{"cells":[{"cell_type":"code","execution_count":19,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[{"name":"stdout","output_type":"stream","text":["The autoreload extension is already loaded. To reload it, use:\n"," %reload_ext autoreload\n"]}],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":20,"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":21,"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":22,"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":22,"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":23,"metadata":{},"outputs":[],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":24,"metadata":{},"outputs":[],"source":["model_name = \"Qwen2.5-3B-Instruct\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":25,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 9 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 qwen/Qwen2.5-3B-Instruct/checkpoint-35_torch.bfloat16_lf 3000 non-null object\n"," 6 qwen/Qwen2.5-3B-Instruct/checkpoint-70_torch.bfloat16_lf 3000 non-null object\n"," 7 qwen/Qwen2.5-3B-Instruct/checkpoint-88_torch.bfloat16_lf 3000 non-null object\n"," 8 Qwen/Qwen2.5-3B-Instruct/shots-00 3000 non-null object\n","dtypes: object(9)\n","memory usage: 211.1+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":26,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'qwen/Qwen2.5-3B-Instruct/checkpoint-35_torch.bfloat16_lf',\n"," 'qwen/Qwen2.5-3B-Instruct/checkpoint-70_torch.bfloat16_lf',\n"," 'qwen/Qwen2.5-3B-Instruct/checkpoint-88_torch.bfloat16_lf',\n"," 'Qwen/Qwen2.5-3B-Instruct/shots-00']"]},"execution_count":26,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":27,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['qwen/Qwen2.5-3B-Instruct/checkpoint-35_torch.bfloat16_lf', 'qwen/Qwen2.5-3B-Instruct/checkpoint-70_torch.bfloat16_lf', 'qwen/Qwen2.5-3B-Instruct/checkpoint-88_torch.bfloat16_lf']\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:474: 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":["
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epochmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00.0Qwen2.5-3B-Instructqwen/Qwen2.5-3B-Instruct/checkpoint-35_torch.b...0.7033330.7493690.7033330.7196581.0
10.2Qwen2.5-3B-Instructqwen/Qwen2.5-3B-Instruct/checkpoint-70_torch.b...0.6640000.7490870.6640000.6954541.0
20.4Qwen2.5-3B-Instructqwen/Qwen2.5-3B-Instruct/checkpoint-88_torch.b...0.6743330.7591680.6743330.7069381.0
\n","
"],"text/plain":[" epoch model \\\n","0 0.0 Qwen2.5-3B-Instruct \n","1 0.2 Qwen2.5-3B-Instruct \n","2 0.4 Qwen2.5-3B-Instruct \n","\n"," run accuracy precision \\\n","0 qwen/Qwen2.5-3B-Instruct/checkpoint-35_torch.b... 0.703333 0.749369 \n","1 qwen/Qwen2.5-3B-Instruct/checkpoint-70_torch.b... 0.664000 0.749087 \n","2 qwen/Qwen2.5-3B-Instruct/checkpoint-88_torch.b... 0.674333 0.759168 \n","\n"," recall f1 ratio_valid_classifications \n","0 0.703333 0.719658 1.0 \n","1 0.664000 0.695454 1.0 \n","2 0.674333 0.706938 1.0 "]},"execution_count":27,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":28,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0.0: qwen/Qwen2.5-3B-Instruct/checkpoint-35_torch.bfloat16_lf\n","0.2: qwen/Qwen2.5-3B-Instruct/checkpoint-70_torch.bfloat16_lf\n","0.4: qwen/Qwen2.5-3B-Instruct/checkpoint-88_torch.bfloat16_lf\n"]},{"data":{"image/png":"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"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, model_name)"]},{"cell_type":"code","execution_count":29,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":30,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['Qwen/Qwen2.5-3B-Instruct/shots-00']\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:474: 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":["
