eval/EVALUATION.md

评测复现

• CEVAL

wget https://huggingface.co/datasets/ceval/ceval-exam/resolve/main/ceval-exam.zip
mkdir data/ceval
mv ceval-exam.zip data/ceval
cd data/ceval; unzip ceval-exam.zip
cd ../../

# Qwen-7B
python evaluate_ceval.py -d data/ceval/

# Qwen-7B-Chat
pip install thefuzz
python evaluate_chat_ceval.py -d data/ceval/

• MMLU

wget https://people.eecs.berkeley.edu/~hendrycks/data.tar
mkdir data/mmlu
mv data.tar data/mmlu
cd data/mmlu; tar xf data.tar
cd ../../

# Qwen-7B
python evaluate_mmlu.py -d data/mmlu/data/

# Qwen-7B-Chat
pip install thefuzz
python evaluate_chat_mmlu.py -d data/mmlu/data/

• HumanEval

Get the HumanEval.jsonl file from here

git clone https://github.com/openai/human-eval
pip install -e human-eval

# Qwen-7B
python evaluate_humaneval.py -f HumanEval.jsonl -o HumanEval_res.jsonl
evaluate_functional_correctness HumanEval_res.jsonl
# Qwen-7B-Chat
python evaluate_chat_mmlu.py -f HumanEval.jsonl -o HumanEval_res_chat.jsonl
evaluate_functional_correctness HumanEval_res_chat.jsonl

When installing package human-eval, please note its following disclaimer:

This program exists to run untrusted model-generated code. Users are strongly encouraged not to do so outside of a robust security sandbox. The execution call in execution.py is deliberately commented out to ensure users read this disclaimer before running code in a potentially unsafe manner. See the comment in execution.py for more information and instructions.

• GSM8K

# Qwen-7B
python evaluate_gsm8k.py

# Qwen-7B-Chat
python evaluate_chat_gsm8k.py # zeroshot
python evaluate_chat_gsm8k.py --use-fewshot # fewshot

• PLUGIN

This script is used to reproduce the results of the ReAct and Hugging Face Agent in the Tool Usage section of the README document.

# Qwen-7B-Chat
mkdir data;
cd data;
wget https://qianwen-res.oss-cn-beijing.aliyuncs.com/opensource_data/exam_plugin_v1/exam_plugin_v1_react_positive.jsonl;
wget https://qianwen-res.oss-cn-beijing.aliyuncs.com/opensource_data/exam_plugin_v1/exam_plugin_v1_react_negative.jsonl;
cd ..;
pip install json5;
pip install jsonlines;
pip install rouge_score;
python evaluate_plugin.py --eval-react-positive --eval-react-negative --eval-hfagent