0. 课程链接

链接：https://github.com/InternLM/tutorial/blob/main/opencompass/opencompass_tutorial.md

1. 课后作业

1.1 基础作业

使用 OpenCompass 评测 InternLM2-Chat-7B 模型在 C-Eval 数据集上的性能

--datasets ceval_gen \
--hf-path /share/temp/model_repos/internlm-chat-7b/ \  # HuggingFace 模型路径
--tokenizer-path /share/temp/model_repos/internlm-chat-7b/ \  # HuggingFace tokenizer 路径（如果与模型路径相同，可以省略）
--tokenizer-kwargs padding_side='left' truncation='left' trust_remote_code=True \  # 构建 tokenizer 的参数
--model-kwargs device_map='auto' trust_remote_code=True \  # 构建模型的参数
--max-seq-len 2048 \  # 模型可以接受的最大序列长度
--max-out-len 16 \  # 生成的最大 token 数
--batch-size 2  \  # 批量大小
--num-gpus 1  # 运行模型所需的 GPU 数量
--debug #调试模式，输出日志

评测结果：

dataset                                         version    metric         mode      opencompass.models.huggingface.HuggingFace_model_repos_internlm-chat-7b
----------------------------------------------  ---------  -------------  ------  -------------------------------------------------------------------------
ceval-computer_network                          db9ce2     accuracy       gen                                                                         31.58
ceval-operating_system                          1c2571     accuracy       gen                                                                         36.84
ceval-computer_architecture                     a74dad     accuracy       gen                                                                         28.57
ceval-college_programming                       4ca32a     accuracy       gen                                                                         32.43
ceval-college_physics                           963fa8     accuracy       gen                                                                         26.32
ceval-college_chemistry                         e78857     accuracy       gen                                                                         16.67
ceval-advanced_mathematics                      ce03e2     accuracy       gen                                                                         21.05
ceval-probability_and_statistics                65e812     accuracy       gen                                                                         38.89
ceval-discrete_mathematics                      e894ae     accuracy       gen                                                                         18.75
ceval-electrical_engineer                       ae42b9     accuracy       gen                                                                         35.14
ceval-metrology_engineer                        ee34ea     accuracy       gen                                                                         50
ceval-high_school_mathematics                   1dc5bf     accuracy       gen                                                                         22.22
ceval-high_school_physics                       adf25f     accuracy       gen                                                                         31.58
ceval-high_school_chemistry                     2ed27f     accuracy       gen                                                                         15.79
ceval-high_school_biology                       8e2b9a     accuracy       gen                                                                         36.84
ceval-middle_school_mathematics                 bee8d5     accuracy       gen                                                                         26.32
ceval-middle_school_biology                     86817c     accuracy       gen                                                                         61.9
ceval-middle_school_physics                     8accf6     accuracy       gen                                                                         63.16
ceval-middle_school_chemistry                   167a15     accuracy       gen                                                                         60
ceval-veterinary_medicine                       b4e08d     accuracy       gen                                                                         47.83
ceval-college_economics                         f3f4e6     accuracy       gen                                                                         41.82
ceval-business_administration                   c1614e     accuracy       gen                                                                         33.33
ceval-marxism                                   cf874c     accuracy       gen                                                                         68.42
ceval-mao_zedong_thought                        51c7a4     accuracy       gen                                                                         70.83
ceval-education_science                         591fee     accuracy       gen                                                                         58.62
ceval-teacher_qualification                     4e4ced     accuracy       gen                                                                         70.45
ceval-high_school_politics                      5c0de2     accuracy       gen                                                                         26.32
ceval-high_school_geography                     865461     accuracy       gen                                                                         47.37
ceval-middle_school_politics                    5be3e7     accuracy       gen                                                                         52.38
ceval-middle_school_geography                   8a63be     accuracy       gen                                                                         58.33
ceval-modern_chinese_history                    fc01af     accuracy       gen                                                                         73.91
ceval-ideological_and_moral_cultivation         a2aa4a     accuracy       gen                                                                         63.16
ceval-logic                                     f5b022     accuracy       gen                                                                         31.82
ceval-law                                       a110a1     accuracy       gen                                                                         25
ceval-chinese_language_and_literature           0f8b68     accuracy       gen                                                                         30.43
ceval-art_studies                               2a1300     accuracy       gen                                                                         60.61
ceval-professional_tour_guide                   4e673e     accuracy       gen                                                                         62.07
ceval-legal_professional                        ce8787     accuracy       gen                                                                         39.13
ceval-high_school_chinese                       315705     accuracy       gen                                                                         63.16
ceval-high_school_history                       7eb30a     accuracy       gen                                                                         70
ceval-middle_school_history                     48ab4a     accuracy       gen                                                                         59.09
ceval-civil_servant                             87d061     accuracy       gen                                                                         53.19
ceval-sports_science                            70f27b     accuracy       gen                                                                         52.63
ceval-plant_protection                          8941f9     accuracy       gen                                                                         59.09
ceval-basic_medicine                            c409d6     accuracy       gen                                                                         47.37
ceval-clinical_medicine                         49e82d     accuracy       gen                                                                         40.91
ceval-urban_and_rural_planner                   95b885     accuracy       gen                                                                         45.65
ceval-accountant                                002837     accuracy       gen                                                                         26.53
ceval-fire_engineer                             bc23f5     accuracy       gen                                                                         22.58
ceval-environmental_impact_assessment_engineer  c64e2d     accuracy       gen                                                                         64.52
ceval-tax_accountant                            3a5e3c     accuracy       gen                                                                         34.69
ceval-physician                                 6e277d     accuracy       gen                                                                         40.82
ceval-stem                                      -          naive_average  gen                                                                         35.09
ceval-social-science                            -          naive_average  gen                                                                         52.79
ceval-humanities                                -          naive_average  gen                                                                         52.58
ceval-other                                     -          naive_average  gen                                                                         44.36
ceval-hard                                      -          naive_average  gen                                                                         23.91
ceval                                           -          naive_average  gen                                                                         44.16

1.2 进阶作业

使用 OpenCompass 评测 InternLM2-Chat-7B 模型使用 LMDeploy 0.2.0 部署后在 C-Eval 数据集上的性能

哈哈~今日不宜做进阶作业，手冷Orz

2. 结业总结

一晃六节课已经学完了，这里做个总结吧：

如果思维导图看不清楚，可以直接打开链接：https://www.mubu.com/doc/1yOxBXG0qTx