{ "cells": [ { "cell_type": "markdown", "id": "0109b985", "metadata": {}, "source": [ "# Model Error Category Analysis\n", "This notebook analyzes the error categories for each model across all steps to help understand common failure modes." ] }, { "cell_type": "code", "execution_count": 1, "id": "e599d29e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total records: 1484\n", "Successful trials: 875\n", "Failed trials: 609\n", "Success rate: 59.0%\n" ] } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns\n", "import ast\n", "from matplotlib.backends.backend_pdf import PdfPages\n", "\n", "# Set style\n", "sns.set_style(\"whitegrid\")\n", "plt.rcParams['figure.dpi'] = 100\n", "\n", "# Load data\n", "df = pd.read_csv('/global/cfs/projectdirs/atlas/joshua/llm4hep/results_summary.csv', comment='#')\n", "\n", "# Remove rows with missing supervisor or coder\n", "df = df.dropna(subset=['supervisor', 'coder'])\n", "\n", "print(f\"Total records: {len(df)}\")\n", "print(f\"Successful trials: {len(df[df['success'] == True])}\")\n", "print(f\"Failed trials: {len(df[df['success'] == False])}\")\n", "print(f\"Success rate: {len(df[df['success'] == True]) / len(df) * 100:.1f}%\")" ] }, { "cell_type": "markdown", "id": "58865b53", "metadata": {}, "source": [ "## Parse Error Categories" ] }, { "cell_type": "code", "execution_count": 14, "id": "4372bbdf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Unique error types found:\n", " OpenAI API error: 98\n", " all data weights = 0: 2\n", " dummy data created: 1\n", " function-calling error: 193\n", " incorrect branch name: 22\n", " intermediate file not found: 90\n", " other: 544\n", " semantic error: 534\n", " unknown: 1\n" ] } ], "source": [ "# Model name mapping (same as in five_step_analysis.ipynb)\n", "# Dates reflect actual underlying model versions discovered via API testing\n", "MODEL_NAME_MAPPING = {\n", " # Anthropic Claude models (with version dates from API testing)\n", " 'anthropic/claude-haiku:latest': 'Claude Haiku 4.5 (2025-10-01)', # claude-haiku-4-5@20251001\n", " 'anthropic/claude-opus:latest': 'Claude Opus 4.1 (2025-08-05)', # us.anthropic.claude-opus-4-1-20250805-v1:0\n", " 'anthropic/claude-sonnet:latest': 'Claude Sonnet 4.5 (2025-09-29)', # claude-sonnet-4-5@20250929\n", " 'claude-3-5-haiku-latest': 'Claude 3.5 Haiku (2024-10-22)', # claude-3-5-haiku@20241022\n", " \n", " # Google Gemini (from CBORG mapping test)\n", " 'google/gemini:latest': 'Gemini 2.5 Pro', # gemini-2.5-pro\n", " 'google/gemini-flash': 'Gemini 2.5 Flash', # gemini-2.5-flash\n", " 'gemini-2.0-flash-lite': 'Gemini 2.0 Flash Lite', # (no alias)\n", " \n", " # OpenAI models (with version dates from API testing)\n", " # Note: openai/o:latest and openai/o3 both map to azure/o3-2025-04-16 (same model, merged in plots)\n", " 'openai/o:latest': 'O3 (2025-04-16)', # azure/o3-2025-04-16 (aliased)\n", " 'openai/gpt-5': 'GPT-5 (2025-08-07)', # gpt-5-2025-08-07\n", " 'openai/gpt-5-mini': 'GPT-5 Mini (2025-08-07)', # gpt-5-mini-2025-08-07\n", " 'openai/o3': 'O3 (2025-04-16)', # azure/o3-2025-04-16 (direct, same as o:latest)\n", " 'openai/o3-mini': 'O3 Mini (2025-01-31)', # azure/o3-mini-2025-01-31\n", " 'openai/o4-mini': 'O4 Mini (2025-04-16)', # azure/o4-mini-2025-04-16\n", " \n", " # xAI Grok (from CBORG mapping test)\n", " 'xai/grok:latest': 'Grok-3', # grok-3\n", " 'xai/grok-mini': 'Grok Mini', # Rate limited during test\n", " 'xai/grok-code-fast-1': 'Grok Code Fast 1', # Rate limited during test\n", " \n", " # AWS models (with version info from API testing)\n", " 'aws/llama-4-maverick': 'Llama-4 Maverick (17B)', # us.meta.llama4-maverick-17b-instruct-v1:0\n", " 'aws/llama-4-scout': 'Llama-4 Scout (17B)', # us.meta.llama4-scout-17b-instruct-v1:0\n", " \n", " # Other models (with version info where available)\n", " 'gpt-oss-120b': 'GPT-OSS-120B', # hosted_vllm/hosted_vllm/gpt-oss-120b\n", " 'gpt-5-codex': 'GPT-5 Codex', # Model not accessible during test\n", " 'deepseek-r1': 'DeepSeek-R1', # MAI-DS-R1\n", " 'gcp/qwen-3': 'Qwen-3 (235B)', # qwen/qwen3-235b-a22b-instruct-2507-maas\n", "}\n", "\n", "def resolve_model_name(model_alias):\n", " \"\"\"Convert CBORG alias to display name.