{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GraViT: Assessing the Effect of Transfer Learning on Vision Transformers and MLP-Mixer for Gravitational Lens Discovery\n", "> ## Parlange et al.\n", "> Based on datasets C21 and J23 in (More et al., 2024)\n", "> #### πŸ”— GitHub repo: [https://github.com/parlange/gravit](https://github.com/parlange/gravit)\n", "\n", "---\n", "## Systematic comparison of neural networks used in discovering strong gravitational lenses \n", "> ### Anupreeta More, Raoul Canameras, Anton T. Jaelani, Yiping Shu, Yuichiro Ishida, Kenneth C. Wong, Kaiki Taro Inoue, Stefan Schuldt, Alessandro Sonnenfeld\n", "> #### πŸ“˜ [Monthly Notices of the Royal Astronomical Society (MNRAS)](https://academic.oup.com/mnras/article/533/1/525/7700722)\n", "\n", "---\n", "\n", "#### 🌌 Dataset: HOLISMOKES VI (CaΓ±ameras et al., 2021) (C21) \n", "> #### πŸ”— [Astronomy & Astrophysics (A&A)](https://www.aanda.org/articles/aa/abs/2021/09/aa41758-21/aa41758-21.html)\n", "> #### Training: 40,000 mocklenses and 40,000 non-lenses. Validation: 500 of each class.\n", "> #### Hyper Suprime-Cam (HSC) _gri_ bands and Hubble Ultra Deep Field (HUDF) ACS and WFC3 bands\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fri Mar 7 01:15:01 2025 \n", "+-----------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 555.42.06 Driver Version: 555.42.06 CUDA Version: 12.5 |\n", "|-----------------------------------------+------------------------+----------------------+\n", "| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |\n", "| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |\n", "| | | MIG M. |\n", "|=========================================+========================+======================|\n", "| 0 NVIDIA GeForce RTX 3090 Off | 00000000:01:00.0 Off | N/A |\n", "| 72% 58C P5 156W / 390W | 18MiB / 24576MiB | 0% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", "| 1 NVIDIA GeForce RTX 3090 Off | 00000000:08:00.0 Off | N/A |\n", "| 53% 48C P3 136W / 390W | 18MiB / 24576MiB | 0% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", " \n", "+-----------------------------------------------------------------------------------------+\n", "| Processes: |\n", "| GPU GI CI PID Type Process name GPU Memory |\n", "| ID ID Usage |\n", "|=========================================================================================|\n", "| 0 N/A N/A 3399 G /usr/lib/xorg/Xorg 4MiB |\n", "| 1 N/A N/A 3399 G /usr/lib/xorg/Xorg 4MiB |\n", "+-----------------------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ”§ Install packages via pip" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "nQ00qRYOMSwC", "outputId": "8b2fe9fd-31de-4725-c60b-cb246af48dc7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com\n", "Requirement already satisfied: transformers in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (4.49.0)\n", "Requirement already satisfied: torch in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (2.4.1)\n", "Requirement already satisfied: torchvision in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (0.19.1)\n", "Requirement already satisfied: timm in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (1.0.11)\n", "Requirement already satisfied: huggingface_hub in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (0.29.1)\n", "Requirement already satisfied: tqdm in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (4.67.1)\n", "Requirement already satisfied: astropy in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (6.0.1)\n", "Requirement already satisfied: matplotlib in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (3.9.2)\n", "Requirement already satisfied: seaborn in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (0.13.2)\n", "Requirement already satisfied: filelock in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from transformers) (3.15.4)\n", "Requirement already satisfied: numpy>=1.17 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from transformers) 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(2.9.0.post0)\n", "Requirement already satisfied: importlib-resources>=3.2.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from matplotlib) (6.4.0)\n", "Requirement already satisfied: pandas>=1.2 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from seaborn) (2.2.2)\n", "Requirement already satisfied: zipp>=3.1.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from importlib-resources>=3.2.0->matplotlib) (3.18.1)\n", "Requirement already satisfied: pytz>=2020.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from pandas>=1.2->seaborn) (2024.1)\n", "Requirement already satisfied: tzdata>=2022.7 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from pandas>=1.2->seaborn) (2024.1)\n", "Requirement already satisfied: six>=1.5 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from jinja2->torch) (2.1.5)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from requests->transformers) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from requests->transformers) (3.7)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from requests->transformers) (2.2.1)\n", "Requirement already satisfied: certifi>=2017.4.17 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from requests->transformers) (2024.2.2)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from sympy->torch) (1.3.0)\n" ] } ], "source": [ "!pip install transformers torch torchvision timm huggingface_hub tqdm astropy matplotlib seaborn" ] }, { "cell_type": "markdown", "metadata": { "id": "WkBendswzFjz" }, "source": [ "## πŸ“š Import libraries" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "1J_bZ7XbzFSb" }, "outputs": [], "source": [ "import os\n", "import torch\n", "import numpy as np\n", "from torch import nn\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics import f1_score\n", "from sklearn.metrics import accuracy_score\n", "import torchvision.transforms as transforms\n", "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "from torch.nn.parallel import DataParallel\n", "from astropy.io import fits\n", "import logging\n", "from tqdm import tqdm" ] }, { "cell_type": "markdown", "metadata": { "id": "G-oBdmpE7BK0" }, "source": [ "## πŸ—‚οΈ Load training dataset (C21)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Define your data paths\n", "training_path = '/home/parlange/datasets/holismokesVI_dataset/training/'\n", "train_nonlenses_dir = os.path.join(training_path, 'nonlenses')\n", "train_mocklenses_dir = os.path.join(training_path, 'mocklenses')\n", "\n", "val_path = '/home/parlange/datasets/holismokesVI_dataset/val/'\n", "val_nonlenses_dir = os.path.join(val_path, 'nonlenses')\n", "val_mocklenses_dir = os.path.join(val_path, 'mocklenses')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data already exists in /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses. Skipping copying.\n", "Data already exists in /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses. Skipping copying.\n", "Sampling complete. Training will now use the new subset.\n" ] } ], "source": [ "import os\n", "import shutil\n", "import random\n", "from astropy.io import fits\n", "\n", "# Set random seed for reproducibility\n", "random.seed(42)\n", "\n", "# Define original dataset paths\n", "training_path = '/home/parlange/datasets/holismokesVI_dataset/training/'\n", "train_nonlenses_dir = os.path.join(training_path, 'nonlenses')\n", "train_mocklenses_dir = os.path.join(training_path, 'mocklenses')\n", "\n", "# Define new dataset path\n", "subset_path = '/home/parlange/datasets/holismokesVI_dataset/training_18660/'\n", "subset_nonlenses_dir = os.path.join(subset_path, 'nonlenses')\n", "subset_mocklenses_dir = os.path.join(subset_path, 'mocklenses')\n", "\n", "# Create directories if they don't exist\n", "os.makedirs(subset_nonlenses_dir, exist_ok=True)\n", "os.makedirs(subset_mocklenses_dir, exist_ok=True)\n", "\n", "# Set the number of files to sample\n", "num_samples = 18660\n", "\n", "def sample_and_copy_files(source_dir, dest_dir, num_samples):\n", " # Check if the destination directory already contains the expected number of FITS files.\n", " existing_files = [f for f in os.listdir(dest_dir) if f.endswith('.fits')]\n", " if len(existing_files) >= num_samples:\n", " print(f\"Data already exists in {dest_dir}. Skipping copying.\")\n", " return\n", "\n", " # Otherwise, sample and copy the files.\n", " files = [f for f in os.listdir(source_dir) if f.endswith('.fits')]\n", " sampled_files = random.sample(files, min(num_samples, len(files)))\n", " \n", " for file in sampled_files:\n", " shutil.copy(os.path.join(source_dir, file), os.path.join(dest_dir, file))\n", "\n", "# Sample and copy files from both nonlenses and mocklenses directories\n", "sample_and_copy_files(train_nonlenses_dir, subset_nonlenses_dir, num_samples)\n", "sample_and_copy_files(train_mocklenses_dir, subset_mocklenses_dir, num_samples)\n", "\n", "# Update dataset paths to use the new subset\n", "training_path = subset_path\n", "train_nonlenses_dir = subset_nonlenses_dir\n", "train_mocklenses_dir = subset_mocklenses_dir\n", "\n", "print(\"Sampling complete. Training will now use the new subset.\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ—ƒοΈ Load common test sample (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Define your data paths for common test sample\n", "common_test_sample_path = '/home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/'\n", "\n", "# Lenses\n", "L1 = os.path.join(common_test_sample_path, 'sets2and3_L1/cubes/')\n", "L2 = os.path.join(common_test_sample_path, 'new_cand_L2/new_cand_test/')\n", "L3 = os.path.join(common_test_sample_path, 'set5raoul_L3/cubes/')\n", "L4 = os.path.join(common_test_sample_path, 'set5anton_L4/mock/')\n", "\n", "# Non-lenses\n", "N1 = os.path.join(common_test_sample_path, 'set4_N1/cubes/')\n", "N2 = os.path.join(common_test_sample_path, 'set6raoul_N2/cubes/')\n", "N3 = os.path.join(common_test_sample_path, 'set6yiping_N3/cubes/')\n", "N4 = os.path.join(common_test_sample_path, 'set6anton_N4/nonlens/')\n", "N5 = os.path.join(common_test_sample_path, 'set1_N5/cubes/')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸͺ Visualize fits files" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def list_fits_files(directory):\n", " \"\"\"List all FITS files in a single directory.\"\"\"\n", " if isinstance(directory, list):\n", " raise TypeError(\"list_fits_files expects a single directory path, not a list.\")\n", " fits_files = [os.path.join(directory, f) for f in os.listdir(directory) if f.endswith('.fits')]\n", " return fits_files\n", "\n", "def normalize_image(image):\n", " \"\"\"\n", " Normalize the image data to [0,1], handling potential division by zero and NaNs/Infs.\n", "\n", " Args:\n", " image (numpy array): The image data.\n", "\n", " Returns:\n", " numpy array: The normalized image.\n", " \"\"\"\n", " # Replace NaNs and Infs with finite numbers\n", " image = np.nan_to_num(image, nan=0.0, posinf=0.0, neginf=0.0)\n", " min_val = np.min(image)\n", " max_val = np.max(image)\n", " if max_val > min_val:\n", " image = (image - min_val) / (max_val - min_val)\n", " else:\n", " # Avoid division by zero if max equals min\n", " image = np.zeros_like(image)\n", " return image\n", "\n", "def inspect_fits_file(file_path, num_channels_to_plot=3):\n", " \"\"\"\n", " Inspect a FITS file by printing its metadata and visualizing selected channels.\n", " \n", " Args:\n", " file_path (str): Path to the FITS file.\n", " num_channels_to_plot (int): Number of channels to visualize.\n", " \"\"\"\n", " try:\n", " with fits.open(file_path) as hdul:\n", " # Print basic information about the FITS file\n", " print(f\"\\n=== Inspecting FITS File: {os.path.basename(file_path)} ===\")\n", " hdul.info() # Print FITS file structure and HDUs\n", "\n", " # Access the image data in the primary HDU (HDU index 0)\n", " data = hdul[0].data\n", " header = hdul[0].header # Access the header for additional metadata\n", " \n", " # Handle scenarios where data might be None\n", " if data is None:\n", " print(f\"No data found in {file_path}.\")\n", " return\n", " \n", " # Print basic metadata\n", " print(f\"\\nData Shape: {data.shape}\")\n", " print(f\"Data Type: {data.dtype}\")\n", " print(f\"Header Information: {header}\")\n", "\n", " # Determine the dimensions of the image data\n", " if len(data.shape) == 2:\n", " print(\"Image is 2D (H, W). Converting to 3D by adding a channel dimension.\")\n", " data = np.expand_dims(data, axis=-1) # Add a channel dimension: (H, W, 1)\n", " elif len(data.shape) == 3:\n", " print(\"Image is 3D (C, H, W) or (H, W, C). Checking orientation.\")\n", " # Ensure data has the format (H, W, C). If (C, H, W), transpose it.\n", " if data.shape[0] == 3: # Likely (C, H, W)\n", " print(\"Detected (C, H, W) format. Transposing to (H, W, C).\")\n", " data = np.transpose(data, (1, 2, 0)) # Convert to (H, W, C)\n", " elif data.shape[2] == 3:\n", " print(\"Detected (H, W, C) format. No changes needed.\")\n", " else:\n", " print(f\"Unexpected 3D shape: {data.shape}. Treating last axis as channels.\")\n", " else:\n", " print(f\"Unexpected data shape: {data.shape}. Cannot process.\")\n", " return\n", " \n", " # Print final data shape after adjustments\n", " H, W, C = data.shape\n", " print(f\"Processed Data Shape: (Height: {H}, Width: {W}, Channels: {C})\")\n", "\n", " # Visualization logic\n", " plt.figure(figsize=(15, 15))\n", " \n", " # If there are at least 3 channels, map them correctly\n", " if C >= 3:\n", " # Visualize Channel 1 in Infrared (i-band) mapped to Red\n", " plt.subplot(2, 2, 1)\n", " red_channel = np.zeros_like(data)\n", " red_channel[:, :, 0] = normalize_image(data[:, :, 2]) # i β†’ Red\n", " plt.imshow(red_channel)\n", " plt.title('Channel 1 (i) - Red')\n", " plt.axis('off')\n", " \n", " # Visualize Channel 2 in Red (r-band) mapped to Green\n", " plt.subplot(2, 2, 2)\n", " green_channel = np.zeros_like(data)\n", " green_channel[:, :, 1] = normalize_image(data[:, :, 1]) # r β†’ Green\n", " plt.imshow(green_channel)\n", " plt.title('Channel 2 (r) - Green')\n", " plt.axis('off')\n", " \n", " # Visualize Channel 3 in Green (g-band) mapped to Blue\n", " plt.subplot(2, 2, 3)\n", " blue_channel = np.zeros_like(data)\n", " blue_channel[:, :, 2] = normalize_image(data[:, :, 0]) # g β†’ Blue\n", " plt.imshow(blue_channel)\n", " plt.title('Channel 3 (g) - Blue')\n", " plt.axis('off')\n", " \n", " # Visualize IRG (i β†’ Red, r β†’ Green, g β†’ Blue)\n", " irg_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band β†’ Red\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue\n", " ], axis=-1)\n", " plt.subplot(2, 2, 4)\n", " plt.imshow(irg_image)\n", " plt.title(f'IRG Visualization (i β†’ Red, r β†’ Green, g β†’ Blue) of {os.path.basename(file_path)}')\n", " plt.axis('off')\n", " \n", " # For images with less than 3 channels, plot each channel separately\n", " else:\n", " print(f\"Image has less than 3 channels. Plotting the first {C} channels.\")\n", " for i in range(min(C, num_channels_to_plot)):\n", " plt.subplot(2, 2, i+1)\n", " plt.imshow(data[:, :, i], cmap='gray')\n", " plt.title(f'Channel {i+1}')\n", " plt.axis('off')\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", " except Exception as e:\n", " print(f\"Error processing {file_path}: {e}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspect train and test samples" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 18660 nonlenses FITS files.\n", "Found 18660 mocklenses FITS files.\n", "\n", "--- Inspecting Nonlenses Samples ---\n", "\n", "Inspecting file 1: /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses/nonlens_34877.fits\n", "\n", "=== Inspecting FITS File: nonlens_34877.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses/nonlens_34877.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 2: /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses/nonlens_35263.fits\n", "\n", "=== Inspecting FITS File: nonlens_35263.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses/nonlens_35263.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 3: /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses/nonlens_22151.fits\n", "\n", "=== Inspecting FITS File: nonlens_22151.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training_18660/nonlenses/nonlens_22151.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": 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6aay33noxduzYmD59egwaNCg23XTT+OUvfxmvvvpqm/hP/rnmVlttFX/+85/jr3/9a6ufX3nllV1qCwBAPbHXTnP66afHGWecET/84Q/j0EMP7dTvdmWv3eyRRx6J/v37xxprrDHHmN69e7fZc3f0XTu77LJLDBs2LE488cT485//3G5M6tPSI0eOjH79+sXPf/7z+Oijj9r8vHlf3pn9O8D84EluYL4bMmRIXHXVVfHNb34zVl999dhzzz1jzTXXjBkzZsRDDz0U11xzTYwePbrT5W6zzTZx+eWXR//+/WPYsGHx8MMPx/jx41v+nHBeOuqoo+LGG2+MbbbZJkaPHh3rrLNOfPDBB/HPf/4zrr322njxxRc7/JPE9tx0003x+OOPR8THX+7zxBNPxM9+9rOIiNhuu+1i7bXXnuPv9u7dO0aMGBHjx4+Pn/70p3Ot64033ognnngivvvd73aqjZ/GUUcdFTvvvHNceumlceCBB8YvfvGL2HDDDWOttdaK/fffP1ZaaaV4/fXX4+GHH47//ve/LWNx9NFHx+WXXx5bbrllHHroodGnT5+46KKLYvDgwfHEE0/Mt/YDAJSRvfbcXX/99XH00UfHyiuvHKuvvnpcccUVrX6+xRZbxJJLLjnH3+/sXvuT7rrrrth22207/EzuzlpwwQXj+uuvj5EjR8aGG24Y3/jGN2KjjTaKPn36xMSJE+PGG2+Ml19+Obbeeuu5ltWvX78YN25c7LHHHvGFL3whRo0aFQMHDoyXX345brnllhg+fHicf/75ERHJ+3eA+UGSGyjEdtttF0888UScfvrpccMNN8S4ceOiV69esfbaa8eZZ54Z+++/f6fLPOecc6JHjx5x5ZVXxvTp02P48OExfvz4OX5GXE4LL7xw3HffffHzn/88rrnmmrjsssuiX79+scoqq8QJJ5wQ/fv373SZ1113XfzmN79p+f/HHnssHnvssYiIWG655TpMckdE7LPPPrHjjjvGK6+8Essvv3yHsX/4wx+iV69escsuu3S6nV31jW98I4YMGRJnnHFG7L///jFs2LD4+9//HieccEJceuml8fbbb8egQYPi85//fBx77LEtv7f00kvHvffeGwcffHCccsopscQSS8SBBx4YyyyzTOy7777zrf0AAGVlr92x5uTrs88+G3vssUebn997770dJrkjOrfXbvbvf/87nnzyyRg7dmyn2ptilVVWiX/84x9x7rnnxvXXXx+33XZbzJgxI5ZccslYf/3147jjjmv5Esq52XXXXWOZZZaJU045JU4//fT48MMPY9lll42NNtqo1ffzpO7fAeaHhppP+AeoS7NmzYphw4bFLrvsEieeeGKHsZ///Odj0003jbPPPns+tQ4AAKqrM3vtZocddljcf//98cgjj2R9khsASW6Auvb73/8+vvOd78TLL78cffv2bTfm9ttvj5122ileeOGFGDRo0HxuIQAAVFPKXrvZ22+/HYMHD46rr746ttpqq/nUQoDuQ5IbAAAAAIDKWqDoBgAAAAAAQFdJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAldWYGtjQ0DAv2wEAAKVUpu9ptycHAKA7mtue3JPcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGU1Ft0AmB8aEuNq87QV80dRfS3zGKe2rR7UwxpOVcS8lnn9dqe5T1XE2OWus7us84hyz1ddyzkIRW0uyqyIgz13nWW+wNTDGoH5rcybEMqhqDVSD9dMCuVJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKisxqIbwMcaEuNqBdSbu84iFDFu80JKP1L7Wg9rLncfipjX3G0ram0WoYhzUxHHTVHrN2cf6mVd5uxHUefgFGW+xqWqlzU3X5R5o9edLuA568zNAVWfusuNYJkvuKmKOgbrYezKrMzXuKIU0dfuNL5FmM/r3JPcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVFZDrVarJQU2NMzrtkDd6U5HTdKJJLrXmDBvpay51PVW5vWb2rbcco9dzjrLLPdaKmJtlr0PRRwTidvl+aIu9uRlPgByq4c+5FT28SjziajMbYO5KfuxXw9y3hyVXXfqaxFKfLzWmjpunCe5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqKzGohvAvNGQGFcrcZ1F9CG33G1LHZMilLltqXKvTaqjHua0zOfM3ONb1HWkHtZJmZX5ek5BynzQFXHiKPOJPlWZ5zSi3GNXxJor6mamzPPgRrtrcj9eWeY1UpSyn19z6k59LUKF9y6e5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyGotuQJU1JMTU5nkr5n29Kf2sF92pr7Rl/qulu8xX7n6WedxSr11lHpPUssq8PyhqfIsYkzIfD/ONQSiHMt9YUC05L6a5T+BFXOhz11kPx2ERY5J73MxXW67n4EluAAAAAACqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKqux6AZUWS1jWQ0F1JlbattS+5oqd3l0X/VwHMLclHn95j6fF3FdKupaWFS9ZeV8XpDcC7HMB3FuFuO8VcSayz2nuftQxJor4iJU9pvPlHko6txa5jXSnc6Z3WXzFmH+69F8nitPcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlNRbdgBwaEuNqBdWbInfbUuXsQ86yIEXuYz81LqXeoo5pmJvudK4uoq9FjW89zGs97KvoRurhoEtVDwdn7npTynNBIEXOG4ucNzPzoryc6qEPZd6sFJVkK/OYUAme5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyGotuQA61ohswHzUU3QDqRupayn18pdSbWqdjv63uNCZ0X6nr3DWz+3LOrBNFHMROHG3lPOkWNb4uHN1XPVwQilqX9XA85Jz/so+HG+2uqYdzRD3INL6e5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyGouquKGoiksq93jUCqqXrkmdh9R5zamINVIP67KoPhRRbxHrsihlPla7k3o4RxQl59qsh72LtZSZAZ236uGgy63MbStKzs1KPYxv7nWeGteUGEc5dJe1Xi83Myn9SO1D2fvaXWQ6Bj3JDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGU1FlVxLSGmYZ63on4Zu3krdXxT1nnuenPXCXNT1Pkm51ov6pim+yri+tCZuCKUuW3dXuqCNYldV8TYpT7uVOaLX1En03q4mS17+3LJ3c+i1lxOufuQ83iwKe+6nGvJPLSVe0wkd1rLtH49yQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlNRbdgPmplhjXME9bUT2p41Hm8S2qbUX0NbXO3G1LHeMURa25Mveh7PUWoczHV861WdT5qx7WSJnZa1Aa9bAYiziZlnnj250UdfHLWW+ZN41FbVSLkHvuy7wpr4d5qAdlnodUZb5mln18y5x8SI3L+dh0pvHwJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUVmNRFTd0kzq7kzKPb2rbUuNqXW3IfFDUPNTDMV0PfchZb+o6r4fjhrZyrk1zDyVWxAGa+8KRElf2TUPO8nKPb3faIKWqhzEp+xjnUvZ+FtG+Mm/MipqvergWllk9rPMikkplv56XcG16khsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKaiy6AXROQ9EN6ECZ25abvpZDLTEudx9S6k2tM7UPRcg9bvWwllLl7GuZxy0i7/GQs04gUcoBmvuCW+aDOHcfUssr4mRfxONOZZ77iHJfwIs4vsq+CcmpHjYrNrRtlfl46E7X1tyKuCEvKvmQUz30YS48yQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlNRbdgCprKLoBHSiibWUej1S1zOWZh/qUc4xTy0pdm7nL6y5yHzfGt2tyr/PczCt1KefCLvtBnFPuR4VSxqQexq3sG5V62LznLK/sF76U9hW1ycu51st+7Jd5zZV97HJK6WvZj+lUZb4hL/NeqKjkw3zkSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqq7HoBvCxhhLXW1TbilD2vuZsX+6+1jKXlyK1D0W0LXeduecrpbzUPpR5Hsou57wWNb5lPi+lyjl2jgfqkg3SvK0ztbyyz0NOZb456kxc1aVerHJvGlM1ZS4vRe4LfZk3UmXerBRxDk5V1PFQ1jojyr2WUuU+9st8A1LEOsk0Hp7kBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIai25AGTUU3YAO5G5bzvJSy6plLq8IRc1DmcckVcr8p64Rui5ljMu+3lLa153WUu75MnZd053GjTpR5pN9PWyQcvahqH7m3OSXvQ9lXnO5b7aK2JTnbFtE3kf2ynwBL6ptuddczjqL2Ph2p3nIrTvdqNTDnqQImdrmSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACorMaiGzA/NZS4vKLalrvenHXWQ9tS41LfbUopr4hxi4ioJcY1ZSwrd1yqlPJS56GItkXkXSdF1NmZeotQ1HGYUxFrpOzKfOxDpZT5JJlzUzYv6k1R1AU350a1qM12EZvy3BeOlM12anlFbcpzxhV1wS3zhqDMm5Ay3zCU/UY7pX1lnvuyK+qmN0WZ2zafeZIbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAymosugEdaaiDelPLyt3XouotQkofUvuZ+q5P7vJS43pkLCu1D02JcbMylpdaZy1zXKqU8nK3LTUudV5zjknu8S3zeanM81CUlD4UNadlHt/ca6TMay73/Jd5Xru97rShzd22lLiiLrhlvjnKuYnOXV5qnalS5z91U55SXlGb8tR6U+NyllXUDUiZFXH+SlXmDVKqIs7BZR6PiHJfM4tQ5rbNZ57kBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIai6q4oaiKE9QS44p4hyB13HLGlXmuIvL2IXVOc8f1SIxLOWAXTCwrdUyaEuNmZoxLrTP1WE0tL1VKvbn7kDsu55ikrvPUtqVKWcNF1FmU1LYZk7ZSx6TMfS2z7rTm6lbuQS9iQ5uqzH1NveDmPvnlPEnm7kPuzXY9bMpnZSyvqE15znqL6kPqPBTRh9znuZR6y75RzV1vEXLeHBWxRnKrhz7Ug/m8cfckNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJXVWHQD5qeGohvQgdS25Y5LeZejqHdCaolxRcxrzvHNHdcjc51NiXGpUupNrTN1jeQuLyUud9tS42YlxqVI7UNRUtqX+/yQe0zKfP4q+/wXIWXsilojOestar+U8xycqsx7QzohZVGkbnzKvMkr6gRexM1A7nkoYl5Ty0rdvKdK3QymrJOiNuU5600dj9yb7dQ1l/NmK/exn9q2nBukoi7MZd4QFLFBSlX2TWMRco5JUf3Mud+Yz8e+J7kBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACorMaiG1DvGgoqr0diXMoCSC0rVVNi3KzEuFpXG9KO3POV2racfUgd39S+5l5zRbyzljq+qWOXEpezrIj04yF1vlLKS21b7nWeGpfS15zH1rxQ5valrqWUPuQsa17Ife4vgj7QZTkHvqhJLKIPqXGpG5+UjVTqZiv1ZJp7s53zglD2tZQSV9SNYOodfhHzlXvjm1LezIxldaa8nJvyVLk376nnr5xrKVURNxapcm9ou9MGqYibhu40vmWWaU49yQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlNRbdgBwaCiovJS5nWZ2J65EYt2BCTOoiqSXGfZQY15QYV4TUvqbGpUoZk9Rxy33cpEp5Zy313bfUuNS+ps7XrISYmRnLiijmXJLattQ1l3ttppRX1DpPXUsp7ct9Himzss9XitznG+Yt81CQIjbvRW3Kc27eUzc+qQs792a7qJN4iiLalvuGIfeaS1lPuW8+c49JymY19bhJPR5y36ik3DSkzkPuzXvO+Sr7Bbfs7au6opJ2Kco897nHrYi+zufrrye5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIai24AH2vIHJe73hRNiXG1jHUWpaj5SpE6vqnzldqH1HfMUuJ6JJaVGpfattSxSxmT1Do/SoxLLW9mYlxKH1LnflZiXKrUecj5Lm1R56WUenOfR3L3tYjzXG6pfcg5dkXUWZSc59bc6mH9zhdFDVTOeovaRJd5M1hEvbnHrcwXydSycscVsSnPWWdE+o1KSnmpdaZuaIsYk9zHQ2pfc97g517nuZV5k1fm60hR5+Ayb+DKvHkv87hl4kluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKqux6AZ0pKHk5ZW1zoiIWmLczISYpsSyUuNmJcal9iFF6jwUNV856805bvNCSl9TxyP1XbrUuNSx65EQk3vNpR5fqX1N6UPK+SEi4qPEuNS+5jxHpM5pattSy0udr5x1psp9nktpX1Hn1lS510nOOlPlXsM5lX3+KUA9bPJzXxBSL34pUtuWOy5FUZvyMt8M5N7Q5txIp2wYU8sqKi61D6kb39TyUuNSNtJlXr8Raee5Mm+2I9LWUu5zZpk3SBIjXVfmTXk34EluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKqux6Abk0FBQeTnrzd2HWmLcrEwxnakzNS5VEfOQ+u5QalzOenO/c5X7eEiJy308pCpiHpoS41KPm9ST+syEmLK/C5oydrnHN7eca70e+lCUIvqQOl/1ML6UnAOga3XmblvKBaseTvS5x7dHYlzqpiZneblvBHLfqKT0taibniJuLFL7kHocpm5Cc85DmW+iUscjZ50R5b7e5JbS16L6mXseiuhrUQmvMivhcVP2HAYAAAAAAMyRJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUVmPRDcihlhjXME9bUS6pY9I0T1sxf6TMa+q7OWWPS+lr6jove1xOuc8ROd8d7JGxrM5YMCGmqHdBU+dhZsY6U8+FuddSanllrTO13rJfp3OOSZnXCG11p73hfFHmTUPuyS7ixFbUCSbnBqmoNZK64cpZbz3cWKQqYhMdkbaGi9rQph5fKWuz7JuGnJvyWYlxuc8R3SUxUkRZ86K8FGW/Ztrkt5ZpjXiSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMpqLKrihqIqns/K3s9axrJy9zW1vJS4nGVFpL87lBpXRF9T29Yjc3k510lTYlwRbStqHlLNSohJPT/kPI90Rkq9qW3LfY5IVeZzcJnbllpe7vnPWVbq+St3X8taZ2fqTVHUealulX1DW+b21cPJNGdc7k107k1ezo1Z6uYt9Y48tbzcm/ecitiYpdaZOm65j8OUeShqU566Wcm5KU+tM7eca6mojVSKoq6X3eU63Rn1sPHNedxk4kluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqKzGohvAx2oF1duQKSZ3nfOi3hSp7/qkxhUxdqltSz34U+N6JMalKOp4yKmodZ5aXso6SZ3TBRPjcktZJ6lrKTUudXxzl5dT7rVZ5uM19/jmXHNFjW9KvWXvQ4oiji2imIOuM3FFKOKRojJfhFLl3mzn3uSnxKWWlbqR6pkYl3NT3pQYV+YLR+61VMRGKnWN5D4X5iwvtazUNTcrMa6I81yZkzv1UGeqom7cijhucss5r/M5MeJJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACqrsegGdKSh5OXVg1rGsnKPb2rbctabWmfutuWM65FY1oKJcT0zl5eiKTFuVmJcznWeqoi570xcyjrJPW65zxEp6yR1LaXG5T72U8rLWVZnlPm4KUoR15tURay5VGWe1zK3jSjmcZzcF9wiNrSpcvd1fpfVmfJyx6Wszdyb7YUyl5diZua4IjZmOee0M+XVwwUm581x6o1b7jVSD5u3elDENbOIm5mIYm7eyryWUs+tmcbDk9wAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUVmPRDSijhoxl1QqoM3e9RfWhHqSOSeq7TT0yxURELJgY1ztzXMqYzEwsK3dcqtRjIkXq3KfG5TwOU9dSU2LcR11tyBykzOusxLJS41L7mjoP9XAOznk8lF136muZ5Vzr9i5R7kFIPehSLpKp/Sz75j1F7r7mrjdnWbk3SKnlpdxF595s90mMWygxLmVMUjdv0xPjZiTGpW64UtZw7mM15yYvIq0PqZvy3I8wpp4jUjbSqWsp9catiGtXmc/7uelr1xVxPc+twseXJ7kBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACorMaiG1BGtcS4hnnaivJI7WfquOWutx6kvtuUcsD2TCyrd2LcwpnjUub1o8SyZiTGzUyMS13DKXGp67dHYlwRx0PqeMxKjEvtQ1Ni3IIJMalrKfUYzD0POctzDp73UsYk9x6izPNaVNuszTpQxGSnLtju9AhQd7rpyb0xS9mEpG62+yTG9UuM65sYl7LWP0wsa0piXOrmPXVzmbJpTJ373JvB1OMrpQ+p45G68U2VuilPqTf12EqNSx2TnPNQlNwbrpx15r5mFtHXelDUTWoJ9wfdaRsHAAAAAECdkeQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAymosugHUj4aC6q1lipkXUsekR2LcggkxvRPL6pMY1y9zeSnvrM1ILGtaYtxHiXGp6ySlD6kn19S41LWU2odZCTEzE8tKna9UKW2LSDtuUo+t1Hd8U+ch93wVocxty63M81UPbctdXs56u9M6/1RyT3bqwOc8AMreh+4iddxyx6UqYlOeutkemBjXNzEuZfMzNbGsnolxHybGpW4GU46v1DlN3ZTn3GxHpN2oTE8sKzUuVVNiXMrNQO5NeWpc6jyUWT1cC1N1p41viqLGtwiZ2uZJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKisxqIqbiiq4vmslrm8Mo9bal9T+5B77FI0Jcbl7kNqXMq7UgsmlrVQYtyimeNS+jAtsawPEuM+SoxLfdevV0JM6vj2TozrkRiX2teUMU4d3ymJcanHzczEuJQLWOqcpratqLic6uFcnaqI8S37uKW0r8xzGlH+9pEg94GS82DPuSnrbnIenLk30amb/CI25X0T4xZPjFsiMS5lc/leYlmpG9qpiXGpx3RKvbk35ammJ8aljHHqPKTGpR4PMxLjUtZS6s1M6tynnoNT44rYXOQ+z+Usq6jEU3fa5JU5uVeETHNvewYAAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlNRbdADqnlhjXkLm8IqT2IUVqP1PjmjLHzUqMm5mxztR3uBZMjFs4Y3k9M5YVkT6+qeUtkhCzaGJZiyXGLZQYNyMx7q2EmNcSy3o9Me6jxLjUC1OPhJjUdZ47LvU4zHmeyy3n9aZerl05+5qzztyKmocy70nILHWyy/w4TpkP9jKfdIvabBexKc99A5Ky8YmI6JUxLvcGqU9iXOpmMKW8RRPLSo3rnRg3JTHu1YSYiYllpa7z6Ylx0xLjitiUp0o9z5X5HJy73iKU+aYntyLmoai1lBI3n+e+zFtHAAAAAADokCQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVFZj0Q2Yn2qJcQ3ztBWkSp2vnGXljpuVOW5GQsyHiWVNzxz3QWJcn4SY1GOwZ2Jc6rt5vRPj+ifELJVY1oqJccskxqXO17MJMR8llvV+Ytx7iXGp85WyTnKfz1PLyxmX81yYWmdnpLSvO11XixjfztSbUl7uNVdm3amvn0pRm+jutHnPeXCW+TGmojbbPRLjUjc/KRvuaYllTUmMm5wYt1BiXN+EmNR5WDAxLjX70CsxbpGEmEGJZS2fGDcgMS5145vS19QNfmqdqTdRqfOacs5JPS/lvBHIHdedrkmpytzXsu9JitiElrnOTPNV5i0QAAAAAAB0SJIbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKquxqIprCTEN87wV9StlfHNLna8i2pZaZ1PmelPHZGZiXI+EmA8Ty5qaGPdeYlzqySRlLnpmLKszcTml9mFQYtxnEuMmJ8a9nhDTK7GslHUZkf6uas5zf2pZZY7LfS0s8/Uhd3mpfS3i+lXmeS3z9bzIeru13INexAFQ5oMuIu8FocwHSe5NeeqYzEqMS92Uz0iImZZY1vuJce8mxqVu4FLGJHWTlzpuqfOfumlMWSepa6RvYtwSiXGp8/BaxrIWTIxLvXHLvfHNqYjNZT2cg4tKshm7cijzPGSq05PcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVFZj0Q3oSC0xrmGetmLOUtqX2rbUvuaWc+xy96HMbUstrylz3MyEmI8Sy/owMW56YtysxLgUqeOR2tfU+UrtQ4+EmA8Sy5qcGPdm5vJS4qYllpWyLiPS5yHn8VrUsV+Eoq6FKYpqWxH1lnmNRKSNSVF9KPvY1a2cG9rccTmVfYGltK8eHk9K3eSl9jW1vNRNXmq9MxJiUjfRqRuuqYlxqZvQnolxKVLHNzUudZOfsil/L7GsdxLjUsct9WYrZV5zb7ZTlfmcnkrbiq+zM8rcvtwJyiL2JWW+Oc409/WwVQIAAAAAoJuS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqq7HoBuRQS4xrKKC8MrctVWqdqXL3tQipbUuNa8oYNzOxrNS41D6kvmPWIyFmVmJZ0xLjUvu6YGJcitcy1/lGYtz0xLiJCTHvZa4zdR5S5z8lrqjzV8641GOrqHNmzutNUcp8vakHucc3pbx62GvMN0UcxEVsaMuuzDcWOestak5T603dhKRsaj5KLOvDxLjUDVdqvTMSYlLnPnVTntq21A1yys1Rys1HZ+JSN8gp4xuRtsmfklhW6lpKXec5b1LrYVOeWlZRm/cizq+568x5XSpqk5ez3qI2tEWMXer5Zi48yQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlNRbdgCqrJcQ0zPNWtC+lbbml9jW1bbnLy6kpMS61D6nlpcSlljUzc9yHiXEfJMTMSixramJcah96ZCwvtc6U8YiI6JMYl3o8TEmIeS+xrNS5n5EY91FiXMo6ST0eijiPRBR3jaBrcq6T1LJyr82U8oo6HlKlHDdl70Op5NzQ5t4gpbIoWsu92S5iU55aVu41l7oJTdk0pm5oUjdS0xPjUjZ5EWmPu6XOw7TEuNTxTc1SpJSXWmfqPLyZGJe65t7PFBORvkZyb8pTbnzKvilPYePeVu4xyTn/ua9dRWzei7phSFXC49WT3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFRWY1EV1zKW1ZCxrKLkHI+I9DHJXW+K3G3LOf+5x6Mpc3mzEmJmJpY1IzHug8S4SYlxHyXEpM5Dal9T5yF1LaX0Iff4LpwYl3pST1lL0xPLSu1ralzqvKbEFXGOK7sirplFzUNqvTnjcteZqoh6yz6vZFTEpqwzUtpX5s1xbrnnoYgxSd28pT6ylXszmLKRStkwRqRvuN5LjFswMS6lfanjm7rJSxm3iIgeGevNPQ99E+NS5yGlD6ltS+3rh4lxOTfvqXNfVGKkHpJKZZZ7H1HEpryIzXs93DCkylSnJ7kBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACorMaiG9CRhszl1QqoN7XOVKlt09d5W2eq1LalxjUlxMxMLOvDxLgpiXGpYzc9IaaoE1PqPPRIiJmRWFbqPKTG9U6MS5EyVxHpfU1dm6lxKcdDSkxEceevMkvtQ+oY55T73JozLnedzFvmIdIGoagNaBETVNQJvIh5yD2+KY9P5a6ziM12RNpmJWXDGJG+4fogMS51naRsLlM35UWtuZSxSx3f1M12anm9EuNSxmRqYlnTEuNSN9uzMpaXe1NexPkr96a3iM12UefgIsorai0VkaAq84Z2PrfNk9wAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUVmPRDehILTGuoaB6U6S2LTUu95iklFfm8a0XqWPSlBAzM7GsDxPjUt8JS2lbRMRHCTE9E8vqkRiXew2nlJfSz4j0eZieGJc6dil9mJFY1rTEuNTyUtfwrEwxEenrN1XONZdaVu4+5C4vp9RzZu64nHJf9+vh2loPfaiklMVY1ILNeTLtTgusiI1PRDE3UTk30Z2RczOY+4YxdfOTsjFbMLGs1E156o1Fal9T+pA6D7k3vr0S41Kk3gikti31BiR17LrLpjx1/ea+Fuast6hrYVHn6qor+41ACfdWnuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAymosugEdaUiMqxVUb4rcbStCah9yjltuZZ+HpsS4MvcjtQ+zEmJ6JZa1YGJc6rt5PRLjUsxIjMvdtpx9SJmriPS+Tstc3syEmNR1WZSU82buc3ARY5Lah3qJm99l5Za7bWUvr9tLGdCiNts56y3qxiJVzgtCmTfvZZ+H1ItkSj9SNiqdkTomqRu4lPalbspTswq5N7QpG+nUefgwMS51Q5sz05I6p9MT41L7kDomRWzKU88lOc85qcdg7r7mPPcXtSnrTpvyMl/niujrfJ5TT3IDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWY1FN6AjtZLX2zBPW1E9ucct5/wXUWdRmopuwFyktG9WYlk9E+MWTIzrkRhXD8d+ylpPPR4+Soybkbm8Mh+v9XDOSW1byjGdWla9xBUh55rLvX7r4XioazkXRXeSe0zKPA9lPjhzn4hSHwFL2azmHrciLmqpm/LUzXbq5j11U54yX7nn/sPEuFQ552FmYlxqH1I376ntS1EP15vcG58izsG525aapCjzmBShiL1G7vLm81x5khsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKaiy6AcwbtcS4hnnaivalti1VSh9yj0fuPpR5vnJL6WvqeOSOSz0hpsxD7rlqSoxL7WtKeal1ziooLrV9ORVxjsi9znOvpTIf07nXSO5zf4p6uE4XMW6UXJkXRVGbwXrY5KUo+7ilXjhSHhXLfcEtQu4Lc6rUTXmPhJiijq2cY5e6OZ6ZOS7npjx1HnLPVxHHV1HHdM5NeRE3DPMiruqKGo8K3/R4khsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKaiyq4lpCTMM8b0V5pIxHRP4xSa03RVHzlXMt5Z6HIua1KTEutW0510iq3HWmljcrMa5HVxvyKeSer5S41LWUGpc6vkWsuVRFrM3UOnMf+znLy71+U9uWyporviwK1J023GVW5g1XPayR3H1NuRCllpUal3sjVeY1l3qhT3lkr6jH+sq8Kc8dl1NR55uUvha1oc1ZXtn7kFPuOnMngXKWVeZN+XweN09yAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmNRTegI7WC6m1IjCuqfSly9iH3eBRRXlFtqwdNiXGpY5JSXu7xTe3DrMS4lHcHU9dSUWsuZ3k5574z5aXEFTVuOcckddyKGN/Uesu8fqtQ7/zWnca3u8xph4oYhNSLX05lv7FIkXtDm7veFPWy2U5pX+7HyVI3qrkv9Clyb1ZS+5qSzShqU17EsZ97HopQ5huLIm6MI9KPh5yb8qLWSFHXue6iXm7KOuBJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKisxqIb0JGGohtQYbUCykqdr5xtmxfl5awz9xpOqbeIOnPXOysxLrVtTYlxMxPjUt4dTH0HMXXc6uF8mDoPOeNS10hqXO61mRKXe9xyHzcp5eWeh1RFXB+KUua+lrlt9XBuraTUE0wRF8kyb3xz11nUprEIRcxX7otfEX1I3Rynyr3hSmlf7vNI7uMmpbzcc1/E5rKIG4HccbnrLPONRVGb91Q5b0By1llUeWW+/s5nnuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgshqLbkBHapnLa8hcXhHKPCZlbluq3H0oot7UslLHN/c8NCXEpPYh9V26lDoj0vuaUm/udxCLmK/UslLnq4i41LlPrbOI8so8vqlxuessSkr7ch83udVDH6gDuTcXORejA2DeKvPJrzNS1knqpiFnnZ2JS5F73FLHZFZiXMqGO+cGvzOKutlKkXtjljJfuetMXUs548rctohiNuX1cE7Pfd23j+iaTOPhSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqq7HoBsxPtcS4hnnainJJGZOixiN1vnLK3dfcfcjZvtxty3l8pfYztc7cx35TQkxR7yDmXCNFzUOqlPJS5qozUsvLOSa5x7eIeSjifN4ZOdtX5nNr7jqhUora5JX5xqLMG9V6kLppKGpt5pz/1L6mbpBTxySlvNx1pkotr4jNe5k3tLnblrO8IsatM3E5b3yK2gwWUW/uOnPfgKZwPW/hSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqq7HoBpRRrYA6GwqoM7fUcStzX8veh5xrM7UPRRwPuechd3kpcU2JZeVWD8dXzjWXe/3m7kPO9hW15so8X7kVcQ4u87k6VRHX1rJfzysn9wIrYuDLfJCkKvvCrocxLkKZx21WYlxRm/KUzU/uC27u46vM58OccUVtovWha8p8XkpV9j6ktK87Xc8z9dWT3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFRWY9EN4GO1zOU1ZCwrd9uKqDfneEQUNyZlntfUtqXUm7OszsTlHN/cay53vTnnIVXuNZdSXu65z73m5ndZVSivuyjivJQqd9tyH19lrZPIP/BFXUxzKqKv9bBRTVXUhrYpY1lFHTdFbFZyj0lOuevM2dd62Lzl3kSX+caiqD6Utc7OKHv7UpT5RrAb8CQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVFZj0Q2g+6kV3YAKyzl2DRnLikhvW0q99bBGco5HZ8ors9xjkrPO3HGpipjXIuYht9zj1p36Wg/nEjJLWRRFXazKvPHJPSZl7muqnGupKPVwYc7Zh6I2DU0Zy0ptW1Frs4iboyLmNeecRhSzyS/zubUoRbWtiPkq8zzUg0zj60luAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKqux6AYwb9QS4xrmaSvKI3U8UuUetyLmq6gxyV1vEXL2obscgxHFzH1R6806r5Z66Gt3Or5SlLltlVTUgJb5ItmUGFfmPhSh7JvyVE4yXVPE/Oeus4i5z32jVQ/rt8wbHzcg814Rxz5tpYxx6vkr0/Xck9wAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUVmPRDZifapnLa8hcXhFSxiS1n6nj213GrbvJOSa510iZ56vMbStKzjHJfV4qYr7KvkaKuI7QVpnHuMxto044EbVWVB+K2OTXw4U+VRF9Lfu4lfkGJKfUfpb52M/dtiKSD/WwznMrKslW5jFJVQ/nrxIeX57kBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIai27A/NRQdAMqqlbyervTvKaMST2MR9nXXIrUeSiqr0Uo85g0JcaVuQ+55exDPYxHRH2cg1Pal3u+6mX+KUARJ6LcJ/oiNhdUS5lPkvVwQ1bm8U1V1DwUcZ4r8ybE8TDvlb19OdXDOinixmIuPMkNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZTUW3YD5qZYY1zBPWwHzVuo6zy31uElpX9mPwaLGuOqaEuNyzn/uuaqHua+HPuRWxP4g9zzkPAcDdEnOTV7uE3MRJ7+iTrj1cFHLWW+Z10iqMo9vvegua4m2ypwoLPu1sITJHU9yAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmNRTegymoJMQ3zvBXVkzJuucszD/NeznnNvUZyS1lPufuQuoZT683Zh9zHV9nnf34zHuVhLqAbKOpAL/NmtR5OfkVtasqsHua1zIpYc+a0rXoYk3roQz0o4ga/Hq5J83n9epIbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKqux6AZ0pJYY15A5LlVKeal9yC13X8usHuYh91rvLooatyLWU+46c5ZX1PGVUz30oTsp8zkz93k/lTUM3UDuA72om6icynwydSNQDmW/QJb5xqKoTU1ZFXW+yTkP9TKnOftaVLKgiOtNEeXN57XkSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqq7GoimsJMQ0F1Jm73tSyimhbvUgduyLkbluZj5tUKe0r85zSdc5z1ZJzvoqa+yLOJc5fQJeU+eSRs23d6SJf1JyWeS3lvjnOWWeqMo9vbjn7WsRNZWfqLfO5qczzUJSc81XU2kxR9uOmhDzJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGU1FlVxQ1EVZ1QrugHQju60LnOfR3KOXWrbUuss4pxZ1FrqTmu4zOrhOl0Pcp9LYJ4q80UtVT30IVURJ47cdZZ5HnKvpXqYr9xyzn/Z+1p1Zb5xmxflVV13uhbmVuakQtnrzcCT3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFRWY9ENyKFWUL0NCTG525ZaXkrboAg5j4ncx1fqcZNSb1HnpaLqrbqi1lJORV0fUurNeWx1RlH1pihz26DL6mEDWg996E7q4SRZ5otf2Y+HnJvysve1CDnHrh6O1e7E8dB19ZBUqDBPcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUliQ3AAAAAACVJckNAAAAAEBlSXIDAAAAAFBZjUU3oCO1ohswHzUkxqWOSWpcSr3mYd7LOV+0lfv4KkKZ28a8lXvuc5dX5utImY+bMrcNSqOIDa3NFlXXnS4wKX2th2O67HNa9vbRea6ZXVfmscudUCwhT3IDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZTUWVXGtqIpLKnU8GjKXlxKXWmeqIvqauw+pcveVrinz+cYaKYcyj2/u837u8spaJ5CozBupnPWW+URP1xVxc9SZequuHsYj9+bCpoYqy70uy3yOKPuxn3P/VeYbwfnMk9wAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZUlyAwAAAABQWZLcAAAAAABUVmNRFTckxNTmeSs+nZztSxmPeSHnPKT2ITUud71F1FlEX3MfN7nXZkr7ijoecipi/ZZdmcekqOtNzr4WtZbKfq0G5qI7XYhyKvNFLVU9bLbLvPEt+xrJeWPRnTYD3amvZVb24ytFEWupqGRMPfQ1d70pcretG5y/PMkNAAAAAEBlSXIDAAAAAFBZktwAAAAAAFSWJDcAAAAAAJUlyQ0AAAAAQGVJcgMAAAAAUFmS3AAAAAAAVJYkNwAAAAAAlSXJDQAAAABAZTUWVXGtqIoTdKe25SyvqHHLWW9D5jpTy8tdbxF15u5ritxty11vmRWxllKVuW251cNaArqBok5WZT6Jl7ltqYroQ1Eb0O7E5qIcrOF5q8w3IKmcD+et3OPm3DpvZVq/nuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgshqLbgAfqyXGNWQuL6cyty231L7WS705FTH/ZV5zZW5bqjKfv+phfAEK1502IPXQ13pQD/OQuw9FbLiK6kOqnO3LPb5lnofccs5rmW+0y3zTk1pe2Y/pnLpTgqooOY+bTPPgSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqq7HoBtA5taIbQETUxzw0ZI7LOSZF1FlkvTnpQ/0xHgBzkXICTD2ZFiVnH8p84Shq81YPcs9rEWPXXersjJztyz33Zd5cFnEuKWot1cNxUw/XG9oq4Rh7khsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqq7HoBnSkIXN5tczl5ZS7rzmljluZx7fsUuc/5xiXeb5yt63Mx1fuue9O89pdGDegcGW/MKeUl9qHojYNOfuQqszzWtSNYM6NWZnXUlGKWHNNGcvqjJxrrh42g7lverpTsihVzj4UkaAoSlF97S7H/nzmSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqq7HoBnSklhjXME9bMX/k7mtqed1Fdxq3ovqas97cfSjzvJa5bQAwTxSxyS/7DUPODVJuRdRb1EaVcuhO81Xmm4GcN2VFJTyKWEv1cDNb5nWZW1F97U5jPB95khsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKaqjVarWiGwEAAAAAAF3hSW4AAAAAACpLkhsAAAAAgMqS5AYAAAAAoLIkuQEAAAAAqCxJbgAAAAAAKkuSGwAAAACAypLkBgAAAACgsiS5AQAAAACoLEluAAAAAAAqS5IbAAAAAIDKkuQGAAAAAKCyJLkBAAAAAKgsSW4AAAAAACpLkhsAAAAAgMqS5AZKpaGhIQ466KCim5FNQ0NDHH/88fOlrquvvjoWX3zxmDJlSqd/98ILL4wVVlghPvzww3nQsnQvvvhiNDQ0xKWXXlpoOwAAAIDqkOQG5ovnn38+DjjggFhppZWid+/e0a9fvxg+fHicc845MW3atKKbV6hp06bFvvvuG2uuuWb0798/+vbtG5/97GfjnHPOiY8++iipjFmzZsVxxx0XBx98cPTt27fTbRg9enTMmDEjfvnLX3b6d+fm+OOPj4aGhpZ/CyywQCy99NKxzTbbxJ///Ofs9QFAGW266aax6aabFt2MNu0o6g3mMryxvdVWW8X+++/f8v9/+tOfoqGhIf70pz8V1qZ5qd77Rzk07/3npaeffjoaGxvjySefzF72s88+GyNGjIj+/ftHQ0ND/PGPf8xeRw7z82Eq0rS3di699NJoaGiIF198sejmdQuS3MA8d8stt8Raa60VV199dWy77bZx3nnnxcknnxwrrLBCHHXUUXHooYcW3cRCTZs2LZ566qnYaqut4uSTT44zzjgjPvvZz8bhhx8ee+21V1IZN910UzzzzDPx7W9/u0tt6N27d+y1115x1llnRa1W61IZczNu3Li4/PLL49JLL42DDjoonnzyydh4443jH//4xzypD4D61HzD+Pe//73ltdnfUF1wwQVjxRVXjEMOOSQmTZrUbjlNTU1x2WWXxRZbbBEDBgyIBRdcMAYNGhQjRoyIiy66qMO/bnrjjTeisbExdt999znGvP/++7HQQgvFN77xjS73tR5cddVVMXbs2KKb0caDDz4Yd955Z3z/+98vtB3Niefmfz169IhBgwbFTjvtFP/6178KbVsZ3XTTTbHtttvGkksuGT179ozFF188Nt544zjzzDPjvffeK7p5dWvFFVdstU579+4dK6+8chx11FHxzjvvzPf2DBs2LLbeeus49thjs5e91157xT//+c846aST4vLLL4911103ex3dyd133x377LNPrLLKKrHwwgvHSiutFPvtt1+8+uqrreKmTp0av/jFL2LEiBGx9NJLxyKLLBKf//znY9y4cTFr1qw25Z500kmx3XbbxZJLLtlhwn/2/cEn1/Dsxo0bFzvvvHOssMIK0dDQEKNHj+5UX1PXzgUXXOAvl+eRxqIbANS3CRMmxKhRo2Lw4MFxzz33xNJLL93ys+9+97vx3HPPxS233FJgC4u3+OKLt3mi+cADD4z+/fvH+eefH2eddVYstdRSHZZxySWXxPDhw2PZZZftcjt22WWXOO200+Lee++Nr371q10uZ0522mmnGDBgQMv/b7/99rHmmmvGNddcE5/73Oey1wdA9zNu3Ljo27dvfPDBB3H33XfHeeedF48++mg88MADreKmTZsWO+ywQ9xxxx3x5S9/OY488shYcskl45133on77rsvxowZE3/5y1/if/7nf9qtZ9CgQbHFFlvEDTfcEFOnTo2FF164Tcwf/vCHmD59eksi/M4778zf4QwGDx4c06ZNiwUXXHCelH/VVVfFk08+GYcddth8rXduTj/99Nhss81i6NChLa9tvPHGMW3atOjZs+d8b88hhxwSX/ziF+Ojjz6KJ554Ii688ML405/+FE8++eRc94HdQVNTU+y7775x6aWXxlprrRVjxoyJ5ZdfPt5///14+OGH48c//nHceuutcffddxfd1Lr1uc99Lr73ve9FRMT06dPjkUceibFjx8Z9990Xf/3rX+d7ew488MDYaqut4vnnn48hQ4ZkKXPatGnx8MMPx49+9KO6+gjNIn3/+9+Pd955J3beeedYeeWV44UXXojzzz8/br755vjHP/7Rcn574YUX4uCDD47NNtssjjjiiOjXr1/ccccdMWbMmPjzn/8cv/nNb1qV++Mf/ziWWmqp+PznPx933HHHXNvRvD9o1qNHjzYxp556arz//vux3nrrtUnCz82c1s4ee+wRo0aNil69erW8dsEFF8SAAQM6nURn7jzJDcxTp512WkyZMiX+53/+p1WCu9nQoUPbfZL7j3/8Y6y55prRq1evWGONNeL2229v9fOXXnopxowZE6uuumostNBCscQSS8TOO+/c5s+Amp/2evDBB+OII46IgQMHRp8+fWKHHXaIN998s1XsiiuuGNtss0088MADsd5660Xv3r1jpZVWissuu6xN+yZNmhSHHXZYLL/88tGrV68YOnRonHrqqdHU1NSFUWrfiiuu2FJXR6ZPnx633357bL755m1+Nm3atDjkkENiwIABscgii8R2220XEydObPfd7nXWWScWX3zxuOGGGzL1oGPNG5rGxo7fb53Tn3ePHj26ZYyaNTU1xdixY2ONNdaI3r17x5JLLhkHHHBAvPvuu7maDUCJ7bTTTrH77rvHAQccEFdffXV885vfjAcffLBNAubwww+PO+64I8aOHRsPPvhgHHPMMbH33nvH9773vbjxxhvjX//6V6yzzjod1rXbbrvFlClT4sYbb2z351dddVX0798/tt5664iI6NmzZyHJ07lpfqKtvRv+eqw34uMn8W+55ZbYZZddWr2+wAILRO/evWOBBeb/bfJGG20Uu+++e+y9995x9tlnx9lnnx1vv/12u/vQspg5c2bMmDFjvtR12mmnxaWXXhqHH354PP7443HcccfFPvvsE4ceemj87ne/ixdeeCFGjBjRYRlNTU0xffr0+dLeerTsssvG7rvvHrvvvnvst99+MW7cuDjssMPib3/7Wzz77LPzvT2bb755LLbYYm2Sn59G8/3hoosumq3M7u6ss86K5557Lk499dTYb7/94uc//3ncfPPN8frrr8f555/fErfUUkvFP//5z7jrrrviqKOOigMOOCD+8Ic/xN577x2XXXZZPPfcc63KnTBhQrz66qtxxRVXJLWjeX/Q/O9b3/pWm5j77rsv3nrrrbjttttaJaVTzGnt9OjRI3r37j3PP8KHj0lyA/PUTTfdFCuttFJ8+ctfTv6dBx54IMaMGROjRo2K0047LaZPnx477rhjvP322y0xf/vb3+Khhx6KUaNGxbnnnhsHHnhg3H333bHpppvG1KlT25R58MEHt2yIv/Od78RNN93U7rvzzz33XOy0006xxRZbxJlnnhmLLbZYjB49Op566qmWmKlTp8Ymm2wSV1xxRey5555x7rnnxvDhw+MHP/hBHHHEEZ0cof9vxowZ8dZbb8Urr7wS119/fZxxxhkxePDgVk8YteeRRx6JGTNmxBe+8IU2Pxs9enScd955sdVWW8Wpp54aCy20UMvNdnu+8IUvxIMPPtjlPnTknXfeibfeeiveeOONeOyxx2L//feP3r17t7nB/DQOOOCAOOqoo1o+733vvfeOK6+8MkaOHJn8+eYA1I+NNtooIj7+bpBmr7zySlx88cWx5ZZbzvEj01ZeeeUYM2ZMh2XvsMMO0adPn7jqqqva/OyNN96Iu+++O3baaaeWG+X23rQ977zzYo011oiFF144FltssVh33XVbldfeG7oR7X/m7SWXXBJf/epXY9CgQdGrV68YNmxYjBs3rsM+RLT9bOzZPz7jk/8+2ZYbbrghtt5661hmmWWiV69eMWTIkDjxxBNb/Vn5pptuGrfccku89NJLbcqY02dy33PPPbHRRhtFnz59YtFFF42vf/3rbT62o7n/zz33XIwePToWXXTR6N+/f+y9997t7gNnd8stt8TMmTPbPCBQps+sbm/tRkRMnDgx9tlnn1hyySVbHgb59a9/3eb3//vf/8b2228fffr0iUGDBsXhhx/+qb5gvHm+zjjjjBg7dmwMGTIkevXqFU8//XSXy0w1derUOPXUU2ONNdaI008/vd1k0dJLL93mo2eav9D+yiuvjDXWWCN69erV8uBM6jh++OGHcdxxx8XQoUOjV69esfzyy8fRRx/dZiyb65rbgzqd0dTUFMcff3wss8wysfDCC8dXvvKVePrpp2PFFVcszROgKQ+tdPT5++09eJM6NwsuuGBsuummyQ/oPPbYY/G1r30t+vXrF3379o3NNtus1V/THn/88TF48OCIiDjqqKPanPNm13y+uPrqq+Okk06K5ZZbLnr37h2bbbZZm4RsRMQ111wT66yzTiy00EIxYMCA2H333WPixImtYkaPHh19+/aNiRMnxvbbbx99+/aNgQMHxpFHHtnuR3bMLmXsOtPuZ599NnbcccdYaqmlonfv3rHccsvFqFGjYvLkyXNtS7ONN964zRuHG2+8cSy++OKtzu0DBgyINdZYo83v77DDDhERba4DHc1Ne2q1Wrz33nsdfjTn4MGDu5SM7mjtzP6Z3CuuuGI89dRTcd9997VcF5v3Bh999FGccMIJsfLKK0fv3r1jiSWWiA033DDuuuuuTrepu/JxJcA8895778XEiRPj61//eqd+71//+lc8/fTTLX929pWvfCU++9nPxm9/+9uWxPTWW28dO+20U6vf23bbbWODDTaI6667LvbYY49WP1tiiSXizjvvbLloNTU1xbnnnhuTJ0+O/v37t8Q988wzcf/997fcWOyyyy6x/PLLxyWXXBJnnHFGRHz8bvTzzz8fjz32WKy88soR8XFydZlllonTTz89vve978Xyyy/fqT5HfPxnzZ98R3ndddeNX//613N90vnf//53RER85jOfafX6o48+GldffXUcdthhcfbZZ0dExJgxY2LvvfeOxx9/vN2yVlpppbj88ss73fYUq666aqv/X3TRReOPf/xju5uZrnjggQfi4osvjiuvvDJ23XXXlte/8pWvxJZbbhnXXHNNq9cBqH/NN5WLLbZYy2u33XZbzJo1q8PP007Rp0+f+PrXvx7XXnttvPPOO7H44ou3/Oz3v/99zJo1K3bbbbc5/v6vfvWrOOSQQ2KnnXaKQw89NKZPnx5PPPFE/OUvf+nS9WrcuHGxxhprxHbbbReNjY1x0003xZgxY6KpqSm++93vJpez+uqrt9kLTJo0KY444ogYNGhQy2uXXnpp9O3bN4444ojo27dv3HPPPXHsscfGe++9F6effnpERPzoRz+KyZMnx3//+9+WvUhHX5A9fvz4+NrXvhYrrbRSHH/88TFt2rQ477zzYvjw4fHoo4+2SWrssssu8ZnPfCZOPvnkePTRR+Piiy+OQYMGxamnntphHx966KFYYoklWpISuf3kJz+JFVZYodWXWnZWe2v39ddfjy996UstCdWBAwfGbbfdFvvuu2+89957LR8JM23atNhss83i5ZdfjkMOOSSWWWaZuPzyy+Oee+75NN2KiI/fTJk+fXp8+9vfjl69erVa950xYcKEOOigg+Kyyy6LJZZYosPYBx54ICZNmhRHHnlkp5/8v+eee+Lqq6+Ogw46KAYMGBArrrhi8jg2NTXFdtttFw888EB8+9vfjtVXXz3++c9/xtlnnx3/+c9/2nwh4QMPPBB/+MMfYsyYMbHIIovEueeeGzvuuGO8/PLLc+1je37wgx/EaaedFttuu22MHDkyHn/88Rg5cmSWp9EfeeSROPnkk+OKK65o97OJ2/PRRx/FW2+9FREf/yXpY489FmeddVZsvPHGbe5Duip1bpqts846ccMNN8R7770X/fr1m2O5Tz31VGy00UbRr1+/OProo2PBBReMX/7yl7HpppvGfffdF+uvv3584xvfiEUXXTQOP/zw+Na3vhVbbbVVh+erZqecckossMACceSRR8bkyZPjtNNOi9122y3+8pe/tMRceumlsffee8cXv/jFOPnkk+P111+Pc845Jx588MF47LHHWj39O2vWrBg5cmSsv/76ccYZZ8T48ePjzDPPjCFDhsR3vvOdbGM3t3bPmDEjRo4cGR9++GEcfPDBsdRSS8XEiRPj5ptvjkmTJrW6h+6sKVOmxJQpU1p9lOWcvPbaaxERSbEdWWmllWLKlCnRp0+f2H777ePMM8+MJZdc8lOV2awza2fs2LFx8MEHR9++feNHP/pRRERLO44//vg4+eSTY7/99ov11lsv3nvvvfj73/8ejz76aGyxxRZZ2lr3agDzyCuvvFKLiNruu++e/DsRUdtqq63avN6vX7/a4Ycf3u7vzJgxo/bWW2/V3nzzzdqiiy5aO+yww1p+dskll9Qionb11Ve3+p0//OEPtYioPf744y2vDR48uDZs2LA25a+99tq1HXbYodX/b7nllrU333yz1b/x48fXIqJ2xRVXtOrPcccdl9T31157rXbXXXfVrrnmmtqBBx5Y22CDDWoPP/zwXH/v1FNPrUVE7b///W+r10866aRaRNT+85//tHr9kUcemWO7vv/979ciovbBBx8ktTnFcccdV4uI2nXXXVe76667anfeeWftkksuqa233nq1Pn361B588MGW2AkTJtQionbJJZe0vLbJJpvUNtlkkzbl7rXXXrXBgwe3/P8hhxxS69+/f+2NN95oMzd9+/at7bffftn6BEBxmq/tf/vb31pea77WPPPMM7U333yz9uKLL9Z+/etf1xZaaKHawIEDW13XDj/88FpE1P7xj3+0KvfDDz9sde1466235tqWW265pRYRtV/+8petXv/Sl75UW3bZZWuzZs1qeW3269nXv/712hprrNFh+bNf62bv7ydNnTq1TdzIkSNrK620UqvXZm9He9feT2pqaqpts802tb59+9aeeuqpDus74IADagsvvHBt+vTpLa9tvfXW7fahvXo/97nP1QYNGlR7++23W157/PHHawsssEBtzz33bHmtuf/77LNPqzJ32GGH2hJLLNFuPz5pww03rK2zzjptXr/33ntrEVG7995751pGRw4++OBaQ0PDHMe0vTp//etf1958883a//3f/9Vuv/322tChQ2sNDQ21v/71ry2x++67b23ppZduszZHjRpV69+/f8ucjB07ts3+94MPPqgNHTq0y/1rnq9+/frV3njjjU7//uyefvrp2qBBg2pf+MIXau+++26Hseecc04tImp//OMfW70+c+bMNnu+pqamlp9HRG2BBRZotW5rtfRxvPzyy2sLLLBA7X//939bxV144YW1iGi1h42IWs+ePWvPPfdcy2uPP/54LSJq55133twHZDavvfZarbGxsbb99tu3ev3444+vRURtr7326nSZn3T//ffXFl544dqWW25Z+/DDD+caP3jw4FpEtPk3fPjwNuM4+/mpo3PM7PckqXPT7KqrrqpFRO0vf/lLh+3ffvvtaz179qw9//zzLa/93//9X22RRRapbbzxxm3aevrpp3dYXq32/4/d1VdfvdUYNq/Xf/7zn7Va7eN71UGDBtXWXHPN2rRp01ribr755lpE1I499tiW1/baa69aRNR++tOftqrr85//fJtzVlfHLrXdjz32WC0iatdcc81cx6KzTjzxxFpE1O6+++4O4z788MPasGHDap/5zGdqH330Ubsxb775Zof33GPHjq0ddNBBtSuvvLJ27bXX1g499NBaY2NjbeWVV65Nnjx5jnX36dOnU8fZnNZO855lwoQJLa+tscYa7d7ffvazn61tvfXWyXXSlo8rAeaZ5nfT33///U793gorrNDmtcUWW6zV5ypPmzYtjj322JbPxB4wYEAMHDgwJk2a1O6fT81eZvNTMbN/VnNK3c8++2zcfvvtMXDgwFb/mv/k9Y033uhEb/+/JZdcMjbffPPYaaedYty4cbHNNtvEFlts0fLu9dzUZvvTq5deeikWWGCBNk9WdPTxJ81ldPRnWlOmTInXXnut5d/sn20+JxtvvHFsvvnmscUWW8To0aPj7rvvjkUWWSQOPvjgpN+fm2effTYmT54cgwYNajM3U6ZM6fK8AFAdq666agwcODBWXHHF2GeffWLo0KFx2223tfpiyPfeey8i2j5RfOutt7a6dqQ85TtixIgYOHBgq48YmTBhQvz5z3+Ob33rWx1+tvOiiy4a//3vf+Nvf/tbZ7vZroUWWqjlvydPnhxvvfVWbLLJJvHCCy906k/LZ3fiiSfGzTffHJdeemkMGzas3fref//9eOutt2KjjTaKqVOntvyVWWe8+uqr8Y9//CNGjx7d6ungtddeO7bYYou49dZb2/zOgQce2Or/N9poo3j77bdb5nhO3n777VZPSHfW9OnTO/x32mmnxV577RX77rtvux9n05599tknBg4cGMsss0xsueWWMXny5Lj88svji1/8YkR8vEe77rrrYtttt41arRZvvfVWy7+RI0fG5MmT49FHH42Ij9fy0ksv3eqvHhdeeOH49re/3eU+N9txxx1j4MCBc42bOXNmh2P0mc98Jm6++eZ44YUXYuTIkR3O2ZyO2X/+859t9nyf/HjDiIhNNtmk1brtzDhec801sfrqq8dqq63WKq75C9rvvffeVnVtvvnmrb4Ace21145+/frFCy+8MNfxmt3dd98dM2fObPOxSan75o8++qjD8f/iF78Y11xzTdx7772x0047JX2s3/rrrx933XVX3HXXXXHzzTfHSSedFE899VRst912MW3atE73cXadmZtmzcdx8xPm7Zk1a1bceeedsf3228dKK63U8vrSSy8du+66azzwwANzPWd0ZO+99271fQvNfxHcPO9///vf44033ogxY8a0emp+6623jtVWWy1uueWWNmW2d27raB11Zezm1u7mJ7XvuOOOpI+BSnX//ffHCSecELvsskvLsTQnBx10UDz99NNx/vnnz/Wvm+fk0EMPjfPOOy923XXX2HHHHWPs2LHxm9/8Jp599tm44IILulTmvLLooovGU089Vchn3NcLH1cCzDP9+vWLZZZZJp588slO/d6c/gzxk0ncgw8+OC655JI47LDDYoMNNoj+/ftHQ0NDjBo1qt0vf0wpMzWuqakptthiizj66KPbjV1llVXafb2zdtppp/jRj34UN9xwQxxwwAFzjGv+88d33303lltuuU9V57vvvhsLL7xwqxvX2Z1xxhlxwgkntPz/4MGD23zhZ4q+ffvG+uuvHzfccEN88MEH0adPn3bjGhoa2v3stNk/l66pqSkGDRoUV155ZbvlpNyQAVBt1113XfTr1y/efPPNOPfcc2PChAltrmmLLLJIRHz8pu0nDR8+vOVzL08//fSk76hobGyMb37zm3HBBRfExIkTY9lll21Janb0USUREd///vdj/Pjxsd5668XQoUNjxIgRseuuu8bw4cOT+/tJDz74YBx33HHx8MMPt0lIzP7xbKluv/32OOGEE+IHP/hB7Ljjjq1+9tRTT8WPf/zjuOeee9okiLqSVH/ppZciou3Hm0V8/BEqd9xxR5v9QkcPMXT00QURbfeAqaZMmdKyhlLsueee8dWvfrXls4vn5Nhjj42NNtoopkyZEtdff3387ne/a/UmyZtvvhmTJk2Kiy66KC666KJ2y2h+Q/+ll16KoUOHtnloob2x7azUj6U45phj4swzz0yK/etf/xo//OEPW30J3SfN6ZgdOnRoyzF72WWXtfuRe7O3tzPj+Oyzz8a//vWvOe4hZ3+AIuVhmVTNx8PsD6csvvjiSW/QfOtb34rrrrsuqa6bbropzjnnnDjyyCM7jBswYECrz7HfeuutY9VVV42ddtopLr744k/94Epn5qZZygM6b775ZkydOnWO55ampqZ45ZVXuvwRinN7mKqjc9tqq60WDzzwQKvXevfu3WbNzW0ddWXs5tbuz3zmM3HEEUfEWWedFVdeeWVstNFGsd1228Xuu+/e5Y8q+fe//x077LBDrLnmmnHxxRd3GHv66afHr371qzjxxBNjq6226lJ9c7LrrrvG9773vRg/fnwcc8wxWcv+NH7605/G17/+9VhllVVizTXXjC233DL22GOPWHvttYtuWmVIcgPz1DbbbBMXXXRRPPzww7HBBhtkK/faa6+Nvfbaq9Xmefr06TFp0qRsdczJkCFDYsqUKW2+rCi35ici5najuNpqq0XEx0+OrbXWWi2vDx48OJqammLChAktnx0eEe1+EUqzCRMmxOqrr95hfXvuuWdsuOGGLf/fUUJ8bmbOnBkR0fL5aO1ZbLHF2n1yoXnD2GzIkCExfvz4GD58+KdqEwDVtfHGG7d8bue2224ba621Vuy2227xyCOPtCQMm6+bTz75ZHz2s59t+d1P/lXWFVdckVzn7rvvHueff3789re/jSOPPDJ++9vfxrBhw+Jzn/tch7+3+uqrxzPPPBM333xz3H777XHdddfFBRdcEMcee2zLm8lzStzM/kbv888/H5tttlmsttpqcdZZZ8Xyyy8fPXv2jFtvvTXOPvvsdh8AmJsJEybEbrvtFltssUX87Gc/a/WzSZMmxSabbBL9+vWLn/70pzFkyJDo3bt3PProo/H973+/S/V1RepDDLNbYoklupR4jPg4AXXJJZfMNe6OO+6I3/3ud/GNb3wj6Y32tdZaq2X9bb/99jF16tTYf//9Y8MNN4zll1++ZUx333332GuvvdotY34kQlL3WKNGjYo111yzw5jp06fHD37wg5g5c2aHn0P/yWP2k9/107dv35Yxmz1ROKf2dmYcm5qaYq211oqzzjqr3bjZv4Onq+txXjjooINim2226TDmnXfeiR/+8Iex2GKLxXbbbdelejbbbLOI+Pjp3DkluVPPY11Z483H8af9vOZPI/e8d/Zz5yO6NnYp7T7zzDNj9OjRccMNN8Sdd94ZhxxySJx88snx5z//udMPV73yyisxYsSI6N+/f9x6660dvll46aWXxve///048MAD48c//nGn6km1/PLLxzvvvDNPyu6qjTfeOJ5//vmW8b744ovj7LPPjgsvvDD222+/optXCZLcwDx19NFHx5VXXhn77bdf3HPPPW2+3OH555+Pm2++OQ499NBOldujR482G4fzzjsv6VunP61ddtkljj/++Ljjjjti5MiRrX42adKk6Nu3b6f+nOqtt96KJZZYos0GsPnd7XXXXbfD319nnXWiZ8+e8fe//73VBnXkyJHxox/9KC644IKWL3uK+Hic5uTRRx+d65NnK620Uqs/9euqd955Jx566KFYaqmlWn2R1eyGDBkSt956a7z55pstN4mPP/54PPjgg61uLnbZZZe44IIL4sQTT4yf//znrcqYOXNmTJkypdWXugBQ3/r27RvHHXdc7L333nH11VfHqFGjIiLia1/7WvTo0SOuvPLKuV7zUqy//voxZMiQuOqqq2KLLbaIp556Kk466aSk3+3Tp09885vfjG9+85sxY8aM+MY3vhEnnXRS/OAHP4jevXvHYost1u4b+LO/0XvTTTfFhx9+GDfeeGOrp/Nm/ziFVNOmTWv5Iq3f/va3bT525U9/+lO8/fbb8Yc//CE23njjltcnTJjQpqyOnrD8pOaPh3nmmWfa/Ozf//53DBgwYI5viHfWaqutlvyU6+waGxtj9OjRHcbcddddcf3118f2228fV111VZeSVqecckpcf/31cdJJJ8WFF14YAwcOjEUWWSRmzZo11wctBg8eHE8++WTUarVW49/e2M4r6667bod72BkzZsT2228fM2bMiNtuuy2+/OUvzzF2o402iv79+8fvfve7+MEPftDhxwDNTWfGcciQIfH444/HZpttlryOc2k+Hp577rlWT6O//fbbSW/QbLrpph3+fNKkSbHZZptFv3794u677+7yX6J+8oGVOWl+Qnj2c9ns57HOzE2zCRMmxAILLNBh+wcOHBgLL7zwHM8tCyywQJs3LHL65Llt9o/neOaZZ7J8AW5Xxi7VWmutFWuttVb8+Mc/joceeiiGDx8eF154YZs3Pzvy9ttvx4gRI+LDDz+Mu+++O5Zeeuk5xt5www2x3377xTe+8Y34xS9+kaMLbdRqtXjxxRfj85///Dwpf246Op8svvjisffee8fee+8dU6ZMiY033jiOP/54Se5EPpMbmKeab/peeOGFWH311eOwww6Liy++OC644ILYfffdY9iwYfH00093utxtttkmLr/88jjssMPioosuir333jvOPffcLn1zeWcdddRR8YUvfCG22Wab2H///ePCCy9seZd7ueWW6/TT5FdccUWsvvrqccwxx8RFF10UZ555ZowYMSLOP//82Hbbbef6WWW9e/eOESNGxPjx41u9vs4667R87tiee+4ZF1xwQXzzm9+Mf/zjHxHR9uL6yCOPxDvvvNPqCZmcrr322rjiiivi8ssvj1NPPTW+9KUvxbvvvhvHH398hxf6ffbZJz766KMYOXJk/OIXv4jjjjsuRowY0eZPCjfZZJM44IAD4uSTT46tttoqxo4dG7/4xS/isMMOi8GDB7cZHwDq32677RbLLbdcnHrqqS2vrbDCCrHPPvvEbbfdNsePR+jsE3i77bZbPPbYY3HcccdFQ0NDh0+lNpv9s4N79uwZw4YNi1qt1vL5uEOGDInJkyfHE0880RL36quvxvXXX9/qd5uTqJ9s9+TJk5OeOG7PgQceGP/5z3/i+uuvb/ejEdqrb8aMGe1+vmmfPn2SPr5k6aWXjs997nPxm9/8ptVe6sknn4w777wz65+rb7DBBvHuu+926bOSU/zsZz+LzTffPH7/+993+XNkhwwZEjvuuGNceuml8dprr0WPHj1ixx13jOuuu67djwL85HekbLXVVvF///d/ce2117a8NnXq1Dl+jEER/vd//zfuu+++uPHGG1u9UdKehRdeOI4++uh48skn45hjjmn3+Ew9ZjszjrvssktMnDgxfvWrX7WJmzZtWnzwwQdJdXbFZpttFo2NjTFu3LhWr8/pnNVZ119/fbz00ksxfvz4Vp9Z3lk33XRTRESrv4qZXb9+/WLAgAFx//33t3p99vNFZ+am2SOPPBJrrLFGhx+f0aNHjxgxYkTccMMNrT5i8fXXX4+rrroqNtxww7l+vNGnse6668agQYPiwgsvjA8//LDl9dtuuy3+9a9/xdZbb/2p6+jK2M3Ne++91/ImRrO11lorFlhggVb9mJsPPvggttpqq5g4cWLceuutrf7CeHb3339/jBo1KjbeeOO48sorP9UbWs3a6/u4cePizTffjC233LJLZU6ePDn+/e9/d/n7Lvr06dNuzmD2fUHfvn1j6NChnRrv7s6T3MA8t91228UTTzwRp59+etxwww0xbty46NWrV6y99tpx5plnxv7779/pMs8555yWp7CmT58ew4cPj/Hjx7d5snpeWHjhheO+++6Ln//853HNNdfEZZddFv369YtVVlklTjjhhE5/RtmGG24YDz30UPz2t7+N119/PRobG2PVVVeNs846K/mz7fbZZ5/Ycccd45VXXmn1JMJll10WSy21VPz2t7+N66+/vuWGa9VVV231xScRH3+5zgorrDDXpHpXfec732n57z59+sTaa68dJ510Uuy8884d/t7qq68el112WRx77LFxxBFHxLBhw+Lyyy+Pq666Kv70pz+1ir3wwgtjnXXWiV/+8pfxwx/+MBobG2PFFVeM3XffvcufcQpAdS244IJx6KGHxlFHHRW33357yw3t2LFjY8KECXHwwQfH7373u9h2221j0KBB8dZbb8WDDz4YN910U6c+v3j33XePn/70p3HDDTfE8OHDY8UVV5zr74wYMSKWWmqpGD58eCy55JLxr3/9K84///zYeuutW/6Me9SoUfH9738/dthhhzjkkENi6tSpMW7cuFhllVVafYnYiBEjomfPnrHtttvGAQccEFOmTIlf/epXMWjQoHj11Vc7NWa33HJLXHbZZbHjjjvGE0880SrB3rdv39h+++3jy1/+ciy22GKx1157xSGHHBINDQ1x+eWXt5toXGeddeL3v/99HHHEEfHFL34x+vbtG9tuu227dZ9++unxta99LTbYYIPYd999Y9q0aXHeeedF//794/jjj+9UPzqy9dZbR2NjY4wfPz7LlzHO7oYbboiFFlqo1Ze6dcVRRx0VV199dYwdOzZOOeWUOOWUU+Lee++N9ddfP/bff/8YNmxYvPPOO/Hoo4/G+PHjW/70fv/994/zzz8/9txzz3jkkUdi6aWXjssvv7zVF7A2+9Of/hRf+cpX4rjjjss6xnOz2WabxfPPPz/Xzypvdswxx8S//vWvOP300+POO++MHXfcMZZbbrl4991349FHH41rrrkmBg0a1GZ/257Ucdxjjz3i6quvjgMPPDDuvffeGD58eMyaNSv+/e9/x9VXXx133HHHXP/isj