{"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":[{"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>text</th>\n","      <th>label</th>\n","      <th>title</th>\n","      <th>puzzle</th>\n","      <th>truth</th>\n","      <th>meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf</th>\n","      <th>meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf</th>\n","      <th>meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf</th>\n","      <th>meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Was Zhen Zhesuo suicide?</td>\n","      <td>No</td>\n","      <td>The Mystery of the Coast</td>\n","      <td>In the quiet seaside cottage of a neighbor, a ...</td>\n","      <td>Zhen Zhesao was a nature-loving painter who ca...</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>Unimportant</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Was Zhen Zhesuo sickly?</td>\n","      <td>Yes</td>\n","      <td>The Mystery of the Coast</td>\n","      <td>In the quiet seaside cottage of a neighbor, a ...</td>\n","      <td>Zhen Zhesao was a nature-loving painter who ca...</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Correct answer.</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>The painting was by Zhen.</td>\n","      <td>Yes</td>\n","      <td>The Mystery of the Coast</td>\n","      <td>In the quiet seaside cottage of a neighbor, a ...</td>\n","      <td>Zhen Zhesao was a nature-loving painter who ca...</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>**Response:** Correct answer</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Was Zhen with a heart condition?</td>\n","      <td>Yes</td>\n","      <td>The Mystery of the Coast</td>\n","      <td>In the quiet seaside cottage of a neighbor, a ...</td>\n","      <td>Zhen Zhesao was a nature-loving painter who ca...</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Correct answer</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>The wheel was the murderer's weapon.</td>\n","      <td>No</td>\n","      <td>The Mystery of the Coast</td>\n","      <td>In the quiet seaside cottage of a neighbor, a ...</td>\n","      <td>Zhen Zhesao was a nature-loving painter who ca...</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>**Incorrect questioning**\\n\\n(Note: The questi...</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>2995</th>\n","      <td>Did the weeping person have to make a sacrific...</td>\n","      <td>Yes</td>\n","      <td>Zhen Zhuo's wails</td>\n","      <td>One night, in a quiet village, a weeping sound...</td>\n","      <td>It turned out that the old hat belonged to a l...</td>\n","      <td>Unimportant</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>Unimportant</td>\n","    </tr>\n","    <tr>\n","      <th>2996</th>\n","      <td>Was the body in the lake?</td>\n","      <td>No</td>\n","      <td>Zhen Zhuo's wails</td>\n","      <td>One night, in a quiet village, a weeping sound...</td>\n","      <td>It turned out that the old hat belonged to a l...</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>Unimportant.</td>\n","    </tr>\n","    <tr>\n","      <th>2997</th>\n","      <td>Do mourners have a special relationship with t...</td>\n","      <td>Yes</td>\n","      <td>Zhen Zhuo's wails</td>\n","      <td>One night, in a quiet village, a weeping sound...</td>\n","      <td>It turned out that the old hat belonged to a l...</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>**Response:** Yes</td>\n","    </tr>\n","    <tr>\n","      <th>2998</th>\n","      <td>Was the owner of the hat dead?</td>\n","      <td>No</td>\n","      <td>Zhen Zhuo's wails</td>\n","      <td>One night, in a quiet village, a weeping sound...</td>\n","      <td>It turned out that the old hat belonged to a l...</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>Correct answer</td>\n","    </tr>\n","    <tr>\n","      <th>2999</th>\n","      <td>Was the dead person wounded?</td>\n","      <td>No</td>\n","      <td>Zhen Zhuo's wails</td>\n","      <td>One night, in a quiet village, a weeping sound...</td>\n","      <td>It turned out that the old hat belonged to a l...</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>No</td>\n","      <td>Unimportant</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>3000 rows × 9 columns</p>\n","</div>"],"text/plain":["                                                   text label  \\\n","0                              Was Zhen Zhesuo suicide?    No   \n","1                               Was Zhen Zhesuo sickly?   Yes   \n","2                             The painting was by Zhen.   Yes   \n","3                      Was Zhen with a heart condition?   Yes   \n","4                  The wheel was the murderer's weapon.    No   \n","...                                                 ...   ...   \n","2995  Did the weeping person have to make a sacrific...   Yes   \n","2996                          Was the body in the lake?    No   \n","2997  Do mourners have a special relationship with t...   Yes   \n","2998                     Was the owner of the hat dead?    No   \n","2999                       Was the dead person wounded?    No   \n","\n","                         title  \\\n","0     The Mystery of the Coast   \n","1     The Mystery of the Coast   \n","2     The Mystery of the Coast   \n","3     The Mystery of the Coast   \n","4     The Mystery of the Coast   \n","...                        ...   \n","2995         Zhen Zhuo's wails   \n","2996         Zhen Zhuo's wails   \n","2997         Zhen Zhuo's wails   \n","2998         Zhen Zhuo's wails   \n","2999         Zhen Zhuo's wails   \n","\n","                                                 puzzle  \\\n","0     In the quiet seaside cottage of a neighbor, a ...   \n","1     In the quiet seaside cottage of a neighbor, a ...   \n","2     In the quiet seaside cottage of a neighbor, a ...   \n","3     In the quiet seaside cottage of a neighbor, a ...   \n","4     In the quiet seaside cottage of a neighbor, a ...   \n","...                                                 ...   \n","2995  One night, in a quiet village, a weeping sound...   \n","2996  One night, in a quiet village, a weeping sound...   \n","2997  One night, in a quiet village, a weeping sound...   \n","2998  One night, in a quiet village, a weeping sound...   \n","2999  One night, in a quiet village, a weeping sound...   \n","\n","                                                  truth  \\\n","0     Zhen Zhesao was a nature-loving painter who ca...   \n","1     Zhen Zhesao was a nature-loving painter who ca...   \n","2     Zhen Zhesao was a nature-loving painter who ca...   \n","3     Zhen Zhesao was a nature-loving painter who ca...   \n","4     Zhen Zhesao was a nature-loving painter who ca...   \n","...                                                 ...   \n","2995  It turned out that the old hat belonged to a l...   \n","2996  It turned out that the old hat belonged to a l...   \n","2997  It turned out that the old hat belonged to a l...   \n","2998  It turned out that the old hat belonged to a l...   \n","2999  It turned out that the old hat belonged to a l...   \n","\n","     meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf  \\\n","0                                                    No                     \n","1                                                   Yes                     \n","2                                                   Yes                     \n","3                                                   Yes                     \n","4                                                    No                     \n","...                                                 ...                     \n","2995                                        Unimportant                     \n","2996                                                 No                     \n","2997                                                Yes                     \n","2998                                                Yes                     \n","2999                                                 No                     \n","\n","     meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf  \\\n","0                                                    No                     \n","1                                                   Yes                     \n","2                                                   Yes                     \n","3                                                   Yes                     \n","4                                                    No                     \n","...                                                 ...                     \n","2995                                                 No                     \n","2996                                                 No                     \n","2997                                                Yes                     \n","2998                                                Yes                     \n","2999                                                 No                     \n","\n","     meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf  \\\n","0                                                    No                     \n","1                                                   Yes                     \n","2                                                   Yes                     \n","3                                                   Yes                     \n","4                                                    No                     \n","...                                                 ...                     \n","2995                                                 No                     \n","2996                                                 No                     \n","2997                                                Yes                     \n","2998                                                 No                     \n","2999                                                 No                     \n","\n","     meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf  \n","0                                           Unimportant     \n","1                                       Correct answer.     \n","2                          **Response:** Correct answer     \n","3                                        Correct answer     \n","4     **Incorrect questioning**\\n\\n(Note: The questi...     \n","...                                                 ...     \n","2995                                        Unimportant     \n","2996                                       Unimportant.     \n","2997                                  **Response:** Yes     \n","2998                                     Correct answer     \n","2999                                        Unimportant     \n","\n","[3000 rows x 9 columns]"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","df = pd.read_csv(\"results/llama3-8b_lora_sft_bf16-p2_en.csv\")\n","df"]},{"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):\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","    plt.show()\n","    \n","    rcParams[\"font.family\"] = font_family\n"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf',\n"," 'meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf',\n"," 'meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf',\n"," 'meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf']"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[],"source":["df = df[\n","    [\n","        \"text\",\n","        \"label\",\n","        \"title\",\n","        \"puzzle\",\n","        \"truth\",\n","        \"meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf\",\n","        \"meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf\",\n","        \"meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf\",\n","        \"meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf\",\n","    ]\n","]"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf **********\n","meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf\n","Unimportant                                                                                      1132\n","**Response:** Unimportant                                                                         563\n","**Response:** Yes                                                                                 264\n","Correct answer                                                                                    225\n","Unimportant.                                                                                      