{"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":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 21 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 text 3000 non-null object\n"," 1 label 3000 non-null object\n"," 2 title 3000 non-null object\n"," 3 puzzle 3000 non-null object\n"," 4 truth 3000 non-null object\n"," 5 internlm/internlm2_5-7b-chat-1m_4bit_rp1.0 3000 non-null object\n"," 6 internlm/internlm2_5-7b-chat-1m_4bit_rp1.01 3000 non-null object\n"," 7 internlm/internlm2_5-7b-chat-1m_4bit_rp1.02 3000 non-null object\n"," 8 internlm/internlm2_5-7b-chat-1m_4bit_rp1.03 3000 non-null object\n"," 9 internlm/internlm2_5-7b-chat-1m_4bit_rp1.04 3000 non-null object\n"," 10 internlm/internlm2_5-7b-chat-1m_4bit_rp1.05 3000 non-null object\n"," 11 internlm/internlm2_5-7b-chat-1m_4bit_rp1.06 3000 non-null object\n"," 12 internlm/internlm2_5-7b-chat-1m_4bit_rp1.07 3000 non-null object\n"," 13 internlm/internlm2_5-7b-chat-1m_4bit_rp1.08 3000 non-null object\n"," 14 internlm/internlm2_5-7b-chat-1m_4bit_rp1.09 3000 non-null object\n"," 15 internlm/internlm2_5-7b-chat-1m_4bit_rp1.1 3000 non-null object\n"," 16 internlm/internlm2_5-7b-chat-1m_4bit_rp1.11 3000 non-null object\n"," 17 internlm/internlm2_5-7b-chat-1m_4bit_rp1.12 3000 non-null object\n"," 18 internlm/internlm2_5-7b-chat-1m_4bit_rp1.1300000000000001 3000 non-null object\n"," 19 internlm/internlm2_5-7b-chat-1m_4bit_rp1.1400000000000001 3000 non-null object\n"," 20 internlm/internlm2_5-7b-chat-1m_4bit_rp1.1500000000000001 3000 non-null object\n","dtypes: object(21)\n","memory usage: 492.3+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(\"results/mgtv-results_internlm_4bit.csv\")\n","df.info()"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.0',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.01',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.02',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.03',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.04',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.05',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.06',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.07',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.08',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.09',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.1',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.11',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.12',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.1300000000000001',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.1400000000000001',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.1500000000000001']"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"data":{"text/plain":["['internlm/internlm2_5-7b-chat-1m_4bit_rp1.0',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.01',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.02',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.03',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.04',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.05',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.06',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.07',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.08',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.09',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.1',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.11',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.12',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.1300000000000001',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.1400000000000001',\n"," 'internlm/internlm2_5-7b-chat-1m_4bit_rp1.1500000000000001']"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["columns = df.columns[5:].to_list()\n","columns"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[],"source":["import matplotlib.pyplot as plt\n","from matplotlib import rcParams\n","\n","\n","def plot_value_counts(df, column):\n"," font_family = rcParams[\"font.family\"]\n"," # Set the font to SimHei to support Chinese characters\n"," rcParams[\"font.family\"] = \"STHeiti\"\n"," rcParams[\"axes.unicode_minus\"] = (\n"," False # This is to support the minus sign in Chinese.\n"," )\n","\n"," plt.figure(figsize=(12, 6))\n"," df[column].value_counts().plot(kind=\"bar\")\n"," # add values on top of bars\n"," for i, v in enumerate(df[column].value_counts()):\n"," plt.text(i, v + 0.1, str(v), ha=\"center\")\n"," plt.show()\n","\n"," rcParams[\"font.family\"] = font_family"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.0 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.0\n","不是 1592\n","是 1070\n","不重要 269\n","回答正确 35\n","问法错误 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.01 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.01\n","不是 1592\n","是 1070\n","不重要 269\n","回答正确 35\n","问法错误 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.02 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.02\n","不是 1592\n","是 1070\n","不重要 269\n","回答正确 35\n","问法错误 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.03 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.03\n","不是 1592\n","是 1070\n","不重要 269\n","回答正确 35\n","问法错误 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.04 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.04\n","不是 1592\n","是 1070\n","不重要 269\n","回答正确 35\n","问法错误 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.05 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.05\n","不是 1592\n","是 1070\n","不重要 269\n","回答正确 35\n","问法错误 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.06 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.06\n","不是 1592\n","是 1070\n","不重要 269\n","回答正确 35\n","问法错误 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.07 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.07\n","不是 