0NDQ2xySabtNnHftKSSy4Zhx56aJx55pmx3XbbxZZbbhmPP/543HbbbTFgwIBP/WT53nvvHV/72teSxz8iYuLEiS0f5TRjxox4/PHH45e//GUMGDBgrvcs++23X5xyyimx3377xbrrrhv3339//Oc//2kTlzo3ER9/ueZ9993X5ss52/Ozn/0s7rrrrthwww1jzJgx0djYGL/85S/jww8/jNNOOy15DLpiwQUXjFNPPTX23nvv2GSTTeJb3/pWvP7663HOOefEiiuuGIcffniWejozdinuueeeOOigg2LnnXeOVVZZJWbOnPn/2ru3WF2v8y707/i+OddadpzYcdI0u6KkKFVBpa1AURESiJwQiAIREohTVaWUg0BF4qrhoqASKSBVveEKUi5IUSpKVaRKVCIUKlWCwAWH0nKRoJ2KUtR098Bubcf2WmvO+b1jX5h417W9vv+0nzXHO771+0lckD4Z5zHeZz5zxl4+/elPv1xQT33rt37r8h//439cvuM7vmP5/Oc/v3z+859/+f/25W/Ksrz0l/0f+chHltba8qf+1J9afuRHfuQV7XzTN33TK/6RK5/+9KeXn//5n3/530Hxb//tv335r8u/7du+7eW/kH/Pe96z/Jk/82eWb/zGb1zu3LmzfPazn13+2T/7Z8vv+l2/61X/3qsf+7EfW37mZ35mWZaXztd/+2//7eU2P/KRj7zc/4/+6I8uf+Ev/IXlU5/61NH/Zc9red/73rf8w3/4D5dPfOITy9d+7dcu73rXu5YPfehDy9d//dcvH/jAB5b3ve99y9NPP7385//8n5d//s//+fLX//pfv3Yfj6wOwPSurq76133d1/W/9bf+1tHY//pf/2tflqX/4A/+4Mv/2b179/q73/3u/vf//t9/mMMEgDftU5/6VF+Wpf+n//SfXv7Pvud7vqcvy9J/9Vd/9VXxzz77bH/yySf7+9///lf851dXV/1Tn/pU/9CHPtSffvrpfnZ21t/5znf2D3/4w/2Tn/xkv3v37rXG9c3f/M19WZb+D/7BP3jN//v73//+V4zh+7//+/sf+AN/oL/jHe/ot2/f7u9973v7d33Xd/Vnn332Ff+9f/2v/3X/hm/4hn7r1q3+23/7b+8/+IM/+PJ8f6N/8S/+Rf+mb/qmfufOnf41X/M1/Xu/93v7P/7H/7gvy9J/7ud+7nXH8XM/93N9WZb+qU99qvf+/6/va/2/97znPS//9/79v//3/ff+3t/bH3vssf5VX/VV/WMf+1j/8R//8b4sS//Jn/zJl+Oef/75/uf//J/vTz311Cva+M39ftlP/MRP9N/3+35ff+yxx/rb3va2/sf/+B/vn/vc514R83r7/eWx/8b5vp6PfOQj/cMf/vAr/rOf/MmffNX4H7Yv9/kjP/Ijr/l//8AHPtDf9ra39Weeeab33vsv//Iv9+/8zu/sX/3VX93Pz8/7u9/97v7hD3+4/6N/9I9e8d/7+Z//+f6Rj3ykP/744/2d73xn/xt/42/0f/Wv/tWr5vdjP/ZjfVmW/slPfvKB4/zyfn3f933fm5vwm/SjP/qj/Vu+5Vv6V3zFV/Szs7P+1FNP9d//+39//77v+76X1+jLlmXp3/md3/ma7aTreHFx0b/3e7+3/87f+Tv77du3+9vf/vb+vve9r3/84x9/xV19vb7e85739I9+9KMv//+/9KUv9WVZ+p/9s3/26Fyvrq763/7bf7u/+93v7o899lj/0Ic+1D//+c/3d7zjHf2v/tW/evS/X+k973nPK96C3W7X3/Wud/U/9+f+XP/Zn/3ZV8S+1vv04osv9r/4F/9if/LJJ/tb3/rW/qf/9J/uv/Irv9KXZenf8z3f84rYdG8+85nP9GVZ+he+8IVoDj/1Uz/V//Af/sP9iSee6I8//nj/4Ac/2P/Df/gPr4i5zjl/vbv7em/bD//wD/ff/bt/d799+3Z/+umn+7d+67f2X/iFX3hFzEc/+tH+lre85VV9vdaavtG1S8f9P/7H/+jf8R3f0d/73vf2O3fu9Keffrp/8IMf7D/xEz9xdG1+o998dl7vm/Llcb3e//vNc33/+9//urG/8Y37S3/pL/Wv//qv729961v7+fl5/9qv/dr+N//m3+zPPffcq8b60Y9+9HXb/I37+eVvzW/8z17v7LzWd+mXfumX+h/9o3+0v/Wtb+3Lsrz8Tf7EJz7Rf8/v+T39qaee6o899lj/Hb/jd/S/+3f/br+4uLjWmj/KWu8D/i0IAJT74R/+4eWv/bW/tvyv//W/lieeeGJZlpf+p5S/+V+48+3f/u3Lpz/96eV//s//+fJffX/yk59c/t7f+3vLF77wheX27ds3PnYAgJv07/7dv1s+8IEPLP/9v//3B/7P50/dxz72seWHfuiHlp/92Z+VA96Af/kv/+Xyx/7YH1t+5md+5hX/wvjUM888s7z97W9fPvGJTyzf/d3f/RBGOI8/8Sf+xNJae9U/vgl4dClyA5ywj3/848t/+S//ZfngBz+4nJ2dLZ/5zGeWz3zmM8tf+St/Zfn+7//+0cMDABjmj/yRP7L8lt/yW17zn7n8qPjmb/7m5S//5b/8UP6xLbzad33Xdy1f/OIXl3/6T//p0djX+mOVv/N3/s7y8Y9/fPnsZz/7SP+j+D7/+c8v3/iN37j89E//9PIN3/ANo4cDbIQiN8AJ+zf/5t8sH//4x5fPfe5zy/PPP7/81t/6W5dv+7ZvW777u7/7Df+LkAAAgIfrB37gB5Yf+IEfWL7lW75leeKJJ5bPfvazyw/90A8tf+gP/aHlx3/8x0cPj0fcs88+u9y9e/eBMdf5Z75DBUVuAAAAgA35qZ/6qeVjH/vY8tM//dPLc889t3zlV37l8if/5J9cPvGJT7z8jyaEUb792799+Sf/5J88MEa5kZumyA0AAAAARD73uc8tv/iLv/jAmD/4B//gDY0GXqLIDQAAAADAtHajBwAAAAAAAG9U/G8da609zHEAAMAmbel/+CgnBwDgUXQsJ/eX3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaZ2N67oFMb2wrUdNuibpGvNKW17f6vtQPYct39fKuVafkRHrdgp7X72+I9Zk63NIjLoPp/CNG7F2p3D3ibXCM9GL9/oUjk66Jq3w3m34KS3vMjq/12qxTAtnm48si8xX5OYvWN7j/Dl57YkrPr/xu1QZVr2+N5+rtLDP/G5tOCfv4djCNzheu8JjEu9CPNWbf0tGnPM8asxLfYy/5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANM6Gz2AB2ujB8BDUb2vvbCtdGyVfVarHtsp7Fe1R+VtelTmeR3Vb0QSdwrvUjVz3UZ7W/4+pLxz2bIPWqf0SBQOL35xi8eWhMV9xgoHtyxLsmH5FLJO26DvQdJrD8eWf+Vr72FrwX6Fy9vCsdVf6SAybCyfa21c1tigN7h47SrlZ64uJ0/vYPwupWEDvnG54s2v/iwlbaXnfEBOXvoWXkPlXINPzf8JrJmDv+QGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBarffeo8DWHvZYXqvXAX3yaEvPXHRtHkK/iXRs7tcbl6xx9VkasV+jxjai3+o+q9+IxKgzdwpzPQXW5I3J1q33w0MeR+4kcvJT+ESmTmEOleL1qD0k8fKm/UbdFm9+OrSw29M4cnLyVxqTk/eg3xZOoYeBbUDek7dU/X6luUrQXu1zc43I4vwzaK4XzzW/hXUtjvqpLb+vYYNZr1mf64Nzcn/JDQAAAADAtBS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtM7Gdd3GdX2j0nn2hzqKN6d6r7Y813Rso85vMr5R+7XlO119D5P2rNvD73dEn9X7egrvYaJ6PUbdry3v16Nky+/mjDa8nqVDK36HwrAWdhs1FzbW4ilkgaUrF+9p7Tsfv97pvo7IyXu4X+mhi/qsa2pZlvgM93SuI3LyESle/JDEBzhsr/AshX9eme3pks91wIbV91i3r/H6hn3m35Hat7qlHzrekPzqR4cu7DTt88H8JTcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANM6G9d1K2yrF7ZVbctjW5ZsH9I5pHtaufep6n2oXpNUZXvV+1W5JqP2q9KIc74s487miD5HnKUtq977LZ+lR4l782pbH99k2vw5eXaqx4wt7jXYh9YfnZw8H5mc/FXSc5Lc/Ra2lW5DOLbaZylsrDo92nIeVbwmLWkvfr9C5ftV12X+zg2406FH6WXNj0jtbHvQXivOXerXpG58VavrL7kBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJjW2biuWxCzPvRRzCdZt2VZll4Yl/Z5CqrXN1XZ3qg5VBo1h0dp7Wbvs1q6p9VzTdpL+0y/mY/S+1W9r5X7fwrviDmchsKcvPrKhe31wqvZ0j7LJ1GXk2/5i1bfWjjbuLnC9uKDWT2Hyrgxc2jxWQ/6HXbQw8Bk6eJLXdjndeIqxY/w/Dl5dH6v023hhqV3MO0znWuLz/DxuPxbWHvQa7/B8+ezLbyr8X04wl9yAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaZ2N63oNYtqAPq/TbxLXi/tM20tVr3Fi62uSqF63yrlWr+8pGLFfp3DOU6PmkLR3Cud863c6+bZW/069+sxVrvGou5r2m+zF1nONyvGdwhvxZtXl5PnNrM3JW+Hd7OksWu09yeaQtpUK59AK39zyJzIcW9xv2l7QYHxGit+hAc9afkKyyHzljrfXt56TV6YWvfj9ipduQE5evV1Re7VnqfgzspTm5PH6pt/p9MzVrXHcZ7G83+3m5JV5RD6DmjfCX3IDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADCts9EDeLBe3F4rbi8ZX9pnOte0vcq5bn0fqtur7LN6XyuNuA+pUWdkLWxv1Bwqz1zaVvU5HzGHaiPu/qjviN+XvzHV9yGVtPco3Rsy2d7kJyfcw3irC3Pyls2iPUo5eXw1g/bKr286h3ASyRyKpWcp3/30DCctVY9tQE6e7ml6ROI1Kfymhe9S+Xc07nfDOXk6h175fg3KyVuQkxcfpZPI3OI3Qk7+asfXLv6Jp2iqfjIFAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBarffeo8DWqrse0FY01eL2qseWSvut3IdRc6jst/qcp6rP5ghbHluqch+q78MpnJEtq96vEar3Pl2TyrVLf/d+CvuVGjHXU3hHat/M3g9vfCjFqnPy2vbk5K9uLeu3JXHxVoVziLdhwzl58dBaGJjua9ZnsXS/Kq9NucI3Iit3XOPH57C99eYX7zSyo2wWo6osmcI7eK3AIC5euI3n5CN+HC/PDxJpDlGrOIsubW1dH5yT+0tuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmdTZ6AA/WHqH20rZ6YZ/Vqtd3y/2m+3AKv0cata+JdB/SOYy406Pa2/JbUmnUum35Ta/us3KN07GNuvsj9usU7v6Ie7Plb9e2RKvZw/WMl33L38ja92DMkoSNpWlq/Gzc/L1rPRtcTyebHvWg2/Ta5IobLG1uwzl5K1636o1NDlPaVBpYnApE1zDch3S7enj3t53jFfdZedbTc1m+Dze/X/knLjzDYYMt+pBkbeXS3GVATl50fE+hAgcAAAAAwCNKkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAEzrbFzXrbCtPqDP1Ig+R/abSMd2Cvu65bFtWbr36e/ptnyWqse2FrY3at0q+03bSlXPdcQcqm15H9J+K8d3Cm9wast3n1i7+Zy8h3sYjyx6hsLWytPUuvWtz6BvPicvv+Xh+sZzLRxg2md8RMKxxV+0ZA49vdNZTt5a7RsR9RnG9XCu8ZlrWU7eo7ep+ObEy5v1m5312gOc3q/K97DH6xF3Gsmz1AE5efqAxfercHzx92GQ0h8/ig9Tul+7wtUrWg9/yQ0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKZ1NnoANdqg9tYBfVbHjVA9h/5GB/ImVI+tck2q12PEXEfd6S2fper2RuxD9fqO2K8RRr03qaTfUXdw62d4RJ+Vdz8dW/XZTNpL/47jUXlHXl8rXYJsD1u81WFgD3Ly+DkIA+NJpO2FzSVNVa9v3uDxpsKW0i77qG9kMMBW/b6EixL3G7WX9pkqnkNdl0sblJO3YB/Scx7fhr7hnHxUGSOaQvF7k97peHmPB9a/maH4O5IKxleeQqf7GraXfIPjj2E6tuJvYdTvzebk/pIbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpnY0ewNxO4XcEbfQACiT70MO2Rq1H2m/l+LY+V16p+gwncWmf1U7hjGz9zal0CnNIjZjriD6r736aL1Xem1Hv14QqlzM9ruXbU5iTh3No5Z/lurset1T+o0zQYK9duPIXMt6HIC4eXDjX8vtVN4dRWU/Sb7xs8eDC2cYNHo9rcZ9VPX45sHDHis9S3G3hm1O5HMuylF+cHpy5UVMol9yv6jczvdOli1y8wj388JcmOTd7Sk6hSgsAAAAAwCNKkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAEzrbFzXLYjpD30U25Gsx7LU/14i7XdEn+n+jzhLaXvpflWuyb64z9Ra2Fb1GanuNzHqzFXOYdQ+nIIRZ6n6Tm95X53NV9vymjxKb/WEemEeNei5qm0ubG2X5Xjx2FoQGTaWr8eAnLxlbfX4amaBLc3Jk30I+21pTh73GWqFOXn0PizLqHc+Ok7hmYtnGh7OFu5r1FzhuXwoCo9wuF2xXnq/Np6TD/mcjzmb8dOUqJ5COrjqw17ZZ3wAtpeT+0tuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACm1XrvPQpsrbjrpL5e3WdqRL/Vv2+obK96PdL2oqN5jfYq+6weW+UcRv3uKl2Tm25rVL/VZ6m635tua5QR78h1nMIaJ7Y+z8pzsvW5jvhmVrv5fej9UNrem1Gdk7cW5A3lPweksn4rhxetx7Jc4ypl7SVzqP95TE7+6rDKMxfufRSV65XvX1YqiLehx5MNG1yTlgbl5OnaJU2FY6u+0bVLUnxIwrD8hSjcr02ngoMGFz8ldW96uqflKxI3WJm81L7V+dAKc/L02V8fnJP7S24AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKZ1NnoA29TDuBG/I2jFcVvt8zpGzLW6vX1he2mf6TmvlvSbjq06LnUKc0jOyZbXt9rW783sRn0f0v0aMb7qPk/h3pzCPkxow0vQWnh22s3n5C1duJbFRWFpW+HY4psZX/UgMD5v6VzT5tJ9yHLylm1Y1Fa8E8XN9X48MIm5ZqelzS27wpy8eq5xa8c3tg0a2xK+wUlYPLL0wUm/D6nCo1Se4ZXe/UEf/fQspeOrPHPVa1J9NrNOw7AN5+RxsvFg/pIbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABM62xc1+0E+kzaS/usjktV/p6jeg79jQ7kTfSZStct7Te9ivsgpvp3V2sYl+5X0t6IPq8j6bd6DiPiKu/gsox597cuWZP0LFXf/er9H6H6zCVrMuqcj/i2VkvHVpl/MWKtWqvtsxWeibYLxxbOIc6Od4VveDy2MK6HdzPahrDPeBuydUv3dbfLcvLWjufk6djy5zvLB/qa7dcatNfTPsMzkraXfg6Sfls6h+Jcu7csLrtfYZ9R1LK0XvsGl2YWxZ+kcBuyjtuYnLzyDU6bqld95oK7H/YZL0l8wQbk5JUpdHmDN5tn+ktuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmdTZ6AA/Wwrhe3F4qaS/tszoulbSX/i4k3YfUiDVJ57oP49IrlvZ7q7DP1BrGXRW2l/Y5Ki456+l9OBT2eZ24dK4jVL7p1d+REarf/epvZuXajdqvLe//iBxn1Jljq1p6JlrteW1xKng8MJ1DPtfaObQksBfn5IXr+1JzwT6Efe5aNte2y3Ly3T7Lj3e7rN/9/nhOnvaZbsPas9ztcMhy8qS9dc367OHY0rgl7Xc9ftZ7eB/6muXkvWfttTCuF+bk9T+Np29J8n7V5njx1ybsNtuuQflROInkrMff1UH7Vfr9Kv4U9jDHSfOItLXasNpXYosZvr/kBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWmejB1Cjbby9SunY0rjk9xzp70J6cVz1XBPpXPfFcelVPA9ibodtpWO7CuPWwvbStg7FcWm/SVzaVrr36T6kc628N9V3/xR+/1r5zqV7NeoNrlQ9tlHtbdkp5DhUilY93powMAzrLQvcVR6deApZYAvn0Nrxb1/bhd/HFr5VPY2rm2swzWVZlmUXBu52WT6722dx+32Wl52dHc/Jz8+znLy1bGzrmuWCV4csB70K2lvXrK3es/xzXcM8Ne73eFw+h2zve7gP/RCuSXK/wh8rduGd7ukbEebkSXPhMxKnWvlnqfKdC9/CcBK9OE+NPjdxl8VjS89m5RpXp5XlPwbcfN6bTyHdh7KmypxCJQEAAAAAgEeUIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJjW2egBPFgP49pDHcXN9Ju2lf5eojKuen3XMG7EvlavbzqHfWFceq3TOaRjOxS2l979NO4qjEvnkMSlY0v7TPfrMoxL1iTd+3Su6d1P27vptpal/l1K2qv+Fqb7yqtV7ldln9fpd8tzYLtq36HyE9GDFsPPaGvhHHZZg2ncLojbhWPLr3D2Xe67Afvaitc3XLvdLvtGJnH7XZaT7/bZHNb0+33IcstdP97eumaHqfcsbl2znLyv2Rx6Px7XD+nYsj7XQ7Zfhxbm5MGa9HTvw32Ic/J0/4Pr1dKxxc9c7Zcke/urv4XZvsbbWp2+JQaleC04dL14QVo42d7qzkl8b2LpHLLWouGlV7/oLPlLbgAAAAAApqXIDQAAAADAtBS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApnU2egAPVl2DH1HTb4Pi0rmeF7bVw7hDGLeGcYl03VLpXKvbS9bkKmxrH8al+5+ucfLsVJ+55JwvS342k7h0H9I+0zVJ9/V+EFO5HsuSjy1tr1J6ftN3qfrNSVS/S6nKuY6aQ2rL+1o5thHzrDZi3SYVLUH4DYqXszgnD/pt6eBaFtfCuP0um+vZ/niust+H69az878esu/toWffvqjbeH2jsCW96+mL0FsY2Y6vydqyXLCF+VFr2f7vz7LF2/UgJw/7XMJ162uWk6dnc12Px61X2T4kbS3LshyusjVpLdvXw+F4Tr6GuXEP59B7Nra+y9pLtr/HdzoMDN+ltON8fEljtfls+h72YO3SafZBOXn89lduWPH3Js43wtZGqO01PEtFe+ovuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmNbZuK5bYVu9OC6VzKFyntdpbx/GnQcx6TG5CuOq92sNYqr3ofosVa7JIWxr1NlM4tLfv1X2uSzZWVqWbI3T+3AZxqV3+iKMS+daKe2z8vev1e9NOrbKfke9X9X9VvY5ag5Je9Xfh2oj8q8Rqr8Pp6xuDVp6JloWF+9iOx6ZxLwUV9fnsizLvmXf7/P98Zz8bJfl5L1nOcjlmu3DGu/rzefkPRxbj7utW5O1Zzl5SweXX4gobLc7HrdrWd6z24f3K5xr71nOeDgcX+OrXXYfDmuWk7dddqfbLsvJ29XxuR7CvV/DHwPXNVvf1rP9T56S1sfk5OkbkYyvP0I5eavOycN3Kc4sk+9++n0Yls4Ga1L87RqSusd7X3PO/SU3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACY1tnoAdRoG29vRJ89jFsL2xplxH6NUjnX6n1Nx5b8bi1tax/Gpe2lT+JFEJP+DjEd21UYVykd22UYd3ijA3kdyfgq38LrqJ7r7NJ9qHxHHka/I76Ho/KDRPW6jfjGPUo5xJsQL1PxerbC9sKmWhgYD61lZ7EV5uRrePzLX7QeLEq8bmFYvK+heFGOt9jDttYwMDxKy26XzXa3O/4t3e+ztva7LCdPx9bXLCdvu+M5eTLPZVmWy0O4bvssJ78KU5UWxLXwoB9amJMfsjy1h+nxLrn74TnvaaexcK7B8Ko/hekbkX+/ol6zxpI9XZbsAF+j3xb229MHMekzjOvxxqY933xOnq5bmgtlbrZPf8kNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0zkYP4MF6GFddq2+FcWlbqXRN1jDuUNhWdVw610rpfo06c0m/1XOojkuenfRp2odx6Zok92FZluVWEHMVtlW9X+maJO2NOuepyjcinWv6flW2V/0WpvswYn1HvPvX6TdZu+q5jtj/rZ+5yrdk1JmbSyvOyVu8hWFg0GCr/gb1bE36mn03rg7Hc5A1/AatPYs7hHE9nGsi3fsWH5LwzR3Qb0873YVzSONaeA93x/Ptts9y8t0uyz93u2xN+i7Lyfe74zl522c5ebvKxrbus/Xd7bM12V8eb+8q3NPL9JyHZzP9yaivx9+Ino6tZ3NN39Y1fSN2x9uL38IwLH9vwu9N0mf8Zo7Jj3rYb3SG07NUnJOn29qjS1G7D3kuNG9O7i+5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACY1tnoAdToYVwr7reyveqxpWtyVdhnOod0bJX9pmNL49LfD+3DuPQqJuNL26oeW2V71etbva+HwrbWMO48jEvvdLIP1Xe6+u5Xvl+p6jVJ2qtet1T1d6myz+q4LRu1/4ktjy11CnN4kwqvSUvXs2edtnBsrXASLe800sM1OazHv2mHdHnDwaVjS+ca7UO4vuk+7PZZvrXbZTlj22d57253fHy7XZhDt3BsLWuvFc617cJ8Nuwz3/9wX9vxnHwXtrXuspy89ywnPwvu9LIsy1WwD8l5W5ZlWdqYnHxtx+e6hj/yxCNL3+qetZi9OVlb9ZlFeG+SjuPPZXGuXfzdjxY5/k5nWniWxqSWg/LZ0h+1aubgL7kBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJjW2egBPJga/BvXw7g1iGlvZiCvIR1b2m8Stw/bSs9c2l56xdL2kri0z/MwLt2HtL1kjdM+0/2qPnOVb1O6X2mfV2HcRRCTrtshjEvbS8aWStej+oxU2vobnEi+NctS/91P20vHl0jXrXof0vZG9HkK9+ZRl92lHi57q0zxUoOe0t6ywDV5h+IFzsKWHk4i3LC2Ox63a1nOu2vZmYvb22f5VtpeC+LaLuuz7bIcOlnfa7UXrXF65sI3YpeduRb2u+tBv2EqsK/OyXuWg57vj+e9u/AdWXptTt7CnPwqmmq2HushG1tP36XwCPcoFQz7zLpcenEelcy1hzlv9j5cQ/pGFObkPfxmtvB+pe0t8X2NGsvaOoGcPM4Nj1BFBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWmfjum5BTC/us7qmn4xv1O8R0rVL9iGJuY60vcq4tK19cVx6xdK4W0Uxy7Is52FcOrYR+5We8/QersXtJdK5pn2m+5rMNd3722FctftBTHpX0324CuPS/TqEcZWq3/TkHla/+9X5QeWaVH5/R7b3qKi+D/NpyRq0jefkwfjaqJy8Z2vXo33Izmt8qtP2CuPaLmxrl32/d2lcy3Katgvj9sfz7SRmWZZld5blbvt9NrbdPl3jupx8Db8tu57dw9bCnLwdby99vtJ12wd9viTb18Pu+Fx7z/a+9+KcPNyG3o/n5L1nd7Wt6TtXm5P3FuTk4VkKn8xl6Vlg/gUOvoXx4NJ9CL9xYbdRThJKx7aGg4vnms4hyl0yYaoRy/OI4yH52Gr23l9yAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaZ2NHkCNNnoAD9AH9Vv5+4t0DtX7kLZX2W/aVnp19mFcul9Jv7fCtu4Ux6VzWIOYq7CtyzCu+gwfwrjKPqvbS/YrPefnYVyy98uS71cSdz9sKx1bur6Vb/+IPq/T3ohvcPreVH9H0nNSadT+J0a9X8lcR+QQLK14PSs/B2Fj5Tdpl71Xycq1dHQ924d0u9qA+7TbZW3tWpartF2Yk6f7tTve726X5eRn51mufXYri9vv63LyvoY5eQ9z8lZ7hpOcvIXL0fILUdrerh8f4P48O+fnvTgn7+m7eTyu9ywn72s2tnbI1reHZy58NaOodN3ylzXch+pvcCK8YNXfkZ68X+ldjZ+lm9//sKl4feMcJz5Lx1vM39aa8+svuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmNbZ6AHcrFYcl+iFbT0Myfgq1+NhtJdIf58zYmzLsiz7MC6Zx3nY1uNh3JNh3O0w7iqIeTFs624Yd1kclziEcekbsb7RgbyO5Myl57L6U5Lew2RNkvOWtnWduFQy1/SMjHq/EtVj2/K3NZ1r9RxGrMmo/KCy3y3fm+2o3+mwxd2AnLz6GIbd9laXk8er1rLIHjYYhbUsJ+/hLOKxxXFZ7tN2x+exP89y8vNbWU5+67EsJz+/VZeTr1dZTn64ynLyvoa5dhoXXJvWspy87bLL2lqWC6Znbh/k2704J4/fiPCCrf34mqyHLCdf12x9exiX7kPy5rSenZH0/UrDajO84u9I9bc1bS76ESr8jlSvcPQ9X5bkOFV/z/N9LUyGwlJcSz/oNd0BAAAAAMD2KHIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpnY3rum20rWrp2Kp/37AW9tvfzEDehHTtKvc/3Yf9oPbOg5jbYVtvC+PeHsa9NYxLzuaXwrZ+PYx7MYxL9+syiKl+l9L20vt6CGKqPxHp+qZzSPYhncNVGFf9Lo34fqXfh1TlN2LL3/NlycaXrseoN6JyDmlcdY6TzKH6vTlhbbs5eSs8Yj2cZ+vh2Qmn2sM3N+m3h+c13tL4+IcNVp6lFu7DLsuhW9jeLmxvf3Y8J9+fZzn5+Z0sJ7/zliwnv/NYlpO3dvxsXl1mOfnVvSwnv7oIc/I126/eg1wwPJfpV2OXviXpA9aP5+T7fZbPhsu2XKaz7dkcrg7H9+Fwmc3hcJXl5Gu6D+H7lcT19CnMwpal1+bk6TciUpobLOXpVq/MZ8vnWpiTx4lQcU4en/W6nDx+M0t6AwAAAACADVLkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA0zobPYAHa8XtrWHcPoyrHl9ln9VxI1SObdQ807OUXsXHgpgnw7bSuK8I454K45J7mMxzWfJ1eyaMezGMux/EHMK2Uj2MS9+5ZHzpHNJznkr7TfY//V1uGlf9tib9puuRnpHq9zDtt7KtUb+jHzHXVLomlf2OyjUq99/fe2SK97Bl36resu9LS8ZX/rzcfE6ethTf8jCwtRPIycOztNtnueXZ+fFc9dadLNe+85Ys7vG3ZTn54088FcW13fF7eHk/y8kvns/W7erimSiuH7KcvK/Hc/LWsjxqH9791sKL08OcfD0+vn7I5nC4TN/MzBqMbVmW5fzy+P5fhgu8C+PaIZxFz+LaWpeT9+KcPD1ypTleD9vaFedR6XcpCMx3IYvMVzc8w4X71ePvdHjmwuZa215OLrMHAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaZ6MHcLO2XNPvYVwrjhuhemzJ2q1hW9Vx6b6mV/HxIObJsK2vCuPeG8a9I4y7H8T8SthWeqf3YdydMO4yjEukY7sbxqVjS/ahsq1lqb9fydpVn5FDGFf5RqRvZjrXdGypyjc9bav6m1mpemxpe5VG5RCnkOOcqPLULXyvKq9JPIfwzvWwwXbz5zXvsXZsPVi73sNvUHFcC/d1v89y8vPz4zn5nTtZTv6Wt2U5+du+IsvJ3/JElpPvdsfzt4sXs5z87q3sTl/ez/Ktfshy8l07nquehSneWRjYepaT90OWRx8uj+/D1b2srYt7tTn5Yc3i9hfH126/z87Ibhfuwy7Lydshm0Pyfo3KydPPTRQYP/thYK/Ne9NPZtZt9diy9koz93Dzq7e1pWtSmEfE5/yILVd9AQAAAADggRS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApnU2egAP1sO49lBHcTPSua7F/VauXfU+pGsyos9R+5X8XupO2NZXhnFfF8b9tjDuXhDzf4dtpWfudhh3EcYl0uc1nUOybsuyLC+Ecc8GMV8K20rj0vtwFcYla5zuQ+XeX8eIdy49c5Xf4Op5Vs+h0il8C6vnMGJNTiE3vBnZShXn5AOeofgm9Syy7babk/ewrXwbwtUrfK7WdB/CuL5m+xU2t+x2x3Py8/MsJ3/siSwnf+rpLCd/6h1ZTr7bH88t7z6X5eQv3MlO0+WLWU6+a1ledjtY4scey3LBO+Ec9mFOfnkvy8nvPnc8J3/huSzXfj6Ma+F9uLrIcvKz/fE13gUxy7IsLdz7Fv65ZhyXXv5CvYdvdfrORR/DcJ7xJyn93tz8d6QVZzjVOXmLcpdt5+RZfhD2WbS8/pIbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpnY0eQI1e3F4b0G/a5ylYw7j0dzDJ2qV9pnGXYdw+jLtfGHcRtnUVxqVzeCKMezKIeTFs614Ylz516f4n7d0J20rj0vfmuTDuF4KYXwzbSseWnrnK+5W+I6Pi0jOX2PK3MB3biO/vdfqtlO79lvOD6n0Y4RTmsCXheqbLvttuTt7DLuMZVF71+MnN3qHW63Ly3rM++5rFrWuWM6xrls8eDllOfnV1PG7tWU6+61l+dL7P5vD47SwnP799PCe/tcty8vNdlpMf3pLl5Odn2f6/NWjvqaeyXPvtYdxjd7ILdvF8lpP/7//neE7+S1/McvJfXrOxXd7LztzZ3ex+7YOzudtl70gcF+baa8viWvgeRoo/ED0MbEG/PfxAtPRbmH5w4m9cONcgJs8Mwm9hvmFl8hyiNp9Nj3A013jva+bgL7kBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJjW2egBbFMP41phn5VtXccaxIz6XUgytmXJ1i7d0+q4Qxh3P4x7Poj59bCtL4ZxXwjj0jP8tiDmxbCt1ONhXHrmzoOYJ8K2/q8w7u1hXLr/yRwuwrbuDorbBzHp+5XGpec8jUv6Td+RtM/qdy6Rrm/193fUtzVRvV/V/Va2VT2HpL0RudwJK17OuLkeRrYTyMl7kIP08C0tTt17YU7ewz2N4w5Z3GGffUsPl1lOfnH/eE5+/26Wk917PsvJ7z2b5eQvPJad4bc8cTwnbz3LyW8laeWyLLuzLCe/czs7c0++9XjH735XlpN/zVdnOflXvTPLye89l+3/F24fn8PlvSwn/9JzWQ793K0sbneexbXd8Zy87dL3K4tr4bufxx3vt/cwJ0/7LM7Jk6hWnZPH39+b/7bmqUEWmH6X0n57D76ZWVNLnoANyMnT73lRLucvuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmNbZ6AHcrDagz14cl85hLW4vcQjj9mFc5VzTttI5pNJ+0zW5G8T8etjWF8O4x8K4e2Hc24OYq7Ct58K4+2Fcul/J05nu6XkY987i9n4hiLkVtpV+Sqrjkt/TVv8ut/o7krSX9ln9HUkl/aZ9Vs91hOq5pt/zVLJ21WdpxL5W51+nK7rB1cvUit+h0kmEcT2bQ0/vcLIm4bK1nuWzfUBO3sN1W9cwJ0/X5JAFXl1la7K/OJ6T37+b5eQvfinLyZ/79SwnP7ud5eT9cDwnv7XPcvJ+leXkvYc5+S7c2PV4znirZXv6rieyHPq3vSPLyZ+9nbX3y790PCe/fTvLyffnWQ69O8viWgtz8nY8325hTh5nFuF3pLK9tM+lZ9+RPiAnj+cQjq2F38zw6Y8/1VlYOod0cNn3PE+Zgv1K1zeeQ/UZrotK+zzGX3IDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADCts3Fd9yAmrcEnbV0nrhW2V9nWdVT2uxb3eQjj0v1P+k3nkErnmvZ7FcbdD2JeCNt6Noz7f8O4J8O4ZF/vhW39WhiXrNt13Api0r1/Ooy7E8ZdhnHJmat+M9M7vS/ut1LaZ+XYqr+Fqep3rrLPUe1V9pnu16j932qfI/s9Uf34evaWncPWwr1J48L71IMz0XpdW9eT9duCfVh22Xvbi3PyVpiT9zX8ZoRd9jWb63rI+l13WU5+dXE8t7y8l+Xk9+9mOfm9F7Oc/PBCmJPfOr7Ia5iTXx6ynLwfspz8EKaz+/3xnPyF57K9f/bXspz8V29lOfmz97NJPPvi8TN39yp7l67idy67YL2FOXkL7n7WUix+54Kx5cJvYTrbeGh1OXm+HLU5dIv3q67P/FsY7lcPP0xhjpOE5fcmnUNpWJRDxor23l9yAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaZ2N67oFMT1sK42rlswhVT3XU/j9xRrGJXNN20qle38ojrsoilmWZblbHJf2m+xF2uezYdzzYVx6Th4LYq7CttKz9Gth3D6M+99BTLqn6buUzrXyPdz696HyO5K+++k5r97XyrbSuT5KZy41YnzVfW59jSfT6nLyHsa1cAt7eIVbcNfzF614rul7Fcy1Fz/L8T708LvRgrm22py8h5PtLcu110MYd3U8R7q6zPKoq/tZ3tvvZXG7sN/9xfG9OPSsz7t3s5z86jLLyc/Pw3OyHs/Jf2mf5eTn++ws/cpzWU5+7yLLyb/4K8dz8ueez/b03v3sUl8dsrke1qy9JK7HD1gm+nQty9LCwCRuF/bZd+G7n76t6fcmXZSstTCsNiePz0kSV3zmYnG3QWDxjzJp7lLZXjyFovTgFCqhAAAAAAA8ohS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtM7Gdb0PYi7DttJafQvjehhXKR1basQcUtX7sAYx6Rmp7PM6cZVn/V7Y1t0w7rkw7pkwLpnDl8K2ng/jfi2MS8/mi0HMVdhWuvfpXM/DuOSc3A/bugjj0rmmcYcgJr2D1Srf4LSt9Pym72Hl2lV/47beXqURZ3hUDjHi3rD0ICdv4bu8hu9Lq80Fe9Bci49E7XvQB5zFdK493IcWNth7YU7esz7XNXsjW8vi1kN21tf98Xmsl1lOfnU/y8mv7mU5+f3nn4niXtgdn8OhZzn5i3ezPPXqkOXk+7PsbF4djufkV4csJ3/hfrb3b/nVbK69ZTn58186fk6e+1KWk9+/l+XkFxfZXC8vs7jD1fGcPL2r4dW/hqzB6MTFH5JHKCePv+eh5IO+hLsaDi09c9k3bolT0CSsx4PLwnLhvQnCbjoP8pfcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABM62xc14cgZh+2tYZxrTgu0Qvb4o1Lz0i1q+L2LoOY+2FbL4RxvxbGnYdxzwQx6bqlc3gxjEvv660gJnnjliXb02XJfyf5ZBiX3Il0Dun9SttL45Jzko6t+q1OvyOVv2uunkM6tqTfdD0epW9mOtc0rnKNq/drxL5Wr9vp6smb27OcvLVBOXl0rLMz0YuP65DXL+w0Hls4uKy97Iz09CiFn6p1DXPLcFEOh+P529VllpNf3Mvy2Reey3LyZ86znPzy8pmjMX2XrdvVRTaH9ZDl5G2fHbrLi+M5+cVllle+cC/LyR9/Ijt0Z+dZTn64OH7Y793L5nBxmV2ci/tZe1cXYdzV8XPSD+GlLn+E0wfx5nPyPAOpy8n7oJw83daefvaD9uI+88AsLFzjqN9wQXq6X/FcK8OKN/8If8kNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0zsZ1vQYxaQ2+F/Z5Ha24va32ma7vlqXrNuqMpP0egpiLsK3nw7h0DsnYlmVZngti0rt/FcbdC+PSfTgPYu6HbaXuhHG3CvscdffTfUj2P22r+u6nZ7jyW5jOId3Xyu/N1r8j6fiSuFE5SaXK9XgYKvvd+tm8Af34WWwtfId6tp69Zee/xdtz/L0qbOr/hGWB8YubBIYLEm5DPLj0a9CTY9Kz1lr6RoZz6GG/fc36Xa+O571X+ywnv38vy8mffyFcu5bl5PfuH8/Jz87Sux/m5D3LyXu4//t7x3Pyi3tZTn4/TN3v38ty8ju3w5w8OMP3XswO+sXdrMurcLuuDul9ON7gGt6tHnyTXgrMwlqaR++CftfinDx809ua3f2o1/gDkUmbiz9LaR4RtBi3lZ65VOUSp4lQ8b7mgn7jM1IzB3/JDQAAAADAtBS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtM5GD+DBrsK4U6jV90H9tiBmy2Nblmx8a9hWepbSNUn73bJ0rhdh3ItBTPXTdAjj0v1KxpeuR/XYkvVdlmW5FcTcDdu6F8ala5K+/cnZTNsaJXlzRr3BqfQMJ9J3P5XemxFvevVc0zls+bu/9bN+ooIj0Vv2lrYe5lHhVvfCa9LCPls4uMob91J7xyPTsaWdxjeupQ0W5uQtPUvhLNas3/hrECzJ1WXW1v1weXfhIV4PWb51eXE8Z7x1nuXk+30UtrRdmDO0bL/axfHxXV5m63H/IhvbvbvZ2G7dznLyFuTkF/eynPzu3Swnv7ifrcnVZfb2Hw7Hz+bhkLUVXtVY+nwlOXnbhXcwfUjS5ysuUQRnOH/4sy7D1noP3+B48eoOSquea2WGkH7jilPoeA4bTN1PoToMAAAAAMAjSpEbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWmfjuu5BTCts6zoq+03bqla5JtVzGLFfaZ9rGJf+fugQxm1ZuiaXYdxFEHM7bCs9m+l+Ve5ruvf3w7i7YdyvhXHnQcxV2Fayp8uyLC+EcffCuOTMpXc/jas+c4n0Du4L+1yWfE2SuaZzqN6v6re/+vs1QjKH6vtQvW6Vc2Dpx9eq9Wyve7ru4dFJ+032u7ewrfKjU7cmPVyPFl/hm8/Je9pnH5OTr2G30VakaVQqXJP1kOXkh6vj+dvt21lOfn6Wnc3dPtuvfRi37I7v68VVtve7+1lOvr+b5eT7s7qc/HDIDtPFvSwnv3s3y8kv7mc5+dXV8TO3rsW5W/qmt+wsJU9TD+9gW7OcPH3lku/0S3HH55rOIf2e93BseVw4vnRNorbKmnpJnLoEuUtxTl65bssSftPj8/vmxvJl/pIbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpnY0ewIP1Qf22wraq51A5tmWpHV86tlH7WmkN49I1qWwvbesyjEv3K+33EMSkY0ufsPMwbl/Yb7oeqXRNng/jkt9xJnu1LMtyFcZdhHH3C/tNz2/6O9/qfU36Td+RdL9GvNXVb2H1u3QK36V0jSvvfvW6ncI+TChY9t7G7E0Pz3UWVTyHVpyT92B8YZf5umVrkgwtVf4F6uE7n+7XLmzvcLy9NR1bmuOlGxH2u/bjb/3hkI3t1nmWk5/fynLy/T7Lydsu6LeF+5Cmgvdrc/Lej3fcD9l3+fIqy8kv7mc5+eVFlpP3Q2FO3mpz8vzNKczJW5hH9fDrFd79ZEXS70MP35F0bH0tbm/DKWOLs5LjZ66FZ6mH9ytN59L2orAb3it/yQ0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLTORg/gZvXiuPZGB/ImpGNLJXOoXrfq360k/aZ7NWquaxiXqD6/aXuHMC6Za9rW7TBuhOr1vSruN9mH9Fym+3VZHJeofqdH/G44nUP1XCvfw/SMVL831aq/wYnqt6Syz/SN2HIeMWJPWfqGc/L4ymVji2fQbj4n78XftBb023u2wElby7IsvdW+G33N3rWWNLeGYwvXpPob2YM3vPewrZ7l5OkMzsIqRdsHMdHdWpZ0dGuYk6dnfe3H92E9ZOfycJXt1+Eqy7UPhywuujbpPsRh4Z0u/Mz3cHDx3sf9hu9hMNn4TofvV9pe+hymj0Qy12ptQE6enqUleEeWJT9L+cUpzCPi7/mD+UtuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmdTZ6AA/Witvrxf2m7SVG/b6hcg4j1i1VvfepdUC/o875iH1NVc9hH8Rs/XeIyVzT9bgK49L7kErGl+5D9RlJ4w4D+qy+q8m+pn1Wn5HUqH4rVb796XpUn7kR38Itf7tuRg+WvT1COXkPvxvlK9Lr5hDvV9pn2lzUVNZnDzuNT0jP3rXWwhaD5tYWzjXssx/C/Ur3NQirfiHTc35Ys7j9LsjJd7U5efx1ibfreOAarse6Zjn5Yc3uQ3htltKcPL03xd/5vh7PydPzu4ZxPd3X9CwF+5rOIX0zw6MUX5xemZMXP2BJvvRSYOF3LtyHPIcYkJOHdzp+NI/YehUGAAAAAABelyI3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACY1tnoAdysVhy3FrZ1COPS30uk/fbCtlLJulX3W7keI/tN1i49I2mf1XGVbaVnqbrfZI33xX1W38Ot9lmt+k5Xn80kLv0+VPZ5nX6TNakeW2rU/o/oszJ3GTHP6/SbxG35bd2YYKnKT0TL1r2F+9OTc93H5OQtnGsPVrmFc0in2sI3t4cNJlE93fuenbr8bBbn5D1Yu11tTr4ewjUJ126N7n64Hmt2lsKw5RDOdXd2fI1by3Ly1tL1jS9Y1l4UFN79cH3Tfaj9Kqd3KwxLDvCyLD1clDWIW9fs+5C0tSzL0sON6Iew32BN0vVID0n+Bhfvf3hfa918Th7fm1S8DWlgXU7ei3Jyf8kNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmdTZ6ADV6GNfCuPWNDuQGpGNL57pl6b4mv6tJ26p2COPS3zcl86hct+u4CuOS8VWux3XiKvcrnUP1XNO7n/SbtpXGpXNI37kkrrKt68Slc03uzYh1W5b8PiTtVb/BW/5Oj8o1qt/DrfaZOoU8aDvy1Qz3eg1bbOE9qdzu+HObja33usGlTbVwDvnQsgZ7v/mcPN6uFn7TojksSw96bj3diLDPeP/rcvLDVd16LMuyrOGaXB2y/doF49u1bA4tjivOyZN+W9hWeEjWNdyvNXvn1n48rodtpXGHuL3w/VqP35vqdeuHdH2z+9CjfUjf8yhsWYI+l+UhZIJRWaQ4J0+f9DiwcFXCtuKxlcr2oSpb8pfcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABM62xc131c10dVjq16nq24vUrpXNM5pO0dCvsctb6Va7cO6PM6ccn40rFVzzU5S8uS/X4w/R1iGpfOIW0v2a99YVvLkq9vOtckLj0j1WOrPJvVY0vbq5zDqDs94p1L55CqziO2nH9VelTmWeH4WpVns3G6FfYchYVthWPrvTZnrGytF799rfL7Eq5br87J46OUnpPj4+tr9j1I17elFyeMW4PvVe/Z2Hbht29dw7keslxltzue9+5amBsHbS3LdfYr7DfYrxbm5Om96T1b33T/++F43NqzM5KOLT1L6T1M2ovXLR5b2l66dskcwrGF+7WE7VXn5Mk3uIXvUvw5T+ca5xHH26uunI1Rmcsd5y+5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACY1tnoAdRoYVx/qKN4benYUtVzSMY3Yt2qVZ+R6vYq+93y2NL20t+/pX1ehnH7wn6rf4dYvSY33dZ1rAPaSuOq703Sb/XYRrVX2Weq+j2snOuo+5XY+nc/Gd+Wc8NTlq17D9e99Ja04jvXw7MTdtuDwFZ9XsPm4l6juWYLks+19syls21Jv2s4tlY7tt7DNQ7OcAvzz57OdZfl5K1lOfm6O97vbhfm0PETkbXX0jcnCIvO27Is4dYvPU4Fs8DkOVzTTtcsbg3f4L6m9+Z4vz0cW0/Hlq5JPNdgDlmP+TcuFp7huN/KuabfkUwr/HEh/naN+hFqgzm5v+QGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaZ6MHcPp6GNce6ii2JV2TVLJ2a3Gf1SrXpPrMpXGVc0j3a9Qckvaq73T17yRHvDnp+lbuwyFsK5WezRH3oXp9q+MSo+7+CNXfwhFG5ThJeyPO7wkbkbpVd9uz1tqW341wQXo4hVa9sVHH2Ts/7ieorOfKqBZuWB+Qk/dDtl+thXMI59pauHbr8fbWcGx5apHl5PHZTMdXqIfvYRqX3P3ew5w87bKHb0k81yQo63ON1602Lt6vqK1t5+TRTMPlSL+F5S9wEhgvW/pVCt/geBLB3U/XN+/0gfwlNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA0zobPYAaaxjXHuoo3pxe3F4616Tf6nVL5/oo7Vdlv5V7fx0j+h21D/vCttI5pL+THLEP6djSt7pS2mf1WUrbS+Iq27pOXOUbXP2dHrVflW1tea6jvvsj+txyrjGhFt71Hq77gO3pxee1xXM93m9PFySeQhYY9xuElb8uvfh9Sae6Bv22rLEe7P1LgVlYS/sN1i7+UoX7EF+H+KAcz8njptJ9CPPeeB+CfuOhhWPrvTYnj7LZsM+WnqX42qSBwRscd5rOoTZXiVqL935Qnlr6ptd+41p8lrKwJLCHj2a6W+kcKnch77MmQ/CX3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqt996jwNaKu1Zff7jS/UrioiMyUPXZHGHEHKr73PI+VN6HZcnuxKj1Te9r5fiqx5aqbG/UO7cWtlW995VjS239e7P18W3V/OvW+4j78Nqqc/LWgpx81DNfadBnufUBOfmwlOx4x+U/UpYrHGB6RvLA0o5LtyI+5uHY4nsT3Im0z7DLXv0gJh3Hb2s2trAEdI37ery9/DOajS2cQrx20Xe+cD1e6jO9D9ni1X6Ci/chFN+upOPq703xXCuby6ca7usbHchryPc0jXvwfVBpBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWmfjuu5BTCts6zrtpZL21sK2rhOXStduhMq5jjojW1a996ewxpVrUr2+1e/hVvusVj2HEfdm1F2tvNOj5sCrVeZfqS2/JVv+Jt2UYN37oJw83p4BOfmaxaVL1zb9rtXdk95rz0grvsLx6Aq3qxfvfXqW+oj3L55qOIcoBcnailej/D0MpAc9nGt8DQvl5y0cXDrXsNfsW5iOrbDP5RpvRHYhsrZite3FrY2Yaqj0zIX3Ju+z+h4GIXGps+ab5C+5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACY1tnoAcytb7StUdroAUws3f9kjavP0ins6xrGbXmuI/a1et1GvHPVfabtVd7prXuUvoUj3uDUls/cKdx9KpV/0XrQYvypGnN2kl7zKWSR5a/BgOcl3q7y/R/wPQj3NQyLhteKU7xenVsWLnG8biNy8h6uW+Xmx1FLNoXwbuVXNRxdq7vTgz4P17hfxwPzExJ3Wise4HZz8pber/zRSToNw27+7l/jAJfwl9wAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAEzrbFzXLYjphW1dp71K1WOrXpNKI9a32pbXd1mWZQ1i0t9djTpzyRxGrW/lGd763U/aq9zTrat+v0Z8l7b8zRx1p1Mjvl9b/t6cwvd862duS24+J29pe6VPZHgmWjq2NK7uLOZN1d7hMa/Vlt/IZelB7tPSnDw9SwNy8h7fm7DLUC88wy2cQ97ngHwr3ocsJ49HVr0kgTXsNJ9D5T6ETaXfkXAWlfchX49Bwv2v/El21PemBc1V7v1L7RUHRinkzZ45f8kNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0zsZ13YOYFra1hnFpe5WSeS7LmLGxHek5uem2RvU7ag6Vtj6HZHxbn8OWjfguVe/XiLGlfabtjfgGb/3ebH18iWS/qs/IKbv5nLyH7dVmx3Lyh67yKI36bBS+Cb2PeV9a2G8P1q6l6zHoKY2m2rY9h6jj4rMUZ6mF3VYvb95eONvsQoRthXcwbO5Ryslr84Owz+IlyVcuufthY+XfwrS95N7cbE7uL7kBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJjW2egBPFgP47Zcq0/nwKtVrl0rjhu1r+n4Es7mq215favPZhJXuR4PQ+Uctnwf1uL20rlu+T6MmENq6/em0qh9qLwTj9J+vRnbzsmzr0E4h1NI8ULxVHsWme3DoJy8/Lna7jcy39fCtspl65tE9eJZpGe4h/emteNxPV2P4g3Lm9twTl7YXB+Vk/ftvjejcsHwdpX2OeTH+3gKG87J43WrGduWq8MAAAAAAPBAitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACYliI3AAAAAADTar33HgW2Vtx1Ul+PhrZx1euWStcuGV9lW1t3Cvv1KKlejxH74J17tXRNkrh0bNV7fwr7+ijZ8n6NOMNbXo9q2VzDdPlGVOfkrR3PyXu4TlvOUvqg0bX0PiX7Gp/DcK7FS1L7uhSf8zAuP+tBi6NSkAHS+5VPQU7+xoTrES9vGBi9TdnY0jt4Ejn5iKkWL1v9FOo6TtOl8u9S6bc6zSHCLjf9tNbk5P6SGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaZ2NHsA29TBuy78jaGFcOtebbmtZ8jlUSueQxqVzGDHXVPVcR/RZfTYr20vnsBa3l8Sl86weW6pyDqnq9hKjzvkIW7/7lbY8h+qxnUJ+cLqS3ale8fym1+Xk1ac6X5Mwsm84J+/ZHKJe44WrfV96cU4e3ZvqbUjXJNyvLIsqvhHposRrFwTGZy69q/Pn5Ol9yM9w0F7pG7fUn6VoScbkbunSRScpbqv27udvSV23+TNSvK+lZZHqsVW/wdvLybdcpQUAAAAAgAdS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANM6Gz2Am9WK4yr1MG7E2Eb0WS1d31Eq93/UXEf0u+V93fLYlmVZ1iBm63d/xBon67Ysy7IP45I5pPMc9R05hbufrknSb2Vb14mDN6b0RYifodqcvPSW9LC1eA6Vivsc8nwXd1q+DXXf0h6fpbDLeOkK1zieQu2+xq0Fa5eOrXq7csdzyz4oJ893NYgsTz+Lc/LoAIzJyfOlu/m7v7RHJyevfkvCTjNb3oYb5i+5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACYVuu99yiwteKuK+vr0RQ2Ll3fEXOt3vvqOSTjS/sctQ+Va1w9V16t8szxxiVrPOqcV97DUXd6y9+bUffrFO7+lu/NdvW+jh7Cy6pz8tbqcvJefP5HZEfV71DxbpW2Jid/M/0mBn2/K5du0Ocgn0IQmZU74k63nqmUio9wENizlau/0Tefk0fnMuzxev3W9ZnOofpbWPutDscWdhqPLZ7sSTzCN+5YTu4vuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmNbZuK77gD5bcXtrELP13yNUr8kIyVlK5zniXF7H1seXqJxDuq9pXHKnU6dy5iqlcz2Fd2mEUWcp2a/KuzXSKdzXZL+q72r1uo2Ywyk7vlb1Jz9c93gbgzemZzl5Kx5afhKPd7z9F6guJ2+DZpvv14Z3Ix7azefkyTlflmXpad4QHbnab9WQnS/vtPgbueHrUCmf5pizlH1HCu/WS52WNpera3Hc9RqQz/awvXhRtpeTb70CCwAAAAAAr0uRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqt996jwNaKu07q69HQeE3pfiVrXNnW1o2a6ymscfUbsWWV92aUZHzV523EvRl1Zyr3P51DGrf1s7llp3D3E6dwb2r1vo4ewsuG5ORtzJkY8ZKm8sytLsdrxfli9Vej9oUMI8Ozmf3Euyyt1/Y7xoC3dNTzHW1sNrj4PpT/2CYnf7hu/kvSw7j0TS99q8PGyner/I0IRpi+56kRJZv0W1P+QZ83J/eX3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATOtsXNd9XNdTa6MHUCCdwymckS3vV/XY0v1K+q3e++ozt+U5pE7hfiVzGPXeVJ6l1Cm8N6PO5Yi7P2q/Ku8Np6C142di61+MyvHFp7+HkYVh1a9LC+fQgzMS9xtOIl7esL0WrkrltvZ4w7JO85c567gH/bZ0EvElvPmcvIdtld/92M2/sPWZSl1uke5XPol0/+v2NW6reOuj5sL3Jn7AylP8wtOZfiCq73T+mAQhxWPbekJXwF9yAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwrbPRA3iwHsZV1+rTfhNtQJ8Po70R0rVLpOtxCutW7RTO5qO0ryPmWnlXq1WvR/Vck/Glc6geW+X3a9QdHPEN3vJ9WJZsfNVnbsv38FH6Pry2aAX6mJy8t+3m5D0+hmF7aXOVbcVzyAKjfsM9beGZS/chneqWvxo97DW9Nq1wFvlXo/bN3fQLXnyGE604B6k958W71YrnGu1XcX4UX/60PTn5K5uq3oc3PJI30fEjlJMX5Xz+khsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtBS5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGm13nuPAlur7rooZlmWJZrCQ5CMLx1b9fqOWpNK6ZqshW2l7NcbV7l21es24s2pPkvJfUj73fobfApGrN2I96u6z2qnsA+Vtn6nK/OvTJgu34jynDxqb+vfg2B86R6G65uvyM2vSf1u3XxOnp/yRycnLz7CS+9BYLy84eDi5Q07boX7lazHslxjTcKcPNqH2ltd/kZs+UejWDCJ6tJOeuZiwQDjB+LNjeSNK+x42D5U2u43aVmW7DwV59DHcnJ/yQ0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADAtRW4AAAAAAKalyA0AAAAAwLTOxnXdg5j20Efx5iRzqG4rXZM0rnIOo1T+riZdj+p1q9yv6rM0wimcy1T1mavc1+p9OIWzmapcu62vR+X40rbW4vZGfDNH3YdTyL8SpzCHm3ICZ6IHc4inkN3NXv2+VM5h2I8BQU4e9xnuQ5s/J29hn63wKP2fjoOQ9D7U9XmNsKzf4rtfva89CgvHFu99OIdscGN+cit+S6L7EF7C8vWIz3Dhtzp9cNKcPDxLpbe/+ozIyV+t9hEu4S+5AQAAAACYliI3AAAAAADTUuQGAAAAAGBaitwAAAAAAExLkRsAAAAAgGkpcgMAAAAAMC1FbgAAAAAApqXIDQAAAADAtM7Gdd2CmD6gz4fRb6V0bOlct2zEPlSvWzqHyrmmcziFuaZO4e6PUL1uI/Zh1Ft4Cm/wllW/cyO+rdXvzZbnsOV9IFnP1mvPa2/FZ6Lwx4p4aNXnNQhLtyHererAyquZb0QmXLzWsriouXAOvfpNC+eQ7Gv5T+N9wN1fw6bCocWrW/lEFK9bfuYKT0D1AsfXpq7fzf+kOOJHqPhsbjgXTN/M8m9m8uEv7nPL+1DEX3IDAAAAADAtRW4AAAAAAKalyA0AAAAAwLQUuQEAAAAAmJYiNwAAAAAA01LkBgAAAABgWorcAAAAAABMS5EbAAAAAIBpKXIDAAAAADCts3FdtyCmF/eZtpfGJXMYpXrtKqXrVjmH6vXY8t5Xr2/1XJPfra3FfVbPNWlvy2ckNeodqVy7EXt/nfYqv4Wj5rrVPh9Ge5V9bvmN2HIOkTqFOdyU42exh+sZn+oe7k8rvE/h4Opf0rDFIalF2GC8D0mPWVvpEcnnkLZXp4WdxmckbC8/m8dz8hbm5Hmmkt79m8/Jh301oo4HjS7dh2R48buf9ll9lgpz8vTN7MVzjYzoc1k2nZOn+1Bty3e/1M3OwV9yAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwrdZ776MHAQAAAAAAb4S/5AYAAAAAYFqK3AAAAAAATEuRGwAAAACAaSlyAwAAAAAwLUVuAAAAAACmpcgNAAAAAMC0FLkBAAAAAJiWIjcAAAAAANNS5AYAAAAAYFr/H41/7MeyBpYpAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Inspecting Mocklenses Samples ---\n", "\n", "Inspecting file 1: /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses/lens_9900.fits\n", "\n", "=== Inspecting FITS File: lens_9900.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses/lens_9900.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 2: /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses/lens_461.fits\n", "\n", "=== Inspecting FITS File: lens_461.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses/lens_461.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 3: /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses/lens_20037.fits\n", "\n", "=== Inspecting FITS File: lens_20037.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training_18660/mocklenses/lens_20037.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/HSCJ1938_gri.fits\n", "\n", "=== Inspecting FITS File: HSCJ1938_gri.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/HSCJ1938_gri.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/cand_125.fits\n", "\n", "=== Inspecting FITS File: cand_125.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/cand_125.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/mock_2763.fits\n", "\n", "=== Inspecting FITS File: mock_2763.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/mock_2763.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/083915+022632.fits\n", "\n", "=== Inspecting FITS File: 083915+022632.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/083915+022632.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (101, 101, 3) float32 \n", "\n", "Data Shape: (3, 101, 101)\n", "Data Type: >f4\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -32 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 101 NAXIS2 = 101 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 101, Width: 101, Channels: 3)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/nonlens_894.fits\n", "\n", "=== Inspecting FITS File: nonlens_894.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/nonlens_894.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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Hf/zHuvDCC+/yBwG9Wv/X1ixdunSL/Z3c3wHuCf5ObuAe98Y3vrFGRkbqZS97Wf3iF7/Y5J//6Ec/qrPOOit+bn9//ybfAvjABz5QU1NTd7utvTriiCPqG9/4Rn3hC1/Y5J8tW7asJicnm7fhV+2///41d+7c+s53vtPz77nyyiu3+kFop512qoMPPnij/90dBx10UD3ykY+sM888s8bHx2vp0qV10EEH1d/93d/Vz372s03yv/qvax566KH1zW9+s7797W9v9M8vvPDCu9UWAIDfJu7avTn99NPrjDPOqDe/+c31mte8Jvq9d+euvd6VV15ZCxcurH333fcuM0NDQ5vcubf039o54ogjap999ql3vOMd9c1vfnOzmV6/LX3IIYfUggUL6l3veletW7duk3++/l6e3N8B7gm+yQ3c4/bcc8/66Ec/Wn/6p39ae++9d73oRS+q/fbbryYmJuqKK66oiy++uI455pj4uYcddlhdcMEFtXDhwtpnn33qG9/4Rn3pS1/a8K8TtnTyySfXZz7zmTrssMPqmGOOqf33379Wr15dP/jBD+rjH/94/fjHP97iv5K4OZdcckl973vfq6pf/sd9vv/979df/dVfVVXV05/+9HroQx96l793aGionvSkJ9WXvvSl+su//Mut/lm33HJLff/7369XvepVURt/EyeffHI997nPrfPOO69e8YpX1N/8zd/UYx7zmHrIQx5Sxx57bO2xxx71i1/8or7xjW/UT3/60w198cY3vrEuuOCCevKTn1yvec1ramRkpD74wQ/WbrvtVt///vfvsfYDAMxG7tpb98lPfrLe+MY31gMf+MDae++96x/+4R82+udPfOITa8cdd7zL35/etX/Vv/zLv9TTnva0Lf6d3KmBgYH65Cc/WYccckg95jGPqWc/+9l14IEH1sjISN188831mc98pm688cZ66lOfutVnLViwoM4555x64QtfWA9/+MPryCOPrCVLltSNN95Yl156aR1wwAH113/911VVPd/fAe4JitzAveLpT396ff/736/TTz+9Pv3pT9c555xTg4OD9dCHPrTe+9731rHHHhs/86yzzqr+/v668MILa3x8vA444ID60pe+dJd/R9y2NG/evPrqV79a73rXu+riiy+u888/vxYsWFAPetCD6u1vf3stXLgwfuY//dM/1d///d9v+P9XXXVVXXXVVVVVtcsuu2yxyF1V9ZKXvKSe85zn1E033VS77rrrFrOf+MQnanBwsI444oi4nXfXs5/97Npzzz3rjDPOqGOPPbb22Wef+s53vlNvf/vb67zzzqvbb7+9li5dWn/wB39Qb33rWzf8vp122qm+8pWv1Iknnljvfve7a/vtt69XvOIVtfPOO9dLX/rSe6z9AACzlbv2lq0vvl533XX1whe+cJN//pWvfGWLRe6q7K693n/+53/W1VdfXWeeeWbU3l486EEPqn//93+vs88+uz75yU/W5z73uZqYmKgdd9yxHvWoR9Upp5yy4T9CuTXPf/7za+edd653v/vddfrpp9fatWvrfve7Xx144IEb/fd5er2/A9wT+mb8Df8Av5WmpqZqn332qSOOOKLe8Y53bDH7B3/wB3XQQQfV+9///nuodQAA0F3JXXu9k046qb72ta/VlVdeuU2/yQ2AIjfAb7WPfexj9cpXvrJuvPHGGh0d3Wzm85//fB1++OH13//937V06dJ7uIUAANBNvdy117v99ttrt912q4suuqgOPfTQe6iFAL87FLkBAAAAAOis+9zbDQAAAAAAgLtLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6Kw5vQZ36Ovr+aGTQQOmg+y6INvfKJv8VCDJJn02EGST/6roUJCdG2RXNWrDVJBNJfMymT9Jv60Nsj0v5Mr6rfdVn821ZA4nY5H0WasxTtZ9sqcl7U3GOHm3ZIyT5ybvlszJRLKGknFr9ZPk5LnJukj2qETL/8J1cn4m79dqriXtbbXmWkn29iQ7EWRbrbmfzqL/TnvfrsHsTDaswSC7IMgmXZcskGTSt7rQjAbZ5JKbHIzJATYSZJPLRDLPkgVdVbVdkG0111pJ1lwyh5OxGw+yrS5AyUVlRZBtNd9b9e9wo+cm7U32qWS9JXtaske02qeS9Zbswcm4JWsoaUOy71Rl6zPp4+QekezXydi1unMkkucm831hkO3YB8uZK7a8+fgmNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGfN6TW4rlED+oNsz40Nn5uYbpRN3m2gURsmGz23L8gm/TDV6Llpfm2QnQiyyU+gkucm8yfp42T+zA2yST8k634oyLbqh6S9SXYmyCZruVV7kz0iySb9kGSHg2yyP7Tqh3lBNpkPSZ+lZ3Ly7GR9Jv2W7D2rg2wyHsndK+mHZA9OnpvM9+S5SbbVWp5VkomcHHbJBrCqURvGGj03GexkErW62C0PsjsF2eSSkoxFskiTi2jajuQCnzw3OcSS90s2zWTjTuZPMi+Td0sOxjuDbHKIJvM9ySYGg2zSZ8k+1ap4MB5kW10aR4PsmiCbSPo3WcfJJTDJppfyZI8YCZ/dq+Tek/RFqw8cyf0kGY9kLJI+S9ZyIhmLbXgp901uAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzprTa3CmxUNDfUF2TZAdCLJJPyTPnQqyybvNDbJJe5OxmA6y40E2GYuJIFuVtXkyyCb91mrNJe+W9FvShmSck/5NJP2QaLU2kvmQ/PRyXZBNxjjZ0xJJnw0G2VZ7cH+QTcZ4LMgm45a0IcmmWvVbq/1vqFEbkrFL9p5EsjZajVur/m11vjSXvGRyuUs6pNWBMBJkk/YuD7JJnyWTPumHZNK3OsCSTSW5eCR9VpVdVFpdym8Psq0+fM2GC9DqIJuYF2ST9iYHebL3JJewFUE22VeTuZO0N+nfxUE2WRe3Btn0Q36vZkP/JpI9ODkHqrJ5mezXyZxIxjnpi+S5o0E22a+TPkv29mTvSeZ7q+LBNiwi+yY3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZ83pNTjVshU9SirySTZ5t/4g2xdkEz0PWtiGiUbPTbJrGz13MMhWVY03akcydonVQXY4yM4E2WTNrQuy00E20erdkucmkn5I9qlWczIxGWST/k36LOmH5LmjQTbZ/5I9LZkPyV6StCHZU6uyfTWZE63O+6QNybslayOZl63mT9K/A0F2RZAdCrLJu80qyWCvCbJJh7TKJpMoWUyLgmyyoFtt3Ek/3Blkk8Mu6YdWm1X67CVB9vYg2+qSMBZkE0kbkktu8txk3FodjMm4JReVZH0m7U0OsFYfOJIPismlcWWQbbVPJW3YPsjeEWQXBNlkniWFnFTywT253CXPbXV+troIJuORZFudy60Krcm7JfeprfBNbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM6a02twbvDQmSCbVNnXBtmkvdNBtj/ItpK0oecBrqrxRs9N+jeZO31BNpU8O5nDE0E2GeeBILuu0XOTd5sKsslcmw3zJ+mHpA1JPyRj3KoNqxs9N5HsPcn5khgLssncSeb6cJAdDbJJe1PJ+7XKtprvieR8SfbrVvepySCb3DmSOZzsf8keMaskL5ks6uRwTiZ9MjmHguydQTZZ/PODbDLpb2nUhmTckkO/1WJKD4+kzb8IsskGm2yEK4JsMi+TdZRsmsk6mhdkk3Fr9cEg2acGg2wyFguC7Kogm/RDq0JO8mE1WfdJNpnrrT60bx9klwXZ5N2S+ZB+CE7akczh5NxI3i/58LU4yCbzvdXenlzgk/Ym533y3GSubcNLuW9yAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdNacXoN9wUPXBtmkyj4cZBP9QXYmyE4F2Z4HoqomguyaIDsUZJN+WBdkk35I5uRkkK1qN85Jm6cbPTdpb9JvSXu3C7Krg2yynyRjnOxpyX6StDcZt8Egm4xbsvckczKR7BHJuyXZZE9r1YaBRs9NJM9Nf6KezOFkXibtWBVkk71ybpBNtDpfkr0y6d+WZ3ivWq2N5pJDtNWkTy6YOwTZZFCSxZRs3Ek/JO1NNrYVQXZ+kE0WXquvQiWXqqqqkSCbXJbGGmVbbW7JwZ88NxnnZY3akFyek4tgK8kekexTC4Jsso6S/a/VBTPph1bFmaTYkfRvq7MoOTOSfkg/pK0Mssl+0uqDezLOyd6eSD6cJJJ9NbkbtDozkkJOMt+3wje5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOmtOr8HJ4KH9QTapso8F2Z5frKGBIJu8W/LcoSCbjHFfo2yr+TAYZKuqpoPs3CCbzMvk/dY1akNiQZBdGWST9ibjNh5k5wXZZCyS9rZac8l+vTbIJmt5KsgmfZa0N1nHiWRfTfosGeOkz5KxSNbF6iBbVbUqyCZjl8z34SCbSPaIZDySbCJpb9K/M0G21RxO7kizSrJAkg5JJv12QXYiyCYbdzKAyYRLJnJyWUvaMD/IJmPcauG1WqRVVbcE2dEgmxykyZpL1lGSTfrt1iCbHOZJ/yZ91upC3Oq5yd6T9EOri2Cyr7Z6btJnyZmR7GlJNiketHpu8iG41QfQqmyfSuZ7Ilkbrc6u5ENd0mdJUSKZP8n9JDkHkrFI7lPb8IOMb3IDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB01pwWD+0LstONson+IJt02NogOxBkp4Jsq7GYG2STn6S0erckW1U1GWSTOZE8dybIJvOn1bsl8z2Za+uCbDJ/EhNBdjDIJn2WSMZtdZBN5lnybsn6TNqQSNZb0t5Wz03WULLmk709GeP0J+rJHG5ykansbpDsEUkfJ2OX9HHybmNBNpGM23iQTfohWZ+/E1p1XrJhzWuUTQ67O4JscugnCy+5/CRjsSbItroEDgfZquxytyzIJvNnKMgmF5VbGz13YZBN1ueyRs+dH2RbXWqSg6ZVUSKZ68m7jQbZlUE22XuS/k32nlZjfGeQTdbbgiCbXMBaXn6SDyjJmZhI1kayRyTnUbIHtzprk3MruUck62hVkE3mcHIObIVvcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHTWnBYPnQiyc4PsUJAdC7JJJ/QF2bVBdjrIJv0wGWQTa4Jsf5AdDLIDQXYmyKbPTvo4mT+J5LnJT7ZazfdkzSXZZCySvSeRzPdkXibjlqzPpA3JPpWs5aQNrfpsKsgmc7JV/ybnbKszruVPyVudXclzkzmcPLfV2CXjkbQhkeyrydpIxiLph+TcmlWSho82em5y0LTaNJONO5mc84Js0t5k4SUX0eTwSCTPTcYi+ZBWlY1HcoiNB9lknJPntlobyVpeFWRbbfK3BdmRRm1YF2STgyb5YJD0bzJuySE63KgNrS7ws+HDSSLZH5K5k+zBqeS8T9qRjHOrsUveLTm7koJd8m7JmlsYZJMPMkk2Ob+TPXgrfJMbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgs+b0GpwIHjoUZJMq+1SQ7Q+y64LsYKPs2iCb9Nl0kJ0Mskn/9jzJKhvj5N36gmxV1hcLguyaIDsTZJO+SMYj6bdWa67VOCdjnIxF8m7JWh4LsskYt9qn5gbZRKu5PhvakMzfZK9M5vp4kJ0XZNOfqCdrrtXdILn3JPM92SMSyR4x0Cib9Fkybsk+lTw3mWezStLwZANIOm84yCYbQKtL7q1BdnGjNiSLP1nQyUU0WUy3B9mFQXZlkK3KNu70wt+rkSDb6oBudXgkfZZcBJOCQLKfJGsj2SuT9iaXu1ZjnMyz1UE2WW/Jfp1clFpdXJNLSjLGST8kc31VkE32qHQPTuZaIrlgJvMyKbi0Klwm75bcI5I5nKz7RDIWydxJzpet8E1uAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzprTa3A4eOhUkO0LspNBdqBRGyaCbH+Q7Xkgwucmkucmfdaqf5Of0EwH2aqqwSA7FmSTPp4Jskm/JeOR9luLNqwLskn/Js+dH2STsWi17tcG2USy5pJ3S/psbpBN2pvMh+SMS9qbrPlEcn6vCbLJ/pCc31XZGZ7M91bnXKLVHpzMtWQOJ32WrLmkDcn6TPos2admlaEgm0y4ZFASyQbQ6pK7MMgmE7nVRpFcRJNscuAm8yy5DCebVVU2L5P3Sw6a5Y2emxzQiWQOJ5ePZB0lF4pkriXZZNxWNWpDegHq1UiQTQ7GZC0nz032ylYfkJL1lrxbskcll9Zkr0yem37gSPbVnYNscrlL9rRkn1rZ6LnJuk/6YVGQTd4t2dOS+ZDcT9K7wRb4JjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnzek1ONXioVU1HWQTE0E2ae9MkE1+gtAfZCcbPTcZ474gm7R3OMiuCrKDQbYqmxNjQTaZP8naGGjUhlZzOJlrSRuSfkgkY5G0N9mnWs2HVnt78m7JnEza22q9zQ2ySXuTNZTsaWuDbDLG64Js8m5V2TqaDdlEq3tPq+e2uhvMhn0q2SNmlaTzxoNsq0M/kbQ32QiTwU4ursmkTxZpkr0tyCaSMR4JssnhkeZbbfKtPqjdGWST+Z5kk3dLPnwlF8FEsubmBdmkH9YE2eQAGwqyyTmwMsgmfZY8N1kXydpMDv1k7iT7TjLGydpM5lny4STJVs2OOZFkEwuCbHI/aVVMSvoh2U9azctkbaTzcgt8kxsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCz5vQanAwemmQHgmx/kJ0OsuuC7GCQTfqhL8i2MhNkk5+OrA2yPU/IqhoOslNBtiprczIvJ4Js0sfJXEv6OOm3pL3J+my17pNsq/nQSjIfEskYJ3takk3eLRnj5N2SNZTMh7FG2eScTd4tWRfpnEzOo6TNyVxL9r9knFvdDVrt13ODbPJuyRi3WsvJu80qq4PsUJBNNovkQpO0IbloJ8aDbHLBTCbyvCCbjHGrPlsTZJONOJk7Ve0+oCTtSDb5pA3JmkvcHmST9Zn0Q6vDudUhmvRD0obkcE4Ou+S5rT40J89tVZxpdYGfDf3b6gKWnhmjQfbWINvq0pjsqyuCbLKfJPMymT/J3WBpkE3OjOQcSOZaejfYAt/kBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6Kw5vQaTanjPD62qmSA7EWQHgmxiPMj2B9mkvUk/JPqCbDLGU0F2MsgmczKZZ1VV00G21Ti3kvTx3CDbapyT/k2em8yJVntaIumHxGCQnQ17T7I2k2zSD2sbtSExFGSTOZms46TP1gXZtB3J/EkkfZy0t9XZlfRDqzmRtCHZ01qto3RezhrJ4ksmXKvDeVWQTSZccqlK2psskORAWBZkFwXZVpfn+UE2kWyuVe3mZbIBJBfiVh9uh4PsvCCbfLhN5k/ybskmvzDIJutzdZBN5kNyMCZ9lrxbMm7J+kzW25ogOxpkk/5dEWRbnRlJNtmjWq35qqqVQTZZG8ldplUR5RdBNj27etVqLd8aZFv1b7Lu03m5Bb7JDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0Flzeg32N2rAdJBNKvJ9QXZgFrRhKsgm7U36N2nveJBNDAbZmUbZqmy+jwXZ5P1azbWkL9YF2XlBNmlvIunfuUG21XzveQOudmOcZJM5mcydZJ9K1mbShokgm4zbZJBN9vZWWrUhXfPJ+lwbZJP3S56brI2kDcn8SeZl0t6kDa0k+1RynxpKGzJbrAmySefND7LJxt3qUEo2ilaX8mThJQfYqiA7HGSTw240yCYbZnopTzahVh8sE0l7kzYk677VcxcE2WRtJOOWXO6SNZe0oVU2aW8yxq0urslYJAduclFK5m+rsUj21VbnYcsLTTLXkrMgOZdbfagbCbKzoSCQ9G8yJ5J7TzIfkjmc3GW2wje5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOmtOr8H+Rg2YbpTta5SdCbIrg+xQkE0kP8WYbPTcgSA7EWTXBdnhIFuVzYlkbfS84Kpq9Sxow1SQHW/UhqQfkvXZat0PNmpD0r+JVnM9mTtJ/yZzJ9kjkv1vbpCdF2ST/a/Vfr0myLaa66lkPJL5k4zH2iCb9FuyNpI9ImlDMtcSrfbgVmfcrNLqKyqtDppkUBYF2WThtTqUkgWS9EPy3KS9ydxJPsgkF+2kH6qq7gyyyfu1utQkG2zSF7cG2flBdrsgm0jGYizIJut+NMgmH8aXB9nkg3CylpNLbnKhScZtJMgmhZxk72m1NpP9IenfVh8MWn2IqGp3JibjkczLZF9Nxjlp76ogm+wRrT5QtbrLJH2WfAjdCt/kBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6Kw5vQb7goeuvRsN6cVgkF0XZPuD7EyQTdqb/LQhGYsk2/NkqKqJIJu8W9K/A0E2lcyJpN+SvhgNsolkbcwNskmfTQfZpH8TyT6VzLVkDifZpB+S/k3aMBlkW0n2nqS9yVxP5k6yByfzLHnueJBN5k6STX+injw76YtWayNZn8m8bDUnkjYk2eTeMxvaOxxkZ5Wk4auDbLLBJpeUZDGtCrKtvqozGzbC+UG21eGcLOipRtmqrC+Sudbq4ppcEpLnzguyrT6ctOrfZD9ZE2STC1DSZ0k2aW/y3OQQTca41QfspB9GgmyrIkrS3uRMTt4t2R9uD7LJXlKV9UUiaUd6bvQqKYwk2WQdJftUsq8m2eS8T86B5F6ZtGErfJMbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADorDm9BqeDh041ys4Lskn1vi/Irguyw0E26d+xIJv0Q9LexNogm/RDz5O38p/mrA6yyfxJxi55v5kgm8zhoUbPTd6tP8gm+0ny3LlBdiLItvopY/LcZO5MBtlkLScGGz03GeNkzSf7X7KGkjFuNX+Tfkiem2q1VybZZL4n/ZZkkznRKpv0WfJuiYEg23JeNpVsLKNBdk2QTQ7cVhM5acP8IJtcApNDqdUhmvRDctCMB9lk3JJFWpW1OTnwWh0IC4JsspaTD8LJB45W/Zu8W/KBo1WhIemH5PBI2tCqeJDM32TuJGdGcha1mr+J5HKZjNvtjdqwfZBdFmSrsjM8WcvJHG6VTeZa8m6tPrAm7U0k95OkiNJqLLbCN7kBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6a06vwZlGDZgbZNcG2Z5fLJT0w3iQHUgb0qO+IJu0tz/IJmMxHWQTybulkjmR/FQp6YtkHSVjNxVkW625ZG0kY5Fkk35Ixjjps6S964Jsskck7U36rJVk7iTrbTbs18kYJ3MyaUOi5U/Uk75IDAbZiSCbzLUkm/Rx0t7ZcIYn79bqnJ1VkpecDLKtNpako1tthGNBttUHjqEgmxz6rS7lyUGejHEyFlVZvyVtTi7PaZt7lYxdInm3ZM0l7R1u1IZWz02yyUVwNlwaVwbZZF9dEGSTNdRq/iYFgWQvSc6MVmdc0t7kgltVNT/Irgiya4JsMieSMyO5yyTjnGj14SvZe5L1mcy1ZCxGguxW+CY3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZ83pNTgdPHQoyPYF2RVBdirIDgTZuY3akGTnBdmZIJuMRZJdF2ST9g4G2ckgW1XVH2STNieSPk5+WpX0Rc8bRGX9kLQ3WRvJ+pwIsslYJO1dHWSTd0skY5y8W6sxbrUukjasDbJJ/yaS9rbaK5N7QTJuVe1+Ap/s7cnYpWdMr5I+brVXJu+WjFurMyNZn8l8mFWSi9V4kE0uxMmiTg7c5N0SyQKZDZPzziC7fZBNNpXk3ZJNJb04J/2WfAhdGWRbraNkbYwG2WS+J89dE2QTyWbc6kN+Mi+TfSq5TCRzPVmfw0E2KTQkF8xk7iTvlqzNZK4nZ9zyILtDkE3mWVIoS8atKnu/ZC0n+1/y3FuD7KIgOz/IJudLIlnLY0E26d/FQTaZO0lhZCt8kxsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCz5mzzYFVNtGhAVQ0E2Vb6guxUkJ0bZJOfTEwG2eTd1gXZ5N1mgux4kE3mWVXWb61MB9lkriXjnMy15LlJ/yZtSOZPMi9bzYehIJuMcdLepA3JHrw6yCbrM5lnyXxI3i2Zk2uDbH+QHQyyiaR/kz0qWW+pZG0k45HcZVqdc0kfJ+dyq/066Yfk3RKz4a7Y3LwgmyyQZNInkoOmVRtafThJNpVk4S0MssnCa9W/K4JscthVZfM9GbvkIB0JsmNBNtm4lwXZ0SC7Msi2uiQk6ygZt+RASD5YJv2wJsi2uni0+jCVvNtwkE3WULKfJP2QzN/kuXcE2WSeJXtfugcn6yjpt6TNyxs9N2lv8uG21fxJ1lzShgVBNvlgkOzX6bzcAt/kBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6Kw5vQYngocm2f4gOxRkZ4LsZJBdF2T7GmWT9k4H2WTckrFInpv0w9xGbajK5mUiGY+kDcl873nRh89Nxi5pQyLp36QNyZpLxm0gyLbqszVBttW7Jf3bak4me3uy/7WaZ0k/JOsikfyUPJlnVdn8SbLJHE7mRJJN5sTaIJv0QzJ/kj6bCrKtzqLhIDseZGeVFUE2GZTBIJtsAEkbkucm2WSRJotpXpBNFnQykVcH2aTPksNjhyCbXsqTwzzZLJJ2JPMn2TRHgmxySUg+JCVzIunf5OBPLlYLgmyrAkYyJ5cG2WWN2tBq/iZazYekvcsbPTc5B1YG2VYXu3QPbnXeJ9lE0m+JpN8WBdmxIJtcnpM9YlWQbVUITM7DrfBNbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM6a0+Khc4PsVJAdD7JJ9X4gyCamG2UTSf8ONnpuX5BN+iEZ4+Td0nYki2hdkE3WUdLHSTbp45lGz+1v1Ibkucl8WBtkk35YE2QTrX7SmcyzZNwmguxQo+e22tuTfkj24Fb7davnVmV90Wo8krWR9EUiuZ+02tMmg2zS3lZjkeyVybvNKsmESzbC2XChSSQfDJJNPumH5IKZTPrVQTaZyAuC7PIguyzIph+8Wl74W0jmT3I4Jms5mWtJnyXraGGQTQ6wZP9rdXlO+ndZkG3VD8maS/aT5ENPcmYk/dtqb08uokmfJftZ8tx5QTZ5t6p2e0/SjjuDbKvxaDUvk+cm6z55brL3JPtqcsZtw/3aN7kBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6a06vwekWDw2zE0G2P8i2erfJIJsYCrLLguxwkB0IsmONnjsTZJMxrpod8zJ5v+SnVVNBtq9RttXaSCRj0SqbmBtkkzFOJO+2Nsgm6y15t2QNJXtPsuaTd0sk79Zq/ibvlrQ3bUcy15K9MtmnRhs9t1V7kzMxWRtJdlWQTQwG2eTcmlWSjk46JFlMSeeNB9lWF6WRIJscNMnCSy7wrfosae/8ILsmyKYXpeQClMzhdUE2mT/zgmzSF60+cCTPTfaeZA4nh1IyFkl7k/WZzMllQTbph+QDdrKWk3dLLoKtLgjJft1qjJO9JNmjkjYk8yH9muttQXZJkF0RZJN9Nenj5LmJZDwWBNlkvid78MIgm/Rvqw/YW+Gb3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ01p9fguuCh00F2Msj23Niqmhtk+4LseJBN3i35acPqIDsQZJP2JpKxWBtk+4NsMneqsjmRPDtZG8mcSN+vV636IXm3ZP4k6zMZi8Egm6y5iSCbzPdk3JI2JO+WZKeCbDLPWr1bMn9ngmyrPTg5v5OxSNZF+m5JO5LxSNZ9so7Ggmwiebekvclzk7FIJPOn1bsla2NWSQ6EO4Ns0tHJ4ZxodVEaDrLJhrUqyCYTbl6QTS7PieTAnR9k14TtSOZlotXFamWQTebwgiDb6lKerM9Wl8bkYpWso+S5ycGY7D3JHpHMyVbvluw9ybsNBdlkHSfvlqzjZF0sDrJJe5MPPen5nbzfiiCbnAXJWm41h5PnLg+yo0E2uZ8k75a0N1mfrfb2rfBNbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM6a02tw7r3dgKqaCrJjQXYmyCb6G7UheW6STfo3MRlkB4JsX5BNf5qTtDnJJpLxSPoiySbzJ9kjkvme9O+8IJvMiaQNybsl873VPEvmQzInk/nQar9O3m1dkE3OrWQNJWPcam1OB9lEq+dWZX2RSPptPMgm8yeZ7632nmR9JpI2JOszWfdJG2aVZMIlB+NEkG11gU8mctKG24LscJBdHWQXBNlk0ieb1WCQTd5teZBdEmSrqtYE2bVBNlkbrT58JYdj8m6JZCNM3i3p36QNSZ8lF6vZ8EE4WffbB9nkzEj6Nxm3VvM32afmB9mhIJuMcXKpSvbrlh8qk4tVcoYvDLKt9vbk3ZKxu3+QTcYjufck+0liJMgm47YNP3D4JjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnzek1OBw8dE2QnQqy00F2bqPnzgTZVvqDbNK/64LsUJBNJP2b9MNE2I6eF0bYjuT9knk5GWQTybslBoLsvEZtSH7Cl/Rv8ty1QTaZk0l7k+cm7U36odW7tfopbl+QTfbVpL3J3p6s4ySbvFtyJldlcyK5cySScU7uSMnensyJZDyStZzs14NBNpnDyRmezJ1kjGeVZMIlRoNsMomSAUzakFgYZJNNJZlEyeJPJM9N3i1Z/En/podz8uxbgmxy4N0RZOcH2fRw7FXSx8mHumTjTjbjZE9LDpoVQXZlkE0+nCTZZP9L1nKyBy8Isq0+yLQqCCTzN2lDq4JWItmv0z04WUfJWk4urkkfJ5IPltsH2WQ/SfbgVh/yk7MoeW4yxtuQb3IDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB01pxeg+PBQweC7FiQnRtk1wXZRPJTgZ47t6rWBtnpRm1Iskk/TAXZZNySbPJuVVkfzwTZviDbH2ST8Ujam0jakLxbsp8kbRgKssm4JfN9fpBN9uCJILsmyCZjkbRhOMgme2UybsmanwyyyZxste+0am/y3OTdqrJ1lLQ5OTeS+0lyxiR3mVZzIpGMcyJZn8kekcydzkpeMtnkFwTZZJNPDrtkkSaXiaS9yQUhWXjJprIwyCZ9lsydpB+SsUguNFXtFvXKIJvM4WSTTzbYpI+TDXYkyA4G2eTdkvYuDbKLguyKIJsczkn2jiA7L8i2Ks60ujQme0SyLlqdGcm6GA2ySZ8lY5zsfVXtik/JGXN7kE0kcyK5T82Ge1oiGePVQbbVebgVvskNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWXN6DU4FD00q50l2baPnDgbZdUE2aW/PA1FVA0G2L8gm7zbeqA1zg2yrOVmVjV2r8UjeLzEcZJN+m54F2YVBdijIjgTZZD9J1tFEkF0dZG8Nsq324GSuJ3vlqiA7L8jONMq2Ojsng2x/kE32s+S5Vdm6T/oi2a8TyRxO3q2VZF4mkrFI5k8yh5P+bTUfmks2+WTTTDo6ubAlg70yyC4Ksskm1OpQSiSX8mQiJ5fA5JJyW5BNL+XJhS2Zl0k22VhuD7KLg2zSD0kfjwXZ0SCbzMvkuUk/JJfyXYLs8iD7syC7KMgml9zk0F8QZJO9MtnTWl3skjMuaUMyFq3WcdKGZG+vytZR0o7kg2WyX7ca56QfkjtHsjaSsyhZ98m8bDVu2/Dr177JDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0Flzeg32Bw+dCrLTQbbnxlZWvZ9o9Ny5jZ6b9FnybskYJ++WPLfVWKwNsumzk2xfkJ0JssmcWB1kk3FO2pv0w3CQTcZiXpC9X5DdPsgOBNnlQfaWIDsYZH/e6Lkrguy6IJvM32QNJXM92f8mGz03ae94kE3mbyppc6uf1id9nPRbMoeTe09yfrY6w5P7X3IOtDqTk3U/qywJsncE2WTCtZoYo0E2WUzJAmk1OYeCbDIWSf+uCrILG7UhuSCkz2516CZzYrsgmxwe84Ns0g/JOkramxw0OwbZXYPsgiCbfDC4Ocgm7/azIPvTIJu828og2+pSnnxwTz/k9yp5t1b7TiK5OCd7e1V24U8+1CVnQauCS3K+tLrsJ3eD2fBhMVlzybgl7d2GfywAAAAAAMwqitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB01pxeg5PBQ/taNKCyinx/kJ0Kskk/tGpv0obEQJBN+mw6yE4E2aEgm7xbVdbmZJyTfkuyyZobDLKJpB9mGmUTyd6zIMg+OMjuFWRXBtnrg+y3g2yyPpcH2eEgm8z1ZF9N5m8yFsk8S/ap8SCb9FnSD0k2mTtVVeuCbDLOiVbnQKvzfm6j7Oog2+qbE8l5P9boubPK7UE22YRmw4U4WfytLsTJxEj6N2lvMpFHg2yyAa0IskmfpRtF0m/J/JkXZJPxWBtkR4LsmiCbbPLJJSxpw45BNumHZK4lF+3dg+yyIPu9IJtcPFYF2VuDbPJBsdUH22SPaFV4Si7lybgle0myX7cqflVlfZz0RfKBKtmnkj04aW+i1d0g2f+SD4tJG5I7x700Fr7JDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FlzWjx0JsgOBNnpRtnE3CA71agNSf/2B9mkvclz1wXZZEImP6FJxyJpc1+jbNLHrX5aNRlkJ4Jssu6T565t9NxkXi4OsnsH2XlBdn6QvSPIjgXZ1UE22VeTNbQ8yCZnxlCQXRNkh4PsYJAdD7LJXpKsoWTcqqpGgmwydslZMBv21VbnfTJ2rc6i5JxN9p6kzzprUZBNNuNWF9dksJMDITEbJsbCIJuMW5IdDbLJuCUHbtKGqmzskuyqIJtcrFptWMllNDloknXf6gKfZJMLUHKZSMZ4lyDb6uKRXDCTNiTzN2nvyiCbSOZkchlN5mSy3pIPEYnkQ3DS3qps/iRnePLBJ8n+f0E2mT/J2dXqHEjGItkjkr0yaUMyL5Mx3grf5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOisOb0G+xs1YDLIzjRqQ6JVe1u9W6txmwqyyU9Skn5I2pBkq7J+mw6f3au+INuqj1vN92Q8krFYG2RXB9nbguxNQXZNkB0NstsH2V2D7E+CbNLeZA0l2XlBdlWQTSRrKJGsoZ4P+mq3jtOfqCf7X9LmpC+SudbquXOD7FiQbXU3GA+yyfpM+jdZc63O7+aSxddqIxwOsguD7O1Bdl2QXRRkk00l2dyWBdmhILsgyCaLNJkP84NsKtkIW10wkw221YFwR5DdLcgOBtlkg03GIrmUJ3tE8txkPiR7xC5B9qdBNrns3xpkk3mW7BHJ3pPMnYEgO9Eom3wATfaHZO9L2ps8N5WciSsaZZMPoYnkg3uyV44E2WQdJWsjWXPJ/pfcFZNzdit8kxsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCz5vQanAgeOvduNKQXSUV+slEbEtNBNnm34SC7Nsj2B9nEuiCbzJ2WP6EZCLKtxjmZw0kb+oJsImlDIumH1UE2me83BNmFQfbyILtTkE0sD7LJ3JkXZMeCbKt9KlnzM0F2JMgm+/VUkE321eS5PV8gKt8fxoNsMi/XBNlkLSfncvJuyXgMBtnkXE7WRvLcZE4kayM5Z5O1PKu0mvTJYCcbd3KQJ5M+WXgrgmyyaSYTOVn8Q0E26bNkMSUHeXI4pxfRZK4lH1iT+ZO0OdkIk0vC/CC7Msgma2O7IHt7kE0uo60uYcnhsTTI3hJkk7metDe5sCV9luw9ybpYFGSTPS05D5M9bUGQTeZ6chYtDrLJ/lCVzcvkHtHq8pzsaa0uz4uCbHKPSNZcslcme8SqIJvsU9uwmOSb3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ01p9fg3OChSeV8IsgOB9m+IDsdZAeC7Noguy7ITgXZpB+S9iZ9NhRkk3dL+iyVzMvBIDsTZHtenOFzk7FL1nLy3ETy3GTclgfZ/iB7TZAdD7LbB9lkTt4ZZJP1ORpkVwTZySCbzJ3kjEv2nmTuJP2bzPWkzxJJe5N+qMrOrmT/S87w5P2S8zPJJv3QStKG5LxPxi2RPDedl7NGMjmTAyHZ3JLsWJBdEGSTd0s+RCQbbJJN3m1NkG218JIxTi6MyYGbSjasZANodSFODoREMi+TDxxJe28PsskcvjHIJmPc6sPfwiC7LMj+PMgmF8GkH5KzKLmAtTpfkg8nyV6ZrIukH5K1may39PKTnJ+JZK6NBNlkfSZ9kexTyVm0OsguDrLJOkruHEmftbqDboVvcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHTWnF6DSTV8KshON8ombegLshNBtufOray9iWTcZkN2JsgmkrGoyuZEqzk8G/ptMsi2mhNjQTZZn4uD7Ioguy7Irgyyi4LsQJAdDrJJ/94RZJN1kbxb0t5kDSXrIskm+06ypyXvlrRhKMgm/VCVraNkP0nmT9IX47OgDcl8T+4cyXP7g2wyh1ut5c5KNs1kci4IsqNBdlWQTQYwmcgLg+ztQTbZCJONLdkoEslzk2zybumHnmROJJeaRNIXa4Nsqw0ruTzPDbJJP7T6EJEcCP8dZJNLedJnybslh34yxq0+gM4LsquDbNLepA3JeZjMsySbrKFWY5xKzvBFQTZpc7I+kz04mT/JJXc2nPdJASPZ05JzNllz27Ag6pvcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnTWn1+Bk8NCkcj43yK4Nsv1BNmnvRJBN3m0myE4F2aS9C4LsWJBN2puM20CQXR1kq6qGwnyv+oJssuaS5/a86EPJHE7mTzInEkkb1gTZZJ8aD7IrguxwkE3mQ7KfJPMh6YfpIJtI1lurvT2ZO8m5NRhkk7Fo1d6qbE9rdca0er91QTZZn0mfJf2QZFvtEUkbkn5otZ80l0yi5EKTTPqk85INdrRRG1pd4JOxSCZn0t6RIJtsmMm4tbpMpJLL3Wz48NVqc0vWfTLfVwbZ5N2SsUjWfau1vDDIJpIPrMl8SNZFsu5bnRnJfFgeZJN9Kik0tOrfZN9J1nyyjqvareXk8pz0RVLUavUhNFmfrdZRMm7Jc5P5nszLZM1thW9yAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdNacbR6sqqkgm1TZkza0qt73BdmkH5Lnzg2yk0F2ZZBNxiIx3ei5SZ9VVc0E2VZzIumLwSCbzIlkHSV91iqbWBNkk/kzFmST+bAuyK4Nssl8SOZ6f5CdCLLJ3jMUZMeDbKvzJemzZF0kY5y0IZlnA0E2lYxz0heJZL9O5nDS3lZ3r2SuJWORtLeVVvOhuWTCrQiyyWGXbBbJxGg1Oe8MsslBvkOQbXWQJ/Oh1YeI1UE2tTjIJnNtVZBNLo0jQXY2SN4tOcBGg2wy35O9J1nLyQfh+wXZZB21WsvJRTvp39nwISIxHGST/WFhkG31IS25VM0LslXZ2CVneNLmZG9P+jgpoiT7SdIPyRmX3CNa3aeSD3Wt9uut8E1uAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzprTa3Bd8NCZIDsdZHtubMPn9gfZpB8S40F2MMgmP/FYG2SHg+xUkE36IRm3qqwvkuxAkE3mZV+QTcwNsmNBNnm3pH8ngmwyJyYbZROrg+xIkE3mTrI+k7nTqn+TPTg541rN3+S5SXuTMU7am4xxcmZUVc0LsslaTvqiVb8laznph6QNre4nyfps1b9JNr0bzBrJJp8M9lCQTQ6E5LnJJLo1yI4G2WThJf2bXAKTyZk8944gm3yIWBBkk8taVbuLVbKOEsmH0CSbrLlWG2Hy4Stpb3IgJBegZA4n+9TPgmzSD8l8SD5gJ/tf0t7EyiCbzIdkjJMPq8llLWlD0g/JGLfaS6qyS/xs+KDWSqu7TKv+Te4GrfaeVoXWrfBNbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM6a02twMHjoTJCdbPTcpHrfF2SngmzPndvQuiCb9EN/kE3GOMkmYzwRZKuq5gbZZF4mWvXxQJBN+q1Ve1ut++Tdkucm/bs2yCb9sDLIJnM9kcyHpB+SfXU6yLY6t5I2JOdLMs+Sc2A27CVV2Xgk75dIxi7ZI5K1kbShVXuTu0GSTe6VybslkjU3qyQbYZJNBnBVkE0WdDIoi4JsolU/jATZZNIn7V0UZJON4s4gm16ck8MmaXMy11ptmq0uz8n8SS6CSTbp36QfkkN/PMgm7U36dzTIJmO8IsgmF+3EUJBN1kXSD8kZl8ydhUG21dpMLkpJNr38JP2WtCMZu2QtJ+1N9p6kDcn8afWhOfnwlYxFq8vzNvxA55vcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnTWn1+Bk8NDBIJs8d6ZRdk2QTX4q0HPnVtbe/iA7HWQTrZ6bvFtfkB0O2zEVZJO+SOb7QJBNJO1dG2ST8Wi1NlqNW/JuSRuSvWe7IJvMs/Egm4zFRJBt1b/Jfp30WbKfJGsokczfpB9a/eQ73c+SuZaM3dwgm4xdqz5OzsQkm/TvuiCbrI1kLJJ9Kskme8+ssiLItpqcS4JsciAkm3wyiZLBTib9aJBtdTgnB8L8ILssyI4E2XThJXMiuWAm2eRAaPWBdV6QTSxr1IZWF4rZ8BW9ZC0vC7LJ+kzmzqogm6y35UG21eU56YfkzFgWZJMPdMm+MxZkk0tgciZXZedcIhnnZF4mcyKR3A2SPk7WZyLZr1cG2WSuJYXhoSC7FbPhmAAAAAAAgLtFkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOmtNrcG7w0PEgOx1kJ4PsQJAdCrLJuyXtTcwE2f5Gz036N+mzeUF2XZBNJT/9SdqR9Fvy3L4gm4xz8tyeN5PK+ndNkB0JsolkHSXjluw9q4Jssq8mY5zM36QNSf8m+2oy15Nssqclz50Kssm4Jc9N1vFEkB0MsumzW+1/yXm0Nsgm+1+r+ZOs5aQNyf6XrKNWfZZkZ5VkQSUHTTKRk0MpWaTJQd7qop30QzKRtw+yySaYHKLLgmwybkk26d+qbHNL+i35cJtkk42w1aUmae/iILssyCbvtjDIJvM9uYy2OmiS9ib7atLe4SCbrM/VQTbRqvCUXH6S7JIgm3ywTfaz5AKfzIeqbL4ncyJpc5JNzqNkj0jGo1WhKtlPkrWRPLeV5IPXVvgmNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGfN6TU4FTy07240pBdDQXZdkJ0Msj13WPjcwSA7EWRbjcV4kJ0JskmfJXMy/WlO0uZWPymaH2ST9ib9lqyjpB+mg2yrtZG0N+nfJNsfZJM+Gwiyrd4tya4Nsq32tKTPVgXZkbQhPWq1Vyb9kMzJsSCbSuZasqcl6zOZl0k22dNatTd5bqt9NZlrydpI5vusklzCkg0gOXBXB9lWh10y2MmkTy77ySafLOhkLJJ+mBtkk/a2uiCk+eT9kn5LNrdWl9Fkw0r6IVlzrcYiaUPSZ8kFM7kgJPtqsp/MC7LJObAmyCZj0Wq9JX2WzMnk3Era0Kow0qqgtTLIVmV7T3J2JdmkL4aD7PIguzDIJpL+bVUAS+Z7q2LSHUF2K3yTGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLPmtHhof5CdbpQdbPTcviCb9MNUkF3X6LkDQXYoyCbtnQyyyVjMBNm0HUlfJD9VWhNk5wbZVutzPMgmG0+STeZwMsYTjdqQrI10Dvcq6d9We0+yLpK5PhZkk/mQtCF5t2S9tVoXyVxvNXeqsj5udY9IzpikL1qtjUSrvSdZc8m7JedWy7vBrJFccpNBSSSTfjjIthrA5LKW9FmrjTDJJhtbYl6QTfosbe9okE022GRjSQ7SZE4kl+dEsjaSDxzJ3tPyktCrZNxa7ZVJG5L5m8ydZF8dCbKrg2wyxq0O/WQvWRtkk8tzkk3asH2QvTPIVrUr0CT7SasPM8lcS8aj1TpKntuqwNjqQ9o2PAd8kxsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCz5vQa7AseOhlkZ4LsdJBNqvdJG9YG2blBNunfngctlPTZeKPnJv2QSJ87EGSnGmVbzYmxIJuMXZJN2rsuyCbjlvRv8m5JG5I9LZk7/UF2TZBNxi05BwaDbDJ/k35IzoFkLJJ+6NpPnVud3+mzk/EYCrLJ3tNqLSf3iGSuJftfsj6TNZf0Q6s9OJlns8pEkJ0XZJPLXbKYkkFZHmRbbfLJYkom8sIguyrIJos0aW9y6CeLNOmHqmxetnpuqwMvmWvJfE/aMNLoua0O8lYfxpN9KtmDR4NscslN+qHV4Tw/yCZ7e3IBa/VhNZGch8kaSvo3mb/Jukifnaz7ZA9O1lEiGbuVQTY5w5NzoNVlv9UdKblHJGfRVnTtMzUAAAAAAGygyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnzek1uCp4aH+QHQqyE0F2OsgmknfruXOral2Q7Quyw0F2RZCdF2STfhgLsslPaFrNh9RMkE3m2niQTebPVJBN+jh5bmJtkE36t9Vca7VHTAbZgSCb9EMy15P2Js9N5nqrbHJuJQaDbDInk3dLJHO9KtvTkjmcrKOu7cGJZC236rOkH5I2JJK5M6skDU8u8MmlPNmMVwbZ5OK6Osgmk340yCaTfnmQbbWxJZtKcilPJHOnKjtAkotgsgmNBNlkXiaHeaLVoZSMXXL5mA0fsJMxTsYt2f+Sd5sbZJNxS/aIVpfnZO60utAkF/hk3JK1mWhVrKtqV0hpVfhJnpuM8/wgm4xzcvdK7hGt1kZyT0v2k/RusAW+yQ0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZc3oNDgQPTSrn64JsInnuvCA7FWSng+xMo+euDrLJGE8G2Ykg2xdkk35If5qT5JNsq75I5mXy3MFGbUjGbjjIJvM9WXNJnyXPXRVkh4JsImlvMn9b9W/Ph1ZlazNpQ6LVnpast6QfknFL2pCcL2k7kvOo1ZxI7hFrg2zybsl+ndyR+oPseJBN+jfph2SuJWtuVkk6LzlEW11ck81iRZBNBjtZIMllIjmUkv5tdTC2mvTJfLgzfHaycSdzIrlYJW1ONti5QTbp42TjTtqbrKNWh13ybsnFNWlDsuaS9iZzPdnbkzEeC7IjQTbph+TdkjFutf8lbRgNskn/Jm1IC3DJnEjeL1lHrT6oLQmyyZ62MMgm/ZucGcmamw1nUTKHt8I3uQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADprTq/BvuChU0F2IMhOBNmeX6yqxoNs8m5DQXYmyPYH2cR0kE36N3m35LlJe5N5VlU1GWRXB9lkTiSS91sXZJOxS/osGeekvcnaSLLJXEv6IRm3pM+SfSrRak9L9vZWz03OuETy3FbnbDInW/3kO2lDajDIJmu51TpK1vJYkE3PuV4lY5f0bzJuyX6dnBmd1epgTDaAZMNKnptkk8m5LMjOD7KtNuMkmxyMc4NsMsajQTb9INPqYEouCcl4JJtbqwMhaW8ydquCbDIvkz5rVTxoNcbJft3qIE/WcrJHJPtfUnBJzAuySXvvDLILgmyy5tc2eu6aIFvVbk60OhMTyZ42GwqXrYqcrYodSfFgG571vskNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWXNaPDSpnE8E2aSxyXPnBtnk3ZL2TgXZgUbPnQmy64LsYJCdDLJJ/ybvluaT+TPdqA39QTaZP0kb5gXZZP4kbUjmWrJHJOOWjEVfkF0TZFvtJ0k/JO+WjNvaIJvMnaTPkva2WvPJc5MxbiVZ81XZWZusuWT+JGfMWJBN5k+r8zPp31Z7cCJpw2yY780tCLJ3BtnkYLxvkF0ZZJNJlAx2skCSAyE57OYH2aS9iaS940E22VRGgmxV1R1BdjjIJgdCcslN+iLJtrqwrQiySXuTOTzUqA3JfEjWRiJ5bqvCSNKG5MKWfAhOzq1kjJP9OlnzyX6d9Fmrr5gmHxSTcatq1+Zkvo8G2aS9yf2k1Qe15LnJuyXnVrJfrwqyrfa0rfBNbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLPm9BocaNSA6SC7Nsj2/GJVNRlk5wbZpL39QXYmyCb9kIxx0oY1QbYvyCbvNhVk03Yk2WS+J89NxiOR9FvybslP15J3mwiyiWSuJe82njakR/OCbNK/6TrqVbL/DQXZZG9P5k6r/aHVXpKMW6uffCdrqCo7PxOt5nsyh5Nsci6vC7Kt5lqy5pI5kYxb0r9JP8wqyQJJFvVIkE0GezTILguyyeRMJlHy3GSRDgfZVhftZOElH3qSxXRLkK3KLjWrguySIJvM92R9rgiy84PsYJBN2puMc7I2kjncSvJuyQU+GYtk3Y8F2WTdJ/tUMn+T+ZDsPcl+nVz2k0tg0mfJuLX6wJxefpKxS94vsTLIJhfB5HxJ5k+rDwbJZb/VvprMy6S927CQ45vcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnTWn1+Bk8NDpu9GQXgwF2f4gm7zbuiA7E2R7HojK+jdpQ/LcpH+TbPJTl4kgm0ra0Rdkk75IJO0dCLLJfG+1RyR9tibIJvtJso6SeZnMnWSMk/auDbLJ3Ekk45a0IemzZA+eCrLJupgbZBOt2jsYZJO5XtXuTEz2k6TNyZpL9tVWZ1EyJ5L+TeZPq/Mw6Yd0Xs4arb6ikkzkVod+ssknG8WdQTbZjJM2JAdu0mcjQbbV5joWZEeDbPrsBeGzezUeZJN+m98ouzrIJms5aUNy2LW6lK8MsvOCbLJHJOu+leTClsz1pB9afZBJ5k7S3uTDSfJurc7D5LlpESVZy0kft/pQl8yf5HxJ+jiZl8l4tCpyJveI5LmJZL/eCt/kBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6Kw5vQb7g4cmlfPJIDsVZCeC7ECQnRtkZ4Js0r/JuyV9lrQh0fMkq3bzIWlDVdVQkB0Psn1BNhmP1UF2MMhOB9lk3Sd9lqyjZNyS+ZOMW9IPSf8m2bVBNumz5LlJ/yZ9lsyHpM+SMU7akLxbq7mTnHHJc5N+SLKppN+ScV4XZFudtcn6bHW+JO+WnC9Je1vtf0kbZpXkEE2yw0E2mZwrgmxyyb1fkB0LssniTyZRkl0VZHcIskk/tPpgsDLMjwbZZOySzSL5INHqopJc9ltdgNYE2WQtJ5J9Kskm8yEpCLQ6cJN5lrxbq69AtrqsJZI5mVxoWn2wTSSX/WRPrcr6LRm75B5xa5BNxi45E5M+TvosOV9afWhOinDJ/pec98lzt8I3uQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADprTq/BieChc4PscJBN2jATZKcbZZOfICTvljy3L8j2B9nEZJBt9W49T/T/MRZkW/2kaDzIJmOXtDeZ78maS9qbtCGR7FNJn61r1IbVQTbps2RtJNlkjKcatSGR7CfJGCfPTdbQQKPnJnO91RhXZf2W9EUydklfJPMyaW9yN2i1NpJxTt5tbaM2tDqLZpXBIDsUZJPLz/8XZLcLsskHgxVBNpmcSf8ml7WRIJu0N7kgtPqAlCzopH+rsgMhOWySA2F5kJ0XZJNNPpkTs2G+t/rAkWST/aTVZalVNvkQkXwYT8Y4GYvRINtKsj8k52Gyhlp9mEr2szVBNm1HMidaXcpbraOkH1rNiWVBtlUBo9XdILkjbYVvcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHTWnF6DQ8FD1wXZpMo+HWQHg+xUkO1r9NyZIJtI2pu0IRm3/iCbtDfJTgTZqqzNyXxP2jwQZJOxmwyyrX4Kljw3WcvJHpFYHmRHG7UhmZNJPyTPTfa0JJu0odVemewRyfxNskmfJcaD7Nwg22qMq2ZHvyXPbdVvyXxPssl8T86iZO9pdZ8aDrLJeTir3BFk5wXZpEOSiZE8t9VETiZc8qEn2WCTibwoyCb9sDLILgyySZ+ll7XkQGh1yU0ud0kbkg0rOWhafThJxjnp37FG2WRtJNlFQbbVYZdI2jA/yK4Kssmc7LlCVdme1uoCn6zNVh9W1wbZpL1VVSNhvlfJ+ZnMiWRfbbXuk+JBcmYkZ1Gy7pO1nNwrk3mZfljcAt/kBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6Ky+mZmZmV6Co319PT+0P2jA2iCbVOST7ESj5yb9MBVkkz6bF2Sng+xwkE3a2/ssy9qb9G9V1m8rg+zcIDsnyCZzuKcF/z+SfhsMssmcSPqh1U/tkj5L2ps8N5nvyXOT7ECQTdZyqznZqh8SrfbgySC7LsgmY5w8N1kXVVVDQXZNkE3O5UQy39PzqFfJ/tdq70myrfb2Vve/sd6uy/eIvsFgxiWLOnnFVgduMiijQTbZsJJ+SC4/q4Js0r8jQTY5PJKxSDbtZMOsysZjRZBNPswkbR4LsskcTsYu+cCRvFtygU/am8z35LnJ+kyyyWUi2XuSPSIZ40VBNmnveJBNLj/JBSG5eCRaFRqSDwatLmvppTyZa8kcTi7wyV7ZSqviTLKnJXMt2duTMU7mWqO74syyLS8O3+QGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADorL6ZmZmZXoJz+/p6fuho0IDlQTZ57rog21MH/I85jdqQ/LRhKsj2B9mkH5Lnzg2ya4PsdJDtffbmkna0Go+kDclzh4JsMnaJZOySd0u0+mngbFj3yXOTeZbslYmkzyaDbKv9r9UaSsZiIMgmVgfZ5ByoytZ9ctYmfZG0odXaaNUPrfaIJDscZJP+TdZ90r+re7su3yP6FgQtTxZqYnGQTSZnMijzguztQXZ+kE2mxUSQTQ6PsUbPTcZtRZBNxq0qO0CSbDIeycaSbLCJ5JIwEmSTd0uyg0E22aeSwyNpwx1BNjnIFwbZVh+mVgbZBUE2WW/JQZ5kk30quaS0+iDT6t2SsVgTZKuyIlzSjuS8T865ZJyT9Zn0W6sPocn+tyzItirYJR+8gjU3s2LLneab3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ3VNzMzM9NLcGFfX88PnQga0KrKPhlkpxq1YU6QHQiyg0G2VT8k2d5nTpZNrA3zw0E2mcPrgux0kG3Vb8m7JX2crI2eNqj/0R9kk/5N1mfS3lZrIxmLZIyTNiR7RDIfZsN+nfRDMs+S/SGRzN/k3ZL1lr5bMs5DQTa5nyRtSNZRMh6JZOySfkgkcyLJjgXZZCySNqzu7bp8j+hbHIx2sgklEyPpvGSRtjpoWh3640E2mnCNnjs3yCYHY6vLRFXWx8n7JXMieb9kXq4JsguCbNLeVUE2+WCZrPtWF4rZcGFL3i0Z46QNySGazN/kA3OyjpPntrrY7RBk7wiyyYe0kSA72qgNVdm+muxpyVmbtLnVXpmso2R9Jmdtqw+sST8k50CSDfbKmdu2fCf3TW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgsxS5AQAAAADoLEVuAAAAAAA6S5EbAAAAAIDOmtNrcDp4aFI5nwmyfUE2MbdRdiLITgbZVn2WPDcZ41Y/SUn6dyB8djIe64JszwsuzCZt6A+yybpP1kbSv/OCbNLeVUE2WRut1udQkE36LBmLJDsYZJNxS+Z60oZkLJI2tNJqf0j261b3gqpsn0reL1mfyZpL2pvMtWSfSvbg5ExcHWRHgmxiOMgmd4OptCGzRatDKZn0ySRaEWSTxZRMjKS9STY5GJMJl7xbMsZJ/64NssnCWxRkq7I2J3NtQZBNNsLkgF4UZJNxTiTtTeZ7ctiNBtmVQXYsyG4XZJO1MR5kW2n1YSqZD8kFIZk7yV6ZuD3IJhewVkWUZF0kY1yVjUer7PZBNpkTrcY5aUNyN0j2tESrD3XJ/rcN17JvcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHTWnF6DM40aMBBkJ4Ps3CA71agN/UF2XZBN2tsXZKeDbDJuyXOTfhhs9NyqbOySbLKOkjYn45G0YW2jNiTrczzIJj+1GwqyyRxO+ixpQ7L3tMom/ZvsU8lzW/1ktlV7kz241X6dPDfphyQ7EmSrsj6eCJ/dQnIerQ6yreZ7cg60Ou9baTXfZ5VkUJYH2XlBNum8BUE2OUSTxZ+0N5nIo0F2rNFzkz5LNqs1QXY4yKYfKlt9OGh18Lf6cNvqQEg2zfsG2RVB9pYgm3yISN5tWZBNxqLVB9ZWh3OyLpJ3SyR7WrL3JHMnWZvJxS5pb6viV7qXJG1uJSm4JHeDZA4n8zKRrLlkj2hV0Er6N3nuNryU+yY3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZ/XNzMzM9BIc7Ovr+aGDQQOmg+y6IDscZCeDbPJTgeTdkuycRs9N9DRp/sdUo+cm/ZC0oapqbpBN5mXvqyjLJv2WPHcoyK4OskmfJW1otT6T/k3ebSTIJnM4aUN/kE3mTrKvJs9N3i3ZIwaCbKv9L8kmcycZiySb9Fl6FrUa52TskrtMqzmcSPo4mWtJ/yb7yUSjNiSSPlvd23X5HtE3N5hxyYU4OciTi1KSTSZnqwNsrFEb5gfZO4LsdkE2WXjJlE8Oj1SyASTtaDV/kjmcHDTjQTbZ3JI9Inluqw/YyQeDpA2t5nvS3mTuJH22Msgm8yHZ25O9J9mDk3016d9We2VyCWy1LlpeZ5I2J+totFEbkrmW7NergmyrdT8bPggn98pg75m5fcuN8E1uAAAAAAA6S5EbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzprTa7A/eOjE3WjItrYuyCbvtjbIDgXZpM/6gux0kJ0KskmfJdnkpy5Je3ue6P8jGY+5QTYZj2SuDQTZpN/WBNmkH5I2zDR6brJHDAfZZL4nbUjWfdJnydpI2pvMyaS9yRpKTAbZZCwSSZ+1+gl1q3Wc7GdVWV8kay6ZP8m8TM6M5N2SNZdI9rRW+2oyh1vtU636t7lk0re6pLTaCBPJxEgWXiLZ3JJsq0XaapNvdUmpytqcHOZJO1rN92QTGgyyY0E26YfRIJvM92TvGQ+yrfa/ZA9OJPNhVZDdLsgmF5pWe1oyJ1cH2eTi0Wp/WBxkW50vyV5SlfXxSJBNimXJedTqw2LS3mQtJ2su6YdkLJL5k7QhOTO24Tnrm9wAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdNafXYH+jBiRV9pkgOxFkh4Nszx1WVVNBNunfgSC7Ksgm5gXZVuPWF2Sng2xVNi+TcU76Iskm7U36LRmPpA2DjZ6bjEUimT+t2pDsEa3mZCJ5btK/yfxttUe0akNibZBN5kNyxiV9ljw3lexTre4yk0E26Yskm/RDkl0XZFudReON2jA3yM4qC4PsWJBNDudkAJOFlzx3ZZBNNqykvcmHiORgbHWQt7pUJR9Okg0obUerQ6zVZSl5tySbbG7J2CX7SdK/rQ6PZI9I5s5QkE0uCMm4bR9kk35IJPvfnUE26d8km6yh5UE2GYs1QTZp74Igm8zJqqrRIJtc2FrdI1YE2WTNJXNiNuwnq4Nsq7MzGbf0brAFvskNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWXN6Dc4ED+27Gw3Z1m2YG2Sng+xUo+cmJoPsYJDtD7Krgmzyk5SkvYmkz6qyNifPHgiyyRxOxi6Zwz1vEFW1LsgOBdlkLJI2tOqzZP9Lskk/jATZRLIHJ32WvFurOZm8WzJ3knMgaUOSTfp3PMi2WsdV2fsl1jZ6bvJ+ydpoteaSOZycW2NBdl6QTfbK2XBPay7Z3BYF2TuCbDI5W11+kmzS3uRi1+oASyQTOZk7ST8kz00PhDVBdmGQbbWxrAyyyYUt2WCTPl4dZBNJ/yZ7RLKWk4MmeW6y5pJ1n/RZcmFLDv0km0jGeCLILgiyyRoaDbJJe5N+SPbVpA3pGCdzOMm2+rA4P8i2KlwmY5fsJ8n8ST70JPtf8gFwRZBN3m0rfJMbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzlLkBgAAAACgs+a0eOhgkB0LstONskknJD8VSNqQmAiyybsl7R0IsnMbtWE8yPYH2aqqviDb6v2mguy6INtk0VfVTKPnJu+WtCHJJmORzIfk3ZI52WqfStqQ9G/y3GQskrne6t2SvWdto+cOBdlW6zgZt6psXk4G2aTfkmyrvSeZl8ndazb0b6s+S9rb2W96JJfnZGOZF2RbXcqXB9lk0ieTczjI3hFkk/Ymkz65ECfvlmSThZceNMkhtirIJvO91cUq+VCXXDCTdT8/yCaSd0skl+dW+19yOCfZpL3JxWpxkE3WULJfJ/2bFBqS+TASZJNzNhmLZK9M+ixpb/LcqqyPE62KEsnZlfTb6rQhPUruJ8l+kjw3mRPJPpW0dxvOh87e7wEAAAAAQJEbAAAAAIDOUuQGAAAAAKCzFLkBAAAAAOgsRW4AAAAAADpLkRsAAAAAgM5S5AYAAAAAoLMUuQEAAAAA6CxFbgAAAAAAOkuRGwAAAACAzuqbmZmZubcbAQAAAAAAd4dvcgMAAAAA0FmK3AAAAAAAdJYiNwAAAAAAnaXIDQAAAABAZylyAwAAAADQWYrcAAAAAAB0liI3AAAAAACdpcgNAAAAAEBnKXIDAAAAANBZitwAAAAAAHSWIjcAAAAAAJ2lyA0AAAAAQGcpcgMAAAAA0FmK3AAAAAAAdJYiNzCr9PX11QknnHBvN2Ob6evrq7e97W33yJ910UUX1XbbbVerVq2Kf+/f/u3f1v3vf/9au3Ztg5b17sc//nH19fXVeeedd6+2AwAAAOgORW7gHvGjH/2ojjvuuNpjjz1qaGioFixYUAcccECdddZZNTY2dm837141NjZWL33pS2u//farhQsX1ujoaD3sYQ+rs846q9atW9fTM6ampuqUU06pE088sUZHR+M2HHPMMTUxMVF/93d/F//erXnb295WfX19G/53n/vcp3baaac67LDD6pvf/OY2//MAoOsOOuigOuigg+7tZmzSjnvrh9Gz4Yfghx56aB177LEb/v+//uu/Vl9fX/3rv/7rvdamln7b34/ZYf3nhJauvfbamjNnTl199dXb/NnXXXddPelJT6qFCxdWX19ffepTn9rmf8a2cE9+8eq30emnn1577LFH9ff31+///u9XVdXuu+9exxxzzL3aLjalyA00d+mll9ZDHvKQuuiii+ppT3tafeADH6hTTz217n//+9fJJ59cr3nNa+7tJt6rxsbG6pprrqlDDz20Tj311DrjjDPqYQ97WL32ta+to48+uqdnXHLJJfXDH/6wXv7yl9+tNgwNDdXRRx9d73vf+2pmZuZuPWNrzjnnnLrgggvqvPPOqxNOOKGuvvrqeuxjH1v//u//3uTPA4Dzzjuv+vr66jvf+c6GX/v1H74ODAzU7rvvXq9+9atr2bJlm33O9PR0nX/++fXEJz6xdthhhxoYGKilS5fWk570pPrgBz+4xX8T6pZbbqk5c+bUUUcddZeZlStX1vDwcD372c++2+/62+CjH/1onXnmmfd2Mzbx9a9/vb74xS/Wn/3Zn92r7VhfeF7/v/7+/lq6dGkdfvjh9R//8R/3attmo0suuaSe9rSn1Y477lhz586t7bbbrh772MfWe9/73lqxYsW93bzfWrvvvvtG83RoaKge+MAH1sknn1x33HHHPd6effbZp5761KfWW9/61m3+7KOPPrp+8IMf1Dvf+c664IIL6hGPeMQ2/zN+11x55ZV12GGH1X3ve98aHR2thz70oXX22WfX1NTURrlVq1bVSSedVLvssksNDg7W3nvvXeecc85Wn3/sscdWX19fHXbYYT2154tf/GK98Y1vrAMOOKDOPffcete73rXZ3LXXXltve9vb6sc//nFPz6WNOfd2A4DfbjfccEMdeeSRtdtuu9Vll11WO+2004Z/9qpXvaquv/76uvTSS+/FFt77tttuu02+0fyKV7yiFi5cWH/9139d73vf++q+973vFp9x7rnn1gEHHFD3u9/97nY7jjjiiHrPe95TX/nKV+rxj3/83X7OXTn88MNrhx122PD/n/nMZ9Z+++1XF1988YafiAPAPeWcc86p0dHRWr16dX35y1+uD3zgA/Xd7363Lr/88o1yY2Nj9axnPau+8IUv1KMf/eh6wxveUDvuuGPdcccd9dWvfrWOP/74+ta3vlUf/vCHN/vnLF26tJ74xCfWpz/96VqzZk3Nmzdvk8wnPvGJGh8f31AI/+IXv7jtX3gb2G233WpsbKwGBgaaPP+jH/1oXX311XXSSSfdo3/u1px++un1hCc8ofbaa68Nv/bYxz62xsbGau7cufd4e1796lfXH/7hH9a6devq+9//fv3t3/5t/eu//mtdffXVW70z/i6Ynp6ul770pXXeeefVQx7ykDr++ONr1113rZUrV9Y3vvGN+l//63/VZz/72fryl798bzf1t9bv//7v1+tf//qqqhofH68rr7yyzjzzzPrqV79a3/72t+/x9rziFa+oQw89tH70ox/VnnvuuU2eOTY2Vt/4xjfqL/7iL36r/rrNe9OVV15Zj370o+uBD3xg/dmf/VnNmzevPve5z9VrXvOa+tGPflRnnXVWVf3y32I+5JBD6jvf+U696lWvqgc+8IH1hS98oY4//vi68847681vfvNmn/+d73ynzjvvvBoaGuq5TZdddlnd5z73qQ9/+MMb7fc//OEP6z73+X/fG7722mvr7W9/ex100EG1++67370O4Dfmm9xAU+95z3tq1apV9eEPf3ijAvd6e+2112a/yf2pT32q9ttvvxocHKx99923Pv/5z2/0z3/yk5/U8ccfXw9+8INreHi4tt9++3ruc5+7yU9O13+D6+tf/3q97nWvqyVLltTIyEg961nPqltvvXWj7O67716HHXZYXX755fXIRz6yhoaGao899qjzzz9/k/YtW7asTjrppNp1111rcHCw9tprrzrttNNqenr6bvTS5q0/HO/qW2XrjY+P1+c///k6+OCDN/lnY2Nj9epXv7p22GGHmj9/fj396U+vm2++ebP/ytr+++9f2223XX3605/eRm+wZes/hM2Zs+Wft97Vv7J9zDHHbHKBmJ6erjPPPLP23XffGhoaqh133LGOO+64uvPOO7dVswH4LXH44YfXUUcdVccdd1xddNFF9ad/+qf19a9/fZMCzGtf+9r6whe+UGeeeWZ9/etfrze96U314he/uF7/+tfXZz7zmfqP//iP2n///bf4Z73gBS+oVatW1Wc+85nN/vOPfvSjtXDhwnrqU59aVVVz5869V4qnW7P+W5n9/f2/E39u1S+/iX/ppZfWEUccsdGv3+c+96mhoaGNihz3lAMPPLCOOuqoevGLX1zvf//76/3vf3/dfvvtm72zzhaTk5M1MTFxj/xZ73nPe+q8886r1772tfW9732vTjnllHrJS15Sr3nNa+of//Ef67//+7/rSU960hafMT09XePj4/dIe38b3e9+96ujjjqqjjrqqHrZy15W55xzTp100kn1b//2b3Xdddfd4+05+OCDa/HixfX3f//32+yZ6z9LLlq0aJs983fd+r8682tf+1q99rWvreOOO64+9alP1WMf+9iN/rqqT3ziE3XFFVfUOeecU+973/vqla98ZX3qU5+q5zznOfWOd7yjbrnllk2ePTMzU69+9avrRS96Ue244449t+mWW26p4eHhTc7kwcHBe+0Hr9w1RW6gqUsuuaT22GOPevSjH93z77n88svr+OOPryOPPLLe85731Pj4eD3nOc+p22+/fUPm3/7t3+qKK66oI488ss4+++x6xSteUV/+8pfroIMOqjVr1mzyzBNPPHHDJfeVr3xlXXLJJZv9ifv1119fhx9+eD3xiU+s9773vbV48eI65phj6pprrtmQWbNmTf3Jn/xJ/cM//EO96EUvqrPPPrsOOOCA+vM///N63eteF/bQ/zMxMVG33XZb3XTTTfXJT36yzjjjjNptt902+tbQ5lx55ZU1MTFRD3/4wzf5Z8ccc0x94AMfqEMPPbROO+20Gh4e3vABenMe/vCH19e//vW7/Q5bcscdd9Rtt91Wt9xyS1111VV17LHH1tDQ0CYfGn8Txx13XJ188skb/r73F7/4xXXhhRfWIYcc0vPfbw7A76YDDzywqn753xFZ76abbqoPfehD9eQnP/ku/3q1Bz7wgXX88cdv8dnPetazamRkpD760Y9u8s9uueWW+vKXv1yHH354DQ4OVtXmf8D7gQ98oPbdd9+aN29eLV68uB7xiEds9LzN/fC3avN/5+25555bj3/842vp0qU1ODhY++yzT0//mvev/93Yv/7XZ/zq/361LZ/+9KfrqU99au288841ODhYe+65Z73jHe/Y6F8/P+igg+rSSy+tn/zkJ5s8467+Tu7LLrusDjzwwBoZGalFixbVM57xjE3+2o7173/99dfXMcccU4sWLaqFCxfWi1/84s3eGX/dpZdeWpOTk5t8mWA2/Z3Vm5u7VVU333xzveQlL6kdd9xxwxdHPvKRj2zy+3/605/WM5/5zBoZGamlS5fWa1/72t/oP0a+frzOOOOMOvPMM2vPPfeswcHBuvbaa+/2M3u1Zs2aOu2002rfffet008/fbN/3/NOO+20yV8909fXVyeccEJdeOGFte+++9bg4OCGL9n02o9r166tU045pfbaa68aHBysXXfdtd74xjdu0pfr/6ytfaknMT09XW9729tq5513rnnz5tXjHve4uvbaa2fV3xvcyxdctvT372/uSzq9js3AwEAddNBBPX+Z56qrrqqnPOUptWDBghodHa0nPOEJG/2bt29729tqt912q6qqk08+eZM979et3y8uuuiieuc731m77LJLDQ0N1ROe8IS6/vrrN8lffPHFtf/++9fw8HDtsMMOddRRR9XNN9+8UeaYY46p0dHRuvnmm+uZz3xmjY6O1pIlS+oNb3jDJn+1x+b00ndJu6+77rp6znOeU/e9731raGiodtlllzryyCNr+fLlW23LeitWrKihoaFNfnCw00471fDw8Ib//3//7/+tqqojjzxyo9yRRx5Z4+Pjmx3nCy64oK6++up65zvf2XN7+vr66txzz63Vq1dvOJfWz81fXVvnnXdePfe5z62qqsc97nEbsuvPh+985zt1yCGH1A477FDDw8P1gAc8oF7ykpf03A56568rAZpZsWJF3XzzzfWMZzwj+n3/8R//Uddee+2Gf5XscY97XD3sYQ+r//N//s+GwvRTn/rUOvzwwzf6fU972tPqj//4j+uf/umf6oUvfOFG/2z77bevL37xixsuutPT03X22WfX8uXLa+HChRtyP/zhD+trX/vahg8LRxxxRO2666517rnn1hlnnFFVVe973/vqRz/6UV111VX1wAc+sKp+WVzdeeed6/TTT6/Xv/71teuuu0bvXPXLn0g/73nP2/D/H/GIR9RHPvKRrX7T+T//8z+rquoBD3jARr/+3e9+ty666KI66aST6v3vf39VVR1//PH14he/uL73ve9t9ll77LFHXXDBBXHbe/HgBz94o/+/aNGi+tSnPlX77rvvNnn+5ZdfXh/60IfqwgsvrOc///kbfv1xj3tcPfnJT66LL754o18HgF+1/t8GW7x48YZf+9znPldTU1Nb/Pu0ezEyMlLPeMYz6uMf/3jdcccdtd122234Zx/72MdqamqqXvCCF9zl7//f//t/16tf/eo6/PDD6zWveU2Nj4/X97///frWt751t862c845p/bdd996+tOfXnPmzKlLLrmkjj/++Jqenq5XvepVPT9n77333uTesGzZsnrd615XS5cu3fBr5513Xo2OjtbrXve6Gh0drcsuu6ze+ta31ooVK+r000+vqqq/+Iu/qOXLl9dPf/rTDfeWLf3HtL/0pS/VU57ylNpjjz3qbW97W42NjdUHPvCBOuCAA+q73/3uJgWnI444oh7wgAfUqaeeWt/97nfrQx/6UC1durROO+20Lb7jFVdcUdtvv/2Ggta29pa3vKXuf//7b/QftUxtbu7+4he/qD/6oz/aUFBdsmRJfe5zn6uXvvSltWLFig1/JczY2Fg94QlPqBtvvLFe/epX184771wXXHBBXXbZZb/Ja1XVL3+YMj4+Xi9/+ctrcHBwo3mfuOGGG+qEE06o888/v7bffvstZi+//PJatmxZveENb4i/+X/ZZZfVRRddVCeccELtsMMOtfvuu/fcj9PT0/X0pz+9Lr/88nr5y19ee++9d/3gBz+o97///fVf//Vfm/wHCS+//PL6xCc+Uccff3zNnz+/zj777HrOc55TN95441bfcXP+/M//vN7znvfU0572tDrkkEPqe9/7Xh1yyCHb5NvoV155ZZ166qn1D//wDz3/NQ/r1q2r2267rap++W+dXnXVVfW+972vHvvYx27ymeXu6nVs1tt///3r05/+dK1YsaIWLFhwl8+95ppr6sADD6wFCxbUG9/4xhoYGKi/+7u/q4MOOqi++tWv1qMe9ah69rOfXYsWLarXvva19bznPa8OPfTQLe5X67373e+u+9znPvWGN7yhli9fXu95z3vqBS94QX3rW9/akDnvvPPqxS9+cf3hH/5hnXrqqfWLX/yizjrrrPr6179eV1111UYF4PV/bcejHvWoOuOMM+pLX/pSvfe9760999yzXvnKV26zvttauycmJuqQQw6ptWvX1oknnlj3ve996+abb65//ud/rmXLlm30eXtLDjrooPrYxz5Wxx13XL3uda/b8NeVfOITn9hwVlT98gdK/f39m3y7ev1fB3bllVdutKeuXLmy/uzP/qze/OY3R3+l0wUXXFAf/OAH69vf/nZ96EMfqqra7Jf3HvvYx9arX/3qOvvss+vNb35z7b333lX1yzPylltuqSc96Um1ZMmSetOb3lSLFi2qH//4x/WJT3yi53YQmAFo5Kabbpqpqpmjjjqq599T9f+zd+fRftWFuf8/e/gOZz6ZmRMIyqBQWvWqBUVFQQW5WKxzRVGrHRxXnWp/Iq22Uq5Wq0XErmJFQUXLVamAUGmtWm9bqDihIiTMCZnOyRm+09778/vDm1wOCcnz0Jw2u32/1nKtNjzs7LP3Z3jyOV9OQnzuc5+7y6+Pj4/Ht7zlLbv9d/r9fty8eXPctGlTnJycjG9+85t3/rNLL700hhDiF77whQX/zt/8zd/EEEK85ZZbdv7a6tWr47HHHrvL9Y8//vj4/Oc/f8H//+xnPztu2rRpwf9uuOGGGEKIn/nMZxZ8Peedd570tW/YsCFef/318corr4yvf/3r45Of/OT4T//0T3v99y644IIYQoj33HPPgl9///vfH0MI8Wc/+9mCX7/pppse9r7e8Y53xBBCnJubk+5Zcd5558UQQvzSl74Ur7/++vj1r389XnrppfF//I//EUdGRuK3v/3tndl169bFEEK89NJLd/7aySefHE8++eRdrnvOOefE1atX7/z/3/jGN8aJiYn4wAMP7PJuRkdH42te85p99jUBAOphRw/4l3/5l52/tmNf+ulPfxo3bdoU169fH//qr/4qDg0NxRUrVizYA9/ylrfEEEL83ve+t+C6vV5vwT6zefPmvd7L3/7t38YQQvzEJz6x4Nef9KQnxYMPPjiWZbnz1x669/3P//k/42Me85g9Xv+h++JDv94Hm5+f3yV32mmnxSOOOGLBrz30Pna3Tz9YVVXxjDPOiKOjo/FHP/rRHn+/173udXF4eDh2u92dv3b66afv9mvY3e97wgknxJUrV8YtW7bs/LVbbrklpmkaX/GKV+z8tR1f/7nnnrvgms9//vPjsmXLdvt1PNhJJ50UH/e4x+3y6zfeeGMMIcQbb7xxr9fYkze84Q0xSZKHfaa7+z3/6q/+Km7atCned9998dprr41HHnlkTJIk/vM///PO7Ktf/ep44IEH7jI2X/ziF8eJiYmd7+TDH/7wLl15bm4uHnnkkY/469vxvsbHx+MDDzxg//sP9eMf/ziuXLky/sqv/Erctm3bHrMf+chHYggh/u///b8X/HpRFLv0w6qqdv7zEEJM03TBuI1Rf46XXXZZTNM0/uM//uOC3MUXXxxDCAv6bgghNpvN+POf/3znr91yyy0xhBA/+tGP7v2BPMSGDRtinufxrLPOWvDr733ve2MIIZ5zzjn2NR/sm9/8ZhweHo7PfvazY6/X22t+9erVMYSwy/9OPPHEXZ7jQ9enPa0xD/3zi/pudrj88stjCCH+n//zf/Z4/2eddVZsNpvx9ttv3/lr9913XxwbG4tPfepTd7nXCy+8cI/Xi/H/zd1jjjlmwTPcMV5/8IMfxBh/8efalStXxsc+9rGx0+nszF199dUxhBDf85737Py1c845J4YQ4h/+4R8u+L1++Zd/eZc165E+O/W+/+3f/i2GEOKVV16512exJ0VRxN/93d+NjUZj57jJsix+/OMfX5D74Ac/GEMIu8y3d77znTGEEM8444wFv/57v/d78fDDD9+536xevTqefvrp0j2dc845cWRkZJdfX7169YK5deWVV+52zbzqqqt26SFYPPy4EgCLZsd3yGdmZqx/77DDDtvl15YsWbLg5yp3Op3wnve8Z+fPxF6+fHlYsWJFmJqa2u1/EvXQa+74pMtDf1az8nvfdttt4dprrw0rVqxY8L8d/xnr7n4GmGLVqlXhmc98ZnjBC14QPv7xj4czzjgjPOtZzwobNmyQ/v0Y44L//8477wxpmu7yaYk9/fiTHdfY3X/aucPs7GzYsGHDzv899GebP5ynPvWp4ZnPfGZ41rOeFV75yleGv/u7vwtjY2PhDW94g/Tv781tt90Wpqenw8qVK3d5N7Ozs4/4vQAA/ms66qijwooVK8KaNWvCueeeG4488shwzTXXLPiLIbdv3x5C2PUTxV/72tcW7DPKp3x3fJLrwT9iZN26deG73/1ueMlLXrLHn+08OTkZ7rnnnvAv//Iv7pe5Ww/+z76np6fD5s2bw8knnxzuuOMO6z8tf6g/+qM/CldffXX41Kc+FY499tjd/n4zMzNh8+bN4SlPeUqYn5/f+V+kOe6///7wve99L7zyla9c8Ong448/PjzrWc8KX/va13b5d17/+tcv+P+f8pSnhC1btux8xw9ny5YtCz4h7ep2u3v835/+6Z+Gc845J7z61a/e7Y+z2Z1zzz03rFixIhx00EHh2c9+dpieng6XXXZZeMITnhBC+EWf+9KXvhSe97znhRhj2Lx5887/nXbaaWF6ejrcfPPNIYRfjOUDDzxwwX8hOTw8HH7zN3/zEX/NO5x99tlhxYoVe80VRbHHZ3T44YeHq6++Otxxxx3htNNO2+M7e7g5+4Mf/GCXfvjgH4UYQggnn3zygnHrPMcrr7wyHHPMMeHoo49ekNvxl7nfeOONC36vZz7zmQv+AsTjjz8+jI+PhzvuuGOvz+uh/u7v/i4URbHLj01SO/ZgMNjj83/CE54QrrzyynDjjTeGF7zgBdKPAHziE58Yrr/++nD99deHq6++Orz//e8PP/rRj8KZZ54ZOp2O/TU+lPNudtgxj3d8wnx3yrIMX//618NZZ50VjjjiiJ2/fuCBB4aXvvSl4Vvf+tZe14w9edWrXrXg08c7/uvhHe/9X//1X8MDDzwQfvu3f3vBp+ZPP/30cPTRR4e//du/3eWau1vb9jSOHsmz29t97/ik9nXXXSf9GKiHk2VZWLt2bTjttNPCX//1X4fPf/7z4XnPe154wxvesOC/hnjpS18aJiYmwrnnnhuuv/76sH79+nDJJZeEiy66KIQQFoyxn/3sZ+EjH/lIuPDCC3f+SLD/SDs+eX/11Vfz4zP/A/DjSgAsmvHx8XDQQQeFH/7wh9a/93D/aeGDD3Hf8IY3hEsvvTS8+c1vDk9+8pPDxMRESJIkvPjFL97tX/6oXFPNVVUVnvWsZ4W3v/3tu80++tGP3u2vu17wgheEd7/73eHLX/5yeN3rXvewuR3/SeO2bdvCIYcc8u/6Pbdt2xaGh4cX/GH0of7X//pf4fzzz9/5/69evXqXv/BTMTo6Gp74xCeGL3/5y2Fubi6MjIzsNpckyS7vKYSwy8+aq6oqrFy5Mnz2s5/d7XWUP2QBAP77+NKXvhTGx8fDpk2bwp//+Z+HdevW7bL/jY2NhRB+8Q3eBzvxxBPD9ddfH0II4cILL5T+Pos8z8OLXvSicNFFF4V77703HHzwwTsPNff0o0pCCOEd73hHuOGGG8L/+B//Ixx55JHh1FNPDS996UvDiSeeKH+9D/btb387nHfeeeGf/umfdjmQeOiPclNde+214fzzzw/vete7wtlnn73gn/3oRz8Kf/AHfxC+8Y1v7HJA9EgO1e+8884Qwq4/Ci2EX/zn4dddd90u3WJPH3jY048uCGHXvqianZ3dOYYUr3jFK8IznvGMvf7n9O95z3vCU57ylDA7Oxuuuuqq8LnPfW7BN0k2bdoUpqamwiWXXBIuueSS3V5jxzf/77zzznDkkUfu8gGH3T1bl/pjKd75zneGD37wg1L2n//5n8Pv//7vh4997GO7/ecPN2ePPPLInXP205/+9G5/PN9D79d5jrfddlu49dZbH7ZvPvTDFsoHa1Q75sNDP8iydOlS6Rs0L3nJS8KXvvQl6ff66le/Gj7ykY+E3/u939tjbvny5Qt+jv3pp58ejjrqqPCCF7wg/OVf/uW/+0MuzrvZQfkwz6ZNm8L8/PzDri1VVYW77777Ef+4xb198GpPa9vRRx8dvvWtby34tXa7vcuY29s4eiTPbm/3ffjhh4e3vvWt4UMf+lD47Gc/G57ylKeEM888M7z85S+39pMPfOAD4SMf+Ui47bbbdn6j6oUvfGF4+tOfHn7nd34nnHHGGSHP83DAAQeEr3zlK+E3fuM3dv4lsuPj4+GjH/1oOOeccxZ8k+tNb3pT+NVf/dVd9qX/KCeffHI4++yzw/nnnx/+7M/+LDztaU8LZ511VnjpS1/6n3Lo/l8dh9wAFtUZZ5wRLrnkkvBP//RP4clPfvI+u+4Xv/jFcM455ywoxN1uN0xNTe2z3+PhrF27NszOzu7yFxDtazu+A723P/wdffTRIYRffBrsuOOO2/nrq1evDlVVhXXr1u382eEhhN3+5SY7rFu3bufPEHs4r3jFK8JJJ5208//f04H43hRFEUL4xR9EHu6Qe8mSJbv9NMKOErjD2rVrww033BBOPPHEf9c9AQD+e3jqU58ali9fHkL4xd/rcdxxx4WXvexl4aabbtp5YLhjj/3hD38YfumXfmnnv/vg/4LrM5/5jPx7vvzlLw8f+9jHwhVXXBF+7/d+L1xxxRXh2GOPDSeccMIe/71jjjkm/PSnPw1XX311uPbaa8OXvvSlcNFFF4X3vOc9O7/x/HAHNw/9pvDtt98eTjnllHD00UeHD33oQ+HQQw8NzWYzfO1rXwt/9md/ttsPC+zNunXrwste9rLwrGc9K7zvfe9b8M+mpqbCySefHMbHx8Mf/uEfhrVr14Z2ux1uvvnm8I53vOMR/X6PhPqBh4datmzZIzp4DOEXB1CXXnrpXnPXXXdd+NznPhd+7dd+Tfqm/HHHHbdz/J111llhfn4+vPa1rw0nnXRSOPTQQ3c+05e//OXhnHPO2e01jj/+eOMreWTUPvbiF784PPaxj91jptvthne9612hKIo9/hz6B8/ZB/+9QKOjozuf2UMPCh/ufp3nWFVVOO6448KHPvSh3eYe+vf1PNLxuBh+93d/N5xxxhl7zGzdujX8/u//fliyZEk488wzH9Hvc8opp4QQQvjmN7/5sIfc6jr2SMb4jnm8Y93/z7Cv37v7c+dDeGTPTrnvD37wg+GVr3xl+PKXvxy+/vWvhze+8Y3hT/7kT8J3v/td+YNYF110UXjGM56xy3+JceaZZ4a3vvWtYf369Tu/mfPUpz413HHHHeEHP/hBmJubC7/0S78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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/nonlens_894.fits\n", "\n", "=== Inspecting FITS File: nonlens_894.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/nonlens_894.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/nonlens_43105425654023039.fits\n", "\n", "=== Inspecting FITS File: nonlens_43105425654023039.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/nonlens_43105425654023039.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/39899653474376568.fits\n", "\n", "=== Inspecting FITS File: 39899653474376568.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/39899653474376568.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (101, 101, 3) float32 \n", "\n", "Data Shape: (3, 101, 101)\n", "Data Type: >f4\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -32 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 101 NAXIS2 = 101 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 101, Width: 101, Channels: 3)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/FP_612.fits\n", "\n", "=== Inspecting FITS File: FP_612.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/FP_612.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# List FITS files in each directory\n", "nonlenses_files = list_fits_files(train_nonlenses_dir)\n", "mocklenses_files = list_fits_files(train_mocklenses_dir)\n", "\n", "print(f\"Found {len(nonlenses_files)} nonlenses FITS files.\")\n", "print(f\"Found {len(mocklenses_files)} mocklenses FITS files.\")\n", "\n", "# Function to inspect a few samples\n", "def inspect_samples(directory, files, num_samples=3, label=''):\n", " \"\"\"\n", " Inspect a few samples from a list of FITS files.\n", " \n", " Args:\n", " directory (str): Directory containing the FITS files.\n", " files (list): List of FITS filenames.\n", " num_samples (int): Number of samples to inspect.\n", " label (str): Label for the samples (e.g., 'Nonlenses', 'Mocklenses').\n", " \"\"\"\n", " print(f\"\\n--- Inspecting {label} Samples ---\")\n", " for i in range(min(num_samples, len(files))):\n", " file_path = os.path.join(directory, files[i])\n", " print(f\"\\nInspecting file {i+1}: {files[i]}\")\n", " inspect_fits_file(file_path)\n", "\n", "# Inspect samples from nonlenses\n", "inspect_samples(train_nonlenses_dir, nonlenses_files, num_samples=3, label='Nonlenses')\n", "\n", "# Inspect samples from mocklenses\n", "inspect_samples(train_mocklenses_dir, mocklenses_files, num_samples=3, label='Mocklenses')\n", "\n", "# List of directories for lenses and non-lenses\n", "directories = [L1, L2, L3, L4, N1, N2, N3, N4, N5]\n", "\n", "# Display one FITS image per directory\n", "for directory in directories:\n", " fits_files = list_fits_files(directory)\n", " if fits_files:\n", " first_fits_file = os.path.join(directory, fits_files[0])\n", " print(f\"Displaying FITS image from: {first_fits_file}\")\n", " inspect_fits_file(first_fits_file)\n", " else:\n", " print(f\"No FITS files found in directory: {directory}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Common test sample: combined datasets a - " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/\n", "Test dataset a:\n", " Total files: 3181\n", " Lens files: 181\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Test dataset b:\n", " Total files: 3181\n", " Lens files: 181\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Test dataset c:\n", " Total files: 3181\n", " Lens files: 181\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Test dataset d:\n", " Total files: 3181\n", " Lens files: 181\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/\n", "Test dataset e:\n", " Total files: 911\n", " Lens files: 181\n", " Non-lens files: 730\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/\n", "Test dataset f:\n", " Total files: 12911\n", " Lens files: 181\n", " Non-lens files: 12730\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Test dataset g:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Test dataset h:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Test dataset i:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Test dataset j:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Test dataset k:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/\n", "Test dataset l:\n", " Total files: 18911\n", " Lens files: 6181\n", " Non-lens files: 12730\n", "\n" ] } ], "source": [ "import os\n", "import numpy as np\n", "\n", "def load_files_and_labels(directory, label):\n", " \"\"\"Load all FITS files from a directory and assign them a label.\"\"\"\n", " if not os.path.isdir(directory):\n", " raise ValueError(f\"Provided path is not a directory: {directory}\")\n", "\n", " # Only include actual files with `.fits` extension\n", " files = [os.path.join(directory, f) for f in os.listdir(directory) if os.path.isfile(os.path.join(directory, f)) and f.endswith('.fits')]\n", "\n", " if len(files) == 0:\n", " raise ValueError(f\"No FITS files found in directory: {directory}\")\n", "\n", " labels = [label] * len(files)\n", " return files, labels\n", "\n", "def combine_datasets(lens_dirs, nonlens_dirs):\n", " \"\"\"Combine files from lens and non-lens directories.\"\"\"\n", " lens_files = []\n", " lens_labels = []\n", " nonlens_files = []\n", " nonlens_labels = []\n", " \n", " # Load files from lens directories\n", " for lens_dir in lens_dirs:\n", " print(f\"Checking lens directory: {lens_dir}\")\n", " if os.path.isdir(lens_dir):\n", " files, labels = load_files_and_labels(lens_dir, label=1)\n", " if len(files) > 0:\n", " lens_files.extend(files)\n", " lens_labels.extend(labels)\n", " else:\n", " print(f\"Warning: {lens_dir} is not a valid directory.\")\n", "\n", " # Load files from non-lens directories\n", " for nonlens_dir in nonlens_dirs:\n", " print(f\"Checking non-lens directory: {nonlens_dir}\")\n", " if os.path.isdir(nonlens_dir):\n", " files, labels = load_files_and_labels(nonlens_dir, label=0)\n", " if len(files) > 0:\n", " nonlens_files.extend(files)\n", " nonlens_labels.extend(labels)\n", " else:\n", " print(f\"Warning: {nonlens_dir} is not a valid directory.\")\n", " \n", " # Combine lens and non-lens data\n", " combined_files = lens_files + nonlens_files\n", " combined_labels = lens_labels + nonlens_labels\n", "\n", " # Check for empty combined datasets\n", " if len(combined_files) == 0:\n", " raise ValueError(\"No FITS files found in the specified directories. Ensure directories contain `.fits` files.\")\n", "\n", " # Shuffle the dataset\n", " combined = list(zip(combined_files, combined_labels))\n", " np.random.shuffle(combined)\n", " combined_files, combined_labels = zip(*combined)\n", "\n", " return list(combined_files), list(combined_labels)\n", "\n", "# Combine lens sets into L_all\n", "L_all = [L1, L2, L3, L4]\n", "N_all = [N1, N2, N3, N4, N5]\n", "\n", "# Define the dataset combinations\n", "datasets = {\n", " \"a\": ([L1, L2], [N1]),\n", " \"b\": ([L1, L2], [N2]),\n", " \"c\": ([L1, L2], [N3]),\n", " \"d\": ([L1, L2], [N4]),\n", " \"e\": ([L1, L2], [N5]),\n", " \"f\": ([L1, L2], N_all), \n", " \"g\": ([L3], [N2]),\n", " \"h\": ([L3], [N3]),\n", " \"i\": ([L3], [N4]),\n", " \"j\": ([L4], [N2]),\n", " \"k\": ([L4], [N4]),\n", " \"l\": (L_all, N_all)\n", "}\n", "\n", "# Combine datasets and store the file paths and labels for evaluation\n", "for key, (lens_dirs, nonlens_dirs) in datasets.items():\n", " try:\n", " combined_files, combined_labels = combine_datasets(lens_dirs, nonlens_dirs)\n", " print(f\"Test dataset {key}:\")\n", " print(f\" Total files: {len(combined_files)}\")\n", " print(f\" Lens files: {sum(combined_labels)}\")\n", " print(f\" Non-lens files: {len(combined_labels) - sum(combined_labels)}\\n\")\n", " except ValueError as ve:\n", " print(f\"Error with dataset {key}: {ve}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 🌌 Mosaics of training sets\n", "**Mapping:** g β†’ B, r β†’ G, i β†’ R for visualization, broader dynamic range across the visible spectrum" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(Mapping bands: g β†’ B, r β†’ G, i β†’ R) (irg β†’ RGB)\n", "Generating mosaic for Training Mock Lenses: 50 images.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(Mapping bands: g β†’ B, r β†’ G, i β†’ R) (irg β†’ RGB)\n", "Generating mosaic for Training Non-Lenses: 50 images.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import Image, display\n", "import os\n", "import random\n", "import matplotlib.pyplot as plt\n", "from astropy.io import fits\n", "\n", "# Set a random seed for reproducibility\n", "random.seed(42)\n", "\n", "# Uniform sampling: take equal numbers from each subset\n", "def uniform_sampling(directories, num_samples):\n", " \"\"\"Uniformly sample an equal number of files from multiple directories, adjusting for underpopulated directories.\"\"\"\n", " all_files = []\n", " remaining_samples = num_samples\n", " directories = directories[:]\n", "\n", " while remaining_samples > 0 and directories:\n", " files_per_directory = max(1, remaining_samples // len(directories)) # Adjust dynamically\n", " updated_directories = []\n", "\n", " for directory in directories:\n", " dir_files = list_fits_files(directory) # Pass directory directly\n", " random.shuffle(dir_files)\n", " sampled_files = dir_files[:files_per_directory]\n", "\n", " all_files.extend(sampled_files)\n", " remaining_samples -= len(sampled_files)\n", "\n", " # If there are remaining files in the directory, keep it in the list\n", " if len(dir_files) > len(sampled_files):\n", " updated_directories.append(directory)\n", "\n", " directories = updated_directories\n", "\n", " random.shuffle(all_files) # Shuffle final list for randomness\n", " return all_files[:num_samples] # Return exactly num_samples\n", "\n", "def generate_mosaic(files, rows=5, cols=10, label=''):\n", " \"\"\"\n", " Generate and display a mosaic of images for visualization with g, r, i bands mapped to RGB.\n", "\n", " Args:\n", " files (list): List of FITS file paths.\n", " rows (int): Number of rows in the mosaic.\n", " cols (int): Number of columns in the mosaic.\n", " label (str): Label for the mosaic.\n", " \"\"\"\n", " import numpy as np\n", "\n", " def normalize_image(image):\n", " \"\"\"Normalize the image to [0, 1] range for display.\"\"\"\n", " if image.max() > image.min(): # Prevent division by zero\n", " return (image - image.min()) / (image.max() - image.min())\n", " return image\n", "\n", " num_images = rows * cols\n", " plt.figure(figsize=(20, 10))\n", " print(f\"(Mapping bands: g β†’ B, r β†’ G, i β†’ R) (irg β†’ RGB)\")\n", " print(f\"Generating mosaic for {label}: {min(len(files), num_images)} images.\")\n", "\n", " for i in range(min(len(files), num_images)):\n", " file_path = files[i]\n", " with fits.open(file_path) as hdul:\n", " data = hdul[0].data\n", " if data is not None:\n", " if len(data.shape) == 3:\n", " # (C, H, W) for g, r, i bands\n", " if data.shape[0] == 3: # Transpose to (H, W, C)\n", " data = data.transpose((1, 2, 0))\n", " \n", " # Map g, r, i to RGB: gβ†’Blue, rβ†’Green, iβ†’Red\n", " rgb_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band β†’ Red\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue\n", " ], axis=-1)\n", " plt.subplot(rows, cols, i + 1)\n", " plt.imshow(rgb_image)\n", " else:\n", " print(f\"Skipping file {file_path} due to unexpected shape: {data.shape}\")\n", " plt.axis('off') # Remove axis for cleaner visualization\n", "\n", " plt.subplots_adjust(wspace=0.05, hspace=0.05)\n", " plt.suptitle(f'Mosaic of {label} (C21)\\n', fontsize=16, y=0.92)\n", " plt.show()\n", "\n", "# Generate mosaics for training using uniform sampling\n", "generate_mosaic(uniform_sampling([train_mocklenses_dir], 50), rows=5, cols=10, label='Training Mock Lenses')\n", "generate_mosaic(uniform_sampling([train_nonlenses_dir], 50), rows=5, cols=10, label='Training Non-Lenses')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ–ΌοΈ ViT, CvT, CaiT, DeiT, Twins, PiT and Mixer in torch image models (timm) @ HuggingFace https://huggingface.co/timm/" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "ViT models:\n", "['convit_base', 'convit_small', 'convit_tiny', 'crossvit_9_240', 'crossvit_9_dagger_240', 'crossvit_15_240', 'crossvit_15_dagger_240', 'crossvit_15_dagger_408', 'crossvit_18_240', 'crossvit_18_dagger_240', 'crossvit_18_dagger_408', 'crossvit_base_240', 'crossvit_small_240', 'crossvit_tiny_240', 'davit_base', 'davit_base_fl', 'davit_giant', 'davit_huge', 'davit_huge_fl', 'davit_large', 'davit_small', 'davit_tiny', 'efficientvit_b0', 'efficientvit_b1', 'efficientvit_b2', 'efficientvit_b3', 'efficientvit_l1', 'efficientvit_l2', 'efficientvit_l3', 'efficientvit_m0', 'efficientvit_m1', 'efficientvit_m2', 'efficientvit_m3', 'efficientvit_m4', 'efficientvit_m5', 'fastvit_ma36', 'fastvit_mci0', 'fastvit_mci1', 'fastvit_mci2', 'fastvit_s12', 'fastvit_sa12', 'fastvit_sa24', 'fastvit_sa36', 'fastvit_t8', 'fastvit_t12', 'flexivit_base', 'flexivit_large', 'flexivit_small', 'gcvit_base', 'gcvit_small', 'gcvit_tiny', 'gcvit_xtiny', 'gcvit_xxtiny', 'levit_128', 'levit_128s', 'levit_192', 'levit_256', 'levit_256d', 'levit_384', 'levit_384_s8', 'levit_512', 'levit_512_s8', 'levit_512d', 'levit_conv_128', 'levit_conv_128s', 'levit_conv_192', 'levit_conv_256', 'levit_conv_256d', 'levit_conv_384', 'levit_conv_384_s8', 'levit_conv_512', 'levit_conv_512_s8', 'levit_conv_512d', 'maxvit_base_tf_224', 'maxvit_base_tf_384', 'maxvit_base_tf_512', 'maxvit_large_tf_224', 'maxvit_large_tf_384', 'maxvit_large_tf_512', 'maxvit_nano_rw_256', 'maxvit_pico_rw_256', 'maxvit_rmlp_base_rw_224', 'maxvit_rmlp_base_rw_384', 'maxvit_rmlp_nano_rw_256', 'maxvit_rmlp_pico_rw_256', 'maxvit_rmlp_small_rw_224', 'maxvit_rmlp_small_rw_256', 'maxvit_rmlp_tiny_rw_256', 'maxvit_small_tf_224', 'maxvit_small_tf_384', 'maxvit_small_tf_512', 'maxvit_tiny_pm_256', 'maxvit_tiny_rw_224', 'maxvit_tiny_rw_256', 'maxvit_tiny_tf_224', 'maxvit_tiny_tf_384', 'maxvit_tiny_tf_512', 'maxvit_xlarge_tf_224', 'maxvit_xlarge_tf_384', 'maxvit_xlarge_tf_512', 'maxxvit_rmlp_nano_rw_256', 'maxxvit_rmlp_small_rw_256', 'maxxvit_rmlp_tiny_rw_256', 'maxxvitv2_nano_rw_256', 'maxxvitv2_rmlp_base_rw_224', 'maxxvitv2_rmlp_base_rw_384', 'maxxvitv2_rmlp_large_rw_224', 'mobilevit_s', 'mobilevit_xs', 'mobilevit_xxs', 'mobilevitv2_050', 'mobilevitv2_075', 'mobilevitv2_100', 'mobilevitv2_125', 'mobilevitv2_150', 'mobilevitv2_175', 'mobilevitv2_200', 'mvitv2_base', 'mvitv2_base_cls', 'mvitv2_huge_cls', 'mvitv2_large', 'mvitv2_large_cls', 'mvitv2_small', 'mvitv2_small_cls', 'mvitv2_tiny', 'nextvit_base', 'nextvit_large', 'nextvit_small', 'repvit_m0_9', 'repvit_m1', 'repvit_m1_0', 'repvit_m1_1', 'repvit_m1_5', 'repvit_m2', 'repvit_m2_3', 'repvit_m3', 'samvit_base_patch16', 'samvit_base_patch16_224', 'samvit_huge_patch16', 'samvit_large_patch16', 'test_vit', 'test_vit2', 'test_vit3', 'tiny_vit_5m_224', 'tiny_vit_11m_224', 'tiny_vit_21m_224', 'tiny_vit_21m_384', 'tiny_vit_21m_512', 'vit_base_mci_224', 'vit_base_patch8_224', 'vit_base_patch14_dinov2', 'vit_base_patch14_reg4_dinov2', 'vit_base_patch16_18x2_224', 'vit_base_patch16_224', 'vit_base_patch16_224_miil', 'vit_base_patch16_384', 'vit_base_patch16_clip_224', 'vit_base_patch16_clip_384', 'vit_base_patch16_clip_quickgelu_224', 'vit_base_patch16_gap_224', 'vit_base_patch16_plus_240', 'vit_base_patch16_reg4_gap_256', 'vit_base_patch16_rope_reg1_gap_256', 'vit_base_patch16_rpn_224', 'vit_base_patch16_siglip_224', 'vit_base_patch16_siglip_256', 'vit_base_patch16_siglip_384', 'vit_base_patch16_siglip_512', 'vit_base_patch16_siglip_gap_224', 'vit_base_patch16_siglip_gap_256', 'vit_base_patch16_siglip_gap_384', 'vit_base_patch16_siglip_gap_512', 'vit_base_patch16_xp_224', 'vit_base_patch32_224', 'vit_base_patch32_384', 'vit_base_patch32_clip_224', 'vit_base_patch32_clip_256', 'vit_base_patch32_clip_384', 'vit_base_patch32_clip_448', 'vit_base_patch32_clip_quickgelu_224', 'vit_base_patch32_plus_256', 'vit_base_r26_s32_224', 'vit_base_r50_s16_224', 'vit_base_r50_s16_384', 'vit_base_resnet26d_224', 'vit_base_resnet50d_224', 'vit_betwixt_patch16_gap_256', 'vit_betwixt_patch16_reg1_gap_256', 'vit_betwixt_patch16_reg4_gap_256', 'vit_betwixt_patch16_reg4_gap_384', 'vit_betwixt_patch16_rope_reg4_gap_256', 'vit_betwixt_patch32_clip_224', 'vit_giant_patch14_224', 'vit_giant_patch14_clip_224', 'vit_giant_patch14_dinov2', 'vit_giant_patch14_reg4_dinov2', 'vit_giant_patch16_gap_224', 'vit_gigantic_patch14_224', 'vit_gigantic_patch14_clip_224', 'vit_huge_patch14_224', 'vit_huge_patch14_clip_224', 'vit_huge_patch14_clip_336', 'vit_huge_patch14_clip_378', 'vit_huge_patch14_clip_quickgelu_224', 'vit_huge_patch14_clip_quickgelu_378', 'vit_huge_patch14_gap_224', 'vit_huge_patch14_xp_224', 'vit_huge_patch16_gap_448', 'vit_intern300m_patch14_448', 'vit_large_patch14_224', 'vit_large_patch14_clip_224', 'vit_large_patch14_clip_336', 'vit_large_patch14_clip_quickgelu_224', 'vit_large_patch14_clip_quickgelu_336', 'vit_large_patch14_dinov2', 'vit_large_patch14_reg4_dinov2', 'vit_large_patch14_xp_224', 'vit_large_patch16_224', 'vit_large_patch16_384', 'vit_large_patch16_siglip_256', 'vit_large_patch16_siglip_384', 'vit_large_patch16_siglip_gap_256', 'vit_large_patch16_siglip_gap_384', 'vit_large_patch32_224', 'vit_large_patch32_384', 'vit_large_r50_s32_224', 'vit_large_r50_s32_384', 'vit_little_patch16_reg1_gap_256', 'vit_little_patch16_reg4_gap_256', 'vit_medium_patch16_clip_224', 'vit_medium_patch16_gap_240', 'vit_medium_patch16_gap_256', 'vit_medium_patch16_gap_384', 'vit_medium_patch16_reg1_gap_256', 'vit_medium_patch16_reg4_gap_256', 'vit_medium_patch16_rope_reg1_gap_256', 'vit_medium_patch32_clip_224', 'vit_mediumd_patch16_reg4_gap_256', 'vit_mediumd_patch16_reg4_gap_384', 'vit_mediumd_patch16_rope_reg1_gap_256', 'vit_pwee_patch16_reg1_gap_256', 'vit_relpos_base_patch16_224', 'vit_relpos_base_patch16_cls_224', 'vit_relpos_base_patch16_clsgap_224', 'vit_relpos_base_patch16_plus_240', 'vit_relpos_base_patch16_rpn_224', 'vit_relpos_base_patch32_plus_rpn_256', 'vit_relpos_medium_patch16_224', 'vit_relpos_medium_patch16_cls_224', 'vit_relpos_medium_patch16_rpn_224', 'vit_relpos_small_patch16_224', 'vit_relpos_small_patch16_rpn_224', 'vit_small_patch8_224', 'vit_small_patch14_dinov2', 'vit_small_patch14_reg4_dinov2', 'vit_small_patch16_18x2_224', 'vit_small_patch16_36x1_224', 'vit_small_patch16_224', 'vit_small_patch16_384', 'vit_small_patch32_224', 'vit_small_patch32_384', 'vit_small_r26_s32_224', 'vit_small_r26_s32_384', 'vit_small_resnet26d_224', 'vit_small_resnet50d_s16_224', 'vit_so150m_patch16_reg4_gap_256', 'vit_so150m_patch16_reg4_map_256', 'vit_so400m_patch14_siglip_224', 'vit_so400m_patch14_siglip_378', 'vit_so400m_patch14_siglip_384', 'vit_so400m_patch14_siglip_gap_224', 'vit_so400m_patch14_siglip_gap_378', 'vit_so400m_patch14_siglip_gap_384', 'vit_so400m_patch14_siglip_gap_448', 'vit_so400m_patch14_siglip_gap_896', 'vit_so400m_patch16_siglip_256', 'vit_so400m_patch16_siglip_gap_256', 'vit_srelpos_medium_patch16_224', 'vit_srelpos_small_patch16_224', 'vit_tiny_patch16_224', 'vit_tiny_patch16_384', 'vit_tiny_r_s16_p8_224', 'vit_tiny_r_s16_p8_384', 'vit_wee_patch16_reg1_gap_256', 'vit_xsmall_patch16_clip_224', 'vitamin_base_224', 'vitamin_large2_224', 'vitamin_large2_256', 'vitamin_large2_336', 'vitamin_large2_384', 'vitamin_large_224', 'vitamin_large_256', 'vitamin_large_336', 'vitamin_large_384', 'vitamin_small_224', 'vitamin_xlarge_256', 'vitamin_xlarge_336', 'vitamin_xlarge_384']\n", "\n", "CvT models:\n", "[]\n", "CaiT models:\n", "['cait_m36_384', 'cait_m48_448', 'cait_s24_224', 'cait_s24_384', 'cait_s36_384', 'cait_xs24_384', 'cait_xxs24_224', 'cait_xxs24_384', 'cait_xxs36_224', 'cait_xxs36_384']\n", "\n", "DeiT models:\n", "['deit3_base_patch16_224', 'deit3_base_patch16_384', 'deit3_huge_patch14_224', 'deit3_large_patch16_224', 'deit3_large_patch16_384', 'deit3_medium_patch16_224', 'deit3_small_patch16_224', 'deit3_small_patch16_384', 'deit_base_distilled_patch16_224', 'deit_base_distilled_patch16_384', 'deit_base_patch16_224', 'deit_base_patch16_384', 'deit_small_distilled_patch16_224', 'deit_small_patch16_224', 'deit_tiny_distilled_patch16_224', 'deit_tiny_patch16_224']\n", "\n", "Swin models:\n", "['hiera_base_abswin_256', 'hiera_small_abswin_256', 'swin_base_patch4_window7_224', 'swin_base_patch4_window12_384', 'swin_large_patch4_window7_224', 'swin_large_patch4_window12_384', 'swin_s3_base_224', 'swin_s3_small_224', 'swin_s3_tiny_224', 'swin_small_patch4_window7_224', 'swin_tiny_patch4_window7_224', 'swinv2_base_window8_256', 'swinv2_base_window12_192', 'swinv2_base_window12to16_192to256', 'swinv2_base_window12to24_192to384', 'swinv2_base_window16_256', 'swinv2_cr_base_224', 'swinv2_cr_base_384', 'swinv2_cr_base_ns_224', 'swinv2_cr_giant_224', 'swinv2_cr_giant_384', 'swinv2_cr_huge_224', 'swinv2_cr_huge_384', 'swinv2_cr_large_224', 'swinv2_cr_large_384', 'swinv2_cr_small_224', 'swinv2_cr_small_384', 'swinv2_cr_small_ns_224', 'swinv2_cr_small_ns_256', 'swinv2_cr_tiny_224', 'swinv2_cr_tiny_384', 'swinv2_cr_tiny_ns_224', 'swinv2_large_window12_192', 'swinv2_large_window12to16_192to256', 'swinv2_large_window12to24_192to384', 'swinv2_small_window8_256', 'swinv2_small_window16_256', 'swinv2_tiny_window8_256', 'swinv2_tiny_window16_256']\n", "\n", "Twins models:\n", "['twins_pcpvt_base', 'twins_pcpvt_large', 'twins_pcpvt_small', 'twins_svt_base', 'twins_svt_large', 'twins_svt_small']\n", "\n", "PiT models:\n", "['pit_b_224', 'pit_b_distilled_224', 'pit_s_224', 'pit_s_distilled_224', 'pit_ti_224', 'pit_ti_distilled_224', 'pit_xs_224', 'pit_xs_distilled_224']\n", "\n", "mixer models:\n", "['convmixer_768_32', 'convmixer_1024_20_ks9_p14', 'convmixer_1536_20', 'gmixer_12_224', 'gmixer_24_224', 'mixer_b16_224', 'mixer_b32_224', 'mixer_l16_224', 'mixer_l32_224', 'mixer_s16_224', 'mixer_s32_224']\n" ] } ], "source": [ "import timm\n", "\n", "# List models for ViT\n", "print(\"\\nViT models:\")\n", "print(timm.list_models('*vit*'))\n", "\n", "# List models for CvT\n", "print(\"\\nCvT models:\")\n", "print(timm.list_models('*cvt*'))\n", "\n", "# List models for CaiT\n", "print(\"CaiT models:\")\n", "print(timm.list_models('*cait*'))\n", "\n", "# List models for DeiT\n", "print(\"\\nDeiT models:\")\n", "print(timm.list_models('*deit*'))\n", "\n", "# List models for Swin\n", "print(\"\\nSwin models:\")\n", "print(timm.list_models('*swin*'))\n", "\n", "# List models for Twins\n", "print(\"\\nTwins models:\")\n", "print(timm.list_models('*twins*'))\n", "\n", "# List models for PiT\n", "print(\"\\nPiT models:\")\n", "print(timm.list_models('*pit*'))\n", "\n", "# List models for MLP-mixer\n", "print(\"\\nmixer models:\")\n", "print(timm.list_models('*mixer*'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🧠 Train by fine-tuning half of the layers/blocks of ViTs/MLP-Mixer" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages/transformers/utils/hub.py:106: FutureWarning: Using `TRANSFORMERS_CACHE` is deprecated and will be removed in v5 of Transformers. Use `HF_HOME` instead.\n", " warnings.warn(\n", "2025-03-07 01:15:10,674 INFO:Total samples: 37320\n", "2025-03-07 01:15:10,676 INFO:Total samples: 1000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n", "Number of GPUs available: 2\n", "Configuration setup time: 0.0928s\n", "Dataloader creation time: 0.1214s\n", "Dataloader creation time: 0.0014s\n", "Number of classes: 2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:15:11,237 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2025-03-07 01:15:11,530 INFO:[timm/vit_base_patch16_224.augreg2_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.48, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.\n", "Some weights of CvtForImageClassification were not initialized from the model checkpoint at microsoft/cvt-21 and are newly initialized because the shapes did not match:\n", "- classifier.weight: found shape torch.Size([1000, 384]) in the checkpoint and torch.Size([2, 384]) in the model instantiated\n", "- classifier.bias: found shape torch.Size([1000]) in the checkpoint and torch.Size([2]) in the model instantiated\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n", "2025-03-07 01:15:13,959 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2025-03-07 01:15:14,086 INFO:[timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-07 01:15:14,109 INFO:Missing keys (head.fc.weight, head.fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n", "2025-03-07 01:15:14,492 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2025-03-07 01:15:14,618 INFO:[timm/cait_s24_224.fb_dist_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-07 01:15:15,328 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2025-03-07 01:15:15,457 INFO:[timm/deit_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-07 01:15:16,110 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2025-03-07 01:15:16,242 INFO:[timm/deit3_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-07 01:15:16,616 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2025-03-07 01:15:16,744 INFO:[timm/twins_svt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-07 01:15:17,169 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2025-03-07 01:15:17,296 INFO:[timm/twins_pcpvt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-07 01:15:17,555 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n", "2025-03-07 01:15:17,682 INFO:[timm/pit_b_224.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-07 01:15:18,023 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2025-03-07 01:15:18,152 INFO:[timm/mixer_b16_224.goog_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-07 01:15:18,252 INFO:Loading pretrained weights from Hugging Face hub (timm/resnet18.a1_in1k)\n", "2025-03-07 01:15:18,376 INFO:[timm/resnet18.a1_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-03-07 01:15:18,391 INFO:Missing keys (fc.weight, fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model initialization time: 7.7149s\n", "\n", "=== Testing Models Before Training ===\n", "\n", "Testing model: ViT\n", "ViT wrapped in DataParallel.\n", "Test passed for ViT. Forward and backward pass succeeded.\n", "\n", "Testing model: CvT\n", "CvT wrapped in DataParallel.\n", "Test passed for CvT. Forward and backward pass succeeded.\n", "\n", "Testing model: Swin\n", "Swin wrapped in DataParallel.\n", "Test passed for Swin. Forward and backward pass succeeded.\n", "\n", "Testing model: CaiT\n", "CaiT wrapped in DataParallel.\n", "Test passed for CaiT. Forward and backward pass succeeded.\n", "\n", "Testing model: DeiT\n", "DeiT wrapped in DataParallel.\n", "Test passed for DeiT. Forward and backward pass succeeded.\n", "\n", "Testing model: DeiT3\n", "DeiT3 wrapped in DataParallel.\n", "Test passed for DeiT3. Forward and backward pass succeeded.\n", "\n", "Testing model: Twins_SVT\n", "Twins_SVT wrapped in DataParallel.\n", "Test passed for Twins_SVT. Forward and backward pass succeeded.\n", "\n", "Testing model: Twins_PCPVT\n", "Twins_PCPVT wrapped in DataParallel.\n", "Test passed for Twins_PCPVT. Forward and backward pass succeeded.\n", "\n", "Testing model: PiT\n", "PiT wrapped in DataParallel.\n", "Test passed for PiT. Forward and backward pass succeeded.\n", "\n", "Testing model: MLP-Mixer\n", "MLP-Mixer wrapped in DataParallel.\n", "Test passed for MLP-Mixer. Forward and backward pass succeeded.\n", "\n", "Testing model: ResNet-18\n", "ResNet-18 wrapped in DataParallel.\n", "Test passed for ResNet-18. Forward and backward pass succeeded.