\"\"\"\n", " if pd.isna(model_alias):\n", " return model_alias\n", " model_str = str(model_alias).strip()\n", " return MODEL_NAME_MAPPING.get(model_str, model_str)\n", "\n", "def create_pair_label(row):\n", " supervisor = resolve_model_name(row['supervisor'])\n", " coder = resolve_model_name(row['coder'])\n", " if supervisor == coder:\n", " return supervisor\n", " else:\n", " return supervisor + ' / ' + coder\n", "\n", "df['model'] = df.apply(create_pair_label, axis=1)\n", "\n", "# Parse error column\n", "def parse_errors(error_value):\n", " \"\"\"Parse error value which can be a list or string.\"\"\"\n", " if pd.isna(error_value):\n", " return []\n", " \n", " try:\n", " # Try to evaluate as Python literal (list)\n", " errors = ast.literal_eval(str(error_value))\n", " if isinstance(errors, list):\n", " return errors\n", " else:\n", " return [str(errors)]\n", " except:\n", " # If parsing fails, treat as string\n", " return [str(error_value)]\n", "\n", "def normalize_error_name(error_str):\n", " \"\"\"Normalize error names for better readability.\"\"\"\n", " if pd.isna(error_str):\n", " return 'unknown'\n", " \n", " error_str = str(error_str).strip()\n", " \n", " # Normalize specific error types\n", " if error_str == 'all data weights = 0, dummy data created':\n", " return 'all data weights = 0'\n", " elif error_str == 'uncategorized':\n", " return 'OpenAI API error'\n", " \n", " # Return as-is for other errors\n", " return error_str\n", "\n", "df['error_list'] = df['Error'].apply(parse_errors)\n", "\n", "# Explode the error list so each error type gets its own row\n", "df_errors = df.explode('error_list')\n", "\n", "# Clean up error names, handle NaN, and normalize for clarity\n", "df_errors['error_type'] = df_errors['error_list'].apply(normalize_error_name)\n", "\n", "# Filter out empty errors\n", "df_errors = df_errors[df_errors['error_type'] != ''].copy()\n", "\n", "print(f\"\\nUnique error types found:\")\n", "for err in sorted([e for e in df_errors['error_type'].unique() if e]):\n", " count = len(df_errors[df_errors['error_type'] == err])\n", " print(f\" {err}: {count}\")" ] }, { "cell_type": "markdown", "id": "0a634c9d", "metadata": {}, "source": [ "## Error Distribution by Model" ] }, { "cell_type": "code", "execution_count": 15, "id": "15fc5713", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Model Statistics:\n", " model total_trials failed_trials success_rate\n", " GPT-5 Mini (2025-08-07) 53 8 84.905660\n", " Gemini 2.5 Pro 50 8 84.000000\n", " GPT-5 Codex 50 9 82.000000\n", "Claude Sonnet 4.5 (2025-09-29) 50 10 80.000000\n", " O3 Mini (2025-01-31) 50 11 78.000000\n", " Qwen-3 (235B) 50 13 74.000000\n", " Grok-3 50 14 72.000000\n", " O4 Mini (2025-04-16) 50 16 68.000000\n", " O3 (2025-04-16) 100 32 68.000000\n", " Grok Code Fast 1 100 32 68.000000\n", " Gemini 2.5 Flash 50 16 68.000000\n", " GPT-OSS-120B 375 132 64.800000\n", " Claude Opus 4.1 (2025-08-05) 50 21 58.000000\n", " Grok Mini 50 26 48.000000\n", " Llama-4 Maverick (17B) 50 31 38.000000\n", " Llama-4 Scout (17B) 50 35 30.000000\n", " Gemini 2.0 Flash Lite 56 40 28.571429\n", " DeepSeek-R1 25 18 28.000000\n", " Claude 3.5 Haiku (2024-10-22) 100 73 27.000000\n", " Claude Haiku 4.5 (2025-10-01) 50 39 22.000000\n", " GPT-5 (2025-08-07) 25 25 0.000000\n" ] } ], "source": [ "# Count errors by model and type\n", "error_counts = df_errors.groupby(['model', 'error_type']).size().reset_index(name='count')\n", "\n", "# Also get total trials per model for context\n", "total_trials = df.groupby('model').size().reset_index(name='total_trials')\n", "failed_trials = df[df['success'] == False].groupby('model').size().reset_index(name='failed_trials')\n", "\n", "# Merge\n", "model_stats = total_trials.merge(failed_trials, on='model', how='left').fillna(0)\n", "model_stats['success_rate'] = ((model_stats['total_trials'] - model_stats['failed_trials']) / \n", " model_stats['total_trials'] * 100)\n", "\n", "print(\"\\nModel Statistics:\")\n", "print(model_stats.sort_values('success_rate', ascending=False).to_string(index=False))" ] }, { "cell_type": "markdown", "id": "11efa1c9", "metadata": {}, "source": [ "## Visualization 1: Stacked Bar Chart - Error Types by Model" ] }, { "cell_type": "code", "execution_count": 19, "id": "8a40462c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a pivot table