181\n","**Response:** Correct answer                                                                      175\n","Yes.                                                                                              100\n","Correct answer.                                                                                    69\n","**Response:** No                                                                                   57\n","**Response:** Incorrect questioning                                                                56\n","**Unimportant**                                                                                    47\n","Yes                                                                                                27\n","Incorrect questioning.                                                                             21\n","No                                                                                                 19\n","No.                                                                                                10\n","Incorrect questioning                                                                              10\n","**Correct answer**                                                                                  8\n","**Yes**                                                                                             5\n","**Host's response:** Correct answer                                                                 4\n","**Host's response:** Unimportant                                                                    3\n","**Incorrect questioning**\\n\\n(Remember, the participant's question is not a closed                  2\n","I'm glad to play this game with you!\\n\\nFor your question: \"It                                      1\n","I'm happy to play the game with you!\\n\\nHowever, I must point out                                   1\n","I'll respond to the participant's question according to the rules.\\n\\n**Response:**                 1\n","Let's play the game!\\n\\nFor the participant's question: \"Granddad agreed                            1\n","**Response:** Incorrect questioning\\n\\n(Remember, the question is not a closed                      1\n","**Incorrect questioning**\\n\\n(Note: The question is not a closed-ended question and is              1\n","Incorrect questioning\\n\\n(Note: The question \"The girl\" is not a closed-ended                       1\n","According to the rules, I will respond with one of the five options: Yes                            1\n","I'm ready to play! Since the participant's question is \"The Time Line                               1\n","**Incorrect questioning**\\n\\n(Remember, the rules state that the participant's question             1\n","**Incorrect questioning**\\n\\n(Remember, the participant's question \"bigger sister                   1\n","I can respond to the participant's question.\\n\\n**Response:** Correct answer                        1\n","**Incorrect questioning**\\n\\n(Note: The participant's question is not a closed-ended question       1\n","**Host's response:** Incorrect questioning                                                          1\n","**Response:** Incorrect questioning\\n\\n(Note: The question is not a closed-ended question           1\n","**Host's Response:** Incorrect questioning                                                          1\n","**Host's Response:** Correct answer                                                                 1\n","**Incorrect questioning**\\n\\n(Note: The question is not a closed-ended question, as                 1\n","**Unimportant**\\n\\n(Note: The riddle and answer do not provide information about                    1\n","**Unimportant**\\n\\n(Remember, the question is not directly related to the                           1\n","**Incorrect questioning**                                                                           1\n","**Response:** Incorrect questioning\\n\\n(Note: The participant's question is not a closed            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":["********** meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf **********\n","meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf\n","No                       1564\n","Yes                      1012\n","Unimportant               353\n","Incorrect questioning      50\n","Correct answer             21\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":["********** meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf **********\n","meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf\n","No                       1210\n","Yes                       902\n","Unimportant               746\n","Incorrect questioning      88\n","Correct answer             54\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":["********** meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf **********\n","meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf\n","No                       1589\n","Yes                       895\n","Unimportant               434\n","Incorrect questioning      45\n","Correct answer             37\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":10,"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\".*esponse.*:\", \"\", x)\n","            .split(\"\\n\")[-1]\n","            .replace(\".