\n" ] } ], "source": [ "# ============================ Imports ============================ #\n", "\n", "import time\n", "import os\n", "import numpy as np\n", "import torch\n", "import torch.nn as nn\n", "from torch.utils.data import Dataset, DataLoader\n", "import timm\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics import confusion_matrix, roc_curve, auc, classification_report, roc_auc_score, f1_score\n", "from sklearn.preprocessing import label_binarize\n", "from transformers import AutoModelForImageClassification, AutoProcessor\n", "from torchvision import transforms\n", "from PIL import Image\n", "from astropy.io import fits\n", "import logging\n", "from tqdm import tqdm\n", "from torch.nn.parallel import DataParallel\n", "import pandas as pd\n", "from torch.optim.lr_scheduler import OneCycleLR\n", "from torch.amp import autocast, GradScaler\n", "from torchvision.transforms import RandomApply\n", "\n", "# ============================ Time Format Function ============================ #\n", "\n", "def format_time(seconds):\n", " if seconds >= 3600:\n", " hours = int(seconds // 3600)\n", " minutes = int((seconds % 3600) // 60)\n", " secs = seconds % 60\n", " return f\"{hours}h {minutes}m {secs:.0f}s\"\n", " elif seconds >= 60:\n", " minutes = int(seconds // 60)\n", " secs = seconds % 60\n", " return f\"{minutes}m {secs:.2f}s\"\n", " else:\n", " return f\"{seconds:.4f}s\"\n", "\n", "# ============================ Configuration ============================ #\n", "\n", "start_time = time.perf_counter()\n", "\n", "# Device configuration\n", "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", "print(f'Using device: {device}')\n", "\n", "# Check for multiple GPUs\n", "if torch.cuda.is_available() and torch.cuda.device_count() > 1:\n", " print(f'Number of GPUs available: {torch.cuda.device_count()}')\n", "else:\n", " print('Single GPU or CPU available.')\n", "\n", "# Setup logging\n", "logging.basicConfig(level=logging.INFO, format='%(asctime)s %(levelname)s:%(message)s')\n", "\n", "end_time = time.perf_counter()\n", "print(f\"Configuration setup time: {format_time(end_time - start_time)}\")\n", "\n", "# ============================ Custom Dataset Class ============================ #\n", "\n", "class FITSImageDataset(Dataset):\n", " def __init__(self, file_paths, labels, transform=None, normalize=True):\n", " \"\"\"\n", " Args:\n", " file_paths (list): List of FITS file paths.\n", " labels (list): Corresponding labels for the files.\n", " transform (callable, optional): Transformations applied to the image.\n", " normalize (bool): Whether to normalize the image data to [0, 1].\n", " \"\"\"\n", " # Ensure the input lists are valid and aligned\n", " if len(file_paths) != len(labels):\n", " raise ValueError(\"File paths and labels must have the same length.\")\n", " \n", " self.file_paths = file_paths\n", " self.labels = labels\n", " self.transform = transform\n", " self.normalize = normalize\n", "\n", " logging.info(f\"Total samples: {len(self.file_paths)}\")\n", "\n", " def __len__(self):\n", " return len(self.labels)\n", "\n", " def __getitem__(self, idx):\n", " file_path = self.file_paths[idx]\n", " label = self.labels[idx]\n", "\n", " try:\n", " with fits.open(file_path) as hdul:\n", " data = hdul[0].data # Assume primary HDU contains the image\n", " if data is None:\n", " raise ValueError(f\"No data found in FITS file: {file_path}\")\n", " except Exception as e:\n", " logging.error(f\"Error loading FITS file {file_path}: {e}\")\n", " raise RuntimeError(f\"Failed to load file: {file_path}\") from e\n", "\n", " # Ensure correct image shape\n", " if len(data.shape) == 2: # Grayscale image, expand to 3 channels\n", " data = np.stack((data,) * 3, axis=-1)\n", " elif len(data.shape) == 3:\n", " if data.shape[0] == 3: # (C, H, W) format\n", " data = np.transpose(data, (1, 2, 0)) # Convert to (H, W, C)\n", " elif data.shape[2] != 3: # Unexpected shape\n", " raise ValueError(f\"Unexpected image shape {data.shape} for file {file_path}.\")\n", " else: # Completely unexpected shapes\n", " raise ValueError(f\"Invalid image dimensions {data.shape} for file {file_path}.\")\n", "\n", " # Map i β†’ Red, r β†’ Green, g β†’ Blue\n", " try:\n", " rgb_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band β†’ Red channel\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green channel\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue channel\n", " ], axis=-1)\n", " except IndexError as e:\n", " logging.error(f\"Error mapping bands for file: {file_path}.\")\n", " raise RuntimeError(f\"Failed to map bands for file: {file_path}\") from e\n", "\n", " # Convert to PIL Image and apply transformations\n", " if self.transform:\n", " image = Image.fromarray((rgb_image * 255).astype(np.uint8)) # Convert to [0, 255] for PIL\n", " image = self.transform(image)\n", " else:\n", " # Convert to tensor directly (C, H, W)\n", " image = torch.from_numpy(rgb_image.transpose((2, 0, 1))).float()\n", "\n", " # Convert label to tensors\n", " label = torch.tensor(label, dtype=torch.long)\n", "\n", " return image, label\n", "\n", "# ============================ Data Loading and Dataset Definitions ============================ #\n", "\n", "def load_files_and_labels(directory, label):\n", " files = [os.path.join(directory, f) for f in os.listdir(directory) if f.endswith('.fits')]\n", " labels = [label] * len(files)\n", " return files, labels\n", "\n", "# ============================ Transformations ============================ #\n", "\n", "\n", "# Modified training transformations to include a skip option\n", "train_transform = transforms.Compose([\n", " transforms.Resize((224, 224)), # Resize to target dimensions\n", " RandomApply([ # Wrap all augmentations within a single RandomApply block\n", " transforms.RandomHorizontalFlip(p=0.5), # Random horizontal flipping\n", " transforms.RandomVerticalFlip(p=0.5), # Random horizontal flipping\n", " transforms.RandomRotation(degrees=30), # Random rotation in the range [-30, 30]\n", " transforms.RandomResizedCrop(size=224, scale=(0.8, 1.2)), # Random resizing/zooming in the range [0.8, 1.2]\n", " transforms.RandomPerspective(distortion_scale=0.4, p=0.5), # Random perspective transformation with distortion\n", " transforms.GaussianBlur(kernel_size=(5, 5), sigma=(0.1, 2.0)), # Random Gaussian Blur with varying sigma\n", " ], p=0.5), # 50% probability to apply all augmentations and 50% to keep the original image\n", " transforms.ToTensor(), # Convert to tensor (needed for normalization)\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], # ImageNet mean\n", " std=[0.229, 0.224, 0.225]) # ImageNet std\n", "])\n", "\n", "# Validation transformations without data augmentation\n", "val_transform = transforms.Compose([\n", " transforms.Resize((224, 224)),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], # ImageNet mean\n", " std=[0.229, 0.224, 0.225]) # ImageNet std\n", "])\n", "\n", "# ============================ Create Training and Validation DataLoader ============================ #\n", "\n", "def create_dataloader(nonlenses_dir, mocklenses_dir, transform, batch_size=192, num_workers=4):\n", " start_dataloader = time.perf_counter() # Start timing for dataloader creation\n", "\n", " nonlenses_files, nonlenses_labels = load_files_and_labels(nonlenses_dir, label=0)\n", " mocklenses_files, mocklenses_labels = load_files_and_labels(mocklenses_dir, label=1)\n", "\n", " file_paths = nonlenses_files + mocklenses_files\n", " labels = nonlenses_labels + mocklenses_labels\n", "\n", " combined = list(zip(file_paths, labels))\n", " np.random.shuffle(combined)\n", " file_paths, labels = zip(*combined)\n", "\n", " dataset = FITSImageDataset(list(file_paths), list(labels), transform=transform)\n", " dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True, num_workers=num_workers, pin_memory=True)\n", "\n", " end_dataloader = time.perf_counter()\n", " print(f\"Dataloader creation time: {format_time(end_dataloader - start_dataloader)}\")\n", "\n", " return dataloader\n", " \n", "\n", "# Create the training DataLoader\n", "train_loader = create_dataloader(\n", " train_nonlenses_dir,\n", " train_mocklenses_dir,\n", " transform=train_transform,\n", " batch_size=192,\n", " num_workers=0\n", ")\n", "\n", "# Create the validation DataLoader with validation transforms\n", "val_loader = create_dataloader(\n", " val_nonlenses_dir,\n", " val_mocklenses_dir,\n", " transform=val_transform,\n", " batch_size=192,\n", " num_workers=0\n", ")\n", "\n", "# Determine number of classes\n", "num_classes = 2\n", "print(f'Number of classes: {num_classes}')\n", "\n", "# ============================ Model Setup ============================ #\n", "\n", "def initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode=\"last_n_blocks\", last_n=6):\n", " \"\"\"\n", " Initialize a model from the given model_name and fine-tune it according to the specified mode.\n", "\n", " Args:\n", " model_name (str): One of [ViT, CvT, CaiT, DeiT, DeiT3, Swin, Twins_SVT, Twins_PCPVT, PiT, MLP-Mixer, ResNet-18].\n", " num_classes (int): Number of output classes.\n", " pretrained (bool): Whether to load a pretrained model.\n", " stochastic_depth_prob (float): The stochastic depth probability for supported models.\n", " fine_tune_mode (str): 'classification_head', 'last_n_blocks', or 'all_blocks'.\n", " last_n (int): Number of blocks/layers to unfreeze if using 'last_n_blocks'.\n", "\n", " Returns:\n", " model: The initialized and partially unfrozen model.\n", " \"\"\"\n", "\n", " def freeze_all(model):\n", " for p in model.parameters():\n", " p.requires_grad = False\n", "\n", " def unfreeze_head(model):\n", " # Attempt known attributes first\n", " if hasattr(model, 'head') and isinstance(model.head, nn.Module):\n", " for p in model.head.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier') and isinstance(model.classifier, nn.Module):\n", " for p in model.classifier.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier_head') and isinstance(model.classifier_head, nn.Module):\n", " for p in model.classifier_head.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'fc') and isinstance(model.fc, nn.Module):\n", " # Support for ResNet's 'fc' classification head\n", " for p in model.fc.parameters():\n", " p.requires_grad = True\n", " else:\n", " # Fallback: find a module containing 'head', 'classifier', or 'fc'\n", " for name, module in model.named_modules():\n", " if 'head' in name or 'classifier' in name or 'fc' in name:\n", " for p in module.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_last_n_blocks(blocks, n):\n", " if n > len(blocks):\n", " n = len(blocks)\n", " for block in blocks[-n:]:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_all_blocks(blocks):\n", " for block in blocks:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " # Create the model and identify ft_attr (list of attributes that hold blocks/layers)\n", " # If none found or applicable, ft_attr = [] and we'll fallback to parameter-based approach\n", " ft_attr = [] # Initialize as empty list\n", "\n", " if model_name == 'ViT':\n", " model = timm.create_model('vit_base_patch16_224.augreg2_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = ['blocks']\n", " elif model_name == 'CvT':\n", " cvt_model_name = \"microsoft/cvt-21\"\n", " _ = AutoProcessor.from_pretrained(cvt_model_name)\n", " model = AutoModelForImageClassification.from_pretrained(\n", " cvt_model_name,\n", " num_labels=num_classes,\n", " ignore_mismatched_sizes=True\n", " )\n", " ft_attr = []\n", " elif model_name == 'CaiT':\n", " model = timm.create_model('cait_s24_224.fb_dist_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = ['blocks']\n", " elif model_name == 'DeiT':\n", " model = timm.create_model('deit_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = ['blocks']\n", " elif model_name == 'DeiT3':\n", " model = timm.create_model('deit3_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = ['blocks']\n", " elif model_name == 'Swin':\n", " model = timm.create_model('swin_base_patch4_window7_224',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob,\n", " num_classes=num_classes)\n", " ft_attr = ['layers']\n", " elif model_name == 'Twins_SVT':\n", " model = timm.create_model('twins_svt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to []\n", " if hasattr(model, 'stages'):\n", " ft_attr = ['stages']\n", " else:\n", " ft_attr = []\n", " elif model_name == 'Twins_PCPVT':\n", " model = timm.create_model('twins_pcpvt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to []\n", " if hasattr(model, 'stages'):\n", " ft_attr = ['stages']\n", " else:\n", " ft_attr = []\n", " elif model_name == 'PiT':\n", " model = timm.create_model('pit_b_224.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = ['blocks']\n", " elif model_name == 'MLP-Mixer':\n", " model = timm.create_model('mixer_b16_224.goog_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = ['blocks']\n", " elif model_name == 'ResNet-18':\n", " model = timm.create_model('resnet18', \n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob, \n", " num_classes=num_classes)\n", " # Replace the classification head\n", " model.fc = nn.Linear(model.fc.in_features, num_classes)\n", " ft_attr = ['layer1', 'layer2', 'layer3', 'layer4'] # ResNet-18 layers\n", " else:\n", " raise ValueError(f\"Model {model_name} not recognized.\")\n", "\n", " # Freeze everything initially\n", " freeze_all(model)\n", " # Unfreeze the classification head\n", " unfreeze_head(model)\n", "\n", " if fine_tune_mode == \"classification_head\":\n", " return model\n", "\n", " # Otherwise, unfreeze more parameters according to the chosen mode\n", " if fine_tune_mode == \"all_blocks\":\n", " if ft_attr:\n", " for attr in ft_attr:\n", " if hasattr(model, attr):\n", " blocks = getattr(model, attr)\n", " unfreeze_all_blocks(blocks)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " for n, p in model.named_parameters():\n", " if not p.requires_grad:\n", " p.requires_grad = True\n", " elif fine_tune_mode == \"last_n_blocks\":\n", " if ft_attr:\n", " for attr in ft_attr:\n", " if hasattr(model, attr):\n", " blocks = getattr(model, attr)\n", " unfreeze_last_n_blocks(blocks, last_n)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " all_params = list(model.named_parameters())\n", " frozen = [(n, p) for (n, p) in all_params if not p.requires_grad]\n", " if last_n > len(frozen):\n", " last_n = len(frozen)\n", " for (n, p) in frozen[-last_n:]:\n", " p.requires_grad = True\n", " else:\n", " raise ValueError(\"fine_tune_mode must be one of: 'classification_head', 'last_n_blocks', 'all_blocks'\")\n", "\n", " return model\n", "\n", "# ============================ Testing Function ============================ #\n", "\n", "def test_models(models, train_loader):\n", " \"\"\"\n", " Tests each model with a forward and backward pass using a sample batch to ensure the model can be trained.\n", " \"\"\"\n", " sample_batch, sample_labels = next(iter(train_loader))\n", " sample_batch = sample_batch.to(device)\n", " sample_labels = sample_labels.to(device)\n", "\n", " for model_name, model in models.items():\n", " print(f'\\nTesting model: {model_name}')\n", " \n", " # Wrap the model in DataParallel if applicable\n", " if torch.cuda.is_available() and torch.cuda.device_count() > 1:\n", " if not isinstance(model, nn.DataParallel):\n", " model = nn.DataParallel(model)\n", " print(f\"{model_name} wrapped in DataParallel.\")\n", " \n", " # Update the model in the dictionary to ensure changes persist\n", " models[model_name] = model.to(device)\n", "\n", " # Test the model\n", " model.train()\n", " try:\n", " optimizer = torch.optim.AdamW(filter(lambda p: p.requires_grad, model.parameters()), lr=1e-4, weight_decay=1e-2)\n", " criterion = nn.CrossEntropyLoss()\n", " optimizer.zero_grad()\n", "\n", " outputs = model(sample_batch)\n", " if hasattr(outputs, 'logits'):\n", " logits = outputs.logits\n", " else:\n", " logits = outputs\n", "\n", " loss = criterion(logits, sample_labels)\n", " loss.backward()\n", " optimizer.step()\n", "\n", " print(f\"Test passed for {model_name}. Forward and backward pass succeeded.\")\n", " except Exception as e:\n", " print(f\"Test failed for {model_name}: {e}\")\n", "\n", "\n", "# ============================ Initialize Models ============================ #\n", "\n", "start_model_init = time.perf_counter()\n", "\n", "# Initialize models and store them in a dictionary for easy management\n", "models = {\n", " 'ViT': initialize_model('ViT', num_classes),\n", " 'CvT': initialize_model('CvT', num_classes),\n", " 'Swin': initialize_model('Swin', num_classes),\n", " 'CaiT': initialize_model('CaiT', num_classes),\n", " 'DeiT': initialize_model('DeiT', num_classes),\n", " 'DeiT3': initialize_model('DeiT3', num_classes),\n", " 'Twins_SVT': initialize_model('Twins_SVT', num_classes),\n", " 'Twins_PCPVT': initialize_model('Twins_PCPVT', num_classes),\n", " 'PiT': initialize_model('PiT', num_classes),\n", " 'MLP-Mixer': initialize_model('MLP-Mixer', num_classes),\n", " 'ResNet-18': initialize_model('ResNet-18', num_classes)\n", "}\n", "\n", "\n", "end_model_init = time.perf_counter()\n", "print(f\"Model initialization time: {format_time(end_model_init - start_model_init)}\")\n", "\n", "# ============================ Test Models Before Training ============================ #\n", "\n", "print(\"\\n=== Testing Models Before Training ===\")\n", "test_models(models, train_loader)\n", "\n", "# ============================ Training Function with Validation ============================ #\n", "\n", "def train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=10, save_csv=True):\n", " start_training = time.perf_counter()\n", " model = model.to(device)\n", "\n", " if torch.cuda.is_available() and torch.cuda.device_count() > 1:\n", " model = nn.DataParallel(model, device_ids=list(range(torch.cuda.device_count())))\n", " print(f'Model wrapped in DataParallel with device_ids {list(range(torch.cuda.device_count()))}')\n", "\n", " criterion = nn.CrossEntropyLoss()\n", " optimizer = torch.optim.AdamW(filter(lambda p: p.requires_grad, model.parameters()), lr=1e-4, weight_decay=1e-2)\n", " scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(optimizer, mode='min', factor=0.1, patience=5, min_lr=1e-6, cooldown=1, verbose=True)\n", " scaler = torch.amp.GradScaler()\n", " device_type = 'cuda' if torch.cuda.is_available() else 'cpu'\n", "\n", " best_loss = float('inf')\n", " best_epoch = -1\n", " trigger_times = 0\n", "\n", " train_loss_history, train_accuracy_history, train_auc_history, train_f1_history = [], [], [], []\n", " val_loss_history, val_accuracy_history, val_auc_history, val_f1_history = [], [], [], []\n", "\n", " for epoch in range(num_epochs):\n", " epoch_start = time.perf_counter()\n", " \n", " # Training Phase\n", " model.train()\n", " running_loss = 0.0\n", " all_labels, all_preds, all_probs = [], [], []\n", "\n", " for images, labels in tqdm(train_loader, desc=f'Epoch [{epoch+1}/{num_epochs}] Training', leave=False):\n", " images, labels = images.to(device, non_blocking=True), labels.to(device, non_blocking=True)\n", " optimizer.zero_grad()\n", "\n", " with autocast(device_type=device_type):\n", " outputs = model(images)\n", " logits = outputs.logits if hasattr(outputs, 'logits') else outputs\n", " loss = criterion(logits, labels)\n", "\n", " # Check for NaN in loss\n", " if torch.isnan(loss):\n", " logging.error(f\"NaN loss encountered at epoch {epoch+1}. Skipping this batch.\")\n", " continue # Skip the rest of this batch\n", "\n", " scaler.scale(loss).backward()\n", " scaler.step(optimizer)\n", " scaler.update()\n", "\n", " # Check for NaN in model parameters after optimizer step\n", " nan_in_model = False\n", " for name, param in model.named_parameters():\n", " if param.requires_grad and torch.isnan(param).any():\n", " logging.error(f\"NaN detected in model parameters after update at epoch {epoch+1}, parameter: {name}\")\n", " nan_in_model = True\n", " break # No need to check further parameters\n", "\n", " if nan_in_model:\n", " logging.error(\"NaN in model parameters detected. Stopping training.\")\n", " return model # Early exit from training loop\n", "\n", " running_loss += loss.item() * images.size(0)\n", "\n", " probs = torch.nn.functional.softmax(logits, dim=1)\n", "\n", " # Check for NaN in probabilities\n", " if torch.isnan(probs).any():\n", " logging.error(f\"NaN in probabilities encountered at epoch {epoch+1}. Skipping this batch.\")\n", " continue # Skip the rest of this batch\n", "\n", " _, predicted = torch.max(logits.data, 1)\n", " all_labels.extend(labels.cpu().numpy())\n", " all_preds.extend(predicted.cpu().numpy())\n", " all_probs.extend(probs.detach().cpu().numpy()[:, 1])\n", "\n", " # Compute metrics\n", " if len(all_labels) == 0:\n", " logging.error(f\"No valid batches in epoch {epoch+1} during training. Stopping training.\")\n", " break # Stop training if no valid data\n", "\n", " epoch_train_loss = running_loss / len(train_loader.dataset)\n", " epoch_train_accuracy = (np.array(all_preds) == np.array(all_labels)).mean()\n", " try:\n", " epoch_train_auc = roc_auc_score(all_labels, all_probs) if len(np.unique(all_labels)) > 1 else float('nan')\n", " except ValueError as e:\n", " logging.error(f\"Error computing AUC during training at epoch {epoch+1}: {e}\")\n", " epoch_train_auc = float('nan')\n", " epoch_train_f1 = f1_score(all_labels, all_preds, zero_division=0)\n", "\n", " train_loss_history.append(epoch_train_loss)\n", " train_accuracy_history.append(epoch_train_accuracy)\n", " train_auc_history.append(epoch_train_auc)\n", " train_f1_history.append(epoch_train_f1)\n", "\n", " # Validation Phase\n", " model.eval()\n", " val_running_loss = 0.0\n", " val_all_labels, val_all_preds, val_all_probs = [], [], []\n", "\n", " with torch.no_grad():\n", " for val_images, val_labels in tqdm(val_loader, desc=f'Epoch [{epoch+1}/{num_epochs}] Validation', leave=False):\n", " val_images, val_labels = val_images.to(device, non_blocking=True), val_labels.to(device, non_blocking=True)\n", "\n", " with autocast(device_type=device_type):\n", " val_outputs = model(val_images)\n", " val_logits = val_outputs.logits if hasattr(val_outputs, 'logits') else val_outputs\n", " val_loss = criterion(val_logits, val_labels)\n", "\n", " # Check for NaN in loss\n", " if torch.isnan(val_loss):\n", " logging.error(f\"NaN loss encountered at epoch {epoch+1} during validation. Skipping this batch.\")\n", " continue # Skip the rest of this batch\n", "\n", " val_running_loss += val_loss.item() * val_images.size(0)\n", "\n", " val_probs = torch.nn.functional.softmax(val_logits, dim=1)\n", "\n", " # Check for NaN in probabilities\n", " if torch.isnan(val_probs).any():\n", " logging.error(f\"NaN in probabilities encountered at epoch {epoch+1} during validation. Skipping this batch.\")\n", " continue # Skip the rest of this batch\n", "\n", " _, val_predicted = torch.max(val_logits.data, 1)\n", " val_all_labels.extend(val_labels.cpu().numpy())\n", " val_all_preds.extend(val_predicted.cpu().numpy())\n", " val_all_probs.extend(val_probs.detach().cpu().numpy()[:, 1])\n", "\n", " # Compute validation metrics\n", " if len(val_all_labels) == 0:\n", " logging.error(f\"No valid batches in epoch {epoch+1} during validation. Stopping training.\")\n", " break # Stop training if no valid data\n", "\n", " epoch_val_loss = val_running_loss / len(val_loader.dataset)\n", " epoch_val_accuracy = (np.array(val_all_preds) == np.array(val_all_labels)).mean()\n", " try:\n", " epoch_val_auc = roc_auc_score(val_all_labels, val_all_probs) if len(np.unique(val_all_labels)) > 1 else float('nan')\n", " except ValueError as e:\n", " logging.error(f\"Error computing AUC during validation at epoch {epoch+1}: {e}\")\n", " epoch_val_auc = float('nan')\n", " epoch_val_f1 = f1_score(val_all_labels, val_all_preds, zero_division=0)\n", "\n", " val_loss_history.append(epoch_val_loss)\n", " val_accuracy_history.append(epoch_val_accuracy)\n", " val_auc_history.append(epoch_val_auc)\n", " val_f1_history.append(epoch_val_f1)\n", "\n", " # Print the training and validation results\n", " print(f'Epoch [{epoch+1}/{num_epochs}]\\n'\n", " f'Train Loss: {epoch_train_loss:.4f}, Train Acc: {epoch_train_accuracy*100:.2f}%, Train AUC: {epoch_train_auc:.4f}, Train F1: {epoch_train_f1:.4f}\\n'\n", " f'Val Loss: {epoch_val_loss:.4f}, Val Acc: {epoch_val_accuracy*100:.2f}%, Val AUC: {epoch_val_auc:.4f}, Val F1: {epoch_val_f1:.4f}')\n", "\n", " scheduler.step(epoch_val_loss)\n", "\n", " if epoch_val_loss < best_loss:\n", " best_loss = epoch_val_loss\n", " best_epoch = epoch + 1\n", " torch.save(model.module.state_dict() if isinstance(model, nn.DataParallel) else model.state_dict(),\n", " f'{model_name}_best.pth')\n", " print(f'Best model saved at epoch {epoch+1} with Val Loss: {epoch_val_loss:.4f}')\n", " trigger_times = 0\n", " else:\n", " trigger_times += 1\n", " print(f'No improvement in validation loss for {trigger_times} epochs.')\n", " if trigger_times >= patience:\n", " print(f'Early stopping triggered after {trigger_times} epochs of no improvement.')\n", " break\n", "\n", " epoch_end = time.perf_counter()\n", " print(f\"Epoch {epoch+1} time: {format_time(epoch_end - epoch_start)}\")\n", "\n", " end_training = time.perf_counter()\n", " print(f\"Total training time for {model_name}: {format_time(end_training - start_training)}\")\n", "\n", " # Create directory if it doesn't exist\n", " os.makedirs('results/learning_curves', exist_ok=True)\n", "\n", " # Save individual plots\n", " epochs_range = range(1, len(train_loss_history) + 1)\n", "\n", " # Save Loss Plot\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_loss_history, label='Train Loss')\n", " plt.plot(epochs_range, val_loss_history, label='Val Loss')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: Loss')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Loss')\n", " plt.legend()\n", " plt.savefig(f'results/learning_curves/{model_name}_loss.png')\n", " plt.close()\n", "\n", " # Save Accuracy Plot\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_accuracy_history, label='Train Accuracy')\n", " plt.plot(epochs_range, val_accuracy_history, label='Val Accuracy')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: Accuracy')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Accuracy')\n", " plt.legend()\n", " plt.savefig(f'results/learning_curves/{model_name}_accuracy.png')\n", " plt.close()\n", "\n", " # Save AUC Plot\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_auc_history, label='Train AUC')\n", " plt.plot(epochs_range, val_auc_history, label='Val AUC')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: AUC-ROC')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('AUC')\n", " plt.legend()\n", " plt.savefig(f'results/learning_curves/{model_name}_auc.png')\n", " plt.close()\n", "\n", " # Save F1 Score Plot\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_f1_history, label='Train F1 Score')\n", " plt.plot(epochs_range, val_f1_history, label='Val F1 Score')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: F1 Score')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('F1 Score')\n", " plt.legend()\n", " plt.savefig(f'results/learning_curves/{model_name}_f1.png')\n", " plt.close()\n", "\n", " # Create a single figure with four subplots for Loss, Accuracy, AUC, and F1 Score\n", " plt.figure(figsize=(16, 12))\n", " # Subplot 1: Loss\n", " plt.subplot(2, 2, 1)\n", " plt.plot(epochs_range, train_loss_history, label='Train Loss')\n", " plt.plot(epochs_range, val_loss_history, label='Val Loss')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: Loss')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Loss')\n", " plt.legend()\n", " # Subplot 2: Accuracy\n", " plt.subplot(2, 2, 2)\n", " plt.plot(epochs_range, train_accuracy_history, label='Train Accuracy')\n", " plt.plot(epochs_range, val_accuracy_history, label='Val Accuracy')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: Accuracy')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Accuracy')\n", " plt.legend()\n", " # Subplot 3: ROC AUC\n", " plt.subplot(2, 2, 3)\n", " plt.plot(epochs_range, train_auc_history, label='Train AUC')\n", " plt.plot(epochs_range, val_auc_history, label='Val AUC')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: ROC AUC')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('AUC')\n", " plt.legend()\n", " # Subplot 4: F1 Score\n", " plt.subplot(2, 2, 4)\n", " plt.plot(epochs_range, train_f1_history, label='Train F1 Score')\n", " plt.plot(epochs_range, val_f1_history, label='Val F1 Score')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: F1 Score')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('F1 Score')\n", " plt.legend()\n", " plt.tight_layout()\n", " plt.savefig(f'results/learning_curves/{model_name}_combined_metrics.png')\n", " plt.show()\n", "\n", " # Save metrics to a CSV file\n", " if save_csv:\n", " metrics_df = pd.DataFrame({\n", " 'epoch': epochs_range,\n", " 'train_loss': train_loss_history,\n", " 'val_loss': val_loss_history,\n", " 'train_accuracy': train_accuracy_history,\n", " 'val_accuracy': val_accuracy_history,\n", " 'train_auc': train_auc_history,\n", " 'val_auc': val_auc_history,\n", " 'train_f1': train_f1_history,\n", " 'val_f1': val_f1_history\n", " })\n", " metrics_file = f'results/learning_curves/{model_name}_metrics.csv'\n", " metrics_df.to_csv(metrics_file, index=False)\n", " print(f'Metrics saved to {metrics_file}')\n", "\n", " print(f'Training completed at epoch {best_epoch} with best validation loss of {best_loss:.4f}')\n", " return model\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fri Mar 7 01:15:25 2025 \n", "+-----------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 555.42.06 Driver Version: 555.42.06 CUDA Version: 12.5 |\n", "|-----------------------------------------+------------------------+----------------------+\n", "| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |\n", "| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |\n", "| | | MIG M. |\n", "|=========================================+========================+======================|\n", "| 0 NVIDIA GeForce RTX 3090 Off | 00000000:01:00.0 Off | N/A |\n", "| 74% 72C P0 315W / 390W | 11203MiB / 24576MiB | 35% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", "| 1 NVIDIA GeForce RTX 3090 Off | 00000000:08:00.0 Off | N/A |\n", "| 57% 60C P0 302W / 390W | 23731MiB / 24576MiB | 39% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", " \n", "+-----------------------------------------------------------------------------------------+\n", "| Processes: |\n", "| GPU GI CI PID Type Process name GPU Memory |\n", "| ID ID Usage |\n", "|=========================================================================================|\n", "| 0 N/A N/A 3399 G /usr/lib/xorg/Xorg 4MiB |\n", "| 0 N/A N/A 112221 C ...lange/anaconda3/envs/vit/bin/python 11180MiB |\n", "| 1 N/A N/A 3399 G /usr/lib/xorg/Xorg 4MiB |\n", "| 1 N/A N/A 112221 C ...lange/anaconda3/envs/vit/bin/python 23708MiB |\n", "+-----------------------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ€– Train Vision Transformers and MLP-Mixer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can choose how to fine-tune the model by setting `fine_tune_mode`:\n", "\n", "- **\"classification_head\"**: Unfreeze only the classification head.\n", "- **\"last_n_blocks\"**: Unfreeze the last `n` blocks/layers plus the classification head.\n", "- **\"all_blocks\"**: Unfreeze all blocks/layers plus the classification head.\n", "\n", "When using **\"last_n_blocks\"**, adjust `last_n`:\n", "- For example, `last_n=6` means unfreeze the last 6 blocks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Layers in the architectures**\n", "\n", "- **ViT**: 12 blocks\n", "- **CvT**: 21 blocks\n", "- **CaiT**: 24 blocks\n", "- **DeiT**: 12 blocks\n", "- **DeiT3**: 12 blocks\n", "- **Swin**: 4 stages\n", "- **Twins_SVT**: 4 stages\n", "- **Twins_PCPVT**: 4 stages\n", "- **PiT**: 12 blocks\n", "- **MLP-Mixer**: 12 blocks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training ViT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-22 22:47:56,428 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2025-02-22 22:47:56,534 INFO:[timm/vit_base_patch16_224.augreg2_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.3763, Train Acc: 85.03%, Train AUC: 0.9295, Train F1: 0.8547\n", "Val Loss: 0.1130, Val Acc: 95.60%, Val AUC: 0.9931, Val F1: 0.9555\n", "Best model saved at epoch 1 with Val Loss: 0.1130\n", "Epoch 1 time: 2m 40.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0940, Train Acc: 96.42%, Train AUC: 0.9944, Train F1: 0.9642\n", "Val Loss: 0.2214, Val Acc: 92.00%, Val AUC: 0.9927, Val F1: 0.9257\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 2 time: 2m 38.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0631, Train Acc: 97.59%, Train AUC: 0.9974, Train F1: 0.9759\n", "Val Loss: 0.0727, Val Acc: 97.40%, Val AUC: 0.9972, Val F1: 0.9744\n", "Best model saved at epoch 3 with Val Loss: 0.0727\n", "Epoch 3 time: 2m 26.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0598, Train Acc: 97.79%, Train AUC: 0.9976, Train F1: 0.9779\n", "Val Loss: 0.1218, Val Acc: 95.80%, Val AUC: 0.9960, Val F1: 0.9594\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 2m 40.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0435, Train Acc: 98.43%, Train AUC: 0.9987, Train F1: 0.9843\n", "Val Loss: 0.0578, Val Acc: 98.20%, Val AUC: 0.9980, Val F1: 0.9819\n", "Best model saved at epoch 5 with Val Loss: 0.0578\n", "Epoch 5 time: 2m 39.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0403, Train Acc: 98.49%, Train AUC: 0.9989, Train F1: 0.9849\n", "Val Loss: 0.0782, Val Acc: 97.70%, Val AUC: 0.9974, Val F1: 0.9772\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 2m 40.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0417, Train Acc: 98.48%, Train AUC: 0.9988, Train F1: 0.9848\n", "Val Loss: 0.1240, Val Acc: 96.20%, Val AUC: 0.9976, Val F1: 0.9607\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 7 time: 2m 40.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0386, Train Acc: 98.58%, Train AUC: 0.9990, Train F1: 0.9858\n", "Val Loss: 0.0833, Val Acc: 97.30%, Val AUC: 0.9966, Val F1: 0.9728\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 8 time: 2m 41.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0351, Train Acc: 98.71%, Train AUC: 0.9992, Train F1: 0.9871\n", "Val Loss: 0.0567, Val Acc: 97.60%, Val AUC: 0.9979, Val F1: 0.9759\n", "Best model saved at epoch 9 with Val Loss: 0.0567\n", "Epoch 9 time: 2m 46.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0321, Train Acc: 98.79%, Train AUC: 0.9993, Train F1: 0.9879\n", "Val Loss: 0.0619, Val Acc: 97.90%, Val AUC: 0.9978, Val F1: 0.9788\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 10 time: 2m 42.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0315, Train Acc: 98.85%, Train AUC: 0.9993, Train F1: 0.9885\n", "Val Loss: 0.0585, Val Acc: 97.80%, Val AUC: 0.9986, Val F1: 0.9777\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 11 time: 2m 40.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0313, Train Acc: 98.90%, Train AUC: 0.9993, Train F1: 0.9890\n", "Val Loss: 0.0802, Val Acc: 97.50%, Val AUC: 0.9976, Val F1: 0.9747\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 12 time: 2m 39.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0314, Train Acc: 98.82%, Train AUC: 0.9993, Train F1: 0.9882\n", "Val Loss: 0.0570, Val Acc: 98.20%, Val AUC: 0.9985, Val F1: 0.9818\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 13 time: 2m 42.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0316, Train Acc: 98.84%, Train AUC: 0.9993, Train F1: 0.9884\n", "Val Loss: 0.0652, Val Acc: 97.90%, Val AUC: 0.9975, Val F1: 0.9792\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 14 time: 2m 37.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0301, Train Acc: 98.91%, Train AUC: 0.9993, Train F1: 0.9891\n", "Val Loss: 0.0587, Val Acc: 97.90%, Val AUC: 0.9984, Val F1: 0.9790\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 15 time: 2m 37.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0177, Train Acc: 99.36%, Train AUC: 0.9998, Train F1: 0.9936\n", "Val Loss: 0.0666, Val Acc: 98.10%, Val AUC: 0.9985, Val F1: 0.9809\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 16 time: 2m 37.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0139, Train Acc: 99.51%, Train AUC: 0.9999, Train F1: 0.9951\n", "Val Loss: 0.0604, Val Acc: 98.30%, Val AUC: 0.9989, Val F1: 0.9829\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 17 time: 2m 43.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0142, Train Acc: 99.49%, Train AUC: 0.9999, Train F1: 0.9949\n", "Val Loss: 0.0612, Val Acc: 98.40%, Val AUC: 0.9988, Val F1: 0.9839\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 18 time: 2m 38.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0123, Train Acc: 99.57%, Train AUC: 0.9999, Train F1: 0.9957\n", "Val Loss: 0.0748, Val Acc: 97.90%, Val AUC: 0.9986, Val F1: 0.9788\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 19 time: 4m 36.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0125, Train Acc: 99.53%, Train AUC: 0.9999, Train F1: 0.9953\n", "Val Loss: 0.0657, Val Acc: 98.30%, Val AUC: 0.9988, Val F1: 0.9829\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 20 time: 2m 36.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0119, Train Acc: 99.60%, Train AUC: 0.9999, Train F1: 0.9960\n", "Val Loss: 0.0698, Val Acc: 98.00%, Val AUC: 0.9988, Val F1: 0.9799\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 21 time: 3m 56.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0115, Train Acc: 99.59%, Train AUC: 0.9999, Train F1: 0.9959\n", "Val Loss: 0.0706, Val Acc: 98.20%, Val AUC: 0.9988, Val F1: 0.9819\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 22 time: 3m 17.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0103, Train Acc: 99.63%, Train AUC: 0.9999, Train F1: 0.9963\n", "Val Loss: 0.0660, Val Acc: 98.10%, Val AUC: 0.9988, Val F1: 0.9809\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 23 time: 3m 50.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0103, Train Acc: 99.64%, Train AUC: 0.9999, Train F1: 0.9964\n", "Val Loss: 0.0656, Val Acc: 98.20%, Val AUC: 0.9989, Val F1: 0.9819\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 24 time: 3m 30.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0090, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0657, Val Acc: 98.20%, Val AUC: 0.9989, Val F1: 0.9819\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 25 time: 3m 50.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0104, Train Acc: 99.62%, Train AUC: 0.9999, Train F1: 0.9962\n", "Val Loss: 0.0676, Val Acc: 98.40%, Val AUC: 0.9989, Val F1: 0.9839\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 26 time: 3m 48.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0092, Train Acc: 99.70%, Train AUC: 0.9999, Train F1: 0.9970\n", "Val Loss: 0.0668, Val Acc: 98.30%, Val AUC: 0.9989, Val F1: 0.9829\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 27 time: 3m 59.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0093, Train Acc: 99.69%, Train AUC: 0.9999, Train F1: 0.9969\n", "Val Loss: 0.0685, Val Acc: 98.30%, Val AUC: 0.9989, Val F1: 0.9829\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 28 time: 4m 14.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0097, Train Acc: 99.65%, Train AUC: 0.9999, Train F1: 0.9965\n", "Val Loss: 0.0652, Val Acc: 98.20%, Val AUC: 0.9989, Val F1: 0.9819\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for ViT: 1h 28m 59s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/ViT_metrics.csv\n", "Training completed at epoch 9 with best validation loss of 0.0567\n", "ViT training time: 1h 29m 0s\n" ] } ], "source": [ "# ============================ Train ViT Model ============================ #\n", "start_time_vit = time.perf_counter() # Start timing for ViT model\n", "\n", "print(f'\\n=== Training ViT ===')\n", "model_name = 'ViT'\n", "# Add fine_tune_mode and last_n attributes here\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='all_blocks', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model # Update the model with the trained model\n", "\n", "end_time_vit = time.perf_counter()\n", "print(f\"ViT training time: {format_time(end_time_vit - start_time_vit)}\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training CvT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Some weights of CvtForImageClassification were not initialized from the model checkpoint at microsoft/cvt-21 and are newly initialized because the shapes did not match:\n", "- classifier.weight: found shape torch.Size([1000, 384]) in the checkpoint and torch.Size([2, 384]) in the model instantiated\n", "- classifier.bias: found shape torch.Size([1000]) in the checkpoint and torch.Size([2]) in the model instantiated\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.3716, Train Acc: 79.36%, Train AUC: 0.9031, Train F1: 0.7947\n", "Val Loss: 0.2049, Val Acc: 91.70%, Val AUC: 0.9765, Val F1: 0.9154\n", "Best model saved at epoch 1 with Val Loss: 0.2049\n", "Epoch 1 time: 2m 44.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.2535, Train Acc: 85.31%, Train AUC: 0.9532, Train F1: 0.8511\n", "Val Loss: 0.2780, Val Acc: 88.60%, Val AUC: 0.9802, Val F1: 0.8761\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 2 time: 2m 38.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.2257, Train Acc: 86.73%, Train AUC: 0.9620, Train F1: 0.8676\n", "Val Loss: 0.2404, Val Acc: 91.10%, Val AUC: 0.9843, Val F1: 0.9163\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 3 time: 2m 37.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.2133, Train Acc: 87.34%, Train AUC: 0.9657, Train F1: 0.8720\n", "Val Loss: 0.1145, Val Acc: 95.70%, Val AUC: 0.9928, Val F1: 0.9572\n", "Best model saved at epoch 4 with Val Loss: 0.1145\n", "Epoch 4 time: 2m 49.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.2026, Train Acc: 87.74%, Train AUC: 0.9685, Train F1: 0.8779\n", "Val Loss: 0.0855, Val Acc: 96.70%, Val AUC: 0.9953, Val F1: 0.9670\n", "Best model saved at epoch 5 with Val Loss: 0.0855\n", "Epoch 5 time: 2m 39.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.1905, Train Acc: 88.41%, Train AUC: 0.9714, Train F1: 0.8829\n", "Val Loss: 0.1768, Val Acc: 93.70%, Val AUC: 0.9948, Val F1: 0.9333\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 2m 26.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.1895, Train Acc: 88.30%, Train AUC: 0.9716, Train F1: 0.8829\n", "Val Loss: 0.0740, Val Acc: 97.40%, Val AUC: 0.9967, Val F1: 0.9739\n", "Best model saved at epoch 7 with Val Loss: 0.0740\n", "Epoch 7 time: 2m 32.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.1829, Train Acc: 88.65%, Train AUC: 0.9729, Train F1: 0.8869\n", "Val Loss: 0.0906, Val Acc: 96.60%, Val AUC: 0.9956, Val F1: 0.9652\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 8 time: 2m 34.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.1756, Train Acc: 88.97%, Train AUC: 0.9742, Train F1: 0.8872\n", "Val Loss: 0.0695, Val Acc: 98.00%, Val AUC: 0.9969, Val F1: 0.9798\n", "Best model saved at epoch 9 with Val Loss: 0.0695\n", "Epoch 9 time: 2m 45.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.1798, Train Acc: 88.71%, Train AUC: 0.9736, Train F1: 0.8856\n", "Val Loss: 0.0551, Val Acc: 97.90%, Val AUC: 0.9980, Val F1: 0.9791\n", "Best model saved at epoch 10 with Val Loss: 0.0551\n", "Epoch 10 time: 2m 41.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.1715, Train Acc: 89.07%, Train AUC: 0.9752, Train F1: 0.8896\n", "Val Loss: 0.2611, Val Acc: 90.70%, Val AUC: 0.9905, Val F1: 0.9136\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 11 time: 2m 36.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.1712, Train Acc: 89.12%, Train AUC: 0.9756, Train F1: 0.8896\n", "Val Loss: 0.0617, Val Acc: 97.90%, Val AUC: 0.9972, Val F1: 0.9790\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 12 time: 2m 31.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.1721, Train Acc: 88.89%, Train AUC: 0.9748, Train F1: 0.8902\n", "Val Loss: 0.0676, Val Acc: 97.40%, Val AUC: 0.9969, Val F1: 0.9740\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 13 time: 2m 38.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.1683, Train Acc: 89.32%, Train AUC: 0.9761, Train F1: 0.8915\n", "Val Loss: 0.0770, Val Acc: 97.10%, Val AUC: 0.9959, Val F1: 0.9711\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 14 time: 2m 37.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.1656, Train Acc: 89.24%, Train AUC: 0.9765, Train F1: 0.8928\n", "Val Loss: 0.0485, Val Acc: 98.40%, Val AUC: 0.9977, Val F1: 0.9841\n", "Best model saved at epoch 15 with Val Loss: 0.0485\n", "Epoch 15 time: 2m 31.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.1692, Train Acc: 89.00%, Train AUC: 0.9753, Train F1: 0.8892\n", "Val Loss: 0.0545, Val Acc: 97.70%, Val AUC: 0.9985, Val F1: 0.9769\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 16 time: 2m 37.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.1657, Train Acc: 89.35%, Train AUC: 0.9767, Train F1: 0.8913\n", "Val Loss: 0.0771, Val Acc: 96.70%, Val AUC: 0.9978, Val F1: 0.9679\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 17 time: 3m 16.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.1626, Train Acc: 89.62%, Train AUC: 0.9774, Train F1: 0.8970\n", "Val Loss: 0.2360, Val Acc: 90.90%, Val AUC: 0.9936, Val F1: 0.9164\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 18 time: 3m 9.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.1675, Train Acc: 89.36%, Train AUC: 0.9762, Train F1: 0.8932\n", "Val Loss: 0.1656, Val Acc: 94.00%, Val AUC: 0.9979, Val F1: 0.9364\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 19 time: 3m 9.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.1602, Train Acc: 89.67%, Train AUC: 0.9782, Train F1: 0.8978\n", "Val Loss: 0.1097, Val Acc: 96.60%, Val AUC: 0.9956, Val F1: 0.9651\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 20 time: 3m 47.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.1619, Train Acc: 89.49%, Train AUC: 0.9774, Train F1: 0.8954\n", "Val Loss: 0.0607, Val Acc: 97.90%, Val AUC: 0.9981, Val F1: 0.9788\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 21 time: 3m 52.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.1522, Train Acc: 90.00%, Train AUC: 0.9795, Train F1: 0.8982\n", "Val Loss: 0.0363, Val Acc: 98.80%, Val AUC: 0.9992, Val F1: 0.9879\n", "Best model saved at epoch 22 with Val Loss: 0.0363\n", "Epoch 22 time: 2m 33.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.1487, Train Acc: 90.14%, Train AUC: 0.9802, Train F1: 0.8986\n", "Val Loss: 0.0360, Val Acc: 98.80%, Val AUC: 0.9993, Val F1: 0.9880\n", "Best model saved at epoch 23 with Val Loss: 0.0360\n", "Epoch 23 time: 3m 11.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.1450, Train Acc: 90.45%, Train AUC: 0.9813, Train F1: 0.9033\n", "Val Loss: 0.0315, Val Acc: 99.40%, Val AUC: 0.9986, Val F1: 0.9940\n", "Best model saved at epoch 24 with Val Loss: 0.0315\n", "Epoch 24 time: 3m 14.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.1494, Train Acc: 89.93%, Train AUC: 0.9796, Train F1: 0.8994\n", "Val Loss: 0.0483, Val Acc: 98.40%, Val AUC: 0.9984, Val F1: 0.9838\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 25 time: 2m 34.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.1436, Train Acc: 90.50%, Train AUC: 0.9813, Train F1: 0.9085\n", "Val Loss: 0.0373, Val Acc: 98.70%, Val AUC: 0.9985, Val F1: 0.9869\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 26 time: 2m 25.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.1476, Train Acc: 90.12%, Train AUC: 0.9802, Train F1: 0.9017\n", "Val Loss: 0.0331, Val Acc: 99.00%, Val AUC: 0.9986, Val F1: 0.9900\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 27 time: 2m 33.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.1453, Train Acc: 90.50%, Train AUC: 0.9813, Train F1: 0.9068\n", "Val Loss: 0.0355, Val Acc: 98.90%, Val AUC: 0.9985, Val F1: 0.9890\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 28 time: 2m 32.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.1446, Train Acc: 90.36%, Train AUC: 0.9811, Train F1: 0.9025\n", "Val Loss: 0.0417, Val Acc: 98.80%, Val AUC: 0.9985, Val F1: 0.9880\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 29 time: 2m 25.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.1446, Train Acc: 90.50%, Train AUC: 0.9816, Train F1: 0.9053\n", "Val Loss: 0.0459, Val Acc: 98.80%, Val AUC: 0.9984, Val F1: 0.9879\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 30 time: 2m 21.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.1471, Train Acc: 90.24%, Train AUC: 0.9808, Train F1: 0.9046\n", "Val Loss: 0.0405, Val Acc: 99.30%, Val AUC: 0.9985, Val F1: 0.9930\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 31 time: 2m 22.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.1425, Train Acc: 90.71%, Train AUC: 0.9820, Train F1: 0.9061\n", "Val Loss: 0.0355, Val Acc: 99.30%, Val AUC: 0.9986, Val F1: 0.9930\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 32 time: 2m 20.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.1455, Train Acc: 90.46%, Train AUC: 0.9814, Train F1: 0.9041\n", "Val Loss: 0.0350, Val Acc: 99.20%, Val AUC: 0.9986, Val F1: 0.9920\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 33 time: 2m 36.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.1426, Train Acc: 90.76%, Train AUC: 0.9823, Train F1: 0.9084\n", "Val Loss: 0.0361, Val Acc: 99.20%, Val AUC: 0.9986, Val F1: 0.9920\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 34 time: 2m 23.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.1450, Train Acc: 90.46%, Train AUC: 0.9812, Train F1: 0.9056\n", "Val Loss: 0.0336, Val Acc: 99.20%, Val AUC: 0.9986, Val F1: 0.9920\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 35 time: 2m 28.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.1442, Train Acc: 90.78%, Train AUC: 0.9819, Train F1: 0.9082\n", "Val Loss: 0.0339, Val Acc: 99.30%, Val AUC: 0.9986, Val F1: 0.9930\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 36 time: 2m 24.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.1429, Train Acc: 90.52%, Train AUC: 0.9817, Train F1: 0.9048\n", "Val Loss: 0.0349, Val Acc: 99.30%, Val AUC: 0.9986, Val F1: 0.9930\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 37 time: 2m 25.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.1437, Train Acc: 90.63%, Train AUC: 0.9819, Train F1: 0.9069\n", "Val Loss: 0.0357, Val Acc: 99.20%, Val AUC: 0.9987, Val F1: 0.9920\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 38 time: 2m 21.