{"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":18,"metadata":{},"outputs":[],"source":["df_p2 = df_p2[: len(df_p1)]"]},{"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"," 4 \n"," 4 \n"," THUDM/glm-4-9b-chat-1m_checkpoint-700 \n"," 0.584333 \n"," 0.730090 \n"," 0.584333 \n"," 0.619578 \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","4 4 THUDM/glm-4-9b-chat-1m_checkpoint-700 0.584333 0.730090 \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 \n","4 0.584333 0.619578 "]},"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":19,"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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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}