diff --git "a/competition/00a_InternLM2.5_Llama3_GLM4_Results.ipynb" "b/competition/00a_InternLM2.5_Llama3_GLM4_Results.ipynb"
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+{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","try:\n"," from google.colab import drive\n"," drive.mount('/content/drive')\n"," workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n","except ModuleNotFoundError:\n"," workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":368,"status":"ok","timestamp":1719461634865,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"zFulf0bg0H-9","outputId":"debdd535-c828-40b9-efc0-8a180e5830dd"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":4,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":589,"status":"ok","timestamp":1719462011879,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"DIUiweYYzi_I","outputId":"e16e9247-9077-4b0c-f8ea-17059f05a1c4"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: /Users/inflaton/code/engd/projects/logical-reasoning/.env\n"]},{"data":{"text/plain":["True"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n"," found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[],"source":["P1 = \"\"\"你是一个逻辑游戏的主持人。游戏规则如下:\n","\n","1. 参与者会得到一个谜题。\n","2. 参与者可以通过提问来获取线索,尝试解开谜题。\n","3. 对于每个问题,主持人将根据实际情况回答以下五个选项之一:是、不是、不重要、回答正确、问法错误。\n","4. 回答中不能添加任何其它信息,也不能省略选项中的任何一个字。例如,不可以把“不是”省略成“不”。\n","5. 参与者需要根据回答来推理,并最终找出谜题的正确答案。\n","\n","请严格按照这些规则回答参与者提出的问题。\n","\n","谜题: {}\n","\n","实际情况: {}\n","\n","参与者提出的问题: {}\n","\"\"\""]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["P2 = \"\"\"你是一个情景猜谜游戏的主持人。游戏规则如下:\n","\n","1. 参与者会得到一个谜面,谜面会描述一个简单又难以理解的事件。\n","2. 主持人知道谜底,谜底是谜面的答案。\n","3. 参与者可以询问任何封闭式问题来找寻事件的真相。\n","4. 对于每个问题,主持人将根据实际情况回答以下五个选项之一:是、不是、不重要、回答正确、问法错误。各回答的判断标准如下:\n"," - 若谜面和谜底能找到问题的答案,回答:是或者不是\n"," - 若谜面和谜底不能直接或者间接推断出问题的答案,回答:不重要\n"," - 若参与者提问不是一个封闭式问题或者问题难以理解,回答:问法错误\n"," - 若参与者提问基本还原了谜底真相,回答:回答正确\n","5. 回答中不能添加任何其它信息,也不能省略选项中的任何一个字。例如,不可以把“不是”省略成“不”。\n","\n","请严格按照这些规则回答参与者提出的问题。\n","\n","**谜面:** {}\n","\n","**谜底:** {}\n","\n","**参与者提出的问题:** {}\n","\"\"\""]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"text/html":["
\n","\n","
\n"," \n"," \n"," \n"," epoch \n"," model \n"," accuracy \n"," precision \n"," recall \n"," f1 \n"," \n"," \n"," \n"," \n"," 0 \n"," 0 \n"," internlm/internlm2_5-7b-chat-1m \n"," 0.759667 \n"," 0.741854 \n"," 0.781014 \n"," 0.758887 \n"," \n"," \n"," 1 \n"," 1 \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-44 \n"," 0.761667 \n"," 0.810873 \n"," 0.761667 \n"," 0.780018 \n"," \n"," \n"," 2 \n"," 2 \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-88 \n"," 0.741333 \n"," 0.816182 \n"," 0.741333 \n"," 0.769524 \n"," \n"," \n"," 3 \n"," 3 \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-132 \n"," 0.755000 \n"," 0.809829 \n"," 0.755000 \n"," 0.775657 \n"," \n"," \n"," 4 \n"," 4 \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-176 \n"," 0.719000 \n"," 0.803307 \n"," 0.719000 \n"," 0.750319 \n"," \n"," \n","
\n","
"],"text/plain":[" epoch model accuracy precision \\\n","0 0 internlm/internlm2_5-7b-chat-1m 0.759667 0.741854 \n","1 1 internlm/internlm2_5-7b-chat-1m_checkpoint-44 0.761667 0.810873 \n","2 2 internlm/internlm2_5-7b-chat-1m_checkpoint-88 0.741333 0.816182 \n","3 3 internlm/internlm2_5-7b-chat-1m_checkpoint-132 0.755000 0.809829 \n","4 4 internlm/internlm2_5-7b-chat-1m_checkpoint-176 0.719000 0.803307 \n","\n"," recall f1 \n","0 0.781014 0.758887 \n","1 0.761667 0.780018 \n","2 0.741333 0.769524 \n","3 0.755000 0.775657 \n","4 0.719000 0.750319 "]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","df_p1 = pd.read_csv(\"results/mgtv-results_p1_full_metrics.csv\")\n","df_p1"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"data":{"text/html":["\n","\n","