1592\n","是 1070\n","不重要 269\n","回答正确 35\n","问法错误 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.08 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.08\n","不是 1592\n","是 1058\n","不重要 269\n","回答正确 35\n","问法错误 34\n","是的 12\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI2CAYAAACmDVBwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABk5klEQVR4nO3deVxUdf///+cgywwguIQLCiku5NLuUmnlmpamolbXlRW55Za5lV2mkpdWti9XWra4L5ef1NIkNb1Mc0nNMssyDRUFFzAB2WSGYZjfH/6YbxNoSnMYwcf9djs34f1+n+F14Kg857zP+5icTqdTAAAAAADAED7eLgAAAAAAgIqM4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABjI19sFeEphYaFOnjypypUry2QyebscAAAAAEAF53Q6lZ2drfDwcPn4XPi6doUJ3idPnlRERIS3ywAAAAAAXGWSk5NVt27dC/ZXmOBduXJlSecPOCQkxMvVAAAAAAAquqysLEVERLjy6IVUmOBdNL08JCSE4A0AAAAAKDN/dbszi6sBAAAAAGAggjcAAAAAAAYieAMAAAAAYCCCNwAAAAAABiJ4AwAAAABgIII3AAAAAAAGIngDAAAAAGAggjcAAAAAAAYieFcw7du3l4+Pj15//fVifXXq1JGvr69re/XVVyVJdrtdkyZNUmRkpMLCwvTEE08oJyfHtV9GRoZiY2MVFhamevXq6eWXX1ZhYWGZHRMAAAAAlGcE7wpm06ZNiouLK9Z+9uxZBQQEqKCgwLWNHz9ekjRp0iT9/PPP2rlzpw4ePCin06nhw4e79u3bt6/q1Kmjw4cPa8OGDVq5cqVmzJhRZscEAAAAAOWZr7cLQNn45ZdfFB0dXWLfwoUL9fPPP6tatWqSpPfff1916tSRzWbT/v37dfr0ab344osymUwKCQnR3Llz9dBDD+mpp54qy0MAAAAAgHLJsCveS5YsUUJCglEvj8u0f//+CwZvh8Mhk8nk1lZQUKDs7Gw5HA6NHTvWrT8iIkKpqamG1gsAAAAAFUWpgvfF7iOWpBMnTmjMmDHy8/Nza586dapq1qypkJAQDRgwwO0+4qysLPXr10/BwcEKDw/XK6+8UprScAG//PKLli5dqmrVqummm27Sl19+6err06ePBg4cqFOnTik9PV3Dhg1TzZo1dc0116hFixbq37+/22vFx8erRYsWZX0IAAAAAFAulSp4X+g+4iJjxozRmDFjVK9ePVfbrFmztHLlSu3cuVPHjx+XyWTS4MGDXf1PPPGE/Pz8dOLECe3YsUPLly/XBx98UJryUIJu3brpm2++UUpKit544w0NGDBA+/fvlyS99tprCgsL04033qjrr79eH3/8sSZOnFji66SkpGjcuHEX/fkDAAAAAP4fk9PpdJZmxylTpig4OFhPP/20W/vGjRs1atQo/fDDD25XvKOjo7VkyRLdeuutks6vpN2gQQNt2rRJZrNZt9xyi44dOyaz2SxJ+vXXX3Xvvffq6NGjl1RPVlaWQkNDlZmZqZCQkNIcUoVxoZ/NH/3nP//RsWPH9MYbb7i1Dx8+XAkJCdqwYUOxfWw2mzp06KD77rvvgsEcAAAAAK4Wl5pDPbq4mt1u11NPPaVZs2a5he7Tp08rNzfXFbolyc/PTz169NBXX32l0NBQde7c2RW6JalJkyYKDg5WQkKCGjVq5MkyISkqKkrbt293a9u9e7cWL16sH3/8scR9Bg4cqIiICD333HNlUSIAAAAAVAgeXVztnXfe0eHDh/XAAw+oUaNGWr9+vSQpKSlJDRs2LDY+OjpaR44c+cv+kthsNmVlZbltKNm0adP0+eefu7Vt27ZNjRs3dn3ucDg0dOhQvfDCC263CBSZMmWKjhw5onnz5hVbiA0AAAAAcGEeu+Kdm5url19+WTNnztQ//vEPbdiwQf369dNPP/2kvLw8BQYGFtvHYrEoLy/vL/tLMn36dP373//2VPkV2i233KKRI0cqMjJSjRs31ieffKLZs2e7XdmeOXOmLBaLRowYUWz/xYsXa+HChdqxY4fbrAQAAAAAwF/zWPBev369OnTooIEDB0qSevXqpW3btmnhwoXq0KGDrFZrsX3S0tIUGBgoi8Wic+fOXbC/JBMmTNDYsWNdn2dlZSkiIsJDR1OxdOvWTSdPnlSfPn104sQJ3XzzzVq1apXCw8NdYypXrqzZs2fLx8d9EsTWrVs1YMAA2e12t/GSdPjwYV177bVlcgwAAAAAUF55LHgfOnRIzZs3d2u74YYbtGvXLkVGRioxMbHYPomJiWrRooVCQkK0du3aEvujoqJK/HoBAQEKCAjwTPEGq/evL8r4K7aUrNIMt68bLj3wH9WSdErSw59nSJ//sb+GdPCQpEPFXq32mE9L/Cp3v/+zpJ89V/afHH25m2GvDQAAAABlxWP3eNetW1c//+wewvbt26f69eurRo0a8vf318GDB119BQUFWrVqlTp27Kg2bdpo48aNKigocPX//PPPstlsJd77DQAAAABAeeGx4N2jRw/t2rVLs2fP1rlz5/T5559ryZIlio2NlXT+2d6DBg3S8ePHlZ2drZEjR6pTp06qX7++6tSpozvuuENjxoxRTk6OkpOTNXjwYE2aNMlT5QEAAAAA4BUeC95BQUH68ssvtWDBAtWqVUsvv/yy4uPjFRYWJkkaOnSoOnfurFtuuUV16tRRfn6+Zs2a5dr/gw8+UHp6umrVqqVWrVqpd+/ervvFAQAAAAAor0xOp9Pp7SI84VIfXO4NZX+Pd8XAPd4AAAAArmSXmkM9+hxvAAAAAADgjuANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYqFTBu3379vLx8dHrr79+wTF2u12TJ092a/vwww8VGRmpoKAgxcTEKDU11W38U089papVq6p69ep65plnVFBQUJryAAAAAAC4YpQqeG/atElxcXEXHRMXF6cffvjB9fm6dev00ksvKT4+XmfOnFHz5s0VExPj6p88ebJ+++03HThwQAcOHND+/fuLBXcAAAAAAMobQ6aab9++XW+++aZb21tvvaU33nhDN9xwgywWi6ZNm6bCwkJ99dVXys/P10cffaR58+apZs2aCgsL04IFC/Txxx8rNzfXiBIBAAAAACgTHg/eOTk5io2N1dNPP+1qczqd2rVrl7p16+Y2tm/fvtq4caP27t2rJk2aqFatWq6+6tWrq3Xr1vrmm288XSIAAAAAAGXG48F71KhR6tatmzp37uxqS0tLU5UqVWQ2m93GRkdH68iRI0pKSlLDhg2LvVZRf0lsNpuysrLcNgAAAAAArjQeDd6rVq3Szp079corr7i15+XlKTAwsNh4i8WivLy8v+wvyfTp0xUaGuraIiIiPHMQAAAAAAB4kMeC9+nTpzVixAgtWrSo2JVti8Uiq9VabJ+0tDQFBgb+ZX9JJkyYoMzMTNeWnJzsmQMBAAAAAMCDfD31QsOGDVNqaqpuv/12SVJhYaEcDodq1aqlU6dO6ezZs7Lb7fLz83Ptk5iYqKioKEVGRioxMbHYayYmJqpPnz4lfr2AgAAFBAR4qnwAAAAAAAzhsSveK1askN1ul9VqldVq1fr163XvvfcqJSVFJpNJLVq00FdffeW2z/Lly9WpUyfddNNN2r9/vzIyMlx96enp2rVrl+644w5PlQgAAAAAQJkz5HFiJRk7dqxGjx6tAwcOyGq1atq0abJYLGrXrp38/f3Vv39/DR48WGlpaTpz5owGDBigJ5988oJTzQEAAAAAKA/KLHh37dpVo0ePVufOnVWtWjXt2bNHK1ascPVPnTpVtWvXVoMGDdS4cWM1atRIU6ZMKavyAAAAAAAwhMnpdDq9XYQnZGVlKTQ0VJmZmQoJCfF2OW7q/esLb5dQLh19udtfDwIAAAAAL7nUHFpmV7wBAAAAALgaEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADlSp4t2/fXj4+Pnr99dfd2rdt26bWrVsrJCREt912m3bu3OnWP3XqVNWsWVMhISEaMGCAcnJyXH1ZWVnq16+fgoODFR4erldeeaU0pQEAAAAAcEUpVfDetGmT4uLi3NoSEhL04IMP6sUXX1RqaqrGjx+vXr166fjx45KkWbNmaeXKldq5c6eOHz8uk8mkwYMHu/Z/4okn5OfnpxMnTmjHjh1avny5Pvjgg79xaAAAAAAAeJ+vp15oxowZGjt2rDp16iRJ6t27t3bt2qVPPvlEY8eO1VtvvaUlS5aofv36ks4H8QYNGujw4cMym83atGmTjh07JrPZrNDQUC1YsED33nuvhgwZ4qkSAQAAAAAocx4L3vXr11e3bt3c2iIiIpScnKzTp08rNzdXt956q6vPz89PPXr00FdffaXQ0FB17txZZrPZ1d+kSRMFBwcrISFBjRo18lSZAAAAAACUKY8trjZ69OhiATk+Pl4tWrRQUlKSGjZsWGyf6OhoHTly5C/7AQAAAAAorwxb1XzevHlKSUlRTEyM8vLyFBgYWGyMxWJRXl7eX/aXxGazKSsry20DAAAAAOBKY0jw3r17t5599ln997//la+vrywWi6xWa7FxaWlpCgwM/Mv+kkyfPl2hoaGuLSIiwuPHAQAAAADA3+Xx4J2UlKSYmBjNnj1bTZo0kSRFRkYqMTGx2NjExERFRUX9ZX9JJkyYoMzMTNeWnJzs2QMBAAAAAMADPBq8s7Oz1b17dz3zzDPq3r27q71GjRry9/fXwYMHXW0FBQVatWqVOnbsqDZt2mjjxo0qKChw9f/888+y2Wwl3vstSQEBAQoJCXHbAAAAAAC40ngseDscDj344IO66667NGrUqGL9Y8aM0aBBg3T8+HFlZ2dr5MiR6tSpk+rXr686derojjvu0JgxY5STk6Pk5GQNHjxYkyZN8lR5AAAAAAB4hceC98iRI7Vu3TrNmjVLvr6+rq1jx46SpKFDh6pz58665ZZbVKdOHeXn52vWrFmu/T/44AOlp6erVq1aatWqlXr37q2BAwd6qjwAAAAAALzC5HQ6nd4uwhOysrIUGhqqzMzMK27aeb1/feHtEsqloy93++tBAAAAAOAll5pDDXucGAAAAAAAIHgDAAAAAGAogjcAAAAAAAYieAMAAAAAYCCCNwAAAAAABiJ4AwAAAABgIII3AAAAAAAGIngDAAAAAGAggjcAAAAAAAYieAMAAAAAYCCCNwAAAAAABiJ4AwAAAABgIII3AAAAAAAGIngDAAAAAGAggjcAAAAAAAYieAMAAAAAYCCCNwAAAAAABiJ4AwAAAABgIII3AAAAAAAGIngDAAAAAGAggjcAAAAAAAYieAMAAAAAYCCCN4BSad++vXx8fPT666+7tW/fvl033XSTLBaLWrZsqW+//datPyEhQT4+PvL19XVtu3btkiTl5eVp5MiRqlGjhmrVqqVnn31WBQUFZXZMAAAAgBEI3gBKZdOmTYqLi3NrS01NVUxMjOLi4pSVlaWJEyeqZ8+eSklJcY355ZdfFBsbq4KCAtfWunVrSdIzzzwjm82mgwcP6sCBA8rMzNSLL75YpscFAAAAeBrBG4DHzJkzRw899JB69+4tPz8/9erVS7GxsXrvvfdcY3755Rddd911Je6/efNmPfvss6pataqqVKmiZ555Rp999llZlQ8AAAAYguANwGO2bt2qnj17urX17dtXGzdudH2+f/9+RUdHl7j//fffr+eee06nT5/WmTNnNHnyZNWsWdPQmgEAAACjEbwBeExSUpIaNmzo1hYdHa0jR464Pv/ll180atQoVa1aVffcc48OHTrk6psyZYp+++031axZU2FhYdqyZYvefPPNMqsfAAAAMALBG4DH5OXlKTAw0K3NYrEoLy/P9fmkSZP03Xff6fjx4+rdu7e6du0qm80mSXr00Ud1/fXX69SpU0pNTVX//v116tSpMj0GAAAAwNN8vV0AgIrDYrHIarW6taWlpbmF8b59+7o+Hjp0qNavX6/169crIiJCP/30k37++Wf5+p7/p+nf//637rjjDl1//fVMOQcAAEC5xRVvAB4TGRmpxMREt7bExERFRUVdcJ+oqCgdP35cBw8e1O233+4K3ZLk4+OjJk2aaNu2bYbVDAAAABiN4A3AY9q2bat169a5tS1fvlydOnWSJPXu3VvJyclu/du3b1fjxo0VFRWlAwcOuPU5nU7t3btXtWrVMrZwAAAAwEAEbwAeM3DgQM2fP19r165VQUGB4uPjtXTpUg0fPlyS1KBBAw0ZMkQnT55UWlqaxowZI4fDofbt26tFixby8/PTpEmTlJ6erjNnzmjMmDHy9fV1PecbAAAAKI8I3gA8pmbNmlq2bJkmTJig4OBgTZkyRStXrlSNGjUkSS+++KIaN26sm266SfXq1VNSUpJWrlwpHx8fmUwmLVu2TAcPHtS1116rZs2a6cyZM4qPj3ebfg4AAACUNyan0+n0dhGekJWVpdDQUGVmZiokJMTb5bip968vvF1CuXT05W7eLqHc4VwrHc41AAAAlMal5lCueAMAAAAAYCCCNwAAAAAABiJ4AwAAAABgIII3AAAAAAAGIngDAAAAAGAggjcAAAAAAAYieAMAAAAAYCCCNwAAAAAABiJ4AwAAAABgIII3AAAAAAAGKlXwbt++vXx8fPT666+7tW/fvl033XSTLBaLWrZsqW+//dat/8MPP1RkZKSCgoIUExOj1NRUV5/dbtdTTz2lqlWrqnr16nrmmWdUUFBQmvIAAAAAALhilCp4b9q0SXFxcW5tqampiomJUVxcnLKysjRx4kT17NlTKSkpkqR169bppZdeUnx8vM6cOaPmzZsrJibGtf/kyZP122+/6cCBAzpw4ID279+vyZMn/41DAwAAAADA+zw21XzOnDl66KGH1Lt3b/n5+alXr16KjY3Ve++9J0l666239MYbb+iGG26QxWLRtGnTVFhYqK+++kr5+fn66KOPNG/ePNWsWVNhYWFasGCBPv74Y+Xm5nqqRAAAAAAAypzHgvfWrVvVs2dPt7a+fftq48aNcjqd2rVrl7p161Zi/969e9WkSRPVqlXL1Ve9enW1bt1a33zzjadKBAAAAACgzHkseCclJalhw4ZubdHR0Tpy5IjS0tJUpUoVmc3mEvtL2veP/SWx2WzKyspy2wAAAAAAuNJ4LHjn5eUpMDDQrc1isSgvL6/EvsvpL8n06dMVGhrq2iIiIjxzIAAAAAAAeJDHgrfFYpHVanVrS0tLU2BgYIl9l9NfkgkTJigzM9O1JScne+ZAAAAAAADwII8F78jISCUmJrq1JSYmKioqStWrV9fZs2dlt9tL7C9p3z/2lyQgIEAhISFuGwAAAAAAVxqPBe+2bdtq3bp1bm3Lly9Xp06dZDKZ1KJFC3311Vcl9t90003av3+/MjIyXH3p6enatWuX7rjjDk+VCAAAAABAmfNY8B44cKDmz5+vtWvXqqCgQPHx8Vq6dKmGDx8uSRo7dqxGjx6tAwcOyGq1atq0abJYLGrXrp38/f3Vv39/DR48WGlpaTpz5owGDBigJ5988oJTzQEAAAAAKA88Frxr1qypZcuWacKECQoODtaUKVO0cuVK1ahRQ5LUtWtXjR49Wp07d1a1atW0Z88erVixwrX/1KlTVbt2bTVo0ECNGzdWo0aNNGXKFE+VBwAAAACAV5icTqfT20V4QlZWlkJDQ5WZmXnF3e9d719feLuEcunoy93+ehDccK6VDucaAAAASuNSc6jHrngDAAAAAIDiCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBPBq809LS9Mgjj6hatWqKjIzUG2+84er79ddf1bZtW1ksFjVr1kxr1qxx23flypVq3LixLBaLOnTooISEBE+WBgAAAACAV3g0eMfGxqphw4ZKTk7W7t27tXXrVs2fP182m0333Xef/vnPfyozM1OzZs3SoEGDtG/fPknSvn37NGTIEH300UfKzMzUgw8+qK5du8pqtXqyPAAAAAAAypxHg/eWLVv03HPPKSgoSDVr1tTIkSP12Wef6dNPP1Xz5s01YsQI+fv7684771RcXJxee+01SdKMGTM0fvx43X333fL399fQoUPVsmVLLVmyxJPlAQAAAABQ5jwavLt166bx48crKytLycnJeumll1SzZk1t3bpVPXv2dBvbt29fbdy4UZL+sh8AAAAAgPLKo8F75syZWrFihUJDQxUZGalTp07p+eefV1JSkho2bOg29pprrpHVapXNZtOJEycUFRXl1h8dHa0jR45c8GvZbDZlZWW5bQAAAAAAXGk8FrwLCgp0//336+GHH1ZaWpqOHTumrl276vTp08rLy1NgYGCxfSwWi/Ly8lRYWCgfH58S+y5k+vTpCg0NdW0RERGeOhQAAAAAADzGY8E7Pj5eFotFr7zyimtV82nTpql///7y9/cvcaG09PR0BQYGysfHR06n060vLS2txLBeZMKECcrMzHRtycnJnjoUAAAAAAA8xmPB++DBg7rzzjvd2oKCglSlShVJUmJioltfSkqKqlWrJn9/f9WpU0dJSUlu/YmJicWmn/9RQECAQkJC3DYAAAAAAK40HgveUVFROnDggFub1WrVr7/+qkceeUTr1q1z61u+fLk6deokSWrbtu1F+wEAAAAAKK88Frzvv/9+7dmzRzNnzlR2drZOnDih2NhY3X777erTp4++/fZbLViwQHa7XTt27NCrr76qZ555RpI0cuRIvfDCC9q1a5fsdrvmzJmjn376Sf/85z89VR4AAAAAAF7hseBtNpsVHx+vzz//XDVr1lTr1q1Vo0YNLViwQGazWatXr9aHH36oypUra+DAgfrwww/VrFkzSdL111+vd999V48++qhCQkK0aNEirVmzRgEBAZ4qDwAAAAAAr/D15Is1atRIX375ZYl9TZs21bZt2y64b69evdSrVy9PlgMAAAAAgNd59DneAAAAAADAHcEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxG8AQAAAAAwEMEbAAAAAAADEbwBAAAAADAQwRsAAAAAAAMRvAEAAAAAMBDBGwAAAAAAAxkavI8dO6b58+cb+SUAAAAAALiiGRq8R40apdTUVNfn27dv10033SSLxaKWLVvq22+/dRv/4YcfKjIyUkFBQYqJiXHbFwAAAACA8siw4L1mzRodPnxYY8eOlSSlpqYqJiZGcXFxysrK0sSJE9WzZ0+lpKRIktatW6eXXnpJ8fHxOnPmjJo3b66YmBijygMAAAAAoEwYErxtNptGjx6tWbNmydfXV5I0Z84cPfTQQ+rdu7f8/PzUq1cvxcbG6r333pMkvfXWW3rjjTd0ww03yGKxaNq0aSosLNRXX31lRIkAAAAAAJQJQ4L3q6++qrvuuktt2rRxtW3dulU9e/Z0G9e3b19t3LhRTqdTu3btUrdu3UrsBwAAAACgvPJ48E5OTtb06dP15ZdfqmrVqho3bpwKCwuVlJSkhg0buo2Njo7WkSNHlJaWpipVqshsNpfYXxKbzaasrCy3DQAAAACAK43Hg/e0adPUuXNnff/999qzZ4+2bdummTNnKi8vT4GBgW5jLRaL8vLySuz7Y39Jpk+frtDQUNcWERHh6UMBAAAAAOBv8/X0C65atUoHDhxQ1apVJUmzZ8/Wgw8+KIvFIqvV6jY2LS1NgYGBJfb9sb8kEyZMcC3cJklZWVmEbwAAAADAFcejV7x///13BQUFuUK3JDVr1kzHjx9XZGSkEhMT3cYnJiYqKipK1atX19mzZ2W320vsL0lAQIBCQkLcNgAAAAAArjQeDd7Vq1dXRkaGMjIyXG379+9XZGSk2rZtq3Xr1rmNX758uTp16iSTyaQWLVoUW8G8qB8AAAAAgPLKo8Hbx8dHjz/+uB5//HGdPn1aiYmJGjRokEaNGqWBAwdq/vz5Wrt2rQoKChQfH6+lS5dq+PDhkqSxY8dq9OjROnDggKxWq6ZNmyaLxaJ27dp5skQAAAAAAMqUx+/xfvnll/Xss8+qefPmCgoK0lNPPaXBgwdLkpYtW6YRI0YoJiZGzZs318qVK1WjRg1JUteuXXXs2DF17txZaWlp6tKli1asWOHp8gAAAAAAKFMmp9Pp9HYRnpCVlaXQ0FBlZmZecfd71/vXF94uoVw6+nK3vx4EN5xrpcO5BgAAgNK41Bzq8ceJAQAAAACA/4fgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGMjQ4P3aa6/pzJkzkqRff/1Vbdu2lcViUbNmzbRmzRq3sStXrlTjxo1lsVjUoUMHJSQkGFkaAAAAAABlwrDg/dNPP2ny5MmSJJvNpvvuu0///Oc/lZmZqVmzZmnQoEHat2+fJGnfvn0aMmSIPvroI2VmZurBBx9U165dZbVajSoPAAAAAIAyYUjwzs/P16OPPqqCggJJ0qeffqrmzZtrxIgR8vf315133qm4uDi99tprkqQZM2Zo/Pjxuvvuu+Xv76+hQ4eqZcuWWrJkiRHlAQAAAABQZgwJ3hMnTtT111+vunXrSpK2bt2qnj17uo3p27evNm7ceEn9AAAAAACUVx4P3lu2bNHy5cs1c+ZMV1tSUpIaNmzoNu6aa66R1WqVzWbTiRMnFBUV5dYfHR2tI0eOeLo8AAAAAADKlK8nXywrK0uPP/645s6dq9DQUFd7Xl6eAgMDi423WCzKy8tTYWGhfHx8Suy7EJvNJpvN5va1AQAAAAC40nj0ivdTTz2lPn36qF27dm7tFoulxIXS0tPTFRgYKB8fHzmdTre+tLS0EsN6kenTpys0NNS1RUREeOQYAAAAAADwJI8F71WrVmnx4sV69913ZTabZTabdezYMdWtW1e//PKLEhMT3canpKSoWrVq8vf3V506dZSUlOTWn5iYWGz6+R9NmDBBmZmZri05OdlThwIAAAAAgMd4LHj37NlTdrtdVqvVtV177bU6fvy4XnzxRa1bt85t/PLly9WpUydJUtu2bS/aX5KAgACFhIS4bQAAAAAAXGkMe473H/Xu3VvffvutFixYILvdrh07dujVV1/VM888I0kaOXKkXnjhBe3atUt2u11z5szRTz/9pH/+859lUR4AAAAAAIYpk+BtNpu1evVqffjhh6pcubIGDhyoDz/8UM2aNZMkXX/99Xr33Xf16KOPKiQkRIsWLdKaNWsUEBBQFuUBAAAAAGAYj65q/mdHjx51fdy0aVNt27btgmN79eqlXr16GVkOAAAAAABlrkyueAMAAAAAcLUieAMAAAAAYCCCNwAAAAAABiJ4AwAAAABgIII3AAAAAAAGIngDAAAAAGAggjcAAAAAAAYieAMAAAAAYCCCNwAAAAAABiJ4AwAAAABgIII3AAAAAAAGIngDAAAAAGAggjcAAAAAAAYieAMAAAAAYCCCNwAAAAAABiJ4AwAAAABgIII3AAAAAAAGIngDAAAAAGAggjcAoEJZsmSJEhISvF0GAACAC8EbAFAuZGRkKDY2VmFhYapXr55efvllFRYWuo05ceKExowZIz8/P1dbdna2hg0bppo1ayo8PFwTJkyQ3W4v6/IBAMBVjOANACgX+vbtqzp16ujw4cPasGGDVq5cqRkzZriNGTNmjMaMGaN69eq52gYNGqTCwkIdOHBA3333nX7++WdNmzatjKsHAABXM4I3AOCK98MPP+j06dN68cUXFRISokaNGmnu3Ln6+OOPXWM2btyo/fv3a9y4ca62c+fOadOmTXrvvfdUtWpVhYeHa/78+Zo/f743DgMAAFylfL1dAAAAf8XhcGjs2LEymUyutoiICKWmpkqS7Ha7nnrqKc2aNcttmnlhYaGcTmex10tPTze+aAAAgP8fV7wBAFe8Fi1aqH///m5t8fHxatGihSTpnXfe0eHDh/XAAw+oUaNGWr9+vSQpODhYLVu21MiRI5WRkaGTJ08qNjZWd955Z5kfAwAAuHpxxRsAUO6kpKRo3Lhx+vTTT5Wbm6uXX35ZM2fO1D/+8Q9t2LBB/fr1008//aTatWtr/vz5GjFihBo2bCg/Pz+dPn1aW7Zs8fYhAACAqwhXvAEA5YrNZlOfPn00fPhwtW7dWuvXr1eHDh00cOBABQUFqVevXoqNjdXChQslSWFhYfrkk0+UlpamW2+9VQMHDlTbtm29fBQAAOBqwhVvAEC5MnDgQEVEROi5556TJB06dEjNmzd3G3PDDTdo165dbm0rVqzQ3r17tWTJkjKrFQAAQOKKNwCgHJkyZYqOHDmiefPmuRZaq1u3rn7++We3cfv27VP9+vVdn+fk5Gj06NGaNWuWQkNDy7RmAAAAgjcAoFxYvHixFi5cqJUrV8psNrvae/TooV27dmn27Nk6d+6cPv/8cy1ZskSxsbGuMXFxcbrzzjt1//33e6N0AABwlSN4AwCueFu3btWAAQOUmJio8PBw+fr6urYzZ87oyy+/1IIFC1SrVi29/PLLio+PV1hYmGv/8PBw/ec///HiEQAAgKuZyVnSA07LoaysLIWGhiozM1MhISHeLsdNvX994e0SyqWjL3fzdgnlDuda6XCuXT7OtdLhXAMAoGK51BzKFW8AAAAAAAxE8AYAAAAAwEAEbwAAAAAADETwBgAAAADAQARvAAAAAAAMRPAGAAAAAMBABG8AAAAAAAxE8AYAAAAAwEAEbwAAAAAADETwBgAAAADAQARvAAAAAAAMRPAGAAAAAMBABG8AAAAAAAzk0eCdkZGh2NhYhYWFqV69enr55ZdVWFgoSdq+fbtuuukmWSwWtWzZUt9++63bvh9++KEiIyMVFBSkmJgYpaamerI0AAAAAAC8wqPBu2/fvqpTp44OHz6sDRs2aOXKlZoxY4ZSU1MVExOjuLg4ZWVlaeLEierZs6dSUlIkSevWrdNLL72k+Ph4nTlzRs2bN1dMTIwnSwMAAAAAwCs8Frx/+OEHnT59Wi+++KJCQkLUqFEjzZ07Vx9//LHmzJmjhx56SL1795afn5969eql2NhYvffee5Kkt956S2+88YZuuOEGWSwWTZs2TYWFhfrqq688VR4AAAAAAF7hseDtcDg0duxYmUwmV1tERIRSU1O1detW9ezZ02183759tXHjRjmdTu3atUvdunUrsR8AAAAAgPLM11Mv1KJFC7Vo0cKtLT4+Xi1atNCxY8fUsGFDt77o6GgdOXJEaWlpqlKlisxmc7H+JUuWXPDr2Ww22Ww21+dZWVkeOAoAAAAAADzLsFXNU1JSNG7cOMXFxSkvL0+BgYFu/RaLRXl5eSX2/bH/QqZPn67Q0FDXFhER4fFjAAAAAADg7zIkeNtsNvXp00fDhw9X69atZbFYZLVa3cakpaUpMDCwxL4/9l/IhAkTlJmZ6dqSk5M9fhwAAAAAAPxdHptq/kcDBw5URESEnnvuOUlSZGSkEhMTFRkZ6RqTmJioqKgoVa9eXWfPnpXdbpefn1+x/gsJCAhQQECAEeUDAAAAAOAxHr/iPWXKFB05ckTz5s1zLbTWtm1brVu3zm3c8uXL1alTJ5lMJrVo0aLYCuZF/QAAAAAAlGceveK9ePFiLVy4UDt27HBbLG3gwIG6+eabddddd6lz585at26dli5dqj179kiSxo4dq9GjR+uzzz5TvXr19Nprr8lisahdu3aeLA8AAAAAgDLnseC9detWDRgwQHa7XeHh4W59hw8f1rJlyzRixAjFxMSoefPmWrlypWrUqCFJ6tq1q44dO6bOnTsrLS1NXbp00YoVKzxVGgAAAAAAXuOx4H3nnXe6Pd7rz6699lrt3bv3gv1DhgzRkCFDPFUOAAAAAABXBMMeJwYAAAAAAAjeAAAAAAAYiuANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAAABiI4A0AAAAAgIEI3gAAAAAAGIjgDQAAAACAgQjeAAAAAAAYiOANAAAAAICBCN4AAAAXkZiYqK5du6py5cqKjo7W0qVL3frr1KkjX19f1/bqq696qVIAwJWK4A0AAHABTqdTPXr0UIcOHXTmzBl98sknmjBhgnbu3ClJOnv2rAICAlRQUODaxo8f7+WqUV791Zs8Rex2uyZPnlzG1QH4OwjeAAAAF3D27Fk9+eSTGj9+vAICAnTjjTeqZ8+e2rZtmyTpl19+UXR0tJerREXwV2/y/FFcXJx++OEHL1QJoLQI3gAAABdQtWpVDRkyRJKUn5+vDRs2aMWKFerQoYMkaf/+/QRveMRfvclTZPv27XrzzTe9VCWA0iJ4AwAAXILWrVvrnnvuUbt27XTzzTdLOn/Fe+nSpapWrZpuuukmffnll16uEuXVX73JI0k5OTmKjY3V008/7a0yAZQSwRsAAOAS7NixQzt27NDBgwf10ksvSZK6deumb775RikpKXrjjTc0YMAA7d+/38uVorwr6U0eSRo1apS6deumzp07e7E6AKVB8AYAALgEZrNZt912mz777DPXVN/OnTsrKipK/v7+6tixo5599lnNnj3by5WivCvpTZ5Vq1Zp586deuWVV7xcHYDSIHgDAABcwNGjR3Xq1Cm3tjp16qhSpUrKy8srNj4qKkrHjx8vq/JQQf35TZ7Tp09rxIgRWrRokcxms7fLQwXRvn17+fj46PXXX3dr37Ztm1q3bq2QkBDddtttJS7wh8vn6+0CAAAArlTbt2/XmjVrtHjxYlfb0aNHVblyZb3++uu68cYb1aNHD1fftm3b1LhxY2+UinLu6NGjCggIUO3atV1tRW/yDBs2TKmpqbr99tslSYWFhXI4HKpVq5ZSUlK8VTLKuU2bNmnKlClubQkJCXrwwQe1YMECtWnTRmvXrlWvXr303XffqW7dut4ptILgijcAAMAF9OrVS99++63mz5+vvLw8HThwQP/4xz80efJk3XLLLRo9erT27t2rc+fOad68eZo9e7aGDRvm7bJRDm3fvr3YomlFb/KsWLFCdrtdVqtVVqtV69ev17333kvohsfNmDFDY8eOVadOnWSxWNS7d2/Fxsbqk08+8XZp5R7BGwAA4AKCgoIUHx+vRYsWKSwsTPfcc48efvhhPf744+rWrZsmTJigPn36qFq1avrggw+0atUqhYeHe7tslEMXe5MHKCv169dXz5493doiIiKUmprqpYoqDqaaAwAAXER0dLQ2bNhQYt/gwYM1ePDgMq4IFVHRmzxPPvmkRowYoWrVqunpp5/W448/7u3ScBUZPXp0sbb4+HgNHDiw7IupYAjeAADgilXvX194u4Ry6ejL3bxdQrlzxZxrt47WNbeOliS9eVJ680J1NR92RdTMuVaxzZs3TykpKYqJifF2KeUewRsAAAAA4Gb37t169tlntXnzZvn6Ehv/Lu7xBgAAAAC4JCUlKSYmRrNnz1aTJk28XU6FQPAGAAAAAEiSsrOz1b17dz3zzDPq3r27t8upMK6o4J2VlaV+/fopODhY4eHheuWVV7xdEgAAAABcFRwOhx588EHdddddGjVqlLfLqVCuqOD9xBNPyM/PTydOnNCOHTu0fPlyffDBB94uCwAAAAAqvJEjR2rdunWaNWuWfH19XVvHjh29XVq5d8XcJX/ixAlt2rRJx44dk9lsVmhoqBYsWKB7771XQ4YM8XZ5AAAAAPC3XQmr0f8/LSWrNKOoppBuuvbZ4ivVH5b36y7vK+hfMVe8t2/frs6dO8tsNrvamjRpouDgYCUkJHixMgAAAAAASu+KueKdlJSkhg0bFmuPjo7WkSNH1KhRI7d2m80mm83m+jwzM1PS+fvErzSFtnPeLqFcuhJ/llc6zrXS4Vy7fJxrpcO5dvk410qHc+3yca6VDufa5eNcK50r9VwrqsvpdF503BUTvPPy8hQYGFis3WKxKC8vr1j79OnT9e9//7tYe0REhCH1oeyFvu3tCnC14FxDWeFcQ1nhXENZ4VxDWbnSz7Xs7GyFhoZesP+KCd4Wi0XnzhV/9yctLa3EQD5hwgSNHTvW9XlhYaHS09NVvXp1mUwmQ2utKLKyshQREaHk5GSFhIR4uxxUYJxrKCucaygrnGsoK5xrKCuca6XjdDqVnZ2t8PDwi467YoJ3ZGSk1q5dW6w9MTFRUVFRxdoDAgIUEBDg1lalShWjyqvQQkJC+MuFMsG5hrLCuYaywrmGssK5hrLCuXb5Lnalu8gVs7hamzZttHHjRhUUFLjafv75Z9lsthLv/QYAAAAAoDy4YoJ3nTp1dMcdd2jMmDHKyclRcnKyBg8erEmTJnm7NAAAAAAASu2KCd6S9MEHHyg9PV21atVSq1at1Lt3bw0cONDbZVVYAQEBev7554tN2Qc8jXMNZYVzDWWFcw1lhXMNZYVzzVgm51+tew4AAAAAAErtirriDQAAAABARUPwBgAAAADAQARvAAAAAAAMRPAGAAAAAMBABG8AAAAAAAxE8AYAAAAAwEC+3i4A3pObm6vbb79de/bska/v+VNh8+bN2rBhg/7973+72oC/KycnR+Hh4UpPT3edV2vWrNHixYs1d+5c+fv7e7lClCeZmZmKi4vTO++8U2J/UFCQjh49qrCwMEnn/60LCgoqyxIBALjiJScn69VXX1XlypUVFBTk2gIDA10f16lTR02bNvV2qRUCz/G+ihUUFMhsNisvL09LlixRbGysNm/erI4dOyozM1PBwcHeLhEVhMPhUEBAgHJzc/Xqq69q8uTJ2rp1q9q1a8e5hsuWlZWlZs2aKTk5WR999JHOnTsnk8kki8WiwYMH65prrlFSUpICAwOVmpqqW265Rd98842uvfZab5eOCmDNmjUKDAyUj0/xSYMmk0m1atVSo0aNvFAZKrKCggI98cQTeuedd1S5cmXt27dPPj4+atasmbdLQzmWmJioRo0aqU+fPjp37pxry83N1blz55STk6Pff/9d06ZN03PPPeftcss9gvdVIDc3V/fcc48CAgIkSU6nU6GhoVq5cqWCg4OVnp6uWrVqKT09XXv37tWtt96qrKwsrhDhsuXk5Cg6OtrtXKtevbq+++47Va5c2XWupaWl6ccff9Qtt9zCuYbLZrPZ1Lx5cyUkJOi6667TnXfeKUnatGmTDh06pGuvvVbHjh2TJM2cOVOzZ8/Wnj17vFkyKoCkpCRFRkaqdu3aatmypZxOp77++mvdfffd+v7779W8eXP5+/tr69at2rdvnyIjI71dMsoZm82m999/XxaLRZUqVdK5c+cUExOjjh07as+ePapSpYrOnj2r4OBgPfzww/rmm2+UkJAgPz8/b5eOcurEiRNq1KiRzp07d8Exo0aN0vLly3XixIkyrKxi4h7vq0BAQICSk5M1cOBAHTp0SIMGDdJvv/0mSTKbzfL393dN/zWbzZLE1F+UisVikdls1sKFC2UymbRo0SLXP+YBAQHy8/NznWtF51hRSAcula+vr9t59NFHH+mjjz5SpUqVXG09evRQamqqVqxYoaefftqb5aKCuP3227Vo0SIFBgbq888/1+rVq1W3bl2tXr1arVu31rx58xQfH6/+/ftf9JdY4EKcTqfGjh2rxYsXa/78+Ro7dqxsNpuOHDkis9msgIAABQQEaPXq1VqxYoU+/vhjQjdK7YUXXpDNZivWvmbNGnXr1k1F12YbNGigXr16lXF1FRM38V4FfH19VaVKFfXr10+vvPKK+vXrp+nTp7v6JLn+4bbb7fLz8+MfcpRKpUqVFBQUpDZt2rj+LJqO+efAnZ+fL7PZzFoCuGyVKlVSamqqhg8frpSUFA0fPlyS3M61Dh066M4771RGRob69OnjzXJRQVgsFq1atUrHjh3T1KlTJUlnzpzR1KlTdfDgQb355psKCQlRYGCgrrvuOi9Xi/IoICBAlSpV0pYtWyRJgYGBbm9a+/j4aO7cuZo0aZKWLFmiTp06eblilFe///67XnvtNb3xxhtyOBzavn272rRpo88++0wPP/ywhg4dqtzcXAUHB2v48OH8ruYhfBevUkW/oNpsNk2dOlU5OTmaOnWqTpw4oVq1anm5OlQkRedaXl6eBgwYoIyMDA0YMEC///67ateu7eXqUF5ZLBa1adNGa9asUZs2beR0OrVp0yZJ5++zHT16tLKzs7VmzRpmVeBv+e6777R69WoFBARo2bJluvbaa12zK0wmkypVquT608fHp8QrSMClMJlMMplMbm1F59WkSZNkt9u1fft2ffvtt6pXr553ikSFEBYWprNnz2rfvn1avXq1Hn30UTmdTr322mv68ccf1bhxY9dYQrfn8J28ShVNHyksLFRCQoJ69OihhIQE/fbbb7rxxhu9XB0qkqJzzcfHR3Xq1NGYMWMknb+vqEWLFt4sDeVYaGio+vXrp9dff139+vWTJL344osaPXq0srKyJEknT57UTz/9pB9++EE333yzN8tFOWa327V+/XodO3ZMx48fl8lk0oABA1RYWKj58+erf//+2r59u5588klFRER4u1yUc39eeqmwsFBOp1OHDx+Ww+HQqlWr1KhRI02cOLFYSAcuh8lkUvPmzZWdna17771XH330kcLCwmS1WvXTTz+5xuXl5clut6tt27ZerLZiIHhfpYr+YbdYLFq4cKGr/b777tMjjzzirbJQARWda/7+/po2bZqrrU2bNho7dqw3S0M5dvToUbVq1UoJCQlq1aqVq71GjRrKyMjQ2rVr9fXXX2vw4MFavnw5wRuldvvtt2vHjh1666231LVrV/n6+uq2225zzea5/fbblZ6erujoaHXs2FFTp07lfEOpFBYWFgvTBQUFcjgc+u9//6vPP/9cmzdv1mOPPaaEhATNnz/fS5WiojCZTLrrrrsknf/d7IMPPpDJZHL97lb0cd26dZWUlOTNUisEFle7CjgcDuXn5+u3335z/VlQUCDp/D/o+/bt06+//qqXX35ZVqtVDzzwgJcrRnnlcDiUk5Oj9evXu/4sOtccDoe++eYbffnllxoxYoTq16+vLl26eLlilFe1atXSwoULFRkZqUWLFmnBggVyOp167rnnFB4erkmTJslsNqtnz57avn27t8tFOff777/rwIEDeu+993To0CEdO3ZMiYmJSkxM1LFjx5Sdna1ff/1VrVq1UocOHbR7925vl4xyyGq1qqCgwO22hezsbNntduXn58tut+u6667T5s2btWnTJn344YfeLhnl2KJFi+R0OhUQECCHw6HCwkIVFhYqJCTE9XFgYKAKCwsJ3R7CFe+rgNVq1W+//aYmTZrI6XTquuuuU926dSWdv8f7hx9+0JAhQxQcHKydO3d6uVqUZ3l5ebJarRoyZIgkaciQIapWrZqk8+dh0UJYDodD69at82apKMcKCwvl6+ur6Oho1/21JpNJhYWFks6/obh161Zt2LBB4eHh+vHHH71cMco7Hx8fff755/rggw8kSa1bt1Zqaqrbs7xtNpu6du2q5cuXc/8tSiUgIED79u1z/bvmcDhUt25dvfvuu8rPz1dBQYFyc3NlsVg0c+ZM9e/fX/369eORnLhsJ06c0GOPPabRo0fLbre79f1x1gW3M3gWz/G+ShStVl4kPz9fvr6+MpvNys/PV1pamt566y29//77mjRpkus+XMATHA6HzGaz7Ha7HA6H5s6dq3/961/q16+fXn31VRa/wmWxWq1q0qSJEhMTdddddyk1NVV2u101a9bUjh07VLduXR09elS+vr46c+aMatSoobS0NFWtWtXbpaOcysnJUWRkpObNm6f27dvrnnvu0d13362RI0dKOj9Fs1WrVtq/f7+qVKni3WJR7v3f//2fYmJiij3aNTU1Vdu2bdOoUaO0du1a/fLLL/rHP/7hpSpRnjmdTp0+fVpHjhzRnXfeqbi4OFff9OnTNWHCBEnn106ZOHGiJLmNQekQvK9i586dU3BwsOx2u2uF1h07dmjAgAHatm2bqlev7uUKUVHk5OQoJCTE9YaPJB0+fFgDBw7UF198wbv1uCzp6elq0KCBMjIySuwPDQ1VcnKyQkJClJ2drQULFuiJJ57gMYkotaysLIWHh6tt27b68ccflZ2drRtuuMFtgci5c+eqf//+kqT//Oc/3ioV5VhSUpL69OmjvXv3avny5Tp37pymT58us9nsGuN0OvXbb7/J19dXn3zyiTp27OjFilHe2e129erVS4GBgRcck5eXp+zsbH399ddlWFnFRPC+SjgcDp04cUIRERGuaSOFhYX69ddf1bRpU7epJOfOnbvoX0CgNHJzc4sFbKfTyTQmeNzatWvVqVMngjY85tSpU2revLnS0tLkcDj01VdfacaMGVq9erW6deumXr16STr/JmNaWprrOd/A5cjPz9eoUaP09NNPq0GDBlqyZIni4uI0efJkt3EOh0O7du1S37591blzZy9VC+ByEbyvEsnJyapXr55SUlIUFhbm1jdo0CBdf/31GjVqlJeqAwDgymW1WrVnzx7dcccdbu2bNm3SokWL9O677/KGNTzuyy+/VHx8vN59911vl4KrRE5OjsLDw5Wenu6aobhmzRotXrxYc+fOLXb7Ay4Pq5pfJYKCguR0Oov9YjB06FAtXLhQlStX9lJlAFA6v//+uyIjIy845Vw6/6bjPffcU4ZVoSIym83FQrcktW/fXrNnzyZ0wxBdunQhdKNMWSwWnTt3Tg6Hw/UI2MqVK2vp0qXKz8/3cnXlH8H7KhEQECCTyeT2TtVTTz2l5cuX63//+58GDBjgxeoA4PJkZ2fLYrHo+PHjslgsSk5O1pkzZ/T7778rKSlJv//+u1566SVVqlRJ3333nbfLxVXg9OnTuuWWW3Tw4EFvl4JyLi8vT59++qkkKTIyUsnJyV6uCBVNTk6O6tSpo6ioKEVFRal+/fpq0aKFKlWqJIvFIh8fH7399tuSpJCQEEmscO4JBO+rRNG9jkXTRj799FPNnTtXa9as0Z133unN0gDgssyfP19PP/20zGazTCaTzGazGjdurJo1a6pWrVqqX7++Vq1apenTpyskJMRtYSKgNPbu3auQkBCdPHlSkpSZmanx48frzJkzrjEWi0V79+7ll1P8bXa7XU8++aQkyd/fX9dcc422b9+uLl266L777tN9992nzp07q3v37l6uFOWVxWKR2WzWwoULZTKZtGjRIp07d07S+Yt1fn5+rsxQdNGOJ9D8fQTvq0SlSpXkdDq1ePFiSVLPnj31v//9T61atfJyZQBweX777TfXs7yLnqNcr149ORwOtWrVSnPmzFFQUJCqV6+ugIAA1y8PQGkFBgYqJyfHtUCkv7+/3njjDdcvqpJcb/BwDyRKy+FwqFmzZurRo4cyMjLUoUMHnTp1SgEBAbJYLMrIyNB1112nDh066IcfftBzzz3n7ZJRTlWqVElBQUFq06aN68+i/0//HLjz8/NlNpv5v9QD+A5eZUaNGqU333xTzZs3lyTNnDnTrb+goEBnz57VmjVrvFEeAPylG264QV988YWkkt+JL7qtpnLlyvL19eWXBfxtRbMrLBaLpPNXi5xOp9u5VfRx0eM5gctlt9s1adIkBQUFafjw4Xr22Wc1cOBA+fj4yGKxqHr16rruuuvUoEED+fv7l7juAFBaRcE7Ly9PAwYMUEZGhgYMGKDff/9dtWvX9nJ1FQNXvK8iJpNJBw8eVKtWrbR48WLt3LlTdrvdbcvPz2fxBABXtKioKCUmJmrLli2SpC1btujcuXPasmWLsrKydODAASUkJMhqtWrr1q2uXyaA0iq6XeuPj6gzmUxu08qLPuZ8Q2mZzWZ16NBB3bp1U2BgoLp06eJauI9bGGC0ogdd+fj4qE6dOhozZozq1Kmj/Px8tWjRwsvVVQxcBrhKFP1luuaaazRr1iy1bdtWI0aM0KBBg9SxY0cvVwcAl65mzZr64YcfNG7cOOXn52vcuHE6ceKExo0bp6SkJC1dulS+vr46deqUxo0bRxDC3+bj4yOn0+n2/6XT6VTfvn2LzbYASstut6t27dry9fWVw+GQn5+fCgsLZbfbZbValZeXp7S0NAUHB8vhcCg5OVkRERHeLhsVRFFW8Pf3d61o7nQ61aZNG40dO9abpVUYBO+rREFBgaTz9w9VqlRJjzzyiEJCQhQTE6MNGzaodevWXq4QAC5NtWrVFBkZqd27dys4OFi7d+/WTTfdpN27d+v222/XsGHDVLVqVU2cOFG7d+9WgwYNvF0yKog//l/55/83nU6nvv76a8I3Ss3Hx0fJycmu9SoOHz6sRo0aKScnR2lpaTpx4oQWLFggSapataratGmjpKQkL1eN8sjhcCgnJ0fr1693/fnHrPDNN98oOztbq1atUv369dWlSxcvV1wxELyvEna7XdL5AF50/1mPHj305JNP6oEHHtCPP/6oqlWrerNEALgkFotFZ8+elXT+F4Q//lmksLBQ586dk9PpVGFhYVmXiArG6XTKZDJp+vTpFx336quvuq4aAZerUqVKqlOnjvLy8vThhx8qKChIgwYNcgXx119/XV27dtX27dvVoUMHb5eLciwvL09Wq1VDhgyRJA0ZMkTVqlWTJFmtVqWkpGj48OFyOBxat26dN0utUJh/d5WwWq2SJJvN5tY+bdo0WSwWxcbGeqMsALhslSpVUl5enpxOp+tNxfT0dMXFxen48eP69NNPlZeXp4yMDNlsNte7+EBp/fFKkCTt2LFDSUlJxTaTyUTwxt/mdDrVv39/nThxQrm5ubrmmmvkcDg0evRoBQQE6KWXXtKyZcu8XSbKseDgYJ08eVKJiYmu7fvvv5fD4ZDNZlPv3r114sQJTZ8+XV26dNGoUaOKZQhcPq54XyXy8/PVtGlT1y+pRSpVqqS4uDitXbtWhYWF3AsJ4Ipnt9tVWFgoq9Uqp9Mph8Ohxx9