From 9d3644055a96b5783c631d13f16294775ac10821 Mon Sep 17 00:00:00 2001 From: Yining Zhao Date: Wed, 9 Jul 2025 11:29:38 +0800 Subject: [PATCH] org(codebase): update code and readme for release --- README.md | 190 +++++++++++++++++- assets/sotopia_method.pdf | Bin 0 -> 128553 bytes evals/grpo_serving.sh | 67 ++++++ evals/ppo_serving.sh | 132 ------------ evals/rej_sampling_serving.sh | 138 ++----------- evals/self_play.sh | 34 ++-- evals/sft_serving.sh | 68 +------ .../{inference_ppo.py => inference_grpo.py} | 0 scripts/inference_grpo.sh | 11 + scripts/inference_ppo.sh | 10 - scripts/inference_rm.sh | 18 +- scripts/inference_sft.sh | 11 +- scripts/train_grpo.sh | 17 +- scripts/train_ppo.py | 74 ------- scripts/train_ppo.sh | 21 -- scripts/train_rm.sh | 29 +-- scripts/train_sft.sh | 13 +- sotopia_rl/rm_trainer.py | 8 +- 18 files changed, 347 insertions(+), 494 deletions(-) create mode 100644 assets/sotopia_method.pdf create mode 100644 evals/grpo_serving.sh delete mode 100644 evals/ppo_serving.sh rename scripts/{inference_ppo.py => inference_grpo.py} (100%) create mode 100644 scripts/inference_grpo.sh delete mode 100644 scripts/inference_ppo.sh delete mode 100644 scripts/train_ppo.py delete mode 100644 scripts/train_ppo.sh diff --git a/README.md b/README.md index b48c5f7..5aaf961 100644 --- a/README.md +++ b/README.md @@ -1,22 +1,69 @@ ![sotopia-rl](assets/sotopia-rl-title.png) -# sotopia-rl +

Sotopia-RL: Reward Design for Social Intelligence

-## Install +[![Project Page](https://img.shields.io/badge/Project-Page-green.svg)](https://rl.sotopia.world/)![Paper PDF](https://img.shields.io/badge/Paper-PDF-red.svg)[![huggingface](https://img.shields.io/badge/%F0%9F%A4%97-Model-orange)](https://huggingface.co/ulab-ai/sotopia-rl-qwen-2.5-7B-grpo)[![Python 3.10](https://img.shields.io/badge/python-%E2%89%A53.10-blue)](https://www.python.org/downloads/release/python-3109/)[![pre-commit](https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white)](https://pre-commit.com/) Code style: black![Code License](https://img.shields.io/badge/Code%20License-Apache_2.0-blue.svg) -Create a conda environment with python 3.10 -``` + + +## 📚 Table of Contents +- [Introduction](#introduction) +- [Step 0 - Environment Setup](#step-0---️-environment-setup) +- [Step 1 - Generating LLM Annotations](#step-1---generating-llm-annotations) +- [Step 2 - Model Training](#step-2---model-training) + - [Behavior Cloning (SFT)](#21-behavior-cloning-supervised-fine-tuning-sft) + - [Reward Model Training](#22-reward-model-training) + - [GRPO Training](#23-grpo-training) +- [Step 3 - Automatic Evaluation](#step-3---automatic-evaluation) + +## Introduction + +**Sotopia-RL** is an utterance-level, attribution-based, and multi-dimensional social reward design method, trained using single-turn online RL It achieves state-of-the-art performance on social goal completion tasks in the SOTOPIA benchmark. + +We first attribute episode-level rewards for multi-turn social interactions to in- dividual utterances with LLMs. Then, we construct a combined reward that includes multiple dimensions of rewards besides goal completion, allowing us to regularize the optimization pro- cess for goal completion. These rewards are used to guide the RL training of social agents. + + + +![sotopia-rl](assets/sotopia_method.pdf) + +## Step 0 - 🛠️ Environment Setup + +We recommend using `conda` to manage a clean Python environment for `sotopia-rl`. + +#### 1. Create and activate the environment + +```bash conda create -n sotopia-rl python=3.10 conda activate sotopia-rl ``` -Then install poetry and use it to install the dependencies. Currently the package is under development so it's recommended to use the `--no-root` flag to avoid installing the package itself. +#### 2. Install Poetry (Python package manager) + +```bash +curl -sSL https://install.python-poetry.org | python3 +export PATH="$HOME/.local/bin:$PATH" +``` +#### 3. Environment Variables + +##### Set Redis URL + +A Redis database needs to be set up to connect to a Redis DB for loading and saving environment/session data and run this repo. For detailed instructions of setting up Redis database, please refer to [this tutorial](https://github.com/sotopia-lab/sotopia-pi/tree/main/data_generate#setting-up-redis-database). Make sure to set up Redis OM url in conda environment + +```bash +conda env config vars set REDIS_OM_URL="redis://:PASSWORD@server_name:port_num" ``` -pip install poetry -poetry install --no-root + +**Set OpenAI API Key** + +```bash +conda env config vars set OPENAI_API_KEY="" ``` -## Generating LLM Annotations +After setting these environment variables, run `conda deactivate && conda activate sotopia-rl` to apply them. + + + +## Step 1 - 🧠 Generating LLM Annotations To generate LLM annotations, you need to download the original sotopia-pi episodes file from the [huggingface repository](https://huggingface.co/datasets/cmu-lti/sotopia-pi/tree/main) and place it in the `data` folder. Then run the following command: ``` @@ -32,5 +79,130 @@ python sample_episodes_and_annotate.py --data_dir /workspace/sotopia-rl/data --l The annotations will need to be furuther processed into the format required by the training script. This can be done by running the following command: ``` cd ../data_process -python process_annotation_direct_attribution.py --data_dir /workspace/sotopia-rl/data --input_file sotopia_pi_bc_episodes_annotated.jsonl --reward_output_file sotopia_pi_bc_episodes_reward.json --ppo_output_file sotopia_pi_bc_episodes_ppo.json +python process_annotation_direct_attribution.py --data_dir /workspace/sotopia-rl/data --input_file sotopia_pi_bc_episodes_annotated.jsonl --reward_output_file sotopia_pi_bc_episodes_reward.json --grpo_output_file sotopia_pi_bc_episodes_grpo.json +``` + + + +## Step 2 - 🤖 Model Training + +### 2.0 Preparation + +Before training, make sure you have configured **Accelerate** correctly. Save your configurations in the following files under `scripts/`: + +- `accelerate_config_sft.yaml` +- `accelerate_config_rm.yaml` +- `accelerate_config_grpo.yaml` + +All training scripts should be run from the `scripts/` directory. + +### 2.1 Behavior Cloning (SFT) + +We first collect self-play dialogue data using **GPT-4o** in the SOTOPIA environment. Then we fine-tune a **Qwen2.5-7B-Instruct** model using supervised fine-tuning (SFT) with LoRA. + +#### 2.1.1: Data Collection + +Conversation data can be collected via Redis. + +Use `scripts/data_process/serialize.py` to extract and serialize the logs. + +To load data from Redis and save it as `.jsonl`: + +```bash +from sotopia.database.logs import EpisodeLog +episode = EpisodeLog.get(pk = 'xxxxx') +episodes_to_jsonl(episodes, "xxxxx.jsonl") +``` + +#### 2.1.2: Train with Behavior Cloning (SFT) + +This command performs supervised fine-tuning using LoRA on Qwen2.5-7B-Instruct. + +```bash +export MODEL_PATH="" +CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6 accelerate launch \ + --config_file ./accelerate_config_sft.yaml \ + --main_process_port 29512 \ + ./train_sft.py \ + --model_name $MODEL_PATH \ + --learning_rate 1e-4 \ + --max_length 4096 \ + --train_batch_size 2 \ + --val_batch_size 1 \ + --accumulation_steps 8 \ + --num_epochs 500 \ + --use_lora \ # Enable LoRA for parameter-efficient fine-tuning + --evaluation_steps 5 \ # Evaluate every 5 training steps + --sft_data_path ../data/sft_data_path.json \ + --template_path ../evals/qwen2.5-7b.jinja \ + --checkpoint_dir ../sft_checkpoints_qwen2.5-7b +``` + +### 2.2 Reward Model Training + +```bash +export MODEL_PATH="" +CUDA_VISIBLE_DEVICES=0,1,2,3,4,5 accelerate launch \ + --config_file ./accelerate_config_rm.yaml \ + --main_process_port 29500 \ + ./scripts/train_rm.py \ + --model_name $MODEL_PATH \ + --learning_rate 1e-5 \ + --max_length 4096 \ + --train_batch_size 1 \ + --val_batch_size 1 \ + --accumulation_steps 8 \ + --num_epochs 30 \ + --evaluation_steps 50 \ + --reward_data_path ../data/rm_data_path.json \ + --template_path ../evals/qwen2.5-7b.jinja \ + --checkpoint_dir ../rm_checkpoints_qwen2.5-7b ``` + +### 2.3 GRPO Training + +We now use the behavior cloning model to generate self-play dialogues and train the agent using **GRPO(Group Reward Policy Optimization)** + +#### 2.3.1: Data Collection + +Conversation data can be collected via Redis after running self-play using GPT-4o. + +Use `scripts/data_process/serialize.py` to extract and serialize the logs. + +To load data from Redis and save it as `.jsonl`: + +```bash +from sotopia.database.logs import EpisodeLog +episode = EpisodeLog.get(pk = 'xxxxx') +episodes_to_jsonl(episodes, "xxxxx.jsonl") +``` +#### 2.3.2: Training with GRPO + +```bash +export MODEL_PATH="" +CUDA_VISIBLE_DEVICES=0,1,2,3,4,5 accelerate launch \ + --config_file ./accelerate_config_grpo.yaml \ + --main_process_port 29511 \ + ./train_grpo.py \ + --model_name $MODEL_PATH \ + --policy_adapter_path ../sft_checkpoints_qwen2.5-7b/best-checkpoints \ + --reward_adapter_path ../rm_checkpoints_qwen2.5-7b/best-checkpoints \ + --learning_rate 5e-6 \ + --per_device_train_batch_size 4 \ + --per_device_eval_batch_size 4 \ + --gradient_accumulation_steps 8 \ + --grpo_data_path ../data/grpo_data_path.json \ + --template_path ../evals/qwen2.5-7b.jinja \ + --num_grpo_epochs 2 \ + --use_lora_train_grpo \ + --num_generations 16 \ + --output_dir ../grpo_checkpoints +``` + + + +## Step 3 - Automatic Evaluation + +We first deploy SFT and GRPO model using vllm and, deploy reward model using danjgo, then we evaluate our model based on SOTOPIA-EVAL framework. + +For details please see this section. diff --git a/assets/sotopia_method.pdf b/assets/sotopia_method.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f01df5568bea34c55f27cd74d4a51dd47db4c305 GIT binary patch literal 128553 zcmeFYWmH|u(kQxcclU+6y97dT2=4B|9RdUh?gY00!QCOaySuv+Jh-(Ko+2#ktMu< z0FYVS!rIx?5%jb+bT$<=HMTP`1v0-kwKa1#2lDW6umS}I;hmfvO$}|}-N0JEX~t1V zDD|&jDpR1-*M6w8x)5ym0@b|{8pyisyK7ixgAHdzDvs{?`Lj35ZODF3@%MZQ`mZyp zYca&2^jYGj|EB(=zs{;zxgPnbvQ)SEdevh6p^T{Sr3U3_;pHytx&Eeo*|q(?$nNyB zrN`rK0Y5Q8U)Hmr(B%G+*NYZ;t2a--*Q3oNOe$aW#{zev9~L;Y+Ct3BY+S1r#}b)N z!zQOMzKgGMi_IrBCli$@1s3TaelTYq)F5uJ+%On^y@?SXwlHCoT}R1Wh0krZdUSvD zg@G^1@8v!=)H)VALp!>VI6%38rLNo&;;iAy~b_{Kq?*pE=}N 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