\n"," \n"," \n"," \n"," epoch \n"," model \n"," accuracy \n"," precision \n"," recall \n"," f1 \n"," \n"," \n"," \n"," \n"," 0 \n"," 0 \n"," internlm/internlm2_5-7b-chat-1m \n"," 0.766000 \n"," 0.747969 \n"," 0.787526 \n"," 0.764922 \n"," \n"," \n"," 1 \n"," 1 \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-88 \n"," 0.796333 \n"," 0.808232 \n"," 0.796333 \n"," 0.798160 \n"," \n"," \n"," 2 \n"," 2 \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-176 \n"," 0.781333 \n"," 0.804716 \n"," 0.781333 \n"," 0.788581 \n"," \n"," \n"," 3 \n"," 3 \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-264 \n"," 0.759000 \n"," 0.805502 \n"," 0.759000 \n"," 0.777237 \n"," \n"," \n"," 4 \n"," 4 \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-352 \n"," 0.730333 \n"," 0.790676 \n"," 0.730333 \n"," 0.753716 \n"," \n"," \n"," 5 \n"," 5 \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-440 \n"," 0.730333 \n"," 0.790420 \n"," 0.730333 \n"," 0.753750 \n"," \n"," \n"," 6 \n"," 6 \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-528 \n"," 0.716000 \n"," 0.789892 \n"," 0.716000 \n"," 0.744833 \n"," \n"," \n","
\n","
"],"text/plain":[" epoch model accuracy precision \\\n","0 0 internlm/internlm2_5-7b-chat-1m 0.766000 0.747969 \n","1 1 internlm/internlm2_5-7b-chat-1m_checkpoint-88 0.796333 0.808232 \n","2 2 internlm/internlm2_5-7b-chat-1m_checkpoint-176 0.781333 0.804716 \n","3 3 internlm/internlm2_5-7b-chat-1m_checkpoint-264 0.759000 0.805502 \n","4 4 internlm/internlm2_5-7b-chat-1m_checkpoint-352 0.730333 0.790676 \n","5 5 internlm/internlm2_5-7b-chat-1m_checkpoint-440 0.730333 0.790420 \n","6 6 internlm/internlm2_5-7b-chat-1m_checkpoint-528 0.716000 0.789892 \n","\n"," recall f1 \n","0 0.787526 0.764922 \n","1 0.796333 0.798160 \n","2 0.781333 0.788581 \n","3 0.759000 0.777237 \n","4 0.730333 0.753716 \n","5 0.730333 0.753750 \n","6 0.716000 0.744833 "]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["df_p2 = pd.read_csv(\"results/mgtv-results_p2_full_metrics.csv\")\n","df_p2"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"data":{"text/html":["\n","\n","
\n"," \n"," \n"," \n"," epoch \n"," model \n"," accuracy \n"," precision \n"," recall \n"," f1 \n"," \n"," \n"," \n"," \n"," 0 \n"," 0 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat \n"," 0.783667 \n"," 0.766712 \n"," 0.792917 \n"," 0.767940 \n"," \n"," \n"," 1 \n"," 1 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," 0.013000 \n"," 0.922640 \n"," 0.026621 \n"," 0.015316 \n"," \n"," \n"," 2 \n"," 2 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," NaN \n"," NaN \n"," NaN \n"," NaN \n"," \n"," \n"," 3 \n"," 3 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," NaN \n"," NaN \n"," NaN \n"," NaN \n"," \n"," \n"," 4 \n"," 4 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," NaN \n"," NaN \n"," NaN \n"," NaN \n"," \n"," \n"," 5 \n"," 5 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," NaN \n"," NaN \n"," NaN \n"," NaN \n"," \n"," \n"," 6 \n"," 6 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," NaN \n"," NaN \n"," NaN \n"," NaN \n"," \n"," \n"," 7 \n"," 7 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," 0.134333 \n"," 0.678404 \n"," 0.134333 \n"," 0.197460 \n"," \n"," \n"," 8 \n"," 8 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," NaN \n"," NaN \n"," NaN \n"," NaN \n"," \n"," \n"," 9 \n"," 9 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," 0.445333 \n"," 0.737958 \n"," 0.445333 \n"," 0.548035 \n"," \n"," \n"," 10 \n"," 10 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," 0.485000 \n"," 0.743099 \n"," 0.485000 \n"," 0.573525 \n"," \n"," \n","