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.1449, Train Acc: 90.63%, Train AUC: 0.9817, Train F1: 0.9050\n", "Val Loss: 0.0334, Val Acc: 99.30%, Val AUC: 0.9987, Val F1: 0.9930\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 39 time: 2m 24.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.1460, Train Acc: 90.44%, Train AUC: 0.9807, Train F1: 0.9004\n", "Val Loss: 0.0355, Val Acc: 99.20%, Val AUC: 0.9986, Val F1: 0.9920\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 40 time: 2m 28.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.1439, Train Acc: 90.58%, Train AUC: 0.9816, Train F1: 0.9035\n", "Val Loss: 0.0346, Val Acc: 99.30%, Val AUC: 0.9987, Val F1: 0.9930\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 41 time: 2m 24.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.1431, Train Acc: 90.86%, Train AUC: 0.9822, Train F1: 0.9082\n", "Val Loss: 0.0347, Val Acc: 99.30%, Val AUC: 0.9986, Val F1: 0.9930\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 42 time: 2m 27.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.1438, Train Acc: 90.60%, Train AUC: 0.9815, Train F1: 0.9037\n", "Val Loss: 0.0361, Val Acc: 99.20%, Val AUC: 0.9986, Val F1: 0.9920\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 43 time: 2m 28.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.1433, Train Acc: 90.65%, Train AUC: 0.9819, Train F1: 0.9032\n", "Val Loss: 0.0372, Val Acc: 99.10%, Val AUC: 0.9986, Val F1: 0.9910\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for CvT: 1h 57m 10s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/CvT_metrics.csv\n", "Training completed at epoch 24 with best validation loss of 0.0315\n", "CvT training time: 1h 57m 13s\n" ] } ], "source": [ "# ============================ Train CvT Model ============================ #\n", "start_time_cvt = time.perf_counter() # Start timing for CvT model\n", "\n", "print(f'\\n=== Training CvT ===')\n", "model_name = 'CvT'\n", "# Add fine_tune_mode and last_n attributes here, for example:\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='all_blocks', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_cvt = time.perf_counter()\n", "print(f\"CvT training time: {format_time(end_time_cvt - start_time_cvt)}\")\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Swin ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-23 02:14:09,207 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2025-02-23 02:14:09,403 INFO:[timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-02-23 02:14:09,446 INFO:Missing keys (head.fc.weight, head.fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.1129, Train Acc: 95.25%, Train AUC: 0.9922, Train F1: 0.9526\n", "Val Loss: 0.0762, Val Acc: 97.30%, Val AUC: 0.9979, Val F1: 0.9724\n", "Best model saved at epoch 1 with Val Loss: 0.0762\n", "Epoch 1 time: 3m 16.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0432, Train Acc: 98.44%, Train AUC: 0.9987, Train F1: 0.9844\n", "Val Loss: 0.0442, Val Acc: 98.30%, Val AUC: 0.9990, Val F1: 0.9828\n", "Best model saved at epoch 2 with Val Loss: 0.0442\n", "Epoch 2 time: 3m 20.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0334, Train Acc: 98.79%, Train AUC: 0.9992, Train F1: 0.9879\n", "Val Loss: 0.1147, Val Acc: 96.30%, Val AUC: 0.9976, Val F1: 0.9641\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 3 time: 3m 19.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0274, Train Acc: 98.96%, Train AUC: 0.9995, Train F1: 0.9896\n", "Val Loss: 0.0730, Val Acc: 98.30%, Val AUC: 0.9981, Val F1: 0.9828\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 4 time: 3m 10.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0229, Train Acc: 99.19%, Train AUC: 0.9996, Train F1: 0.9919\n", "Val Loss: 0.0465, Val Acc: 98.80%, Val AUC: 0.9986, Val F1: 0.9879\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 5 time: 3m 18.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0221, Train Acc: 99.20%, Train AUC: 0.9996, Train F1: 0.9920\n", "Val Loss: 0.0282, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9880\n", "Best model saved at epoch 6 with Val Loss: 0.0282\n", "Epoch 6 time: 3m 18.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0247, Train Acc: 99.11%, Train AUC: 0.9996, Train F1: 0.9911\n", "Val Loss: 0.0649, Val Acc: 98.20%, Val AUC: 0.9990, Val F1: 0.9817\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 7 time: 3m 7.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0208, Train Acc: 99.22%, Train AUC: 0.9997, Train F1: 0.9922\n", "Val Loss: 0.0526, Val Acc: 98.40%, Val AUC: 0.9979, Val F1: 0.9839\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 8 time: 3m 12.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0177, Train Acc: 99.34%, Train AUC: 0.9998, Train F1: 0.9934\n", "Val Loss: 0.0535, Val Acc: 97.90%, Val AUC: 0.9985, Val F1: 0.9793\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 9 time: 3m 15.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0165, Train Acc: 99.40%, Train AUC: 0.9998, Train F1: 0.9940\n", "Val Loss: 0.0587, Val Acc: 98.80%, Val AUC: 0.9983, Val F1: 0.9880\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 10 time: 3m 11.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0153, Train Acc: 99.48%, Train AUC: 0.9998, Train F1: 0.9948\n", "Val Loss: 0.0387, Val Acc: 98.80%, Val AUC: 0.9986, Val F1: 0.9879\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 11 time: 3m 13.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0168, Train Acc: 99.34%, Train AUC: 0.9998, Train F1: 0.9934\n", "Val Loss: 0.0523, Val Acc: 98.60%, Val AUC: 0.9984, Val F1: 0.9859\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 12 time: 3m 4.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0110, Train Acc: 99.59%, Train AUC: 0.9999, Train F1: 0.9959\n", "Val Loss: 0.0350, Val Acc: 99.00%, Val AUC: 0.9986, Val F1: 0.9900\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 13 time: 3m 7.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0080, Train Acc: 99.71%, Train AUC: 1.0000, Train F1: 0.9971\n", "Val Loss: 0.0335, Val Acc: 99.00%, Val AUC: 0.9988, Val F1: 0.9900\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 14 time: 3m 10.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0067, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0373, Val Acc: 99.00%, Val AUC: 0.9987, Val F1: 0.9900\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 15 time: 3m 14.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0071, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0354, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 16 time: 3m 7.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0055, Train Acc: 99.81%, Train AUC: 1.0000, Train F1: 0.9981\n", "Val Loss: 0.0416, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 17 time: 3m 7.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0056, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0392, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 18 time: 3m 16.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0060, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0356, Val Acc: 99.20%, Val AUC: 0.9988, Val F1: 0.9920\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 19 time: 3m 5.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0051, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9983\n", "Val Loss: 0.0359, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 20 time: 3m 5.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0057, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0368, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 21 time: 3m 13.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0050, Train Acc: 99.81%, Train AUC: 1.0000, Train F1: 0.9981\n", "Val Loss: 0.0381, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 22 time: 3m 20.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0049, Train Acc: 99.84%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0383, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 23 time: 3m 11.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0046, Train Acc: 99.84%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0388, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 24 time: 3m 3.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0054, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0388, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 25 time: 3m 15.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0058, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0388, Val Acc: 99.00%, Val AUC: 0.9988, Val F1: 0.9900\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for Swin: 1h 23m 15s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/Swin_metrics.csv\n", "Training completed at epoch 6 with best validation loss of 0.0282\n", "Swin training time: 1h 23m 17s\n" ] } ], "source": [ "# ============================ Train Swin Model ============================ #\n", "start_time_swin = time.perf_counter() # Start timing for Swin model\n", "\n", "print(f'\\n=== Training Swin ===')\n", "model_name = 'Swin'\n", "# Add fine_tune_mode and last_n attributes here, for example:\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='all_blocks', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_swin = time.perf_counter()\n", "print(f\"Swin training time: {format_time(end_time_swin - start_time_swin)}\")\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training CaiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-23 03:37:25,743 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2025-02-23 03:37:25,972 INFO:[timm/cait_s24_224.fb_dist_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.1592, Train Acc: 92.61%, Train AUC: 0.9844, Train F1: 0.9263\n", "Val Loss: 0.0701, Val Acc: 97.50%, Val AUC: 0.9968, Val F1: 0.9748\n", "Best model saved at epoch 1 with Val Loss: 0.0701\n", "Epoch 1 time: 2m 50.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0498, Train Acc: 98.09%, Train AUC: 0.9984, Train F1: 0.9809\n", "Val Loss: 0.0747, Val Acc: 97.50%, Val AUC: 0.9965, Val F1: 0.9753\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 2 time: 2m 51.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0393, Train Acc: 98.57%, Train AUC: 0.9989, Train F1: 0.9857\n", "Val Loss: 0.0538, Val Acc: 98.40%, Val AUC: 0.9989, Val F1: 0.9841\n", "Best model saved at epoch 3 with Val Loss: 0.0538\n", "Epoch 3 time: 2m 56.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0332, Train Acc: 98.77%, Train AUC: 0.9992, Train F1: 0.9877\n", "Val Loss: 0.0902, Val Acc: 97.20%, Val AUC: 0.9973, Val F1: 0.9725\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 3m 7.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0310, Train Acc: 98.90%, Train AUC: 0.9993, Train F1: 0.9890\n", "Val Loss: 0.0557, Val Acc: 98.30%, Val AUC: 0.9991, Val F1: 0.9828\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 5 time: 2m 49.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0245, Train Acc: 99.14%, Train AUC: 0.9996, Train F1: 0.9914\n", "Val Loss: 0.0509, Val Acc: 98.60%, Val AUC: 0.9989, Val F1: 0.9859\n", "Best model saved at epoch 6 with Val Loss: 0.0509\n", "Epoch 6 time: 2m 59.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0279, Train Acc: 98.93%, Train AUC: 0.9995, Train F1: 0.9893\n", "Val Loss: 0.0623, Val Acc: 98.00%, Val AUC: 0.9984, Val F1: 0.9798\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 7 time: 2m 52.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0219, Train Acc: 99.22%, Train AUC: 0.9997, Train F1: 0.9922\n", "Val Loss: 0.0471, Val Acc: 98.60%, Val AUC: 0.9982, Val F1: 0.9860\n", "Best model saved at epoch 8 with Val Loss: 0.0471\n", "Epoch 8 time: 2m 52.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0249, Train Acc: 99.09%, Train AUC: 0.9995, Train F1: 0.9909\n", "Val Loss: 0.0369, Val Acc: 98.90%, Val AUC: 0.9985, Val F1: 0.9890\n", "Best model saved at epoch 9 with Val Loss: 0.0369\n", "Epoch 9 time: 2m 52.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0214, Train Acc: 99.26%, Train AUC: 0.9997, Train F1: 0.9926\n", "Val Loss: 0.0530, Val Acc: 98.20%, Val AUC: 0.9981, Val F1: 0.9821\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 10 time: 3m 0.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0236, Train Acc: 99.12%, Train AUC: 0.9996, Train F1: 0.9912\n", "Val Loss: 0.0491, Val Acc: 98.20%, Val AUC: 0.9981, Val F1: 0.9820\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 11 time: 2m 56.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0197, Train Acc: 99.30%, Train AUC: 0.9997, Train F1: 0.9930\n", "Val Loss: 0.0603, Val Acc: 98.40%, Val AUC: 0.9992, Val F1: 0.9839\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 12 time: 2m 59.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0191, Train Acc: 99.34%, Train AUC: 0.9997, Train F1: 0.9934\n", "Val Loss: 0.0377, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9881\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 13 time: 2m 52.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0196, Train Acc: 99.24%, Train AUC: 0.9997, Train F1: 0.9924\n", "Val Loss: 0.0479, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9869\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 14 time: 2m 55.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0177, Train Acc: 99.39%, Train AUC: 0.9998, Train F1: 0.9939\n", "Val Loss: 0.0811, Val Acc: 97.70%, Val AUC: 0.9973, Val F1: 0.9767\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 15 time: 2m 55.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0139, Train Acc: 99.53%, Train AUC: 0.9999, Train F1: 0.9953\n", "Val Loss: 0.0527, Val Acc: 98.00%, Val AUC: 0.9980, Val F1: 0.9800\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 16 time: 2m 49.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0112, Train Acc: 99.59%, Train AUC: 0.9999, Train F1: 0.9959\n", "Val Loss: 0.0486, Val Acc: 98.50%, Val AUC: 0.9981, Val F1: 0.9849\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 17 time: 3m 0.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0100, Train Acc: 99.62%, Train AUC: 0.9999, Train F1: 0.9962\n", "Val Loss: 0.0486, Val Acc: 98.70%, Val AUC: 0.9983, Val F1: 0.9869\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 18 time: 2m 56.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0101, Train Acc: 99.62%, Train AUC: 0.9999, Train F1: 0.9962\n", "Val Loss: 0.0487, Val Acc: 98.70%, Val AUC: 0.9983, Val F1: 0.9869\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 19 time: 2m 49.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0103, Train Acc: 99.65%, Train AUC: 0.9999, Train F1: 0.9965\n", "Val Loss: 0.0442, Val Acc: 99.00%, Val AUC: 0.9984, Val F1: 0.9900\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 20 time: 3m 5.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0092, Train Acc: 99.71%, Train AUC: 0.9999, Train F1: 0.9971\n", "Val Loss: 0.0396, Val Acc: 99.20%, Val AUC: 0.9985, Val F1: 0.9920\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 21 time: 2m 53.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0078, Train Acc: 99.70%, Train AUC: 1.0000, Train F1: 0.9970\n", "Val Loss: 0.0431, Val Acc: 99.10%, Val AUC: 0.9985, Val F1: 0.9910\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 22 time: 2m 55.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0092, Train Acc: 99.66%, Train AUC: 0.9999, Train F1: 0.9966\n", "Val Loss: 0.0427, Val Acc: 99.10%, Val AUC: 0.9985, Val F1: 0.9910\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 23 time: 2m 56.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0092, Train Acc: 99.64%, Train AUC: 0.9999, Train F1: 0.9964\n", "Val Loss: 0.0421, Val Acc: 99.00%, Val AUC: 0.9985, Val F1: 0.9900\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 24 time: 3m 2.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0088, Train Acc: 99.69%, Train AUC: 0.9999, Train F1: 0.9969\n", "Val Loss: 0.0406, Val Acc: 99.10%, Val AUC: 0.9985, Val F1: 0.9910\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 25 time: 2m 50.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0080, Train Acc: 99.71%, Train AUC: 1.0000, Train F1: 0.9971\n", "Val Loss: 0.0410, Val Acc: 99.10%, Val AUC: 0.9986, Val F1: 0.9910\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 26 time: 2m 59.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0081, Train Acc: 99.71%, Train AUC: 1.0000, Train F1: 0.9971\n", "Val Loss: 0.0411, Val Acc: 99.20%, Val AUC: 0.9985, Val F1: 0.9920\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 27 time: 2m 53.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0083, Train Acc: 99.71%, Train AUC: 1.0000, Train F1: 0.9971\n", "Val Loss: 0.0419, Val Acc: 99.10%, Val AUC: 0.9985, Val F1: 0.9910\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 28 time: 2m 52.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0087, Train Acc: 99.72%, Train AUC: 0.9999, Train F1: 0.9972\n", "Val Loss: 0.0410, Val Acc: 99.20%, Val AUC: 0.9985, Val F1: 0.9920\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for CaiT: 1h 24m 58s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/CaiT_metrics.csv\n", "Training completed at epoch 9 with best validation loss of 0.0369\n", "CaiT training time: 1h 24m 59s\n" ] } ], "source": [ "# ============================ Train CaiT Model ============================ #\n", "start_time_cait = time.perf_counter() # Start timing for CaiT model\n", "\n", "print(f'\\n=== Training CaiT ===')\n", "model_name = 'CaiT'\n", "# Add fine_tune_mode and last_n attributes here, for example:\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='all_blocks', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_cait = time.perf_counter()\n", "print(f\"CaiT training time: {format_time(end_time_cait - start_time_cait)}\")\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training DeiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-23 05:02:25,125 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2025-02-23 05:02:25,473 INFO:[timm/deit_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.1231, Train Acc: 94.51%, Train AUC: 0.9907, Train F1: 0.9451\n", "Val Loss: 0.2685, Val Acc: 89.90%, Val AUC: 0.9939, Val F1: 0.9078\n", "Best model saved at epoch 1 with Val Loss: 0.2685\n", "Epoch 1 time: 2m 39.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0516, Train Acc: 98.04%, Train AUC: 0.9983, Train F1: 0.9803\n", "Val Loss: 0.0521, Val Acc: 98.10%, Val AUC: 0.9986, Val F1: 0.9811\n", "Best model saved at epoch 2 with Val Loss: 0.0521\n", "Epoch 2 time: 2m 39.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0431, Train Acc: 98.37%, Train AUC: 0.9988, Train F1: 0.9837\n", "Val Loss: 0.0423, Val Acc: 98.60%, Val AUC: 0.9982, Val F1: 0.9860\n", "Best model saved at epoch 3 with Val Loss: 0.0423\n", "Epoch 3 time: 2m 37.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0350, Train Acc: 98.72%, Train AUC: 0.9992, Train F1: 0.9872\n", "Val Loss: 0.0446, Val Acc: 98.60%, Val AUC: 0.9987, Val F1: 0.9860\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 2m 38.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0301, Train Acc: 98.92%, Train AUC: 0.9994, Train F1: 0.9892\n", "Val Loss: 0.0521, Val Acc: 98.30%, Val AUC: 0.9987, Val F1: 0.9831\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 5 time: 2m 36.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0272, Train Acc: 98.97%, Train AUC: 0.9995, Train F1: 0.9897\n", "Val Loss: 0.0550, Val Acc: 98.00%, Val AUC: 0.9988, Val F1: 0.9800\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 6 time: 2m 44.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0242, Train Acc: 99.12%, Train AUC: 0.9996, Train F1: 0.9912\n", "Val Loss: 0.0521, Val Acc: 98.60%, Val AUC: 0.9990, Val F1: 0.9860\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 7 time: 2m 42.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0266, Train Acc: 99.08%, Train AUC: 0.9995, Train F1: 0.9908\n", "Val Loss: 0.0604, Val Acc: 97.90%, Val AUC: 0.9984, Val F1: 0.9788\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 8 time: 2m 50.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0242, Train Acc: 99.15%, Train AUC: 0.9996, Train F1: 0.9915\n", "Val Loss: 0.0538, Val Acc: 98.00%, Val AUC: 0.9983, Val F1: 0.9800\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 9 time: 2m 36.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0168, Train Acc: 99.39%, Train AUC: 0.9998, Train F1: 0.9939\n", "Val Loss: 0.0368, Val Acc: 98.90%, Val AUC: 0.9993, Val F1: 0.9890\n", "Best model saved at epoch 10 with Val Loss: 0.0368\n", "Epoch 10 time: 2m 41.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0130, Train Acc: 99.52%, Train AUC: 0.9999, Train F1: 0.9952\n", "Val Loss: 0.0349, Val Acc: 99.10%, Val AUC: 0.9994, Val F1: 0.9910\n", "Best model saved at epoch 11 with Val Loss: 0.0349\n", "Epoch 11 time: 2m 34.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0111, Train Acc: 99.60%, Train AUC: 0.9999, Train F1: 0.9960\n", "Val Loss: 0.0395, Val Acc: 98.90%, Val AUC: 0.9984, Val F1: 0.9890\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 12 time: 2m 36.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0112, Train Acc: 99.62%, Train AUC: 0.9999, Train F1: 0.9962\n", "Val Loss: 0.0473, Val Acc: 98.70%, Val AUC: 0.9992, Val F1: 0.9869\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 13 time: 2m 42.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0096, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0427, Val Acc: 99.00%, Val AUC: 0.9993, Val F1: 0.9900\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 14 time: 2m 39.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0102, Train Acc: 99.60%, Train AUC: 0.9999, Train F1: 0.9960\n", "Val Loss: 0.0417, Val Acc: 99.00%, Val AUC: 0.9984, Val F1: 0.9900\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 15 time: 2m 33.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0092, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0462, Val Acc: 99.00%, Val AUC: 0.9983, Val F1: 0.9900\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 16 time: 2m 35.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0099, Train Acc: 99.63%, Train AUC: 0.9999, Train F1: 0.9963\n", "Val Loss: 0.0502, Val Acc: 99.10%, Val AUC: 0.9982, Val F1: 0.9910\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 17 time: 2m 37.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0081, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0491, Val Acc: 99.10%, Val AUC: 0.9983, Val F1: 0.9910\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 18 time: 2m 37.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0077, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0505, Val Acc: 99.00%, Val AUC: 0.9983, Val F1: 0.9900\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 19 time: 2m 39.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0084, Train Acc: 99.70%, Train AUC: 1.0000, Train F1: 0.9970\n", "Val Loss: 0.0502, Val Acc: 99.00%, Val AUC: 0.9983, Val F1: 0.9900\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 20 time: 2m 32.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0079, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0498, Val Acc: 99.00%, Val AUC: 0.9983, Val F1: 0.9900\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 21 time: 2m 34.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0088, Train Acc: 99.67%, Train AUC: 1.0000, Train F1: 0.9967\n", "Val Loss: 0.0509, Val Acc: 99.00%, Val AUC: 0.9983, Val F1: 0.9900\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 22 time: 2m 35.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0081, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0508, Val Acc: 99.00%, Val AUC: 0.9983, Val F1: 0.9900\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 23 time: 2m 35.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0072, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0501, Val Acc: 99.00%, Val AUC: 0.9983, Val F1: 0.9900\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 24 time: 2m 43.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0079, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0524, Val Acc: 98.90%, Val AUC: 0.9983, Val F1: 0.9890\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 25 time: 2m 32.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0075, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0503, Val Acc: 99.10%, Val AUC: 0.9983, Val F1: 0.9910\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 26 time: 2m 41.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0085, Train Acc: 99.66%, Train AUC: 1.0000, Train F1: 0.9966\n", "Val Loss: 0.0495, Val Acc: 98.90%, Val AUC: 0.9983, Val F1: 0.9890\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 27 time: 2m 40.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0079, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0491, Val Acc: 99.00%, Val AUC: 0.9983, Val F1: 0.9900\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 28 time: 2m 39.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0078, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0504, Val Acc: 98.90%, Val AUC: 0.9983, Val F1: 0.9890\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 29 time: 2m 42.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0068, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0517, Val Acc: 99.00%, Val AUC: 0.9983, Val F1: 0.9900\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 30 time: 2m 40.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0077, Train Acc: 99.71%, Train AUC: 1.0000, Train F1: 0.9971\n", "Val Loss: 0.0527, Val Acc: 99.00%, Val AUC: 0.9983, Val F1: 0.9900\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for DeiT: 1h 21m 53s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/DeiT_metrics.csv\n", "Training completed at epoch 11 with best validation loss of 0.0349\n", "DeiT training time: 1h 21m 54s\n" ] } ], "source": [ "# ============================ Train DeiT Model ============================ #\n", "start_time_deit = time.perf_counter() # Start timing for DeiT model\n", "\n", "print(f'\\n=== Training DeiT ===')\n", "model_name = 'DeiT'\n", "# Using the same fine-tune mode template as before\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='all_blocks', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_deit = time.perf_counter()\n", "print(f\"DeiT training time: {format_time(end_time_deit - start_time_deit)}\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training DeiT III ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-23 06:24:19,584 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2025-02-23 06:24:19,779 INFO:[timm/deit3_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.1369, Train Acc: 94.08%, Train AUC: 0.9887, Train F1: 0.9408\n", "Val Loss: 0.0742, Val Acc: 97.80%, Val AUC: 0.9976, Val F1: 0.9783\n", "Best model saved at epoch 1 with Val Loss: 0.0742\n", "Epoch 1 time: 2m 48.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0481, Train Acc: 98.24%, Train AUC: 0.9984, Train F1: 0.9824\n", "Val Loss: 0.0509, Val Acc: 98.20%, Val AUC: 0.9985, Val F1: 0.9819\n", "Best model saved at epoch 2 with Val Loss: 0.0509\n", "Epoch 2 time: 2m 56.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0346, Train Acc: 98.78%, Train AUC: 0.9992, Train F1: 0.9878\n", "Val Loss: 0.0460, Val Acc: 98.30%, Val AUC: 0.9988, Val F1: 0.9829\n", "Best model saved at epoch 3 with Val Loss: 0.0460\n", "Epoch 3 time: 2m 51.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0298, Train Acc: 98.93%, Train AUC: 0.9994, Train F1: 0.9893\n", "Val Loss: 0.0654, Val Acc: 98.50%, Val AUC: 0.9985, Val F1: 0.9850\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 2m 44.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0300, Train Acc: 98.93%, Train AUC: 0.9994, Train F1: 0.9893\n", "Val Loss: 0.0512, Val Acc: 98.40%, Val AUC: 0.9981, Val F1: 0.9840\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 5 time: 2m 55.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0268, Train Acc: 99.04%, Train AUC: 0.9995, Train F1: 0.9904\n", "Val Loss: 0.0475, Val Acc: 98.50%, Val AUC: 0.9979, Val F1: 0.9850\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 6 time: 2m 51.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0223, Train Acc: 99.18%, Train AUC: 0.9997, Train F1: 0.9918\n", "Val Loss: 0.0425, Val Acc: 98.80%, Val AUC: 0.9994, Val F1: 0.9880\n", "Best model saved at epoch 7 with Val Loss: 0.0425\n", "Epoch 7 time: 2m 40.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0232, Train Acc: 99.21%, Train AUC: 0.9996, Train F1: 0.9921\n", "Val Loss: 0.0436, Val Acc: 98.90%, Val AUC: 0.9992, Val F1: 0.9890\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 8 time: 2m 58.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0198, Train Acc: 99.30%, Train AUC: 0.9997, Train F1: 0.9930\n", "Val Loss: 0.0731, Val Acc: 98.40%, Val AUC: 0.9978, Val F1: 0.9840\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 9 time: 2m 39.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0240, Train Acc: 99.13%, Train AUC: 0.9996, Train F1: 0.9913\n", "Val Loss: 0.0570, Val Acc: 98.60%, Val AUC: 0.9989, Val F1: 0.9861\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 10 time: 2m 41.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0196, Train Acc: 99.26%, Train AUC: 0.9998, Train F1: 0.9925\n", "Val Loss: 0.0622, Val Acc: 98.40%, Val AUC: 0.9978, Val F1: 0.9841\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 11 time: 2m 43.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0188, Train Acc: 99.30%, Train AUC: 0.9997, Train F1: 0.9930\n", "Val Loss: 0.0537, Val Acc: 99.00%, Val AUC: 0.9992, Val F1: 0.9900\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 12 time: 2m 45.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0194, Train Acc: 99.29%, Train AUC: 0.9997, Train F1: 0.9929\n", "Val Loss: 0.0843, Val Acc: 98.40%, Val AUC: 0.9978, Val F1: 0.9839\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 13 time: 2m 40.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0119, Train Acc: 99.56%, Train AUC: 0.9999, Train F1: 0.9956\n", "Val Loss: 0.0696, Val Acc: 98.50%, Val AUC: 0.9982, Val F1: 0.9849\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 14 time: 2m 37.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0101, Train Acc: 99.65%, Train AUC: 0.9999, Train F1: 0.9965\n", "Val Loss: 0.0614, Val Acc: 98.90%, Val AUC: 0.9984, Val F1: 0.9889\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 15 time: 2m 49.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0083, Train Acc: 99.69%, Train AUC: 0.9999, Train F1: 0.9969\n", "Val Loss: 0.0577, Val Acc: 99.10%, Val AUC: 0.9984, Val F1: 0.9910\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 16 time: 2m 44.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0087, Train Acc: 99.70%, Train AUC: 0.9999, Train F1: 0.9970\n", "Val Loss: 0.0483, Val Acc: 99.00%, Val AUC: 0.9985, Val F1: 0.9900\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 17 time: 2m 43.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0077, Train Acc: 99.71%, Train AUC: 1.0000, Train F1: 0.9971\n", "Val Loss: 0.0497, Val Acc: 99.00%, Val AUC: 0.9984, Val F1: 0.9900\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 18 time: 2m 48.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0082, Train Acc: 99.70%, Train AUC: 1.0000, Train F1: 0.9970\n", "Val Loss: 0.0551, Val Acc: 99.20%, Val AUC: 0.9985, Val F1: 0.9920\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 19 time: 2m 43.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0076, Train Acc: 99.71%, Train AUC: 1.0000, Train F1: 0.9971\n", "Val Loss: 0.0490, Val Acc: 99.00%, Val AUC: 0.9986, Val F1: 0.9900\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 20 time: 2m 45.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0067, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0499, Val Acc: 99.00%, Val AUC: 0.9986, Val F1: 0.9900\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 21 time: 2m 59.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0057, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0505, Val Acc: 98.90%, Val AUC: 0.9986, Val F1: 0.9890\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 22 time: 2m 46.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0060, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0504, Val Acc: 99.00%, Val AUC: 0.9986, Val F1: 0.9900\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 23 time: 2m 46.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0064, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0504, Val Acc: 99.10%, Val AUC: 0.9986, Val F1: 0.9910\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 24 time: 2m 40.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0068, Train Acc: 99.77%, Train AUC: 0.9999, Train F1: 0.9977\n", "Val Loss: 0.0503, Val Acc: 99.00%, Val AUC: 0.9986, Val F1: 0.9900\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 25 time: 2m 45.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0063, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0481, Val Acc: 99.10%, Val AUC: 0.9986, Val F1: 0.9910\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 26 time: 2m 36.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0048, Train Acc: 99.81%, Train AUC: 1.0000, Train F1: 0.9981\n", "Val Loss: 0.0500, Val Acc: 99.10%, Val AUC: 0.9986, Val F1: 0.9910\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for DeiT3: 1h 14m 52s\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/DeiT3_metrics.csv\n", "Training completed at epoch 7 with best validation loss of 0.0425\n", "DeiT3 training time: 1h 14m 54s\n" ] } ], "source": [ "# ============================ Train DeiT III Model ============================ #\n", "start_time_deit3 = time.perf_counter() # Start timing for DeiT III model\n", "\n", "print(f'\\n=== Training DeiT III ===')\n", "model_name = 'DeiT3'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='all_blocks', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_deit3 = time.perf_counter()\n", "print(f\"DeiT3 training time: {format_time(end_time_deit3 - start_time_deit3)}\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-SVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-23 07:39:13,051 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2025-02-23 07:39:13,309 INFO:[timm/twins_svt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.1226, Train Acc: 94.53%, Train AUC: 0.9908, Train F1: 0.9454\n", "Val Loss: 0.0862, Val Acc: 96.80%, Val AUC: 0.9950, Val F1: 0.9683\n", "Best model saved at epoch 1 with Val Loss: 0.0862\n", "Epoch 1 time: 2m 29.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0413, Train Acc: 98.46%, Train AUC: 0.9989, Train F1: 0.9846\n", "Val Loss: 0.0575, Val Acc: 98.10%, Val AUC: 0.9976, Val F1: 0.9809\n", "Best model saved at epoch 2 with Val Loss: 0.0575\n", "Epoch 2 time: 2m 36.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0322, Train Acc: 98.86%, Train AUC: 0.9993, Train F1: 0.9886\n", "Val Loss: 0.0422, Val Acc: 98.10%, Val AUC: 0.9990, Val F1: 0.9807\n", "Best model saved at epoch 3 with Val Loss: 0.0422\n", "Epoch 3 time: 2m 29.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0281, Train Acc: 99.00%, Train AUC: 0.9994, Train F1: 0.9900\n", "Val Loss: 0.0474, Val Acc: 98.30%, Val AUC: 0.9989, Val F1: 0.9831\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 2m 25.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0288, Train Acc: 98.97%, Train AUC: 0.9994, Train F1: 0.9897\n", "Val Loss: 0.0258, Val Acc: 99.20%, Val AUC: 0.9996, Val F1: 0.9920\n", "Best model saved at epoch 5 with Val Loss: 0.0258\n", "Epoch 5 time: 2m 32.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0232, Train Acc: 99.12%, Train AUC: 0.9996, Train F1: 0.9912\n", "Val Loss: 0.0632, Val Acc: 98.00%, Val AUC: 0.9980, Val F1: 0.9802\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 2m 33.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0222, Train Acc: 99.16%, Train AUC: 0.9997, Train F1: 0.9916\n", "Val Loss: 0.0441, Val Acc: 98.40%, Val AUC: 0.9990, Val F1: 0.9841\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 7 time: 2m 27.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0202, Train Acc: 99.23%, Train AUC: 0.9997, Train F1: 0.9923\n", "Val Loss: 0.0534, Val Acc: 98.30%, Val AUC: 0.9983, Val F1: 0.9832\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 8 time: 2m 37.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0180, Train Acc: 99.35%, Train AUC: 0.9998, Train F1: 0.9935\n", "Val Loss: 0.0342, Val Acc: 98.90%, Val AUC: 0.9994, Val F1: 0.9890\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 9 time: 2m 31.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0181, Train Acc: 99.35%, Train AUC: 0.9998, Train F1: 0.9935\n", "Val Loss: 0.0766, Val Acc: 98.10%, Val AUC: 0.9987, Val F1: 0.9807\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 10 time: 2m 36.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0159, Train Acc: 99.42%, Train AUC: 0.9998, Train F1: 0.9942\n", "Val Loss: 0.0289, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 11 time: 2m 34.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0091, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0329, Val Acc: 99.20%, Val AUC: 0.9987, Val F1: 0.9920\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 12 time: 2m 27.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0078, Train Acc: 99.69%, Train AUC: 1.0000, Train F1: 0.9969\n", "Val Loss: 0.0301, Val Acc: 99.50%, Val AUC: 0.9988, Val F1: 0.9950\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 13 time: 2m 47.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0071, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0402, Val Acc: 99.40%, Val AUC: 0.9987, Val F1: 0.9940\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 14 time: 2m 32.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0073, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0395, Val Acc: 99.30%, Val AUC: 0.9987, Val F1: 0.9930\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 15 time: 2m 35.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0072, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0472, Val Acc: 99.30%, Val AUC: 0.9986, Val F1: 0.9930\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 16 time: 2m 38.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0075, Train Acc: 99.71%, Train AUC: 0.9999, Train F1: 0.9971\n", "Val Loss: 0.0404, Val Acc: 99.30%, Val AUC: 0.9986, Val F1: 0.9930\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 17 time: 2m 39.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0069, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0476, Val Acc: 99.30%, Val AUC: 0.9985, Val F1: 0.9930\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 18 time: 2m 34.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0064, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0434, Val Acc: 99.30%, Val AUC: 0.9985, Val F1: 0.9930\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 19 time: 2m 30.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0058, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0428, Val Acc: 99.30%, Val AUC: 0.9985, Val F1: 0.9930\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 20 time: 2m 26.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0057, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0429, Val Acc: 99.30%, Val AUC: 0.9985, Val F1: 0.9930\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 21 time: 2m 24.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0061, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0404, Val Acc: 99.30%, Val AUC: 0.9985, Val F1: 0.9930\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 22 time: 2m 29.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0056, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0404, Val Acc: 99.30%, Val AUC: 0.9985, Val F1: 0.9930\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 23 time: 2m 43.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0050, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0423, Val Acc: 99.30%, Val AUC: 0.9985, Val F1: 0.9930\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 24 time: 2m 32.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0060, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0442, Val Acc: 99.30%, Val AUC: 0.9985, Val F1: 0.9930\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for Twins_SVT: 1h 3m 52s\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/Twins_SVT_metrics.csv\n", "Training completed at epoch 5 with best validation loss of 0.0258\n", "Twins-SVT training time: 1h 3m 53s\n" ] } ], "source": [ "# ============================ Train Twins-SVT Model ============================ #\n", "start_time_twins_svt = time.perf_counter() # Start timing for Twins-SVT model\n", "\n", "print(f'\\n=== Training Twins-SVT ===')\n", "model_name = 'Twins_SVT'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='all_blocks', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_twins_svt = time.perf_counter()\n", "print(f\"Twins-SVT training time: {format_time(end_time_twins_svt - start_time_twins_svt)}\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-PCPVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-23 08:43:06,375 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2025-02-23 08:43:06,584 INFO:[timm/twins_pcpvt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.1293, Train Acc: 94.59%, Train AUC: 0.9898, Train F1: 0.9461\n", "Val Loss: 0.0516, Val Acc: 98.10%, Val AUC: 0.9983, Val F1: 0.9809\n", "Best model saved at epoch 1 with Val Loss: 0.0516\n", "Epoch 1 time: 2m 29.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0538, Train Acc: 97.98%, Train AUC: 0.9981, Train F1: 0.9799\n", "Val Loss: 0.0813, Val Acc: 97.00%, Val AUC: 0.9955, Val F1: 0.9701\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 2 time: 2m 23.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0389, Train Acc: 98.61%, Train AUC: 0.9989, Train F1: 0.9861\n", "Val Loss: 0.0575, Val Acc: 98.10%, Val AUC: 0.9975, Val F1: 0.9808\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 3 time: 2m 23.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0308, Train Acc: 98.92%, Train AUC: 0.9993, Train F1: 0.9892\n", "Val Loss: 0.0485, Val Acc: 98.50%, Val AUC: 0.9987, Val F1: 0.9849\n", "Best model saved at epoch 4 with Val Loss: 0.0485\n", "Epoch 4 time: 2m 30.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0272, Train Acc: 99.03%, Train AUC: 0.9994, Train F1: 0.9903\n", "Val Loss: 0.0743, Val Acc: 97.00%, Val AUC: 0.9990, Val F1: 0.9692\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 2m 32.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0269, Train Acc: 99.05%, Train AUC: 0.9995, Train F1: 0.9905\n", "Val Loss: 0.0555, Val Acc: 97.60%, Val AUC: 0.9989, Val F1: 0.9764\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 6 time: 2m 21.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0232, Train Acc: 99.17%, Train AUC: 0.9996, Train F1: 0.9917\n", "Val Loss: 0.0509, Val Acc: 98.30%, Val AUC: 0.9981, Val F1: 0.9831\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 7 time: 2m 29.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0226, Train Acc: 99.19%, Train AUC: 0.9997, Train F1: 0.9919\n", "Val Loss: 0.0525, Val Acc: 98.40%, Val AUC: 0.9990, Val F1: 0.9838\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 8 time: 2m 23.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0245, Train Acc: 99.09%, Train AUC: 0.9996, Train F1: 0.9909\n", "Val Loss: 0.0519, Val Acc: 98.20%, Val AUC: 0.9978, Val F1: 0.9821\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 9 time: 2m 25.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0185, Train Acc: 99.27%, Train AUC: 0.9998, Train F1: 0.9927\n", "Val Loss: 0.0485, Val Acc: 98.60%, Val AUC: 0.9983, Val F1: 0.9860\n", "Best model saved at epoch 10 with Val Loss: 0.0485\n", "Epoch 10 time: 2m 20.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0177, Train Acc: 99.33%, Train AUC: 0.9998, Train F1: 0.9933\n", "Val Loss: 0.0299, Val Acc: 98.70%, Val AUC: 0.9996, Val F1: 0.9871\n", "Best model saved at epoch 11 with Val Loss: 0.0299\n", "Epoch 11 time: 2m 23.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0190, Train Acc: 99.30%, Train AUC: 0.9997, Train F1: 0.9930\n", "Val Loss: 0.0282, Val Acc: 99.40%, Val AUC: 0.9987, Val F1: 0.9940\n", "Best model saved at epoch 12 with Val Loss: 0.0282\n", "Epoch 12 time: 2m 21.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0171, Train Acc: 99.41%, Train AUC: 0.9998, Train F1: 0.9941\n", "Val Loss: 0.0370, Val Acc: 98.70%, Val AUC: 0.9986, Val F1: 0.9870\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 13 time: 2m 21.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0169, Train Acc: 99.42%, Train AUC: 0.9998, Train F1: 0.9942\n", "Val Loss: 0.0645, Val Acc: 97.50%, Val AUC: 0.9992, Val F1: 0.9744\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 14 time: 2m 20.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0184, Train Acc: 99.36%, Train AUC: 0.9997, Train F1: 0.9936\n", "Val Loss: 0.0456, Val Acc: 99.10%, Val AUC: 0.9977, Val F1: 0.9910\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 15 time: 2m 24.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0150, Train Acc: 99.47%, Train AUC: 0.9998, Train F1: 0.9947\n", "Val Loss: 0.0453, Val Acc: 98.90%, Val AUC: 0.9983, Val F1: 0.9890\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 16 time: 2m 23.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0160, Train Acc: 99.41%, Train AUC: 0.9998, Train F1: 0.9941\n", "Val Loss: 0.0391, Val Acc: 99.00%, Val AUC: 0.9986, Val F1: 0.9900\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 17 time: 2m 22.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0196, Train Acc: 99.29%, Train AUC: 0.9997, Train F1: 0.9929\n", "Val Loss: 0.0246, Val Acc: 99.30%, Val AUC: 0.9996, Val F1: 0.9930\n", "Best model saved at epoch 18 with Val Loss: 0.0246\n", "Epoch 18 time: 2m 23.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0139, Train Acc: 99.49%, Train AUC: 0.9999, Train F1: 0.9949\n", "Val Loss: 0.0280, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 19 time: 2m 30.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0145, Train Acc: 99.49%, Train AUC: 0.9998, Train F1: 0.9949\n", "Val Loss: 0.0388, Val Acc: 99.10%, Val AUC: 0.9983, Val F1: 0.9910\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 20 time: 2m 21.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0193, Train Acc: 99.35%, Train AUC: 0.9997, Train F1: 0.9935\n", "Val Loss: 0.0615, Val Acc: 98.30%, Val AUC: 0.9974, Val F1: 0.9832\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 21 time: 2m 19.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0152, Train Acc: 99.42%, Train AUC: 0.9998, Train F1: 0.9942\n", "Val Loss: 0.0336, Val Acc: 98.90%, Val AUC: 0.9997, Val F1: 0.9889\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 22 time: 2m 17.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0152, Train Acc: 99.45%, Train AUC: 0.9999, Train F1: 0.9945\n", "Val Loss: 0.0488, Val Acc: 98.50%, Val AUC: 0.9990, Val F1: 0.9849\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 23 time: 2m 37.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0139, Train Acc: 99.45%, Train AUC: 0.9999, Train F1: 0.9945\n", "Val Loss: 0.0361, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9890\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 24 time: 2m 22.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0077, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0364, Val Acc: 99.20%, Val AUC: 0.9987, Val F1: 0.9920\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 25 time: 2m 32.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0054, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0312, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 26 time: 2m 25.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0066, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0313, Val Acc: 99.30%, Val AUC: 0.9988, Val F1: 0.9930\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 27 time: 2m 19.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0059, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0314, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 28 time: 2m 24.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0055, Train Acc: 99.82%, Train AUC: 1.0000, Train F1: 0.9982\n", "Val Loss: 0.0312, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 29 time: 2m 27.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0054, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0335, Val Acc: 99.30%, Val AUC: 0.9988, Val F1: 0.9930\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 30 time: 2m 20.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0056, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0309, Val Acc: 99.50%, Val AUC: 0.9988, Val F1: 0.9950\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 31 time: 2m 21.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0045, Train Acc: 99.84%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0324, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 32 time: 2m 22.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0043, Train Acc: 99.85%, Train AUC: 1.0000, Train F1: 0.9985\n", "Val Loss: 0.0326, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 33 time: 2m 18.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0044, Train Acc: 99.84%, Train AUC: 1.0000, Train F1: 0.9984\n", "Val Loss: 0.0329, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 34 time: 2m 25.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0044, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9983\n", "Val Loss: 0.0331, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 35 time: 2m 30.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.0043, Train Acc: 99.85%, Train AUC: 1.0000, Train F1: 0.9985\n", "Val Loss: 0.0329, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 36 time: 2m 21.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.0045, Train Acc: 99.82%, Train AUC: 1.0000, Train F1: 0.9982\n", "Val Loss: 0.0325, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 37 time: 2m 23.