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shotsmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00Qwen2.5-3B-InstructQwen/Qwen2.5-3B-Instruct/shots-000.5796670.696650.5796670.5506371.0
\n","
"],"text/plain":[" shots model run accuracy \\\n","0 0 Qwen2.5-3B-Instruct Qwen/Qwen2.5-3B-Instruct/shots-00 0.579667 \n","\n"," precision recall f1 ratio_valid_classifications \n","0 0.69665 0.579667 0.550637 1.0 "]},"execution_count":30,"metadata":{},"output_type":"execute_result"}],"source":["perf_df_shots = get_metrics_df(df, variant=\"shots\")\n","perf_df_shots"]},{"cell_type":"code","execution_count":31,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0: Qwen/Qwen2.5-3B-Instruct/shots-00\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df_shots, model_name, variant=\"shots\")"]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[],"source":["perf_df_shots.to_csv(\n"," metrics_csv.replace(\"metrics.csv\", \"shots_metrics.csv\"), index=False\n",")"]},{"cell_type":"code","execution_count":33,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** qwen/Qwen2.5-3B-Instruct/checkpoint-35_torch.bfloat16_lf **********\n","qwen/Qwen2.5-3B-Instruct/checkpoint-35_torch.bfloat16_lf\n","不是 1410\n","是 1173\n","不重要 389\n","回答正确 16\n","问法错误 12\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":["********** qwen/Qwen2.5-3B-Instruct/checkpoint-70_torch.bfloat16_lf **********\n","qwen/Qwen2.5-3B-Instruct/checkpoint-70_torch.bfloat16_lf\n","不是 1229\n","是 1164\n","不重要 551\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":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** qwen/Qwen2.5-3B-Instruct/checkpoint-88_torch.bfloat16_lf **********\n","qwen/Qwen2.5-3B-Instruct/checkpoint-88_torch.bfloat16_lf\n","不是 1258\n","是 1147\n","不重要 533\n","问法错误 36\n","回答正确 26\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"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, title=f\"{col} (acc: {accuracy:.3f})\")"]},{"cell_type":"code","execution_count":34,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** qwen/Qwen2.5-3B-Instruct/checkpoint-35_torch.bfloat16_lf **********\n","qwen/Qwen2.5-3B-Instruct/checkpoint-35_torch.bfloat16_lf\n","不是 1410\n","是 1173\n","不重要 389\n","回答正确 16\n","问法错误 12\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** qwen/Qwen2.5-3B-Instruct/checkpoint-70_torch.bfloat16_lf **********\n","qwen/Qwen2.5-3B-Instruct/checkpoint-70_torch.bfloat16_lf\n","不是 1229\n","是 1164\n","不重要 551\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":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** qwen/Qwen2.5-3B-Instruct/checkpoint-88_torch.bfloat16_lf **********\n","qwen/Qwen2.5-3B-Instruct/checkpoint-88_torch.bfloat16_lf\n","不是 1258\n","是 1147\n","不重要 533\n","问法错误 36\n","回答正确 26\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, f1, accuracy in zip(\n"," df.columns[5:], perf_df[\"f1\"].to_list(), perf_df[\"accuracy\"].to_list()\n","):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(\n"," df,\n"," col,\n"," title=f\"{col} (f1: {f1: .3f} | acc: {accuracy:.3f})\",\n"," preprocess_func=extract_answer,\n"," )"]},{"cell_type":"code","execution_count":35,"metadata":{},"outputs":[],"source":["for col, f1, accuracy in zip(\n"," df.columns[16:], perf_df_shots[\"f1\"].to_list(), perf_df_shots[\"accuracy\"].to_list()\n","):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(\n"," df,\n"," col,\n"," title=f\"{col} (f1: {f1: .3f} | acc: {accuracy:.3f})\",\n"," )"]},{"cell_type":"code","execution_count":36,"metadata":{},"outputs":[],"source":["for col, f1, accuracy in zip(\n"," df.columns[16:], perf_df_shots[\"f1\"].to_list(), perf_df_shots[\"accuracy\"].to_list()\n","):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(\n"," df,\n"," col,\n"," title=f\"{col} (f1: {f1: .3f} | acc: {accuracy:.3f})\",\n"," preprocess_func=extract_answer,\n"," )"]}],"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}