{"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":{"id":"W2QyVreqhOGM","outputId":"68b9590e-1ac6-4c6f-e0c4-e273ec816419"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 16 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   shenzhi-wang/Llama3-8B-Chinese-Chat_torch.bfloat16_lf                 3000 non-null   object\n"," 6   shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-35_torch.bfloat16_lf   3000 non-null   object\n"," 7   shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-70_torch.bfloat16_lf   3000 non-null   object\n"," 8   shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-105_torch.bfloat16_lf  3000 non-null   object\n"," 9   shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-140_torch.bfloat16_lf  3000 non-null   object\n"," 10  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-175_torch.bfloat16_lf  3000 non-null   object\n"," 11  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-210_torch.bfloat16_lf  3000 non-null   object\n"," 12  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-245_torch.bfloat16_lf  3000 non-null   object\n"," 13  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-280_torch.bfloat16_lf  3000 non-null   object\n"," 14  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-315_torch.bfloat16_lf  3000 non-null   object\n"," 15  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-350_torch.bfloat16_lf  3000 non-null   object\n","dtypes: object(16)\n","memory usage: 375.1+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(\"results/llama3-8b_lora_sft_bf16-p1_r4.csv\")\n","df.info()"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["import matplotlib.pyplot as plt\n","from matplotlib import rcParams\n","\n","def plot_value_counts(df, column, title=None):\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\"] = False  # This is to support the minus sign in Chinese.\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","\n","    plt.xlabel(title or column)\n","\n","    plt.show()\n","\n","    rcParams[\"font.family\"] = font_family"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'shenzhi-wang/Llama3-8B-Chinese-Chat_torch.bfloat16_lf',\n"," 'shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-35_torch.bfloat16_lf',\n"," 'shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-70_torch.bfloat16_lf',\n"," 'shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-105_torch.bfloat16_lf',\n"," 'shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-140_torch.bfloat16_lf',\n"," 'shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-175_torch.bfloat16_lf',\n"," 'shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-210_torch.bfloat16_lf',\n"," 'shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-245_torch.bfloat16_lf',\n"," 'shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-280_torch.bfloat16_lf',\n"," 'shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-315_torch.bfloat16_lf',\n"," 'shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-350_torch.bfloat16_lf']"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat_torch.bfloat16_lf\n","不是。                    1641\n","是。                     1085\n","是                       242\n","不重要。                     13\n","问法错误。                     2\n","小男孩。                      2\n","小男孩放的。                    2\n","小男孩和他的爷爷。                 1\n","是小男孩。                     1\n","破旧。                       1\n","小男孩把帽子放在湖边是希望能让爷爷的        1\n","是男。                       1\n","小男孩是那个在湖边放下破旧帽子的孩子。       1\n","是男孩。                      1\n","小男孩的哭声。                   1\n","问法错误                      1\n","不是                        1\n","中毒而亡。                     1\n","他要带走的是物品。                 1\n","破旧帽子是小男孩的。                1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-35_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-35_torch.bfloat16_lf\n","不是           1727\n","是             870\n","不重要           346\n","回答正确           33\n","问法错误           21\n","小男孩             2\n","破旧帽子是小男孩的       1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-70_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-70_torch.bfloat16_lf\n","不是      1665\n","是       1047\n","不重要      247\n","回答正确      34\n","问法错误       6\n","小男孩        1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-105_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-105_torch.bfloat16_lf\n","不是      1548\n","是        962\n","不重要      401\n","问法错误      54\n","回答正确      35\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-140_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-140_torch.bfloat16_lf\n","不是      1776\n","是        880\n","不重要      305\n","回答正确      34\n","问法错误       5\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-175_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-175_torch.bfloat16_lf\n","不是      1335\n","是       1098\n","不重要      529\n","回答正确      23\n","问法错误      15\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-210_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-210_torch.bfloat16_lf\n","不是      1336\n","是        990\n","不重要      594\n","问法错误      47\n","回答正确      33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-245_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-245_torch.bfloat16_lf\n","是       1316\n","不是      1176\n","不重要      423\n","问法错误      51\n","回答正确      34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-280_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-280_torch.bfloat16_lf\n","不是      1378\n","是       1019\n","不重要      547\n","回答正确      28\n","问法错误      28\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-315_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-315_torch.bfloat16_lf\n","不是      1287\n","是       1016\n","不重要      615\n","问法错误      47\n","回答正确      35\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-350_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-350_torch.bfloat16_lf\n","不是      1352\n","是       1036\n","不重要      533\n","问法错误      44\n","回答正确      35\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["for col in df.columns[5:]:\n","    print(\"*\" * 10, col, \"*\" * 10)\n","    print(df[col].value_counts())\n","    plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[],"source":["import re\n","\n","\n","def clean_up(df, model_name):\n","    df[model_name] = df[model_name].apply(\n","        lambda x: (\n","            re.sub(r\"回答.*是\", \"是\", x.split(\"\\n\")[-1])\n","            .replace(\"是男孩\", \"是\")\n","            .replace(\"是\\n问法错误\", \"问法错误\")\n","            .replace(\"回答：\", \"\")\n","            .replace(\"答案是：\", \"\")\n","            .replace(\"答案：\", \"\")\n","            .replace(\"。\", \"\")\n","            .strip()\n","            if isinstance(x, str)\n","            else x\n","        )\n","    )\n","    return df"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[],"source":["for col in df.columns[5:]:\n","    df = clean_up(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(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n","        recall = recall_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\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":["/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","/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_7422/1032819893.py:9: 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"]},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>epoch</th>\n","      <th>model</th>\n","      <th>accuracy</th>\n","      <th>precision</th>\n","      <th>recall</th>\n","      <th>f1</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.0</td>\n","      <td>shenzhi-wang/Llama3-8B-Chinese-Chat_torch.bflo...</td>\n","      <td>0.780667</td>\n","      <td>0.757362</td>\n","      <td>0.789882</td>\n","      <td>0.765242</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.2</td>\n","      <td>shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...</td>\n","      <td>0.740667</td>\n","      <td>0.796825</td>\n","      <td>0.740667</td>\n","      <td>0.753115</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.4</td>\n","      <td>shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...</td>\n","      <td>0.778000</td>\n","      <td>0.803096</td>\n","      <td>0.778000</td>\n","      <td>0.781519</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.6</td>\n","      <td>shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...</td>\n","      <td>0.739000</td>\n","      <td>0.802579</td>\n","      <td>0.739000</td>\n","      <td>0.761298</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.8</td>\n","      <td>shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...</td>\n","      <td>0.749667</td>\n","      <td>0.796758</td>\n","      <td>0.749667</td>\n","      <td>0.754738</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>1.0</td>\n","      <td>shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...</td>\n","      <td>0.722667</td>\n","      <td>0.807870</td>\n","      <td>0.722667</td>\n","      <td>0.753803</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>1.2</td>\n","      <td>shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...</td>\n","      <td>0.699333</td>\n","      <td>0.805342</td>\n","      <td>0.699333</td>\n","      <td>0.738849</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>1.4</td>\n","      <td>shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...</td>\n","      <td>0.730667</td>\n","      <td>0.797691</td>\n","      <td>0.730667</td>\n","      <td>0.752535</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>1.6</td>\n","      <td>shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...</td>\n","      <td>0.712333</td>\n","      <td>0.801750</td>\n","      <td>0.712333</td>\n","      <td>0.745198</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>1.8</td>\n","      <td>shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...</td>\n","      <td>0.699000</td>\n","      <td>0.809477</td>\n","      <td>0.699000</td>\n","      <td>0.739980</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>2.0</td>\n","      <td>shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...</td>\n","      <td>0.721000</td>\n","      <td>0.809777</td>\n","      <td>0.721000</td>\n","      <td>0.754225</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    epoch                                              model  accuracy  \\\n","0     0.0  shenzhi-wang/Llama3-8B-Chinese-Chat_torch.bflo...  0.780667   \n","1     0.2  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...  0.740667   \n","2     0.4  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...  0.778000   \n","3     0.6  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...  0.739000   \n","4     0.8  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...  0.749667   \n","5     1.0  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...  0.722667   \n","6     1.2  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...  0.699333   \n","7     1.4  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...  0.730667   \n","8     1.6  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...  0.712333   \n","9     1.8  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...  