diff --git "a/competition/00e_InternLM2.5_Results.ipynb" "b/competition/00e_InternLM2.5_Results.ipynb"
--- "a/competition/00e_InternLM2.5_Results.ipynb"
+++ "b/competition/00e_InternLM2.5_Results.ipynb"
@@ -1 +1 @@
-{"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"," 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-175 | \n"," 0.812000 | \n"," 0.812286 | \n"," 0.812000 | \n"," 0.810234 | \n","
\n"," \n"," 2 | \n"," 2 | \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-350 | \n"," 0.765333 | \n"," 0.806889 | \n"," 0.765333 | \n"," 0.779998 | \n","
\n"," \n"," 3 | \n"," 3 | \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-525 | \n"," 0.747667 | \n"," 0.812033 | \n"," 0.747667 | \n"," 0.773122 | \n","
\n"," \n"," 4 | \n"," 4 | \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-700 | \n"," 0.717000 | \n"," 0.804642 | \n"," 0.717000 | \n"," 0.751034 | \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-175 0.812000 0.812286 \n","2 2 internlm/internlm2_5-7b-chat-1m_checkpoint-350 0.765333 0.806889 \n","3 3 internlm/internlm2_5-7b-chat-1m_checkpoint-525 0.747667 0.812033 \n","4 4 internlm/internlm2_5-7b-chat-1m_checkpoint-700 0.717000 0.804642 \n","\n"," recall f1 \n","0 0.787526 0.764922 \n","1 0.812000 0.810234 \n","2 0.765333 0.779998 \n","3 0.747667 0.773122 \n","4 0.717000 0.751034 "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["df_p2_r2 = pd.read_csv(\"results/mgtv-results_p2_r2_full_metrics.csv\")\n","df_p2_r2"]},{"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"," 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"," 0.767333 | \n"," 0.795680 | \n"," 0.767333 | \n"," 0.770909 | \n","
\n"," \n"," 2 | \n"," 2 | \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... | \n"," 0.728667 | \n"," 0.820787 | \n"," 0.728667 | \n"," 0.763019 | \n","
\n"," \n"," 3 | \n"," 3 | \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... | \n"," 0.698000 | \n"," 0.795399 | \n"," 0.698000 | \n"," 0.733230 | \n","
\n"," \n"," 4 | \n"," 4 | \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... | \n"," 0.709333 | \n"," 0.793851 | \n"," 0.709333 | \n"," 0.740102 | \n","
\n"," \n"," 5 | \n"," 5 | \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... | \n"," 0.679333 | \n"," 0.791366 | \n"," 0.679333 | \n"," 0.720183 | \n","
\n"," \n"," 6 | \n"," 6 | \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... | \n"," 0.667000 | \n"," 0.787851 | \n"," 0.667000 | \n"," 0.710294 | \n","
\n"," \n"," 7 | \n"," 7 | \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... | \n"," 0.645667 | \n"," 0.764853 | \n"," 0.645667 | \n"," 0.680705 | \n","
\n"," \n"," 8 | \n"," 8 | \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... | \n"," 0.654667 | \n"," 0.769380 | \n"," 0.654667 | \n"," 0.687044 | \n","
\n"," \n"," 9 | \n"," 9 | \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... | \n"," 0.643000 | \n"," 0.766252 | \n"," 0.643000 | \n"," 0.678544 | \n","
\n"," \n"," 10 | \n"," 10 | \n"," shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... | \n"," 0.647667 | \n"," 0.766725 | \n"," 0.647667 | \n"," 0.684851 | \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... 0.767333 \n","2 2 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.728667 \n","3 3 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.698000 \n","4 4 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.709333 \n","5 5 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.679333 \n","6 6 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.667000 \n","7 7 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.645667 \n","8 8 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.654667 \n","9 9 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.643000 \n","10 10 shenzhi-wang/Llama3-8B-Chinese-Chat_checkpoint... 0.647667 \n","\n"," precision recall f1 \n","0 0.771041 0.730333 0.746484 \n","1 0.795680 0.767333 0.770909 \n","2 0.820787 0.728667 0.763019 \n","3 0.795399 0.698000 0.733230 \n","4 0.793851 0.709333 0.740102 \n","5 0.791366 0.679333 0.720183 \n","6 0.787851 0.667000 0.710294 \n","7 0.764853 0.645667 0.680705 \n","8 0.769380 0.654667 0.687044 \n","9 0.766252 0.643000 0.678544 \n","10 0.766725 0.647667 0.684851 "]},"execution_count":11,"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":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"," 0.581000 | \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":12,"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":13,"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":13,"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":14,"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":15,"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":16,"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":17,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Model: Llama3-8b\n","Best P1 accuracy:\n","0.7836666666666666\n","Best P2 accuracy:\n","0.7673333333333333\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":18,"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}