/XCaTSQMGDJDVanXdJ5mTk8MvC/jbis4hm80mm82mNm3auIXsoo9NJlOx2RfApSosLFSHDh00fvx4V9u2bdu0YMECORwOWa1WLViwQLfeeqsGDhyopk2bqlmzZl6sGBVNXl6eHA6HCgoK5Ovrq0GDBql9+/YaOHCgCgoKeJb332Ry8tbsVc/pdKqgoMBttVYAuFLl5+fr66+/1s0336waNWro7NmzCgkJKXHssWPH1LRpU+Xm5pZxlahIfvzxR918881KSUlRtWrVlJSUVOwXULvdrgYNGui3335jXQGUSlZWlp5//nl99NFHqlSpknbv3q127dqpdevWcjqd2rhxozp16iRJ2r9/v7p06aL//Oc/Xq4aFU1ubq6CgoLc2oreWMTfQ/AGAJQ7DodDBw8e1LZt2xQbG3vBd+Fzc3O1fft23XPPPWVcISqS3Nxc/fzzz7rlllsu+CZ1WlqawsLC9NNPP6l58+ZlXCEqkuPHj2vgwIHKzMzUkCFD1L9/f506dUotW7bU8ePHJZ1/A9Lf39/LlQK4HARvAEC5k5ycrHr16iklJUVhYWFufYMGDdL111+vUaNGeak6XI3sdrt+++03NWzYkOmY8Ih33nlHAwcOVHBwsKxWqw4ePKgbb7zR22UBKCVu6AUAlDtBQUFyOp0KDAx0ax86dKgWLlyoypUre6kyXK38/PzUrFkzQjc8ZtSoUQoODpYkmc1mQjdQzhG8AQDlTkBAgEwmk9tUy6eeekrLly/X//73Pw0YMMCL1aEiKnrUzh/17dtXW7Zs8UI1qMgcDoeOHDki6fx93yEhIUpJSXEbc/z4cSUnJ3ujPAClRPAGAJQ7RffZ+vqefzjHp59+qrlz52rNmjW68847vVkaKqgqVarI6XQqKSlJ0vnVf9esWVPsaSHA35WVlaVGjRqpoKBAgYGBysnJcZvF8/HHH6t58+aaMmWK94oEcNm4xxsAUO44HA75+flpwYIFeuSRR+RwOPTdd9+pdevW3i4NFVB2drYaNWokf39/NWvWTGvXrtXcuXP10ksv6dtvv9Xjjz+uSpUqyel0qkqVKpo7d663S0Y5ZrfbFRwc7HqMna+vr6xWq3JycjRgwACtWbNGDRs21Pfff8+tDUA5wnO8AQDl1qhRo/Tmm2+6VpGeOXOmW39BQYHOnj2rNWvWeKM8VACpqalq06aNJGndunVq2rSpMjIyFBcXpxEjRshkMmnbtm168803NWHCBL333nterhjl2blz5xQYGOh2G42Pj498fX2VnJysgoIC7dixQ927dyd0A+UMU80BAOWSyWTSwYMH1apVKy1evFg7d+6U3W532/Lz85Wfn+/tUlGOBQUFady4cfL399fSpUuVnZ2tvn376vHHH9cnn3yitLQ0BQUFKTY2VqGhoerVq5e3S0Y55XQ6Vb9+fbVq1UpWq1WtWrVSq1at5HA4tGnTJpnNZn3++ee6+eablZaWpry8PG+XDOAycMUbAFDuFN0ldc0112jWrFlq27atRowYoUGDBqljx45erg4VSXBwsIYNG6brr79eM2fOVP369TVx4kSNGTNG8fHxXHWEx9jtdv3rX/9S5cqVNWLECI0YMUJOp1MDBw7U22+/rW+++Ubz5s1Tt27dVKtWLR06dEjXX3+9t8sGcIkI3gCAcqegoEDS+Xu9K1WqpEceeUQhISGKiYnRhg0buNcbHte/f3/Fx8fr4MGD2rlzp5xOp0wmk0wmk7dLQwXh7++vMWPGqKCgQCNGjFBsbKwreH/yySdavny5Ro4cqXXr1qlatWo6ePAgwRsoR5hqDgAod4pWki4K4JLUo0cPPfnkk3rggQeUkZHhrdJQQZnNZqWkpOi1115TVlaWJkyYIEncygCPy8zMlN1ul81mc/1bZ7fb1a9fP+3fv1++vr7au3evdu7c6eVKAVwOgjcAoNyxWq2S5Fr1t8i0adNksVgUGxvrjbJQQa1fv16SNGzYMB04cEDLli3T8uXL1bJlSwUFBSkvL0+ff/65cnJytHr1ai9Xi/LOYrHo2LFjCggIUF5ensLDw3Xu3DlJ598Aeuutt7R48WINGzbMy5UCuBw8TgwAUO6cOHFCXbt21ebNm1W9enW3vsWLF2vt2rVasGCBfHx4fxl/z7lz51SzZk1ZrVb9/vvvqlKliiTpiy++0NChQ/XNN9/on//8p/z8/ORwOHTu3Dl999133i0a5dpjjz2mtLQ0ffHFF9q6dauio6MVFBSkt99+Ww888IAaN27s7RIBlALBGwBQoTidThUUFMjPz8/bpaCCOHXqlMaNG6edO3dq1apVrvtqO3furBYtWmj69OlerhAVxapVqzR48GDt2rVL9evX14033qhBgwapdevWiouL0+bNmxUVFaXu3burY8eO6tKli7dLBnCJCN4AAACX4P3339fChQv1zTffSDr/XO/HHntMp06dUqVKlbxcHSqCgoICHThwQM2bN9dPP/2k+++/X0eOHHGdX2lpaZozZ45mzJihAQMG6Pnnn/dyxQAuFcEbAADgEqWnp6tatWquz7///nvdeuutXqwIFdmhQ4fUsGHDYu12u12VKlXidhqgHCF4AwAAXEROTo42bdqkypUrXzTo2O122e12de3atQyrQ0XhcDj09ttvX9JtMj4+Prrhhht01113lUFlADyB4A0AAHARKSkpCg8PL7aQ35+lp6ercePG+vXXX8uoMlQ0vr6+atWqlQICAi46LiUlRSdOnFBGRga3OQDlBMEbAADgIjIzM1W1alXl5OQoMDCwxDFWq1WBgYEqLCws4+pQkQQGBurQoUMKDw+/6LiDBw+qSZMmOnDgAKucA+WEr7cLAAAAuJL5+vrKZDJJOj/t/L///a/riqTVatVjjz0mk8nkGgOU1h+vXttsNr3//vuuc6voWtmIESNUrVo17dixg9ANlCNc8QYAALiIoqvZOTk5cjgcqlKlioYMGSKn06k5c+YoMzNTJpNJgYGBcjgc3i4X5VhQUJASEhIUHh4um80mi8WiRx55RJUqVZLT6dTChQtls9nk68u1M6C8IXgDAABcRFEAysnJkdlsVkBAgOx2uySpcuXKys7Ols1mI3jjb/P399e+ffsUHR0tp9OpSpUquW5xKCgokL+/P7czAOUUzyAAAAC4RD4+Pm5Tyv84BRj4OwoKClSzZk3l5eVJkmuKedH5xu0MQPnGPBUAAICL+GOwtlqtcjgcevjhh+V0OmWz2ZSXl8fK0vjbfH19lZyc7LqinZ+fL6fTqfHjx8vPz8/VXlBQwFRzoBziby0AAMBFOBwO15VGp9OpGTNmuFY3b9++/UWf7Q1cqpycHP373//Wxo0btXv3bjkcDk2ePFkBAQHy8fFRYWGhJk2axFRzoJziHm8AAICLyMzMVLVq1bR//35ZLJYSx9hsNl133XU6evSoIiIiyrhCVARDhgzR119/rWeeeUb9+vWT2Wz2dkkAPIjgDQAAcBEnT55U3bp1L+l+bpPJxAJrKJWMjAxVrlxZvr6++vbbb3XvvfcqKCjoovskJSWVUXUA/i6mmgMAAFxEjRo1dObMGQUHB1/0Xu78/Hylp6eXYWWoSKpWrer6uF69elqwYMEF7+W22WzKyMgoq9IAeABXvAEAAAAAMBCrgQAAAAAAYCCCNwAAAAAABiJ4AwAAAABgIII3AAAAAAAGIngDQDn0/fffKywsTCdPnryk8fXq1dOZM2cMrWnKlCl6/fXXPfJaa9as0d133y1Jatmypd59912v1HEhR48eVfPmzf/Wa2zbtk2tW7dWSEiIbrvtNu3cufOS992wYYN8fHzk6+vr2lJTU0scW7Qy8h83Hx8f9ezZU5Kx3y9Pvna7du303XffXXTMmTNnFBYWJpPJ9JdjPW3nzp1auXKl6/NL+TvXt29fPf30067PL+UY/66i5437+Pho+fLlfzl+6tSpqlmzpkJCQjRgwADl5OS4+tLS0vTII4+oWrVqioyM1BtvvGFk6QBQrhG8AaAcqly5sho3biyLxeLtUgyxbNkyPfDAA5KkRo0aqUaNGl6uyLMSEhL04IMP6sUXX1RqaqrGjx+vXr166fjx45e0/y+//KLnn39eBQUFrq1mzZoljn3sscfcxuXn56tJkyaaNGmSJw/pinDNNdfo999/d71pU1Zyc3P16KOPqqCg4LL2q1evnurUqWNQVSULCAjQgQMH9Nhjj/3l2FmzZmnlypXauXOnjh8/LpPJpMGDB7v6Y2Nj1bBhQyUnJ2v37t3aunWr5s+fb2T5AFBu8RxvACiHGjdurO3bt3u7DEPY7XatXr1aL730kiRpyZIlXq7I82bMmKGxY8eqU6dOkqTevXtr165d+uSTTzR27Ni/3P+XX35x7Xu5VqxYocjISLVs2bJU+6O4sWPHKjEx8bL3M3pmxt/11ltvacmSJapfv76k80G8QYMGOnz4sBo0aKAtW7bo008/lb+/v4KCgjRy5Ei9++67io2N9XLlAHDl4Yo3AJRDZ86cUb169VxTnvfv36927dopMDBQLVq00J49eySdD2i+vr46duyYatWqpVGjRrleY9GiRWratKkCAgLUoEEDvfHGG3I6nZKkzZs3q1u3bnrkkUdUq1Yt5ebmql27dtq+fbvGjBmj6tWrq2bNmnrzzTdLrO/xxx/XokWLNGzYMIWEhCgqKkpffPGF8vPz9dRTT6lq1apq0KCB1q5dW2zf//3vf2ratKlq164tSerevbs2b94sSX9Zw2233aapU6fq2WefVZUqVVztCQkJuv/++xUcHKyqVauqX79+OnXqlKu/Xr16+vjjjxUaGqpPPvlE8+bN05NPPqmVK1eqadOmCg4OVq9evZSWllas3s2bN6t79+5atmyZGjRooJCQEI0cOVKFhYX67LPPdN1116lKlSoaNWqUHA6HJKl+/fquqd5FIiIiLjhd/M/279+v6OjoSxr7R06nUy+++KImT55crG/OnDm67rrrZDabdeONN+qzzz67pNf88ssv1aZNGwUGBuqaa67Rww8/rKNHj7qN+fDDDxUVFeWarmy1Wt363333XTVs2FAWi0UtW7bUxo0b1bdvX23evFm5ubny9fXV119/rdtuu63Y9+1S/Z1z8mK++OILbd68Wb179y7Wd/bsWT3xxBOqXr26KleurL59+yopKcnV/+STT2revHmXfYxFf+8nTJig4OBgJScnu6b1f/jhh2rUqJHMZrNuvvlmxcfHX9bxFDl9+rRyc3N16623utr8/PzUo0cPffXVV5Kkbt26afz48crKylJycrJeeumlC868AICrHcEbAMq5tLQ0xcbG6pVXXlFaWpqGDh2qnj17ym63q1mzZiooKNC1116rlJQUvfPOO5LOB6FZs2Zp6dKlysnJ0apVq7RhwwaNHz/e9bqbNm1SkyZNdOzYMQUFBUk6HxTq1q2r48eP63//+59mzpx5waASFxenpk2b6vTp0/roo4/02GOPaciQIYqOjtapU6c0d+5cxcbGKjc3122/ZcuWqW/fvhc83ovVsHPnTsXFxemVV17R2bNnJUnHjx9Xly5d9Mgjj+j06dM6dOiQbrjhBrVr105ZWVmu150/f76OHDni+tqbN2/We++9p/Xr1ys5OVk1atTQ8OHDS6zpxx9/1IIFC7RlyxYlJCTo+++/1/DhwzVnzhx99dVXSkhI0N69e7Vo0SJJ0ujRo9WoUSO314iPj1eLFi0ueNx/9Msvv6h3796qXr26+vbtq9OnT1/SfqtXr1b16tV1xx13uLV//PHH+vLLL7V69Wqlp6dr+vTpeuqpp7R06dKLvt