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ColossalAI/examples/language/gpt/experiments/auto_offload
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Wenhao Chen 7b9b86441f
[chat]: update rm, add wandb and fix bugs (#4471) 
* feat: modify forward fn of critic and reward model

* feat: modify calc_action_log_probs

* to: add wandb in sft and rm trainer

* feat: update train_sft

* feat: update train_rm

* style: modify type annotation and add warning

* feat: pass tokenizer to ppo trainer

* to: modify trainer base and maker base

* feat: add wandb in ppo trainer

* feat: pass tokenizer to generate

* test: update generate fn tests

* test: update train tests

* fix: remove action_mask

* feat: remove unused code

* fix: fix wrong ignore_index

* fix: fix mock tokenizer

* chore: update requirements

* revert: modify make_experience

* fix: fix inference

* fix: add padding side

* style: modify _on_learn_batch_end

* test: use mock tokenizer

* fix: use bf16 to avoid overflow

* fix: fix workflow

* [chat] fix gemini strategy

* [chat] fix

* sync: update colossalai strategy

* fix: fix args and model dtype

* fix: fix checkpoint test

* fix: fix requirements

* fix: fix missing import and wrong arg

* fix: temporarily skip gemini test in stage 3

* style: apply pre-commit

* fix: temporarily skip gemini test in stage 1&2

---------

Co-authored-by: Mingyan Jiang <1829166702@qq.com>
 		2023-09-20 15:53:58 +08:00
..
README.md [doc] Fix typo under colossalai and doc(#3618) 2023-04-26 11:38:43 +08:00
model_zoo.py [misc] update pre-commit and run all files (#4752) 2023-09-19 14:20:26 +08:00
requirements.txt [misc] update pre-commit and run all files (#4752) 2023-09-19 14:20:26 +08:00
run.sh [auto-parallel] add auto-offload feature (#3154) 2023-03-21 14:17:41 +08:00
train_gpt_offload.py [chat]: update rm, add wandb and fix bugs (#4471) 2023-09-20 15:53:58 +08:00

README.md

Auto-Offload Demo with GPT2

Requirements

Before you can launch training, you need to install the following requirements.

Install PyTorch

#conda
conda install pytorch==1.12.0 torchvision==0.13.0 torchaudio==0.12.0 cudatoolkit=11.3 -c pytorch
#pip
pip install torch==1.12.0+cu113 torchvision==0.13.0+cu113 torchaudio==0.12.0 --extra-index-url https://download.pytorch.org/whl/cu113

Install Colossal-AI v0.2.0 From Official Website

pip install colossalai==0.2.0+torch1.12cu11.3 -f https://release.colossalai.org

Install transformers

pip install transformers

Dataset

For simplicity, the input data is randomly generated here.

Training

#Run the auto offload on GPT with default setting and a dummy dataset.
bash run.sh