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.0048, Train Acc: 99.83%, Train AUC: 1.0000, Train F1: 0.9983\n", "Val Loss: 0.0324, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for Twins_PCPVT: 1h 31m 32s\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/Twins_PCPVT_metrics.csv\n", "Training completed at epoch 18 with best validation loss of 0.0246\n", "Twins-PCPVT training time: 1h 31m 34s\n" ] } ], "source": [ "# ============================ Train Twins-PCPVT Model ============================ #\n", "start_time_twins_pcpvt = time.perf_counter() # Start timing for Twins-PCPVT model\n", "\n", "print(f'\\n=== Training Twins-PCPVT ===')\n", "model_name = 'Twins_PCPVT'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='all_blocks', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_twins_pcpvt = time.perf_counter()\n", "print(f\"Twins-PCPVT training time: {format_time(end_time_twins_pcpvt - start_time_twins_pcpvt)}\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-02-23 10:14:39,851 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training PiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-23 10:14:40,156 INFO:[timm/pit_b_224.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.1207, Train Acc: 94.80%, Train AUC: 0.9911, Train F1: 0.9480\n", "Val Loss: 0.0821, Val Acc: 97.20%, Val AUC: 0.9947, Val F1: 0.9722\n", "Best model saved at epoch 1 with Val Loss: 0.0821\n", "Epoch 1 time: 2m 25.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0536, Train Acc: 98.04%, Train AUC: 0.9981, Train F1: 0.9804\n", "Val Loss: 0.1346, Val Acc: 95.10%, Val AUC: 0.9961, Val F1: 0.9531\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 2 time: 2m 22.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0435, Train Acc: 98.33%, Train AUC: 0.9988, Train F1: 0.9833\n", "Val Loss: 0.0655, Val Acc: 97.70%, Val AUC: 0.9987, Val F1: 0.9766\n", "Best model saved at epoch 3 with Val Loss: 0.0655\n", "Epoch 3 time: 2m 25.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0380, Train Acc: 98.60%, Train AUC: 0.9990, Train F1: 0.9860\n", "Val Loss: 0.0451, Val Acc: 98.60%, Val AUC: 0.9993, Val F1: 0.9859\n", "Best model saved at epoch 4 with Val Loss: 0.0451\n", "Epoch 4 time: 2m 30.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0305, Train Acc: 98.83%, Train AUC: 0.9994, Train F1: 0.9883\n", "Val Loss: 0.0520, Val Acc: 97.60%, Val AUC: 0.9987, Val F1: 0.9760\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 2m 32.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0292, Train Acc: 98.88%, Train AUC: 0.9994, Train F1: 0.9888\n", "Val Loss: 0.0668, Val Acc: 97.80%, Val AUC: 0.9976, Val F1: 0.9778\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 6 time: 2m 28.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0281, Train Acc: 98.94%, Train AUC: 0.9995, Train F1: 0.9894\n", "Val Loss: 0.0249, Val Acc: 99.00%, Val AUC: 0.9996, Val F1: 0.9900\n", "Best model saved at epoch 7 with Val Loss: 0.0249\n", "Epoch 7 time: 2m 41.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0256, Train Acc: 99.04%, Train AUC: 0.9996, Train F1: 0.9904\n", "Val Loss: 0.0722, Val Acc: 98.10%, Val AUC: 0.9989, Val F1: 0.9807\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 8 time: 2m 24.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0249, Train Acc: 99.14%, Train AUC: 0.9995, Train F1: 0.9914\n", "Val Loss: 0.0880, Val Acc: 96.90%, Val AUC: 0.9977, Val F1: 0.9696\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 9 time: 2m 31.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0242, Train Acc: 99.13%, Train AUC: 0.9996, Train F1: 0.9914\n", "Val Loss: 0.0489, Val Acc: 98.60%, Val AUC: 0.9993, Val F1: 0.9859\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 10 time: 2m 28.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0230, Train Acc: 99.13%, Train AUC: 0.9997, Train F1: 0.9913\n", "Val Loss: 0.0354, Val Acc: 98.70%, Val AUC: 0.9993, Val F1: 0.9870\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 11 time: 2m 27.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0271, Train Acc: 98.99%, Train AUC: 0.9995, Train F1: 0.9899\n", "Val Loss: 0.0311, Val Acc: 99.10%, Val AUC: 0.9996, Val F1: 0.9910\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 12 time: 2m 28.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0211, Train Acc: 99.20%, Train AUC: 0.9997, Train F1: 0.9920\n", "Val Loss: 0.0383, Val Acc: 98.60%, Val AUC: 0.9993, Val F1: 0.9861\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 13 time: 2m 32.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0124, Train Acc: 99.54%, Train AUC: 0.9999, Train F1: 0.9954\n", "Val Loss: 0.0357, Val Acc: 98.90%, Val AUC: 0.9994, Val F1: 0.9889\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 14 time: 2m 27.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0116, Train Acc: 99.54%, Train AUC: 0.9999, Train F1: 0.9954\n", "Val Loss: 0.0313, Val Acc: 99.10%, Val AUC: 0.9996, Val F1: 0.9910\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 15 time: 2m 36.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0089, Train Acc: 99.68%, Train AUC: 0.9999, Train F1: 0.9968\n", "Val Loss: 0.0339, Val Acc: 99.00%, Val AUC: 0.9996, Val F1: 0.9899\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 16 time: 2m 31.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0085, Train Acc: 99.69%, Train AUC: 0.9999, Train F1: 0.9969\n", "Val Loss: 0.0358, Val Acc: 99.30%, Val AUC: 0.9996, Val F1: 0.9930\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 17 time: 2m 26.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0076, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0360, Val Acc: 99.10%, Val AUC: 0.9995, Val F1: 0.9910\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 18 time: 2m 26.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0088, Train Acc: 99.68%, Train AUC: 0.9999, Train F1: 0.9968\n", "Val Loss: 0.0444, Val Acc: 98.90%, Val AUC: 0.9994, Val F1: 0.9890\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 19 time: 2m 37.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0084, Train Acc: 99.69%, Train AUC: 1.0000, Train F1: 0.9969\n", "Val Loss: 0.0422, Val Acc: 98.80%, Val AUC: 0.9985, Val F1: 0.9880\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 20 time: 2m 32.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0069, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0416, Val Acc: 99.00%, Val AUC: 0.9985, Val F1: 0.9899\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 21 time: 2m 34.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0067, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0410, Val Acc: 99.00%, Val AUC: 0.9995, Val F1: 0.9899\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 22 time: 2m 29.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0059, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0397, Val Acc: 99.00%, Val AUC: 0.9986, Val F1: 0.9900\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 23 time: 2m 26.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0062, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0416, Val Acc: 98.90%, Val AUC: 0.9995, Val F1: 0.9889\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 24 time: 2m 31.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0067, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0414, Val Acc: 98.90%, Val AUC: 0.9994, Val F1: 0.9889\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 25 time: 2m 44.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0075, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0428, Val Acc: 98.90%, Val AUC: 0.9994, Val F1: 0.9889\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 26 time: 2m 31.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0071, Train Acc: 99.73%, Train AUC: 1.0000, Train F1: 0.9973\n", "Val Loss: 0.0399, Val Acc: 99.10%, Val AUC: 0.9995, Val F1: 0.9910\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for PiT: 1h 7m 48s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/PiT_metrics.csv\n", "Training completed at epoch 7 with best validation loss of 0.0249\n", "PiT training time: 1h 7m 49s\n" ] } ], "source": [ "# ============================ Train PiT Model ============================ #\n", "start_time_pit = time.perf_counter() # Start timing for PiT model\n", "\n", "print(f'\\n=== Training PiT ===')\n", "model_name = 'PiT'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='all_blocks', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_pit = time.perf_counter()\n", "print(f\"PiT training time: {format_time(end_time_pit - start_time_pit)}\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training MLP-Mixer ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-23 11:22:28,817 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2025-02-23 11:22:29,009 INFO:[timm/mixer_b16_224.goog_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.2210, Train Acc: 89.39%, Train AUC: 0.9693, Train F1: 0.8942\n", "Val Loss: 0.0928, Val Acc: 96.40%, Val AUC: 0.9967, Val F1: 0.9632\n", "Best model saved at epoch 1 with Val Loss: 0.0928\n", "Epoch 1 time: 2m 25.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.1207, Train Acc: 94.99%, Train AUC: 0.9911, Train F1: 0.9498\n", "Val Loss: 0.1012, Val Acc: 96.00%, Val AUC: 0.9964, Val F1: 0.9610\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 2 time: 2m 33.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.1074, Train Acc: 95.46%, Train AUC: 0.9930, Train F1: 0.9546\n", "Val Loss: 0.0532, Val Acc: 97.80%, Val AUC: 0.9983, Val F1: 0.9779\n", "Best model saved at epoch 3 with Val Loss: 0.0532\n", "Epoch 3 time: 2m 21.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0891, Train Acc: 96.27%, Train AUC: 0.9952, Train F1: 0.9626\n", "Val Loss: 0.0436, Val Acc: 98.60%, Val AUC: 0.9992, Val F1: 0.9861\n", "Best model saved at epoch 4 with Val Loss: 0.0436\n", "Epoch 4 time: 2m 31.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0817, Train Acc: 96.62%, Train AUC: 0.9959, Train F1: 0.9662\n", "Val Loss: 0.0444, Val Acc: 98.50%, Val AUC: 0.9987, Val F1: 0.9850\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 2m 24.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0770, Train Acc: 96.85%, Train AUC: 0.9964, Train F1: 0.9685\n", "Val Loss: 0.0637, Val Acc: 98.00%, Val AUC: 0.9983, Val F1: 0.9802\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 6 time: 2m 22.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0712, Train Acc: 97.14%, Train AUC: 0.9969, Train F1: 0.9713\n", "Val Loss: 0.0396, Val Acc: 99.10%, Val AUC: 0.9992, Val F1: 0.9910\n", "Best model saved at epoch 7 with Val Loss: 0.0396\n", "Epoch 7 time: 2m 22.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0663, Train Acc: 97.31%, Train AUC: 0.9973, Train F1: 0.9731\n", "Val Loss: 0.0559, Val Acc: 98.20%, Val AUC: 0.9980, Val F1: 0.9821\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 8 time: 2m 16.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0635, Train Acc: 97.39%, Train AUC: 0.9975, Train F1: 0.9738\n", "Val Loss: 0.0614, Val Acc: 98.30%, Val AUC: 0.9986, Val F1: 0.9832\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 9 time: 2m 26.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0620, Train Acc: 97.50%, Train AUC: 0.9976, Train F1: 0.9749\n", "Val Loss: 0.0505, Val Acc: 98.30%, Val AUC: 0.9991, Val F1: 0.9828\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 10 time: 2m 27.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0570, Train Acc: 97.73%, Train AUC: 0.9980, Train F1: 0.9773\n", "Val Loss: 0.0437, Val Acc: 98.50%, Val AUC: 0.9983, Val F1: 0.9850\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 11 time: 2m 26.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0592, Train Acc: 97.68%, Train AUC: 0.9978, Train F1: 0.9768\n", "Val Loss: 0.0624, Val Acc: 98.00%, Val AUC: 0.9978, Val F1: 0.9798\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 12 time: 2m 18.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0564, Train Acc: 97.77%, Train AUC: 0.9980, Train F1: 0.9776\n", "Val Loss: 0.0460, Val Acc: 98.50%, Val AUC: 0.9981, Val F1: 0.9850\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 13 time: 2m 23.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0434, Train Acc: 98.20%, Train AUC: 0.9988, Train F1: 0.9820\n", "Val Loss: 0.0265, Val Acc: 99.20%, Val AUC: 0.9996, Val F1: 0.9920\n", "Best model saved at epoch 14 with Val Loss: 0.0265\n", "Epoch 14 time: 2m 21.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0383, Train Acc: 98.52%, Train AUC: 0.9991, Train F1: 0.9852\n", "Val Loss: 0.0281, Val Acc: 99.30%, Val AUC: 0.9987, Val F1: 0.9930\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 15 time: 2m 27.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0366, Train Acc: 98.50%, Train AUC: 0.9992, Train F1: 0.9850\n", "Val Loss: 0.0292, Val Acc: 99.30%, Val AUC: 0.9987, Val F1: 0.9930\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 16 time: 2m 25.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0366, Train Acc: 98.52%, Train AUC: 0.9992, Train F1: 0.9852\n", "Val Loss: 0.0292, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 17 time: 2m 30.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0348, Train Acc: 98.60%, Train AUC: 0.9992, Train F1: 0.9860\n", "Val Loss: 0.0305, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 18 time: 2m 31.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0342, Train Acc: 98.70%, Train AUC: 0.9992, Train F1: 0.9870\n", "Val Loss: 0.0292, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 19 time: 2m 19.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0326, Train Acc: 98.71%, Train AUC: 0.9993, Train F1: 0.9871\n", "Val Loss: 0.0381, Val Acc: 99.00%, Val AUC: 0.9986, Val F1: 0.9900\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 20 time: 2m 26.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0301, Train Acc: 98.80%, Train AUC: 0.9994, Train F1: 0.9880\n", "Val Loss: 0.0357, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 21 time: 2m 23.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0319, Train Acc: 98.75%, Train AUC: 0.9994, Train F1: 0.9875\n", "Val Loss: 0.0355, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 22 time: 2m 27.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0300, Train Acc: 98.83%, Train AUC: 0.9994, Train F1: 0.9883\n", "Val Loss: 0.0343, Val Acc: 99.00%, Val AUC: 0.9987, Val F1: 0.9900\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 23 time: 2m 22.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0302, Train Acc: 98.83%, Train AUC: 0.9994, Train F1: 0.9883\n", "Val Loss: 0.0350, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 24 time: 2m 21.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0298, Train Acc: 98.80%, Train AUC: 0.9995, Train F1: 0.9880\n", "Val Loss: 0.0333, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 25 time: 2m 20.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0320, Train Acc: 98.72%, Train AUC: 0.9994, Train F1: 0.9872\n", "Val Loss: 0.0323, Val Acc: 99.00%, Val AUC: 0.9987, Val F1: 0.9900\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 26 time: 2m 21.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0283, Train Acc: 98.87%, Train AUC: 0.9995, Train F1: 0.9887\n", "Val Loss: 0.0313, Val Acc: 99.00%, Val AUC: 0.9987, Val F1: 0.9900\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 27 time: 2m 26.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0315, Train Acc: 98.79%, Train AUC: 0.9994, Train F1: 0.9879\n", "Val Loss: 0.0304, Val Acc: 99.20%, Val AUC: 0.9987, Val F1: 0.9920\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 28 time: 2m 29.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0297, Train Acc: 98.83%, Train AUC: 0.9994, Train F1: 0.9883\n", "Val Loss: 0.0308, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 29 time: 2m 28.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0294, Train Acc: 98.86%, Train AUC: 0.9995, Train F1: 0.9885\n", "Val Loss: 0.0307, Val Acc: 99.00%, Val AUC: 0.9987, Val F1: 0.9900\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 30 time: 2m 33.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0285, Train Acc: 98.83%, Train AUC: 0.9995, Train F1: 0.9883\n", "Val Loss: 0.0313, Val Acc: 99.00%, Val AUC: 0.9987, Val F1: 0.9900\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 31 time: 2m 28.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0289, Train Acc: 98.88%, Train AUC: 0.9995, Train F1: 0.9888\n", "Val Loss: 0.0315, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 32 time: 2m 25.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0294, Train Acc: 98.85%, Train AUC: 0.9995, Train F1: 0.9885\n", "Val Loss: 0.0319, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 33 time: 2m 18.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0304, Train Acc: 98.83%, Train AUC: 0.9994, Train F1: 0.9883\n", "Val Loss: 0.0317, Val Acc: 99.20%, Val AUC: 0.9987, Val F1: 0.9920\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for MLP-Mixer: 1h 22m 18s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/MLP-Mixer_metrics.csv\n", "Training completed at epoch 14 with best validation loss of 0.0265\n", "MLP-Mixer training time: 1h 22m 19s\n" ] } ], "source": [ "# ============================ Train MLP-Mixer Model ============================ #\n", "start_time_mixer = time.perf_counter() # Start timing for MLP-Mixer model\n", "\n", "print(f'\\n=== Training MLP-Mixer ===')\n", "model_name = 'MLP-Mixer'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='all_blocks', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_mixer = time.perf_counter()\n", "print(f\"MLP-Mixer training time: {format_time(end_time_mixer - start_time_mixer)}\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training ResNet-18 ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-02-23 19:00:21,154 INFO:Loading pretrained weights from Hugging Face hub (timm/resnet18.a1_in1k)\n", "2025-02-23 19:00:21,277 INFO:[timm/resnet18.a1_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-02-23 19:00:21,285 INFO:Missing keys (fc.weight, fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.3531, Train Acc: 84.89%, Train AUC: 0.9362, Train F1: 0.8584\n", "Val Loss: 0.1686, Val Acc: 93.70%, Val AUC: 0.9841, Val F1: 0.9349\n", "Best model saved at epoch 1 with Val Loss: 0.1686\n", "Epoch 1 time: 1m 42.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.1578, Train Acc: 94.19%, Train AUC: 0.9855, Train F1: 0.9419\n", "Val Loss: 0.0979, Val Acc: 96.20%, Val AUC: 0.9946, Val F1: 0.9618\n", "Best model saved at epoch 2 with Val Loss: 0.0979\n", "Epoch 2 time: 1m 56.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.1180, Train Acc: 95.68%, Train AUC: 0.9916, Train F1: 0.9568\n", "Val Loss: 0.0926, Val Acc: 96.50%, Val AUC: 0.9949, Val F1: 0.9652\n", "Best model saved at epoch 3 with Val Loss: 0.0926\n", "Epoch 3 time: 1m 42.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.1005, Train Acc: 96.35%, Train AUC: 0.9939, Train F1: 0.9635\n", "Val Loss: 0.0848, Val Acc: 97.00%, Val AUC: 0.9959, Val F1: 0.9696\n", "Best model saved at epoch 4 with Val Loss: 0.0848\n", "Epoch 4 time: 1m 34.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0904, Train Acc: 96.67%, Train AUC: 0.9949, Train F1: 0.9667\n", "Val Loss: 0.0677, Val Acc: 97.50%, Val AUC: 0.9971, Val F1: 0.9751\n", "Best model saved at epoch 5 with Val Loss: 0.0677\n", "Epoch 5 time: 1m 41.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0768, Train Acc: 97.27%, Train AUC: 0.9963, Train F1: 0.9726\n", "Val Loss: 0.0641, Val Acc: 97.10%, Val AUC: 0.9976, Val F1: 0.9711\n", "Best model saved at epoch 6 with Val Loss: 0.0641\n", "Epoch 6 time: 1m 41.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0713, Train Acc: 97.41%, Train AUC: 0.9968, Train F1: 0.9741\n", "Val Loss: 0.0672, Val Acc: 97.20%, Val AUC: 0.9975, Val F1: 0.9717\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 7 time: 1m 49.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0665, Train Acc: 97.56%, Train AUC: 0.9973, Train F1: 0.9756\n", "Val Loss: 0.0698, Val Acc: 97.20%, Val AUC: 0.9975, Val F1: 0.9722\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 8 time: 1m 44.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0626, Train Acc: 97.61%, Train AUC: 0.9975, Train F1: 0.9761\n", "Val Loss: 0.0628, Val Acc: 97.50%, Val AUC: 0.9975, Val F1: 0.9748\n", "Best model saved at epoch 9 with Val Loss: 0.0628\n", "Epoch 9 time: 1m 32.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0570, Train Acc: 97.93%, Train AUC: 0.9980, Train F1: 0.9792\n", "Val Loss: 0.0565, Val Acc: 97.50%, Val AUC: 0.9981, Val F1: 0.9750\n", "Best model saved at epoch 10 with Val Loss: 0.0565\n", "Epoch 10 time: 1m 31.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0570, Train Acc: 97.84%, Train AUC: 0.9979, Train F1: 0.9784\n", "Val Loss: 0.0632, Val Acc: 97.70%, Val AUC: 0.9978, Val F1: 0.9771\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 11 time: 1m 42.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0556, Train Acc: 97.94%, Train AUC: 0.9981, Train F1: 0.9794\n", "Val Loss: 0.0516, Val Acc: 98.20%, Val AUC: 0.9984, Val F1: 0.9820\n", "Best model saved at epoch 12 with Val Loss: 0.0516\n", "Epoch 12 time: 1m 46.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0518, Train Acc: 98.07%, Train AUC: 0.9983, Train F1: 0.9807\n", "Val Loss: 0.0600, Val Acc: 97.70%, Val AUC: 0.9980, Val F1: 0.9773\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 13 time: 1m 36.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0495, Train Acc: 98.15%, Train AUC: 0.9984, Train F1: 0.9815\n", "Val Loss: 0.0594, Val Acc: 97.90%, Val AUC: 0.9981, Val F1: 0.9789\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 14 time: 1m 35.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0473, Train Acc: 98.28%, Train AUC: 0.9986, Train F1: 0.9828\n", "Val Loss: 0.0579, Val Acc: 97.80%, Val AUC: 0.9982, Val F1: 0.9779\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 15 time: 1m 35.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0470, Train Acc: 98.27%, Train AUC: 0.9986, Train F1: 0.9827\n", "Val Loss: 0.0537, Val Acc: 97.80%, Val AUC: 0.9983, Val F1: 0.9780\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 16 time: 1m 44.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0461, Train Acc: 98.31%, Train AUC: 0.9986, Train F1: 0.9831\n", "Val Loss: 0.0494, Val Acc: 98.30%, Val AUC: 0.9984, Val F1: 0.9830\n", "Best model saved at epoch 17 with Val Loss: 0.0494\n", "Epoch 17 time: 1m 36.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0443, Train Acc: 98.40%, Train AUC: 0.9987, Train F1: 0.9840\n", "Val Loss: 0.0545, Val Acc: 98.20%, Val AUC: 0.9982, Val F1: 0.9819\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 18 time: 1m 35.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0427, Train Acc: 98.31%, Train AUC: 0.9989, Train F1: 0.9831\n", "Val Loss: 0.0528, Val Acc: 98.40%, Val AUC: 0.9983, Val F1: 0.9840\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 19 time: 1m 38.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0406, Train Acc: 98.49%, Train AUC: 0.9989, Train F1: 0.9848\n", "Val Loss: 0.0491, Val Acc: 98.50%, Val AUC: 0.9985, Val F1: 0.9850\n", "Best model saved at epoch 20 with Val Loss: 0.0491\n", "Epoch 20 time: 1m 35.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0430, Train Acc: 98.44%, Train AUC: 0.9988, Train F1: 0.9844\n", "Val Loss: 0.0557, Val Acc: 98.30%, Val AUC: 0.9985, Val F1: 0.9828\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 21 time: 1m 41.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0388, Train Acc: 98.52%, Train AUC: 0.9990, Train F1: 0.9852\n", "Val Loss: 0.0572, Val Acc: 98.20%, Val AUC: 0.9983, Val F1: 0.9818\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 22 time: 1m 36.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0378, Train Acc: 98.61%, Train AUC: 0.9991, Train F1: 0.9861\n", "Val Loss: 0.0632, Val Acc: 98.00%, Val AUC: 0.9983, Val F1: 0.9798\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 23 time: 1m 47.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0364, Train Acc: 98.64%, Train AUC: 0.9992, Train F1: 0.9864\n", "Val Loss: 0.0500, Val Acc: 98.70%, Val AUC: 0.9984, Val F1: 0.9870\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 24 time: 1m 39.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0371, Train Acc: 98.67%, Train AUC: 0.9991, Train F1: 0.9867\n", "Val Loss: 0.0544, Val Acc: 98.40%, Val AUC: 0.9983, Val F1: 0.9840\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 25 time: 1m 38.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0363, Train Acc: 98.64%, Train AUC: 0.9992, Train F1: 0.9864\n", "Val Loss: 0.0520, Val Acc: 98.50%, Val AUC: 0.9983, Val F1: 0.9850\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 26 time: 1m 33.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0332, Train Acc: 98.72%, Train AUC: 0.9993, Train F1: 0.9872\n", "Val Loss: 0.0527, Val Acc: 98.30%, Val AUC: 0.9985, Val F1: 0.9829\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 27 time: 1m 37.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0295, Train Acc: 99.02%, Train AUC: 0.9994, Train F1: 0.9902\n", "Val Loss: 0.0523, Val Acc: 98.50%, Val AUC: 0.9987, Val F1: 0.9850\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 28 time: 1m 38.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0300, Train Acc: 98.91%, Train AUC: 0.9994, Train F1: 0.9891\n", "Val Loss: 0.0505, Val Acc: 98.50%, Val AUC: 0.9986, Val F1: 0.9850\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 29 time: 1m 42.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0316, Train Acc: 98.85%, Train AUC: 0.9993, Train F1: 0.9884\n", "Val Loss: 0.0516, Val Acc: 98.40%, Val AUC: 0.9985, Val F1: 0.9840\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 30 time: 1m 44.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0297, Train Acc: 98.91%, Train AUC: 0.9994, Train F1: 0.9891\n", "Val Loss: 0.0554, Val Acc: 98.40%, Val AUC: 0.9986, Val F1: 0.9839\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 31 time: 1m 45.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0321, Train Acc: 98.81%, Train AUC: 0.9993, Train F1: 0.9881\n", "Val Loss: 0.0519, Val Acc: 98.70%, Val AUC: 0.9987, Val F1: 0.9869\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 32 time: 1m 39.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0301, Train Acc: 98.93%, Train AUC: 0.9994, Train F1: 0.9893\n", "Val Loss: 0.0504, Val Acc: 98.50%, Val AUC: 0.9986, Val F1: 0.9850\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 33 time: 1m 39.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0304, Train Acc: 98.87%, Train AUC: 0.9994, Train F1: 0.9887\n", "Val Loss: 0.0515, Val Acc: 98.30%, Val AUC: 0.9986, Val F1: 0.9829\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 34 time: 1m 44.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0293, Train Acc: 98.96%, Train AUC: 0.9994, Train F1: 0.9896\n", "Val Loss: 0.0577, Val Acc: 98.30%, Val AUC: 0.9985, Val F1: 0.9828\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 35 time: 1m 46.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.0292, Train Acc: 98.93%, Train AUC: 0.9994, Train F1: 0.9892\n", "Val Loss: 0.0493, Val Acc: 98.50%, Val AUC: 0.9987, Val F1: 0.9850\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 36 time: 1m 35.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.0308, Train Acc: 98.85%, Train AUC: 0.9994, Train F1: 0.9885\n", "Val Loss: 0.0516, Val Acc: 98.40%, Val AUC: 0.9986, Val F1: 0.9839\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 37 time: 1m 38.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.0302, Train Acc: 98.89%, Train AUC: 0.9994, Train F1: 0.9889\n", "Val Loss: 0.0519, Val Acc: 98.50%, Val AUC: 0.9987, Val F1: 0.9849\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 38 time: 1m 47.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.0302, Train Acc: 98.98%, Train AUC: 0.9994, Train F1: 0.9898\n", "Val Loss: 0.0519, Val Acc: 98.30%, Val AUC: 0.9986, Val F1: 0.9829\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 39 time: 1m 51.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.0298, Train Acc: 98.89%, Train AUC: 0.9994, Train F1: 0.9888\n", "Val Loss: 0.0509, Val Acc: 98.40%, Val AUC: 0.9987, Val F1: 0.9840\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for ResNet-18: 1h 7m 2s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/ResNet-18_metrics.csv\n", "Training completed at epoch 20 with best validation loss of 0.0491\n", "ResNet-18 training time: 1h 7m 3s\n" ] } ], "source": [ "# ============================ Train ResNet-18 Model ============================ #\n", "start_time_resnet = time.perf_counter() # Start timing for ResNet-18 model\n", "\n", "print(f'\\n=== Training ResNet-18 ===')\n", "model_name = 'ResNet-18'\n", "model = initialize_model(model_name, num_classes, pretrained=True, \n", " fine_tune_mode='all_blocks', last_n=None)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_resnet = time.perf_counter()\n", "print(f\"ResNet-18 training time: {format_time(end_time_resnet - start_time_resnet)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🧐 Evaluation of models (from .pth files) on test datasets, including ensemble" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:15:25,275 INFO:ROC curves will be saved to the directory: 'results/roc_curves'\n", "2025-03-07 01:15:25,275 INFO:Seaborn confusion matrices will be saved to the directory: 'results/confusion_matrices'\n", "2025-03-07 01:15:25,277 INFO:Using device: cuda\n", "2025-03-07 01:15:25,277 INFO:Number of GPUs available: 2\n", "2025-03-07 01:15:25,753 INFO:Initialized model: ViT\n", "2025-03-07 01:15:26,196 INFO:Initialized model: MLP-Mixer\n", "Some weights of CvtForImageClassification were not initialized from the model checkpoint at microsoft/cvt-21 and are newly initialized because the shapes did not match:\n", "- classifier.weight: found shape torch.Size([1000, 384]) in the checkpoint and torch.Size([2, 384]) in the model instantiated\n", "- classifier.bias: found shape torch.Size([1000]) in the checkpoint and torch.Size([2]) in the model instantiated\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n", "2025-03-07 01:15:27,985 INFO:Initialized model: CvT\n", "2025-03-07 01:15:28,492 INFO:Initialized model: Swin\n", "2025-03-07 01:15:28,832 INFO:Initialized model: CaiT\n", "2025-03-07 01:15:29,498 INFO:Initialized model: DeiT\n", "2025-03-07 01:15:30,144 INFO:Initialized model: DeiT3\n", "2025-03-07 01:15:30,582 INFO:Initialized model: Twins_SVT\n", "2025-03-07 01:15:30,921 INFO:Initialized model: Twins_PCPVT\n", "2025-03-07 01:15:31,146 INFO:Initialized model: PiT\n", "2025-03-07 01:15:31,146 ERROR:Model Ensemble not recognized.\n", "2025-03-07 01:15:31,210 INFO:Initialized model: ResNet-18\n", "2025-03-07 01:15:31,210 ERROR:Model Random not recognized.\n", "2025-03-07 01:15:31,211 INFO:\n", "=== Evaluating ViT on Test Datasets ===\n", "/tmp/ipykernel_112221/3203844338.py:383: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-03-07 01:15:31,321 INFO:Loaded model weights from ViT_best.pth\n", "2025-03-07 01:15:31,322 INFO: === Dataset: a ===\n", "2025-03-07 01:15:32,683 INFO:Total samples: 3181\n", "2025-03-07 01:15:40,939 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:15:41,009 INFO: === Dataset: b ===\n", "2025-03-07 01:15:42,404 INFO:Total samples: 3181\n", "2025-03-07 01:15:50,685 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:15:50,756 INFO: === Dataset: c ===\n", "2025-03-07 01:15:52,108 INFO:Total samples: 3181\n", "2025-03-07 01:16:00,414 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:16:00,488 INFO: === Dataset: d ===\n", "2025-03-07 01:16:01,894 INFO:Total samples: 3181\n", "2025-03-07 01:16:10,272 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:16:10,339 INFO: === Dataset: e ===\n", "2025-03-07 01:16:10,886 INFO:Total samples: 911\n", "2025-03-07 01:16:13,960 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:16:14,036 INFO: === Dataset: f ===\n", "2025-03-07 01:16:19,562 INFO:Total samples: 12911\n", "2025-03-07 01:16:52,189 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:16:52,261 INFO: === Dataset: g ===\n", "2025-03-07 01:16:54,775 INFO:Total samples: 6000\n", "2025-03-07 01:17:11,272 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:17:11,340 INFO: === Dataset: h ===\n", "2025-03-07 01:17:13,840 INFO:Total samples: 6000\n", "2025-03-07 01:17:30,796 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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i4oyYmBiHY126dMnIlSuX0bFjR7Pt3LlzCd7bHXeu9fr27Zvoun9f/+7du9fw9PQ0XnnlFePSpUtGvnz5jLJlyxq3bt2673vcvXu3Icl45ZVXHNp79+5tSDK+++47s61gwYKGJOOHH34w286ePWt4eXkZb7311n3Pc+TIEUOS8dhjjxkXL1402+98//v39ygAsAI9AQCkKe7u7mrRooW2bNni0JV23rx5ypUrl2rXrp3iGTp27KicOXMqb968evrppxUVFaXIyEiVK1fO3ObOUygPeqI/S5Ysio6OliTz/z9sL4DkOsb9VK9eXcHBwQ5ttWrVkp+fnxYuXGi2Xbp0SWvXrnV4wn/RokUqUaKEgoKCdP78eXOpVauWJDl0Ef63n3/+WWfPntVrr73mMC5qw4YNFRQU5PCU+x1dunRxeF21alUdPnzYuTf8D4sWLVLVqlWVI0cOh/x16tRRfHy8fvjhB0lS9uzZde3atQTD4jysU6dOaffu3Wrfvr2yZctmttetWzfB70KSw9N2ly5dUlRUlKpWrerwhP79/HP/W7du6cKFCypatKiyZ8/ucIzs2bPrt99+0x9//JHocS5evKjvvvtOL730kq5cuWJ+XhcuXFD9+vX1xx9/JBjKyVnJ/TsGAADOsfLaPDo6OsnXvN9++61iY2P15ptvys3t7m2OTp06KWvWrAmuJTNnzuwwN4Gnp6fKly+frNcZd+YS+Oqrr5L8JHh8fLy++eYbNW7c2GFOhTx58qhVq1bauHGj+X3gjldffdVheKKqVasqPj5ex44dS3LWVq1a6c8//9T27dvN/5/YUEDS7b8JT09PSbd7Al+8eFFxcXEqW7Zskq9H7+jatWuStgsJCdHgwYP12WefqX79+jp//rxmzZr1wAmVV61aJUkOvXol6a233pKkBH8XwcHB5lCw0u0eDY8//niS/y6aN2/u0Hv8zrG4fgWQFlAEAJDm3BkP8k6X1L///ls//vijWrRokWDs/ZQwYMAArV27Vl988YXatWunqKgohy8T0t2b8HeKAfdy5coVc9s7wwY9aJ/7SY5j3E+hQoUStGXIkEFNmzbV8uXLzbEzly5dqlu3bjkUAf744w/99ttvypkzp8NSvHhxSUp0LNk77nxJefzxxxOsCwoKSvAlxtvb2xxn9I4cOXLo0qVLSXynCf3xxx9avXp1gvx16tRxyP/aa6+pePHiatCggfLnz6+OHTtq9erVD33eO++tWLFiCdYl9nl89dVXeuqpp+Tt7S1fX1+zu3VUVFSSznfjxg0NGDDAnPfAz89POXPm1OXLlx2OMWTIEF2+fFnFixdXaGio+vTpoz179pjr//zzTxmGof79+yf4zAYOHCjp/r/zB0mJ3zEAAHCeVdfmWbNmTfI1772uJT09PVW4cOEE15L58+dPMK5/cl9nVK9eXU2bNtXgwYPl5+en559/XjNnzrzvXFnnzp3T9evXE70GLFGihOx2u/766y+H9gIFCji8vnMT2pn3UqZMGQUFBWnevHmaO3eucufObT7Ik5hZs2apZMmS5rxROXPm1MqVK5N8PSrd/o5xZx6zpOjTp49KlSqlbdu2aeDAgYk+LPNvx44dk5ubm4oWLerQnjt3bmXPnj3B38W/P0vJub+L5PhdAEBKuX/ZFAAsEBYWpqCgIM2fP1/vvvuu5s+fL8MwzC8gKS00NNS88du4cWNdv35dnTp1UpUqVRQQECBJ5njm/7wp+m/Hjh1TdHS0eYF6Z0KzvXv3PnS2fx6jdOnSD9w+sUnLJN1zctV7jenaokULffrpp/r666/VuHFjff755woKCnIYg9Nutys0NFRjx45N9Bh3PrvkkBJfOO12u+rWrau333470fV3ihn+/v7avXu31qxZo6+//lpff/21Zs6cqXbt2mnWrFnJnuuffvzxRz333HOqVq2aJk+erDx58sjDw0MzZ850GMf1fnr06KGZM2fqzTffVMWKFZUtWzbZbDa1aNHCYQLkatWq6dChQ1q+fLm++eYbffbZZ/r44481ZcoUvfLKK+a2vXv3Vv369RM917+/cDkjNQp+AADgway6Ng8KCtLu3bsVGxtrPnmeXO51nWEYxgP3Ter1tc1m0+LFi7V161Z9+eWXWrNmjTp27KgxY8Zo69atypw5s/PBE/Ff3ss/tWrVSv/73/+UJUsWNW/ePMFDUHfMmTNHHTp0UOPGjdWnTx/5+/ubc3odOnQoyefz8vK65zkSc/jwYbOHqrPfp+71O/u3//pZJtfvAgBSAj0BAKRJrVu31q+//qo9e/Zo3rx5KlasmMNwPKnpgw8+0M2bNzV8+HCzrXjx4ipevLiWLVt2zyeUZs+eLUl69tlnzX0ef/xxLV++XFevXn2oLA0aNJC7u7vmzJmTpO1z5MiRYFJdSU51D5Zu3xDOkyePFi5cqPPnz+u7775LMNlvkSJFdPHiRdWuXVt16tRJsCT2RNMdBQsWlCQdOHAgwboDBw6Y65PDvb4EFClSRFevXk00e506dRye7PH09FSjRo00efJkHTp0SJ07d9bs2bP1559/3vccibnz3hIbduffn8eSJUvk7e1tfols0KCBWbBK6vtcvHix2rdvrzFjxpgTnyU2+bIk+fr6Kjw8XPPnz9dff/2lkiVLatCgQZJkdlH38PC452d2pxeMM58HAABIe6y4Nm/UqJFu3LihJUuWPHDbe11LxsbG6siRI8l6LXnn6e5/Xzvd6/r6qaee0vDhw/Xzzz9r7ty5+u2337RgwYJEt82ZM6cyZsyY6DXx/v375ebmlqwP1vxTq1atdOrUKR08ePCeQwFJt68lCxcurKVLl6pt27aqX7++6tSpo5s3bzpsl5zXf3a7XR06dFDWrFnNQtTSpUsfuF/BggVlt9sTXGefOXNGly9fTta/CwBI6ygCAEiT7jxZNGDAAO3evTvVegEkpkiRImratKkiIiJ0+vRps33AgAG6dOmSunTpkuDJnx07dmjUqFEKCQlR06ZNzfbBgwfrwoULeuWVVxQXF5fgXN98842++uqre2YJCAhQp06d9M0332jChAkJ1tvtdo0ZM0Z///23mT0qKsqhx8KpU6f0xRdfJP0DkOTm5qZmzZrpyy+/VGRkpOLi4hIUAV566SWdOHFC06ZNS7D/jRs3dO3atXsev2zZsvL399eUKVMcukh//fXX+v3339WwYUOn8t5PpkyZEr3h/dJLL2nLli1as2ZNgnWXL182f18XLlxwWOfm5qaSJUtKkpk9U6ZM5n4PkidPHpUuXVqzZs1y6EK9du1a7du3z2Fbd3d32Ww2h7+3o0ePatmyZUl+n+7u7gmeRpowYUKCv+F/v8/MmTOraNGi5nv09/dXjRo19Omnn+rUqVMJznPu3DmHLFLSPg8AAJD2WHFt3qVLF+XJk0dvvfWWDh48mGD92bNnNWzYMElSnTp15OnpqU8++cThOmf69OmKiopK1mvJIkWKSJI5X5QkXbt2LUGP0EuXLiW45rrTk/deQwK5u7urXr16Wr58ucMcDGfOnNG8efNUpUoVc3jQ5FakSBGNGzdOI0eOVPny5e+53Z2n3f/53n766Sdt2bLFYbuMGTNKSp7rv7Fjx2rz5s2aOnWqhg4dqkqVKqlr1646f/78ffd75plnJEnjxo1LcDxJyfp3AQBpHcMBAUiTChUqpEqVKmn58uWSZGkRQLo9BuXnn3+ucePG6YMPPjAzbd++XePHj9e+ffvUunVr5ciRQzt37tSMGTP02GOPafHixfLw8DCP07x5c+3du1fDhw/Xrl271LJlSxUsWFAXLlzQ6tWrtW7dugcO6zJmzBgdOnRIr7/+upYuXapnn31WOXLk0PHjx7Vo0SLt379fLVq0kHR7GJ933nlHTZo00euvv67r16/rf//7n4oXL+70xF3NmzfXhAkTNHDgQIWGhppDIt3Rtm1bff755+rSpYvWr1+vypUrKz4+Xvv379fnn3+uNWvWqGzZsoke28PDQ6NGjVJ4eLiqV6+uli1b6syZMxo/frwCAwPVs2dPp7LeT1hYmP73v/9p2LBhKlq0qPz9/VWrVi316dNHK1as0LPPPqsOHTooLCxM165d0969e7V48WIdPXpUfn5+euWVV3Tx4kXVqlVL+fPn17FjxzRhwgSVLl3a/ExKly4td3d3jRo1SlFRUfLy8lKtWrXk7++faKaRI0eqYcOGqlKlijp27KiLFy9qwoQJeuKJJxx6jTRs2FBjx47V008/rVatWuns2bOaNGmSihYtmmBoqrCwMH377bcaO3as8ubNq0KFCqlChQp69tlnFRkZqWzZsik4OFhbtmzRt99+q8cee8xh/+DgYNWoUUNhYWHy9fXVzz//rMWLF6t79+7mNpMmTVKVKlUUGhqqTp06qXDhwjpz5oy2bNmiv//+W7/88stDfR4AACBtseLaPEeOHPriiy/0zDPPqHTp0mrTpo3CwsIkSTt37tT8+fNVsWJFSbefoO/Xr58GDx6sp59+Ws8995wOHDigyZMnq1y5cg6TAP9X9erVU4ECBfTyyy+rT58+cnd314wZM5QzZ04dP37c3G7WrFmaPHmymjRpoiJFiujKlSuaNm2asmbNat6cTsywYcO0du1aValSRa+99poyZMigTz/9VDExMRo9enSyvY/EvPHGGw/c5tlnn9XSpUvVpEkTNWzYUEeOHNGUKVMUHBzscN3q4+Oj4OBgLVy4UMWLF5evr69CQkIUEhLiVKbff/9d/fv3V4cOHdSoUSNJUkREhEqXLq3XXntNn3/++T33LVWqlNq3b6+pU6fq8uXLql69urZt26ZZs2apcePGqlmzplNZAMClGQCQRk2aNMmQZJQvXz7R9TNnzjQkGUeOHEl0faZMmYz27dsn+Xzr1683JBmLFi1KdH2NGjWMrFmzGpcvX3ZoX7ZsmVG3bl0jR44chpeXl1G0aFHjrbfeMs6dO3fPc61bt854/vnnDX9/fyNDhgxGzpw5jUaNGhn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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:17:30,865 INFO: === Dataset: i ===\n", "2025-03-07 01:17:33,400 INFO:Total samples: 6000\n", "2025-03-07 01:17:51,268 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:17:51,341 INFO: === Dataset: j ===\n", "2025-03-07 01:17:53,856 INFO:Total samples: 6000\n", "2025-03-07 01:18:11,878 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:18:11,954 INFO: === Dataset: k ===\n", "2025-03-07 01:18:14,475 INFO:Total samples: 6000\n", "2025-03-07 01:18:32,684 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:18:32,754 INFO: === Dataset: l ===\n", "2025-03-07 01:18:40,707 INFO:Total samples: 18911\n", "2025-03-07 01:19:39,054 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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IMnr16mXVPnz4cEOS8cMPP1jaSpQoYUgyfvnlF0vbtWvXDFdXV+PNN99M9TyGkfT3CABZASMBAGRZjo6O6tSpk3bv3m01lHblypXy8/PT008/nekZXn31Vfn4+Khw4cJ69tlnFR4eruDgYD3xxBOWPnefQrnfE/25c+dWRESEJFn++aCjADLqGKlp3LixKleubNXWtGlTFShQQKtWrbK03bx5U9u2bbN6wn/16tWqVKmSKlasqLCwMMuradOmkmQ1RPi/Dhw4oGvXrql///5W86K2bt1aFStWtHrK/a6+ffta/dywYUOdO3cufRf8L6tXr1bDhg2VL18+q/zNmjVTYmKifvnlF0lS3rx5FRUVlWRanAd15coVHTlyRD169FCePHks7c2bN0/yu5Bk9bTdzZs3FR4eroYNG1o9oZ+af+8fHx+v69evq2zZssqbN6/VMfLmzavjx4/rzJkzyR7nxo0b+uGHH/Tyyy/r9u3blvfr+vXratGihc6cOZNkKicAAJC92PPePCIiIs33vN9//73i4uI0ZMgQOTjc+8qjd+/e8vLySnIv6enpabU2gYuLi2rXrv1Q95L/dXctgW+//fa+a37dlZiYqK1bt6pdu3ZWayoUKlRInTt31o4dOyyfB+7q06eP1fREDRs2VGJiov788880Z+3cubP++OMP7d+/3/LP5KYCkv75M+Hi4iLpn5HAN27cUEJCgmrVqpXm+9G7+vXrl6Z+VapU0YQJE/TJJ5+oRYsWCgsL0/Lly++7oPKmTZskyWpUryS9+eabkpTkz0XlypUtU8FK/4xoqFChQob+uQAAW6IIACBLuzsf5N0hqX///bd+/fVXderUKcnc+5lh3Lhx2rZtm7766it1795d4eHhVh8mpHtfwt8tBqTk9u3blr53pw263z6pyYhjpKZUqVJJ2pycnNS+fXutX7/eMnfmunXrFB8fb1UEOHPmjI4fPy4fHx+rV/ny5SUp2blk77r7IaVChQpJtlWsWDHJhxg3NzfLPKN35cuXTzdv3kzjlSZ15swZbd68OUn+Zs2aWeXv37+/ypcvr5YtW6po0aJ69dVXtXnz5gc+791rK1euXJJtyb0f3377rZ588km5ubnJ29vbMtw6PDw8Tee7c+eOxo0bZ1n3oECBAvLx8dGtW7esjjFx4kTdunVL5cuXV9WqVTVixAgdPXrUsv2PP/6QYRgaO3ZskvcsMDBQUuq/cwAAkD3Y697cy8srzfe8Kd1Luri4qHTp0knuJYsWLZpkXv+HvZf8r8aNG6t9+/aaMGGCChQooLZt22rp0qWprpUVGhqq6OjoZO8BK1WqJLPZrL/++suqvXjx4lY/353CND3XUrNmTVWsWFErV67UZ599poIFC1oe5EnO8uXLVa1aNcu6UT4+Ptq4cWOa70elfz5j3F3HLC1GjBih6tWra9++fQoMDEz2YZn/+vPPP+Xg4KCyZctatRcsWFB58+ZN8ufiv++llPF/LgDAllIvlQKAnfn7+6tixYr6/PPP9dZbb+nzzz+XYRiWDyCZrWrVqpYvftu1a6fo6Gj17t1bDRo0ULFixSTJMp/5v78U/a8///xTERERlhvUuwuaHTt27IGz/fsYNWrUuG//5BYtk5TiAropzenaqVMnLVy4UN99953atWunL7/8UhUrVrSag9NsNqtq1aoKCgpK9hh337uMkBkfOM1ms5o3b66RI0cmu/1uMcPX11dHjhzRli1b9N133+m7777T0qVL1b17dy1fvjzDc/3br7/+queff16NGjXS/PnzVahQITk7O2vp0qVW87im5o033tDSpUs1ZMgQ1a1bV3ny5JHJZFKnTp2sFkBu1KiRzp49q/Xr12vr1q365JNP9MEHH2jBggXq1auXpe/w4cPVokWLZM/13w9cAAAg+7HXvXnFihV15MgRxcXFWZ48zygp3UsahnHffdN6f20ymbRmzRrt2bNH33zzjbZs2aJXX31VM2fO1J49e+Tp6Zn+4Ml4mGv5t86dO+ujjz5S7ty51bFjxyQPQd316aefqmfPnmrXrp1GjBghX19fy5peZ8+eTfP5XF1dUzxHcs6dO2cZoZrez1Mp/c7+K6PeSwDIKhgJACDL69Kli37//XcdPXpUK1euVLly5aym47Gld999VzExMZoyZYqlrXz58ipfvry+/vrrFJ9QWrFihSTpueees+xToUIFrV+/XpGRkQ+UpWXLlnJ0dNSnn36apv758uVLsqiupHQND5b++UK4UKFCWrVqlcLCwvTDDz8kWey3TJkyunHjhp5++mk1a9YsySu5J5ruKlGihCTp1KlTSbadOnXKsj0jpPQhoEyZMoqMjEw2e7NmzayeDHJxcVGbNm00f/58nT17Vq+//rpWrFihP/74I9VzJOfutSU37c5/34+1a9fKzc3N8iGyZcuWloJVWq9zzZo16tGjh2bOnGlZ+Cy5xZclydvbWwEBAfr888/1119/qVq1aho/frwkWYaoOzs7p/ie3R0Fk573AwAAZD32uDdv06aN7ty5o7Vr1963b0r3knFxcTp//nyG3kvefdL+v/dOKd1fP/nkk5oyZYoOHDigzz77TMePH9cXX3yRbF8fHx95eHgke0988uRJOTg4ZOiDNf/WuXNnXblyRadPn05xKiDpn3vJ0qVLa926derWrZtatGihZs2aKSYmxqpfRt7/mc1m9ezZU15eXpZC1Lp16+67X4kSJWQ2m5PcZ1+9elW3bt3K0D8XAJAVUQQAkOXdfbJo3LhxOnLkiM1GASSnTJkyat++vZYtW6aQkBBL+7hx43Tz5k317ds3yZM/Bw8e1PTp01WlShW1b9/e0j5hwgRdv35dvXr1UkJCQpJzbd26Vd9++22KWYoVK6bevXtr69atmjNnTpLtZrNZM2fO1N9//23JHh4ebjVi4cqVK/rqq6/S/gZIcnBwUIcOHfTNN98oODhYCQkJSYoAL7/8si5duqRFixYl2f/OnTuKiopK8fi1atWSr6+vFixYYDVE+rvvvtP//vc/tW7dOl15U5MrV65kv/B++eWXtXv3bm3ZsiXJtlu3bll+X9evX7fa5uDgoGrVqkmSJXuuXLks+91PoUKFVKNGDS1fvtxqCPW2bdt04sQJq76Ojo4ymUxWf94uXLigr7/+Os3X6ejomORppjlz5iT5M/zf6/T09FTZsmUt1+jr66smTZpo4cKFunLlSpLzhIaGWmWR0vZ+AACArMce9+Z9+/ZVoUKF9Oabb+r06dNJtl+7dk2TJ0+WJDVr1kwuLi768MMPre5zFi9erPDw8Ay9lyxTpowkWdaLkqSoqKgkI0Jv3ryZ5J7r7kjelKYEcnR01DPPPKP169dbrcFw9epVrVy5Ug0aNLBMD5rRypQpo1mzZmnatGmqXbt2iv3uPi3/72vbu3evdu/ebdXPw8NDUsbc/wUFBWnXrl36+OOPNWnSJNWrV0/9+vVTWFhYqvu1atVKkjRr1qwkx5OUoX8uACArYjogAFleqVKlVK9ePa1fv16S7FoEkP6Zg/LLL7/UrFmz9O6771oy7d+/X7Nnz9aJEyfUpUsX5cuXT4cOHdKSJUuUP39+rVmzRs7OzpbjdOzYUceOHdOUKVN0+PBhvfLKKypRooSuX7+uzZs3a/v27fed1mXmzJk6e/asBg0apHXr1um5555Tvnz5dPHiRa1evVonT55Up06dJP0zjc+oUaP0wgsvaNCgQYqOjtZHH32k8uXLp3vhro4dO2rOnDkKDAxU1apVLVMi3dWtWzd9+eWX6tu3r3788UfVr19fiYmJOnnypL788ktt2bJFtWrVSvbYzs7Omj59ugICAtS4cWO98sorunr1qmbPnq2SJUtq6NCh6cqaGn9/f3300UeaPHmyypYtK19fXzVt2lQjRozQhg0b9Nxzz6lnz57y9/dXVFSUjh07pjVr1ujChQsqUKCAevXqpRs3bqhp06YqWrSo/vzzT82ZM0c1atSwvCc1atSQo6Ojpk+frvDwcLm6uqpp06by9fVNNtO0adPUunVrNWjQQK+++qpu3LihOXPm6LHHHrMaNdK6dWsFBQXp2WefVefOnXXt2jXNmzdPZcuWTTI1lb+/v77//nsFBQWpcOHCKlWqlOrUqaPnnntOwcHBypMnjypXrqzdu3fr+++/V/78+a32r1y5spo0aSJ/f395e3vrwIEDWrNmjQYOHGjpM2/ePDVo0EBVq1ZV7969Vbp0aV29elW7d+/W33//rd9+++2B3g8AAJC12OPePF++fPrqq6/UqlUr1ahRQ127dpW/v78k6dChQ/r8889Vt25dSf88QT9mzBhNmDBBzz77rJ5//nmdOnVK8+fP1xNPPGG1CPDDeuaZZ1S8eHG99tprGjFihBwdHbVkyRL5+Pjo4sWLln7Lly/X/Pnz9cILL6hMmTK6ffu2Fi1aJC8vL8uX08mZPHmytm3bpgYNGqh///5ycnLSwoULFRsbqxkzZmTYdSRn8ODB9+3z3HPPad26dXrhhRfUunVrnT9/XgsWLFDlypWt7lvd3d1VuXJlrVq1SuXLl5e3t7eqVKmiKlWqpCvT//73P40dO1Y9e/ZUmzZtJEnLli1TjRo11L9/f3355Zcp7lu9enX16NFDH3/8sW7duqXGjRtr3759Wr58udq1a6ennnoqXVkAINsxACAbmDdvniHJqF27drLbly5dakgyzp8/n+z2XLlyGT169Ejz+X788UdDkrF69epktzdp0sTw8vIybt26ZdX+9ddfG82bNzfy5ctnuLq6GmXLljXefPNNIzQ0NMVzbd++3Wjbtq3h6+trODk5GT4+PkabNm2M9evXpylrQkKC8cknnxgNGzY08uTJYzg7OxslSpQwAgICjMOHD1v13bp1q1GlShXDxcXFqFChgvHpp58agYGBxn//OpBkDBgwIMVzms1mo1ixYoYkY/Lkycn2iYuLM6ZPn2489thjhqurq5EvXz7D39/fmDBhghEeHn7f61q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ZKn3tF5W58pNyv9AsRxYA4uPjNXbsWNWvX18BAQE6d+6c1XYKAMjuXn/9dZ0+fVqSdO7cOXXq1EkeHh5avXq1Ro4caed0AAAAyAwmk8kmr+wg532KBQAAuI/E67d0sUE3mcNuJbs9T/9OytOznZxLFbFtMDs4ceKEunXrpkOHDkmSIiMjFRQUpLlz59o5GZBxTp8+rRo1akiSVq9erUaNGmnlypXauXOnOnXqpFmzZtk1HwAAAJCZKAIAAIAcL/rXg4revkfxJy8oevueFPu5N66lQquDss3THA/DbDbrww8/1OjRoxUbGytJcnJyUmBgoEaPHm3ndEDGMgxDZrNZkvT999/rueeekyQVK1ZMYWFh9owGAACATPIofK5LK4oAAAAgR4pYuVG3Plql+JPn79vX5OGuolsXyqVCKRsks7+LFy+qZ8+e+vHHHy1tlSpVUnBwsPz9/e2YDMgctWrV0uTJk9WsWTP9/PPP+uijjyRJ58+fl5+fn53TAQAAAJmLIgAAAMhR4v8K0cXHX0pTX+/RvZR3aDeZHB6NZZIMw1BwcLDeeOMNRUREWNqHDBmiqVOnyt3d3Y7pgMwza9YsdenSRV9//bXefvttlS1bVpK0Zs0a1atXz87pAAAAkBkYCXAPRQAAAJAjRP+wV1c6Dk9xu0Pe3CowY5hcypeUc/FCcsidy4bpsobIyEiNGTPGUgAoVqyYli1bpqZNm9o5GZC5qlWrpmPHjiVpf++99+To6GiHRAAAAIDtUAQAAADZkpGYqFtzP9eNyQtT7Vdsz0q5lClmo1RZW+7cubVkyRI9++yz6t69u2bPnq28efPaOxZgM3Fxcbp27ZplfYC7ihcvbqdEAAAAyCyMBLiHIgAAAMhWEiMiFTb6A0Wu3ppqP79PJsqz7VM2SpU13b59WzExMfLx8bG0tWjRQocPH1aNGjXsFwywsdOnT+u1117Trl27rNoNw5DJZFJiYqKdkgEAAACZjyIAAADI8uLO/qVbH6zQ7VWb79u36PbFcq1W3gapsrYdO3aoe/fuqlixojZu3Gj1FAwFADxqAgIC5OTkpG+//VaFChXiqTAAAIBHAbd8FhQBAABAlhV74qz+btwz1T6uNSrKb8kkORcraJtQWVxsbKwCAwM1Y8YMGYah8+fPa9GiRerTp4+9owF2c+TIER08eFAVK1a0dxQAAADA5igCAACALMWIi1f44rW6Pm5eqv28erRVgSmDZHJ1sVGyrO/YsWPq2rWrjh49ammrX7++mjVrZsdUgP1VrlxZYWFh9o4BAAAAG2L05z0O9g4wb948lSxZUm5ubqpTp4727duXav9Zs2apQoUKcnd3V7FixTR06FDFxMTYKC0AAMgskV9t11m/xjpXpGmKBYD8kwep5B+bVCb0V/m8P5wCwP9LTEzUe++9p1q1alkKAM7Oznr33Xf1888/q3Tp0nZOCNjX9OnTNXLkSP3000+6fv26IiIirF4AAABATmbXkQCrVq3SsGHDtGDBAtWpU0ezZs1SixYtdOrUKfn6+ibpv3LlSo0ePVpLlixRvXr1dPr0afXs2VMmk0lBQUF2uAIAAPCg4v+8rIgVGxSxcqPMYbdS7Gdyc1Hhb+bJrQbTeCTn/Pnz6tGjh3799VdLW9WqVRUcHKzq1avbMRmQddwdDfP0009btbMwMAAAQM7FSIB77FoECAoKUu/evRUQECBJWrBggTZu3KglS5Zo9OjRSfrv2rVL9evXV+fOnSVJJUuW1CuvvKK9e/faNDcAAEg/c0ysLj7+khJDb6apv+fLzyp/YD85+XpncrLs6+LFi6pWrZoiIyMl/XOTO3z4cE2aNEmurq52TgdkHT/++KO9IwAAAAB2Y7ciQFxcnA4ePKgxY8ZY2hwcHNSsWTPt3r072X3q1aunTz/9VPv27VPt2rV17tw5bdq0Sd26dbNVbAAAkE7myGhdfLKzEq9eT1P/Yrs/k0vZ4pmcKmcoXry42rZtq88++0wlS5bUihUr1LBhQ3vHArKcxo0b2zsCAAAAbIyRAPfYrQgQFhamxMRE+fn5WbX7+fnp5MmTye7TuXNnhYWFqUGDBjIMQwkJCerbt6/eeuutFM8TGxur2NhYy8/M+QkAgO1c6TZG0Zt3pLjd5bEy8niqtrwCXpBz8UI2TJZzzJ07VwULFlRgYKBy585t7zhAlvXrr79q4cKFOnfunFavXq0iRYooODhYpUqVUoMGDewdDwAAAMg0dl8YOD1++uknTZ06VfPnz9ehQ4e0bt06bdy4UZMmTUpxn2nTpilPnjyWV7FixWyYGACAR49hGLqz87DO+jRMtgCQq3Vjlb72i8qE/qpiPy1T/sD+FADSIDw8XD179tQXX3xh1Z43b169//77FACAVKxdu1YtWrSQu7u7Dh06ZHlIKDw8XFOnTrVzOgAAAGQKk41e2YDdigAFChSQo6Ojrl69atV+9epVFSxYMNl9xo4dq27duqlXr16qWrWqXnjhBU2dOlXTpk2T2WxOdp8xY8YoPDzc8vrrr78y/FoAAHiUGWazYg4e19X+k3TWp6HO+TbS5XaDkvTLN+pVlQn9VQWXTWZYZjr99NNPqlatmpYvX65+/frp0qVL9o4EZCuTJ0/WggULtGjRIjk7O1va69evr0OHDtkxGQAAAJD57DYdkIuLi/z9/bV9+3a1a9dOkmQ2m7V9+3YNHDgw2X2io6Pl4GBdt3B0dJT0z1OHyXF1dWVhPAAAMoERG6frkxYofOHq+/Ytfe0Xvvh/ADExMXr77bcVFBRkaUtMTNTx48dVpEgROyYDspdTp06pUaNGSdrz5MmjW7du2T4QAAAAMh2fQe+xWxFAkoYNG6YePXqoVq1aql27tmbNmqWoqCgFBARIkrp3764iRYpo2rRpkqQ2bdooKChINWvWVJ06dfTHH39o7NixatOmjaUYAAAAMldCSJiu9h6vmD2/pdrPuXwJ+S0IlGvVcjZKlrMcPnxYXbt21YkTJyxtTZo00bJly1SiRAk7JgOyn4IFC+qPP/5QyZIlrdp37Nih0qVL2ycUAAAAYCN2LQJ07NhRoaGhGjdunEJCQlSjRg1t3rzZsljwxYsXrZ78f+edd2QymfTOO+/o0qVL8vHxUZs2bTRlyhR7XQIAAI+MuDN/6lLLvjKHRya73alkEXkP76lczz8lB3dG4T2ohIQETZ8+XePHj1dCQoKkf0Y2Tp06VUOGDEkyKhLA/fXu3VuDBw/WkiVLZDKZdPnyZe3evVvDhw/X2LFj7R0PAAAAmYCRAPeYjJTm0cmhIiIilCdPHoWHh8vLy8vecQAAyPLi/7ysi7U6prg9V6uG8pk1Wo75+Hv1Yf3555965ZVXtHv3bktbjRo19Omnn+qxxx6zYzIgbbLqvbZhGJa1xKKjoyX9U1wbPny4Jk2a9EDHdK+Z/BSmeHS9/nIjDe3xtPzye+nY6UsaNn21Dhz/M9m+Tk4OGvHqM+r6XB0V9s2r039e1Tuz12vbrv9Z+tR/vIyGdm+mxysXVyGfPHp56Mf65qejtrocZCM398+1dwRkMV+s/EzLly5WWFioyleoqNFvjVXVatVS7L91y3eaN2e2Ll+6pOIlSmrIsOFq2KixZfv1sDDNCnpfu3ft0O3bt/W4fy2NfnusSpQoaYOrQXbiZtfHzZMqMegbm5znzw/b2OQ8D4NHyQAAgBXDMBT13a+69MJgnfVpmGIBwHtcX5W++rMKLp9KASCDuLm56cyZM5IkBwcHvf3229q7dy8FAOAhmUwmvf3227px44Z+//137dmzR6GhoQoMDNTly5ftHQ85QIdnHtf0N1/QlIXfqW7n6Tp6+pI2zB8gn3yeyfYf37+NerVvoGEzVqtm+8n6ZM0OrZrZW9UrFLX0yeXuqmOnL2nItFW2ugwAOcDm7zbp/RnT9Hr/Afpi9VeqUKGi+r3+mq5fv55s/yOHD2n0iDf1wosdtGrN13qq6dMa8sYAnTlzWtI/nw2GDBqgv//+S7PmzNeqNV+pUOEiev21AEthHciqTCaTTV7ZASMBAACA4s5e1PV35ijh8jXFnTiXat9Cq96XR9M6Nkr26Pnqq680cuRIrVixQnXr1rV3HCBdstu99m+//abHH39ciYmJ6d6XkQD4t19WDNfB439q6PTVkv750uGPzZP00Rc/6/2l25L0P7d1iqZ/skULv/zF0vb5+710JyZOr76zIkn/O4fnMhIAKWIkAP6tS6eX9FiVqnrrnXGSJLPZrGeebqxXOnfTa737JOk/4s0hunPnjubOX2hp6/rKy6pQsaLGBk7UhQvn1bb1s1q7/luVLVvOcsymjetr0OBherHDS7a5MGQLWW0kQKkhG21ynvOzWtvkPA+DkQAAADyion/cp8svv6mzPg3115NdFP39nhQLACZ3V/ktm6Iyob9SAMhAa9euVVhYmFXbCy+8oN9//50CAABkE85OjqpZqZh+2HvK0mYYhn7Ye0q1q5VKdh8XZyfFxMVbtd2JiVO9mmUyNSuAnC0+Lk7/O3FcT9atZ2lzcHDQk0/W09HfDie7z9EjR/Tkk9b3nfXqN9DRI0csx5QkV5d7a345ODjIxcVFhw8dzOArAJBZKAIAAPCIMRISdKl1f115+U3d+XFfsn0cvDzlVruqimxeoNLXflHpi9/Ls3UjGyfNuW7evKnOnTurQ4cO6tevn/47MNPVlYWVASC7KJDPU05Ojrp247ZV+7XrESqYP/kRMd/v/p8GdW2qMsV9ZDKZ1LRORbVtWkMFC2T9ETQAsq6bt24qMTFR+fPnt2rPnz9/kgdP7goLC1P+/AWS9r/+T/+SpUqrUKHC+nDWTEWEhys+Lk5LPvlYV0NCFBoamjkXAmQUk41e2UAWG6QBAAAyizkyWpfavqG4o6eT7+DoKN85Y+T5YjOZHB1tG+4Rsm3bNgUEBOjSpUuSpDVr1uiXX35R48aN77MnAHuJjY1VbGysVZthTpTJgf9X4sEMf2+N5o99Rb+tGyvDMHTu7zCt2LBHPdo+ae9oAGDF2dlZQbPnaPzYt9WwXm05OjqqzpN11aBhoyQPsgDIuigCAACQwxmGoegtOxXSbUyy2wuumCqPFvVlcmCAYGaKjo7WqFGjNHfuvXl78+bNq3nz5qlRI0ZZAJnh6NHU508/depUqtvvmjZtmiZMmGDV5uj3hJwL1X7gbMg5wm5GKiEhUb7eua3affN7KeR6RIr7vDxskVxdnJQ/Ty5dDg3X5EFtdf5S8gt3AkBa5MubT46OjkkWAb5+/boKFCiQ7D4FChTQ9ethSfv/a3RA5ceq6Mt163X79m3Fx8fL29v7n7UHHquS8RcBZKCsumjvvHnz9N577ykkJETVq1fXnDlzVLt28veVTZo00c8//5ykvVWrVtq4Me1rHlAEAAAgBzLMZsUeOK4rPd6SOexWsn3yDeuhfKNe5ct/G9i/f7+6detm9YVjs2bNtHTpUhUtWtSOyYCcrUaNGjKZTMk+qXi3PS0fDseMGaNhw4ZZtfk2HJVhOZG9xSck6vD//tJTdSpYFu41mUx6qnZ5LVj1S6r7xsYl6HJouJycHNTu6Rpau+2QLSIDyKGcXVxUqfJj2rtnt5o+3UzSP4v47t27W51e6ZrsPtVq1NDePXvUtXtPS9ue3btUrUaNJH1z5/6n2Pnnnxd04vjvGvDG4Ay/BiCnW7VqlYYNG6YFCxaoTp06mjVrllq0aKFTp07J19c3Sf9169Yp7v/X5pD+KdJVr15dL72UvkW5KQIAAJADGPEJur1mq2L2HtXtz1J/GsDj2QYqFDzNRskebfHx8ZoyZYomT56sxMRESZKbm5tmzJihAQMGyIECDJCpzp8/nyHHcXV1TbJWB1MB4d8+/PQHLZrYTQdPXNSB3y9oYOen5OHuqhXr90iSPpnUTZevhWvcnA2SpCeqlFBh37z67dTfKuKbV2+/3koODiYFLfvecsxc7i4qU8zH8nPJIvlVrXwR3YyI1l8hN217gQCyjW49AjT2rVF67LEqqlK1mj4NXq47d+6o3QsvSpLeHjNSvr5+Gjz0TUlSl67d9VrPblq+bIkaNWqszd9t0vHff9fY8RMtx9y65Tvly+etQoUK68yZU5oxbaqeatpM9eo3sMs1AmmVFUcCBAUFqXfv3goICJAkLViwQBs3btSSJUs0evToJP29vb2tfv7iiy/k4eFBEQAAgEdJQkiYwhd+qVtzP79vX892TZV3WA+5Viptg2SQpG+//dZqCpEnnnhCK1asUMWKFe2YCnh0lChRwt4R8IhYs/WQCuTz1Lh+reWXP7eOnrqktgPmWRYLLlbQW2bzvREprq7OChzwnEoVKaDI6Fht2Xlcr41dofDIO5Y+j1cuoa2f3HvKdsbw9pKk4A171CfwUxtdGYDs5tmWrXTzxg3Nn/uhwsJCVaFiJc1f+Iny//90QCFXrsjBdO9BlBo1H9e0Ge9r7oezNGdWkIqXKKlZc+apXLnylj6hoaF6f8a7uh52XT4+Pnru+bZ6vW9/m18bkFUlt35Ucg+RxMXF6eDBgxoz5t5UvQ4ODmrWrJl2796dpnMtXrxYnTp1Uq5cudKV0WQ8Yqt4REREKE+ePAoPD5eXl5e94wAA8MDO+jS8bx+3ejWUp2c75WrXNEs+BZHTGYahF198Ud98843Gjh2rt956S87OzvaOBWSa7HCvXbVqVW3atEnFihV7qOO41xyYQYkA4OHc3D/3/p0AwAbcstjj5mWHf2eT83T13Jtk/ajAwECNHz/equ3y5csqUqSIdu3apbp161raR44cqZ9//ll79+5N9Tz79u1TnTp1tHfv3hTXEEhJFvvVAACAlBiJibqz47CudBiaYh9TLncVWvW+XCqUkmPe3Cn2Q+a4deuW8ubNa/nZZDLp448/1oULF/TEE0/YLxgAiwsXLig+Pt7eMQAAAJBDJLd+1H9HAWSExYsXq2rVqukuAEgUAQAAyPJif/9DlzsMkfl6eIp98o18VV4928nJJ58Nk+EuwzD02WefaeDAgQoODlabNm0s23x8fOTj45PK3gAAAACAjGar0fDJTf2