\", \"\")\n","            .replace(\"**\", \"\")\n","            .strip()\n","            if isinstance(x, str)\n","            else x\n","        )\n","    )\n","    return df"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf **********\n","23\n","meta-llama/Meta-Llama-3-8B-Instruct_torch.bfloat16_lf\n","Unimportant                                                                 1926\n","Correct answer                                                               483\n","Yes                                                                          396\n","Incorrect questioning                                                         90\n","No                                                                            86\n","(Remember, the participant's question is not a closed                          2\n","I'm ready to play! Since the participant's question is \"The Time Line          1\n","However, I must point out                                                      1\n","                                                                               1\n","For the participant's question: \"Granddad agreed                               1\n","(Remember, the question is not a closed                                        1\n","(Note: The question is not a closed-ended question and is                      1\n","(Note: The question \"The girl\" is not a closed-ended                           1\n","According to the rules, I will respond with one of the five options: Yes       1\n","(Note: The participant's question is not a closed-ended question               1\n","(Remember, the rules state that the participant's question                     1\n","For your question: \"It                                                         1\n","(Remember, the participant's question \"bigger sister                           1\n","(Note: The question is not a closed-ended question                             1\n","(Note: The riddle and answer do not provide information about                  1\n","(Remember, the question is not directly related to the                         1\n","(Note: The question is not a closed-ended question, as                         1\n","(Note: The participant's question is not a closed                              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":["********** meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf **********\n","5\n","meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-117_torch.bfloat16_lf\n","No                       1564\n","Yes                      1012\n","Unimportant               353\n","Incorrect questioning      50\n","Correct answer             21\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":["********** meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf **********\n","5\n","meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-234_torch.bfloat16_lf\n","No                       1210\n","Yes                       902\n","Unimportant               746\n","Incorrect questioning      88\n","Correct answer             54\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":["********** meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf **********\n","5\n","meta-llama/Meta-Llama-3-8B-Instruct/checkpoint-351_torch.bfloat16_lf\n","No                       1589\n","Yes                       895\n","Unimportant               434\n","Incorrect questioning      45\n","Correct answer             37\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","    df = clean_up(df, col)\n","    print(\"*\" * 10, col, \"*\" * 10)\n","    print(df[col].nunique())\n","    print(df[col].value_counts())\n","    plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":12,"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":13,"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_91143/1887142834.py:18: 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"]},{"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>0.000000</td>\n","      <td>meta-llama/Meta-Llama-3-8B-Instruct_torch.bflo...</td>\n","      <td>0.154667</td>\n","      <td>0.521852</td>\n","      <td>0.154667</td>\n","      <td>0.176118</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.333333</td>\n","      <td>meta-llama/Meta-Llama-3-8B-Instruct/checkpoint...</td>\n","      <td>0.620333</td>\n","      <td>0.663582</td>\n","      <td>0.620333</td>\n","      <td>0.636363</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.666667</td>\n","      <td>meta-llama/Meta-Llama-3-8B-Instruct/checkpoint...</td>\n","      <td>0.561333</td>\n","      <td>0.700051</td>\n","      <td>0.561333</td>\n","      <td>0.611304</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1.000000</td>\n","      <td>meta-llama/Meta-Llama-3-8B-Instruct/checkpoint...</td>\n","      <td>0.620333</td>\n","      <td>0.681920</td>\n","      <td>0.620333</td>\n","      <td>0.640515</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      epoch                                              model  accuracy  \\\n","0  0.000000  meta-llama/Meta-Llama-3-8B-Instruct_torch.bflo...  0.154667   \n","1  0.333333  meta-llama/Meta-Llama-3-8B-Instruct/checkpoint...  0.620333   \n","2  0.666667  meta-llama/Meta-Llama-3-8B-Instruct/checkpoint...  0.561333   \n","3  1.000000  meta-llama/Meta-Llama-3-8B-Instruct/checkpoint...  0.620333   \n","\n","   precision    recall        f1  \n","0   0.521852  0.154667  0.176118  \n","1   0.663582  0.620333  0.636363  \n","2   0.700051  0.561333  0.611304  \n","3   0.681920  0.620333  0.640515  "]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = pd.DataFrame(\n","    columns=[\"epoch\", \"model\", \"accuracy\", \"precision\", \"recall\", \"f1\"]\n",")\n","for i, col in enumerate(df.columns[5:]):\n","    accuracy, precision, recall, f1 = calc_metrics_for_col(df, col)\n","    new_model_metrics = {\n","        \"epoch\": i / 3,\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":14,"metadata":{},"outputs":[{"data":{"image/png":"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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\")\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":15,"metadata":{},"outputs":[],"source":["perf_df.to_csv(\"results/mgtv-llama3_p2_en_full_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}