+{"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"," 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-175 | \n"," 0.812000 | \n"," 0.812286 | \n"," 0.812000 | \n"," 0.810234 | \n","
\n"," \n"," 2 | \n"," 2 | \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-350 | \n"," 0.765333 | \n"," 0.806889 | \n"," 0.765333 | \n"," 0.779998 | \n","
\n"," \n"," 3 | \n"," 3 | \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-525 | \n"," 0.747667 | \n"," 0.812033 | \n"," 0.747667 | \n"," 0.773122 | \n","
\n"," \n"," 4 | \n"," 4 | \n"," internlm/internlm2_5-7b-chat-1m_checkpoint-700 | \n"," 0.717000 | \n"," 0.804642 | \n"," 0.717000 | \n"," 0.751034 | \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-175 0.812000 0.812286 \n","2 2 internlm/internlm2_5-7b-chat-1m_checkpoint-350 0.765333 0.806889 \n","3 3 internlm/internlm2_5-7b-chat-1m_checkpoint-525 0.747667 0.812033 \n","4 4 internlm/internlm2_5-7b-chat-1m_checkpoint-700 0.717000 0.804642 \n","\n"," recall f1 \n","0 0.787526 0.764922 \n","1 0.812000 0.810234 \n","2 0.765333 0.779998 \n","3 0.747667 0.773122 \n","4 0.717000 0.751034 "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["df_p2_r2 = pd.read_csv(\"results/mgtv-results_p2_r2_full_metrics.csv\")\n","df_p2_r2"]},{"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"," 0.0 | \n"," internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf | \n"," 0.510667 | \n"," 0.751987 | \n"," 0.516695 | \n"," 0.542057 | \n","
\n"," \n"," 1 | \n"," 0.2 | \n"," internlm/internlm2_5-7b-chat-1m/checkpoint-35_... | \n"," 0.784333 | \n"," 0.797765 | \n"," 0.784333 | \n"," 0.786494 | \n","
\n"," \n"," 2 | \n"," 0.4 | \n"," internlm/internlm2_5-7b-chat-1m/checkpoint-70_... | \n"," 0.783667 | \n"," 0.799698 | \n"," 0.783667 | \n"," 0.788688 | \n","
\n"," \n"," 3 | \n"," 0.6 | \n"," internlm/internlm2_5-7b-chat-1m/checkpoint-105... | \n"," 0.724333 | \n"," 0.817117 | \n"," 0.724333 | \n"," 0.756580 | \n","
\n"," \n"," 4 | \n"," 0.8 | \n"," internlm/internlm2_5-7b-chat-1m/checkpoint-140... | \n"," 0.803000 | \n"," 0.803141 | \n"," 0.803000 | \n"," 0.802806 | \n","
\n"," \n"," 5 | \n"," 1.0 | \n"," internlm/internlm2_5-7b-chat-1m/checkpoint-175... | \n"," 0.767667 | \n"," 0.810844 | \n"," 0.767667 | \n"," 0.784319 | \n","
\n"," \n"," 6 | \n"," 1.2 | \n"," internlm/internlm2_5-7b-chat-1m/checkpoint-210... | \n"," 0.773667 | \n"," 0.809167 | \n"," 0.773667 | \n"," 0.787687 | \n","
\n"," \n"," 7 | \n"," 1.4 | \n"," internlm/internlm2_5-7b-chat-1m/checkpoint-245... | \n"," 0.762333 | \n"," 0.806229 | \n"," 0.762333 | \n"," 0.777669 | \n","
\n"," \n"," 8 | \n"," 1.6 | \n"," internlm/internlm2_5-7b-chat-1m/checkpoint-280... | \n"," 0.755333 | \n"," 0.808620 | \n"," 0.755333 | \n"," 0.775559 | \n","
\n"," \n"," 9 | \n"," 1.8 | \n"," internlm/internlm2_5-7b-chat-1m/checkpoint-315... | \n"," 0.748000 | \n"," 0.817200 | \n"," 0.748000 | \n"," 0.773991 | \n","
\n"," \n"," 10 | \n"," 2.0 | \n"," internlm/internlm2_5-7b-chat-1m/checkpoint-350... | \n"," 0.756000 | \n"," 0.812688 | \n"," 0.756000 | \n"," 0.777781 | \n","
\n"," \n","
\n","
"],"text/plain":[" epoch model accuracy \\\n","0 0.0 internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf 0.510667 \n","1 0.2 internlm/internlm2_5-7b-chat-1m/checkpoint-35_... 0.784333 \n","2 0.4 internlm/internlm2_5-7b-chat-1m/checkpoint-70_... 0.783667 \n","3 0.6 internlm/internlm2_5-7b-chat-1m/checkpoint-105... 0.724333 \n","4 0.8 internlm/internlm2_5-7b-chat-1m/checkpoint-140... 0.803000 \n","5 1.0 internlm/internlm2_5-7b-chat-1m/checkpoint-175... 0.767667 \n","6 1.2 internlm/internlm2_5-7b-chat-1m/checkpoint-210... 0.773667 \n","7 1.4 internlm/internlm2_5-7b-chat-1m/checkpoint-245... 0.762333 \n","8 1.6 internlm/internlm2_5-7b-chat-1m/checkpoint-280... 0.755333 \n","9 1.8 internlm/internlm2_5-7b-chat-1m/checkpoint-315... 0.748000 \n","10 2.0 internlm/internlm2_5-7b-chat-1m/checkpoint-350... 0.756000 \n","\n"," precision recall f1 \n","0 0.751987 0.516695 0.542057 \n","1 0.797765 0.784333 0.786494 \n","2 0.799698 0.783667 0.788688 \n","3 0.817117 0.724333 0.756580 \n","4 0.803141 0.803000 0.802806 \n","5 0.810844 0.767667 0.784319 \n","6 0.809167 0.773667 0.787687 \n","7 0.806229 0.762333 0.777669 \n","8 0.808620 0.755333 0.775559 \n","9 0.817200 0.748000 0.773991 \n","10 0.812688 0.756000 0.777781 "]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["df_p2_r3 = pd.read_csv(\"results/mgtv-results_p2_r3_full_metrics.csv\")\n","df_p2_r3"]},{"cell_type":"code","execution_count":11,"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":12,"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":13,"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":["