for stacked bar chart\n", "error_pivot = error_counts.pivot(index='model', columns='error_type', values='count').fillna(0)\n", "\n", "# Normalize to percentages (each row sums to 100%)\n", "error_pivot_pct = error_pivot.div(error_pivot.sum(axis=1), axis=0) * 100\n", "\n", "# Define custom order (matching the reference PDF, reversed)\n", "model_order = [\n", " 'Qwen-3 (235B)',\n", " 'O4 Mini (2025-04-16)',\n", " 'O3 Mini (2025-01-31)',\n", " 'O3 (2025-04-16)',\n", " 'Llama-4 Scout (17B)',\n", " 'Llama-4 Maverick (17B)',\n", " 'Grok-3',\n", " 'Grok Mini',\n", " 'Grok Code Fast 1',\n", " 'Gemini 2.5 Pro',\n", " 'Gemini 2.5 Flash',\n", " 'Gemini 2.0 Flash Lite',\n", " 'GPT-OSS-120B',\n", " 'GPT-5 Mini (2025-08-07)',\n", " 'GPT-5 Codex',\n", " 'GPT-5 (2025-08-07)',\n", " 'DeepSeek-R1',\n", " 'Claude Sonnet 4.5 (2025-09-29)',\n", " 'Claude Opus 4.1 (2025-08-05)',\n", " 'Claude Haiku 4.5 (2025-10-01)',\n", " 'Claude 3.5 Haiku (2024-10-22)',\n", "]\n", "\n", "# Reindex to match the custom order (only include models that exist in data)\n", "existing_models = [m for m in model_order if m in error_pivot_pct.index]\n", "error_pivot_pct = error_pivot_pct.reindex(existing_models)\n", "\n", "# Define colors for error types (updated to match normalized names)\n", "error_colors = {\n", " 'semantic error': '#E63946', # Red\n", " 'function-calling error': '#F4A261', # Orange\n", " 'intermediate file not found': '#E9C46A', # Yellow\n", " 'incorrect branch name': '#2A9D8F', # Teal\n", " 'other': '#264653', # Dark blue\n", " 'OpenAI API error': '#8D99AE', # Gray (was 'uncategorized')\n", " 'all data weights = 0': '#B8336A', # Pink (simplified name)\n", " 'dummy data created': '#C9ADA7', # Light brown\n", " 'unknown': '#AAAAAA', # Light gray\n", "}\n", "\n", "# Create figure\n", "fig, ax = plt.subplots(figsize=(14, max(10, len(error_pivot_pct) * 0.4)))\n", "\n", "# Create stacked bar chart with percentages\n", "error_pivot_pct.plot(\n", " kind='barh',\n", " stacked=True,\n", " ax=ax,\n", " color=[error_colors.get(col, '#cccccc') for col in error_pivot_pct.columns],\n", " width=0.8\n", ")\n", "\n", "# Add percentage labels inside the bars\n", "for i, model in enumerate(error_pivot_pct.index):\n", " cumulative = 0\n", " for col in error_pivot_pct.columns:\n", " value = error_pivot_pct.loc[model, col]\n", " if value > 3: # Only show label if segment is larger than 3%\n", " ax.text(cumulative + value/2, i, f'{value:.1f}%', \n", " ha='center', va='center', fontsize=8, fontweight='bold', color='white')\n", " cumulative += value\n", "\n", "# Customize\n", "ax.set_xlabel('Percentage of Total Errors (%)', fontsize=14, fontweight='bold')\n", "ax.set_ylabel('Model', fontsize=14, fontweight='bold')\n", "ax.set_title('Error Distribution by Model - Normalized (All Steps Combined)', fontsize=16, fontweight='bold', pad=20)\n", "\n", "# Update legend to use normalized error names\n", "handles, labels = ax.get_legend_handles_labels()\n", "ax.legend(handles, labels, title='Error Type', bbox_to_anchor=(1.05, 1), loc='upper left', frameon=True)\n", "\n", "ax.set_xlim(0, 100)\n", "ax.grid(axis='x', alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.savefig('plots/error_distribution_by_model.png', dpi=300, bbox_inches='tight')\n", "plt.savefig('plots/error_distribution_by_model.pdf', bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c8de21f3", "metadata": {}, "source": [ "## Visualization 2: Heatmap - Error Types vs Models" ] }, { "cell_type": "code", "execution_count": 20, "id": "ed339c8a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create normalized heatmap (percentage of total errors for each model)\n", "error_pivot_pct = error_pivot.div(error_pivot.sum(axis=1), axis=0) * 100\n", "\n", "# Sort by most common error type\n", "error_pivot_pct = error_pivot_pct.sort_values('semantic error', ascending=False)\n", "\n", "fig, ax = plt.subplots(figsize=(12, max(8, len(error_pivot_pct) * 0.4)))\n", "\n", "sns.heatmap(\n", " error_pivot_pct,\n", " annot=True,\n", " fmt='.1f',\n", " cmap='YlOrRd',\n", " cbar_kws={'label': 'Percentage of Total Errors (%)'},\n", " linewidths=0.5,\n", " ax=ax\n", ")\n", "\n", "ax.set_title('Error Type Distribution by Model (Percentage)', fontsize=16, fontweight='bold', pad=20)\n", "ax.set_xlabel('Error