{ "cells": [ { "cell_type": "markdown", "id": "91eca89b", "metadata": {}, "source": [ "# Information Leakage Detection Tutorial\n", "\n", "Information leakage can lead to overly optimistic model performance, as the model might \"cheat\" by learning information it shouldn't have access to. This tutorial will generate synthetic datasets and simulate different information leakage scenarios using controlled noise. We will then detect leakage using RandomForest.\n", "\n", "## Steps:\n", "1. Synthetic dataset generation and visualization\n", "2. Using TabPFN leakage detectors.\n", "3. Analyzing detection results." ] }, { "cell_type": "code", "execution_count": 1, "id": "63a2d792-bd63-4f48-b64c-5bdcf0d9af40", "metadata": { "ExecuteTime": { "end_time": "2024-08-16T19:46:29.050721Z", "start_time": "2024-08-16T19:46:29.033296Z" } }, "outputs": [], "source": [ "import logging\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n", "logging.getLogger(\"matplotlib\").setLevel(logging.ERROR)\n", "logging.getLogger(\"tensorflow\").setLevel(logging.ERROR)\n", "logging.getLogger(\"pytorch\").setLevel(logging.ERROR)\n", "logging.getLogger(\"torch\").setLevel(logging.ERROR)\n", "logging.getLogger(\"urllib3.connectionpool\").setLevel(logging.ERROR)" ] }, { "cell_type": "code", "execution_count": 2, "id": "7b3a634c", "metadata": {}, "outputs": [], "source": [ "from autoqild.detectors import TabPFNLeakageDetector, RandomForestLeakageDetector\n", "from autoqild.dataset_readers import SyntheticDatasetGeneratorDistance\n", "from utils import setup_logging, setup_random_seed, create_search_space" ] }, { "cell_type": "markdown", "id": "5be45d8c-aead-4ba9-98f5-c0f16c4ca2e5", "metadata": {}, "source": [ "**Setting Up Experiment Logging and Random Seed:**\n", "\n", "Initialize logging for the experiment, recording all key events in info_leakage_detection.log for tracking and debugging, using the utils.py file." ] }, { "cell_type": "code", "execution_count": 3, "id": "ce2f0d32-45a4-44cf-9c1c-2318fc8c94ac", "metadata": {}, "outputs": [], "source": [ "logger = setup_logging(log_path='info_leakage_detection.log')\n", "logger = logging.getLogger(\"ILD-Experiment\")\n", "setup_random_seed(42)\n", "# Log some messages\n", "logger.info('Logger initialized and ready.')\n", "logger.info('Running the vulnerability detection process...')" ] }, { "cell_type": "markdown", "id": "699539ca-afac-4bc3-b749-8c4951c8e075", "metadata": {}, "source": [ "### Step 1: Generate Synthetic Datasets\n", "\n", "Create two datasets:\n", "- **Vulnerable Dataset:** High noise level leading to significant overlap between classes.\n", "- **Non-Vulnerable Dataset:** Low noise level leading to clear separation between classes." ] }, { "cell_type": "code", "execution_count": 4, "id": "d12aa842", "metadata": {}, "outputs": [], "source": [ "# Generating datasets with varying noise levels to simulate vulnerable and non-vulnerable systems.\n", "n_classes=2\n", "n_features=2\n", "# Vulnerable dataset with high noise (leakage present)\n", "dataset_params = {'n_classes':n_classes, 'n_features': n_features, 'samples_per_class': 200,'random_state':42}\n", "dataset_params['noise'] = 0.1\n", "\n", "generator_vulnerable = SyntheticDatasetGeneratorDistance(**dataset_params)\n", "X_vulnerable, y_vulnerable = generator_vulnerable.generate_dataset()\n", "\n", "dataset_params['noise'] = 1.0\n", "# Non-vulnerable dataset with low noise (minimal leakage)\n", "generator_non_vulnerable = SyntheticDatasetGeneratorDistance(**dataset_params)\n", "X_non_vulnerable, y_non_vulnerable = generator_non_vulnerable.generate_dataset()\n" ] }, { "cell_type": "markdown", "id": "f3293fd9-e85f-449a-be53-aab396fb5545", "metadata": {}, "source": [ "### Step 2: Visualize the Datasets\n", "\n", "**Visualizing** the datasets using the scatter plots helps us see the differences in class separability for datasets simulating vulnerable and non-vulnerable systems. " ] }, { "cell_type": "code", "execution_count": 5, "id": "3792f31b-dae5-408b-9d6d-ce7c54060ff9", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "def plot_datasets(X1, y1, title1, X2, y2, title2):\n", " fig, axes = plt.subplots(1, 2, figsize=(8, 3))\n", "\n", " # Plot the first dataset\n", " axes[0].scatter(X1[:, 0], X1[:, 1], c=y1, cmap='coolwarm', edgecolor='k')\n", " axes[0].set_title(title1)\n", " axes[0].set_xlabel(\"Feature 1\")\n", " axes[0].set_ylabel(\"Feature 2\")\n", "\n", " # Plot the second dataset\n", " axes[1].scatter(X2[:, 0], X2[:, 1], c=y2, cmap='coolwarm', edgecolor='k')\n", " axes[1].set_title(title2)\n", " axes[1].set_xlabel(\"Feature 1\")\n", " axes[1].set_ylabel(\"Feature 2\")\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# Plotting both datasets side by side\n", "plot_datasets(X_vulnerable, y_vulnerable, \"Vulnerable System\", X_non_vulnerable, y_non_vulnerable, \"Non-Vulnerable System\")" ] }, { "cell_type": "markdown", "id": "09f0d456-85f6-4b4c-b9ee-61995d4de45f", "metadata": {}, "source": [ "### Step 3: Initializing and Fitting the TabPFN Detectors\n", "\n", "We initialize the TabPFN detectors and fit them to both the vulnerable and non-vulnerable datasets." ] }, { "cell_type": "code", "execution_count": 6, "id": "60143215-921d-4ab7-b5ba-7c2b40a8770e", "metadata": {}, "outputs": [], "source": [ "# Common parameters for detectors\n", "learner_params = {'model_type': 'default'}\n", "fit_params = {}\n", "cv_iterations = 3\n", "base_directory = \"./tabpfn\"\n", "search_space = {}\n", "n_inner_folds = 3\n", "validation_loss = \"accuracy\"\n", "random_state = 42\n", "detection_method = \"log_loss_mi\"\n", "learner_params = {\"n_ensembles\": 100, \"n_classes\":n_classes, \"n_features\":n_features}\n", "hp_ranges = {\"n_ensembles\": [32, 200], \"n_reduced\": [5, 20], \"reduction_technique\": [\"select_from_model_et\", \"select_from_model_rf\"]}\n", "hp_iters = 5\n", "n_hypothesis = 3\n", "fit_params = {}\n", "search_space = create_search_space(hp_ranges, logger)\n", "# Initializing TabPFN and AutoGluon Detectors\n", "\n", "padding_name = \"synthetic_vulnerable\"\n", "hash_value =f\"{padding_name}_hash_value\"\n", "\n", "tabpfn_detector_v = TabPFNLeakageDetector(padding_name=padding_name, learner_params=learner_params, fit_params=fit_params, \n", " hash_value=hash_value, cv_iterations=cv_iterations, n_hypothesis=n_hypothesis, \n", " hp_ranges = hp_ranges, detection_method=detection_method, \n", " base_directory=base_directory, search_space=search_space,\n", " hp_iters=hp_iters, n_inner_folds=n_inner_folds, validation_loss=validation_loss, \n", " random_state=random_state)\n", "tabpfn_detector_v.fit(X_vulnerable, y_vulnerable)\n", "\n", "padding_name = \"synthetic_non_vulnerable\"\n", "hash_value =f\"{padding_name}_hash_value\"\n", "tabpfn_detector_nv = TabPFNLeakageDetector(padding_name=padding_name, learner_params=learner_params, fit_params=fit_params, \n", " hash_value=hash_value, cv_iterations=cv_iterations, n_hypothesis=n_hypothesis, \n", " hp_ranges = hp_ranges, detection_method=detection_method, \n", " base_directory=base_directory, search_space=search_space,\n", " hp_iters=hp_iters, n_inner_folds=n_inner_folds, validation_loss=validation_loss, \n", " random_state=random_state)\n", "tabpfn_detector_nv.fit(X_non_vulnerable, y_non_vulnerable)" ] }, { "cell_type": "markdown", "id": "4d83f69a-75cf-4a9e-899a-eb3712180b3a", "metadata": {}, "source": [ "### Step 4: Detecting Information Leakage Using Different Approaches\n", "\n", "Since the detectors have already been fitted, we can directly apply different methods to detect leakage without refitting each time." ] }, { "cell_type": "code", "execution_count": 7, "id": "085939b0-669a-4f91-b4ee-ad37a538dfc0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "###############################################################\n", "Vulnerable System Detection Results with TabPFN Detector:\n", "\n", "Detection Method: fishers-exact-median\n", "Detection Decision: Leakage Detected\n", "Hypotheses Rejected: 3\n", "\n", "Detection Method: paired-t-test-random\n", "Detection Decision: No Leakage Detected\n", "Hypotheses Rejected: 0\n", "\n", "Detection Method: log_loss_mi\n", "Detection Decision: Leakage Detected\n", "Hypotheses Rejected: 3\n", "\n", "Detection Method: log_loss_mi_isotonic_regression\n", "Detection Decision: Leakage Detected\n", "Hypotheses Rejected: 3\n", "\n", "Detection Method: mid_point_mi\n", "Detection Decision: No Leakage Detected\n", "Hypotheses Rejected: 0\n", "\n" ] } ], "source": [ "# Cell 5: Detecting Information Leakage Using Different Approaches\n", "def run_detection(detector, method):\n", " detector.detection_method = method\n", " decision, rejected_hypotheses = detector.detect(detection_method=method)\n", " print(f\"Detection Method: {method}\")\n", " print(f\"Detection Decision: {'Leakage Detected' if decision else 'No Leakage Detected'}\")\n", " print(f\"Hypotheses Rejected: {rejected_hypotheses}\\n\")\n", "\n", "methods = [\"fishers-exact-median\", \"paired-t-test-random\", \"log_loss_mi\", \"log_loss_mi_isotonic_regression\", \"mid_point_mi\"]\n", "\n", "print(\"###############################################################\")\n", "# Detecting for Vulnerable Dataset\n", "print(\"Vulnerable System Detection Results with TabPFN Detector:\\n\")\n", "for method in methods:\n", " run_detection(tabpfn_detector_v, method)" ] }, { "cell_type": "code", "execution_count": 8, "id": "ec767dec-295a-4a69-9ff4-51492318e312", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "###############################################################\n", "Non-Vulnerable System Detection Results with TabPFN Detector:\n", "\n", "Detection Method: fishers-exact-median\n", "Detection Decision: No Leakage Detected\n", "Hypotheses Rejected: 0\n", "\n", "Detection Method: paired-t-test-random\n", "Detection Decision: No Leakage Detected\n", "Hypotheses Rejected: 0\n", "\n", "Detection Method: log_loss_mi\n", "Detection Decision: No Leakage Detected\n", "Hypotheses Rejected: 0\n", "\n", "Detection Method: log_loss_mi_isotonic_regression\n", "Detection Decision: No Leakage Detected\n", "Hypotheses Rejected: 0\n", "\n", "Detection Method: mid_point_mi\n", "Detection Decision: No Leakage Detected\n", "Hypotheses Rejected: 0\n", "\n" ] } ], "source": [ "print(\"###############################################################\")\n", "# Detecting for Non-Vulnerable Dataset\n", "print(\"Non-Vulnerable System Detection Results with TabPFN Detector:\\n\")\n", "for method in methods:\n", " run_detection(tabpfn_detector_nv, method)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.2" } }, "nbformat": 4, "nbformat_minor": 5 }