math-eval

### Requirements
You can install the required packages with the following command:
```bash
cd latex2sympy
pip install -e .
cd ..
pip install -r requirements.txt
pip install vllm==0.5.1 --no-build-isolation
pip install transformers==4.42.3
```

### Evaluation
You can evaluate Qwen2.5/Qwen2-Math-Instruct series model with the following command:
```bash
# Qwen2.5-Math-Instruct Series
PROMPT_TYPE="qwen25-math-cot"
# Qwen2.5-Math-1.5B-Instruct
export CUDA_VISIBLE_DEVICES="0"
MODEL_NAME_OR_PATH="Qwen/Qwen2.5-Math-1.5B-Instruct"
bash sh/eval.sh $PROMPT_TYPE $MODEL_NAME_OR_PATH

# Qwen2.5-Math-7B-Instruct
export CUDA_VISIBLE_DEVICES="0"
MODEL_NAME_OR_PATH="Qwen/Qwen2.5-Math-7B-Instruct"
bash sh/eval.sh $PROMPT_TYPE $MODEL_NAME_OR_PATH

# Qwen2.5-Math-72B-Instruct
export CUDA_VISIBLE_DEVICES="0,1,2,3"
MODEL_NAME_OR_PATH="Qwen/Qwen2.5-Math-72B-Instruct"
bash sh/eval.sh $PROMPT_TYPE $MODEL_NAME_OR_PATH

# Qwen2-Math-Instruct Series
PROMPT_TYPE="qwen-boxed"
# Qwen2-Math-1.5B-Instruct
export CUDA_VISIBLE_DEVICES="0"
MODEL_NAME_OR_PATH="Qwen/Qwen2-Math-1.5B-Instruct"
bash sh/eval.sh $PROMPT_TYPE $MODEL_NAME_OR_PATH

# Qwen2-Math-7B-Instruct
export CUDA_VISIBLE_DEVICES="0"
MODEL_NAME_OR_PATH="Qwen/Qwen2-Math-7B-Instruct"
bash sh/eval.sh $PROMPT_TYPE $MODEL_NAME_OR_PATH

# Qwen2-Math-72B-Instruct
export CUDA_VISIBLE_DEVICES="0,1,2,3"
MODEL_NAME_OR_PATH="Qwen/Qwen2-Math-72B-Instruct"
bash sh/eval.sh $PROMPT_TYPE $MODEL_NAME_OR_PATH
```

## Acknowledgement
The codebase is adapted from [math-evaluation-harness](https://github.com/ZubinGou/math-evaluation-harness).

### 依赖安装
你可通过以下命令安装所需依赖包：
bash
cd latex2sympy
pip install -e .
cd ..
pip install -r requirements.txt
pip install vllm==0.5.1 --no-build-isolation
pip install transformers==4.42.3

### 模型评估
你可通过以下命令对Qwen2.5/Qwen2-Math-Instruct系列模型开展评估：
bash
# Qwen2.5-Math-Instruct 系列
PROMPT_TYPE="qwen25-math-cot"
# Qwen2.5-Math-1.5B-Instruct 模型
export CUDA_VISIBLE_DEVICES="0"
MODEL_NAME_OR_PATH="Qwen/Qwen2.5-Math-1.5B-Instruct"
bash sh/eval.sh $PROMPT_TYPE $MODEL_NAME_OR_PATH

# Qwen2.5-Math-7B-Instruct 模型
export CUDA_VISIBLE_DEVICES="0"
MODEL_NAME_OR_PATH="Qwen/Qwen2.5-Math-7B-Instruct"
bash sh/eval.sh $PROMPT_TYPE $MODEL_NAME_OR_PATH

# Qwen2.5-Math-72B-Instruct 模型
export CUDA_VISIBLE_DEVICES="0,1,2,3"
MODEL_NAME_OR_PATH="Qwen/Qwen2.5-Math-72B-Instruct"
bash sh/eval.sh $PROMPT_TYPE $MODEL_NAME_OR_PATH

# Qwen2-Math-Instruct 系列
PROMPT_TYPE="qwen-boxed"
# Qwen2-Math-1.5B-Instruct 模型
export CUDA_VISIBLE_DEVICES="0"
MODEL_NAME_OR_PATH="Qwen/Qwen2-Math-1.5B-Instruct"
bash sh/eval.sh $PROMPT_TYPE $MODEL_NAME_OR_PATH

# Qwen2-Math-7B-Instruct 模型
export CUDA_VISIBLE_DEVICES="0"
MODEL_NAME_OR_PATH="Qwen/Qwen2-Math-7B-Instruct"
bash sh/eval.sh $PROMPT_TYPE $MODEL_NAME_OR_PATH

# Qwen2-Math-72B-Instruct 模型
export CUDA_VISIBLE_DEVICES="0,1,2,3"
MODEL_NAME_OR_PATH="Qwen/Qwen2-Math-72B-Instruct"
bash sh/eval.sh $PROMPT_TYPE $MODEL_NAME_OR_PATH

### 致谢
本代码库改编自 [math-evaluation-harness](https://github.com/ZubinGou/math-evaluation-harness)。