Type', fontsize=12, fontweight='bold')\n", "ax.set_ylabel('Model', fontsize=12, fontweight='bold')\n", "plt.xticks(rotation=45, ha='right')\n", "plt.tight_layout()\n", "plt.savefig('plots/error_heatmap_by_model.png', dpi=300, bbox_inches='tight')\n", "plt.savefig('plots/error_heatmap_by_model.pdf', bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6fa49589", "metadata": {}, "source": [ "## Visualization 3: Error Rate by Model (with breakdown)" ] }, { "cell_type": "code", "execution_count": 21, "id": "ce541fac", "metadata": {}, "outputs": [ { "data": { "image/png": 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v3r3beOWVV4zq1asbvr6+1v0a79q1a0bJkiWNIUOGpBg3AAApsad6avTo0Yanp6fRpUuXBL/Xz58/b/j4+Bienp7G77//bhjGw5rJx8fHWLt2rVGjRg2jUqVKxvDhw4179+6lOv4ffvjBaNCggeHt7W1UrFjR6N69u3HlypUU8z1mzBhrDVWzZs1k15s1a5bh6elp1KtXL1FOkjJlypQE41uwYIERGBhobN261TAMw/jzzz8NT09Po1WrVoZhpFy33Lt3z3jrrbeMLl26WLffu3fvBOv37dvX8PT0NE6fPm1cv349xdgMwzBatWplreEMwzC6d+9ueHp6Gvv37zfCw8MNT09Po0mTJsaBAweMbdu2GeXKlUvw/o97Ut31zTffGJ6enkZISIhx5coVw2w2J3j9V1999cQ6FgCAx9lT3dSmTZsEtYNhGMaKFSuMbt26GRs3brQuCw0NNZo2bWqULVvWCAgIMD7++GNrvRQ/zkaNGhmLFi0yqlevblSsWNH4v//7P+P+/fuGYRjG1KlTDU9PT2PBggVG586dDW9vb6N+/frGTz/9ZN3G2bNnjW7duhkVKlQwKleubHz88cdGdHS0dfuP/sTn7HF37twxatasaa2zpk6dmuzYn6aOsVgsRs2aNY169epZH3fu3Nlo2rSptb4YO3as4enpaSxdutS4f/++9ViOxWIxYmNjjYoVKxrlypUzYmNjjXXr1hmNGjUyli5dahiGYdy7d8/w9PQ0qlWrZhiGYdy/f98oWbKk0b59e+PmzZvWPCbnzJkzCWq8mzdvGp6enkadOnUMwzCMHj16GJ6ensbx48cNwzCMHTt2GJ6ensbgwYOT3N6TjsWNGTPG8PT0NLZs2WIYhmGcO3fO8PT0NNq2bWtdv379+sYbb7yRqP5CxsNUnwBs4sCBA7p165YKFCig6tWrW5e7u7tr+fLl+uqrr5Q3b95Er/vjjz80YsQIGYahjh07qkKFCvr1119TdVZQvAEDBmjDhg0qVaqU6tatq9mzZyd4/tixY+rWrZuuXbumoKAg5cqVS6NGjXriNFNjxoxRnTp1rD8bN25M8PzIkSO1adMmvfbaa+rYsaPu3buncePGJZgqKSmbNm3SBx98oEKFCmn+/PnKkSNHqsf6qIiICA0YMEClSpVSnTp1Ulz30qVLunHjhq5evSp/f3/5+fmpQ4cOunr1apLrr1+/XhaLRa+//rokqXDhwlqxYoU+/vhjSQ+nLjh37pwyZcqk/Pnz66+//pIkFS1aVJKsV73FLx8wYIDWrVunkiVLSpJ+++03SVLx4sUl/e8Mrzlz5qhGjRoqX768pk+fnux4DMNQq1atFBoaan3PRz0ez8svv5xg+ZPWfzx+BwcHde/eXaGhocqWLVui17/44osqXbq0NmzYoJiYmGTjBgAgJfZUT23evFmS1KlTJzk5/W9imkKFCumNN96QJG3ZssW6/MGDBxo/frwCAwNVoEABrVixQmPHjk1V7BcuXNDgwYMVHR2tTp06qUaNGvr5559TvKJw27ZtWrRoUYrTnsfLli2bPv7440Q5Sc7atWuVI0cOeXt7S5Lat2+vNWvW6LXXXpOUuA5KqW7x8PDQ0qVLNWfOHElSZGSkjh49KpPJZK1X4uuoJk2aqGrVqqpdu7b1PZLy119/ycHBQYULF07wfidPnlT27NkVFBSko0ePqlWrVuratavy5MmjTz/9NMXtJRf/o/GNHj1aNWrUUMWKFa1TyUuy1puhoaHJvgcAAI+zp7op/phOmzZt1LFjR02fPl2FCxfWrFmzrLMirV69Wv3799fVq1fVtm1bFSlSRAsXLlT79u0VFxdn3dapU6e0ePFi1atXT46Ojlq3bp1WrVqV4P0+++wz5cqVS1WqVNHJkyc1atQoGYahBw8eqFOnTtqxY4caNWqkypUra+HChfrkk08kPZzZSpJy5sypvn37KmvWrEmO5/3339e9e/fUrVu3J+byaeqYAwcOKCwszFpTmUwmBQcHa+XKlXJwcJDZbLZOh16sWDGdPXtWsbGxKlKkiEwmk5ycnPTSSy/pwYMHCgsLU7169fTDDz/orbfekpS4Rjty5IgsFosOHjyoKlWqqHz58urTp48iIiKSjO/xmihHjhzKkSOHzp07p9jYWBUoUECStGrVKp04cUIbNmyQJB0/fjzJ7T3pWFz89tauXavjx49rzZo1ibZXo0YNnT9/PsE08ciYmOoTgE1cv35d0sMGyNOIb5a4u7vr/v372rp1q7Zv367Lly+n6vWXL1/Wnj17VKBAAX399ddycnJSuXLl1KdPH+s6S5cuVVxcnLp3767q1aurQYMGatq0qRYvXmydxjEpnTt3TnCp/TfffKM9e/ZYH3/22We6cOGCChUqpKNHj2rHjh26c+eOLl++bP3l+7irV6+qf//+MpvNmj17tvLkyZOqcSZl9OjRunHjhubOnauZM2emuO7ly5etUym9+eab2rt3r1atWqXhw4cnuteeJO3du1eSrI26R126dEldu3bV/fv3NWjQILm4uFinvXJ1dU3w/0lNcRocHKzg4GDlzZtXb7/9tnW9fPnyqUGDBipatKiCg4M1bdo0FSlSRHXr1tX58+etr8+SJYuKFCmioUOHJjve+PdNLp5H50OP/+yltL6fn1+KUzlID+8Z8Mcff+iPP/5Q+fLlU1wXAICk2FM9dfPmTUlKstbJnTt3gnWkhyf1fPrpp6pSpYru3bunatWqafXq1dYDHSlxdnaWg4ODnJyclCdPHtWvX1+9e/e2Thf1uGvXrmno0KGqUaOGgoKCrAezktOqVStJeuJ97uK3ffbsWVWpUiXJ50NDQzVu3DhlzpzZejDsSXVLvDt37qhXr14KCwtTmzZtlDdvXkVFRSlTpkzy8vJS69atdfv2bc2YMUPvvvuufvrpJ8XExOjWrVvWbeTPn1+RkZFycXGxTn0W/37x9VDhwoWVNWtW9ezZU9evX1dwcLA++OADTZs2Tffu3dO1a9es28udO/cT44+JiVGBAgXUokUL5ciRQ9OnT9cHH3ygEiVKqHz58nr55Zfl7OycoM4GAOBJ7Klu6tChgzJnzqwlS5Zo9+7d2rlzp6ZNm6bixYtr1qxZKlSokGbNmiVJmj17tsqUKSNJCgoK0p49e7R9+3br/YpjY2M1d+5cFSxYULlz59aECRN05syZBO/XoEEDjR8/XhaLRRUrVtTNmzd19+5d7dixQ2FhYWrUqJE6dOgg6WEza+XKlRo6dKjatm2refPmKUeOHOrVq1eS+Vm+fLl+/PFHff7554qOjk4xl0+qYx6f8jOlY1XR0dEaNGiQDh48qNdee00VKlTQvn37JP2vNnn0z4/XWTt37lT//v3l5OSk9957T5J048YNFShQwHr/v40bN2rDhg3Kli2bPvroI50/f956z2ZnZ+dEx5bi/xzfVO3Vq5f27t2refPmad68edbb78THcunSpQRT0D96K5mkjsW1adNGW7du1Zo1a7RmzRq9/PLLcnJySnR/S+nhvRQ5VpWx0fgDYBPxV0HFF16POnTokPUAwuNiY2M1f/58rV27VpkyZbKeVfPojW8f9+hz8e9XpEgR69nk8duIF3+QZsyYMQmWHzt2LMUxlStXTm+++ab18eM33P3jjz/06aef6vTp0ypZsqT15r8pxX737l05OjpKenhGzqOF4eNS2s7q1au1evVqa6EVX1xcvXpVt2/fTnRVWoUKFRJcsdi0aVNt3rxZu3btUkxMjFxcXBKsH38l4ONXIx4+fNh6EKhLly7q0qWLJClTpkySZL3aLSoqKsHy+PF89NFHWrJkifLnz6+5c+da4xw8eLAGDx5sXTdr1qx69913tX37dvn4+CQojJs2barx48cnmxvpYTPv0Xjii834eB7dXqVKlawFckrxP0l8rpK7ihIAgCexp3oqa9asunHjhi5dupTo/rfxB9YerzPiz47OkiWLcufOrfPnzydoWiUXf968eTVt2jTNnj1bH330kSwWi1588UX16tVLbdq0SfTaIUOGKCoqSj169LCeXBQXF6dz586pQIECCa5QfFrJ1VCSNHPmTE2ZMkUvvPCCZs6cab2X8ZPqFunhVY3dunXT6dOnFRgYqBEjRkiS3NzcrGd3xzt8+LC2bNmiw4cPa9++fQlmUVi4cKHc3d2ttY70v7onc+bM+vPPP/Xxxx8rMDDQei+bX375RRs3btSFCxe0d+9eDRs2zPracePGPTH++HvkPPp+48aN0y+//KLy5cvL0dFRWbNmpYYCADwVe6qbYmJiFBAQoBYtWujOnTvav3+/vv32W23fvl0TJ07UlClTdOHCBTk6OuqVV16xvq5s2bLas2dPgpmnXFxcrCc/xefIYrEkeL/4q/MdHBz0wgsvKCIiQmaz2Rp3/DGnR50+fTrZK/zinTlzRp988omqVaumMmXKWI9D3blzR1evXk10QtiT6pjHT6RKrs4KDw9Xr169dODAAVWuXFmTJ0+WlLjGkpI+3rNy5UqNGjVKDg4Omjx5srVBVq9ePdWrV8+6Xq1atVSpUiVt375dktSxY0dr7gsUKGA9Qf3x9zOZTHJ3d5ezs7NWrlypQ4cOKS4uTjlz5lS9evWsDc4hQ4YkOBEq/sq95I7Fubq6asGCBTpy5Iju3r2rsmXLqmLFinrhhRes2+BYlf2g8QfAJsqXLy8PDw+FhYXpP//5j6pWrSrp4S/frl27KiIiQuvXr7ce4Ig3a9Ysfffdd+rfv7+6d++uQ4cO6ddff7U+H19ExZ+tYhhGgrOM46dtOHv2rMxmsxwdHRNN5xh/Vnn37t1VunRpxcbG6syZM0lOEZlakZGR6tGjhzJlyqQdO3bIw8ND3bp1S3BlWlI8PDw0f/589e3bV3PnzlXTpk1VqFChROOUUv6lvGPHDknSl19+qS+//NK6fNCgQXr33XetZyfF27lzpzZu3KjatWvr1VdfVXR0tGJiYuTs7JzkwS3DMCQ9PAgW3xT87bff1KVLF0VHR2v06NFq3bq1df34ovHs2bMJ/j/+hs9ms1n9+vXThg0bVLZsWc2cOTPBWXmzZ8/WhQsXNHLkSLm5uenu3buSHhZiOXPm1JQpU6zrJnc15aOKFSumEydO6OzZs8qXL5/17Lb4eB7dXo4cOaxnVCUX/9OIb+wCAPC07Kmeev3117VixQrNmTNHlStXlrOzs6SHB402bdokSapZs2aC1xw5ckR58+ZVRESErl+/LldXV+XIkeOJ8ccfgBs2bJiKFy+uw4cPa+TIkRo9erRq1aqV6CBTfB31aFPw6tWrqlOnjjZv3pzslYKp8WgN9aixY8dqwYIFeumllzR79mxr7SQ9uW45ffq02rdvr+vXr6tnz57q27ev9Wq9CxcuaNGiRXrppZfUrl07SbKejJY5c2bVq1cvQT1TokQJFStWTIcOHdL58+f10ksvWeue4sWLW987fhvxZ6hLDw8k+vv7J6ijypYtq+3btycbv9ls1hdffKGoqCgNHz5cJpMpQZ33KAcH7lwCAEg9e6mb7t+/L39/fzk5OWnTpk3KlSuXatasqWzZsiW4ErFgwYI6ffq0/vzzT5UuXVrSw9pJUoIxPnqMJ75eeNyjxy0eXSc+7oCAADVu3FjSwyv+8uXLp3z58llrgvh653EHDhzQgwcP9Ouvvya4Jc2iRYt0/PhxLVq0KMH6T6pjHhf/vo82Ym/cuKF27drpzJkzatasmT766CNr3Vm4cGE5Ojrq3LlzMgxDFotFFy9elLu7u/XY0vz58zVu3DjlyJFDX375pXx9fa3bXr9+vXbt2qXWrVurVKlSiWqYDz74wJoTd3d3aw0ZX1vdvn1bt27dUpEiReTs7KydO3fq+++/V6NGjVS1alXr1K/xzdz33ntP4eHhCcac0rG4Y8eOaeHChapcubIaNWqk33//XRaLJUFzOB7HqjI+Gn8AbMLDw0MjR47UsGHD1KNHDzVs2FDZs2fXjz/+qNu3b6tp06aJii3pf2cdff/997p7965+/PFHSf87Oyb+3iMbNmywHsh5dPqF3Llzq0aNGtq+fbvat28vb29vff/99wneo2XLlgoJCVFoaKgMw9DRo0f166+/qkWLFmrYsOHfGq/JZJLZbNatW7c0btw4RUdHa9u2bQliT0q+fPlUtmxZDRw4UP369dO4ceP05ZdfqlChQnJwcNBvv/2m6dOn69q1aynem6Vt27bW+6FI/5uG9L333tObb76pe/fuadGiRcqZM6datWolNzc3LV26VOvWrVPz5s114MABRUVFqXPnzkkeZMmfP79OnjypGzdu6KWXXlJERITee+89RUZGytvbW+Hh4daGY4sWLVS5cmXlzZtX69ev1wsvvGCNvWnTppIeTu+5YcMGOTg4qFKlSlq+fLmkh2fI1a9fX5cvX9by5ct18uRJVahQQStWrJCTk5Nat24td3f3BFdepkaTJk20fv16jR49WtWrV1dISIiyZ89uzdnj24uOjk4x/tSIL85S05gEACAp9lRP9e3bVzt27NDu3bvVuHFjvfbaa4qIiNDatWsVHR2tdu3aycfHJ8FrRowYoX379um3337TgwcP1KZNG5lMpifGf/nyZb333nvKlCmTWrZsKbPZrBs3bihLliwJzniO92jjKj7WHDly6IMPPlDOnDm1d+9e7d27V6+++mqiGJ8kvg64ceOGddnatWu1YMECSVKVKlWs+ye+TkupbjGbzerTp4+uX7+uIkWKyMXFxTrFe926dZUnTx6Fhobq9u3bOnHihO7fv6+9e/eqbNmyKlu2rEwmU6KrEJo0aaJDhw6pX79+Klu2rLZt26aXX35Z5cqVU/78+ZUpUyZt375dw4YN0927d3XhwgVVqlTJ2kB9vNZJKX5HR0cdO3ZM27dv19mzZ1W0aFEtW7ZMHh4e1gOKZrNZd+7c+Ucn5QEAnj/2UjdlzpxZzZo109KlS/XWW2/pzTfflGEYWrt2raSHv++lh7ejGTlypLp166ZGjRrpr7/+0q5du6zTUKaFWrVqKWfOnNq1a5cKFCigBw8eKCQkREWKFFHTpk2tx4/CwsL06aefqmPHjglOsHr8BKE9e/bom2++0Ztvvqm2bdtKkhYvXqy7d++qc+fOyp49e4p1zOPy588vKeFVnkOGDNGZM2eUI0cOFSpUyHpf5Pg67o033tCGDRvUt29fxcbG6vbt22rVqpWcnJy0f/9+64xSlStX1s6dO7Vz5045Ozura9euMgxDS5Ys0fbt2xUYGGidCSx+LPH3GnxUmTJl9Ntvv2n48OHWiwOaNWsm6eG+/uGHH7Rv3z7VrVtXISEhcnZ2tjY9K1WqlGBbTzoWly1bNoWGhmrLli06fvy41q9fL+nhlYjxOFZlPzhFDoDNNG3aVF9//bUqVqyoH3/8Ud98843c3d01ePDgZO+d0rlzZwUEBOjKlStauXKlqlatqrx58+rEiRN68OCBypUrpx49esjZ2VmzZ89WgQIF1KhRowTb+PTTT1W/fn0dP35cmzZt0ocffpjgTBYfHx998cUXypw5s77++mv9+eefateunUaNGvW3x+ru7q7x48crf/78WrNmjf766y81b95c0sMpJZ6kfv36qlixojZv3qzt27crd+7cGjlypLJnz67g4GDFxsbqnXfeSfb1ZcuW1Ztvvmn9if8FXrFiRRUvXlx37tzRlClTrGdT+fr6aurUqcqfP78WL16sixcvqkePHhowYECS269YsaIk6eTJk5Ie3o8m/j48hw4d0pQpU6w/V69elaurqxYuXCh/f3+tWrVKERERGjFihAIDAyU9nFZKelhgBwcHW1/7ww8/SJKGDx+uzp0769KlS1q4cKEKFCigr776