{"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"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
epochmodelaccuracyprecisionrecallf1
00internlm/internlm2_5-7b-chat-1m0.7596670.7418540.7810140.758887
11internlm/internlm2_5-7b-chat-1m_checkpoint-440.7616670.8108730.7616670.780018
22internlm/internlm2_5-7b-chat-1m_checkpoint-880.7413330.8161820.7413330.769524
33internlm/internlm2_5-7b-chat-1m_checkpoint-1320.7550000.8098290.7550000.775657
44internlm/internlm2_5-7b-chat-1m_checkpoint-1760.7190000.8033070.7190000.750319
\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"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
epochmodelaccuracyprecisionrecallf1
00internlm/internlm2_5-7b-chat-1m0.7660000.7479690.7875260.764922
11internlm/internlm2_5-7b-chat-1m_checkpoint-1750.8120000.8122860.8120000.810234
22internlm/internlm2_5-7b-chat-1m_checkpoint-3500.7653330.8068890.7653330.779998
33internlm/internlm2_5-7b-chat-1m_checkpoint-5250.7476670.8120330.7476670.773122
44internlm/internlm2_5-7b-chat-1m_checkpoint-7000.7170000.8046420.7170000.751034
\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":8,"metadata":{},"output_type":"execute_result"}],"source":["df_p2 = pd.read_csv(\"results/mgtv-results_p2_r2_full_metrics.csv\")\n","df_p2"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[],"source":["df_p2 = df_p2[: len(df_p1)]"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
epochmodelaccuracyprecisionrecallf1
00shenzhi-wang/Llama3-8B-Chinese-Chat_torch.bflo...0.7836670.7667120.7929170.767940
11shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...0.7706670.8072750.7706670.783572
22shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...0.7240000.8118050.7240000.756227
33shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...0.6756670.7811760.6756670.710846
44shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...0.6496670.7798970.6496670.693184
\n","
"],"text/plain":[" epoch model accuracy \\\n","0 0 shenzhi-wang/Llama3-8B-Chinese-Chat_torch.bflo... 0.783667 \n","1 1 shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint... 0.770667 \n","2 2 shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint... 0.724000 \n","3 3 shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint... 0.675667 \n","4 4 shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint... 0.649667 \n","\n"," precision recall f1 \n","0 0.766712 0.792917 0.767940 \n","1 0.807275 0.770667 0.783572 \n","2 0.811805 0.724000 0.756227 \n","3 0.781176 0.675667 0.710846 \n","4 0.779897 0.649667 0.693184 "]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["df_p1_llama3 = pd.read_csv(\"results/mgtv-llama3_p1_r2_full_metrics.csv\")\n","df_p1_llama3"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
epochmodelaccuracyprecisionrecallf1
00shenzhi-wang/Llama3-8B-Chinese-Chat_torch.bflo...0.7300000.7709740.7300000.746291
11shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...0.7180000.8113090.7180000.750106
22shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...0.7273330.8025120.7273330.754982
33shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...0.6883330.7816170.6883330.716763
44shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...0.6406670.7636300.6406670.680793
\n","
"],"text/plain":[" epoch model accuracy \\\n","0 0 shenzhi-wang/Llama3-8B-Chinese-Chat_torch.bflo... 0.730000 \n","1 1 shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint... 0.718000 \n","2 2 shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint... 0.727333 \n","3 3 shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint... 0.688333 \n","4 4 shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint... 0.640667 \n","\n"," precision recall f1 \n","0 0.770974 0.730000 0.746291 \n","1 0.811309 0.718000 0.750106 \n","2 0.802512 0.727333 0.754982 \n","3 0.781617 0.688333 0.716763 \n","4 0.763630 0.640667 0.680793 "]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["df_p2_llama3 = pd.read_csv(\"results/mgtv-llama3_p2_r2_full_metrics.csv\")\n","df_p2_llama3"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
epochmodelaccuracyprecisionrecallf1
00THUDM/glm-4-9b-chat-1m0.5810000.7030060.5810000.616915
11THUDM/glm-4-9b-chat-1m_checkpoint-1750.4650000.4626980.4780670.452823
22THUDM/glm-4-9b-chat-1m_checkpoint-3500.5790000.6772050.5790000.607769
33THUDM/glm-4-9b-chat-1m_checkpoint-5250.6053330.7220230.6053330.637907
44THUDM/glm-4-9b-chat-1m_checkpoint-7000.5930000.7202870.5930000.631179
\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"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
epochmodelaccuracyprecisionrecallf1
00THUDM/glm-4-9b-chat-1m0.3950000.6676480.3950000.458390
11THUDM/glm-4-9b-chat-1m_checkpoint-1750.5946670.7056250.5946670.631524
22THUDM/glm-4-9b-chat-1m_checkpoint-3500.5490000.7006540.5490000.595640
33THUDM/glm-4-9b-chat-1m_checkpoint-5250.5986670.7150510.5986670.625357
44THUDM/glm-4-9b-chat-1m_checkpoint-7000.5843330.7300900.5843330.619578
\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","0.812\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","0.73\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}