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Add PPO training. #7305

Merged
merged 20 commits into from
Jan 22, 2024
Merged

Add PPO training. #7305

merged 20 commits into from
Jan 22, 2024

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guoshengCS
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@guoshengCS guoshengCS commented Oct 24, 2023

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Description

Add PPO training.

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paddle-bot bot commented Oct 24, 2023

Thanks for your contribution!

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codecov bot commented Oct 24, 2023

Codecov Report

Attention: 35 lines in your changes are missing coverage. Please review.

Comparison is base (16d3c49) 56.68% compared to head (ec150b6) 56.70%.
Report is 1 commits behind head on develop.

Files Patch % Lines
paddlenlp/generation/utils.py 46.66% 32 Missing ⚠️
paddlenlp/transformers/llama/modeling.py 57.14% 3 Missing ⚠️
Additional details and impacted files
@@             Coverage Diff             @@
##           develop    #7305      +/-   ##
===========================================
+ Coverage    56.68%   56.70%   +0.02%     
===========================================
  Files          588      588              
  Lines        89243    89305      +62     
===========================================
+ Hits         50584    50639      +55     
- Misses       38659    38666       +7     

☔ View full report in Codecov by Sentry.
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@guoshengCS
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guoshengCS commented Dec 27, 2023

相较于Beaver(DeepSpeed)这里PPOTrainer的代码实现会更复杂一些,主要是要从粗粒度的Trainer.train中拷贝抽离出来囊括完整单步训练(forward+backward+opt.step)的处理逻辑代码(full_train_step),另外一些是为了和Trainer尽可能功能和表现对齐以及复用有一些代码拷贝和适配。

如果Trainer有更细粒度的包括forward、backward、opt.step方法提供出来,对于PPOTrainer以及其他训练逻辑复杂一些的算法实现可能会更容易些,类似于下面Beaver使用DeepSpeed engine的情况(actor_model和reward_critic_model都是DeepSpeed engine) https://github.com/PKU-Alignment/safe-rlhf/blob/main/safe_rlhf/algorithms/ppo/trainer.py#L171
image

@guoshengCS guoshengCS marked this pull request as ready for review January 2, 2024 02:13
@guoshengCS guoshengCS changed the title Add PPO reward model and training. Add PPO training. Jan 8, 2024
@@ -1214,7 +1217,7 @@ def __init__(self, config: LlamaConfig):

# Recompute defaults to False and is controlled by Trainer
self.enable_recompute = False
if config.tensor_parallel_degree > 1:
if config.tensor_parallel_degree > 1 and config.vocab_size % config.tensor_parallel_degree == 0:
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这个可以初始化的时候 搞掉吗? 我记得embeding那边有判断。

@ZHUI ZHUI self-requested a review January 15, 2024 03:06
@guoshengCS
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guoshengCS commented Jan 19, 2024

@wj-Mcat 看Test CI挂了,需要多卡运行(python -m paddle.distributed.launch)运行的测试要如何加入了
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LGTM

@wawltor wawltor merged commit d4de12c into PaddlePaddle:develop Jan 22, 2024
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3 participants