1. 环境安装和数据准备
运行如下指令进行环境安装：
conda create -n opencompass python=3.10
conda activate opencompass
conda install pytorch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2 pytorch-cuda=12.1 -c pytorch -c nvidia -y
# 注意：一定要先 cd /root
cd /root
git clone -b 0.2.4 https://github.com/open-compass/opencompass
cd opencompass
pip install -e .
apt-get update
apt-get install cmake
pip install -r requirements.txt
pip install protobuf
运行以下指令解压评测数据集到 /root/opencompass/data/ 处：
cp /share/temp/datasets/OpenCompassData-core-20231110.zip /root/opencompass/
unzip OpenCompassData-core-20231110.zip
解压指令的部分输出截图如下所示：
输入以下指令列出所有跟 InternLM 及 C-Eval 相关的配置：
python tools/list_configs.py internlm ceval
程序输出截图如下：
2. 启动评测
打开 opencompass文件夹下configs/models/hf_internlm/的hf_internlm2_chat_1_8b.py ,输入指定代码截图如下所示：
输入以下指令评测 InternLM2-Chat-1.8B 模型在 C-Eval 数据集上的性能:
#环境变量配置
export MKL_SERVICE_FORCE_INTEL=1
python run.py --datasets ceval_gen --models hf_internlm2_chat_1_8b --debug
运行结果如下所示：
08/31 11:42:34 - OpenCompass - INFO - time elapsed: 13944.92s
08/31 11:42:39 - OpenCompass - INFO - Partitioned into 52 tasks.
08/31 11:42:42 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-computer_network]: {'accuracy': 47.371421052631575}
08/31 11:42:44 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-operating_system]: {'accuracy': 47.364421052631575}
08/31 11:42:46 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-computer_architecture]: {'accuracy': 23.799523809523807}
08/31 11:42:48 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-college_programming]: {'accuracy': 27.019027027027028}
08/31 11:42:50 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-college_physics]: {'accuracy': 42.09526315789473}
08/31 11:42:52 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-college_chemistry]: {'accuracy': 37.5}
08/31 11:42:54 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-advanced_mathematics]: {'accuracy': 26.31578947368421}
08/31 11:42:56 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-probability_and_statistics]: {'accuracy': 22.22222222222222}
08/31 11:42:58 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-discrete_mathematics]: {'accuracy': 25.0}
08/31 11:43:00 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-electrical_engineer]: {'accuracy': 27.027027027027028}
08/31 11:43:02 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-metrology_engineer]: {'accuracy': 54.166666666666664}
08/31 11:43:04 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-high_school_mathematics]: {'accuracy': 22.22222222222222}
08/31 11:43:06 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-high_school_physics]: {'accuracy': 42.10526315789473}
08/31 11:43:08 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-high_school_chemistry]: {'accuracy': 52.63157894736842}
08/31 11:43:10 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-high_school_biology]: {'accuracy': 26.31578947368421}
08/31 11:43:12 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-middle_school_mathematics]: {'accuracy': 36.84210526315789}
08/31 11:43:14 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-middle_school_biology]: {'accuracy': 80.95238095238095}
08/31 11:43:16 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-middle_school_physics]: {'accuracy': 47.368421052631575}
08/31 11:43:18 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-middle_school_chemistry]: {'accuracy': 80.0}
08/31 11:43:20 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-veterinary_medicine]: {'accuracy': 43.47826086956522}
08/31 11:43:22 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-college_economics]: {'accuracy': 32.72727272727273}
08/31 11:43:24 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-business_administration]: {'accuracy': 39.39393939393939}
08/31 11:43:26 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-marxism]: {'accuracy': 68.42105263157895}
08/31 11:43:28 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-mao_zedong_thought]: {'accuracy': 70.83333333333334}
08/31 11:43:30 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-education_science]: {'accuracy': 55.172413793103445}
08/31 11:43:32 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-teacher_qualification]: {'accuracy': 59.09090909090909}
08/31 11:43:34 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-high_school_politics]: {'accuracy': 57.89473684210527}
08/31 11:43:36 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-high_school_geography]: {'accuracy': 47.368421052631575}
08/31 11:43:38 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-middle_school_politics]: {'accuracy': 76.19047619047619}
08/31 11:43:40 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-middle_school_geography]: {'accuracy': 75.0}
08/31 11:43:42 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-modern_chinese_history]: {'accuracy': 52.17391304347826}
08/31 11:43:44 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-ideological_and_moral_cultivation]: {'accuracy': 73.68421052631578}
08/31 11:43:46 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-logic]: {'accuracy': 31.818181818181817}
08/31 11:43:48 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-law]: {'accuracy': 29.166666666666668}
