{"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","if \"workding_dir\" not in locals():\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":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n"]}],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["model_name = \"Llama3.1-8B-Chinese-Chat\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 11 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/Llama3.1-8B-Chinese-Chat_torch.float16_lf                 3000 non-null   object\n"," 6   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf   3000 non-null   object\n"," 7   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf   3000 non-null   object\n"," 8   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf  3000 non-null   object\n"," 9   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf  3000 non-null   object\n"," 10  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf  3000 non-null   object\n","dtypes: object(11)\n","memory usage: 257.9+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf']"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:343: 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(\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/Llama3.1-8B-Chinese-Chat_torch.fl...</td>\n","      <td>0.236667</td>\n","      <td>0.745718</td>\n","      <td>0.236667</td>\n","      <td>0.339624</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.2</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.625667</td>\n","      <td>0.827414</td>\n","      <td>0.625667</td>\n","      <td>0.693570</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.4</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.762000</td>\n","      <td>0.789946</td>\n","      <td>0.762000</td>\n","      <td>0.766701</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.6</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.680333</td>\n","      <td>0.798030</td>\n","      <td>0.680333</td>\n","      <td>0.721244</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.8</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.752333</td>\n","      <td>0.807426</td>\n","      <td>0.752333</td>\n","      <td>0.773644</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>1.0</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.737000</td>\n","      <td>0.809059</td>\n","      <td>0.737000</td>\n","      <td>0.763784</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   epoch                                              model  accuracy  \\\n","0    0.0  shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.fl...  0.236667   \n","1    0.2  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.625667   \n","2    0.4  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.762000   \n","3    0.6  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.680333   \n","4    0.8  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.752333   \n","5    1.0  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.737000   \n","\n","   precision    recall        f1  \n","0   0.745718  0.236667  0.339624  \n","1   0.827414  0.625667  0.693570  \n","2   0.789946  0.762000  0.766701  \n","3   0.798030  0.680333  0.721244  \n","4   0.807426  0.752333  0.773644  \n","5   0.809059  0.737000  0.763784  "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, model_name)"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf\n","不是。         1355\n","是            505\n","是。           434\n","不是           289\n","回答正确         229\n","不重要           90\n","问法错误          64\n","不是重要          10\n","不重要。           9\n","回答正确。          5\n","问法错误。          4\n","不是重要。          3\n","是物品。           1\n","是小男孩的哭声。       1\n","問法错误           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/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf\n","不是      1024\n","不重要      949\n","是        941\n","问法错误      45\n","回答正确      41\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/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf\n","不是      1686\n","是       1015\n","不重要      269\n","回答正确      23\n","问法错误       7\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/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf\n","不是      1289\n","是        998\n","不重要      675\n","回答正确      29\n","问法错误       9\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/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf\n","不是      1421\n","是       1101\n","不重要      385\n","问法错误      62\n","回答正确      31\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/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf\n","不是      1409\n","是       1047\n","不重要      469\n","问法错误      44\n","回答正确      31\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}