TnAIFCsjR0VFXr161ar969aoKFiyY6r5RUVH64osvNHHixFT7pYTV6AAAyIISQsIU+uZ7OuvTUH8/FZBiAcDlsTIqfe0XeY8IoABgJ9evX9fLL7+sbt26KTw8XL169VJoaKi9YwFIQcOGDeXu7m7vGAAAAHjEuLi4yN/fX9u3b7e0mc1mbd++3Wp6oOSsXr1asbGx6tq16wOdm5EAAABkAeboGEWs2KDrY+fct6/rE1WUb0g35Xqmng2SITXfffedXn31VYWEhFjamjdvzrz/QBa2adMme0cAAACADWTFZfGGDRumHj16qFatWqpdu7ZmzZqlqKgoBQQESJK6d++uIkWKaNq0aVb7LV68WO3atVP+/Pkf6LwUAQAAsLO0LPBr8vRQwaWT5dGEeeWzgsjISA0fPlwLFy60tHl7e2vBggV66aWX7JgMQErOnDmjH3/8UdeuXZPZbLbaNm7cODulAgAAwKOkY8eOCg0N1bhx4xQSEqIaNWpo8+bN8vPzkyRdvHhRDg7Wk/ecOnVKO3bs0NatWx/4vCbDMIyHSp7NREREKE+ePAoPD5eXl5e94wAAHlHxf1/VlfZDFH/u7xT7OPp4y/PlZ+Q9PEAOnh42TIfU7N69W926ddPZs2ctbS1bttTixYtVqFAhOyYD7C+r3msvWrRI/fr1U4ECBVSwYEGr+WFNJpMOHTqU7mO61xyYkREB4IHd3D/X3hEAQJLklsUeN68waotNznNqegubnOdhZLFfDQAAOV/MgeO61LJvsttcn6giv7lvy7l0URunQlqsWLFCAQEBlqeIPTw8FBQUpD59+ths0SkA6Td58mRNmTJFo0aNsncUAAAAwOYoAgAAkMnMUXd0M2i5orfvVdzxP5Lt4/pEFRXd9JGNkyG9nnrqKeXOnVvh4eGqW7euVqxYobJly9o7FoD7uHnzJlN1AQAAPGJ4TuseigAAAGSwqE2/KOr7Pbod/M19+3qP66t8b3SxQSpkhGLFimn+/Pm6cOGCRo4cKScnbqWA7OCll17S1q1b1bdv8qOwAAAAgJyMT64AADykxIhI3frwM93+cosSr4Smeb+Cn7+nXM2ezMRkeBgXLlzQ22+/rfnz5ytPnjyW9s6dO9sxFYAHUbZsWY0dO1Z79uxR1apV5ezsbLV90KBBdkoGAACAzOLgwFCAuygCAACQTkZCgqK+26Hbn29S9LbdadrHIZ+XcrdvrryDu8rRLz/zx2dhhmFo2bJlGjx4sG7fvi1nZ2ctW7bM3rEAPISPP/5Ynp6e+vnnn/Xzzz9bbTOZTBQBAAAAkKNRBAAAIA2M+ATd/nyTQt98L837FP76Q7nWrCQHD7dMTIaMdO3aNfXp00fr16+3tP3000+6ceOGvL297ZgMwMM4f/68vSMAAADAxnj27h6KAAAApCDm8P8U9e3PuvXhZ2nqn2/kq8oT0E6OBfJlcjJkhg0bNqh37966du2apa1nz56aPXu2vLy87JgMQEYyDEOSGJEFAACARwZFAAAA/p9hGIrZeVi3V2/V7ZUb79vftUZF5RvWXR5N68jk6mKDhMgMERERGjp0qJYsWWJpK1CggBYtWqR27drZLxiADLVixQq99957OnPmjCSpfPnyGjFihLp162bnZAAAAMgMPPRxD0UAAMAjL/HWbV15aZhij5y8b1+P5nVV4N2hci5eyAbJkNl+/fVXde/eXRcuXLC0tWnTRosWLZKfn5/9ggHIUEFBQRo7dqwGDhyo+vXrS5J27Nihvn37KiwsTEOHDrVzQgAAACDzUAQAADxyjPgERX37s268t1TmyGglXglNtb/vR2PlXre6nIrwpXBOc/ToUUsBwNPTU7Nnz1ZAQABPjAA5zJw5c/TRRx+pe/fulrbnn39ejz32mMaPH08RAAAAIAfiY909FAEAADmekZCgWwu+1I0JH8nk6iIjNi7V/q61HlOe3h2Uq3ldOeTOZaOUsIf+/ftrw4YNunPnjpYvX65SpUrZOxKATHDlyhXVq1cvSXu9evV05coVOyQCAAAAbIciAAAgx7qz56gutxlg1ZZaAcA7sJ/yDniFp8BzqMTERP3www9q3ry5pc1kMmnVqlXKnTu3HB0d7ZgOQGYqW7asvvzyS7311ltW7atWrVK5cuXslAoAAACZic/291AEAADkKLEnzir2wHGFvvleqv2cShZW4rUbKrw6SK61HpPJwcFGCWEPZ8+eVffu3bVr1y5t27ZNzZo1s2zLmzev/YIBsIkJEyaoY8eO+uWXXyxrAuzcuVPbt2/Xl19+aed0AAAAQOaiCAAAyNYMw1DsgeO6PmmBYnb/lmpf59JFVXj9HDkVLGCjdLA3wzC0aNEiDRs2TFFRUZKkXr166fTp03JxcbFzOgC20r59e+3du1dBQUH6+uuvJUmVKlXSvn37VLNmTfuGAwAAQKZgJMA9FAEAANmOkZioW7M+1Y13P0lT/2K7P5NL2eKZnApZzZUrV9SrVy9t2rTJ0la6dGmtWLGCAgDwCPL399dnn31m7xgAAACAzVEEAABkG/EXr+jy8wOVcOnaffv6BI2Ua7Xycq1ewQbJkNWsWbNGffv21fXr1y1tvXv31syZM5U7d247JgNgSw4ODvd9AsxkMikhIcFGiQAAAGArDAS4hyIAACBLi/8rRBcff0mOhXyUeCU0xX65WjdSrrZPyfP5p2RigddH1q1bt/TGG2/o008/tbT5+fnpk08+0XPPPWfHZADs4auvvkpx2+7du/Xhhx/KbDbbMBEAAABgexQBAABZjpGQoDu/HlLEp98qasOPkpRsAcCpeCEV2TBHTkX8bB0RWVTv3r21Zs0ay88vvviiFixYIB8fHzumAmAvbdu2TdJ26tQpjR49Wt988426dOmiiRMn2iEZAAAAMhtrAtxDEQAAkGWYI6N1sW4XJYaEpdjHs11T5R3aXa6Vy9gwGbKLadOmadOmTXJyctLcuXPVtWtXbvwASJIuX76swMBALV++XC1atNCRI0dUpUoVe8cCAAAAMh1FAACAXSVcva7bn2/SjSkfp9qvwIxhyhPwgo1SIbuIi4uzWuS3bNmyWrVqlapVq6bixVkMGoAUHh6uqVOnas6cOapRo4a2b9+uhg0b2jsWAAAAMhnPg91DEQAAYHMJV0L1V6MeMt+6nWo/18cryatHW3m+0EwO7q42SofsICEhQVOnTtWXX36pffv2ycPDw7KNuf8B3DVjxgxNnz5dBQsW1Oeff57s9EAAAABATkcRAABgE0Ziom5MXqiIFd/IHBGZat98o19TvmE9mMYFyTp16pS6d++uffv2SZJGjhypuXPn2jkVgKxo9OjRcnd3V9myZbV8+XItX7482X7r1q2zcTIAAABkNr5TuIciAAAg0yRGRCpszGxFfrk51X7OpYrKsVAB+X4wSs6li9ooHbIbwzA0f/58jRgxQnfu3JEkOTo6Kn/+/DIMgxs8AEl0796d/zcAAADgkUcRAACQYQzDUPT2vbr66jsy7sTet7/3232UdzALt+L+Ll26pICAAG3bts3SVr58ea1YsUJ16tSxYzIAWdmyZcvsHQEAAAB2wlcN91AEAAA8lNhjZ/R301fT1NepiK88WjSQ91u95JgndyYnQ07x+eefq3///rp165albcCAAZoxY4bVWgAAAAAAACApigAAgHSJ+HyT4k6cVeT6H5V4JTRN++Tp+7K83+rD4r5IF8Mw1LNnT61YscLSVrhwYS1dulTPPPOMHZMBAAAAALI6Zh24hyIAACBFiRGRSrwSqqjvdijuf+cUue77++7jkMdTTiUKy2f6MLnVeswGKZFTmUwmVa5c2fJzp06dNG/ePHl7e9sxFQAAAAAA2QtFAACAhWE26/rbHyr+rxBFb9mZrn0LfzVb7g0ez6RkeFQNHz5cu3bt0iuvvKJOnTrZOw4AAAAAIJtgIMA9FAEA4BF3Z+dhhS9ao6iNv6RrvyLbFsmpkI+c/PJnUjI8avbs2aP9+/frjTfesLQ5Ojpq/fr1dkwFAAAAAED2RhEAAB5Rd3Ye1uV2g9LU16tnW8Wduah8Q7vLrdZjcsjlnsnp8CiJi4vTpEmTNHXqVEmSv7+/6tWrZ+dUAAAAAIDsjDUB7qEIAACPCPPtKF0fP18RKzbct69741rynfOWHAsW4C9NZKoTJ06oW7duOnTokKVt7ty5FAEAAAAAAMggFAEAIAcyDEPxZ//S7ZUbFXv8rO78sPe++xT8bLo8mjwhk4uzDRLiUWc2m/Xhhx9q9OjRio2NlSQ5OTkpMDBQo0ePtnM6AAAAAEB2xzON91AEAIAcJPboad2YvljRW3fdt69DgbxyKVdCPu+9KZcKpWyQDvjHxYsX1bNnT/3444+WtkqVKik4OFj+/v52TAYAAAAAQM5DEQAAsrk7Ow/r+oSPFHv4f2nqn6d3B3m/1VsOnh6ZnAywZhiGgoOD9cYbbygiIsLSPmTIEE2dOlXu7qw1AQAAAADIGExvfA9FAADIZhLDbir6l4OKWPa1Ynb/lmpfp6J+8urZTrlfbsH8/rC7hIQEffDBB5YCQLFixbRs2TI1bdrUzskAAAAAAMi5KAIAQDZgjozWrXmf6+b7y+7b17Gwr/K/3Vu5nn9KDm6umR8OSCNnZ2cFBwerVq1aevnll/Xhhx8qb9689o4FAAAAAMiBeA7yHooAAJBFmaPuKGzsHN0O/iZN/Yt+/4lcqpaTycEhk5MBaXP79m2FhoaqdOnSlrYqVaro+PHjKlOmjB2TAQAAAADw6KAIAABZSMQX3yls1AeSg0lGZHSqffMO6SaPpnXkWr2CHDzcbJQQSJsdO3aoe/fu8vT01P79++Xqem9UCgUAAAAAAEBmY0rkeygCAICd3V61WaEj3pdxJ/a+ffO+0Vn5RrwqB3em+UHWFBsbq8DAQM2YMUOGYUiSJk6cqClTptg5GQAAAAAAjyaKAABgY4bZrIS/r+rOLwcVOnR6qn2diheSW63HVOC9N+Xo5WmjhMCDOXbsmLp27aqjR49a2urXr6/XXnvNjqkAAAAAAI8iBgLcQxEAADKZYTbr9qff6vaqzYrZdyzVvs5liskcdUdFtyyUU2FfGyUEHk5iYqKCgoL0zjvvKC4uTtI/iwBPmjRJw4cPl6Ojo50TAgAAAADw6KIIAACZJPbEWYV0GaWEv6+mqX/J0xvlmM8rk1MBGev8+fPq0aOHfv31V0tb1apVFRwcrOrVq9sxGQAAAADgUcaaAPdQBACADJR467ZCOo9UzP7f79vXpVJpOZcupnzDe8q1SlkbpAMy1q1bt/T444/r1q1bkv65wRo+fLgmTZpktRAwAAAAAACwH4oAAPAQjLh4RW3ZqVvzv1DsgeOp9nVvXEveb/eRa42KVKORI+TNm1dvvPGGJk2apJIlS2r58uVq1KiRvWMBAAAAAMB3L/9CEQAAHkDs/87p76delRITU+1n8nCT7/yxytWqIX/5IEcwDMPqz/LYsWPl7OyswYMHy8uL6awAAAAAAMhqKAIAQDrE/u+c/m7UI9U+Jk8P5endQd6jX5PJwcFGyYDMFR4ersGDB6t8+fJ66623LO3Ozs4aO3asHZMBAAAAAJAUz2LeQxEAAO4j/uIVXe07UbGpzPPv+fKz8ur6nNyerMYT/8hxfvrpJ/Xo0UMXL16Uk5OTWrZsqZo1a9o7FgAAAAAASAOKAADwH4ZhKOH8JUVt263r73yYal+fmSOUu0trmRwdbZQOsJ2YmBi9/fbbCgoKsrS5u7vr4sWLFAEAAAAAAFkaD2neQxEAAPTPAr+3Pl6tGxM+SlP/gp+/p1zNnszkVID9HD58WF27dtWJEycsbU2aNNGyZctUokQJOyYDAAAAAADpQREAwCPJSExUzN5jutpvkhIvX0vTPr4LA+XZ9ime+keOlpCQoOnTp2v8+PFKSEiQJLm6umrq1KkaMmSIHFjnAgAAAACQDTAQ4B4+yQN4pMSdvajzFZ7TuYJNdLntG6kWAFyfqKJcbZuq2K5PVSb0V+V+sRkFAORoly9fVqNGjfTOO+9YCgA1atTQgQMHNGzYMAoAAAAAAAA8pHnz5qlkyZJyc3NTnTp1tG/fvlT737p1SwMGDFChQoXk6uqq8uXLa9OmTek6JyMBAORoRkKC7uw6otvB3yjy6x/u29/zpWeUf/wAOfl62yAdkLXky5dPN2/elCQ5ODho9OjRCgwMlIuLi52TAQAAAACQPllxTYBVq1Zp2LBhWrBggerUqaNZs2apRYsWOnXqlHx9fZP0j4uLU/PmzeXr66s1a9aoSJEi+vPPP5U3b950nZciAIAcJ/Z/5xQ6bIZiDxy/b1+n4oXk1bOt8g54RSaecsYjzt3dXcHBwerWrZsWL16sevXq2TsSAAAAAAAPJAvWABQUFKTevXsrICBAkrRgwQJt3LhRS5Ys0ejRo5P0X7JkiW7cuKFdu3bJ2dlZklSyZMl0n5ciAIBsy0hIUOKNCCVeCVXssTOKOXhctz/9Nk37FvzsXXk0r5clq8KAraxevVrVqlVThQoVLG21atXS77//LkemvgIAAAAA4L5iY2MVGxtr1ebq6ipXV1ertri4OB08eFBjxoyxtDk4OKhZs2bavXt3ssfesGGD6tatqwEDBmj9+vXy8fFR586dNWrUqHR9bn+oIkBMTIzc3Nwe5hAAkC7xFy4rfOlXCp//Rbr282heV3n7d5Jrrcfk4OZ6/x2AHOzmzZsaOHCgVq5cqdq1a2vnzp1ycrp3S0ABAAAAAACQ3TnY6MHPadOmacKECVZtgYGBGj9+vFVbWFiYEhMT5efnZ9Xu5+enkydPJnvsc+fO6YcfflCXLl20adMm/fHHH+rfv7/i4+MVGBiY5ozpLgKYzWZNmTJFCxYs0NWrV3X69GmVLl1aY8eOVcmSJfXaa6+l95AAkCrDbNa1vhMV+dX2dO3nEzRSuTu1lMmZQU/AXd9//7169uypS5cuSZL27dunr776Si+99JKdkwEAAAAAkP2MGTNGw4YNs2r77yiAB2U2m+Xr66uPP/5Yjo6O8vf316VLl/Tee+9lbhFg8uTJWr58uWbMmKHevXtb2qtUqaJZs2ZRBADw0OL/vqrYA8cV/dM+3f5s433753qusRJDb8rtyWpyrVZe7vVqyLFAPhskBbKP6OhojR49WnPmzLG05c2bV/PmzVOHDh3smAwAAAAAgIxnqxmgk5v6JzkFChSQo6Ojrl69atV+9epVFSxYMNl9ChUqJGdnZ6sR+5UqVVJISIji4uLk4uKSpozpLgKsWLFCH3/8sZ5++mn17dvX0l69evUUhy0AQGoMs1mxR07qUovX09TfsZCPcndqqTy9O8jJhy/7gfvZv3+/unXrplOnTlnamjVrpqVLl6po0aJ2TAYAAAAAwKPBxcVF/v7+2r59u9q1ayfpnyf9t2/froEDBya7T/369bVy5UqZzWY5ODhIkk6fPq1ChQqluQAgPUAR4NKlSypbtmySdrPZrPj4+PQeDsAjyjAMxZ08r8i123Rr9qdp2sfzpWfkN39sJicDco74+HhNmTJFkydPVmJioiTJzc1NM2bM0IABAyw3EAAAAAAA5DQmWw0FSIdhw4apR48eqlWrlmrXrq1Zs2YpKipKAQEBkqTu3burSJEimjZtmiSpX79+mjt3rgYPHqw33nhDZ86c0dSpUzVo0KB0nTfdRYDKlSvr119/VYkSJaza16xZo5o1a6b3cAAeEUZ8gm6v2aqYnYd1e9Xm+/Z3q131n+l9qpSTxzP15JDL3QYpgZzl4MGDmjhxogzDkCQ98cQTWrFihSpWrGjnZAAAAAAAPHo6duyo0NBQjRs3TiEhIapRo4Y2b95sWSz44sWLVg/sFStWTFu2bNHQoUNVrVo1FSlSRIMHD9aoUaPSdd50FwHGjRunHj166NKlSzKbzVq3bp1OnTqlFStW6Ntvv03v4QDkYIbZrKiNv+ha/0kyYuLu29+5dFHlHdRVXl1a2yAdkPM9+eSTGjp0qGbPnq2xY8fqrbfekrOzs71jAQAAAACQ6Ryy3kAASdLAgQNTnP7np59+StJWt25d7dmz56HOme4iQNu2bfXNN99o4sSJypUrl8aNG6fHH39c33zzjZo3b/5QYQDkDHf2HlXo8PcVf/L8ffs6lykmj2ZPKk/vDnIuUdgG6YCcKyQkRL6+vlZPDUyZMkVdunTR448/bsdkAAAAAADAXtJdBJCkhg0batu2bRmdBUA2F3vsjP5u+mqqfdwb+SvP6y/LtVp5ORUsYKNkQM5mGIZWrlypAQMGaMKECRo8eLBlm5ubGwUAAAAAAMAjJyuuCWAv6S4ClC5dWvv371f+/Pmt2m/duqXHH39c586dy7BwALKuhCuhurPzsGKPnlb4R6tS7Wvy9FDhNUFy83/MRumAR8f169fVt29frVmzRpI0evRoPfPMM6pUqZKdkwEAAAAAgKwg3UWACxcuKDExMUl7bGysLl26lCGhAGQ95juxilyzVaHDZqSpv1PJIvKdPVpudatTeQUyyaZNm/Taa68pJCTE0ta+fXsVKlTIjqkAAAAAALA/vo66J81FgA0bNlj+fcuWLcqTJ4/l58TERG3fvl0lS5ZMd4B58+bpvffeU0hIiKpXr645c+aodu3aKfa/deuW3n77ba1bt043btxQiRIlNGvWLLVq1Srd5waQMiMxUXd+OqBrg6Yq8dqNNO/nVLKw/BYGyu3xypmYDni0RUZGavjw4Vq4cKGlzdvbWwsWLNBLL71kx2QAAAAAACCrSXMRoF27dpL+mUupR48eVtucnZ1VsmRJzZw5M10nX7VqlYYNG6YFCxaoTp06mjVrllq0aKFTp07J19c3Sf+4uDg1b95cvr6+WrNmjYoUKaI///xTefPmTdd5AVgz34lV9A97deenfYpYtj5d++YbESDnkoXlVquKnEsXzaSEAO7atWuXunfvrrNnz1raWrZsqcWLFzMCAAAAAACA/2cSQwHuSnMRwGw2S5JKlSql/fv3q0CBh1/QMygoSL1791ZAQIAkacGCBdq4caOWLFmi0aNHJ+m/ZMkS3bhxQ7t27ZKzs7MkPdDoAwBSzKETChv1gWKPnEzXfrk7t5ZXj+d50h+wg6+//lrt27e3/J3s4eGhoKAg9enTh2m3AAAAAABAstK9JsD58+cz5MRxcXE6ePCgxowZY2lzcHBQs2bNtHv37mT32bBhg+rWrasBAwZo/fr18vHxUefOnTVq1Cg5OjpmSC4gJzIMQxGL1ynmwHHFnTyvuON/pHlftyeqKN+o1+TRuFYmJgSQFk8//bRKlCih8+fPq27dulqxYoXKli1r71gAAAAAAGQ5DjwrZ5HuIoAkRUVF6eeff9bFixcVFxdntW3QoEFpOkZYWJgSExPl5+dn1e7n56eTJ5N/MvncuXP64Ycf1KVLF23atEl//PGH+vfvr/j4eAUGBia7T2xsrGJjYy0/R0REpCkfkN3d2f2bLj8/UI6FfZV4+Vqa9nFvXEu5X2kl94b+cvL1zuSEANIrd+7cWr58uX799VeNHDlSTk4P9Nc4AAAAAAB4hKT724PDhw+rVatWio6OVlRUlLy9vRUWFiYPDw/5+vqmuQjwIMxms3x9ffXxxx/L0dFR/v7+unTpkt57770UiwDTpk3ThAkTMi0TkFUkXL2uWx99IeN2tCJW3FvIO7UCgFvtqso7uKs8mj0pk4ODLWICSKMLFy7ojTfe0Jw5c6ymvmvYsKEaNmxov2AAAAAAAGQDTJt7T7qLAEOHDlWbNm20YMEC5cmTR3v27JGzs7O6du2qwYMHp/k4BQoUkKOjo65evWrVfvXqVRUsWDDZfQoVKiRnZ2erqX8qVaqkkJAQxcXFycXFJck+Y8aM0bBhwyw/R0REqFixYmnOCWRV5phYJfx9VeEfr1HE0q/u29+5fAkZMXHyWzReToV85FiwAP8zBLIgwzC0bNkyDR48WLdv39bt27f1ww8/yIFCHQAAAAAAeADpLgIcOXJECxculIODgxwdHRUbG6vSpUtrxowZ6tGjh1588cU0HcfFxUX+/v7avn272rVrJ+mfJ/23b9+ugQMHJrtP/fr1tXLlSpnNZsuXIadPn1ahQoWSLQBIkqurq1xdXdN7mUCWknDthqK37FTU1l1KDLup2APH07xv4Q1z5V63eiamA5BRrl27pj59+mj9+vWWtgsXLuivv/5SiRIl7JgMAAAAAIDshWdf70l3EcDZ2dnyBbyvr68uXryoSpUqKU+ePPrrr7/Sdaxhw4apR48eqlWrlmrXrq1Zs2YpKipKAQEBkqTu3burSJEimjZtmiSpX79+mjt3rgYPHqw33nhDZ86c0dSpUzN1CiLAHmL2HdPNoBWK3r4n3fvmHdRFudo0kUvZ4nLw9MiEdAAyw/r169W7d2+FhoZa2nr27KnZs2fLy8vLjskAAAAAAEB2lu4iQM2aNbV//36VK1dOjRs31rhx4xQWFqbg4GBVqVIlXcfq2LGjQkNDNW7cOIWEhKhGjRravHmzZbHgixcvWk1/UKxYMW3ZskVDhw5VtWrVVKRIEQ0ePFijRo1K72UAWYo5JlY3Zy5X1Lc/K/6Pi2nax+TmIiM2XrlfaSWnYn7KN6irTC7OmZwUQEaLiIjQ0KFDtWTJEktbgQIFtGjRIstIOQAAAAAAkD4ODAWwMBmGYaRnhwMHDuj27dt66qmndO3aNXXv3l27du1SuXLltHjxYtWoUSOTomaMiIgI5cmTR+Hh4TxZCbsyzGbd+vAzRXz6jRL+vJJqX6diBZXw91V5vfqCPJrWkUfjWjK5Jj8FFoDsY+fOneratasuXLhgaWvTpo0WLVpkKYgDQHbyKN1ru9dMfgpTALC1m/vn2jsCAEiS3NL9uHnmenHxQZucZ91r/jY5z8NI96+mVq1aln/39fXV5s2bMzQQkFMZsXGKWLlRMQeOK/LLLWnax/ejsfJ84WmZ/rUYNoCcIyIiwlIA8PT01OzZsxUQEMCi3QAAAAAAPCQ+Wt+TYfWZQ4cOady4cfr2228z6pBAtmUYhszhkYretkvhn6xV3MnzMqJj7rufR8sGyh/YXy5litkgJQB7a9mypV5//XWdOHFCy5cvV6lSpewdCQAAAAAA5DDpKgJs2bJF27Ztk4uLi3r16qXSpUvr5MmTGj16tL755hu1aNEis3ICWZZhGDKiY3R7zVbd+mCF5OyshAuX0ry/6xNV5PvhGDmXLirTv9bAAJCzJCYmas2aNXr55ZetnvSfNWuWnJ2d5ciIHwAAAAAAMgyj7O9JcxFg8eLF6t27t7y9vXXz5k198sknCgoK0htvvKGOHTvq999/V6VKlTIzK2B3hmEoMfSmYo+e1vXAuYo//We6j+FcvoTyTxgo9yerycHTIxNSAshqzp49a1lD5/bt2+rVq5dlm5ubmx2TAQAAAACAnC7NRYDZs2dr+vTpGjFihNauXauXXnpJ8+fP17Fjx1S0aNHMzAjYTeLNCEWu3abIb39WzM7D6d7fuWxxOZcsLK+e7eTR5AkW8wUeMYZhaNGiRRo2bJiioqIkSW+++aZeeukl5cmTx87pAAAAAADIuRgIcE+aiwBnz57VSy+9JEl68cUX5eTkpPfee48CAHIUIy5eMQdPKPLrHxSxZF269nWtXkEO+byUf1w/uVYtl0kJAWQXISEh6tWrlzZu3GhpK126tFasWEEBAAAAAAAA2EyaiwB37tyRh8c/U5eYTCa5urqqUKFCmRYMsJW40xd0tc94xR0/m+Z9nMuVkFutx+T6eCV5dWsjE3N5A/iXNWvWqG/fvrp+/bqlrXfv3goKCpKnp6cdkwEAAAAA8GhwYCiARboWBv7kk08sX14kJCRo2bJlKlCggFWfQYMGZVw6IBMkhIQp8ep1XZ+8UHd+2p+mfXK1bSqvLq3lVre6HNxcMzkhgOzq1q1beuONN/Tpp59a2vz8/LR48WK1bt3ajskAAAAAAMCjKs1FgOLFi2vRokWWnwsWLKjg4GCrPiaTiSIAsgxz1B0lXr2uqC07FLP3mKI2/pLmfd0bPi5X/8eU57UX5VSwwP13AABJ48aNsyoAtG/fXgsWLEhSMAcAAAAAAJmLcQD3pLkIcOHChUyMATycxJsRij16WolXwxSxbL1i9v+erv2divgqd8eWyjcygKl9ADyw8ePHa+3atYqMjNTcuXPVtWtXmRh+CAAAAAAA7Chd0wEB9maYzUr484ru7D4i880IXZ/ysRSfkO7juFQuLfcmtWVydJD36F4yuThnQloAOV1kZKTVHP/e3t5au3atChcurOLFi9sxGQAAAAAAjzYeyruHIgCyNCMhQfF/XlHskZMKHfaejOg76T6G2xNV5FKlrDzbN5drtQpycGdOfwAPJyEhQVOnTtX8+fN1+PBhFSpUyLLtySeftGMyAAAAAAAAaxQBkKUkhN7U7c83KXrLTsXsO5bu/T3bN5drzUpyKVtc7k1rU/EDkOFOnz6tbt26ad++fZKk1157TRs3buT/NwAAAAAAZCEOfEy3oAgAu4v97ZSuDpyi+JPn07yP+1O15ZDLXbmebyLXKuXkUq5EJiYEAMkwDM2fP18jRozQnTv/jEpydHRUrVq1lJiYKCcn/koFAAAAAABZD99YwObMMbGK+u5XRW/Zpci129K0j1PJwsr9Ugu5PVlNHo1qZXJCALB26dIlBQQEaNu2e//PKleunIKDg1WnTh07JgMAAAAAAMlhxP49D1QEOHv2rJYuXaqzZ89q9uzZ8vX11XfffafixYvrsccey+iMyAGMhARd6z9ZkRt+khIT79s/7xtd5NX1OTmXLpr54QAgFZ9//rn69++vW7duWdoGDBig6dOnK1euXPYLBgAAAAAAkAbpLgL8/PPPatmyperXr69ffvlFU6ZMka+vr3777TctXrxYa9asyYycyIYMs1k3P1ihmzOWSmbzffsXWvuB3Bv6U6UDkGUMGDBA8+fPt/xcuHBhLV26VM8884wdUwEAAAAAgPvhK8Z7HNK7w+jRozV58mRt27ZNLi4ulvamTZtqz549GRoO2VNCSJjO+jTUOb/Guvnu4hQLAB7P1FPBz6ar9OUfVSb0V3k0qkUBAECW0rRpU8u/d+rUSceOHaMAAAAAAAAAspV0jwQ4duyYVq5cmaTd19dXYWFhGRIK2Y856o4iv/5B1wPnyhwemWK/3K+0ks+sUTI5pLv+BAA21759ew0cOFD169dXp06d7B0HAAAAAACkEQ8b35PuIkDevHl15coVlSpVyqr98OHDKlKkSIYFQ9ZmjoxW5Dc/yXwjXNfHz0+1r2f75vIe3UvOJQvbJhwAPIC9e/dq3bp1mj59ulX7nDlz7JQIAAAAAADg4aW7CNCpUyeNGjVKq1evlslkktls1s6dOzV8+HB17949MzLCzgzDUMLfV3XzvaVKvHZD0dvTMO2Tk6N8572j3C82y/yAAPAQ4uPjNXHiRE2dOlVms1k1atTQK6+8Yu9YAPDI2bBhQ5r7Pv/885mYBAAAADmBAwMBLNJdBJg6daoGDBigYsWKKTExUZUrV1ZiYqI6d+6sd955JzMywk7iL1zWtTemKmbPb2neJ0//Tsr9YjO5Vq+QickAIGOcOHFC3bp106FDhyxtK1asUKdOnRg2CAA21q5duzT1M5lMSkxMzNwwAAAAQA6S7iKAi4uLFi1apLFjx+r3339XZGSkatasqXLlymVGPthYwtXrujlzuW6v3iIjMvq+/XO1bqTcnVvJtWp5ORXysUFCAHh4ZrNZs2fP1pgxYxQbGytJcnJyUmBgoEaPHk0BAADswGw22zsCAAAAchA+29+T7iLAjh071KBBAxUvXlzFixfPjEywISM+QfFn/1LomFmK2XEo1b6OPt7KN6y7cnd5TiY3F/5DApAtXbx4UT179tSPP/5oaatUqZKCg4Pl7+9vx2QAAAAAAAAZL91FgKZNm6pIkSJ65ZVX1LVrV1WuXDkzciGTRW3ZqZCuo9PU1/fjQHm2e5ov/QFka4ZhKDg4WG+88YYiIiIs7UOGDNHUqVPl7u5ux3QAgP+KiorSzz//rIsXLyouLs5q26BBg+yUCgAAANkF32Tek+4iwOXLl/XFF1/o888/17vvvqtq1aqpS5cueuWVV1S0aNHMyIgMEnf6gm5MX6KoDT+m2s/k4S7vMa8pz+sv88U/gBxl7dq1lgJAsWLFtGzZMjVt2tTOqQAA/3X48GG1atVK0dHRioqKkre3t8LCwuTh4SFfX1+KAAAAAEA6OKR3hwIFCmjgwIHauXOnzp49q5deeknLly9XyZIl+SIlC4r9/Q+d9Wmosz4N9Vf9bikWANyeqCKfmSNU+tovKv3nVuXt25ECAIAcxWQy6eOPP5aPj4+6deumo0eP8vcWAGRRQ4cOVZs2bXTz5k25u7trz549+vPPP+Xv76/333/f3vEAAACQDTiYTDZ5ZQfpHgnwb6VKldLo0aNVvXp1jR07Vj///HNG5cJDMMxmhfR4W9Gbd9y3b9Gfl8m1chkbpAIA24qMjNSZM2dUs2ZNS5ufn5+OHj2qggUL2jEZAOB+jhw5ooULF8rBwUGOjo6KjY1V6dKlNWPGDPXo0UMvvviivSMCAAAA2cYDFwF27typzz77TGvWrFFMTIzatm2radOmZWQ2pJORkKA/H39ZiVdCU+3n88Eo5e74rEzOD1UDAoAsa8eOHerRo4eioqL0+++/q0CBApZtFAAAIOtzdnaWg8M/g5Z9fX118eJFVapUSXny5NFff/1l53QAAADIDrLJQ/o2ke5vgceMGaMvvvhCly9fVvPmzTV79my1bdtWHh4emZEPaWAYhm5M+Vi3Zn+a7HaTq4sKvDtUXl2fs3EyALCt2NhYBQYGasaMGTIMQ9I/U0oEBwfbORkAID1q1qyp/fv3q1y5cmrcuLHGjRunsLAwBQcHq0qVKvaOBwAAAGQr6S4C/PLLLxoxYoRefvllqycrYXsJIWG61GaAEi5cTna7W93qKrRqphzcXW2cDABs79ixY+ratauOHj1qaatfv77Gjx9vv1AAgAcydepU3b59W5I0ZcoUde/eXf369VO5cuW0ZMkSO6cDAABAdsB6p/ekuwiwc+fOzMiBdLrab6Ii12xLcXuZ0F9tmAYA7CcxMVFBQUF65513FBcXJ+mfaSQmTpyoESNGyNHR0c4JAQDpVatWLcu/+/r6avPmzXZMAwAAAGRvaSoCbNiwQS1btpSzs7M2bNiQat/nn38+Q4IhZZHf/JRsASBXmyby/XCMHDyZmgnAo+H8+fPq0aOHfv31XuGzSpUqCg4OVo0aNewXDAAAAAAA2BUDAe5JUxGgXbt2CgkJka+vr9q1a5diP5PJpMTExIzKhmTcmve5ro+fb9Xm+3Ggcr/QzE6JAMA+4uLi1LBhQ126dEnSP38HDR8+XJMmTZKrK9OgAUB2VqpUqVSHb587d86GaQAAAIDsLU1FALPZnOy/w3bMMbG69Ewfxf3P+gNP8b2fy7l0UTulAgD7cXFx0ZQpU9SzZ0+VLFlSy5cvV6NGjewdCwCQAYYMGWL1c3x8vA4fPqzNmzdrxIgR9gkFAACAbMWBoQAW6V4TYMWKFerYsWOSpyzj4uL0xRdfqHv37hkWDpJhNutSq36KPXgiybbi+76Qc6kidkgFAPaRmJhoNcd/9+7dFRUVpa5du8rLy8uOyQAAGWnw4MHJts+bN08HDhywcRoAAAAg48ybN0/vvfeeQkJCVL16dc2ZM0e1a9dOtu+yZcsUEBBg1ebq6qqYmJh0ndMhvSEDAgIUHh6epP327dtJAuHhGPEJOl+iebIFgBJH11EAAPDICA8PV8+ePdWnTx+rdpPJpP79+1MAAIBHRMuWLbV27Vp7xwAAAEA2YDLZ5pUeq1at0rBhwxQYGKhDhw6pevXqatGiha5du5biPl5eXrpy5Yrl9eeff6b7vUh3EcAwjGTn5/z777+VJ0+edAdA8qK27NS5wk/JiImzavfq0Valr/0ip0I+dkoGALb1008/qVq1alq+fLmWLFmi9evX2zsSAMBO1qxZI29vb3vHAAAAAB5IUFCQevfurYCAAFWuXFkLFiyQh4eHlixZkuI+JpNJBQsWtLz8/PzSfd40TwdUs2ZNmUwmmUwmPf3003JyurdrYmKizp8/r2effTbdAZDUX016Ku74WetGZyeVvvRDqgukAUBOEhMTo7fffltBQUGWtty5c6d7yBsAIPu5+9njLsMwFBISotDQUM2fP9+OyQAAAJBdZLXvUePi4nTw4EGNGTPG0ubg4KBmzZpp9+7dKe4XGRmpEiVKyGw26/HHH9fUqVP12GOPpevcaS4CtGvXTpJ05MgRtWjRQp6enpZtLi4uKlmypNq3b5+ukyOpiC++S1IAyNW2qQp+MsFOiQDA9g4fPqyuXbvqxIl706E1btxYy5YtU8mSJe0XDABgE23btrX60Obg4CAfHx81adJEFStWtGMyAAAAwFpsbKxiY2Ot2lxdXZOsqRsWFqbExMQkT/L7+fnp5MmTyR67QoUKWrJkiapVq6bw8HC9//77qlevno4fP66iRYumOeP/tXfv8TnX/x/Hn9fOYzN8McNqzoeMYRFCMtFBoZCwGUmYZFFUzCHmEFFETjlHKfJNrZhDaF+E5Tw5LnI+bDZstuv6/dHPVRejjW2fXfO4u31ut13vz+l5zcd8dr0+7/c700WAiIgISZKfn586dOggNze3TJ8EmXPj2J8613e0TdtDW76Qc7nM/4UCgD1LS0vT2LFjNWzYMKWlpUn66z/O0aNH680335SDQ5ZHsQMA2KFhw4YZHeFfvTv+TaMjAIAkKXRxrNERAECS9EVwgNERbOTWJwiRkZEaPtz2Ae6IiIhsuaetX7++6tevb33doEEDVa1aVZ999plGjhyZ6eNkughwU0hISFZ3QSaYk64q/tEONm1lfp5HAQDAA+PixYt69tln9b///c/aFhAQoAULFqh69eoGJgMA5DZHR0edOnVKJUqUsGm/cOGCSpQoofT0dIOSAQAAwF7k1nBAgwcPVnh4uE3brb0AJKlYsWJydHTUmTNnbNrPnDmjkiVLZupczs7OqlWrlg4dOpSljJkqiBQtWlTnz5+XJBUpUkRFixa944J7c/K53jav//PBG3KtWs6gNACQ+woXLmwdas7BwUHvvvuutmzZQgEAAB5AFoslw/aUlBS5uLjkchoAAADgzlxdXVWoUCGbJaMigIuLi+rUqaPo6Ghrm9lsVnR0tM3T/neTnp6u3bt3y8fHJ0sZM9UT4KOPPpKnp6f167w2qYK9S9n9u808AAVaNFThnu0MTAQAuc/BwUFz5sxR27ZtNXnyZDVo0MDoSACAXPbxxx9L+uuprVmzZtnMQ5aenq6ff/6ZOQEAAACQKQ558CPs8PBwhYSEKDAwUHXr1tWkSZOUnJys0NBQSVJwcLBKly6tyMhISdKIESP02GOPqUKFCrp8+bLGjx+v48eP69VXX83SeTNVBPjnEEBdu3bN0glwdxaLRSee7GbT5rNwjEFpACD3fPXVVypRooSaNGlibfP19dXWrVspNgPAA+qjjz6S9Nc98vTp0+Xo6Ghd5+LiIj8/P02fPt2oeAAAAMB96dChg86dO6ehQ4fq9OnTCggIUFRUlHWy4Pj4eJv5EC9duqQePXro9OnTKlKkiOrUqaNffvlF1apVy9J5szwnwI4dO+Ts7Cx/f39J0rfffqvPP/9c1apV07Bhw+iem0XnB06weV106OsGJQGA3HHp0iWFhYVp8eLF8vX11e7du+Xl5WVdTwEAAB5cR48elSQ1bdpU33zzjYoUKWJwIgAAANirvNgTQJLCwsIUFhaW4br169fbvP7oo4+sD8rcjyxPktyzZ08dPHhQknTkyBF16NBBBQoU0FdffaW33377vgM9aJJ/2Gj92rlKWRXp28nANACQs9asWSN/f38tXrxYkvT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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:19:39,131 INFO:Model ViT evaluation completed in 247.92 seconds.\n", "2025-03-07 01:19:39,132 INFO:\n", "=== Evaluating MLP-Mixer on Test Datasets ===\n", "/tmp/ipykernel_112221/3203844338.py:383: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-03-07 01:19:39,210 INFO:Loaded model weights from MLP-Mixer_best.pth\n", "2025-03-07 01:19:39,210 INFO: === Dataset: a ===\n", "2025-03-07 01:19:40,555 INFO:Total samples: 3181\n", "2025-03-07 01:19:48,528 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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aN2+eKleurBkzZqhRo0Y6efKk3N3do23/9ddfKzw83Lp87do1lSlTRm3bto3XeSkCAJC+WSKtX/n8+1esJTk5J1gcAEDyc+HCBb355pv66aefrG2FCxfWsmXLVLlyZROTAQAAAEB0z3OXfmKbPn26unXrJj8/P0nSvHnztH79ei1atEhDhw6Ntn3WrFltlleuXCkXF5d4FwF4HBAAaf9vL7Z/9pwJkwMAkCytXLlSpUqVsikA9O7dWwcPHqQAAAAAACBNCwsL061bt2ymsLCwaNuFh4dr//79ql+/vrXNzs5O9evX165du+J0roULF6pDhw7KkCFDvDLSEwBICfb+Ih3aKUUaiXP8G8GP/pnOQarRKH77Zskm1W6e8JkAAKaLiIhQ586dtXJlVG+xXLlyafHixWrYsKGJyQAAAADg6ZKqJ8DEiRM1duxYm7bRo0drzJgxNm3BwcGKiIiQh4eHTbuHh4dOnDjxzPPs3btXR48e1cKFC+OdkSIAkNyFXJc+myRFRib+uZzTS2/0SfzzAABSBHt7e7m6ulqXO3TooDlz5kTrkgoAAAAAadWwYcM0cOBAmzYnJ6cEP8/ChQtVqlQpVapUKd77UgQAkrOHD6S/TydNAUCSqnFXJwDA1rRp03Tw4EENHDhQHTp0MDsOAAAAAMRNEg0J4OTkFKcf/bNlyyZ7e3tdvnzZpv3y5cvKkSPHU/cNDQ3VypUrNW7cuOfKSBEASK5uBEvj35Vu3Yhqq1xHauWXOOdzdJQyZU6cYwMAUoTdu3fr33//VZs2baxtGTNm1J49e5LloFpAXB04cEAODg4qVaqUJGnt2rVavHixihcvrjFjxsjR0dHkhAAAAEjtHB0dVb58eW3ZskUtW7aUJEVGRmrLli3q0+fpT+ZYvXq1wsLC1Llz5+c6N0UAILk6+rttAUCScr4sveRuTh4AQKr14MEDjRs3Tv7+/nJxcVG5cuWUP39+63oKAEjpevTooaFDh6pUqVI6e/asOnTooNdff12rV6/W3bt3NWPGDLMjAgAAIIElx+8xAwcOVNeuXVWhQgVVqlRJM2bMUGhoqPz8Ht306+Pjo9y5c2vixIk2+y1cuFAtW7bUSy+99FznpQgAJEcXzksr50Ut5ysiFSsr1WEAXgBAwjp27Ji6dOmiAwcOSJLu3Lmj6dOna/bs2SYnAxLOqVOn5O3tLenRXVQ1a9bUihUr9Ntvv6lDhw4UAQAAAJAk2rdvr6tXr2rUqFEKCgqSt7e3Nm7caB0sODAwUHZ2djb7nDx5Ujt27NBPP/303OelCAAkRwsmSWH3o5ZrN5eqNTAvDwAg1YmMjNTHH3+soUOHKiwsTJKULl06jR49WkOHDjU5HZCwDMNQ5P+PsbR582Y1b/7oxgpPT08FBwebGQ0AAACJJDn2BJCkPn36xPr4n23btkVrK1KkiAzDeKFzUgQAkqPgJwYIcckoFS9rXhYAQKoTGBgoX19fbd261dpWrFgxBQQEqHz58iYmAxJHhQoVNGHCBNWvX1+//PKLPvnkE0nSuXPnrHddAQAAAKmV3bM3AZCkDEO6fzdqecpyKUs28/IAAFINwzC0bNkylSpVyqYA0L9/f+3fv58CAFKtGTNm6MCBA+rTp49GjBihggULSpLWrFmjqlWrmpwOAAAAicFisSTJlBLQEwBIbi5fiJp3cJScnM3LAgBIVe7cuaNhw4bp1q1bkh49CmXJkiWqW7euycmAxFW6dGkdOXIkWvuUKVNkb29vQiIAAAAg6VAEAJKTsyekHT9GLefKa14WAECqkylTJi1atEiNGzeWj4+PZs6cqcyZM5sdC0gy4eHhunLlinV8gMdefvllkxIBAAAgsaSUu/STAkUAILm4FypNHSKFh0W1vVzAvDwAgBTv9u3bun//vrJnz25ta9SokQ4ePChvb2/zggFJ7NSpU3rrrbe0c+dOm3bDMGSxWBQREWFSMgAAACDxUQQAkosb12wLAJJUgmczAwCez44dO+Tj46OiRYtq/fr1NnfBUABAWuPn56d06dLp+++/V86cObkrDAAAIC3gks+KIgBgtnuh0vTh0rmTUW0lK0hv9Jay5zQvFwAgRQoLC9Po0aM1efJkGYahc+fOacGCBerevbvZ0QDTHDp0SPv371fRokXNjgIAAAAkOYoAgNmO/G5bAJCk3HkpAAAA4u3IkSPq3LmzDh8+bG2rVq2a6tevb2IqwHzFixdXcHCw2TEAAACQhOj9GcX0IsCcOXM0ZcoUBQUFqUyZMpo1a5YqVaoU6/YzZszQJ598osDAQGXLlk1t2rTRxIkT5ezsnISpkWYZhnTiD+n8Xwl3zL9PRc1n85C8ikh1X0u44wMAUr2IiAhNnz5dH3zwgcLDwyVJDg4OGj9+vAYNGiR7e3uTEwLmmjRpkt5//335+/urVKlScnBwsFnv6upqUjIAAAAg8ZlaBFi1apUGDhyoefPmqXLlypoxY4YaNWqkkydPyt3dPdr2K1as0NChQ7Vo0SJVrVpVp06dkq+vrywWi6ZPn27CK0Cac/aENG1o4h2/cTupdrPEOz4AINU5d+6cunbtql9//dXaVqpUKQUEBKhMmTImJgOSj8e9YerVq2fTzsDAAAAAqRc9AaKYWgSYPn26unXrJj8/P0nSvHnztH79ei1atEhDh0b/oXXnzp2qVq2aOnXqJEny8vJSx44dtWfPniTNjTTswvnEO7bFIhUqkXjHBwCkOoGBgSpdurTu3Lkj6dFF7qBBgzR+/Hg5OTmZnA5IPrZu3Wp2BAAAAMA0phUBwsPDtX//fg0bNszaZmdnp/r162vXrl0x7lO1alUtX75ce/fuVaVKlXT27Flt2LBBXbp0SarYSO1+WC1t+lp6+CDm9U+212khFfNOuHN7FpCy50i44wEAUr2XX35Zr732mj7//HN5eXlp2bJlqlGjhtmxgGSnVq1aZkcAAABAEqMnQBTTigDBwcGKiIiQh4eHTbuHh4dOnDgR4z6dOnVScHCwqlevLsMw9PDhQ/Xs2VPDhw+P9TxhYWEKCwuzLt+6dSthXgBSn4gIae2y2AsA/1W0jFSuWuJmAgDgGWbPnq0cOXJo9OjRypQpk9lxgGTr119/1aeffqqzZ89q9erVyp07twICApQvXz5Vr17d7HgAAABAorEzO0B8bNu2Tf7+/po7d64OHDigr7/+WuvXr9f48eNj3WfixIlyc3OzTp6enkmYGCnGnVvSrs1RBQAHR8kjd+xT5TpS6dgHsAYAIKGFhITI19dXK1eutGnPnDmzpk6dSgEAeIqvvvpKjRo1Uvr06XXgwAHrTUIhISHy9/c3OR0AAAAShSWJphTAtJ4A2bJlk729vS5fvmzTfvnyZeXIEfMjUUaOHKkuXbro7bfflvRo0LvQ0FB1795dI0aMkJ1d9JrGsGHDNHDgQOvyrVu3KATAlmE8Guz3n7NRbfmKSO9PMS8TAABP2LZtm7p27arAwECtXbtWNWrUUO7cuc2OBaQYEyZM0Lx58+Tj42NTSKtWrZomTJhgYjIAAAAg8ZnWE8DR0VHly5fXli1brG2RkZHasmWLqlSpEuM+d+/ejfZDv729vSTJMIwY93FycpKrq6vNBNiIjLQtAEiSV2FzsgAA8IT79+/rvffeU506dRQYGChJioiI0J9//mlyMiBlOXnypGrWrBmt3c3NTTdv3kz6QAAAAEh0FoslSaaUwLSeAJI0cOBAde3aVRUqVFClSpU0Y8YMhYaGys/PT5Lk4+Oj3Llza+LEiZKkFi1aaPr06SpbtqwqV66s06dPa+TIkWrRooW1GADEW+jtqHn3XFK77lLJCublAQBA0sGDB9W5c2cdO3bM2la7dm0tWbJEefPmNTEZkPLkyJFDp0+flpeXl037jh07lD9/fnNCAQAAAEnE1CJA+/btdfXqVY0aNUpBQUHy9vbWxo0brYMFBwYG2tz5/8EHH8hiseiDDz7QhQsXlD17drVo0UIffvihWS8BqcH+HVHzjk6S9yvmZQEApHkPHz7UpEmTNGbMGD18+FDSo56N/v7+6t+/f4yPPwTwdN26dVO/fv20aNEiWSwWXbx4Ubt27dKgQYM0cuRIs+MBAAAgEaSUu/STgqlFAEnq06eP+vTpE+O6bdu22SynS5dOo0eP1ujRo5MgGdKM+/ei5guVMC8HACDN+/vvv9WxY0ft2rXL2ubt7a3ly5erRAn+HwU8r6FDhyoyMlL16tXT3bt3VbNmTTk5OWnQoEF69913zY6HVKJHu5oa0LWePF5y1ZFTFzRw0mr9/uffsW7fp1NtdWtbQ545sujazVB9s/mgRs5ap7DwRwXgQW82VMu6ZVTYy0P3wh5ozx9nNWLmWv3195WkekkAUqiVKz7X0sULFRx8VYWLFNXQ4SNVqnTpGLc9ffovzZ31sY4f+1MXL17Q4CHD1NnH12abiIgIfTJnltZ/v07XgoOV3d1dr772urr3fIcfWYEUglvJgN1R41KoqLdpMQAAcHZ21l9//SVJsrOz04gRI7Rnzx4KAMALslgsGjFihK5fv66jR49q9+7dunr1qkaPHq2LFy+aHQ+pQJuG5TTpvdf14ac/qEqnSTp86oLWze2t7Fkyxrh9+8YVNL7va/L/9Ad5t5qgnmM/V5tG5TXu3Vet29QoV1DzVm1XLZ+pat5rttKls9f3n/SRi7NjUr0sACnQxh82aOrkierxTm+tXP2NihQpql493tK1a9di3P7+vXvK45lHfQe8p2zZsse4zeKFC7R61RcaNmKUvvlug/oPGKQliz7Tis8DEvOlAC+MMQGiUAQA3HNFzbtmMS8HACDN8/Dw0Pz581WwYEHt2LFDEyZMkKMjP/YACcXR0VHFixdXpUqVlDFjRv3555/y9PQ0OxZSgb6d62rx1zsVsG63TpwN0rsfrtS9++Hq2rJKjNu/Uiafdh06q1Ubf1fgpevasvuEvtz4uyqUiBrz5bU+c7X8uz06fjZIR05dUPfRy/VyzqwqW5zPLIDYBSxdrFZt2qnl661VoGBBfTB6rJydnfXt11/FuH3JUqU1cNAQNWnaLNbrzkOHDqp23XqqWau2cufOowaNGqtK1eo6euRwYr4U4IVRBIhCEQBp19bvpQ/7SSf+iGrLnsO8PACANOerr75ScHCwTdvrr7+uo0ePqkqVmH84AgAkLw7p7FW2mKd+3nPS2mYYhn7ec1KVSueLcZ/df5xT2eKe1h/9vXK/pEbVSmjjjj9jPY9rRmdJ0o2QuwmYHkBq8iA8XMeP/alXqlS1ttnZ2emVV6rq8B8Hn/u43t5ltXf3bp0/f06SdPLECR08uF/Va9R84cwAkobpYwIAprh7R1r5iRQRYduejrstAQCJ78aNG+rdu7e++OILtWnTRl9++aXNHSROTk4mpgMAxEe2LBmVLp29rly/bdN+5dotFfHyiHGfVRt/10tZMmjL4gGyyCIHB3vNX/2rpiz6KcbtLRaLpgxqo50Hz+jYmUsJ/hoApA43bt5QRESEXnrpJZv2l156SefOnX3u4775dnfduXNHLZs3kb29vSIiIvRuvwFq1vzVZ+8MmCll3KSfJCgCIO0JDpLOHLctAKRzkGo1lTJmMi8XACBN2LRpk/z8/HThwgVJ0po1a7R9+3bVqlXL5GQAYhMWFqawsDCbNiMyQhY7e5MSIaWrUb6QBr/ZSP0mrtK+I3+rgGc2TR3cRpe6Ndb/FmyMtv2MYe1UomBO1fP7yIS0ANK6Hzf+oA3rv9PEydNUsGBBnThxXFP+N1HZs7vr1Zavmx0PQBxQBEDacvR3aeZIyTCi2irUkHqOMC8TACBNuHv3roYMGaLZs2db2zJnzqw5c+aoZk26UgOJ4fDhpz+r+OTJk09d/9jEiRM1duxYmzZ7j4pyyFnpubMh9Qi+cUcPH0bIPavtDUXuL7kq6NqtGPcZ/U4zfbF+r5Z8s0uS9Ofpi3JJ76Q5H3TUpM9+lPHE95WPhrRV0xolVf+tGbpw5WaivQ4AKV+WzFlkb28fbRDga9euKVu2bM993I+mTdabb3VXk6bNJEmFChfRpYsXtfCzTykCIFlLKc/rTwoUAZC2HDtoWwCQpBwMrAUASFz79u1Tly5dbH5wrF+/vhYvXqw8efKYmAxI3by9vWWxWGx+UH3scXtcvhwOGzZMAwcOtGlzrzEkwXIiZXvwMEIHj/+jOpWL6LttjwpPFotFdSoV1rxV22PcJ72zoyIjbT+XkZGR/79v1FeWj4a01at1y6hht5n6++K1/x4GAGw4ODqqWPES2rN7l+rWqy/p0X9b9uzZpQ4dOz/3ce/fuy87O9v/X9rb20f77xiA5IsiANKOvdukn76KWq5SX8pfVKpSz7RIAIDU7cGDB/rwww81YcIERfz/Y+icnZ01efJk9e7dW3Z2diYnBFK3c+fOJchxnJycoo3VwaOA8KSPl/+sBeO6aP+xQP1+9Lz6dKojl/ROWrZ2tyTps/FddPFKiEbNWidJ2rD9qPp2rqM/Tv6rvUfOq4Bndo3q1Vwbth+x/qg2Y1g7tW9SQW0HzNed0PvyeOlRT4OQO/d1P+yBOS8UQLLXpaufRg4fohIlSqpkqdJaHrBU9+7dU8vXW0mSRgx7X+7uHuo34D1JjwYTPnPmzKP5B+G6cuWyThw/LhcXF72c99Hg5bVq19GC+fOUI2cuFShYUCeOH1fA0sV67fXW5rxIII7oCRCFIgDShvv3pMXTbdvqtpDyFTEnDwAgTfj+++9tHiFSsWJFLVu2TEWLFjUxFZB25P3/Hy+AxLbmpwPKliWjRvVqJo+XMunwyQt6rfcc62DBnjmy2twx+7/PNsowDI1+p7lyubsp+MYdrd9+VGNmf2fdpke7R4+K2/RZf5tzdRsVoOXf7Un8FwUgRWrcpKluXL+uubM/VnDwVRUpWkxzP/1ML/3/44CCLl2SnSXqRpQrV6+ofZuW1uWlixdp6eJFqlCxkhYuCZAkDR3xgeZ8PFP+48fq+vVryu7urjZt26tHr95J+toAPD+LEVPf2FTs1q1bcnNzU0hIiFxdXc2Og6Ry85o06I2o5SKlpfcmStzBBQBIRIZhqFWrVvruu+80cuRIDR8+XA4ODmbHAhJNSrjWLlWqlDZs2CBPzxd7JGT6sn0SKBEAvJgb+2Y/eyMASALOyex284KDfkiS85ye2iRJzvMiktmfBkgkobej5ouXkwb6m5cFAJBq3bx5U5kzZ7YuWywWzZ8/X+fPn1fFihXNCwbA6vz583rwgEepAAAAIO3gQbRIG4L+jZq/fdO0GACA1MkwDC1fvlxeXl767rvvbNZlz56dAgAAAAAAJDGLxZIkU0pATwCkXlu/l04efjR/IziqvUQFc/IAAFKla9euqWfPnlqzZo0k6e2339bRo0eVPXt2k5MBiEmNGjWUPn16s2MAAAAASYYiAFKnv/+SPo/luYiZ3JI2CwAg1frhhx/05ptvKigoyNrWoEEDnvsPJGMbNmwwOwIAAACSQAq5ST9JUARA6vTknf9PyuQmeb+StFkAAKnOnTt3NGjQIH366afWtqxZs2revHlq27atickAxOavv/7S1q1bdeXKFUVGRtqsGzVqlEmpAAAAgMRHEQCpT2SENHts1HKjNlLdVx/Nu2aWHBxNiQUASB127dqlLl266MyZM9a2Jk2aaOHChcqZM6eJyQDEZsGCBerVq5eyZcumHDly2Dy71WKxUAQAAABIhVLK8/qTAkUApD4XA22X83hJL7mbEgUAkLosW7ZMfn5+1ruIXVxcNH36dHXv3p0LTCAZmzBhgj788EMNGTLE7CgAAABAkqMIgNQjMlLa8aP0537b9go1zckDAEh16tSpo0yZMikkJERVqlTRsmXLVLBgQbNjAXiGGzdu8KguAACANIb7tKLYmR0ASDDHD0nLZkr7d0S11WnO438AAAnG09NTc+fO1Ycffqjt27dTAABSiLZt2+qnn34yOwYAAABgCnoCIOW5FyoZRvT2i3/bLtunk8owCDAA4PmcP39eI0aM0Ny5c+Xm5mZt79Spk4mpADyPggULauTIkdq9e7dKlSolBwcHm/V9+/Y1KRkAAAASi50dXQEeowiAlMMwpDljpUO7n73tq52lOi2kTG7P3hYAgCcYhqElS5aoX79+un37thwcHLRkyRKzYwF4AfPnz1fGjBn1yy+/6JdffrFZZ7FYKAIAAAAgVaMIgJTj2uW4FQAkKV8RCgAAgHi7cuWKunfvrrVr11rbtm3bpuvXrytr1qwmJgPwIs6dO2d2BAAAACQxxgSIQhEAyd/FQGnfL1LI9ag2t6ySZ/6Yt89XRCpRLmmyAQBSjXXr1qlbt266cuWKtc3X11czZ86Uq6urickAJCTj/x8raeFbIQAAANIIigBI3gxD+niUFBxk2168nPTWIHMyAQBSlVu3bmnAgAFatGiRtS1btmxasGCBWrZsaV4wAAlq2bJlmjJliv766y9JUuHChTV48GB16dLF5GQAAABIDNz0EYUiAJK3iIjoBQBJKlk+6bMAAFKdX3/9VT4+Pjp//ry1rUWLFlqwYIE8PDzMCwYgQU2fPl0jR45Unz59VK1aNUnSjh071LNnTwUHB2vAgAEmJwQAAAASD0UAJF9h96Upg6OWc3tJHXtJWbNL7rlMiwUASD0OHz5sLQBkzJhRM2fOlJ+fH3eMAKnMrFmz9Mknn8jHx8fa9uqrr6pEiRIaM2YMRQAAAIBUiK91USgCIPn6c790/q+oZfdcUtEy5uUBAKQ677zzjtatW6d79+5p6dKlypcvn9mRACSCS5cuqWrVqtHaq1atqkuXLpmQCAAAAEg6FAGQPNy5Je3bLt2/F9X2zxnbbVq8kbSZAACpSkREhH7++Wc1aNDA2maxWLRq1SplypRJ9vb2JqYDkJgKFiyoL7/8UsOHD7dpX7VqlQoVKmRSKgAAACQmenhHoQiA5GHRVOnw3tjXd+gpvVwg6fIAAFKVM2fOyMfHRzt37tSmTZtUv35967rMmTObFwxAkhg7dqzat2+v7du3W8cE+O2337RlyxZ9+eWXJqcDAAAAEped2QEASdK/52NfZ7FIhUokWRQAQOphGIbmz5+vMmXKaOfOnZKkt99+W+Hh4SYnA5CUWrdurT179uill17St99+q2+//VbZsmXT3r179frrr5sdDwAAAInAYrEkyZQS0BMASeO7z6Wfv5MiHsa8/l7oo3+6ZJR8/zMwW558DAQMAIi3S5cu6e2339aGDRusbfnz59eyZcvk6OhoYjIAZihfvrw+//xzs2MAAAAASY4iABJf2P1HRYDIyGdv65pFKlct8TMBAFK1NWvWqGfPnrp27Zq1rVu3bpo2bZoyZcpkYjIAScnOzu6Zd2dZLBY9fBjLjSoAAABIsVLITfpJgiIAEt/ZE1EFAEcnKUu2mLdzSs/gvwCAF3Lz5k29++67Wr58ubXNw8NDn332mZo3b25iMgBm+Oabb2Jdt2vXLn388ceKjMuNKgAAAEAKRhEAiSvwtDRtaNRy4dJS//Hm5QEApGrdunXTmjVrrMutWrXSvHnzlD17dhNTATDLa6+9Fq3t5MmTGjp0qL777ju98cYbGjdunAnJAAAAkNhSyvP6kwIDAyNxnf/LdjlfYXNyAADShIkTJ8rFxUWurq5atmyZ1qxZQwEAgCTp4sWL6tatm0qVKqWHDx/q0KFDWrp0qfLmzWt2NAAAACBR0RMACSs8TFoyXTp36tHyvbtR68pXl5p3MicXACBVCg8Ptxnkt2DBglq1apVKly6tl19+2cRkAJKLkJAQ+fv7a9asWfL29taWLVtUo0YNs2MBAAAgkdERIAo9AZCwjuyT9v4iXb30aLoTErWuQk3J3t68bACAVOPhw4caN26cypUrp7t379qsa968OQUAAJKkyZMnK3/+/Pr+++/1xRdfaOfOnRQAAAAAkObQEwDxdzdUOnEoarDfJ534I2reyVlycHo0n6+wVLpSksQDAKRuJ0+elI+Pj/bu3StJev/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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:19:48,599 INFO: === Dataset: b ===\n", "2025-03-07 01:19:49,952 INFO:Total samples: 3181\n", "2025-03-07 01:19:57,501 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:19:57,574 INFO: === Dataset: c ===\n", "2025-03-07 01:19:58,914 INFO:Total samples: 3181\n", "2025-03-07 01:20:06,445 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:20:06,516 INFO: === Dataset: d ===\n", "2025-03-07 01:20:07,858 INFO:Total samples: 3181\n", "2025-03-07 01:20:15,480 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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9vLyMM2fO2G37ySefGJKM/fv327UXL17cqF27tvl82LBhRtasWY2DBw/abde3b1/D2dnZOHbs2D1znjlzxnB1dTXq1atnxMfHm+2TJk0yJBkzZ860e02SjDlz5phtsbGxRp48eYzmzZvf8xy3Zc2a1QgODk7U/tprrxl58+Y1oqKi7Npbt25teHt7m//Nvfzyy8Yzzzxz33OMGTPGkGQcOXLkgXni4uIMX19fIzAw0IiNjTXbp02bZkiy+/vdvHnTbhvDMIwLFy4Yfn5+RocOHcy2s2fPGpKMQYMGJTrf7ddxt/nz5xuSjA0bNpht3t7e9/3fjoSEBOPJJ5806tevbyQkJNgdv2DBgsbzzz9vtqXV+wEAgBW4Nk/7a/Po6GhDkvHyyy8/cFvDMIy9e/cakozXX3/drr13796GJOP777832woUKJDouufMmTOGm5ub8c4775htd7+Xd/v3dfRtgwYNMu7+aefDDz80JBlnz569Z+7b55g1a5bZFhgYaPj6+hrnzp0z23766SfDycnJCAoKSnS+u68BDePW94XHHnvsnue8+3Xc/gy0aNHCqFOnjmEYhhEfH2/kyZPHGDJkSJLvwfXr1+2u12+/Djc3N2Po0KFm286dOxO9tttuX89PnTo1yXUp/Rzey9KlS8397taiRQvDZrMZf/75p9kmyXB1dbVr++mnnwxJxsSJE+97ntvfDT///HOz7cqVK0aRIkUMSca6desemBXAo4OeAACSpWXLlrp27Zq+/vprXbp0SV9//XWqdDf+/ffflTt3buXOnVvFihXTxIkT1bBhwySHQrmXZ555RqVKlTLvhpo3b55efvlleXp6JvsY9erVU6dOnTR06FA1a9ZM7u7u+uSTT8z1q1ev1sWLF9WmTRtFRUWZi7OzsypWrGg3LMptnTt3Tvb5Jalu3brKnTu3/P391aJFC2XNmlXLly/X448/bm5z6dIlSVL27NnveZzb62JiYuz+//32eZDUOMb9NG/ePNEd2s2aNVOWLFm0cOFCs+3nn3/Wr7/+qlatWpltixYtUrVq1ZQzZ067v03dunUVHx+vDRs23PO8a9asUVxcnHr06CEnpzv/JHbs2FFeXl6JxnvNli2b3Ti5rq6uqlChgg4fPvxQr9swDC1ZskSNGzeWYRh2+evXr6/o6GhzGJwcOXLon3/+0c6dOx/qXP+2a9cunTlzRm+++abdGKghISHy9va229bZ2dncJiEhQefPn9fNmzdVrly5RMP03IuHh4f5+Pr164qKitJzzz0nSXbHyJEjh7Zv337PLtZ79+41u4mfO3fOfL+uXLmiOnXqaMOGDckeBupuKXk/AACwGtfmaXNtntJr3pUrV0pSoru733nnHUlKdC1ZvHhxc8hP6VZPyqeffvqhryWTcrvHxrJly5J9TXTy5Ent3btXISEhdkM2lSpVSs8//7z5Ou/25ptv2j2vVq2azp07Z76HydG2bVutX79ep06d0vfff69Tp07d83Ps5uZmXq/Hx8fr3Llz5lBHyb0evX2c0NDQZG37oM/hvaxcuVLOzs7q3r27Xfs777wjwzAS9SKuW7euChcubD4vVaqUvLy8Hvi5WLlypfLmzasWLVqYbZ6ennrjjTeS8/IAPGKYGBhAsuTOnVt169bVvHnzdPXqVcXHx9tdbDysgIAATZ8+3Zyc6sknn5Svr6+5/uzZs2b3S+nWj7DZsmVLdJy2bdtq3Lhx6tmzp7Zs2WI35mVyjR07VsuWLdPevXs1b948uxx//PGHJKl27dpJ7uvl5WX3PEuWLHY/3ifH5MmT9dRTTyk6OlozZ87Uhg0b5ObmZrfN7S8kt4sBSfl3oeB2tvvt8yB3HyMtJikrWLBgojYfHx/VqVNHn3/+uYYNGybp1lBAWbJkMYeYkW79bfbt23fPYV7OnDlzz/P+9ddfkqSnn37art3V1VWFChUy19/2+OOPJxpzNWfOnNq3b999Xt29nT17VhcvXtS0adM0bdq0JLe5nf+9997TmjVrVKFCBRUpUkT16tVT27ZtVaVKlYc69+3X9uSTT9q1u7i4qFChQom2nz17tsaNG6fff//dbpikpP52STl//ryGDBmiBQsWJPqbREdHm49Hjx6t4OBg+fv7q2zZsnrxxRcVFBRkZrr932JwcPA9zxUdHW03jFZypPT9AADASlybp821eUqvm//66y85OTmpSJEidu158uRRjhw5El1LPvHEE4mOkTNnTl24cCFZ50uOVq1a6dNPP9Xrr7+uvn37qk6dOmrWrJlatGhhd9PLv1+HlPiaWLo1xM63336baDLlf7+W29deFy5cSPT+38vtORoWLlyovXv3qnz58ipSpEiSww8lJCRowoQJmjJlio4cOWL3OXzssceSdT5Jyp8/f4omAb7f5/Be/vrrL+XLly9RMalYsWLm+rs97Ofir7/+UpEiRRJ9P0nq7wgAFAEAJFvbtm3VsWNHnTp1Sg0aNEiVH4OzZs2qunXr3nN9+fLl7S6SBg0aZE40erc2bdqoX79+6tixox577DHVq1cvxVn27Nlj/ji5f/9+czxxSeZdNJGRkcqTJ0+iff89Pv/dd6okV4UKFVSuXDlJUpMmTVS1alW1bdtWBw4cML9c3b5w3Ldvn5o0aZLkcW7/IF28eHFJUtGiRc3XdK99HuTuY9x999K92Gy2RJNeSbK7WL/b3XeJ361169YKDQ3V3r17FRgYqM8//1x16tSRj4+PuU1CQoKef/75e459+dRTTz0wb3Lda06FpF5rctz+XLVr1+6eP2qXKlVK0q2//YEDB/T1119r1apVWrJkiaZMmaKBAwemaPzVhzF37lyFhISoSZMm6tOnj3x9feXs7KyRI0faTVx9Py1bttSWLVvUp08fBQYGKlu2bEpISNALL7xgd5day5YtVa1aNX355Zf67rvvNGbMGI0aNUpffPGFGjRoYG47ZswYBQYGJnmupH6MAAAgs+HaPPWvzb28vJQvXz79/PPPKcr67x9h7+W/XEve6xz/vr728PDQhg0btG7dOq1YsUKrVq3SwoULVbt2bX333XcPPUfYv6XGdbGbm5uaNWum2bNn6/Dhw0l+lm4LCwvTgAED1KFDBw0bNky5cuWSk5OTevTokaJeoPf63nEv9/scppbU/o4BAEmhCAAg2Zo2bapOnTpp27ZtdkO0pKXPPvtM165dM5/f647cJ554QlWqVNH69evVuXPne06aey9XrlxRaGioihcvrsqVK2v06NFq2rSpypcvL0lm90xfX9/7fjFKLbd/YK1Vq5YmTZqkvn37SpKqVq2qHDlyaN68eerfv3+SF4xz5syRJDVq1MjcJ2fOnJo/f77ef//9h7rwb9y4sUaOHKm5c+cmqwiQM2fOJLuv/vuulwdp0qSJOnXqZH7eDh48qH79+tltU7hwYV2+fPmh/i4FChSQJB04cMDusxUXF6cjR46k6t86qS9uuXPnVvbs2RUfH5+sc2XNmlWtWrVSq1atFBcXp2bNmmnEiBHq16+f3N3dk/0FVLrz2v/44w+7u+hu3LihI0eOqHTp0mbb4sWLVahQIX3xxRd25xg0aNADX6N0646wtWvXasiQIRo4cKDZfvsuvn/Lmzev3nrrLb311ls6c+aMypQpoxEjRqhBgwbmf4teXl4PfM/S6v0AACAj4No8ba7NGzVqpGnTpmnr1q2qVKnSfbctUKCAEhIS9Mcff5g360jS6dOndfHiRfP6IjXkzJlTFy9eTNSe1PW1k5OT6tSpozp16mj8+PEKCwtT//79tW7duiTfr7uvif/t999/l4+Pj10vgNTUtm1bzZw5U05OTved2Hrx4sWqVauWZsyYYdd+8eJFuxuEUnL99yAP+hzeS4ECBbRmzRpdunTJrjfA77//bq5PDQUKFNDPP/8swzDsXndSf0cAYE4AAMmWLVs2ffzxxxo8eLAaN26cLuesUqWK6tatay73G5Zj+PDhGjRokLp165bi87z33ns6duyYZs+erfHjxysgIEDBwcGKjY2VJNWvX19eXl4KCwuzGwrltrNnz6b4nA9Ss2ZNVahQQeHh4bp+/bqkW2M89u7dWwcOHFD//v0T7bNixQpFRESofv365njrnp6eeu+99/Tbb7/pvffeS/KOkrlz52rHjh33zFKpUiW98MIL+vTTT7V06dJE6+Pi4tS7d2/zeeHChfX777/bvS8//fSTNm/enOzXL90a07R+/fr6/PPPtWDBArm6uibqzdCyZUtt3bpV3377baL9L168qJs3b97z+HXr1pWrq6s++ugju/dlxowZio6OVsOGDVOU936yZs2a6Iubs7OzmjdvriVLliR5x9nd79+5c+fs1rm6uqp48eIyDMP8TN7+cpbUF8R/K1eunHLnzq2pU6cqLi7ObI+IiEgyp2R/N9L27du1detWu+1uj/WbnP0lKTw83O55fHy83dBA0q0v9/ny5TP/WyxbtqwKFy6ssWPH6vLly4le193vWVq9HwAAZARcm6fNtfm7776rrFmz6vXXX9fp06cTrT906JAmTJgg6dZwNlLia5rx48dLUqpeSxYuXFjR0dF2w1CePHlSX375pd1258+fT7Tv7d6Tt9+/f8ubN68CAwM1e/Zsu+uen3/+Wd999535OtNCrVq1NGzYME2aNCnJXh23OTs7J7qWXLRokY4fP27XlpLrvwd50OfwXl588UXFx8dr0qRJdu0ffvihbDabGjRo8J+z3T7PiRMntHjxYrPt6tWr9xxmFMCjjZ4AAFLkfuNw/9uuXbs0fPjwRO01a9ZU1apVUzOWJKlGjRqqUaNGivf7/vvvNWXKFA0aNEhlypSRJM2aNUs1a9bUgAEDNHr0aHl5eenjjz9W+/btVaZMGbVu3Vq5c+fWsWPHtGLFClWpUiXRRV5q6NOnj1555RVFRESYk2/17dtXe/bs0ahRo7R161Y1b95cHh4e2rRpk+bOnatixYpp9uzZiY7zyy+/aNy4cVq3bp1atGi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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:20:15,548 INFO: === Dataset: e ===\n", "2025-03-07 01:20:15,932 INFO:Total samples: 911\n", "2025-03-07 01:20:18,482 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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68MMPlS0bM0Yic6lSpYpGjx6tsLAw/fTTT9aeUydOnJCXl5fJ6QAAAJBVBAcHq2vXrgoKCpKfn59mzZolNzc3zZs3L9Ht8+bNK29vb+tt3bp1cnNzowgApAvxiwJLLOYLAEg3DMNQaGioypYtq40bN1rb+/Tpo19//VWVK1c2MR2QeqZMmaI9e/aoZ8+eGjx4sIoXLy5JWrZsmWrWrGlyOgAAAKSG9DYSICYmRr/++qsaN25sbXNwcFDjxo21bdu2ZB1j7ty56tChg3LkyGHXe0E3LyA15fGUqtQxOwUAAJKk69eva9CgQYqMjJR0dyqUkJAQNWzY0ORkQOoqV66cDhw4kKB94sSJcnR0NCERAAAAMovo6GjrCOt4Li4ucnFxsWmLiIhQbGxsgpGoXl5eOnTo0EPPs3PnTh08eFBz5861OyMjAQAAALKIXLlyWYeZ+vv7a//+/RQAkKXExMTo33//1alTp3Tq1CmdP39eZ8+eNTsWAAAAUkFajQQYN26ccufObXMbN25cir+euXPnqmzZsqpWrZrd+zISAEhJuzffXQ/gyiWzkwAAoGvXrunWrVvKly+fta1Zs2bau3evKlSoYF4wII0dOXJEr7/+urZu3WrTbhiGLBaLYmNjTUoGAACAjG7QoEHq16+fTdt/RwFIkqenpxwdHXXu3Dmb9nPnzsnb2/uB54iKitLixYs1cuTIR8pIEQBISSvCpPB/7j1mUWAAgEm2bNkif39/lSxZUqtXr7aZq5ICALKaoKAgZcuWTd9++60KFChg19ytAAAAyKDS6JIvsal/EuPs7KzKlStrw4YNatWqlSQpLi5OGzZsUM+ePR+479KlSxUdHa3OnTs/UkaKAEBK2b35XgHA4iB5FWJRYABAmouOjtawYcM0YcIEGYahEydOaM6cOXrzzTfNjgaYZt++ffr1119VsmRJs6MAAAAgC+vXr58CAgJUpUoVVatWTVOmTFFUVJSCgoIk3Z22tVChQgmmE5o7d65atWqlJ5544pHOSxEASCkrwu7d9yokjZ5jXhYAQJZ04MABde7cWfv377e21apVS40bNzYxFWA+Pz8/RUREmB0DAAAAaSg9jv5s3769Lly4oKFDhyo8PFwVKlTQ2rVrrYsFnzp1Sg4Otsv4Hj58WFu2bNEPP/zwyOc1fWHgGTNmyNfXV9mzZ1f16tW1c+fOB24/ZcoUlShRQq6urvLx8VHfvn1169atNEoLPED0zXv3GQEAAEhDsbGxmjhxoqpUqWItADg5Oemjjz7STz/9pKJFi5qcEDDX+PHj9d5772nTpk26ePGiIiMjbW4AAABAWunZs6f+/vtvRUdHa8eOHapevbr1uU2bNikkJMRm+xIlSsgwDDVp0uSRz2nqSIAlS5aoX79+mjVrlqpXr64pU6aoWbNmOnz4sPLnz59g+0WLFmngwIGaN2+eatasqSNHjigwMFAWi0XBwcEmvAJkWPEL+N7/w/3jil8MOI+nVKVOyh0XAIAHOHHihAICAvTzzz9b28qWLauwsDCVL1/exGRA+hE/GqZRo0Y27SwMDAAAkHmlx5EAZjG1CBAcHKyuXbta5zyaNWuWVq9erXnz5mngwIEJtt+6datq1aqlTp06SZJ8fX3VsWNH7dixI01zIxP47wK+KYnFgAEAaeTUqVMqV66crl+/LunuRW7//v01atSoZC1MBWQVGzduNDsCAAAAYBrTigAxMTH69ddfNWjQIGubg4ODGjdurG3btiW6T82aNbVw4ULt3LlT1apV0/Hjx7VmzRp16dIlrWIjI0qs1398r32Lg+SRN+XO5eLKVEAAgDTz1FNP6aWXXtIXX3whX19fhYaGqk4dRqMB/1WvXj2zIwAAACCNMRLgHtOKABEREYqNjbUuehDPy8tLhw4dSnSfTp06KSIiQrVr15ZhGLpz547eeustffDBB0meJzo6WtHR0dbHzPmZBT2o1z8L+AIAMrjp06fL29tbw4YNU65cucyOA6RbP//8sz777DMdP35cS5cuVaFChRQWFqYiRYqodu3aZscDAAAAUo3pCwPbY9OmTRo7dqxmzpypPXv26Ouvv9bq1as1atSoJPcZN26ccufObb35+PikYWKkC/EjACwOd+frj795+9BrHwCQYVy9elWBgYFavHixTbuHh4cmTZpEAQB4gOXLl6tZs2ZydXXVnj17rJ2Erl69qrFjx5qcDgAAAKnCkka3DMC0kQCenp5ydHTUuXPnbNrPnTsnb2/vRPcZMmSIunTpojfeeEPS3UXvoqKi9Oabb2rw4MFycEhY0xg0aJD69etnfRwZGUkhIKuInwYofuofj7zSxIXmZgIA4BFs2rRJAQEBOnXqlFauXKk6deqoUKFCZscCMozRo0dr1qxZ8vf3tymk1apVS6NHjzYxGQAAAJD6TBsJ4OzsrMqVK2vDhg3Wtri4OG3YsEE1atRIdJ8bN24k+KHf0dFRkmQYRqL7uLi4yN3d3eaGLCJ+GiAj7u5jFuwFAGQwt27d0rvvvqsGDRro1KlTkqTY2Fj9/vvvJicDMpbDhw+rbt26Cdpz586tK1eupH0gAAAApDqLxZImt4zAtJEAktSvXz8FBASoSpUqqlatmqZMmaKoqCgFBQVJkvz9/VWoUCGNGzdOktSyZUsFBwerYsWKql69uo4ePaohQ4aoZcuW1mIAYHX/NEBehZj6BwCQoezdu1edO3fWH3/8YW2rX7++QkJCVLhwYROTARmPt7e3jh49Kl9fX5v2LVu2qGjRouaEAgAAANKIqUWA9u3b68KFCxo6dKjCw8NVoUIFrV271rpY8KlTp2x6/n/44YeyWCz68MMPdfr0aeXLl08tW7bUmDFjzHoJyAg88rL4LwAgw7hz547Gjx+v4cOH686dO5LujmwcO3as+vTpk+j0hwAerGvXrnrnnXc0b948WSwWnTlzRtu2bVP//v01ZMgQs+MBAAAgFWSUXvppwdQigCT17NlTPXv2TPS5TZs22TzOli2bhg0bpmHDhqVBMgAAgLT1999/q2PHjtq2bZu1rUKFClq4cKFKly5tYjIgYxs4cKDi4uLUqFEj3bhxQ3Xr1pWLi4v69++vXr16mR0PmUS3dnXVN6CRvJ5w14Ejp9Vv/FLt/v3vJLfv2am+ur5SRz7eeXTxSpT+t36vhkxbpeiYOwm27R/URKN6v6TpX2zUgEnLU/NlAMgEFi/6Qgvmz1VExAU9U6KkBn4wRGXLlUt026NH/9LMaZ/ozz9+15kzpzXg/UHq7B+YYLtz585pSvBE/fLzz7p166Z8niqskaPHqnSZsqn8agCkBLqSAQAApBPZs2fXX3/9JUlycHDQ4MGDtWPHDgoAwGOyWCwaPHiwLl26pIMHD2r79u26cOGChg0bpjNnzpgdD5lA26aVNP7dlzXms+9Uo9N47T9yWqtm9lC+PDkT3b79c1U0qvdLGvvZd6rQerTeGvGF2jarrJG9XkywbWW/p/R6m1raf+Tf1H4ZADKBtd+t0aQJ49Tt7R5avPR/KlGipLp3e10XL15MdPtbN2/qSZ8n1bvvu/L0zJfoNpFXryqwc0dly+akGbPm6OtVq/XugPfl7p47NV8K8NhYE+AeigAAAADphJeXl2bPnq3ixYtry5YtGj16tJydnc2OBWQazs7O8vPzU7Vq1ZQzZ079/vvv8vHxMTsWMoHenRtq/tdbFbZquw4dD1evMYt181aMAlrVSHT7Z8sX0bZ9x7Vk7W6dOntJG7Yf0ldrd6tKads1X3K4Omv+2EC9PepLXYm8mRYvBUAGF7Zgvlq3badWL7dRseLF9eGwEcqePbtWfJ34KKIyZcupX//31fz5Fkled86bO0de3t4aNWacypYrpyef9FHNWrXl89RTqflSgMdGEeAeigAAAAAmWb58uSIiImzaXn75ZR08eFA1aiT+wxEAIH1xyuaoiqV89OOOw9Y2wzD0447DqlauSKL7bP/thCr6+Vh/9Pct9ISa1SqttVt+t9luyqD2WvvzQW2879gAkJTbMTH684/f9WyNmtY2BwcHPftsTe3/be8jH/enjT+qdOky6t+3t+rXqaF2bVpp+dKvUiIygDRi+poAAAAAWc3ly5fVo0cPffnll2rbtq2++uormx4kLi4uJqYDANjDM09OZcvmqPOXrtm0n78YqRK+Xonus2Ttbj2RJ4c2zO8riyxycnLU7KU/a+K8H6zbvNKssiqU9FHtzhNSNT+AzOPylcuKjY3VE088YdP+xBNP6MSJ44983H///UdfLflSXQKC9Pqbb+n3Awc0ftxoOTk56cVWLz9ubCD1ZIxO+mmCIgAAAEAaWrdunYKCgnT69GlJ0rJly7R582bVq1fP5GQAkhIdHa3o6GibNiMuVhYHR5MSIaOrU/lpDXitmd4Zt0S7DvytYj6emjSgrc52fU4fzVmrJ708NHFAG73QfXqiCwUDQFqKizNUukwZ9e7TT5JUqpSfjh79S0u/WkwRAMggKAIg89m9WVoRJl25ZHYSAACsbty4offff1/Tp0+3tnl4eGjGjBmqW7euicmAzGv//v0PfP7w4eRNsTJu3DiNGDHCps3Rq6qcClR75GzIPCIuX9edO7HKnzeXTXv+J9wVfjEy0X2Gvd1CX67eqZD/bZMk/X70jNxcXTTjw44a//n3qljqKXk94a5ti9637pMtm6NqVyqmt9rXVe7qfRQXZ6TeiwKQIeXxyCNHR8cEiwBfvHhRnp6ej3zcfPnyqWixYjZtRYsW1fp13z/yMYG0kFHm608LFAGQ+awIk8L/uffYxdW8LAAASNq1a5e6dOli84Nj48aNNX/+fD355JMmJgMytwoVKshiscgwEv5YGt+enC+HgwYNUr9+/Wza8td5P4mtkdXcvhOrvX/+owbVS+ibTXcLTxaLRQ2qPaNZSzYnuo9rducEP+LHxcX9/77Sxp2HVbntGJvnZ4/orMMnzmlyyDoKAAAS5eTsrFJ+pbVj+zY1bNRY0t1/t+zYsU0dOnZ+5ONWqFhJJ0+csGn7++RJFSxY6LHyAkg7FAGQ+UTfvPv/FgfJq5DUyt/cPACALOv27dsaM2aMRo8erdjYWElS9uzZNWHCBPXo0UMODg4mJwQytxP/+cHiUbm4uCRYq4OpgHC/Txb+qDkju+jXP05p98GT6tmpgdxcXRS6crsk6fNRXXTm/FUNnbZKkrRm80H17txAvx3+VzsPnFQxn3wa2v0Frdl8QHFxhq7fiNYfx87anCPqZowuXY1K0A4A9+sSEKQhH7yv0qXLqEzZcloYtkA3b95Uq5dbS5IGD3pP+fN76Z2+70q6u5jwsWPH7t6/HaPz58/p0J9/ys3NTU8Vvrt4eWf/AAV07qjPZ89S02bNdfDAfi1b9pWGDh9pzosEkomRAPdQBEDmsnuzdDni7n2PvNLoOebmAQBkad9++63NFCJVq1ZVaGioSpYsaWIqIOso/P8/XgCpbdkPe+SZJ6eGdm8hrydyaf/h03qpxwzrYsE+3nlteu9/9PlaGYahYW+/oIL5cyvi8nWt3nxQw6d/Y9ZLAJBJPNf8eV2+dEkzp3+iiIgLKlGylGZ+9rme+P/pgMLPnpWD5V5HlPMXzqt921bWxwvmz9OC+fNUpWo1zQ0JkySVKVtOwVOn65Mpwfrs0xkq9OSTeu/9D9TihRfT9LUBeHQWI7GxsZlYZGSkcufOratXr8rd3d3sOEhpH3a9NxWQtw9FAACAqQzDUOvWrfXNN99oyJAh+uCDD+Tk5GR2LCDVZIRr7bJly2rNmjXy8fF5rOO4VuyZQokA4PFc3jX94RsBQBrIns66mxfv/12anOfopOZpcp7Hkc7+NMBjip8KSGIaIABAmrty5Yo8PDysjy0Wi2bPnq2TJ0+qatWq5gUDYHXy5Endvn3b7BgAAABAmmEiWmROeTylKnXMTgEAyCIMw9DChQvl6+urb76xncohX758FAAAAAAAII1ZLJY0uWUEFAEAAAAew8WLF9WuXTt16dJFV69e1RtvvKELFy6YHQtAEurUqSNXV1ezYwAAAABphumAAAAAHtF3332n1157TeHh4da2Jk2aMO8/kI6tWbPG7AgAAABIAxmkk36aoAgAAABgp+vXr6t///767LPPrG158+bVrFmz9Morr5iYDEBS/vrrL23cuFHnz59XXFyczXNDhw41KRUAAACQ+igCAAAA2GHbtm3q0qWLjh07Zm1r3ry55s6dqwIFCpiYDEBS5syZo+7du8vT01Pe3t42c7daLBaKAAAAAJlQRpmvPy1QBAAAAEim0NBQBQUFWXsRu7m5KTg4WG+++SYXmEA6Nnr0aI0ZM0bvv/++2VEAAACANEcRAAAAIJkaNGigXLly6erVq6pRo4ZCQ0NVvHhxs2MBeIjLly8zVRcAAEAWQz+texzMDgCkmN2bpcsRZqcAAGRiPj4+mjlzpsaMGaPNmzdTAAAyiFdeeUU//PCD2TEAAAAAUzASAJnHirB7911czcsBAMgUTp48qcGDB2vmzJnKnTu3tb1Tp04mpgLwKIoXL64hQ4Zo+/btKlu2rJycnGye7927t0nJAAAAkFocHBgKEI8iANK33Zvv/rgfffPh2165dO9+K//UywQAyNQMw1BISIjeeecdXbt2TU5OTgoJCTE7FoDHMHv2bOXMmVM//fSTfvrpJ5vnLBYLRQAAAABkahQBkL6tCJPC/7FvH28fqUqd1MkDAMjUzp8/rzfffFMrV660tm3atEmXLl1S3rx5TUwG4HGcOHHC7AgAAABIY6wJcA9FAKRv8SMALA6SRzJ+fHFxZRQAAOCRrFq1Sl27dtX58+etbYGBgZo6darc3d1NTAYgJRmGIenuCAAAAAAgK6AIgPQhqWl/4qf48cgrTVyY9rkAAJleZGSk+vbtq3nz5lnbPD09NWfOHLVq1cq8YABSVGhoqCZOnKi//vpLkvTMM89owIAB6tKli8nJAAAAkBro9HEPRQCkDw+b9oeFfgEAqeDnn3+Wv7+/Tp48aW1r2bKl5syZIy8vL/OCAUhRwcHBGjJkiHr27KlatWpJkrZs2aK33npLERER6tu3r8kJAQAAgNRDEQDpw4Om/WGKHwBAKtm/f7+1AJAzZ05NnTpVQUFB9BgBMplp06bp008/lb//vWvKF198UaVLl9bw4cMpAgAAAGRCfK27hyIA0hem/QEApKG3335bq1at0s2bN7VgwQIVKVLE7EgAUsHZs2dVs2bNBO01a9bU2bNnTUgEAAAApB0HswMAAACkhdjYWK1bt86mzWKxaMmSJdq4cSMFACATK168uL766qsE7UuWLNHTTz9tQiIAAACkNovFkia3jICRAEg7SS3+K91bABgAgFRw7Ngx+fv7a+vWrVq3bp0aN25sfc7Dw8O8YADSxIgRI9S+fXtt3rzZuibAL7/8og0bNiRaHAAAAAAyE4oASDsPW/xXYgFgAECKMgxDc+bMUb9+/RQVFSVJeuONN3TkyBE5OzubnA5AWmnTpo127Nih4OBgrVixQpJUqlQp7dy5UxUrVjQ3HAAAAFJFRumlnxYoAiDlPKinv3Svt39ii/9KLAAMAEhRZ8+e1RtvvKE1a9ZY24oWLarQ0FAKAEAWVLlyZX3xxRdmxwAAAADSHEUApJzk9PSXJK9C0ug5qZ8HAJBlLVu2TG+99ZYuXrxobevatasmT56sXLlymZgMQFpycHB4aA8wi8WiO3fupFEiAAAApBUGAtxDEQApJ34EQFI9/SV6+wMAUtWVK1fUq1cvLVy40Nrm5eWlzz//XC+88IKJyQCY4X//+1+Sz23btk2ffPKJ4uLi0jARAAAAkPYoAiDleeSVJi58+HYAAKSwrl27atmyZdbHrVu31qxZs5QvXz4TUwEwy0svvZSg7fDhwxo4cKC++eYbvfrqqxo5cqQJyQAAAJDaWBPgHgezAwAAAKSUcePGyc3NTe7u7goNDdWyZcsoAACQJJ05c0Zdu3ZV2bJldefOHe3bt08LFixQ4cKFzY4GAAAApCpGAgAAgAwrJibGZpHf4sWLa8mSJSpXrpyeeuopE5MBSC+uXr2qsWPHatq0aapQoYI2bNigOnXqmB0LAAAAqYyBAPcwEgCPb/dm6cOu0pVLZicBAGQRd+7c0ciRI1WpUiXduHHD5rkXXniBAgAASdKECRNUtGhRffvtt/ryyy+1detWCgAAAADIchgJgMe3IkwK/+feYxdX87IAADK9w4cPy9/fXzt37pQkvffee5o+fbrJqQCkRwMHDpSrq6uKFy+uBQsWaMGCBYlu9/XXX6dxMgAAAKQ21gS4hyIAHs3uzXd//I++eW8EgMVB8ioktfI3NxsAIFMyDEMzZ87UgAEDdPPmTUmSo6OjnnjiCRmGwQUegAT8/f35dwMAAACyPIoAeDT/7f0v3S0AjJ5jTh4AQKZ2+vRpBQUFad26dda2Z555RqGhoapevbqJyQCkZyEhIWZHAAAAgEnoC3IPawLg0UTf7YEpi4OUx1Py9mEEAAAgVXz55ZcqU6aMTQGgR48e2rt3LwUAAAAAAAAegpEAeDweeaWJC81OAQDIhAzDUGBgoEJDQ61tBQsW1Pz589W0aVMTkwEAAAAA0jumhbyHkQAAACBdslgs8vPzsz7u0KGDDhw4QAEAAAAAAAA7MBIAyZfYYsAAAKSi/v37a+vWrerYsaM6dOhgdhwAAAAAQAbBQIB7KAIg+RJbDNjF1ZwsAIBMZ/v27dq1a5d69eplbXN0dNTKlStNTAUAAAAAQMZGEQDJd/9iwB557xYAWAwYAPCYYmJiNGrUKI0dO1aSVLlyZdWsWdPkVAAAAACAjIw1Ae6hCAD7sRgwACCF/PHHH+rSpYv27NljbZs+fTpFAAAAAAAAUggLAwMAgDQXFxenKVOmqFKlStYCQLZs2TRq1CiFhoaanA4AAAAAkNFZLGlzywgYCYDk2b1ZuhxhdgoAQCZw6tQpBQYGauPGjda2UqVKKSwsTJUrVzYxGQAAAAAAmQ8jAZA8K8Lu3WcxYADAIzAMQ6GhoSpbtqxNAaBPnz769ddfKQAAAAAAAFKMxWJJk1tGwEgAJE/8osASiwEDAB7JnTt39PHHHysyMlKS5OPjo5CQEDVs2NDkZAAAAAAAZF6MBIB98nhKVeqYnQIAkAE5OTkpLCxMLi4u6tKli/bv308BAAAAAACQKlgT4B5GAgAAgFRx7do1XbhwQUWLFrW2lSlTRr///ruKFStmYjIAAAAAALIORgLg4VgUGABgpy1btqh8+fJq1aqVoqOjbZ6jAAAAAAAASG3pdU2AGTNmyNfXV9mzZ1f16tW1c+fOB25/5coV9ejRQwUKFJCLi4ueeeYZrVmzxq5zUgTAw7EoMAAgmaKjozVw4EDVrVtXJ06c0IEDBzRy5EizYwEAAAAAYLolS5aoX79+GjZsmPbs2aPy5curWbNmOn/+fKLbx8TEqEmTJjp58qSWLVumw4cPa86cOSpUqJBd52U6IDwciwIDAJLhwIED6ty5s/bv329tq1Wrll5//XUTUwEAAAAAsqL0OF9/cHCwunbtqqCgIEnSrFmztHr1as2bN08DBw5MsP28efN06dIlbd26VU5OTpIkX19fu8/LSAAktHuz9GFXaUDnu7crl+62sygwACARsbGxmjhxoqpUqWItADg5Oemjjz7STz/9ZLMmAAAAAAAAWVFMTIx+/fVXNW7c2Nrm4OCgxo0ba9u2bYnus2rVKtWoUUM9evSQl5eXypQpo7Fjxyo2NtauczMSAAmtCJPC/0nYzlRAAID/OHHihAICAvTzzz9b28qWLauwsDCVL1/exGQAAAAAgKzsUebrfxTR0dEJ1sJzcXGRi4uLTVtERIRiY2Pl5eVl0+7l5aVDhw4leuzjx4/rxx9/1Kuvvqo1a9bo6NGjevvtt3X79m0NGzYs2RkZCYC77u/9f+703TaLw93e/3k8JW8fpgICANi4cuWKKlWqZC0AWCwWDRgwQLt27aIAAAAAAADIEsa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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:20:18,551 INFO: === Dataset: f ===\n", "2025-03-07 01:20:23,991 INFO:Total samples: 12911\n", "2025-03-07 01:20:52,811 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:20:52,884 INFO: === Dataset: g ===\n", "2025-03-07 01:20:55,401 INFO:Total samples: 6000\n", "2025-03-07 01:21:09,428 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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NeuQ+j9K4cWNDknH58uV4bR/Xa2wYd16bPHnymI/v/h69vb2Nc+fOOWz76aefGpKMAwcOOLT7+/sbNWrUMB8PGzbMSJcunXHo0CGH7fr27Wu4uroaJ06ceGDOc+fOGe7u7kbt2rWNmJgYs33KlCmGJGP27NkOz0mSMW/ePLMtMjLSyJEjh9G0adMHnuOudOnSGW3bto3V3r59eyNnzpzGhQsXHNpbtGhh+Pj4mH/nXn31VaNo0aIPPcfYsWMNScaxY8cemScqKsrIli2bERAQYERGRprtM2bMMCQ5/P6io6MdtjEMw7h8+bKRPXt2o127dmbb+fPnDUnGoEGDYp3v7vO436JFiwxJxqZNm8w2Hx+fh/6/w263GwULFjTq1Klj2O12h+PnzZvXeOmll8y2hLwekZGRxjPPPGOULVvWuH37ttkeGhoa6/UAAMAKXJsn/bV5eHi4Icl49dVXH7mtYRjGvn37DEnGm2++6dDeq1cvQ5Lxww8/mG158uSJdd1z7tw5w8PDw3jvvffMtvtfy/v99zr6rkGDBhn3f7Xz0UcfGZKM8+fPPzD33XPMmTPHbAsICDCyZctmXLx40Wz75ZdfDBcXFyMoKCjW+e6/BjSMO58XnnnmmQee8/7ncfc98Nprrxk1a9Y0DMMwYmJijBw5chhDhgyJ8zW4deuWw/X63efh4eFhDB061GzbtWtXrOd2193r+enTp8e5LqHvwwdZsWKFud/9XnvtNcNmsxmHDx822yQZ7u7uDm2//PKLIcmYPHnyQ88zfvx4Q5KxYsUKs+3mzZtG4cKFDUnGhg0bHpkVwNODngAA4qVZs2a6efOmvvnmG129elXffPNNonQ3/vPPP5U1a1ZlzZpVRYoU0eTJk1W/fv04h0J5kKJFi6pEiRLm3VALFy7Uq6++Ki8vr3gfo3bt2urYsaOGDh2qJk2ayNPTU59++qm5fu3atbpy5YpatmypCxcumIurq6vKly/vMCzKXZ06dYr3+SWpVq1aypo1q3x9ffXaa68pXbp0WrlypZ599llzm6tXr0qSMmTI8MDj3F0XERHh8OfD9nmUxDjGwzRt2jTWHdpNmjRRmjRptGTJErPt119/1e+//67mzZubbUuXLlXlypWVKVMmh99NrVq1FBMTo02bNj3wvOvWrVNUVJS6d+8uF5d7/yR26NBB3t7escZ7TZ8+vcM4ue7u7ipXrpyOHj36WM/bMAwtX75cDRs2lGEYDvnr1Kmj8PBwcxicjBkz6t9//9WuXbse61z/9fPPP+vcuXN6++23HcZADQ4Olo+Pj8O2rq6u5jZ2u12XLl1SdHS0ypQpE2uYngdJmzat+fOtW7d04cIFvfjii5LkcIyMGTNqx44dD+xivW/fPrOb+MWLF83X6/r166pZs6Y2bdoU72Gg7vfzzz/r4sWL6tChg0MvmzfeeMOhNw4AACkB1+ZJc22e0Gve1atXS1Ksu7vfe+89SYp1Lenv728O+Snd6UlZqFChx76WjMvdHhtfffVVvK+JTp8+rX379ik4ONhhyKYSJUropZdeMp/n/d5++22Hx5UrV9bFixfN1zA+WrVqpY0bN+rMmTP64YcfdObMmQe+jz08PMzr9ZiYGF28eNEc6ii+16N3jxMSEhKvbR/1PnyQ1atXy9XVVd26dXNof++992QYRqxexLVq1VL+/PnNxyVKlJC3t/cj3xdr1qxR7ty59corr5htnp6e6tChQ3yeHoCnDBMDA4iXrFmzqlatWlq4cKFu3LihmJgYvfbaa098XD8/P82cOdOcnKpgwYLKli2buf78+fNm90vpzpew6dOnj3WcVq1aafz48erRo4e2bt3qMOZlfI0bN05fffWV9u3bp4ULFzrk+OuvvyRJNWrUiHNfb29vh8dp0qRx+PI+PqZOnarnn39e4eHhmj17tjZt2iQPDw+Hbe5+ILlbDIjLfwsFd7M9bJ9Huf8YSTFJWd68eWO1ZcmSRTVr1tTnn3+uYcOGSbozFFCaNGnMIWakO7+b/fv3P3CYl3Pnzj3wvH///bckqVChQg7t7u7uypcvn7n+rmeffTbWmKuZMmXS/v37H/LsHuz8+fO6cuWKZsyYoRkzZsS5zd38ffr00bp161SuXDkVKFBAtWvXVqtWrRQYGPhY57773AoWLOjQ7ubmpnz58sXafu7cuRo/frz+/PNPh2GS4vrdxeXSpUsaMmSIFi9eHOt3Eh4ebv48ZswYtW3bVr6+vipdurRefvllBQUFmZnu/l1s27btA88VHh6e4C/u774eBQoUcGhPkyZNnOPvAgBgJa7Nk+baPKHXzX///bdcXFxiXT/kyJFDGTNmjHUt+dxzz8U6RqZMmXT58uV4nS8+mjdvrs8++0xvvvmm+vbtq5o1a6pJkyZ67bXXHG56+e/zkGJfE0t3htj57rvvYk2m/N/ncvfa6/Lly7Fe/we5O0fDkiVLtG/fPpUtW1YFChSIc/ghu92uSZMmadq0aTp27JjD+/CZZ56J1/kkKXfu3AmaBPhh78MH+fvvv5UrV65YxaQiRYqY6+/3uO+Lv//+W/nz54/1+eS/70cAkCgCAEiAVq1aqUOHDjpz5ozq1auXKF8Gp0uXTrVq1Xrg+rJlyzpcJA0aNMicaPR+LVu2VL9+/dShQwc988wzql27doKz7N271/xy8sCBA+Z44pLMu2jCwsKUI0eOWPv+d3z+++9Uia9y5cqpTJkykqRGjRqpUqVKatWqlQ4ePGh+uLp74bh//341atQozuPc/ULa399fklS4cGHzOT1on0e5/xj33730IDabLdakV5IcLtbvd/9d4vdr0aKFQkJCtG/fPgUEBOjzzz9XzZo1lSVLFnMbu92ul156Se+//36cx3j++ecfmTe+HjSnQlzPNT7uvq9at279wC+1S5QoIenO7/7gwYP65ptvtGbNGi1fvlzTpk3TwIEDEzT+6uOYP3++goOD1ahRI/Xu3VvZsmWTq6urRo0a5TBx9cM0a9ZMW7duVe/evRUQEKD06dPLbrerbt26DnepNWvWTJUrV9aXX36p77//XmPHjtXo0aP1xRdfqF69eua2Y8eOVUBAQJzniuvLCAAAUhuuzRP/2tzb21u5cuXSr7/+mqCs//0S9kGe5FryQef47/V12rRptWnTJm3YsEGrVq3SmjVrtGTJEtWoUUPff//9Y88R9l+JcV3s4eGhJk2aaO7cuTp69Gic76W7Ro4cqQEDBqhdu3YaNmyYMmfOLBcXF3Xv3j1BvUAf9LnjQR72Pkwsif0ZAwDiQhEAQLw1btxYHTt21Pbt2x2GaElKCxYs0M2bN83Hcd2hLN25eyIwMFAbN25Up06dHjhp7oNcv35dISEh8vf3V8WKFTVmzBg1btxYZcuWlSSze2a2bNke+sEosdz9grV69eqaMmWK+vbtK0mqVKmSMmbMqIULF6p///5xXjDOmzdPktSgQQNzn0yZMmnRokX64IMPHuvCv2HDhho1apTmz58fryJApkyZ4uy++t+7Xh6lUaNG6tixo/l+O3TokPr16+ewTf78+XXt2rXH+r3kyZNHknTw4EGH91ZUVJSOHTuWqL/ruD64Zc2aVRkyZFBMTEy8zpUuXTo1b95czZs3V1RUlJo0aaIRI0aoX79+8vT0jPcHUOnec//rr78c7qK7ffu2jh07ppIlS5pty5YtU758+fTFF184nGPQoEGPfI7SnTvC1q9fryFDhmjgwIFm+927+P4rZ86ceuedd/TOO+/o3LlzKlWqlEaMGKF69eqZfxe9vb0f+Zo9zutx+PBhhwnioqOjdfz4cbMYAwBASsG1edJcmzdo0EAzZszQtm3bVKFChYdumydPHtntdv3111/mzTqSdPbsWV25csW8vkgMmTJl0pUrV2K1x3V97eLiopo1a6pmzZqaMGGCRo4cqf79+2vDhg1xvl73XxP/159//qksWbI49AJITK1atdLs2bPl4uLy0Imtly1bpurVq2vWrFkO7VeuXHG4QSgh13+P8qj34YPkyZNH69at09WrVx16A/z555/m+sSQJ08e/f777zIMw+F5Hz58OFGODyB1YU4AAPGWPn16ffLJJxo8eLAaNmyYLOcMDAxUrVq1zOVBHzQkafjw4Ro0aJC6du2a4PP06dNHJ06c0Ny5czVhwgT5+fmpbdu2ioyMlCTVqVNH3t7eGjlypMNQKHedP38+wed8lGrVqqlcuXKaOHGibt26JUny8vJSr169dPDgQfXv3z/WPqtWrVJoaKjq1Kljjrfu5eWlPn366I8//lCfPn3ivKNk/vz52rlz5wOzVKhQQXXr1tVnn32mFStWxFofFRWlXr16mY/z58+vP//80+F1+eWXX7Rly5Z4P3/pzpimderU0eeff67FixfL3d09Vm+GZs2aadu2bfruu+9i7X/lyhVFR0c/8Pi1atWSu7u7Pv74Y4fXZdasWQoPD1f9+vUTlPdh0qVLF+uDm6urq5o2barly5fHecfZ/a/fxYsXHda5u7vL399fhmGY78m7H87i+oD4X2XKlFHWrFk1ffp0RUVFme2hoaFx5pQc70basWOHtm3b5rDd3bF+47O/JE2cONHhcUxMjMPQQNKdD/e5cuUy/y6WLl1a+fPn17hx43Tt2rVYz+v+1yyhr8czzzyjmTNnOrxnFixYkKhd9AEASCxcmyfNtfn777+vdOnS6c0339TZs2djrT9y5IgmTZok6c5wNlLsa5oJEyZIUqJeS+bPn1/h4eEOw1CePn1aX375pcN2ly5dirXv3d6Td1+//8qZM6cCAgI0d+5ch+umX3/9Vd9//735PJNC9erVNWzYME2ZMiXOXh13ubq6xrqWXLp0qU6ePOnQlpDrv0d51PvwQV5++WXFxMRoypQpDu0fffSRbDab6tWr98TZpDt/D06ePKmVK1eabbdu3dLMmTMT5fgAUhd6AgBIkIeNw/1fP//8s4YPHx6rvVq1aqpUqVJixpIkVa1aVVWrVk3wfj/88IO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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:21:09,496 INFO: === Dataset: h ===\n", "2025-03-07 01:21:11,998 INFO:Total samples: 6000\n", "2025-03-07 01:21:25,816 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:21:25,883 INFO: === Dataset: i ===\n", "2025-03-07 01:21:28,395 