\n","
"],"text/plain":[" epoch model accuracy \\\n","0 0 shenzhi-wang/Llama3-8B-Chinese-Chat 0.783667 \n","1 1 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.013000 \n","2 2 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... NaN \n","3 3 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... NaN \n","4 4 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... NaN \n","5 5 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... NaN \n","6 6 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... NaN \n","7 7 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.134333 \n","8 8 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... NaN \n","9 9 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.445333 \n","10 10 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.485000 \n","\n"," precision recall f1 \n","0 0.766712 0.792917 0.767940 \n","1 0.922640 0.026621 0.015316 \n","2 NaN NaN NaN \n","3 NaN NaN NaN \n","4 NaN NaN NaN \n","5 NaN NaN NaN \n","6 NaN NaN NaN \n","7 0.678404 0.134333 0.197460 \n","8 NaN NaN NaN \n","9 0.737958 0.445333 0.548035 \n","10 0.743099 0.485000 0.573525 "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["df_p1_llama3 = pd.read_csv(\"results/mgtv-llama3_p1_full_metrics.csv\")\n","df_p1_llama3"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"data":{"text/html":["\n","\n","
\n"," \n"," \n"," \n"," epoch \n"," model \n"," accuracy \n"," precision \n"," recall \n"," f1 \n"," \n"," \n"," \n"," \n"," 0 \n"," 0 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat \n"," 0.730333 \n"," 0.771041 \n"," 0.730333 \n"," 0.746484 \n"," \n"," \n"," 1 \n"," 1 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," NaN \n"," NaN \n"," NaN \n"," NaN \n"," \n"," \n"," 2 \n"," 2 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," NaN \n"," NaN \n"," NaN \n"," NaN \n"," \n"," \n"," 3 \n"," 3 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," 0.707000 \n"," 0.800984 \n"," 0.707000 \n"," 0.741300 \n"," \n"," \n"," 4 \n"," 4 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," 0.702000 \n"," 0.776710 \n"," 0.702000 \n"," 0.728534 \n"," \n"," \n"," 5 \n"," 5 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," NaN \n"," NaN \n"," NaN \n"," NaN \n"," \n"," \n"," 6 \n"," 6 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," 0.623333 \n"," 0.768108 \n"," 0.623333 \n"," 0.676031 \n"," \n"," \n"," 7 \n"," 7 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," 0.000000 \n"," 0.000000 \n"," 0.000000 \n"," 0.000000 \n"," \n"," \n"," 8 \n"," 8 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," NaN \n"," NaN \n"," NaN \n"," NaN \n"," \n"," \n"," 9 \n"," 9 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," NaN \n"," NaN \n"," NaN \n"," NaN \n"," \n"," \n"," 10 \n"," 10 \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... \n"," NaN \n"," NaN \n"," NaN \n"," NaN \n"," \n"," \n","
\n","
"],"text/plain":[" epoch model accuracy \\\n","0 0 shenzhi-wang/Llama3-8B-Chinese-Chat 0.730333 \n","1 1 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... NaN \n","2 2 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... NaN \n","3 3 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.707000 \n","4 4 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.702000 \n","5 5 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... NaN \n","6 6 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.623333 \n","7 7 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.000000 \n","8 8 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... NaN \n","9 9 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... NaN \n","10 10 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... NaN \n","\n"," precision recall f1 \n","0 0.771041 0.730333 0.746484 \n","1 NaN NaN NaN \n","2 NaN NaN NaN \n","3 0.800984 0.707000 0.741300 \n","4 0.776710 0.702000 0.728534 \n","5 NaN NaN NaN \n","6 0.768108 0.623333 0.676031 \n","7 0.000000 0.000000 0.000000 \n","8 NaN NaN NaN \n","9 NaN NaN NaN \n","10 NaN NaN NaN "]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["df_p2_llama3 = pd.read_csv(\"results/mgtv-llama3_p2_full_metrics.csv\")\n","df_p2_llama3"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"text/html":["\n","\n","
\n"," \n"," \n"," \n"," epoch \n"," model \n"," accuracy \n"," precision \n"," recall \n"," f1 \n"," \n"," \n"," \n"," \n"," 0 \n"," 0 \n"," THUDM/glm-4-9b-chat-1m \n"," 0.581000 \n"," 0.703006 \n"," 0.581000 \n"," 0.616915 \n"," \n"," \n"," 1 \n"," 1 \n"," THUDM/glm-4-9b-chat-1m_checkpoint-175 \n"," 0.465000 \n"," 0.462698 \n"," 0.478067 \n"," 0.452823 \n"," \n"," \n"," 2 \n"," 2 \n"," THUDM/glm-4-9b-chat-1m_checkpoint-350 \n"," 0.579000 \n"," 0.677205 \n"," 0.579000 \n"," 0.607769 \n"," \n"," \n"," 3 \n"," 3 \n"," THUDM/glm-4-9b-chat-1m_checkpoint-525 \n"," 0.605333 \n"," 0.722023 \n"," 0.605333 \n"," 0.637907 \n"," \n"," \n"," 4 \n"," 4 \n"," THUDM/glm-4-9b-chat-1m_checkpoint-700 \n"," 0.593000 \n"," 0.720287 \n"," 0.593000 \n"," 0.631179 \n"," \n"," \n","
\n","
"],"text/plain":[" epoch model accuracy precision \\\n","0 0 THUDM/glm-4-9b-chat-1m 0.581000 0.703006 \n","1 1 THUDM/glm-4-9b-chat-1m_checkpoint-175 0.465000 0.462698 \n","2 2 THUDM/glm-4-9b-chat-1m_checkpoint-350 0.579000 0.677205 \n","3 3 THUDM/glm-4-9b-chat-1m_checkpoint-525 0.605333 0.722023 \n","4 4 THUDM/glm-4-9b-chat-1m_checkpoint-700 0.593000 0.720287 \n","\n"," recall f1 \n","0 0.581000 0.616915 \n","1 0.478067 0.452823 \n","2 0.579000 0.607769 \n","3 0.605333 0.637907 \n","4 0.593000 0.631179 "]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["df_p1_glm_4 = pd.read_csv(\"results/mgtv-glm-4-9b_p1_full_metrics.csv\")\n","df_p1_glm_4"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"data":{"text/html":["\n","\n","
\n"," \n"," \n"," \n"," epoch \n"," model \n"," accuracy \n"," precision \n"," recall \n"," f1 \n"," \n"," \n"," \n"," \n"," 0 \n"," 0 \n"," THUDM/glm-4-9b-chat-1m \n"," 0.395000 \n"," 0.667648 \n"," 0.395000 \n"," 0.458390 \n"," \n"," \n"," 1 \n"," 1 \n"," THUDM/glm-4-9b-chat-1m_checkpoint-175 \n"," 0.594667 \n"," 0.705625 \n"," 0.594667 \n"," 0.631524 \n"," \n"," \n"," 2 \n"," 2 \n"," THUDM/glm-4-9b-chat-1m_checkpoint-350 \n"," 0.549000 \n"," 0.700654 \n"," 0.549000 \n"," 0.595640 \n"," \n"," \n"," 3 \n"," 3 \n"," THUDM/glm-4-9b-chat-1m_checkpoint-525 \n"," 0.598667 \n"," 0.715051 \n"," 0.598667 \n"," 0.625357 \n"," \n"," \n","
\n","
"],"text/plain":[" epoch model accuracy precision \\\n","0 0 THUDM/glm-4-9b-chat-1m 0.395000 0.667648 \n","1 1 THUDM/glm-4-9b-chat-1m_checkpoint-175 0.594667 0.705625 \n","2 2 THUDM/glm-4-9b-chat-1m_checkpoint-350 0.549000 0.700654 \n","3 3 THUDM/glm-4-9b-chat-1m_checkpoint-525 0.598667 0.715051 \n","\n"," recall f1 \n","0 0.395000 0.458390 \n","1 0.594667 0.631524 \n","2 0.549000 0.595640 \n","3 0.598667 0.625357 "]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["df_p2_glm_4 = pd.read_csv(\"results/mgtv-glm-4-9b_p2_full_metrics.csv\")\n","df_p2_glm_4"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[],"source":["def plot_results(df_p1, df_p2, best_p1, best_p2, color_p1=\"red\", color_p2=\"blue\", model_name=\"InternLM2.5_7b\"):\n"," sns.lineplot(\n"," x=\"epoch\",\n"," y=\"accuracy\",\n"," data=df_p1,\n"," ax=ax[0],\n"," color=color_p1,\n"," label=f\"{model_name}: P1\",\n"," )\n"," sns.lineplot(\n"," x=\"epoch\",\n"," y=\"accuracy\",\n"," data=df_p2,\n"," ax=ax[0],\n"," color=color_p2,\n"," label=f\"{model_name}: P2\",\n"," )\n"," sns.scatterplot(\n"," x=\"epoch\", y=\"accuracy\", data=best_p1, ax=ax[0], color=color_p1, s=50\n"," )\n"," sns.scatterplot(\n"," x=\"epoch\", y=\"accuracy\", data=best_p2, ax=ax[0], color=color_p2, s=50\n"," )\n","\n"," sns.lineplot(\n"," x=\"epoch\",\n"," y=\"f1\",\n"," data=df_p1,\n"," ax=ax[1],\n"," color=color_p1,\n"," label=f\"{model_name}: P1\",\n"," )\n"," sns.lineplot(\n"," x=\"epoch\",\n"," y=\"f1\",\n"," data=df_p2,\n"," ax=ax[1],\n"," color=color_p2,\n"," label=f\"{model_name}: P2\",\n"," )\n"," sns.scatterplot(x=\"epoch\", y=\"f1\", data=best_p1, ax=ax[1], color=color_p1, s=50)\n"," sns.scatterplot(x=\"epoch\", y=\"f1\", data=best_p2, ax=ax[1], color=color_p2, s=50)"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[],"source":["# plot the results\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import matplotlib.ticker as ticker\n","\n","def plot_model_results(model_name, df_p1, df_p2, ax):\n"," print(f\"Model: {model_name}\")\n"," sns.set_theme(style=\"whitegrid\")\n","\n"," # print the best results\n"," best_p1 = df_p1[df_p1[\"accuracy\"] == df_p1[\"accuracy\"].max()]\n"," best_p2 = df_p2[df_p2[\"accuracy\"] == df_p2[\"accuracy\"].max()]\n","\n"," print(\"Best P1 accuracy:\")\n"," print(best_p1[\"accuracy\"].values[0])\n"," print(\"Best P2 accuracy:\")\n"," print(best_p2[\"accuracy\"].values[0])\n","\n"," plot_results(df_p1, df_p2, best_p1, best_p2, model_name=model_name)\n","\n"," for a in ax:\n"," for line_index, line in enumerate(a.lines):\n"," # Get the data\n"," line_color = line.get_color()\n"," xdata, ydata = line.get_data()\n"," for index in range(xdata.size):\n"," a.annotate( # Use 'a' instead of 'ax' to refer to the current subplot\n"," f\"{ydata[index]:.3f}\",\n"," xy=(xdata[index], ydata[index]),\n"," textcoords=\"offset points\",\n"," xytext=(\n"," 0,\n"," 1,\n"," # -10 if line_index % 2 == 0 else 10,\n"," ), # Adjusted for better visibility\n"," ha=\"center\",\n"," color=line_color,\n"," )\n","\n"," ax[0].set_title(\"Accuracy\")\n"," ax[1].set_title(\"F1\")\n","\n"," # After plotting your data and before plt.show(), add these lines\n"," ax[0].xaxis.set_major_locator(ticker.MaxNLocator(integer=True))\n"," ax[1].xaxis.set_major_locator(ticker.MaxNLocator(integer=True))\n","\n"," plt.show()"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Model: InternLM_2_5-7b\n","Best P1 accuracy:\n","0.7616666666666667\n","Best P2 accuracy:\n","0.7963333333333333\n"]},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["_, ax = plt.subplots(1, 2, figsize=(15, 5))\n","plot_model_results(\"InternLM_2_5-7b\", df_p1, df_p2, ax)"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Model: Llama3-8b\n","Best P1 accuracy:\n","0.7836666666666666\n","Best P2 accuracy:\n","0.7303333333333333\n"]},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["_, ax = plt.subplots(1, 2, figsize=(15, 5))\n","plot_model_results(\"Llama3-8b\", df_p1_llama3, df_p2_llama3, ax)"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Model: GLM-4-9b\n","Best P1 accuracy:\n","0.6053333333333333\n","Best P2 accuracy:\n","0.5986666666666667\n"]},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["_, ax = plt.subplots(1, 2, figsize=(15, 5))\n","plot_model_results(\"GLM-4-9b\", df_p1_glm_4, df_p2_glm_4, ax)"]}],"metadata":{"accelerator":"GPU","application/vnd.databricks.v1+notebook":{"dashboards":[],"environmentMetadata":null,"language":"python","notebookMetadata":{"pythonIndentUnit":4},"notebookName":"07_MAC_+_Qwen2-7B-Instructi_Unsloth_train","widgets":{}},"colab":{"gpuType":"T4","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.9"}},"nbformat":4,"nbformat_minor":0}