shard evenly (#4030)
* refactor low level zero

* fix zero2 and support cpu offload

* avg gradient and modify unit test

* refactor grad store, support layer drop

* refactor bucket store, support grad accumulation

* fix and update unit test of zero and ddp

* compatible with tp, ga and unit test

* fix memory leak and polish

* add zero layer drop unittest

* polish code

* fix import err in unit test

* support diffenert comm dtype, modify docstring style

* polish code

* test padding and fix

* fix unit test of low level zero

* fix pad recording in bucket store

* support some models

* polish
2023-07-31 22:13:29 +08:00
Yuanchen 5187c96b7c
support session-based training (#4313)
Co-authored-by: Yuanchen Xu <yuanchen.xu00@gmail.com>
2023-07-28 11:29:55 +08:00