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edab1c0 · Jul 29, 2024

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HumanEval

python3 run.py --models hf_internlm2_7b --datasets deprecated_humaneval_gen_d2537e --debug
python3 run.py --models hf_internlm2_chat_7b --datasets humaneval_gen_8e312c --debug

Base Models

model pass@1
llama-7b-turbomind 12.80
llama-13b-turbomind 15.24
llama-30b-turbomind 9.15
llama-65b-turbomind 7.32
llama-2-7b-turbomind 14.02
llama-2-13b-turbomind 15.24
llama-2-70b-turbomind 15.24
llama-3-8b-turbomind 28.05
llama-3-70b-turbomind 28.05
internlm2-1.8b-turbomind 30.49
internlm2-7b-turbomind 48.17
internlm2-20b-turbomind 51.83
qwen-1.8b-turbomind 16.46
qwen-7b-turbomind 23.78
qwen-14b-turbomind 23.78
qwen-72b-turbomind 66.46
qwen1.5-0.5b-hf 8.54
qwen1.5-1.8b-hf 23.17
qwen1.5-4b-hf 41.46
qwen1.5-7b-hf 53.05
qwen1.5-14b-hf 57.32
qwen1.5-32b-hf 70.12
qwen1.5-72b-hf 65.85
qwen1.5-moe-a2-7b-hf 45.73
mistral-7b-v0.1-hf 14.02
mistral-7b-v0.2-hf 9.15
mixtral-8x7b-v0.1-hf 24.39
mixtral-8x22b-v0.1-hf 16.46
yi-6b-hf 14.63
yi-34b-hf 17.07
deepseek-7b-base-hf 18.29
deepseek-67b-base-hf 23.17

Chat Models

model pass@1
qwen1.5-0.5b-chat-hf 9.15
qwen1.5-1.8b-chat-hf 15.85
qwen1.5-4b-chat-hf 30.49
qwen1.5-7b-chat-hf 40.85
qwen1.5-14b-chat-hf 50.00
qwen1.5-32b-chat-hf 57.93
qwen1.5-72b-chat-hf 60.37
qwen1.5-110b-chat-hf 65.24
internlm2-chat-1.8b-hf 33.54
internlm2-chat-1.8b-sft-hf 34.15
internlm2-chat-7b-hf 56.71
internlm2-chat-7b-sft-hf 61.59
internlm2-chat-20b-hf 67.68
internlm2-chat-20b-sft-hf 67.68
llama-3-8b-instruct-hf 55.49
llama-3-70b-instruct-hf 70.73
llama-3-8b-instruct-lmdeploy 57.93
llama-3-70b-instruct-lmdeploy 70.73
mistral-7b-instruct-v0.1-hf 32.32
mistral-7b-instruct-v0.2-hf 29.27
mixtral-8x7b-instruct-v0.1-hf 34.15