Ksl521Pj9ddf16effiqTyaQVK1aoVKlS+vrrrxPNDx/vSfGnxrFjx+Th4WGdPx0AgL/DXuqp3LlzKyQkRB07dlRsbKwWLVqk0NBQeXl56bPPPtP777+f6DXvvvuuNm/erHPnzqlVq1YaNGiQJD0xfm9vb82YMUNFixbVkiVLtGrVKvn4+Cg4ONg6xdOjHq2h4k8Gij/RyN3dXbt27dKUKVNSPAkrOTlz5lTRokV1+vRp61np8XWQ9PCeP/F1UHydllLdsmPHDutVBGfPnk1Qg/3111/W2SSqVKmitWvXatu2bQoMDNTs2bOTPcu/TZs2Gjx4sO7cuaM1a9aoatWq+uqrr+Tg4KA8efJo4cKFqlq1qn766Sft379fjRo10hdffJHsmJ9Ud02cOFHNmzfXkSNHtGTJEpUpU0YLFiywXlVw8uRJxcbGqkKFCk+dbwDA881e6qb3339f/fv3l7u7u7777jt9++23yp49u0aMGGE9NtSyZUt99tlnyp07txYvXqxTp06pU6dOmjdvXppdzeXh4aF58+apXLlyWrFihX788Ue9/vrrCg4OlqOjo7Jly6Z27drJZDJp5cqViaZkL1CgQIIaK/5ehMWLF7c2tebNm6cpU6YoMjLyqeuY+GNVp06dkvRwVoT4qzXDw8MT1EnxddzYsWPVsmVL7du3T4cOHdLbb79tnZJz8eLF1npt3bp11tfGN9fq16+vjz/+WG5ubpo/f74iIyM1bNgwa+MvKbNnz1bdunW1adMmXbhwQT169LDuQ29vb+u09IsWLVLhwoUVHByc7HGkJx2Ly5s3rz7//HNlzZpVCxYsUObMmTV16lTVqFHDuo346WWpszI+k5HctbYAAKRSWFiYateurbfffjvJA3NIKDw8XNWqVVPLli01evRoW4cDAECGEhAQoLCwMO3cuTPJe+NlNDNnztQXX3yhkJAQ6wEvJC9+iq1ly5apXLlytg4HAACkUxaLRfXq1ZOLi0uiewMiaY0aNVJcXJx1WlFkXFzxBwD4xwoUKKDAwED99NNPie5Rg8TipzHt0KGDrUMBAAA29vbbbytLlizWqcOQsnXr1snPz4+mHwAASJGDg4O6du2qEydOWK/6Q/JOnTql48ePq3PnzrYOBWmAxh8AIE0MHjxYUVFRCg0NtXUo6ZrZbNb8+fP1zjvv6OWXX7Z1OAAAwMayZcumQYMGaenSpYqIiLB1OOnavn37dPToUWZMAAAAqdK8eXOVL19ec+fOtXUo6V5wcLAqVKhgvTURMjam+gQAAAAAAAAAAADsAFf8AQAAAAAAAAAAAHaAxh8AIN07efKkrUMAAADI0KinAAAA/j5qKWQkNP4A2I3ly5fL19dXd+7ckST98MMPatiwocqVK6eaNWtq0qRJio2NlSTFxcVp8uTJCggIULly5dSgQQN9//331m3Nnz9flStXVsWKFTVx4kTr8tjYWNWvX19ffPHFsxxahhMQECAvL68EPzt27JAkRUREaMSIEapSpYqqVaumjz76SA8ePEhyOxEREerWrZv69euX4vtdvHhRXl5eCgwMTFV806ZNk5eXl4KDg5+47qlTp1SqVCnt3LkzVdsGACAje7yemj59eqLf6QMHDpSU9O97Ly8vDR06VBL11D9FPQUAQMbzeC21aNEi1a5dW2XLllVAQICmTZumR++89f3336tu3bry9fVV27ZtdezYMetz1FL/DLUUnmdOtg4AANLCrVu3NH78eDVp0kRZs2bVzp07NWTIEOXPn18dO3bUL7/8oq+++koODg7q16+fZsyYoVmzZsnPz08NGjTQypUrNWTIEOXKlUvly5fXp59+Kl9fX73wwguaM2eOmjZtqmLFimnhwoWKjIxU9+7dbT3kdCs8PFxhYWEqXbq0ateubV3+0ksvSZJGjx6t1atXq27duoqJidE333wjs9ms0aNHJ9rW7du3tW3bNpUoUSLF98yaNav69u2rnDlzpu1gJBUrVkw1atTQyJEj9eOPP8rZ2TnN3wMAgPTg8XpKkg4fPiyTyaT33ntPJpNJkuTp6SlJ6ty5s+7evWt9/YoVK3T58mW98cYbioyMpJ76B6inAADIeB6vpbZt26aPP/5YZcuWVZ06dbR7925Nnz5dhQoVUpMmTazHrooWLaoWLVpo+fLl6ty5szZu3CgHBwdqqX+AWgrPO674A2AXFi1apIiICDVt2lSS9Ndff6lEiRL64IMP1K9fP40dO1aStHv3bknSpUuXVKRIEX355ZcaMGCAtVjau3evLBaLLBaLvL295e/vL0kym826fv26ZsyYoSFDhsjd3T3FeM6dO6du3bqpUqVKKleunBo2bKiNGzdanw8KCpKXl5cOHz4sKemzgg4fPqwOHTrIz89P/v7+6t+/v8LDw63Ph4aGqnHjxipXrpxee+01TZ48WRaLRdLDs5E+/PBDVatWTb6+vurdu7euXLlife38+fOtZ5xVqVJFgwYNUkREhCQpKipKo0aNUrVq1VSmTBkFBARo+vTpCc5IS0n8mGrVqqXmzZurW7du6tWrlwoWLKjIyEitX79eefLk0ZQpUzR9+nRlzZpVP/zwg+Li4hJtq1atWpIe7k8vLy9dvHhRQ4cOlZeXl8aNG6fKlSurfv36unXrlqZMmaJFixZZX/vVV18pICBAZcqUUaVKldSnTx/dvn072ZjbtWunChUqyNfXVy1bttTevXutzzdu3FgXL17UmjVrUpUDAAAyosfrKUn6448/VLBgQQUFBSkoKEi9evXSG2+8IUlq166devXqpV69eqlkyZIKCwtTz5499cYbb1BPUU9RTwEAnjuP11KnT5+WJPn7+6tBgwaqWLGiJMnFxUXSw5OmJOn999/XiBEj1Lx5c928eVNbt26llqKWopbCP0LjD4BdWLt2rXLkyCFvb29JUvv27bVmzRq99tprkqTffvtNklS8eHFJ0qeffqoNGzZYz2aPf75YsWLy8PBQr169tHjxYk2YMEHNmzeXp6enJkyYoDJlyqhevXpPjGfkyJH65Zdf1LBhQ7Vv317Xrl1Tv379dPny5VSN58qVK+rQoYMOHjyoJk2ayN/fX2vXrlX//v0lSZs3b9aAAQN09+5dtW/fXrly5dKsWbM0a9YsSdLw4cP13XffqXz58mrevLl+/fVXdenSRWazWXv27NG4cePk4eGhrl27ytvbW6tXr9aECRMkSXPnztXSpUtVrlw5devWTZkzZ9a0adO0du3aVMUeX1zNmTNHNWrUUPny5TV9+nRJ0tmzZxUbG6siRYrIZDLJyclJL730kh48eKCwsLBE2+rcubMkKWfOnOrbt691f0lSSEiIGjdurLfeeksODgl/nW3YsEGTJk1StmzZ9M477+jll1/Whg0btHjx4iRj7tu3r44cOaK33npLrVu31vHjx9WrVy/rNA81atSQyWRSaGhoqnIAAEBG9Hg9denSJd24cUNXr16Vv7+//Pz81KFDB129ejXB66KjozVq1Ci9/PLL6tWrlyRRT1FPUU8BAJ47j9dSgYGBevnllzV37lw1bdpU8+bNU4cOHVS/fn1JDxtJklS0aFFJ0ssvv2xdTi1FLUUthX+CqT4BZHjXrl3T2bNnVaVKlSSfDw0N1bhx45Q5c2Z169YtwXMWi0Vjx47Vjz/+qFKlSunNN9+U9PCXbe/evWWxWOTi4qL9+/dr/fr1WrlypWbOnKmVK1cqW7Zsev/9960F3aNcXFxkMpnk4eGhypUrq3nz5sqePXuC4iAlq1ev1v379/Xee+/p3XfflcVi0ZIlS1S4cGEZhqHvvvtOkjRhwgRVrFhR7dq1088//6xy5copPDxcGzZsUJEiRTRgwABJUmRkpEJCQrRnzx65ublJkpydnVWwYEEFBgZq2LBhKlSokHW5JLm5ualUqVJq2LChMmXKpDx58qQq9sjISOXLl08NGjRQ0aJFFRwcrGnTpqlIkSLKmzevJMnV1dW6fvyfIyMjE22rbdu2mjdvnnLkyGE9kBivffv26tOnj6SHZ6U9qlatWlq7dq2yZ8+uGzduKCYmRgcOHEi2uHV2dpbJZFK2bNnk5+enVq1aKVeuXNaz5zw8PFSwYEHrFaGPF3MAAGR0SdVTly9fVuHChVW4cGG9+eab2rt3r1atWqXhw4cnuBfJ0qVLdf36dQ0fPlxOTv/7Jyb1FPUU9RQA4HmRVC3l5uaml156SW5ubmrXrp2WL1+uRYsWqVKlStap0aX//R5//Pc5tRS1FLUU/i4