0.699000   \n","10    2.0  shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint...  0.721000   \n","\n","    precision    recall        f1  \n","0    0.757362  0.789882  0.765242  \n","1    0.796825  0.740667  0.753115  \n","2    0.803096  0.778000  0.781519  \n","3    0.802579  0.739000  0.761298  \n","4    0.796758  0.749667  0.754738  \n","5    0.807870  0.722667  0.753803  \n","6    0.805342  0.699333  0.738849  \n","7    0.797691  0.730667  0.752535  \n","8    0.801750  0.712333  0.745198  \n","9    0.809477  0.699000  0.739980  \n","10   0.809777  0.721000  0.754225  "]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = pd.DataFrame(columns=[\"epoch\", \"model\", \"accuracy\", \"precision\", \"recall\", \"f1\"])\n","for i, col in enumerate(df.columns[5:]):\n","    accuracy, precision, recall, f1 = calc_metrics_for_col(df, col)\n","    new_model_metrics = {\"epoch\": i / 5, \"model\": col, \"accuracy\": accuracy, \"precision\": precision, \"recall\": recall, \"f1\": f1}\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":["<Figure size 1200x500 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# plot metrics for each model\n","import matplotlib.pyplot as plt\n","\n","fig, ax = plt.subplots(1, 1, figsize=(12, 5))\n","\n","perf_df.plot(x=\"epoch\", y=[\"accuracy\", \"precision\", \"recall\", \"f1\"], kind=\"bar\", ax=ax)\n","\n","# add values on top of bars\n","for p in ax.patches:\n","    ax.annotate(\n","        f\"{p.get_height():.3f}\",\n","        (p.get_x() + p.get_width() / 2, p.get_height()),\n","        ha=\"center\",\n","        va=\"bottom\",\n","        fontsize=10,\n","    )\n","\n","# add title and labels\n","# ax.set_title(\"Metrics for different settings\")\n","# ax.set_ylabel(\"Value\")\n","ax.set_xlabel(\"Epoch (0: base model, others: fine-tuned models)\")\n","# rotate x labels\n","plt.xticks(rotation=0)\n","\n","# set legend at the right to avoid overlapping with bars\n","plt.legend(loc=\"center left\", bbox_to_anchor=(1.0, 0.5))\n","# plt.tight_layout()\n","\n","plt.show()"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[],"source":["perf_df.to_csv(\"results/mgtv-llama3_p1_r4_full_metrics.csv\", index=False)"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"data":{"text/plain":["[0.7806666666666666,\n"," 0.7406666666666667,\n"," 0.778,\n"," 0.739,\n"," 0.7496666666666667,\n"," 0.7226666666666667,\n"," 0.6993333333333334,\n"," 0.7306666666666667,\n"," 0.7123333333333334,\n"," 0.699,\n"," 0.721]"]},"execution_count":15,"metadata":{},"output_type":"execute_result"}],"source":["perf_df[\"accuracy\"].to_list()"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat_torch.bfloat16_lf\n","不是                    1642\n","是                     1328\n","不重要                     13\n","问法错误                     3\n","小男孩                      2\n","小男孩放的                    2\n","他要带走的是物品                 1\n","中毒而亡                     1\n","小男孩的哭声                   1\n","小男孩和他的爷爷                 1\n","小男孩是那个在湖边放下破旧帽子的孩子       1\n","是男                       1\n","小男孩把帽子放在湖边是希望能让爷爷的       1\n","破旧                       1\n","是小男孩                     1\n","破旧帽子是小男孩的                1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-35_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-35_torch.bfloat16_lf\n","不是           1727\n","是             870\n","不重要           346\n","回答正确           33\n","问法错误           21\n","小男孩             2\n","破旧帽子是小男孩的       1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-70_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-70_torch.bfloat16_lf\n","不是      1665\n","是       1047\n","不重要      247\n","回答正确      34\n","问法错误       6\n","小男孩        1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-105_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-105_torch.bfloat16_lf\n","不是      1548\n","是        962\n","不重要      401\n","问法错误      54\n","回答正确      35\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-140_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-140_torch.bfloat16_lf\n","不是      1776\n","是        880\n","不重要      305\n","回答正确      34\n","问法错误       5\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-175_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-175_torch.bfloat16_lf\n","不是      1335\n","是       1098\n","不重要      529\n","回答正确      23\n","问法错误      15\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-210_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-210_torch.bfloat16_lf\n","不是      1336\n","是        990\n","不重要      594\n","问法错误      47\n","回答正确      33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-245_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-245_torch.bfloat16_lf\n","是       1316\n","不是      1176\n","不重要      423\n","问法错误      51\n","回答正确      34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-280_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-280_torch.bfloat16_lf\n","不是      1378\n","是       1019\n","不重要      547\n","回答正确      28\n","问法错误      28\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-315_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-315_torch.bfloat16_lf\n","不是      1287\n","是       1016\n","不重要      615\n","问法错误      47\n","回答正确      35\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-350_torch.bfloat16_lf **********\n","shenzhi-wang/Llama3-8B-Chinese-Chat/checkpoint-350_torch.bfloat16_lf\n","不是      1352\n","是       1036\n","不重要      533\n","问法错误      44\n","回答正确      35\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["for col, accuracy in zip(df.columns[5:], perf_df[\"accuracy\"].to_list()):\n","    print(\"*\" * 10, col, \"*\" * 10)\n","    print(df[col].value_counts())\n","    plot_value_counts(df, col, f\"{col} (acc: {accuracy:.3f})\")"]}],"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}