08/31 11:43:50 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-chinese_language_and_literature]: {'accuracy': 47.82608695652174}
08/31 11:43:52 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-art_studies]: {'accuracy': 42.42424242424242}
08/31 11:43:54 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-professional_tour_guide]: {'accuracy': 51.724137931034484}
08/31 11:43:56 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-legal_professional]: {'accuracy': 34.78260869565217}
08/31 11:43:58 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-high_school_chinese]: {'accuracy': 36.84210526315789}
08/31 11:44:00 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-high_school_history]: {'accuracy': 65.0}
08/31 11:44:02 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-middle_school_history]: {'accuracy': 86.36363636363636}
08/31 11:44:04 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-civil_servant]: {'accuracy': 42.5531914893617}
08/31 11:44:06 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-sports_science]: {'accuracy': 52.63157894736842}
08/31 11:44:08 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-plant_protection]: {'accuracy': 40.909090909090914}
08/31 11:44:10 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-basic_medicine]: {'accuracy': 68.42105263157895}
08/31 11:44:12 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-clinical_medicine]: {'accuracy': 36.36363636363637}
08/31 11:44:14 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-urban_and_rural_planner]: {'accuracy': 52.17391304347826}
08/31 11:44:16 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-accountant]: {'accuracy': 36.734693877551024}
08/31 11:44:18 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-fire_engineer]: {'accuracy': 38.70967741935484}
08/31 11:44:20 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-environmental_impact_assessment_engineer]: {'accuracy': 51.61290322580645}
08/31 11:44:22 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-tax_accountant]: {'accuracy': 36.734693877551024}
08/31 11:44:24 - OpenCompass - INFO - Task [internlm2-1.8b-hf/ceval-physician]: {'accuracy': 42.857142857142854}
程序运行了接近4小时，最终评测结果如下所示：
dataset version metric mode internlm2-1.8b-hf
---------------------------------------------- --------- ------------- ------ -------------------
ceval-computer_network db9ce2 accuracy gen 47.37
ceval-operating_system 1c2571 accuracy gen 47.36
ceval-computer_architecture a74dad accuracy gen 23.80
ceval-college_programming 4ca32a accuracy gen 27.02
ceval-college_physics 963fa8 accuracy gen 42.10
ceval-college_chemistry e78857 accuracy gen 37.5
ceval-advanced_mathematics ce03e2 accuracy gen 26.32
ceval-probability_and_statistics 65e812 accuracy gen 22.22
ceval-discrete_mathematics e894ae accuracy gen 25
ceval-electrical_engineer ae42b9 accuracy gen 27.03
ceval-metrology_engineer ee34ea accuracy gen 54.17
ceval-high_school_mathematics 1dc5bf accuracy gen 22.22
ceval-high_school_physics adf25f accuracy gen 42.11
ceval-high_school_chemistry 2ed27f accuracy gen 52.63
ceval-high_school_biology 8e2b9a accuracy gen 26.32
ceval-middle_school_mathematics bee8d5 accuracy gen 36.84
ceval-middle_school_biology 86817c accuracy gen 80.95
ceval-middle_school_physics 8accf6 accuracy gen 47.37
ceval-middle_school_chemistry 167a15 accuracy gen 80
ceval-veterinary_medicine b4e08d accuracy gen 43.48
ceval-college_economics f3f4e6 accuracy gen 32.73
ceval-business_administration c1614e accuracy gen 39.39
ceval-marxism cf874c accuracy gen 68.42
ceval-mao_zedong_thought 51c7a4 accuracy gen 70.83
ceval-education_science 591fee accuracy gen 55.17
ceval-teacher_qualification 4e4ced accuracy gen 59.09
ceval-high_school_politics 5c0de2 accuracy gen 57.89
ceval-high_school_geography 865461 accuracy gen 47.37
ceval-middle_school_politics 5be3e7 accuracy gen 76.19
ceval-middle_school_geography 8a63be accuracy gen 75
ceval-modern_chinese_history fc01af accuracy gen 52.17
ceval-ideological_and_moral_cultivation a2aa4a accuracy gen 73.68
ceval-logic f5b022 accuracy gen 31.82
ceval-law a110a1 accuracy gen 29.17
ceval-chinese_language_and_literature 0f8b68 accuracy gen 47.83
ceval-art_studies 2a1300 accuracy gen 42.42
ceval-professional_tour_guide 4e673e accuracy gen 51.72
ceval-legal_professional ce8787 accuracy gen 34.78
ceval-high_school_chinese 315705 accuracy gen 36.84
ceval-high_school_history 7eb30a accuracy gen 65
ceval-middle_school_history 48ab4a accuracy gen 86.36
ceval-civil_servant 87d061 accuracy gen 42.55
ceval-sports_science 70f27b accuracy gen 52.63
ceval-plant_protection 8941f9 accuracy gen 40.91
ceval-basic_medicine c409d6 accuracy gen 68.42
ceval-clinical_medicine 49e82d accuracy gen 36.36
ceval-urban_and_rural_planner 95b885 accuracy gen 52.17
ceval-accountant 002837 accuracy gen 36.73
ceval-fire_engineer bc23f5 accuracy gen 38.71
ceval-environmental_impact_assessment_engineer c64e2d accuracy gen 51.61
ceval-tax_accountant 3a5e3c accuracy gen 36.73
ceval-physician 6e277d accuracy gen 42.86
ceval-stem - naive_average gen 40.59
ceval-social-science - naive_average gen 58.21
ceval-humanities - naive_average gen 50.16
ceval-other - naive_average gen 45.43
ceval-hard - naive_average gen 33.76
ceval - naive_average gen 47.03
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