7//d//aciQIRo/frxOnz6thIQEtWnTRnfddZcyMjIknb/HfPPmzdq1a5cSEhKUlpam559/3vUakydP1pw5c7R48WKlp6frP//5j/71r39p7969kqSgoCAVFBTo7rvv1s6dO7Vq1apLOtaSlPacvJAzZ85o6NChWrhwoQIDA4v1P/jgg7rlllt06NAhJSQkqGnTprrrrruK3ftdmmM8cuSIMjIydPr0aUVEREg6/+bJunXr9MUXXyg9PV0vvPCChg8frmXLll3S8fxRUlKSGjZsWKw9OjpaR44ckSTNnDlTK1asUGhoqCIjI3Xq1Cm3ny0A4P8heANAOZeSkqIZM2aodevWslgsGjRokGrXru0KLn9ms9k0bdo0rVy5UjfccIP8/PzUvHlzff7551q6dKl+//13SefvBR0/frwCAgJc+952220aN26cLBaLrr/+eo0bN+6CV9RatWqlkSNHymw2q2PHjmrRooWsVqtGjBghs9msu+66Sy1btnRdnZekgoICrV69Wn369Lng8V5ODZI0ffp0PfPMM3rooYcUGBio6tWr69lnn1W3bt00e/Zs17innnpK1atXl4+Pj+v7+tlnn6lu3bqqWrWqXn/9da1fv941K+CPzpw5o4ULF6pOnTqqWbOmRo4cqQULFmjBggUKDw9XWFiYnnzySW3ZsqXEGufNm6eUlBTFxMRc8DiKWK1WzZ07V3v27NGRI0fUtGnTEq+2luSFF14o8Wp35cqV9d///leNGjVSYGCg7rvvPq1YsUJPP/20CgsLS3wtu93u+t737NnTNZtgxIgR+vbbb1W1alVJksPh0OLFixUWFqaaNWvq1Vdfdf28Tp48qQ8++EDr1q1znb+33367Pvvss0t+M+FylOacvJgnnnhCgwcPVqtWrUrsf/zxxzV06FBVrVpVtWrV0tSpU9W9e3ePTDG3Wq2aOnWqW+A3m81atmyZGjdurMDAQHXr1k0rVqzQ2LFjL/hzvJC8vLwS30ywWCzKy8tTQUGB7r//fj388MNKS0vTsWPH1LVrV0N+bgBQERC8AaCcCw8PV+vWrd3aGjZsqJSUlBLH79u3TydOnFDdunVlNptdW0hIiFJTU/Xjjz9Kkpo2bSo/Pz+3ff8c8C72ddq1a+f2eVhYmO688063turVq7tN3964caOio6MvuuDU5dQgSV9//bVGjx7tdqxms1kzZ87UDz/84Bp30003ue3XpUsX15V+SQoJCZHFYnFb1bnIjTfe6Da1PSwsTM2bN3eFz5KOtcju3bv17LPP6r///a98ff966RWz2ayYmBhVqVJFoaGhmjp1qs6dO6d9+/ZddL8vv/xSAQEBxX4uktSzZ0/XGw5FWrVqpeDgYCUkJJT4evv27VN4eHiJq7vXqlXL9XGvXr1kMplcn0dFRbl+Xt98843uvvvuYtOT69atqzZt2lz0eEqjNOfkhcybN0+nTp3SxIkTLzimpDdEHnnkEX399deXVvBF1K5du9iig3379lWlSpXc2lq2bKmgoKAL/hwvxGKxFLslQDo/wyYwMFDx8fGyWCx65ZVXXKuaT5s2Tf3795fNZrv8AwKACo7gDQDlXGhoaLE2f3//i/7y26pVK1mt1mJbfn6+a9GukJCQv/xaF/s6fwydkuTr66tq1aq5tfn4+LitBP3H1cwv5HJqKPLjjz8WO1abzaYFCxa4xvz5eC/n+1qaY5XOT+eNiYnR7Nmz1aRJk4sew8VERUXp+PHjevbZZ90eG/bLL7+4xlzo3m5Jf7ka90MPPeT2urm5uXI4HJe0ivefv49+fn6u76HJZCpxBsFfee+999zqWbNmzSXtV9qf058lJSVp3Lhx2rNnj4KCgmQ2m7Vw4UI9/PDDeuaZZ1zjLneV88tR0t/P0nwvLyQyMrLEBeMSExMVFRWlgwcPFnvTIigoSFWqVNHPP//ssToAoKIgeANAOffnK5V/pXnz5jp27JjbIk+SlJOTo2HDhrmmpP75ytnlfq2S9r/YFd2CggKtWrXqotPML7cGSWrbtq1Wr15drP3VV191Xd2Xitdr5LFKUnZ2trp3765nnnlG3bt3v6Svk5+fr86dOysvL8/VZrPZtHv3bjVu3FivvPKK26PDmjVrJun8VX+bzaZ77rmnxNddvny57Ha7W9vOnTuVm5urRo0a6f/+7//cXjcoKEjXX3+9kpOT9f333xd7vT8uXHex72ObNm20ZcuWYjMWTpw4cdFV+4cPH+5Wz3333XfBsX9Ump9TSSIjI5WWliabzeZ6I+fRRx/VkiVL9Nprr7nGlbQi/4IFC0qcdXC5SjqWFStWFAv7u3fvdv0cL0eNGjXk7++vgwcPutqK/o527NhRUVFROnDggNs+VqtVv/76q9uMBwDAeQRvALgK+Pj4uIKV2WxWXFycevXqpd27dys/P18//vij7rvvPl1zzTWXHWw95auvvlKjRo1Ut27dv/U6fzxWSZo4caJmzJihjz/+WFlZWTpz5oyef/55zZ07t8TFo8qCw+HQgw8+qLvuusttpfm/4u/vrypVqmjEiBHKyMjQyZMnFRsbq5YtW6pBgwYX3G/atGkXfW63v7+/evfurYMHD+rcuXOKj49X37599eabb17wfDCbzZo+fbp69uypzz77TNnZ2crIyNA777yjO+64w7W43cXUqlVLw4cP17333qtdu3bJarVqx44d6t27d7Hw9uefa3mwevVqvf3220pPT1dKSoomTpyotWvX6umnny5x/N89xoKCAj344IP67bffXD/H3r176/XXX7+kv9fp6elq27ata1r6mDFjNGjQIB0/flzZ2dkaOXKkOnXqpPr16+v+++/Xnj17NHPmTGVnZ+vEiROKjY3V7bffXubPJgeA8oDgDQBXgfbt26thw4basWOHJGnYsGEaNWqUYmNjVblyZfXp00d9+vTRtGnTvFbj8uXL/3Ka+aW4/fbb9dJLL7kCbUREhL788kutXLlS4eHhaty4sQ4fPqzNmze73cNdlkaOHKl169Zp1qxZblOmO3bs+Jf7fvTRR3I4HGrQoIGaNWumwMBAzZkz54Ljs7OzVb16dd1///0XHPPwww/rwQcfVI8ePVS1alVNnjxZ77///l/+PAYNGqR33nlHL7zwgsLCwhQdHa09e/Zo69atbve8X8yUKVM0aNAgPfLII6pSpYrGjBmjt99+WzfccIPbuHbt2qljx4765JNPLul1rwRLlizRgQMH1LBhQzVu3FiHDh3S1q1bVb169RLH/91jfOyxx9S3b1/16tVLVatW1cSJE/Xuu+/qoYceuqT9rVarDhw4oMzMTEnS0KFD1blzZ91yyy2qU6eO8vPzNWvWLEnn33iJj4/X559/rpo1a6p169aqUaOG2+0bAID/x+T05A1BAACUgsPhUO3atfX999+7Ho0E4NJNmTJFwcHBF7yaDgDwLq54AwC87syZM5o0aRKhW1LHjh3droL/cfvjPekwlrd/Dg0bNrzg1y+6Ig0AKD+44g0AAFDOccUbAK5sBG8AAAAAAAzEVHMAAAAAAAxE8AYAAAAAwEAEbwAAAAAADETwBgAAAADAQARvAAAAAAAMRPAGAAAAAMBABG8AAAAAAAxE8AYAAAAAwED/H8fRPKP6AsYDAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.09 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.09\n","不是 1592\n","是 772\n","是的 271\n","不重要 269\n","回答正确 35\n","问法错误 34\n","重要 25\n","有 2\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.1 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.1\n","不是 1576\n","是的 606\n","不重要 267\n","是 242\n","重要 241\n","回答正确 35\n","问法错误 29\n","有 2\n","为他的爷爷而哭 1\n","是小男孩的 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.11 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.11\n","不是 1500\n","是的 653\n","重要 454\n","不重要 263\n","是 63\n","回答正确 35\n","问法错误 25\n","有 2\n","是小男孩 2\n","是小男孩的 2\n","为他的爷爷而哭 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.12 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.12\n","不是 1362\n","是的 671\n","重要 623\n","不重要 254\n","回答正确 34\n","是 25\n","问法错误 22\n","是小男孩 3\n","有 2\n","是小男孩的 2\n","为他的爷爷 1\n","男 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.1300000000000001 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.1300000000000001\n","不是 1233\n","重要 776\n","是的 674\n","不重要 234\n","回答正确 34\n","问法错误 19\n","是 17\n","重要性不大 3\n","是小男孩 3\n","有 2\n","是小男孩的 2\n","为他的爷爷 1\n","没有 1\n","男 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.1400000000000001 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.1400000000000001\n","不是 1058\n","重要 989\n","是的 678\n","不重要 206\n","回答正确 30\n","是 13\n","问法错误 11\n","重要性不大 3\n","是小男孩 3\n","没有 2\n","有 2\n","是小男孩的 2\n","回答问题前需要澄清一点——学生并不是 1\n","为他的爷爷 1\n","男 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_4bit_rp1.1500000000000001 **********\n","internlm/internlm2_5-7b-chat-1m_4bit_rp1.1500000000000001\n","重要 1215\n","不是 860\n","是的 682\n","不重要 179\n","回答正确 25\n","问法错误 11\n","重要性不大 8\n","是 5\n","是小男孩 3\n","没有 2\n","有 2\n","回答问题时没有按照规定给出明确的回答 2\n","是小男孩的 2\n","回答问题前需要澄清一点——学生并不是 1\n","回答问题前需要澄清一点,您的问题 1\n","为他的爷爷 1\n","男 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col in columns:\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n","\n","\n","def calc_metrics_for_col(df, col):\n"," y_true = df[\"label\"]\n"," y_pred = df[col]\n"," try:\n"," accuracy = accuracy_score(y_true, y_pred)\n"," precision = precision_score(\n"," y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred)\n"," )\n"," recall = recall_score(\n"," y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred)\n"," )\n"," f1 = f1_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n"," except Exception as e:\n"," print(e)\n"," accuracy = precision = recall = f1 = np.nan\n","\n"," return accuracy, float(precision), float(recall), float(f1)"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_15485/1650792675.py:19: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"]},{"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"," \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"," \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","