afwAyvPizznPkyJHouZkzZ2rKlCl64YUXNHPmTOtc3pL04MEDDRw4UJs2bZKXl5fmzJljnW5BkvXAlcVi0ZgxY/T2228rLi5OX3zxhcaPH6+NGzdq1KhR+v777xO979ixY/Xpp59q8eLFmjVrlpydnVW7dm199NFHypIlS6L146dBiHfp0iVJ/5t73MHBQW3atEn2+Tx58qh169aSpEOHDkl6eAZTnTp1Emz32LFj6tSpkz755BMtWLBAw4YNkyQVKlRIgwYNUt26ddW5c2fduXNHa9euVWhoqEwmk3x9ffXhhx/Ky8srUeyPGzx4sAYPHmx9nDVrVr377rvavn27OnToIEmKiYmxPh8VFSVJypQp0xO3/ajChQsn+1xERIRmzJihrVu3KmfOnNaizmw2J7n+jBkzNHHiRH355ZeKiopSpkyZ1LhxY40YMcJabObIkUMXLlzQ7du3k/ysAQCQkSVVT1WoUCHBdFBNmzbV5s2btWvXLsXExFjrpiVLlih79uwJ7p8Sj3qKeop6CgDwPEiqlpo6daq2bt2q4OBgVatWTSVLllSzZs00f/58vfHGG9aGTvzv9OjoaEkJf59TS1FLUUvh76AtDCDDi5/f+/F5uMeOHasvvvhChQoV0pIlS1ShQgXrc5GRkercubM2bdqkGjVq6Ntvv9WLL76Y5PaXLFmiq1evqk+fPjp79qwkycfHRyVKlNCZM2cSrR8XF6ezZ8+qZs2a2r17t3744Qc1aNBA69ats17OH1+4xZ9J9PiUWfnz55f0v/ngJWncuHGaOHGioqOjEz1/7949DRgwQN98841y584t6WHhNWXKFE2ZMkUDBw7U+++/rxo1aigsLEwvvPCCJk6cqJ07d2rmzJm6deuWBg0apLi4OJ08eVJeXl764YcftGnTJg0ZMkT79+/X+PHjn7QrJEmzZ8/WyJEjrUXT3bt3JT0sngoXLixHR0edO3dOhmHIbDbr4sWLcnd3V4ECBRJty2QySVKSc7g/embW48aOHat169bp448/1qZNm9S2bdtk133w4IGuXbumFi1aaO/evVq+fLkqVKig7777TuvXr0+0PmdUAQDsUVL11M6dOzV69Gjt2LFD0sODUTExMXJ2drbWMufPn9epU6f0+uuvWw9IJIV6inrqUdRTAAB7k1QtFV/j3Lt3T9L/apb4k6eKFSsmSdbaKH79EiVKJNo+tRS11KOopfAkXPEHIMOL/6V848YN67K1a9dqwYIFkqQqVaroxx9/lPRwPu5WrVpp/Pjx2r9/v9zc3FS2bFktXLhQklS2bFlVr17dup34G/MOGjRIWbJksRY1n332mY4fP55kQeDo6KixY8fq2LFj+umnn1SsWDEdPXo0QawvvfSSduzYocmTJ6tOnTrWGzrHa9SokWbNmqV58+bp3r17un37tkJDQ1WpUiW5urrq7bff1i+//KKhQ4eqYcOG+u2337R//37rlAU1atTQ9u3btWHDBuXNm1chISGKjIzUunXrdOTIEb333nvKnTu3mjZtqjt37uj+/ft66aWX5OTkpJCQEC1atMiaiyNHjiSIfe/evdq7d69effVV+fj4JBr/5cuXtXz5cp08eVIVKlTQihUr5OTkpNatW8vDw0NvvPGGNmzYoL59+yo2Nla3b99Wq1atEkwNFi9z5sySpLCwMH366afq2LFjSh8Fq/iz1ObPn68jR45o1apVkhKezfWowYMH6/r162rRooVy5cplLVrj97ckhYeHy8PDI9VTYgAAkJEkVU+5ublp6dKlWrdunZo3b64DBw4oKipKnTt3th5siL9/Srly5ZLdNvUU9VQ86ikAgL1KqpaqUaOGfvnlF33yySf6448/9NNPP0l6eO8/SWrSpInWr1+v0aNHq3r16goJCVH27Nn1+uuvJ9g2tRS1VDxqKaQWrWEAGV7OnDlVtGhRnT592nr2TXwjT3p435n4s4sWLVqk+/fva+XKlZIeXso/Y8YM6/M///xzgm1PnjxZhQoVUvPmzSU9PJsqKChIu3fvlvTwRsmPM5lM+uqrrxQYGKi9e/cqODhYMTExGjp0qBo1aiRJ6tWrl/z9/XXkyBEtW7ZMI0aMkKOjo3UbefPm1YIFC+Tj46Pvv/9e//nPfxQYGKgvvvhC0sN5widOnKisWbNq0aJFunz5snr06GGda3zChAlq3LixduzYoW+++UaFCxfWnDlz9NJLL6lOnToaN26csmXLpgULFujHH3/U66+/br358pAhQ9StWzeFh4dr7ty5OnbsmFq3bq2hQ4dKknbt2qUpU6Zo//79Se6P4cOHq3Pnzrp06ZIWLlyoAgUK6KuvvlLJkiUlPTzjqWXLltq3b58OHTqkt99+27rtx2XLlk3t2rWTyWTSypUrdevWrSTXe1y/fv1UqVIlnThxQmvWrFGTJk3k6upqnWriUe7u7lqwYIFq1qypn376SfPnz1fmzJn16aefys/PT9LD6RkuXryo8uXLW8/0AgDAniRVT/n6+mrq1KnKnz+/Fi9erIsXL6pHjx7W+7RI/zsz/NEDEo+jnqKekqinAAD2LalaKigoSKNGjVKWLFm0aNEimUwmjRw5Us2aNZMkvf766/r0009lMpm0YsUKlSpVSl9//bU8PDwSbJtailpKopbC0zEZSV2jCgAZzMyZM/XFF18oJCREZcqUsXU4dq9bt26qX7++mjRpYutQnomffvpJ7777riZPnqz69evbOhwAAP4V1FPPFvUUAAD2hVrq2aKWApLHFX8A7MLbb7+tLFmyWKf0xL/n22+/lYODg+rWrWvrUJ6ZdevW6aWXXlLt2rVtHQoAAP8a6qlnh3oKAAD7Qy317FBLASnjij8AdmPp0qWaOHGifv7550TTIiD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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate error rates\n", "model_error_stats = []\n", "\n", "for model in df['model'].unique():\n", " model_df = df[df['model'] == model]\n", " total = len(model_df)\n", " \n", " # Count each error type\n", " model_errors = df_errors[df_errors['model'] == model]\n", " \n", " for error_type in df_errors['error_type'].unique():\n", " # Count trials with this error (not total occurrences)\n", " trials_with_error = len(model_df[model_df['error_list'].apply(lambda x: error_type in x)])\n", " \n", " if trials_with_error > 0:\n", " model_error_stats.append({\n", " 'model': model,\n", " 'error_type': error_type,\n", " 'count': trials_with_error,\n", " 'percentage': trials_with_error / total * 100\n", " })\n", "\n", "error_stats_df = pd.DataFrame(model_error_stats)\n", "\n", "# Create faceted bar plots for top models\n", "top_models = model_stats.nlargest(9, 'total_trials')['model'].values\n", "\n", "fig, axes = plt.subplots(3, 3, figsize=(18, 14))\n", "axes = axes.flatten()\n", "\n", "for idx, model in enumerate(top_models):\n", " ax = axes[idx]\n", " \n", " model_data = error_stats_df[error_stats_df['model'] == model].copy()\n", " \n", " if len(model_data) > 0:\n", " model_data = model_data.sort_values('count', ascending=True)\n", " \n", " colors = [error_colors.get(et, '#cccccc') for et in model_data['error_type']]\n", " \n", " bars = ax.barh(model_data['error_type'], model_data['count'], color=colors, alpha=0.8)\n", " \n", " # Add value labels\n", " for bar in bars:\n", " width = bar.get_width()\n", " ax.text(width, bar.get_y() + bar.get_height()/2, \n", " f'{int(width)}',\n", " ha='left', va='center', fontsize=9, fontweight='bold')\n", " \n", " # Add model stats\n", " model_info = model_stats[model_stats['model'] == model].iloc[0]\n", " title = f\"{model}\\n({int(model_info['success_rate'])}% success, {int(model_info['total_trials'])} trials)\"\n", " ax.set_title(title, fontsize=10, fontweight='bold')\n", " ax.set_xlabel('Number of Trials with Error', fontsize=9)\n", " ax.grid(axis='x', alpha=0.3)\n", " ax.set_facecolor('#F8F9FA')\n", "\n", "fig.suptitle('Error Categories by Model (Top 9 Models by Trial Count)', \n", " fontsize=16, fontweight='bold', y=0.995)\n", "plt.tight_layout()\n", "plt.savefig('plots/error_categories_top_models.png', dpi=300, bbox_inches='tight')\n", "plt.savefig('plots/error_categories_top_models.pdf', bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "681734ff", "metadata": {}, "source": [ "## Visualization 4: Error Trends Across Steps" ] }, { "cell_type": "code", "execution_count": 22, "id": "6003aeb5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Analyze errors by step\n", "step_error_counts = df_errors.groupby(['step', 'error_type']).size().reset_index(name='count')\n", "\n", "# Create stacked area chart\n", "error_by_step = step_error_counts.pivot(index='step', columns='error_type', values='count').fillna(0)\n", "\n", "fig, ax = plt.subplots(figsize=(12, 7))\n", "\n", "# Create stacked area plot\n", "error_by_step.plot(\n", " kind='area',\n", " stacked=True,\n", " ax=ax,\n", " color=[error_colors.get(col, '#cccccc') for col in error_by_step.columns],\n", " alpha=0.8\n", ")\n", "\n", "ax.set_xlabel('Step', fontsize=14, fontweight='bold')\n", "ax.set_ylabel('Number of Errors', fontsize=14, fontweight='bold')\n", "ax.set_title('Error Type Distribution Across Steps', fontsize=16, fontweight='bold', pad=20)\n", "ax.legend(title='Error Type', bbox_to_anchor=(1.05, 1), loc='upper left', frameon=True)\n", "ax.set_xticks([1, 2, 3, 4, 5])\n", "ax.grid(axis='y', alpha=0.3)\n", "ax.set_facecolor('#F8F9FA')\n", "\n", "plt.tight_layout()\n", "plt.savefig('plots/errors_by_step.png', dpi=300, bbox_inches='tight')\n", "plt.savefig('plots/errors_by_step.pdf', bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3605a3a1", "metadata": {}, "source": [ "## Summary Statistics Table" ] }, { "cell_type": "code", "execution_count": null, "id": "7aaa0aa7", "metadata": {}, "outputs": [], "source": [ "# Create comprehensive summary table\n", "summary_data = []\n", "\n", "for model in df['model'].unique():\n", " model_df = df[df['model'] == model]\n", " model_errors = df_errors[df_errors['model'] == model]\n", " \n", " total = len(model_df)\n", " failed = len(model_df[model_df['success'] == False])\n", " success_rate = (total - failed) / total * 100\n", " \n", " # Most common error\n", " if len(model_errors) > 0:\n", " error_type_counts = model_errors['error_type'].value_counts()\n", " most_common_error = error_type_counts.index[0]\n", " most_common_count = error_type_counts.values[0]\n", " else:\n", " most_common_error = 'None'\n", " most_common_count = 0\n", " \n", " summary_data.append({\n", " 'Model': model,\n", " 'Total Trials': total,\n", " 'Failed Trials': failed,\n", " 'Success Rate (%)': f\"{success_rate:.1f}\",\n", " 'Most Common Error': most_common_error,\n", " 'Count': most_common_count\n", " })\n", "\n", "summary_df = pd.DataFrame(summary_data)\n", "summary_df = summary_df.sort_values('Success Rate (%)', ascending=False)\n", "\n", "print(\"\\n\" + \"=\"*100)\n", "print(\"MODEL ERROR SUMMARY\")\n", "print(\"=\"*100)\n", "print(summary_df.to_string(index=False))\n", "\n", "# Save to CSV\n", "summary_df.to_csv('plots/model_error_summary.csv', index=False)\n", "print(\"\\nSummary saved to: plots/model_error_summary.csv\")" ] } ], "metadata": { "kernelspec": { "display_name": "llm_env", "language": "python", "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": "3.10.18" } }, "nbformat": 4, "nbformat_minor": 5 }