repetition penaltymodelaccuracyprecisionrecallf1
01.00internlm/internlm2_5-7b-chat-1m_4bit_rp1.00.7830000.8089890.7830000.791868
11.01internlm/internlm2_5-7b-chat-1m_4bit_rp1.010.7830000.8089890.7830000.791868
21.02internlm/internlm2_5-7b-chat-1m_4bit_rp1.020.7830000.8089890.7830000.791868
31.03internlm/internlm2_5-7b-chat-1m_4bit_rp1.030.7830000.8089890.7830000.791868
41.04internlm/internlm2_5-7b-chat-1m_4bit_rp1.040.7830000.8089890.7830000.791868
51.05internlm/internlm2_5-7b-chat-1m_4bit_rp1.050.7830000.8089890.7830000.791868
61.06internlm/internlm2_5-7b-chat-1m_4bit_rp1.060.7830000.8089890.7830000.791868
71.07internlm/internlm2_5-7b-chat-1m_4bit_rp1.070.7830000.8089890.7830000.791868
81.08internlm/internlm2_5-7b-chat-1m_4bit_rp1.080.7796670.8092240.7796670.790029
91.09internlm/internlm2_5-7b-chat-1m_4bit_rp1.090.6940000.8069400.6940000.732054
101.10internlm/internlm2_5-7b-chat-1m_4bit_rp1.10.5320000.7907330.5320000.565008
111.11internlm/internlm2_5-7b-chat-1m_4bit_rp1.110.4703330.8029880.4703330.484614
121.12internlm/internlm2_5-7b-chat-1m_4bit_rp1.120.4380000.8545970.4380000.462956
131.13internlm/internlm2_5-7b-chat-1m_4bit_rp1.13000...0.4076670.8777390.4076670.448352
141.14internlm/internlm2_5-7b-chat-1m_4bit_rp1.14000...0.3593330.8851090.3593330.420441
151.15internlm/internlm2_5-7b-chat-1m_4bit_rp1.15000...0.3010000.8493740.3010000.378686
\n","
"],"text/plain":[" repetition penalty model \\\n","0 1.00 internlm/internlm2_5-7b-chat-1m_4bit_rp1.0 \n","1 1.01 internlm/internlm2_5-7b-chat-1m_4bit_rp1.01 \n","2 1.02 internlm/internlm2_5-7b-chat-1m_4bit_rp1.02 \n","3 1.03 internlm/internlm2_5-7b-chat-1m_4bit_rp1.03 \n","4 1.04 internlm/internlm2_5-7b-chat-1m_4bit_rp1.04 \n","5 1.05 internlm/internlm2_5-7b-chat-1m_4bit_rp1.05 \n","6 1.06 internlm/internlm2_5-7b-chat-1m_4bit_rp1.06 \n","7 1.07 internlm/internlm2_5-7b-chat-1m_4bit_rp1.07 \n","8 1.08 internlm/internlm2_5-7b-chat-1m_4bit_rp1.08 \n","9 1.09 internlm/internlm2_5-7b-chat-1m_4bit_rp1.09 \n","10 1.10 internlm/internlm2_5-7b-chat-1m_4bit_rp1.1 \n","11 1.11 internlm/internlm2_5-7b-chat-1m_4bit_rp1.11 \n","12 1.12 internlm/internlm2_5-7b-chat-1m_4bit_rp1.12 \n","13 1.13 internlm/internlm2_5-7b-chat-1m_4bit_rp1.13000... \n","14 1.14 internlm/internlm2_5-7b-chat-1m_4bit_rp1.14000... \n","15 1.15 internlm/internlm2_5-7b-chat-1m_4bit_rp1.15000... \n","\n"," accuracy precision recall f1 \n","0 0.783000 0.808989 0.783000 0.791868 \n","1 0.783000 0.808989 0.783000 0.791868 \n","2 0.783000 0.808989 0.783000 0.791868 \n","3 0.783000 0.808989 0.783000 0.791868 \n","4 0.783000 0.808989 0.783000 0.791868 \n","5 0.783000 0.808989 0.783000 0.791868 \n","6 0.783000 0.808989 0.783000 0.791868 \n","7 0.783000 0.808989 0.783000 0.791868 \n","8 0.779667 0.809224 0.779667 0.790029 \n","9 0.694000 0.806940 0.694000 0.732054 \n","10 0.532000 0.790733 0.532000 0.565008 \n","11 0.470333 0.802988 0.470333 0.484614 \n","12 0.438000 0.854597 0.438000 0.462956 \n","13 0.407667 0.877739 0.407667 0.448352 \n","14 0.359333 0.885109 0.359333 0.420441 \n","15 0.301000 0.849374 0.301000 0.378686 "]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = pd.DataFrame(\n"," columns=[\"repetition penalty\", \"model\", \"accuracy\", \"precision\", \"recall\", \"f1\"]\n",")\n","for col in columns:\n"," accuracy, precision, recall, f1 = calc_metrics_for_col(df, col)\n"," rpp = col.split(\"_rp\")[-1].split(\"0000\")[0]\n"," new_model_metrics = {\n"," \"repetition penalty\": rpp if len(rpp) > 3 else rpp + \"0\",\n"," \"model\": col,\n"," \"accuracy\": accuracy,\n"," \"precision\": precision,\n"," \"recall\": recall,\n"," \"f1\": f1,\n"," }\n","\n"," # Convert the dictionary to a DataFrame and concatenate it with the existing DataFrame\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","\n","perf_df"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot accuracy and f1 vs repetition penalty\n","import matplotlib.pyplot as plt\n","import matplotlib.ticker as ticker\n","import seaborn as sns\n","\n","sns.set_theme(style=\"whitegrid\")\n","\n","fig, ax = plt.subplots(figsize=(12, 6))\n","\n","sns.lineplot(\n"," x=\"repetition penalty\",\n"," y=\"accuracy\",\n"," data=perf_df,\n"," ax=ax,\n"," color=\"blue\",\n"," label=\"Accuracy\",\n"," marker=\"o\"\n",")\n","\n","sns.lineplot(\n"," x=\"repetition penalty\",\n"," y=\"f1\",\n"," data=perf_df,\n"," ax=ax,\n"," color=\"red\",\n"," label=\"F1\",\n"," marker=\"D\"\n",")\n","\n","for line_index, line in enumerate(ax.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"," ax.annotate(\n"," f\"{ydata[index]:.3f}\",\n"," xy=(xdata[index], ydata[index]),\n"," textcoords=\"offset points\",\n"," xytext=(\n"," 0,\n"," 5 if line_index % 2 == 1 else -12,\n"," ), # Adjusted for better visibility\n"," ha=\"center\",\n"," color=line_color,\n"," )\n","\n","plt.xlabel(\"Repetition Penalty Parameter\")\n","plt.ylabel(\"Performance\")\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[],"source":["perf_df.to_csv(\"results/mgtv-results_internlm_4bit_metrics.csv\", index=False)"]}],"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}