INFO:Total samples: 6000\n", "2025-03-07 01:21:42,298 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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oIx0+fFiLFy9W4cKFFRUVpaJFi6pq1apWxwMAAADSjeUTA6fG+vXrNWLECE2dOlW7d+/WZ599phUrVmjo0KF33GfkyJHy9vY2F19f3wxMDAAAkDZiYmIUFhamhQsX2rXnypVLY8eOpQAA3MXSpUtVv359ZcuWTbt37zZvEoqJidGIESMsTgcAAIB0YcugxQFYVgTw8fGRs7OzTp06Zdd+6tQpFShQINl9BgwYoLZt2+q1115TYGCgXn75ZY0YMUIjR45UYmJisvv07dtXMTEx5vLXX3+l+XMBAABIT+vXr1fp0qU1Z84cderUScePH7c6EuBQhg0bpmnTpmnGjBlydXU126tUqaLdu3dbmAwAAABIf5YVAdzc3FSuXDmtXbvWbEtMTNTatWsVHByc7D5XrlyRk5N9ZGdnZ0mSYRjJ7uPu7i4vLy+7BQAAwBFcu3ZNb7/9tmrVqqVjx45JkhISEvTzzz9bnAxwLAcOHFD16tWTtHt7e+vChQsZHwgAAADpzmazZcjiCCybE0CSevbsqdDQUJUvX14VK1bUhAkTdPnyZYWHh0uSQkJCVLhwYY0cOVKS1KhRI40fP15PP/20KlWqpD/++EMDBgxQo0aNzGIAAABAVrBnzx61adNGv/zyi9lWs2ZNRUZGqkiRIhYmAxxPgQIF9Mcff8jPz8+ufdOmTSpWrJg1oQAAAIAMYmkRoEWLFjpz5owGDhyokydPKigoSKtWrTInCz527Jjdnf/9+/eXzWZT//79dfz4ceXNm1eNGjXS8OHDrXoKAAAAaerGjRsaNWqUIiIidOPGDUk3ezaOGDFC3bt3T9IrEsC9dejQQW+99ZZmzZolm82mEydOaOvWrerVq5cGDBhgdTwAAACkA0e5Sz8jWFoEkKQuXbqoS5cuya5bv3693WMXFxcNGjRIgwYNyoBkAAAAGevPP/9Uq1attHXrVrMtKChI8+bN01NPPWVhMsCx9enTR4mJiapTp46uXLmi6tWry93dXb169VLXrl2tjocsouMrVdUjpLbyP+Kl/b8fV8/RS/XDz8eS3dbFxUm9w59VmxcqqlBebx3887T6f7Bcq7f+Zm6Tw9Ndgzo9rxdrlVbe3Dn044Hj6jX2M+36JfljAsAtixZ8ojmzZ+psdLSeKFlK777XXwGBpe+4/epvVmnq5Ik6cfy4HitSRN169FK16jXM9WtXf6slny7Ur7/8rJiYGC1c8rlKlnoyI54KgDTCrWQAAACZhIeHh37//XdJkpOTk/r166ft27dTAAAekM1mU79+/XTu3Dn99NNP2rZtm86cOaNBgwbpxIkTVsdDFtDs2ac1qufLGj79GwW/Okb7Dp7Q8smdlDd3jmS3j+jUUK81qayeo5fq6VdG6uOlm7VobHuVKVnY3ObDAS1Vu1JJtRswT+VbjNKabb9pxYdvqlBe74x6WgAc0Ddfr9S40f9Tx06dNX/xZ3qiZEm92fE1nTt7Ntnt9+7Zrb7vvK3GLzfTgsWfq2btuurZrYv++P2guc3Vq1cVVLacuvXolVFPA0gTzAlwG0UAAACATCJ//vyaPn26SpQooU2bNmnYsGFyc3OzOhaQZbi5ucnf318VK1ZUjhw59PPPP8vX19fqWMgCurWpqdmfb1HUl9v125FT6jriU129Fq/Ql55JdvvWDSto9KzV+mbzLzp6/KxmLNmsbzb/qrfa1JYkebi7qnHtMur3wXJt3nNIh/+O1vDpq3Tor2h1aFYlI58aAAczb26kmjR7RS+93FTFi5dQv4GD5eHhoWWfL012+wXzolS5SlWFtmuvYsWLq3PXt/Skv78Wzv/E3OaFF19Sx06d9UxwcEY9DSBNUAS4jSIAAACARZYuXaro6Gi7tpdfflk//fSTgvmSBQAOwdXFWU+X8tV3O27fNWsYhr7bcVAVA/2S3cfN1UXX4m/YtV2Nu67KQUUlSS7OTnJxcda1OPttrsVdV+UgJrMGkLzr1+P16y8/q9Izlc02JycnVXomWPt+3JvsPvt+3KtKwZXt2oIrV7nj9gAcE0UAAACADHb+/Hm1bt1azZo1U6dOnWQYht16d3d3i5IBAFLLJ1d2ubg46/TZi3btp89eVAGfnMnus2bbb+r2ak0V980rm82m2pVK6qXapVXA5+ZQP5euxGnbj0fU97V6KujjJScnm1o2KK9KgX4q4OOV7s8JgGM6f/68EhISlOeRR+zaH3nER2f/c+PJLdHR0Um397nz9oBDsWXQ4gAoAgAAAGSg1atXKzAwUAsWLJAkLVmyRBs2bLA4FYC7iYuLU2xsrN1iJN64947AHfQas1SH/jqjH5e+p9ht4/T+O001d/l2JSYmmtu0Gxglm82mw98MVczWcercsro+/Wa3Ev9TOAYAALgXF6sDAAAAPAyuXLmid999V5MnTzbbcuXKpSlTpqh69eoWJgOyrn379t11/YEDB1J0nJEjR2rw4MF2bc4FKsq1UPLjvePhEn3hsm7cSFC+R+zv+s/3SE6djL54x32avz1T7m4uesQ7u06cidGwro105PjtiTuP/H1W9V6fJE8PN3nl8NDJ6FhFjQy12wYA/i137txydnZOMgnw2bPResTHJ9l9fHx8km4ffeftAUfiKOP1ZwSKAAAAAOls586datu2rd0PjnXr1tXs2bP16KOPWpgMyNqCgoJks9mSDLklyWxPyZfDvn37qmfPnnZt+Wr0TbOccGzXbyRoz29/qVaFJ/Tl+v2Sbn6+alV4QtM+3XjXfePib+jEmRi5uDipcZ0yWrp6b5JtrlyL15Vr8cqVM5vqBpdSv4nL0+NpAMgCXF3d9KT/U9q+fatq1akrSUpMTNSO7dvUotWrye5TukyQdmzbqlfbhppt27ZuUekyQRkRGUAGoQgAAACQTq5fv67hw4dr2LBhSkhIkCR5eHho9OjR6ty5s5ycGJkRSE9HjhxJk+O4u7snmavD5sRXKdz2wbz1mjH4Ve369Zh++OmYurSuIc9sbpq7fLsk6ePBr+rEmRgNnPyVJKlCQBEVyuutHw8eV+G83urXsYGcbDaNn7PWPGbd4FKySTr452kV982rEW+9qINHT2vul9uteIoAHESbkDAN7NdH/k8FKCCgtObPm6OrV6/qpcZNJEn9+76rfPnyqVuPtyVJrdq0VYfwEM2NnKVq1Wvqm69X6Jeff9aAiCHmMWNiLujkP//o9OnTkqSj///v6yM+PvLxyZvBzxBIOXoC3MaVKwAAQDr56quv7IYQqVChgubOnatSpUpZmAp4eBQpUsTqCHhILFm9Rz65c2jgG88r/yNe2nfwb73UdZpOn7s5HJBvgdx2Y/m7u7lo0JsNVbTwI7p0NU7fbPpF7QdEKebSVXMb7xweGtKlkQrny6VzsZf1xdofNWjqCt24kZjk/ABwS/0Gz+v8+XP6cPIknY0+o5KlntSUaTPM4X1O/nNCTk63fxgNerqsRowaqymTJmjyxPf1WBE/jf9gsko8/oS5zffrvtOg/u+Zj/v0vtk7rmOnznqjc9cMemYAHoTNSK5vbBYWGxsrb29vxcTEyMvLy5oQvdtI56Ol3D7SmHnWZAAAAOnOMAw1adJEX375pQYMGKD33ntPrq6uVscC0k2muNa+h8DAQK1cuVK+vr4PdJxs5d5Ko0QA8GDObptgdQQAkCR5umauO+9L9Po6Q87zx9gGGXKeB0FPAAAAgDRy4cIF5cqVy3xss9k0ffp0HT16VBUqVLAuGADT0aNHdf36datjAAAAABmGgWgBAAAekGEYmjdvnvz8/PTll1/arcubNy8FAAAAAADIYDabLUMWR0ARAAAA4AGcPXtWzZs3V9u2bRUTE6PXXntNZ86csToWgDuoVq2asmXLZnUMAAAAIMMwHBAAAMB9+vrrr9WuXTudPHnSbHv22WcZ9x/IxFauXGl1BAAAAGQAB7lJP0NQBAAAAEilS5cuqVevXvroo4/Mtjx58mjatGl65ZVXLEwG4E5+//13rVu3TqdPn1ZiYqLduoEDB1qUCgAAAEh/FAEAAABSYevWrWrbtq0OHTpktjVo0EAzZ85UwYIFLUwG4E5mzJihTp06ycfHRwUKFLAbu9Vms1EEAAAAyIIcZbz+jEARAAAAIIXmzp2r8PBw8y5iT09PjR8/Xq+//joXmEAmNmzYMA0fPlzvvvuu1VEAAACADEcRAAAAIIVq1aqlnDlzKiYmRsHBwZo7d65KlChhdSwA93D+/HmG6gIAAHjIcJ/WbU5WBwAAAHAUvr6+mjp1qoYPH64NGzZQAAAcxCuvvKJvv/3W6hgAAACAJegJAAAAkIyjR4+qX79+mjp1qry9vc321q1bW5gKwP0oUaKEBgwYoG3btikwMFCurq5267t162ZRMgAAAKQXJye6AtxCEQAAAOBfDMNQZGSk3nrrLV28eFGurq6KjIy0OhaABzB9+nTlyJFD33//vb7//nu7dTabjSIAAAAAsjSKAAAAAP/v9OnTev311/XFF1+YbevXr9e5c+eUJ08eC5MBeBBHjhyxOgIAAAAyGHMC3MacAAAAAJKWL1+uwMBAuwJAWFiY9u3bRwEAyEIMw5BhGFbHAAAAADIMRQAAAPBQi42NVfv27fXSSy/p9OnTkiQfHx99/vnnmj17try8vCxOCCAtzJ07V4GBgcqWLZuyZcum0qVLKyoqyupYAAAASCc2my1DFkfAcEAAAOChtXHjRoWEhOjo0aNmW6NGjTRjxgzlz5/fumAA0tT48eM1YMAAdenSRVWqVJEkbdq0SW+88Yaio6PVo0cPixMCAAAA6YciAAAAeGjt27fPLADkyJFDEydOVHh4uMPczQEgZSZNmqQPP/xQISEhZtuLL76op556ShERERQBAAAAsiC+1t1GEQAAADy03nzzTS1fvlxXr17VnDlzVLRoUasjAUgH//zzjypXrpykvXLlyvrnn38sSAQAAABkHOYEAAAAD4WEhAStXr3ars1ms2nRokVat24dBQAgCytRooQ+/fTTJO2LFi3S448/bkEiAAAApDfmBLiNngAAACDLO3TokEJCQrRlyxatXr1adevWNdflypXLumAAMsTgwYPVokULbdiwwZwTYPPmzVq7dm2yxQEAAAAgK6EnAAAAyLIMw9D06dNVpkwZbdmyRZL02muvKT4+3uJkADJS06ZNtX37dj3yyCNatmyZli1bJh8fH+3YsUMvv/yy1fEAAACQDugJcBs9AQAAQJb0zz//6LXXXtPKlSvNtmLFimnu3Llyc3OzMBkAK5QrV06ffPKJ1TEAAACADEcRAAAAZDlLlizRG2+8obNnz5ptHTp00Lhx45QzZ04LkwHISE5OTve8O8tms+nGjRsZlAgAAAAZxUFu0s8QFAEAAECWceHCBXXt2lXz5s0z2/Lnz6+PP/5YL7zwgoXJAFjh888/v+O6rVu36oMPPlBiYmIGJgIAAAAyHkUAAACQZXTo0EFLliwxHzdp0kTTpk1T3rx5LUwFwCovvfRSkrYDBw6oT58++vLLL/Xqq69qyJAhFiQDAABAenOU8fozAhMDAwCALGPkyJHy9PSUl5eX5s6dqyVLllAAACBJOnHihDp06KDAwEDduHFDe/fu1Zw5c1SkSBGrowEAAADpip4AAADAYcXHx9tN8luiRAktWrRIpUuX1mOPPWZhMgCZRUxMjEaMGKFJkyYpKChIa9euVbVq1ayOBQAAgHRGR4Db6AkAAAAczo0bNzRkyBCVLVtWV65csVv3wgsvUAAAIEkaPXq0ihUrpq+++koLFizQli1bKAAAAADgoUNPAAAA4FAOHDigkJAQ7dixQ5L0zjvvaPLkyRanApAZ9enTR9myZVOJEiU0Z84czZkzJ9ntPvvsswxOBgAAgPTGnAC3UQQAAAAOwTAMTZ06Vb1799bVq1clSc7OznrkkUdkGAYXeACSCAkJ4X8bAAAA8NCjCAAAADK948ePKzw8XKtXrzbbnnjiCc2dO1eVKlWyMBmAzCwyMtLqCAAAALAI94LcxpwAAAAgU1uwYIECAgLsCgCdO3fWnj17KAAAAAAAAHAP9AQAAACZkmEYCgsL09y5c822QoUKafbs2apXr56FyQAAAAAAmR3DQt5GTwAAAJAp2Ww2+fv7m49btmyp/fv3UwAAAAAAACAV6AkAAAAyrV69emnLli1q1aqVWrZsaXUcAAAAAICDoCPAbRQBAABAprBt2zbt3LlTXbt2NducnZ31xRdfWJgKAAAAAADHRhEAAABYKj4+XkOHDtWIESMkSeXKlVPlypUtTgUAAAAAcGTMCXAbcwIAAADL/PLLLwoODtawYcOUmJioxMRETZ482epYAAAAAABkGRQBAABAhktMTNSECRNUtmxZ7d69W5Lk4uKioUOHau7cuRanAwAAAAA4OpstYxZHwHBAAAAgQx07dkxhYWFat26d2fbkk08qKipK5cqVszAZAAAAAABZDz0BAABAhjAMQ3PnzlVgYKBdAaB79+7atWsXBQAAAAAAQJqx2WwZsjgCegIAAIAMcePGDb3//vuKjY2VJPn6+ioyMlK1a9e2OBkAAAAAAFkXPQEAAECGcHV1VVRUlNzd3dW2bVvt27ePAgAAAAAAIF0wJ8Bt9AQAAADp4uLFizpz5oyKFStmtgUEBOjnn39W8eLFLUwGAAAAAMDDg54AAAAgzW3atEllypRR48aNFRcXZ7eOAgAAAAAAIL0xJ8BtFAEAAECaiYuLU58+fVS9enUdOXJE+/fv15AhQ6yOBQAAAADAQ4vhgAAAQJrYv3+/2rRpo3379pltVapUUfv27S1MBQAAAAB4GDnITfoZgp4AAADggSQkJGjMmDEqX768WQBwdXXV//73P33//fd2cwIAAAAAAICMRU8AAABw344cOaLQ0FBt3LjRbAsMDFRUVJTKlCljYTIAAAAAwMPMUcbrzwgUAQAAwH25cOGCypYtqwsXLki6eYHVq1cvDR06VO7u7taGAwAAAAAAkhgOCAAA3KdcuXKpa9eukiQ/Pz+tX79eo0ePpgAAAAAAALCczWbLkMUR0BMAAACkmGEYdhc5AwYMkKurq9566y15eXlZmAwAAAAAACSHngAAAOCeYmJiFBYWppEjR9q1u7q6asCAARQAAAAAAACZis2WMYsjoCcAAAC4q/Xr1ys0NFTHjh2Ti4uLGjRooKefftrqWAAAAAAAIAXoCQAAAJJ17do1vf3226pVq5aOHTsmScqWLZv5NwAAAAAAmRVzAtxGTwAAAJDEnj171KZNG/3yyy9mW82aNRUZGakiRYpYmAwAAAAAAKQGPQEAAIDpxo0bGj58uCpWrGgWANzd3TVu3DitXbuWAgAAAAAAwCEwJ8Bt9AQAAACSpBMnTqhZs2baunWr2RYUFKSoqCgFBARYmAwAAAAAANwvegIAAABJUu7cuXX+/HlJkpOTk9577z1t376dAgAAAAAAwOEwJ8BtFAEAAICkm5P+RkVFqVSpUtq4caOGDx8uNzc3q2MBAAAAAJBqDAd0G8MBAQDwkFq8eLFKly6tkiVLmm3ly5fXTz/9JGdnZwuTAQAAAACAtPJAPQGuXbuWVjkAAEAGOX/+vF599VU1b95cISEhunHjht16CgAAAAAAAEfnZLNlyOIIUl0ESExM1NChQ1W4cGHlyJFDhw8fliQNGDBAM2fOTPOAAAAg7axZs0aBgYGaP3++JGnHjh36/PPPLU4FAAAAAADSS6qLAMOGDVNkZKRGjx5tN05wQECAPv744zQNBwAA0saVK1fUrVs3Pfvsszp+/LgkKVeuXPrkk0/UrFkzi9MBAAAAAJC2mBPgtlQXAebOnavp06fr1VdftRsuoEyZMvrtt9/SNBwAAHhwO3fuVNmyZTVp0iSzrW7dutq/f79at24tm6NctQAAAAAAgFRLdRHg+PHjKlGiRJL2xMREXb9+PU1CAQCAB3f9+nVFREQoODhYBw4ckCR5eHjogw8+0DfffKNHH33U4oQAAAAAAKQPm82WIYsjSHURwN/fXxs3bkzSvmTJEj399NNpEgoAADy4Xbt2aciQIUpISJAkVahQQXv27FHXrl3l5JTqSwAAAAAAAOCAUv0LwMCBA9WlSxeNGjVKiYmJ+uyzz9ShQwcNHz5cAwcOTI+MAADgPjzzzDPq0aOHnJ2dFRERoc2bN6tUqVJWxwIAAAAAIN052TJmSa0pU6bIz89PHh4eqlSpknbs2HHX7S9cuKDOnTurYMGCcnd31xNPPKGVK1em7rVIbciXXnpJX375pdasWaPs2bNr4MCB+vXXX/Xll1/q2WefTe3hAABAGjl58qQSExPt2oYPH64dO3Zo0KBBcnV1tSgZAAAAAABYtGiRevbsqUGDBmn37t0qU6aM6tevr9OnTye7fXx8vJ599lkdPXpUS5Ys0YEDBzRjxgwVLlw4Ved1uZ+w1apV0+rVq+9nVwAAkMYMw9D8+fPVuXNnDR48WG+99Za5zsPDQ2XLlrUwHQAAAAAAGS8zjtc/fvx4dejQQeHh4ZKkadOmacWKFZo1a5b69OmTZPtZs2bp3Llz2rJli3ljn5+fX6rPm+qeAMWKFdPZs2eTtF+4cEHFihVLdQAAAHD/zp49q+bNm6tNmzaKiYlRnz599Ouvv1odCwAAAAAA/Et8fLx27dqlunXrmm1OTk6qW7eutm7dmuw+y5cvV3BwsDp37qz8+fMrICBAI0aMMOf+S6lU9wQ4evRosieJi4vT8ePHU3s4AABwn1auXKn27dvr5MmTZlvTpk1VsGBBC1MBAAAAAGC9jOoIEBcXp7i4OLs2d3d3ubu727VFR0crISFB+fPnt2vPnz+/fvvtt2SPffjwYX333Xd69dVXtXLlSv3xxx968803df36dQ0aNCjFGVPcE2D58uVavny5JOmbb74xHy9fvlyff/65hg4del9dEayYCAEAAEd26dIlvfHGG2rYsKFZAMiTJ48+/fRTzZs3T7ly5bI2IAAAAAAAD4mRI0fK29vbbhk5cmSaHDsxMVH58uXT9OnTVa5cObVo0UL9+vXTtGnTUnWcFPcEaNy4saSbYymFhobarXN1dZWfn5/GjRuXqpPfmghh2rRpqlSpkiZMmKD69evrwIEDypcvX5Ltb02EkC9fPi1ZskSFCxfWn3/+yY8dAICHxpYtWxQSEqJDhw6ZbQ0aNNDMmTPpAQAAAAAAwP+zKWO6AvTt21c9e/a0a/tvLwBJ8vHxkbOzs06dOmXXfurUKRUoUCDZYxcsWFCurq5ydnY225588kmdPHlS8fHxcnNzS1HGFPcESExMVGJioh577DGdPn3afJyYmKi4uDgdOHBAL7zwQkoPJ8l+IgR/f39NmzZNnp6emjVrVrLb35oIYdmyZapSpYr8/PxUo0YNlSlTJlXnBQDAES1btkzVqlUzCwCenp7mJEIUAAAAAAAAyHju7u7y8vKyW5IrAri5ualcuXJau3at2ZaYmKi1a9cqODg42WNXqVJFf/zxhxITE822gwcPqmDBgikuAEj3MTHwkSNH5OPjk9rdkrByIgQAABxRnTp1VKRIEUlScHCwfvzxR3Xs2FG2jBroEAAAAAAAB+Fky5glNXr27KkZM2Zozpw5+vXXX9WpUyddvnxZ4eHhkqSQkBD17dvX3L5Tp046d+6c3nrrLR08eFArVqzQiBEj1Llz51SdN9UTA0vS5cuX9f333+vYsWOKj4+3W9etW7cUHSOjJkL478QMsbGxKcoHAEBmkzNnTs2ZM0cbN27UO++8IxeX+/pnHAAAAAAAWKBFixY6c+aMBg4cqJMnTyooKEirVq0yfyM/duyYnJxu37fv6+urb775Rj169FDp0qVVuHBhvfXWW3r33XdTdd5U/3qwZ88ePf/887py5YouX76sPHnyKDo6Wp6ensqXL1+KiwD3498TITg7O6tcuXI6fvy4xowZc8ciwMiRIzV48OB0ywQAQHo4evSounbtqkmTJsnPz89sr1atmqpVq2ZdMAAAAAAAHEBm7TXfpUsXdenSJdl169evT9IWHBysbdu2PdA5Uz0cUI8ePdSoUSOdP39e2bJl07Zt2/Tnn3+qXLlyGjt2bIqPc78TITzxxBN3nAghOX379lVMTIy5/PXXXynOCABARjMMQ7Nnz1bp0qX11VdfKSwszG7sPwAAAAAAgNRIdRFg7969evvtt+Xk5CRnZ2fFxcXJ19dXo0eP1nvvvZfi42TURAjJTcwAAEBmdPr0ab388stq166dLl68KOlmjwAK2AAAAAAApI7NljGLI0h1EcDV1dUclyhfvnw6duyYJMnb2zvVP1JYNRECAACZzRdffKGAgAB98cUXZltYWJj27dtnTgYMAAAAAACQWqmeE+Dpp5/Wzp079fjjj6tGjRoaOHCgoqOjFRUVpYCAgFQdy6qJEAAAyCxiY2PVo0cPzZo1y2zz8fHRjBkz1LhxY+uCAQAAAADgwJwc5Tb9DJDqIsCIESPMIQqGDx+ukJAQderUSY8//rhmzpyZ6gBWTIQAAEBmsHnzZrVp00ZHjx412xo1aqQZM2aYBXEAAAAAAIAHkeoiQPny5c2/8+XLp1WrVqVpIAAAHhaxsbFmASBHjhyaOHGiwsPDZeNuBQAAAAAAHghfrW9L9ZwAd7J792698MILaXU4AACyvAYNGqhjx46qVq2a9u3bp3bt2lEAAAAAAAAAaSpVRYBvvvlGvXr10nvvvafDhw9Lkn777Tc1btxYFSpUUGJiYrqEBADA0SUkJGjRokUyDMOufcKECVq3bp2KFi1qUTIAAAAAALIem82WIYsjSHERYObMmWrQoIEiIyM1atQoPfPMM5o3b56Cg4NVoEAB/fTTT1q5cmV6ZgUAwCEdOnRI1atXV8uWLZPMn+Ph4SFnZ2eLkgEAAAAAgKwuxUWAiRMnatSoUYqOjtann36q6OhoTZ06Vfv379e0adP05JNPpmdOAAAcjmEYmj59usqUKaMtW7ZIkt5++23FxMRYnAwAAAAAgKzNZsuYxRGkuAhw6NAhvfLKK5KkJk2ayMXFRWPGjNGjjz6abuEAAHBUJ0+eVKNGjdSxY0ddvnxZklSsWDGtXLlS3t7eFqcDAAAAAAAPC5eUbnj16lV5enpKujmekru7uwoWLJhuwQAAcFRLlizRG2+8obNnz5ptHTp00Pjx45UjRw4LkwEAAAAA8HBwcpTb9DNAiosAkvTxxx+bP17cuHFDkZGR8vHxsdumW7duaZcOAAAHcuHCBXXt2lXz5s0z2/Lnz6+ZM2eqYcOGFiYDAAAAAAAPqxQXAR577DHNmDHDfFygQAFFRUXZbWOz2SgCAAAeWgMHDrQrADRt2lTTpk1LUjAHAAAAAADpi34At6W4CHD06NF0jAEAgOOLiIjQ0qVLdenSJU2ePFlt2rSRje6HAAAAAADAQqkaDggAANx26dIluzH+8+TJo6VLl6pQoUJ67LHHLEwGAAAAAMDDjZvybnOyOgAAAI7mxo0bGjJkiEqUKKF//vnHbt0zzzxDAQAAAAAAAGQa9AQAACAVDh48qLZt22rHjh2SpPbt22vFihXcYQAAAAAAQCbixNd0Ez0BAABIAcMwNGXKFAUFBZkFAGdnZ5UvX14JCQkWpwMAAAAAAEgePQEAALiH48ePKzw8XKtXrzbbHn/8cUVFRalSpUoWJgMAAAAAAMmhx/5t99UT4NChQ+rfv79atWql06dPS5K+/vpr/fzzz2kaDgAAqy1YsEABAQF2BYDOnTtrz549FAAAAAAAAECml+oiwPfff6/AwEBt375dn332mS5duiRJ+vHHHzVo0KA0DwgAgFU6d+6s1q1b68KFC5KkQoUK6ZtvvtHkyZOVPXt2a8MBAAAAAIA7stkyZnEEqS4C9OnTR8OGDdPq1avl5uZmtteuXVvbtm1L03AAAFipdu3a5t8tW7bU/v37Va9ePQsTAQAAAAAApE6q5wTYv3+/5s+fn6Q9X758io6OTpNQAABkBk2bNlWXLl1UpUoVtWzZ0uo4AAAAAAAghZgT4LZU9wTIlSuX/vnnnyTte/bsUeHChdMkFAAAGW379u169913k7RPmjSJAgAAAAAAAHBYqe4J0LJlS7377rtavHixbDabEhMTtXnzZvXq1UshISHpkREAgHRz/fp1DRkyRCNGjFBiYqKCgoLUqlUrq2MBwENn+fLlKd72xRdfTMckAAAAyAqc6AhgSnURYMSIEercubN8fX2VkJAgf39/JSQkqHXr1urfv396ZAQAIF388ssvatu2rXbv3m22zZ07Vy1btqTbIABksMaNG6doO5vNpoSEhPQNAwAAAGQhqS4CuLm5acaMGRowYIB++uknXbp0SU8//bQef/zx9MgHAECaS0xM1MSJE9W3b1/FxcVJklxcXDRo0CD16dOHAgAAWCAxMdHqCAAAAMhC+G5/W6qLAJs2bVLVqlX12GOP6bHHHkuPTAAApJtjx44pLCxM69atM9uefPJJRUVFqVy5chYmAwAAAAAASHupLgLUrl1bhQsXVqtWrdSmTRv5+/unRy4AANKUYRiKiopS165dFRsba7Z3795dI0aMULZs2SxMBwD4r8uXL+v777/XsWPHFB8fb7euW7duFqUCAACAo6AfwG2pLgKcOHFCCxcu1IIFC/S///1PpUuX1quvvqpWrVrp0UcfTY+MAACkiaVLl5oFAF9fX0VGRqp27doWpwIA/NeePXv0/PPP68qVK7p8+bLy5Mmj6OhoeXp6Kl++fBQBAAAAgFRwSu0OPj4+6tKlizZv3qxDhw7plVde0Zw5c+Tn58cPKQCATMtms2n69OnKmzev2rZtq3379vHvFgBkUj169FCjRo10/vx5ZcuWTdu2bdOff/6pcuXKaezYsVbHAwAAgANwstkyZHEEqS4C/FvRokXVp08f/e9//1NgYKC+//77tMoFAMADuXTpkvbs2WPXlj9/fu3bt09z585Vrly5rAkGALinvXv36u2335aTk5OcnZ0VFxcnX19fjR49Wu+9957V8QAAAACHct9FgM2bN+vNN99UwYIF1bp1awUEBGjFihVpmQ0AgPuyadMmlSlTRg0aNFB0dLTdugIFCliUCgCQUq6urnJyuvlVJV++fDp27JgkydvbW3/99ZeV0QAAAOAgbLaMWRxBqosAffv2VdGiRVW7dm0dO3ZMEydO1MmTJxUVFaXnnnsuPTICAJAicXFx6tOnj6pXr67Dhw/r1KlT6tGjh9WxAACp9PTTT2vnzp2SpBo1amjgwIH65JNP1L17dwUEBFicDgAAAHAsqZ4YeMOGDerdu7eaN28uHx+f9MgEAECq7d+/X23atNG+ffvMtipVqigiIsK6UACA+zJixAhdvHhRkjR8+HCFhISoU6dOevzxxzVr1iyL0wEAAMAR2BzlNv0MkOoiwObNm9MjBwAA9yUhIUHjx49X//79FR8fL+nmMBJDhgxR79695ezsbHFCAEBqlS9f3vw7X758WrVqlYVpAAAAAMeWoiLA8uXL1aBBA7m6umr58uV33fbFF19Mk2AAANzLkSNHFBoaqo0bN5ptAQEBioqKUlBQkHXBAAAAAACApegIcFuKigCNGzfWyZMnlS9fPjVu3PiO29lsNiUkJKRVNgAA7ig+Pl7VqlXT8ePHJd38N6hXr14aOnSo3N3dLU4HAHgQRYsWvWv37cOHD2dgGgAAAMCxpagIkJiYmOzfAABYxc3NTcOHD1dYWJj8/Pw0Z84cVa9e3epYAIA00L17d7vH169f1549e7Rq1Sr17t3bmlAAAABwKE50BTClek6AuXPnqkWLFknusoyPj9fChQsVEhKSZuEAAPi3hIQEuzH+Q0JCdPnyZbVp00ZeXl4WJgMApKW33nor2fYpU6bohx9+yOA0AAAAgGNzSu0O4eHhiomJSdJ+8eJFhYeHp0koAAD+LSYmRmFhYXr99dft2m02m958800KAADwkGjQoIGWLl1qdQwAAAA4AJstYxZHkOqeAIZhJDs+599//y1vb+80CQUAwC3r169XaGiojh07JunmBPQvvfSSxakAAFZYsmSJ8uTJY3UMAAAAwKGkuAjw9NNPy2azyWazqU6dOnJxub1rQkKCjhw5oueeey5dQgIAHj7Xrl1Tv379NH78eLMtZ86cunbtmoWpAAAZ4dZ3j1sMw9DJkyd15swZTZ061cJkAAAAcBTJ3cj+sEpxEaBx48aSpL1796p+/frKkSOHuc7NzU1+fn5q2rRpmgcEADx89uzZozZt2uiXX34x22rUqKHIyEj5+flZFwwAkCFeeukluy9tTk5Oyps3r2rWrKlSpUpZmAwAAABwPCkuAgwaNEiS5OfnpxYtWsjDwyPdQgEAHk43btzQqFGjFBERoRs3bkiS3N3dNWLECHXv3l1OTqmeygYA4IAiIiKsjnBP57dPtDoCAEiSclfoYnUEAJAkXd0z2eoIdvgF4bZUzwkQGhqaHjkAAA+5c+fOqWHDhtq2bZvZFhQUpKioKAUEBFiYDACQ0ZydnfXPP/8oX758du1nz55Vvnz5lJCQYFEyAAAAOAqGA7otRUWAPHny6ODBg/Lx8VHu3Lnv+gKeO3cuzcIBAB4euXLlMoeac3JyUp8+fTRo0CC5ublZnAwAkNEMw0i2PS4ujn8XAAAAgFRKURHg/fffV86cOc2/qaIAANKak5OTZs2apSZNmmjixImqXLmy1ZEAABnsgw8+kHTzrq2PP/7Ybh6yhIQEbdiwgTkBAAAAkCJO/IRtSlER4N9DAIWFhaVXFgDAQ2Tx4sXKly+fatSoYbb5+vpqx44dFJsB4CH1/vvvS7rZE2DatGlydnY217m5ucnPz0/Tpk2zKh4AAADgkFI9J8Du3bvl6uqqwMBASdIXX3yh2bNny9/fXxEREXTPBQDc1fnz59WlSxfNnz9fvr6+2r9/v7y9vc31FAAA4OF15MgRSVKtWrX02WefKXfu3BYnAgAAgKOiJ8BtqZ4kuWPHjjp48KAk6fDhw2rRooU8PT21ePFivfPOO2keEAC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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:21:42,367 INFO: === Dataset: j ===\n", "2025-03-07 01:21:44,889 INFO:Total samples: 6000\n", "2025-03-07 01:21:59,090 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:21:59,165 INFO: === Dataset: k ===\n", "2025-03-07 01:22:01,762 INFO:Total samples: 6000\n", "2025-03-07 01:22:15,610 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:22:15,680 INFO: === Dataset: l ===\n", "2025-03-07 01:22:23,778 INFO:Total samples: 18911\n", "2025-03-07 01:23:06,899 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:23:06,973 INFO:Model MLP-Mixer evaluation completed in 207.84 seconds.\n", "2025-03-07 01:23:06,973 INFO:\n", "=== Evaluating CvT on Test Datasets ===\n", "/tmp/ipykernel_112221/3203844338.py:383: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-03-07 01:23:07,081 INFO:Loaded model weights from CvT_best.pth\n", "2025-03-07 01:23:07,082 INFO: === Dataset: a ===\n", "2025-03-07 01:23:08,412 INFO:Total samples: 3181\n", "2025-03-07 01:23:14,449 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:23:14,522 INFO: === Dataset: b ===\n", "2025-03-07 01:23:15,863 INFO:Total samples: 3181\n", "2025-03-07 01:23:21,949 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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//POPIcmYPn36A3Nfu3bNyJMnj9GjRw+b8YiICCN37tw24/Z8HoZx73e8YsUK69jVq1eNIkWKGNWqVUv2cQAAQPKkx+vz33//3ZBkDBo0KFnbf/3114YkY+LEiTbjbdu2NSwWi3H06FHrmCTD2dnZZizhfPe/p4Rr5NDQUJtj/vtaOoGfn59RokQJ6/NBgwYZ7u7uRmxs7ANzJ5xj06ZNhmEYRkxMjFGoUCGjcuXKxq1bt6zbfffdd4YkIyAgwOZ8kmyuAw3j7neG6tWrP/Cc97+Pp59+2jAMw6hRo4bRrVs3wzDuXgs6OzsbS5YsSfIzSOr3u337dkOSERwcbB0LDQ21eW/3S7jeW7duXZKv/fs7zMcff2xIMj799FNjx44dhqOjozF48OBHvsdZs2ZZ90sQExNj1K5d23BzczOioqIMw7h7TS3JyJ8/v833nm+++caQZHz77bcPPc+iRYsMSUb16tWNmJgY6/i0adMMScY333zzyKwAkNJYDgiAqaKioiQpySm9SSlXrpx8fHy0bNky61hcXJyWL1+u1q1bK3v27Cmar3z58ipYsKC8vLzUtWtXlSlTRmvXrlWOHDms21y7du2R7yHhtYT3a+/7TkpUVNQT7f8ofn5+iT7Pdu3a6c6dOzZLsXz//fe6cuWK2rVrJ+nunVcrVqxQ69atZRiGIiMjrY8WLVro6tWr2rNnzwPPu2bNGkl3+yzc780335SkROvPVqpUyaahXMGCBVW+fHkdP378Md713WV2fvzxR73++uu6du2aNfulS5fUokUL/fXXX9bp13ny5NGff/6pv/7667HO9W8//PCDYmJiNGDAAJu7g5KaOeHi4mLt0RAXF6dLly7Jzc1N5cuXf+jne7/7f783btxQZGSk6tSpI8MwtHfvXus2zs7O2rx58wOnL2/YsEFXrlxRhw4dbH7fjo6OqlWrljZt2pTcjyBJRYsWtc6+kGSdTr13715FREQ80bEBAICt9Hh9bm+mNWvWyNHRUQMHDrQZf/PNN2UYhtauXWsz3qxZM5umxFWqVJG7u/tjX08mJU+ePLpx44Z12cjk+O2333ThwgX17dvXpldAq1atVKFChST7MvTu3dvmef369e1+Hx07dtTKlSsVExOj5cuXy9HR0eZa7H73/37v3LmjS5cuqUyZMsqTJ0+yr0klqWTJktZZxY/Ss2dPtWjRQgMGDFDnzp1VunRpTZ48+ZH7rVmzRoULF1aHDh2sY05OTho4cKCuX7+uLVu22Gzfrl07mxngCd85kvt59uzZ02bGQJ8+fZQtWzbr9x0ASEsUAQCYyt3dXdK9P6QnR7t27bRt2zbrH2I3b96sCxcuWP8InZJWrFihDRs2aOnSpXruued04cKFRF9kEr6MPOw9/LtQ8Djv+9/c3d2faP9HKVmyZKKxqlWrqkKFCjZf8pYtW6YCBQpYpwtfvHhRV65c0fz581WwYEGbh7+/vyTZrOH5b6dOnZKDg4PKlCljM164cGHlyZNHp06dshlPakp43rx5H3u9zaNHj8owDI0ePTpR/jFjxtjkHz9+vK5cuaJy5crJ29tbb731lvbv3/9Y55VkfW9ly5a1GS9YsKDNFxDp7jq777//vsqWLSsXFxcVKFBABQsW1P79+3X16tVkne/06dPq0qWL8uXLZ103NmG924RjuLi4aOrUqVq7dq08PDzUoEEDTZs2zeaP7wlFkCZNmiT6zL7//vuH/r6To0yZMommTJcrV06SEvUlAAAATyY9Xp/bm+nUqVMqWrRooqJBwvIzqX09mZS+ffuqXLlyatmypYoVK6auXbva9B1ISkLOpJbGqVChQqL34erqau17leBx3kf79u119epVrV27Vp999plefPHFBxZgbt26pYCAAGvvhYRr0itXriT7mlRK+rvHwyxcuFA3b97UX3/9pcWLFyer2HTq1CmVLVvWeiNNguT+d5FwPZ7cz/Pf1/Rubm4qUqQI168ATEFPAACmcnd3V9GiRfXHH38ke5927dppxIgRCg0N1eDBg/Xll18qd+7c+s9//pPi+Ro0aKACBQpIklq3bi1vb2+98cYb2r17t/XiMeGicf/+/fLx8UnyOAl/GK5UqZKkuxftknTgwIEH7vMoFSpU0N69e/X333+rePHij9z+QetOxsXFydHRMdH4gy6k27Vrp0mTJikyMlK5cuXSqlWr1KFDB2XLdveflIQmYp06dUrUOyBBwtr7j5P335LKLilR07fkSsg/bNiwB96NlFCgaNCggY4dO6ZvvvlG33//vT755BO9//77CgwMVPfu3R/r/Mk1efJkjR49Wl27dtWECROUL18+OTg4aPDgwTaN3B4kLi5OzZs31+XLl/XOO++oQoUKypkzp8LDw9WlSxebYwwePFitW7fW119/rfXr12v06NGaMmWKfvzxR1WrVs26bUhIiM1awAkS/tsAAADpX3q8Pi9TpoyyZcumAwcOpMjx/u1JrictFkuS2/27GW+hQoW0b98+rV+/XmvXrtXatWu1aNEi+fr6JmpM+7ge9D7sVaRIETVq1EgzZszQtm3btGLFigduO2DAAC1atEiDBw9W7dq1lTt3blksFrVv3z5Z16QJ7J0xsnnzZkVHR0u6+52qdu3adu2fHCn9PQMAzMRMAACme/HFF3Xs2DFt3749WduXLFlSNWvW1LJlyxQbG6uVK1eqTZs2cnFxSdWcbm5uGjNmjPbt26cvv/zSOt6yZUs5Ojo+tNFpcHCwsmXLZv0ilLDPp59++th5WrduLUnJPkbevHl15cqVROP/vuPlUdq1a6fY2FitWLFCa9euVVRUlE3Dt4IFCypXrlyKi4tTs2bNknwk1VQsQYkSJRQfH59oiZ3z58/rypUrKlGihF15H+RBRYZSpUpJujs1+EH5778TKl++fPL399fnn3+uv//+W1WqVNHYsWMfeZ6kJLy3f7/3ixcvJrrjaPny5WrcuLEWLlyo9u3b6/nnn1ezZs0S/Y4fdP4DBw7oyJEjmjFjht555x299NJLatasmYoWLZrk9qVLl9abb76p77//Xn/88YdiYmI0Y8YM62vS3S+3SX1ejRo1eqzPI0HC7Iz7HTlyRJKsjYkBAEDKSW/X5zly5FCTJk30008/6e+//37k9iVKlNDZs2cTzRw4fPiw9fWUYs81trOzs1q3bq0PP/xQx44dU69evRQcHKyjR48meeyEnGFhYYleCwsLS9H38W8dO3bUzz//LHd3d73wwgsP3G758uXy8/PTjBkz1LZtWzVv3lz16tVL9jXp4zh37pwGDBig559/Xi+++KKGDRuWrO80JUqU0F9//ZWoOJEa/11Iia/pr1+/rnPnznH9CsAUFAEAmO7tt99Wzpw51b17d50/fz7R68eOHdPs2bNtxtq1a6cdO3YoKChIkZGRqbIUUFLeeOMNFStWTFOnTrWOFS9eXP7+/vrhhx/00UcfJdonMDBQP/74o7p166ZixYpZ9+nRo4e+//57zZkzJ9E+8fHxmjFjhs6cOfPALG3btpW3t7cmTZqU5Be0a9euadSoUdbnpUuX1o4dOxQTE2Md++6775L1Rep+FStWlLe3t5YtW6Zly5apSJEiatCggfV1R0dHvfrqq1qxYkWSd5BdvHjxocdP+JIxa9Ysm/GZM2dKursGakpI6Ovw7y8ohQoVUqNGjfTxxx/r3Llzifa7P/+lS5dsXnNzc1OZMmWsdyVJUs6cOZM8T1KaNWsmJycnzZkzx+aP3v/+LKS7n/O//zAeGhpqnYb/qPMn3Nl0/zEMw0j0v7WbN2/q9u3bNmOlS5dWrly5rO+zRYsWcnd31+TJk3Xnzp1EWe//zOz5PBKcPXtWX331lfV5VFSUgoOD5ePjk+TMAwAA8GTS4/X5mDFjZBiGOnfurOvXryd6fffu3dY76l944QXFxcVp7ty5Ntu8//77slgsatmyZYrlKl26tA4fPmxzvfP7779r27ZtNtv9+7rRwcHBOjv2/mvH+9WoUUOFChVSYGCgzTZr167VoUOHUuy6OClt27bVmDFj9OGHH8rZ2fmB2yV1TTpnzpxEMyEe5xrwQXr06KH4+HgtXLhQ8+fPV7Zs2dStW7dH3qH/wgsvKCIiwmZp09jYWM2ZM0dubm7WZTFTyvz5822ujT/66CPFxsam6H9/AJBczM8HYLrSpUtr6dKlateunSpWrChfX19VrlxZMTEx+uWXXxQaGqouXbrY7PP6669r2LBhGjZsmPLly6dmzZqlSVYnJycNGjRIb731ltatW2e9s//999/X4cOH1bdvX5vx9evX65tvvlHDhg2td00nmDFjho4dO6aBAwdq5cqVevHFF5U3b16dPn1aoaGhOnz4sM0d9kllWblypZo1a6YGDRro9ddfV926deXk5KQ///xTS5cuVd68eTVp0iRJUvfu3bV8+XL95z//0euvv65jx47p008/tWmCllzt2rVTQECAXF1d1a1bt0Trav7f//2fNm3apFq1aqlHjx6qVKmSLl++rD179uiHH37Q5cuXH3jsqlWrys/PT/Pnz9eVK1fUsGFD7dy5U0uWLFGbNm3UuHFju/MmJXv27KpUqZKWLVumcuXKKV++fKpcubIqV66sefPmqV69evL29laPHj1UqlQpnT9/Xtu3b9eZM2f0+++/S7q7vFOjRo1UvXp15cuXT7/99puWL1+u/v37W89TvXp1SdLAgQPVokULOTo6PvD3WrBgQQ0bNkxTpkzRiy++qBdeeEF79+7V2rVrrctSJXjxxRc1fvx4+fv7q06dOjpw4IA+++wz60yGBKVLl1aePHkUGBioXLlyKWfOnKpVq5YqVKig0qVLa9iwYQoPD5e7u7tWrFiRaMbBkSNH1LRpU73++uuqVKmSsmXLpq+++krnz5+3vg93d3d99NFH6ty5s5555hm1b99eBQsW1OnTp7V69WrVrVvX+iXcns8jQbly5dStWzft2rVLHh4eCgoK0vnz57Vo0aKH7gcAAB5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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:23:22,019 INFO: === Dataset: c ===\n", "2025-03-07 01:23:23,358 INFO:Total samples: 3181\n", "2025-03-07 01:23:29,427 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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vvPCCihQpYmIqAAAAIBOiJ4AVRQAAAIA0JCWW7mHJnpQXGxurKVOmaPjw4YqJiZEkOTk5aezYsXrnnXfk6OhockIAAAAAmRVFAAAAgDQkJZfuYcmelHHs2DEFBgZq8+bN1jF/f3+FhoaqXLlyJiYDAAAAMjF6AlhRBAAAADDBw674j79qP7mX7mHJnpSxd+9evfDCC7p27Zqku01/Bw0apNGjR8vFxcXkdAAAAABAEQAAAMAUj7viP1fx4upw4EAqJsKTKFOmjMqVK6ctW7bIz89PISEhqlmzptmxAAAAANATwIoiAAAAgAke1ayXq/bTD0dHRy1evFhTpkzRxIkT5c6SSwAAAADSGIoAAAAgw0qJJrvJhWa96c+VK1fUr18/denSRQEBAdbxIkWK6KOPPjIxGQAAAIAE6AlgRREAAABkWCnZZDe50Kw3fdi4caPat2+vkydPavPmzdqzZ4+yZ89udiwAAAAAeCyKAAAAIMN61JI7aQHL/qR9t27d0rBhwzRt2jTr2Llz57R3715Vr17dxGQAAAAAHomeAFYUAQAAQIbHkjt4Ert27VLbtm31119/Wcfq1KmjRYsWqWDBgiYmAwAAAICkY2EkAAAA4D537tzRuHHjVK1aNWsBwMXFRVOnTtWGDRsoAAAAAADpgcUhdW7pADMBAABAhpBYE+D45rtAUh05ckRt2rTRtm3brGMVKlRQaGionnvuOROTAQAAAMCToQgAAAAyhEc1Aab5LpLq5s2b2rVrlyTJwcFBQ4cOVXBwsJydnU1OBgAAAMAu6eQq/dRAEQAAAKQLiV3pf7/4q/4fbAJM813Yo0yZMho3bpw++eQThYSEKCAgwOxIAAAAAPBUKAIAAIB04VFX+t8vV/Hi6nDgQCokQkbw7bffqkGDBnJxcbGO9e/fX927d1f27NlNTAYAAADgqVgsZidIMygCAACAdCF+BsCDV/rfj6v+kVSXLl1Sz5499cUXX2jw4MH6z3/+Y33M0dGRAgAAAACQ3rEckBVFAAAAYPW4JXfMFL/cT3Zvb3U7dcrkNEjP1q9fr6CgIEVEREiSJk2apHbt2qlUqVImJwMAAACA5EcRAAAAWCV1yR0z0eQXT+rGjRsaPHiwZs2aZR3LmTOnZs+erZIlS5qYDAAAAECyYzkgK4oAAACkYal9Zf7DmuumFSz3gye1Y8cOtWnTRocOHbKONWjQQAsWLFCBAgVMTAYAAAAAKYsiAAAAaZhZV+bTXBcZxe3btzVu3DiNHTtWsbGxkiRXV1dNmjRJPXr0kIMD64QCAAAAGRI9AawoAgAAkIYlpRlucuNqe2Qkc+fO1ahRo6z3q1SpotDQUJUoUcLEVAAAAACQeigCAABgp9RcoodmuMDT6dKlixYsWKC9e/dq+PDhGjZsmJycnMyOBQAAACCl0RPAiiIAAAB2MmOJHprhAklz8+ZNubq6Wu87OTnp888/19WrV1WlShUTkwEAAACAOSgCAAAynJS+Uj+1m+eyPA/weIZh6PPPP9eAAQP0/fffq3z58tbHSpYsaV4wAAAAAKawMBPAiiIAACDDSa0r9WmeC6QNFy5cULdu3bRs2TJJUps2bfT7778ra9asJicDAAAAAPNRBAAAZDip0UyXq/OBtGHNmjXq2LGjzp49ax2rUKGCbt++TREAAAAAyMSYCXAPRQAAQIpLzUa6Es10gczg2rVrGjhwoD755BPrmKenpz755BM1a9bMxGQAAAAAkLZQBAAApDgzGulKNNMFMqqtW7eqbdu2OnLkiHWsUaNGmj9/vrxToU8HAAAAgHSAiQBWFAEAAMnuwSv/U7uRrsRyPUBGNWvWLPXt21dxcXGSpGzZsmnq1Knq0qUL030BAAAAIBEUAQAAye5hV/7TSBfA06pWrZr1y/6AgACFhISoaNGiJqcCAAAAkNZwkdA9FAEAAMkusca8XJkPIDlUqVJFo0ePliS9++67ypKF01kAAAAAeBQ+NQFABpTajXgfRGNeAMnh+PHjmjp1qqZOnWrzZf+wYcNMTAUAAAAgPWAmwD0UAQAgAzKrEe+DaMwL4EkYhqFFixapb9++unr1qvLkyaPhw4ebHQsAAAAA0iWKAACQTj3qan8zGvE+iOV/ADyJ8+fPq0uXLlq5cqV1LCQkRIMGDVLWrFlNTAYAAAAgPWEmwD0UAQAgnUrK1f404gWQnqxatUqdO3fW+fPnrWNBQUGaPn06BQAAAAAAeEIUAQAgnUqs+e79uBIfQHoRFRWl/v37a8GCBdaxPHnyaO7cuWratKl5wQAAAACkW8wEuIciAAA8IZrvAsDT+/nnn9WuXTsdP37cOvZ///d/mjdvnvLmzWteMAAAAADIICgCAMATovkuADy9lStXWgsAbm5umjFjhoKCgrhqBwAAAMDT4SOFFUUAAHhCj1uOJzWw5A+A9G7cuHFat26dnnnmGS1evFiFChUyOxIAAAAAZCgUAQBkWk+7nA/L8QCAfWJjY7V7925VrlzZOpY1a1atX79eXl5ecnR0NDEdAAAAgIyE2cX3UAQAkGkl13I+LMcDAI935MgRBQYGateuXdq1a5dKlSplfSx//vwmJgMAAACAjI0iAIB0ISWa8MZfyf80y/mwHA8APJphGJo3b54GDBig69evS5Lat2+vbdu2cWUOAAAAgBTD5417KAIASBdSsglvruLF1eHAgRR5bgDIzM6ePatOnTpp9erV1rHChQtr6tSpnJADAAAAQCqhCAAgXUipJrxcyQ8AKWP58uXq2rWrLly4YB3r0qWLpkyZIjc3NxOTAQAAAMgMuPDoHooAANK88LAwXYuIkEQTXgBI6y5fvqw+ffooNDTUOubl5aX58+ercePGJiYDAAAAgMyJIgCANG9LcLD1Z5rwAkDa1rRpU/3000/W+2+++abmzJmj3Llzm5gKAAAAQGbDTIB7HMwOAACPc38zYJbuAYC0bcyYMbJYLPLw8FBISIjCwsIoAAAAAACAiZgJACDdcPPxUYlmzcyOAQC4T1xcnBwc7l1XUrNmTc2bN08NGjTQs88+a2IyAAAAAJkaEwGsmAkAAAAAu925c0ejR4/Wyy+/rLi4OJvHOnbsSAEAAAAAANIIZgIASNPubwoMAEgbDh06pLZt22r79u2SpOnTp2vAgAEmpwIAAACAe+gJcA8zAQCkaTQFBoC0wzAMzZ49W+XLl7cWABwdHXXz5k2TkwEAAAAAHoaZAADSjPCwMG0JDrZpBHz9zBnrzzQFBgDzREREqEOHDvr++++tY8WLF1dISIiqVatmYjIAAAAASIiZAPdQBACQZmwJDtbFgwcTfcyzZEmaAgOASb788kv16NFDly5dso717NlTkyZNUrZs2UxMBgAAAAB4HIoAANKM+BkAFgcHZff2to47u7szCwAATBAbG6s2bdroyy+/tI7lz59fCxcu1EsvvWRiMgAAAAB4NGYC3EMRAIDp4pcBil/6J7u3t7qdOmVyKgCAo6OjPDw8rPdbtmyp2bNny9PT08RUAAAAAAB7UAQAYLoHlwGiATAApB1TpkzR7t27NWDAALVs2dLsOAAAAACQNEwEsHIwOwCAjC88LEwLSpXSnAIFEr1dOnRI0t1lgDxLlmTpHwAwybZt27Rs2TKbMTc3N/32228UAJCu7dq1S/v377feX7lypZo2baphw4YpJibGxGQAAADIbGbPni0/Pz9lzZpV1apV0/bt2x+6bZ06dWSxWBLcGjdubNcxKQIASHHxV/pfi4hI9GbExUmSchUvrg4HDtAAGABS2e3btzV8+HDVqFFDQUFBOnr0qM3jrKWJ9K5r16469L+LDo4ePaqWLVsqW7ZsCgsL07vvvmtyOgAAAKSExL48T4mbPZYuXaoBAwZoxIgR2rVrl8qVK6eGDRvq/PnziW6/YsUKnTlzxnr7448/5OjoqObNm9t1XIoAAFLc/Q1/3Xx8Er0xAwAAzPHXX3/p+eef19ixYxUXF6dr165p6tSpZscCktWhQ4dUvnx5SVJYWJhq1aqlJUuWaNGiRVq+fLm54QAAAJBpTJ06VZ07d1ZQUJBKly6tOXPmKFu2bFqwYEGi23t6eipfvnzW2/r165UtWza7iwD0BABgt/hGvvFf7j8ODX8BIO2Ji4vThx9+qCFDhig6OlqSlCVLFo0YMUJDhgwxOR2QvAzDUNz/Zh7+8MMPevXVVyVJvr6+ioyMNDMaAAAAUkhqzWiOjo62fqaK5+LiIhcXF5uxmJgY7dy5U0OHDrWOOTg4qH79+tq6dWuSjjV//ny1bNlS2bNntysjRQAAdnuwkW9S0fAXANKGkydPqn379tq4caN1rFSpUgoNDVWlSpVMTAakjMqVK2vs2LGqX7++fvrpJ3388ceSpGPHjsnLy8vkdAAAAEjPJkyYoFGjRtmMjRgxQiNHjrQZi4yMVGxsbILzTy8vLx1Mwvds27dv1x9//KH58+fbnZEiAJDJ2HsVf2Lir+y3ODgou7d3kvZxdndnuR8AMJlhGAoNDVXv3r0VFRVlHe/Xr5/Gjx8vV1dXE9MBKWf69Ol6++239c033+i9995T0aJFJUnLli1T9erVTU4HAACAlJBaMwGGDh2qAQMG2Iw9OAsgOcyfP1/+/v6qWrWq3ftSBAAymSe9ij8x8Y18AQDpw7Vr1zR06FBrAcDX11eLFi1SvXr1TE4GpKyyZctq//79CcYnT54sR0dHExIBAAAgo0hs6Z/E5M6dW46Ojjp37pzN+Llz55QvX75H7nv9+nV9+eWXGj169BNlpAgAZDL3N+lN6lX8ieHKfgBIf9zd3bVgwQK9/PLLCgwM1IwZM5QzZ06zYwGpJiYmRufPn7f2B4j37LPPmpQIAAAAKSW1ZgIklbOzsypVqqQNGzaoadOmku72atuwYYN69er1yH3DwsIUHR2tNm3aPNGxKQIAGUhSlvqhSS8AZB5Xr17VrVu3lCdPHutYw4YNtXv3bpUvX968YEAqO3TokDp27Khff/3VZtwwDFksFsXGxpqUDAAAAJnJgAED1K5dO1WuXFlVq1bV9OnTdf36dQUFBUmSAgMD5ePjowkTJtjsN3/+fDVt2lTPPPPMEx2XIgCQgdiz1A9NegEgY9u8ebMCAwNVsmRJrV692uYqGAoAyGyCgoKUJUsWffvtt/L29k5zV4UBAAAgBaTBU74WLVro33//VXBwsM6ePavy5ctr3bp11mbBJ0+elIODg80+4eHh2rx5s77//vsnPi5FACADSepSPyzlAwAZV3R0tEaMGKFJkybJMAwdO3ZM8+bNU5cuXcyOBphmz5492rlzp0qWLGl2FAAAAGRyvXr1eujyP5s2bUowVqJECRmG8VTHpAgAZEAs9QMAmdP+/fvVpk0b7du3zzpWo0YN1a9f38RUgPlKly6tyMhIs2MAAAAgFTH78x6Hx2+SsmbPni0/Pz9lzZpV1apV0/bt2x+5/fTp01WiRAm5urrK19dX/fv3161bt1IpLQAAQNoTGxuryZMnq3LlytYCgJOTk/7zn//op59+UuHChU1OCJhr4sSJevfdd7Vp0yZduHBBUVFRNjcAAAAgIzN1JsDSpUs1YMAAzZkzR9WqVdP06dPVsGFDhYeHK2/evAm2X7JkiYYMGaIFCxaoevXqOnTokNq3by+LxaKpU6ea8AoA8yTWBDi+6S8AIPM4duyY2rVrp19++cU65u/vr9DQUJUrV87EZEDaET8b5sUXX7QZpzEwAABAxsVMgHtMLQJMnTpVnTt3tnY/njNnjlavXq0FCxZoyJAhCbb/9ddfVaNGDbVu3VqS5Ofnp1atWum3335L1dxAWvCoJsA0/QWAzOHkyZMqW7asrl27JunuSe7AgQM1ZswYubi4mJwOSDs2btxodgQAAADANKYVAWJiYrRz504NHTrUOubg4KD69etr69atie5TvXp1ffbZZ9q+fbuqVq2qo0ePas2aNWrbtm1qxQZM8+CV//FX/T/YBJimvwCQeTz77LN67bXX9Pnnn8vPz08hISGqWbOm2bGANKd27dpmRwAAAEAqYybAPaYVASIjIxUbGysvLy+bcS8vLx18yNXNrVu3VmRkpF544QUZhqE7d+6oW7duGjZs2EOPEx0drejoaOt91vxEevWwK/9zFS+uDgcOmJAIAJAWzJo1S/ny5dOIESPkzkww4KF++eUXffLJJzp69KjCwsLk4+Oj0NBQFSpUSC+88ILZ8QAAAIAUY3pjYHts2rRJ48eP10cffaRdu3ZpxYoVWr16tcY84qrnCRMmKEeOHNabr69vKiYGkk/8DACLg4PcfHzk5uMjz5IlueofADKJK1euqH379vryyy9txnPmzKkPPviAAgDwCMuXL1fDhg3l6uqqXbt2WS8SunLlisaPH29yOgAAAKQISyrd0gHTZgLkzp1bjo6OOnfunM34uXPnlC9fvkT3GT58uNq2batOnTpJutv07vr16+rSpYvee+89OTgkrGkMHTpUAwYMsN6PioqiEIA071FNf7N7e6vbqVNmRQMAmGDTpk1q166dTp48qZUrV6pmzZry8fExOxaQbowdO1Zz5sxRYGCgTSGtRo0aGjt2rInJAAAAgJRn2kwAZ2dnVapUSRs2bLCOxcXFacOGDQoICEh0nxs3biT4ot/R0VGSZBhGovu4uLjIw8PD5gakdfFL/1yLiLDejLg4STT9BYDM5NatW3rnnXdUt25dnTx5UpIUGxurP//80+RkQPoSHh6uWrVqJRjPkSOHLl++nPqBAAAAkOIsFkuq3NID02YCSNKAAQPUrl07Va5cWVWrVtX06dN1/fp1BQUFSZICAwPl4+OjCRMmSJKaNGmiqVOnqkKFCqpWrZoOHz6s4cOHq0mTJtZiAJAR3L/0D01/ASBz2r17t9q0aaO//vrLOlanTh0tWrRIBQsWNDEZkP7ky5dPhw8flp+fn8345s2bVbhwYXNCAQAAAKnE1CJAixYt9O+//yo4OFhnz55V+fLltW7dOmuz4JMnT9pc+f/+++/LYrHo/fffV0REhPLkyaMmTZpo3LhxZr0EIEWx9A8AZD537tzRxIkTNXLkSN25c0fS3ZmN48ePV79+/RJd/hDAo3Xu3Fl9+/bVggULZLFYdPr0aW3dulUDBw7U8OHDzY4HAACAFJBertJPDaYWASSpV69e6tWrV6KPbdq0yeZ+lixZNGLECI0YMSIVkgEAAKSuEydOqFWrVtq6dat1rHz58vrss8/03HPPmZgMSN+GDBmiuLg4vfjii7px44Zq1aolFxcXDRw4UL179zY7HjKIrm/VUv92L8rrGQ/tPxShARPD9PufJx66fa/WddS5eU355sulC5ev6+sfdmv4zFWKjrmTYNuBQQ00ps9rmvX5Rg36YHlKvgwAGcCXSz7X4oXzFRn5r4qXKKkhw4bLv2zZRLc9fPhvfTTzQx3460+dPh2hQYOHqk1g+wTbnTt3TtOnTtaWX37RrVs35ftsQY0eO17PlfFP4VcDIDmYXgQAMoPEGv0+SnwTYABA5pI1a1b9/fffkiQHBwcNHTpUwcHBcnZ2NjkZkL5ZLBa99957GjRokA4fPqxr166pdOnSypo1q06fPq38+fObHRHpXLOXKmriO6+r97il2vHHcfVqXVerPuqpck1H699L1xJs3+LlyhrT5zV1G/m5tu49qmIF82re6LYyJA2essJm20qln1XHN2to3yFmCAN4vHVr1+iDSRP0/ohR8vcvp89DF6t7145a+e06PfPMMwm2v3Xzpgr4FlCDhi/rg4kTEn3OqCtX1L5NK1WuWk2z58xTLs9cOnnihDw8cqT0ywGeCjMB7qEIAKSC+Ea/9qIJMABkLl5eXpo7d67effddhYSEKCAgwOxIQIbi7Oys0qVLW+/v3btXFStWVGxsrImpkBH0aVNPC1f8qtBV2yRJvcd9qUY1n1O7pgH6YOH6BNs/X66Qtu45qqXrfpcknTxzUV+t+11VyvjZbJfd1VkLx7dXjzFfaEinl1P8dQBI/0IXL9Qbzd5S09fflCS9P2KUfv55k75ZsVwdO3dJsH0Z/7Iq4393lsCH06Yk+pwL5s+TV758GjPuXpGgQAHfFEgPJC+KAPewqCyQCu5v9Ovm45Okm2fJkjQBBoAMbvny5YqMjLQZe/311/XHH39QAACAdMIpi6MqlPLVj7+FW8cMw9CPv4WratlCie6zbe8xVSjtq8rP3W307ufzjBrWeE7rNv9ps930oS207pc/tPG+5waAh7kdE6MDf/2p5wOqW8ccHBz0/PPVtW/v7id+3p82/qjnniujgf37qE7NAL31ZlMtD/sqOSIDSCXMBABSEY1+AQCSdOnSJfXs2VNffPGFmjVrpq+++srmKhUXFxcT0wEA7JE7l5uyZHHU+Yu2S3+evxClEn5eie6zdN3veiZXdm1Y2F8WWeTk5Ki5Yb9o8oLvrds0b1hJ5Uv66oU2k1I0P4CM49LlS4qNjU2w7M8zzzyjY8eOPvHznjr1j75a+oXatgtSxy7d9Of+/Zo4YaycnJz0f01ff9rYQMphIoAVRQAAAIBUtH79egUFBSkiIkKStGzZMv3888+qXbu2yckAPEx0dLSio6Ntxoy4WFkcHE1KhPSuZqViGtShofpOWKod+0+oiG9ufTComc50fln/mbdOBbxyavKgN/Vq91mJNgoGgNQUF2fouTJl1KffAElSqVKldfjw3wr76kuKAEA6QREASGHhYWG69r8vegAAmdeNGzc0ePBgzZo1yzqWM2dOzZ49W7Vq1TIxGZBx7du375GPh4cnbYmVCRMmaNSoUTZjjl5V5ORd9YmzIeOIvHRNd+7EKq+nbT+vvM946OyFqET3GdGjsb5YvV2Lvt4qSfrz8Gllc3XR7PdbaeKn36lCqWfl9YyHti4ZbN0nSxZHvVCxiLq1qKUc1fopLs5IuRcFIF3KlTOXHB0ddeHCBZvxCxcuKHfu3E/8vHny5FHhIkVsxgoXLqwf1n/3xM8JpAZ6AtxDEQBIYVuCg60/0+gXADKnHTt2qG3btjZfONavX18LFy5UgQIFTEwGZGzly5eXxWKRYST8sjR+PCkfDocOHaoBAwbYjOWtOfghWyOzuX0nVrsP/KO61Urov5vuFp4sFovqVi2uOUt/TnQf16zOCb7Ej4uL+9++0sbt4arUbJzN43NHtVH4sXOasmg9BQAAiXJydlap0s/pt21bVe/F+pLu/rflt9+2qmWrNk/8vOUrVNTxY8dsxk4cP678+X2eKi+A1EMRAEhh8U2BJdHoFwAymdu3b2vcuHEaO3asYmNjJUlZs2bVpEmT1LNnTzk4OJicEMjYjj3whcWTcnFxSdCrg6WAcL8PP/tR80a31c6/Tur3P46rV+u6yubqopCV2yRJn45pq9Pnryh45ipJ0pqf/1CfNnW1N/yUtu8/riK+eRTc/VWt+Xm/4uIMXbsRrb+OnLE5xvWbMbp45XqCcQC4X9t2QRo+bLCee66MyviX1Wehi3Xz5k01ff0NSdJ7Q99V3rxe6tv/HUl3mwkfOXLk7s+3Y3T+/DkdPHBA2bJl07MF7zYvbxPYTu3atNKnc+fopYaN9Mf+fVq27CsFjxxtzosEkoiZAPdQBABSSHhYmLYEB+v6mbsn6W4+PirRrJnJqQAAqenbb7+1WUKkSpUqCgkJUcmSJU1MBWQeBf/35QWQ0pZ9v0u5c7kpuHtjeT3jrn3hEXqt52xrs2DffJ42V+//59N1MgxDI3q8qvx5cyjy0jWt/vkPjZz1X7NeAoAM4uVGr+jSxYv6aNaHioz8VyVKltJHn3yqZ/63HNDZM2fkYLl3Icr5f8+rRbOm1vuLFy7Q4oULVLlKVc1fFCpJKuNfVlNnzNKH06fqk49ny6dAAb07eJgav/p/qfraADw5i5HY3NgMLCoqSjly5NCVK1fk4eFhdhxkYAtKldLFgwet9z1LllSHAwdMTAQASG2GYeiNN97Qf//7Xw0fPlzDhg2Tk5OT2bGAFJMezrX9/f21Zs0a+fr6PtXzuFbolUyJAODpXNox6/EbAUAqyJrGLjcvOnBtqhzn8AeNUuU4TyON/WqA9CP+Sv/7l/u5X/wMAIuDg3IVL85SQACQCVy+fFk5c+a03rdYLJo7d66OHz+uKlWqmBcMgNXx48d1+/Zts2MAAAAAqYYiAPCEtgQH21zp/zC5ihdnBgAAZHCGYejzzz9Xr169FBoaqiZNmlgfy5Mnj/LkyWNiOgAAAADIfOgJcA9FAOAJxc8AsDg4KLu3d6LbOLu7MwMAADK4CxcuqFu3blq2bJkkqVOnTvrjjz/44h9Io2rWrClXV1ezYwAAAACphiIA8ATCw8J0LSJCkpTd21vdTp0yOREAwAxr165Vhw4ddPbsWetYgwYNWPcfSMPWrFljdgQAAACkAiYC3EMRAHgCW4KDrT87u7ubmAQAYIZr165p4MCB+uSTT6xjnp6emjNnjpo3b25iMgAP8/fff2vjxo06f/684uLibB4Lvu/cDgAAAMhoKAIAT+D+ZsAs9wMAmcvWrVvVtm1bHTlyxDrWqFEjzZ8/X94PWR4OgLnmzZun7t27K3fu3MqXL5/N+rAWi4UiAAAAQAZET4B7KAIAT8HNx0clmjUzOwYAIJWEhIQoKCjIehVxtmzZNHXqVHXp0oUTTCANGzt2rMaNG6fBgwebHQUAAABIdRQBAAAAkqhu3bpyd3fXlStXFBAQoJCQEBUtWtTsWAAe49KlSyzVBQAAkMlwndY9FAGA+4SHhWlLcLDNcj+JuX7mTColAgCkJb6+vvroo490/Phxvfvuu8qShVMpID1o3ry5vv/+e3Xr1s3sKAAAAECq45MrcJ8twcG6ePBgkrenKTAAZFzHjx/Xe++9p48++kg5cuSwjrdu3drEVACeRNGiRTV8+HBt27ZN/v7+cnJysnm8T58+JiUDAABASnFwYCpAPIoAyPTuv/o//gp/i4ODsj+muaOzuztNgQEgAzIMQ4sWLVLfvn119epVOTk5adGiRWbHAvAU5s6dKzc3N/3000/66aefbB6zWCwUAQAAAJChUQRAppfY1f+5ihdXhwMHTEoEADDL+fPn1aVLF61cudI6tmnTJl28eFGenp4mJgPwNI4dO2Z2BAAAAKQyegLc42B2AMBs8ev/Wxwc5ObjI8+SJbnCHwAyoVWrVsnf39+mANC+fXvt27ePAgCQgRiGIcMwzI4BAAAApBqKAMi0wsPCtKBUKesSQNm9vdXt1Cl1OHBAJZo1MzkdACC1REVFqWPHjnrttdd0/vx5SVLu3Ln19ddfa+HChfLw8DA5IYDkEBISIn9/f7m6usrV1VVly5ZVaGio2bEAAACQQiwWS6rc0gOWA0Km9eAyQDT5BYDM55dfflFgYKCOHz9uHWvSpInmzZsnLy8v84IBSFZTp07V8OHD1atXL9WoUUOStHnzZnXr1k2RkZHq37+/yQkBAACAlEMRABnS/c1+H+b+JsC5ihdnCSAAyIT27dtnLQC4ublpxowZCgoKSjdXcwBImpkzZ+rjjz9WYGCgdez//u//9Nxzz2nkyJEUAQAAADIgPtbdQxEAGVJizX4fhibAAJB59ejRQ6tWrdLNmze1ePFiFSpUyOxIAFLAmTNnVL169QTj1atX15n/XRgCAAAAZFQUAZAh3d/sN7u390O3c3Z3ZwYAAGQSsbGx+vHHH9WgQQPrmMVi0dKlS+Xu7i5HR0cT0wFISUWLFtVXX32lYcOG2YwvXbpUxYoVMykVAAAAUhIzvO+hCIAMJX4ZoAeb/QIAMrcjR44oMDBQv/76q9avX6/69etbH8uZM6d5wQCkilGjRqlFixb6+eefrT0BtmzZog0bNuirr74yOR0AAACQshzMDgAkp/hlgIy4OEk0+wWAzM4wDM2dO1flypXTr7/+Kknq1KmTYmJiTE4GIDW9+eab+u233/TMM8/om2++0TfffKPcuXNr+/btev31182OBwAAgBRgsVhS5ZYeMBMAGUL8DIBLhw5JotkvAODuGuCdOnXSmjVrrGOFCxdWSEiInJ2dTUwGwAyVKlXS559/bnYMAAAAINVRBECG8GAjYJr9AkDmtmzZMnXr1k0XLlywjnXu3FlTpkyRO7PEgEzDwcHhsVdnWSwW3blzJ5USAQAAILWkk4v0UwVFAGQI9zcCZgYAAGRely9fVu/evfXZZ59Zx7y8vPTpp5/q1VdfNTEZADN8/fXXD31s69at+vDDDxX3v2UkAQAAgIyKIgDSjfglf+K/8L/f/Y2AmQEAAJlX586dtWzZMuv9N954Q3PmzFGePHlMTAXALK+99lqCsfDwcA0ZMkT//e9/9fbbb2v06NEmJAMAAEBKSy/r9acGGgMj3Yhf8udaRESCG42AAQCSNGHCBGXLlk0eHh4KCQnRsmXLKAAAkCSdPn1anTt3lr+/v+7cuaM9e/Zo8eLFKliwoNnRAAAAgBTFTACkG/cv+ZPd2zvB487u7iwDBACZTExMjE2T36JFi2rp0qUqW7asnn32WROTAUgrrly5ovHjx2vmzJkqX768NmzYoJo1a5odCwAAACmMiQD3UARAmnb/EkD3L/nT7dQpk5MBAMx0584djR8/Xl999ZW2b9+ubNmyWR9j7X8A8SZNmqSJEycqX758+uKLLxJdHggAAADI6CgCIE2LXwLofiz5AwCZW3h4uAIDA7V9+3ZJ0rvvvqtZs2aZnApAWjRkyBC5urqqaNGiWrx4sRYvXpzoditWrEjlZAAAAEhp9AS4hyIA0qzwsDBrASB+CSCW/AGAzMswDH300UcaNGiQbt68KUlydHTUM888I8MwOMEDkEBgYCD/bQAAAECmRxEAadaW4GDrz7mKF1eHAwdMTAMAMFNERISCgoK0fv1661jx4sUVEhKiatWqmZgMQFq2aNEisyMAAADAJFwLco+D2QGAh4lvBCyJq/8BIBP74osvVKZMGZsCQM+ePbV7924KAAAAAAAAPAYzAZDmxDcDjm8E7ObjoxLNmpmcCgCQ2gzDUPv27RUSEmIdy58/vxYuXKiXXnrJxGQAAAAAgLSOZSHvYSYA0pz4ZsBGXJwkGgEDQGZlsVhUunRp6/2WLVtq//79FAAAAAAAALADMwGQpjzYDDhX8eIsBQQAmdjAgQP166+/qlWrVmrZsqXZcQAAAAAA6QQTAe6hCIA0hWbAAJB5bdu2TTt27FDv3r2tY46Ojlq5cqWJqQAAAAAASN8oAiBNoRkwAGQ+MTExGjNmjMaPHy9JqlSpkqpXr25yKgAAAABAekZPgHvoCYA0iWbAAJA5/PXXXwoICNDYsWMVFxenuLg4zZo1y+xYAAAAAABkGBQBAABAqouLi9P06dNVsWJF7dq1S5KUJUsWjRkzRiEhISanAwAAAACkdxZL6tzSA5YDAgAAqerkyZNq3769Nm7caB0rVaqUQkNDValSJROTAQAAAACQ8TATAAAApArDMBQSEiJ/f3+bAkC/fv20c+dOCgAAAAAAgGRjsVhS5ZYeMBMAAACkijt37mjatGmKioqSJPn6+mrRokWqV6+eyckAAAAAAMi4KAIgVYWHhWlLcLBirl5N9PHrZ86kciIAQGpxcnJSaGioKleurLfeeksffvihcubMaXYsAAAAAEAGlE4u0k8VLAeEVLUlOFgXDx7UtYiIRG9GXJwkydnd3eSkAICndfXqVR09etRmrEyZMvrzzz8VEhJCAQAAAAAAkOnMnj1bfn5+ypo1q6pVq6bt27c/cvvLly+rZ8+e8vb2louLi4oXL641a9bYdUxmAiDVhIeF6eLBg5Iki4ODsnt7J7qds7u7aowZk5rRAADJbPPmzQoMDJSbm5t27NghFxcX62NFihQxMRkAAAAAIDNIi+v1L126VAMGDNCcOXNUrVo1TZ8+XQ0bNlR4eLjy5s2bYPuYmBg1aNBAefPm1bJly+Tj46MTJ07YfVEdRQCkmi3BwdafcxUvrg4HDpiYBgCQEqKjozVixAhNmjRJhmFIkkaPHq1x48aZnAwAAAAAAHNNnTpVnTt3VlBQkCRpzpw5Wr16tRYsWKAhQ4Yk2H7BggW6ePGifv31Vzk5OUmS/Pz87D4uywEh1dzfB4Ar/QEg49m/f7+qVq2qiRMnWgsANWrUUMeOHU1OBgAAAADIbCyW1LlFR0crKirK5hYdHZ0gT0xMjHbu3Kn69etbxxwcHFS/fn1t3bo10dewatUqBQQEqGfPnvLy8lKZMmU0fvx4xcbG2vVeUARAigkPC9OCUqU0p0ABzSlQwNr0183HRyWaNTM5HQAgucTGxmry5MmqXLmy9u3bJ+luE+D//Oc/+umnn1S4cGGTEwIAAAAAkDImTJigHDly2NwmTJiQYLvIyEjFxsbKy8vLZtzLy0tnz55N9LmPHj2qZcuWKTY2VmvWrNHw4cM1ZcoUjR071q6MLAeEFBPfBPhBNP0FgIzj2LFjateunX755RfrmL+/v0JDQ1WuXDkTkwEAAAAAMrPU6gkwdOhQDRgwwGbs/r54TyMuLk558+bV3Llz5ejoqEqVKikiIkKTJ0/WiBEjkvw8FAGQYuKX/7m/CTBNfwEg47h8+bIqVqyoy5cvS7p7gjVw4ECNGTMm2U54AAAAAABIy1xcXJL0GTh37txydHTUuXPnbMbPnTunfPnyJbqPt7e3nJyc5OjoaB0rVaqUzp49q5iYGDk7OycpI8sBIcVl9/ZWt1On1O3UKXU4cIClgAAgg8iZM6d69+4t6W5jok2bNmnSpEkUAAAAAAAAprNYLKlySypnZ2dVqlRJGzZssI7FxcVpw4YNCggISHSfGjVq6PDhw4qLi7OOHTp0SN7e3kkuAEgUAQAAgB3iG/7GGz58uEaPHq29e/eqVq1aJqUCAAAAACDtGzBggObNm6fFixfrwIED6t69u65fv66goCBJUmBgoIYOHWrdvnv37rp48aL69u2rQ4cOafXq1Ro/frx69uxp13FZDggAADzWlStX1LdvXxUvXlzDhg2zjjs5OWn48OEmJgM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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:23:29,499 INFO: === Dataset: d ===\n", "2025-03-07 01:23:30,844 INFO:Total samples: 3181\n", "2025-03-07 01:23:37,214 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:23:37,279 INFO: === Dataset: e ===\n", "2025-03-07 01:23:37,664 INFO:Total samples: 911\n", "2025-03-07 01:23:40,011 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:23:40,079 INFO: === Dataset: f ===\n", "2025-03-07 01:23:45,472 INFO:Total samples: 12911\n", "2025-03-07 01:24:07,679 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:24:07,750 INFO: === Dataset: g ===\n", "2025-03-07 01:24:10,269 INFO:Total samples: 6000\n", "2025-03-07 01:24:21,433 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:24:21,502 INFO: === Dataset: h ===\n", "2025-03-07 01:24:24,096 INFO:Total samples: 6000\n", "2025-03-07 01:24:35,126 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:24:35,196 INFO: === Dataset: i ===\n", "2025-03-07 01:24:37,757 INFO:Total samples: 6000\n", "2025-03-07 01:24:48,570 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:24:48,636 INFO: === Dataset: j ===\n", "2025-03-07 01:24:51,208 INFO:Total samples: 6000\n", "2025-03-07 01:25:02,031 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:25:02,099 INFO: === Dataset: k ===\n", "2025-03-07 01:25:04,628 INFO:Total samples: 6000\n", "2025-03-07 01:25:15,441 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:25:15,509 INFO: === Dataset: l ===\n", "2025-03-07 01:25:23,454 INFO:Total samples: 18911\n", "2025-03-07 01:25:56,379 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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zdarV9qD4+AcOh/3jjz+0fPlyq5i7u7t27NhBAQDZ2t69e3Xo0CHL9vfff69WrVrpnXfeUXx8vA0zAwAAADIeRQAAAIAcJvLsWW0eMsSyXapVK9k7Ot6zfUJCgkaMGKG6desqKChIp0+fttrPXJrI7nr27Knjx49Lkk6fPq327dvLzc1Ny5Yt01tvvWXj7AAAAJARTCZTpryyA4oAAAAAOcyc4sWttpvNnXvPtkeOHNFTTz2l8ePHy2w26+bNm5oyZUpGpwhkquPHj6tKlSqSpGXLlqlBgwZasmSJFi5cqBUrVtg2OQAAACCDUQQAAADIQc6sX2+1/fTMmXLNmzdZO7PZrGnTpunJJ5/U3r17JUkODg4aN26cpk2blhmpApnGMAyZ/1kT4+eff1aLFi0kSUWKFFFERIQtUwMAAEAGYSTAXSwMDAAAkEMYhqEV//ufVaxqnz7J2oWEhKhLly7atGmTJVa+fHkFBwerWrVqGZ4nkNmqV6+u8ePHq2nTptqyZYs+++wzSdKZM2fk5+dn4+wAAACAjMVIAAAAgBzi6NdfW213O3nSatswDC1evFgBAQFWBYA33nhDe/bsoQCAHGvatGnau3ev+vXrp3fffVelSpWSJC1fvlx16tSxcXYAAADICIwEuIuRAAAAADnE6ldftdrOXbKk1fbNmzc1fPhwRUVFSbo9FcrChQvVpEmTTMsRsIVKlSrp0KFDyeIffvih7O3tbZARAAAAkHkoAgAAAOQAf2/ZYrUd9Ndfydp4eHho/vz5+t///qfAwEBNnz5duXPnzqQMAduLj4/XpUuXLOsD3FG0aFEbZQQAAICMkl2e0s8MFAEAAABygKWNGllt5y1XTjdu3FBsbKx8fHws8WbNmmnfvn2qUqVK5iYI2NDx48fVtWtXbdu2zSpuGIZMJpOSkpJslBkAAACQ8SgCAAAAZHMhmzdbbXc9cUJbt25VYGCgypUrp9WrV1s9BUMBAI+boKAgOTg46Mcff1SBAgV4KgwAAOBxwC2fBUUAAACAbO6bxo0tf06U9P7cufrggw9kGIbOnDmjOXPmqEePHrZLELCx/fv3a8+ePSpXrpytUwEAAAAyHUUAAACAbCxk0ybLny9KWlemjI68/74lVrduXTVt2tQGmQFZR4UKFRQREWHrNAAAAJCJGP15l52tE5g5c6b8/f3l4uKiWrVqaefOnfdtP23aNJUtW1aurq4qUqSIBg0apNjY2EzKFgAAIGv5pkkTmSVtljRd0pHjxyVJjo6O+r//+z9t2bJFJUqUsGGGgO29//77euutt7R582ZduXJFUVFRVi8AAAAgJ7PpSIClS5dq8ODBmjVrlmrVqqVp06apWbNmOnbsmHx9fZO1X7JkiYYNG6b58+erTp06On78uLp06SKTyaQpU6bY4AoAAABsZ2mTJroq6WtJZ/4VDwgIUHBwsCpXrmyjzICs5c5omKefftoqzsLAAAAAORcjAe6yaRFgypQp6t69u4KCgiRJs2bN0urVqzV//nwNGzYsWftt27apbt26evXVVyVJ/v7+6tChg3bs2JGpeQMAANjawblzdXDTJk2RFPdPzGQyaejQoRo3bpycnZ1tmR6QpWz617RZAAAAwOPGZkWA+Ph47dmzR8OHD7fE7Ozs1LRpU23fvj3FY+rUqaMvvvhCO3fuVM2aNXX69GmtWbNGnTp1yqy0AQAAsoSfundXHkkVJO2T5F+smBYHB6t+/fo2zgzIeho2bGjrFAAAAJDJGAlwl82KABEREUpKSpKfn59V3M/PT0ePHk3xmFdffVURERGqV6+eDMNQYmKievXqpXfeeeee/cTFxSkuLs6yzZyfAAAgu0tKSLD8+SVJdbt21cSpU+Xh4WG7pIAs7rffftPnn3+u06dPa9myZSpUqJCCg4NVvHhx1atXz9bpAQAAABnG5gsDp8XmzZs1ceJEffrpp9q7d69Wrlyp1atXa9y4cfc8ZtKkSfLy8rK8ihQpkokZAwAApI/IyEh16dJFX3/9tVa/9pol7ippxty5FACA+1ixYoWaNWsmV1dX7d271/KQUGRkpCZOnGjj7AAAAJAhTJn0ygZsVgTIly+f7O3tFR4ebhUPDw9X/vz5UzxmxIgR6tSpk7p166aAgAC99NJLmjhxoiZNmiSz2ZziMcOHD1dkZKTl9ffff6f7tQAAAGSkzZs3q1KlSlq0aJF69+6tXcuWWfbVvc/DEABuGz9+vGbNmqU5c+bI0dHREq9bt6727t1rw8wAAACAjGezIoCTk5OqVaumjRs3WmJms1kbN25U7dq1UzwmJiZGdnbWKdvb20uSDMNI8RhnZ2d5enpavQAAALKD2NhYDRkyRI0bN1ZISIgk6db16wr7V5un3n3XNskB2cixY8fUoEGDZHEvLy9dv3498xMCAABAhjOZTJnyyg5stiaAJA0ePFidO3dW9erVVbNmTU2bNk3R0dEKCgqSJAUGBqpQoUKaNGmSJKlly5aaMmWKqlatqlq1aunkyZMaMWKEWrZsaSkGAAAA5AT79u1Tx44ddeTIEUusbs2aarhzp/L8s/30zJnZ5qYTsKX8+fPr5MmT8vf3t4pv3bpVJUqUsE1SAAAAQCaxaRGgXbt2unz5skaOHKmwsDBVqVJF69atsywWHBISYvXk/3vvvSeTyaT33ntPoaGh8vHxUcuWLTVhwgRbXQIAAEC6SkxM1Pvvv6/Ro0crMTFR0u2RjRMnTlTikCFWwzir9uljmySBbKZ79+4aOHCg5s+fL5PJpAsXLmj79u0aOnSoRowYYev0AAAAkAF4YOouk3GveXRyqKioKHl5eSkyMpKpgQAAQJZy7tw5dejQQdu3b7fEqlSpoi+++EL57ey0oEIFS/zlNWtUonlzW6QJ3FNWvdc2DMOyllhMTIyk28W1oUOHatxDrqvhWrVfeqaIHKBn2wYa1Plp+eX11KHjoRr8/jLt/vNcim0dHOz05uvPquPztVTQN7eOnwvXe9O/14Ztf1naDH39WbVqUlll/P10Ky5BOw6c1rvTv9eJc5cy65KQTVzb9YmtU0AW8/WSL7VowTxFRFxWmbLlNOydEQqoVOme7X9av1YzZ0zXhdBQFS3mrzcGD1X9Bg0t+2OiozVt6mRt+uVnRV6/rkKFCqtDx05q265DZlwOshEXmz5unlyxAT9kSj/nPm6ZKf08CputCQAAAABrLi4uOnHihCTJzs5O7777rnbs2KEyJUpYFQAkUQAA0sBkMundd9/V1atXdfjwYf3xxx+6fPmyRo0apQsXLtg6PeQArZ99Uu8PeUkTPl+r2q++r4PHQ7Xq077yyeOeYvvRfVqq2yv1NPiDZar6ynjNXb5VSyd3V+WyhS1t6j9ZSrOW/qqGgR/p+d6fyMHBXj9+1k9uLk6ZdVkAsqF1a9foow8mqWefvvp62bcqW7acevfsqitXrqTYfv++vRr25hC99HJrLV3+nRo3eVpv9O+rEyeOW9p89MH/advW3zTx/z7Utz+s0WudOuv/JozT5l82pnhOIKtgTYC7KAIAAABkEX5+fpo9e7ZKlSqlrVu3avz48XJ0dNR0Nzerdi9++62NMgSyNycnJ1WoUEE1a9aUu7u7/vzzTxUpUsTWaSEHGNCxiRas3KbgVX/o6Okw9Z/wtW7Fxqtzq9optn/1+Zr6YN5PWr/1iM6GXtGcZVu1/vcjGtipiaXNi/0+1Rc/7NBfp8N06Hioeoz6QkULeKtqBf7OAri34EUL9HLrtmr10isqWaqU3hs1Ri4uLvpu5YoU23/5xWLVqVdfXV7vphIlS6rfgDdUvkIFfb3kC0ub/fv3qeWLrVSjZi0VKlRYrdu2U5my5XT40MHMuizgoVAEuIsiAAAAgI2sWLFCERERVrGXXnpJhw8fVu3at3842vruu8mOK/Xii5mSHwDgwRwd7FW1fBH9suOYJWYYhn7ZcUw1KxVP8RgnRwfFxidYxW7FxqtO1ZL37MfT3UWSdC0yJh2yBpATJcTH668jf+qp2nUsMTs7Oz31VB0dPLAvxWMO7t+vp56yLljWqVtPB/fvt2xXqVJVWzb9ovDwcBmGoZ07/tC5s2dUu269DLkOAOmPIgAAAEAmu3btml599VW1bt1avXv31n+XaHJ2drb8ecekSZY/exQpoqGGkW2eNgGAx0G+PO5ycLDXpas3rOKXrkQpf96U18b4eftfGtCxiUoW9ZHJZFKTWuX0YpMqyp8v5fYmk0kfDm2tbftO6cipi+l+DQByhmvXrykpKUl58+a1iufNmzfZgyd3REREKG/efMnbX7nbfti7I1SiZCk926SBqlepqD49u+md90apWvUa6X8RQHoyZdIrG8hiyzUAAADkbBs2bFBQUJBCQ0MlScuXL9evv/6qhg0bJmt76gfrhaxeP3YsWRsAGS8uLk5xcXFWMcOcJJOdvY0yQnY39MPl+nREBx1YOUKGYej0+QgtXvWHOr/4VIrtpw1vqydKFdDTQVMzOVMAkL76MlgHD+7X9E8+U8GCBbVn925NHD9GPr6+VqMOAGRdFAEAAAAyQUxMjN5++2198sknllju3Lk1c+ZMNWjQIFl7wzD07QsvWLYLN2ggR1fXTMkVyCkOHrz/XMXHUllYmzRpksaMGWMVs/erIccCNR86N+QcEdduKjExSb7eHlZx37yeCrsSdc9j2g6eI2cnB+X1yqULlyM1fsCLOhOafOHOqW+3UYv6FdW06zSFXrqeEZcAIIfIkzuP7O3tky0CfOXKFeXLly/FY/Lly6crVyKSt/9ndEBsbKw+njZVUz/+RA0aNpIklSlbTseO/aVFC+ZRBECWxgjquygCAAAAZLBdu3apU6dOVj84Nm3aVAsWLFDhwoVTPObQ3LlW2/+bPz9DcwRyoipVqshkMiWbckuSJZ6aL4fDhw/X4MGDrWK+9d9OtzyRvSUkJmnfX3+rca2y+mHz7cKTyWRS45plNGvpr/c9Ni4+URcuR8rBwU6tnq6iFRv2Wu2f+nYbvdCksp7tPl3nLiQvEADAvzk6Oal8hSe044/tavJ0U0mS2WzWjh3b1b5DxxSPqVSlinb88Yc6BnaxxP7Yvk2VqlSRJCUmJioxMUF2dtb/XtrZ2cucwr+vALImigAAAAAZJCEhQRMmTND48eOVlJQkSXJxcdEHH3ygvn37ys7u3ssz/dSjh+XP+WvWVO6S914sEkDKzpw5ky7ncXZ2tlqrQxJTAcHKx1/8ojljO2nPkRDtPnxW/V5tLDdXZy3+/g9J0txxnXThUqRGzlglSapRsZgK+ubWgWPnVcg3t97t2UJ2diZNWfiz5ZzThrdVu+bV1WbQbN2MjpVf3tsjDSJvxio2LiF5EgAgqVPnII1452098URFVQyopC+CF+nWrVtq9dLLkqR3h78lX18/DRw0RJL0WsdAde3SSYsWzleDBg21bu0a/Xn4sEaMHitJcnd3V/UaNTXlow/l7OyiAgULas+uXfpx1Xca+tYwm10nkBqMBLiLIgAAAEAG+fHHH62mEKlRo4YWL16scuXK3fe4PyZMsNp+Ze3aDMkPyOmKFStm6xTwmFj+017ly+Oukb2fk19eDx08FqoX+860LBZcJL+3zOa7T8w6OztqVN/nVbxQPt2MidP63/9U1xGLFXnzlqVNz7a3p4rbMPcNq766jwzWFz/syPiLApAt/a95C127elWffvKxIiIuq2y58vr087nK+890QGEXL8rOdPdBlCpVn9SkDz7SJx9P04xpU1S0mL+mzZip0qXLWNq8/+EUTZ82RcPfHqqoyEgVKFhQ/QYMUpt2HTL9+oCcYObMmfrwww8VFhamypUra8aMGapZM+VpJhs1aqQtW7Yki7do0UKrV69OdZ8mI6WxsTlYVFSUvLy8FBkZKU9PT1unAwAAcjDDMPTyyy/rhx9+0IgRI/TOO+/I0dHxvsdcO3FC88rc/dKVK39+9b54MaNTBdJFdrjXDggI0Jo1a1SkSJFHOo9r1X7plBEAPJpruz55cCMAyAQuWexx81JDM+dhqpMfNU9126VLlyowMFCzZs1SrVq1NG3aNC1btkzHjh2Tr69vsvZXr15VfHy8ZfvKlSuqXLmy5s6dqy5duqS633uPQQcAAECaXL9+3WrbZDJp9uzZ2r59u0aNGvXAAsCJ776zKgBIUtfjx9M7TeCxdvbsWSUkMJUKAAAAMt+UKVPUvXt3BQUFqUKFCpo1a5bc3Nw0/x5rwHl7eyt//vyW14YNG+Tm5qY2bdqkqV+KAAAAAI/IMAx98cUX8vf31w8//GC1z8fHRzVq1EjVeb5/6SWr7ZdXr5aTh0e65QkAAAAAjwuTyZQpr7i4OEVFRVm94uLikuUTHx+vPXv2qGnTppaYnZ2dmjZtqu3bt6fqmubNm6f27dsrV65caXovKAIAAAA8gitXrqht27bq1KmTIiMj1a1bN12+fDnN59kxaZLVdoetW1WiRYv0ShPAP+rXry9XV1dbpwEAAIAcYtKkSfLy8rJ6TfrP9ztJioiIUFJSkvz8/Kzifn5+CgsLe2A/O3fu1OHDh9WtW7c055jFZmoCAADIPtauXavXX3/d6obtmWeeeeC0P/8VHx2t3955xypWqG7ddMkRgLU1a9bYOgUAAABkApMpc/oZPny4Bg8ebBVzdnZO937mzZungICAey4ifD8UAQAAANLo5s2bGjp0qD7//HNLzNvbW7NmzUrz3IyS9LG7u9V2n0uXHjlHANZOnDihTZs26dKlSzKbzVb7Ro4caaOsAAAAkN05Ozun6kf/fPnyyd7eXuHh4Vbx8PBw5c+f/77HRkdH6+uvv9bYsWMfKkeKAAAAAGmwfft2derUSadOnbLEmjdvrnnz5qlAgQJpPl9USIjVdsE6deTm4/PIeQK4a86cOerdu7fy5cun/Pnzy/Svx8JMJhNFAAAAgBzIlFlDAVLJyclJ1apV08aNG9WqVStJktls1saNG9WvX7/7Hrts2TLFxcWpY8eOD9U3RQAAAIBUWrx4sYKCgixPEbu5uWnKlCnq0aPHQ91gGoah2cWKWbbtnZz06u+/p1u+AG4bP368JkyYoLffftvWqQAAAOAxNnjwYHXu3FnVq1dXzZo1NW3aNEVHRysoKEiSFBgYqEKFCiVbU2DevHlq1aqV8ubN+1D9UgQAAABIpcaNG8vDw0ORkZGqXbu2Fi9erFKlSj30+X4dNsxqu83GjY+aIoAUXLt27aGm6gIAAED2lcUGAkiS2rVrp8uXL2vkyJEKCwtTlSpVtG7dOstiwSEhIbKzs7M65tixY9q6dat++umnh+7XZBiG8UiZZzNRUVHy8vJSZGSkPD09bZ0OAADIZpYsWaKzZ8/qrbfekoPDwz9PEX/zpj728LCKDX28bsuQA2XVe+2uXbuqRo0a6tWrV7qd07Xq/YdsA0BmubbrE1unAACSJJcs9rh5uWHrM6Wfo//XLFP6eRRZ7KMBAADIGs6ePat3331Xn376qby8vCzxV199NV3Ov3nIEKvtQXFx6XJeAMmVKlVKI0aM0B9//KGAgAA5Ojpa7R8wYICNMgMAAEBGsbPLgkMBbIQiAAAAwL8YhqGFCxdq4MCBunHjhhwdHbVw4cJ07cOcmKiDs2dbtqsNHix7J6d07QPAXbNnz5a7u7u2bNmiLVu2WO0zmUwUAQAAAJCjUQQAAAD4x6VLl9SjRw99//33ltjmzZt19epVeXt7p1s/U/7zFHL9iRPT7dwAkjtz5oytUwAAAEAmy4prAtiK3YObAAAA5HyrVq1SQECAVQGgS5cuOnjwYLoWAGbkzm217d+smRycndPt/ADuzzAMPWbLogEAAOAxRxEAAAA81qKiotS1a1e9+OKLunTpkiQpX758+vbbb7VgwYJ0Xdw0OixMcZGRVrHW69al2/kB3NvixYsVEBAgV1dXubq6qlKlSgoODrZ1WgAAAMggJpMpU17ZAdMBAQCAx9Zvv/2mwMBAnT171hJr2bKl5syZIz8/v3Tvb1WbNlbbgxMS0r0PAMlNmTJFI0aMUL9+/VS3bl1J0tatW9WrVy9FRERo0KBBNs4QAAAAyDgUAQAAwGPr4MGDlgKAu7u7pk+frqCgoAx5miP60iWFbt1q2W7w/vuyc+BWDMgMM2bM0GeffabAwEBL7IUXXtATTzyh0aNHUwQAAADIgbLJQ/qZgm+eAADgsdWnTx+tWrVKt27d0qJFi1S8ePEM6+uz/4wsqD5kSIb1BcDaxYsXVadOnWTxOnXq6OLFizbICAAAAMg8rAkAAAAeC0lJSdqwYYNVzGQyaenSpdq0aVOGFgCm5cpltV133DjZ2dtnWH8ArJUqVUrffPNNsvjSpUtVunRpG2QEAACAjMaaAHcxEgAAAOR4p06dUmBgoLZt26YNGzaoadOmln25c+fOsH4Nw9C80qWVGBNjFa/93nsZ1ieA5MaMGaN27drp119/tawJ8Pvvv2vjxo0pFgcAAACAnISRAAAAIMcyDEOzZ89W5cqVtW3bNklSt27dFB8fnyn9f//SS7p+6pRVbIjZnCl9A7jrlVde0Y4dO5Q3b1599913+u6775QvXz7t3LlTL730kq3TAwAAQAZgJMBdjAQAAAA50sWLF9WtWzetWbPGEitRooQWL14sJyenDO//2okTOvn991axvleuZJubRCCnqVatmr788ktbpwEAAABkOooAAAAgx1m+fLl69eqlK1euWGLdu3fX5MmT5eHhkSk5zCtTxmp7iNlMAQDIZHZ2dg/8785kMikxMTGTMgIAAEBm4evXXRQBAABAjnH9+nX1799fX3zxhSXm5+enuXPn6vnnn8+0PHZ+8IHVdstlyygAADbw7bff3nPf9u3b9fHHH8vMFF0AAADI4SgCAACAHKN79+5avny5Zfvll1/WrFmz5OPjk2k5XNi+Xb++/bZVrGzr1pnWP4C7XnzxxWSxY8eOadiwYfrhhx/02muvaezYsTbIDAAAABmNB7HuYmFgAACQY0yaNElubm7y9PTU4sWLtXz58kwtAEjSkjp1rLYH3LyZqf0DSNmFCxfUvXt3BQQEKDExUfv379eiRYtUrFgxW6cGAAAAZChGAgAAgGwrPj7eapHfUqVKaenSpapUqZKKFi2a6fnsnjLFavu1nTvllCtXpucB4K7IyEhNnDhRM2bMUJUqVbRx40bVr1/f1mkBAAAggzEQ4C5GAgAAgGwnMTFRY8eO1ZNPPqmYmBirfc8//7xNCgDxN25o85Ahlu3cJUuqQI0amZ4HgLs++OADlShRQj/++KO++uorbdu2jQIAAAAAHjuMBAAAANnKsWPHFBgYqJ07d0qS3nrrLX3yySc2zSnh1i197OlpFWu9fr2NsgFwx7Bhw+Tq6qpSpUpp0aJFWrRoUYrtVq5cmcmZAQAAIKOxJsBdFAEAAEC2YBiGPv30U7355pu6deuWJMne3l558+aVYRg2vcGb7uZmtd3k44+Vu2RJG2UD4I7AwEC+/AEAAOCxRxEAAABkeaGhoQoKCtKGDRsssTJlymjx4sWqVauWDTOTDs6ZY7XtU6mSnuzf30bZAPi3hQsX2joFAAAA2AjPgtzFmgAAACBL++qrr1SxYkWrAkDfvn21b98+mxcADi1YoJ969LCKBe7fb5tkAAAAAABIASMBAABAlmQYhrp06aLFixdbYgULFtSCBQv07LPP2jAzKSokRLOLFUsW73ftGlOPAAAAAEAWwHezuxgJAAAAsiSTyaQKFSpYttu3b69Dhw7ZvACQGBeXYgGg6NNPyyV37sxPCAAAAACA+2AkAAAAyLKGDh2qbdu2qUOHDmrfvr2t05EkTXNxsdrOU6aMOu3eLScPDxtlBAAAAAD4LwYC3EURAAAAZAl//PGHdu3apf7/WlTX3t5e33//vQ2zsnZs2TKr7dIvv6wXV6ywUTYAAAAAADwYRQAAAGBT8fHxGjdunCZOnChJqlatmurUqWPjrJKL+vtv/dC2rVWMAgAAAAAAZE2sCXAXawIAAACbOXLkiGrXrq3x48fLbDbLbDbrk08+sXVayRhms2YXLWoVC/rrLxtlAwAAAABA6lEEAAAAmc5sNmvatGl68skntXfvXkmSg4ODxo0bp8WLF9s4O2sJt25psr29Vez5r75S3nLlbJQRAAAAAOBBTKbMeWUHTAcEAAAyVUhIiLp06aJNmzZZYuXLl1dwcLCqVatmw8xSNt3NzWq7cP36KpdFFikGAAAAAOBBGAkAAAAyhWEYWrx4sQICAqwKAG+88Yb27NmTJQsAc0uXThZr/+uvNsgEAAAAAJAWJpMpU17ZASMBAABApkhMTNTUqVMVFRUlSSpSpIgWLlyoJk2a2DizlP3ct6+unzxp2bZ3ctKguDgbZgQAAAAAQNoxEgAAAGQKR0dHBQcHy9nZWZ06ddLBgwezbAEg9to17f/0U6vYwJgYG2UDAAAAAEgr1gS4i5EAAAAgQ9y4cUOXL19WiRIlLLGKFSvqzz//VMmSJW2Y2f0lxMToE29vq1j/yEjZ/WdxYAAAAAAAsgNGAgAAgHS3detWVa5cWa1atVLcf6bQycoFAEkK/s/aBM/MmiVnT08bZQMAAAAAeBisCXAXRQAAAJBu4uLiNGzYMDVo0EBnzpzRoUOHNHbsWFunlWrmxERdPXrUsu1TubIq9+xpw4wAAAAAAHg0TAcEAADSxaFDh9SxY0cdPHjQEqtbt666du1qw6zSZoqjo9V25/37bZMIAAAAAOCRZJOH9DMFIwEAAMAjSUpK0ocffqjq1atbCgCOjo76v//7P23ZssVqTYCsbEWLFlbbFQIDbZQJAAAAAADph5EAAADgoZ05c0adO3fWb7/9ZokFBAQoODhYlStXtmFmqWeYzZqcwqK//5s3zwbZAAAAAADSQ3aZrz8zUAQAAAAP5fr163ryySd1/fp1SbdvsIYOHapx48bJ2dnZtsmlUmJsrKa5uiaL9zx/XnYO3CYBAAAAALI/pgMCAAAPJXfu3Orfv78kyd/fX5s3b9YHH3yQbQoAMZcvp1gAGJyQII9ChWyQEQAAAAAgvZhMpkx5ZQc84gYAAFLNMAyrm5wRI0bI0dFRAwcOlKenpw0zS5uNAwZo34wZyeJDDcMG2QAAAAAAkHEYCQAAAB4oMjJSXbp00aRJk6zijo6OGjFiRLYpAJgTE7X4ySeTFQDKtW9PAQAAAAAAchCTKXNe2QEjAQAAwH1t3rxZnTt3VkhIiBwcHNS8eXNVrVrV1mmlmTkxUVMcHZPF6//f/6nW22/bICMAAAAAADIeRQAAAJCi2NhYvfvuu5oyZYol5urqqpCQkGxZBEipANArNFTuBQvaIBsAAAAAQEbKLvP1ZwaKAAAAIJl9+/apY8eOOnLkiCXWqFEjLVy4UMWKFbNhZg9nsr19stgQs5mbQgAAAABAjseaAAAAwCIxMVETJkxQzZo1LQUAZ2dnTZ48WRs3bsx2BYBbV6/qI5NJhtlsFacAAAAAAAA5G2sC3MVIAAAAIEm6cOGCWrdure3bt1tiVapUUXBwsCpWrGjDzB7Outdf1+EFC5LFWQAYAAAAAPA4YSQAAACQJOXJk0fXrl2TJNnZ2emdd97Rjh07smUB4PSaNckKAK5582pIUpKNMgIAAAAAZCaTyZQpr7SaOXOm/P395eLiolq1amnnzp33bX/9+nX17dtXBQoUkLOzs8qUKaM1a9akqU9GAgAAAEm3F/0NDg5Wp06dNG/ePNWpU8fWKaVZYmysZnh5KSk+3ireaPJkVR882EZZAQAAAAAyW1acqmfp0qUaPHiwZs2apVq1amnatGlq1qyZjh07Jl9f32Tt4+Pj9cwzz8jX11fLly9XoUKFdO7cOeXOnTtN/VIEAADgMbVs2TJVqlRJZcuWtcSqV6+uw4cPyz6FhXSzuvgbN/Sxp2eyeI9z5+RZtKgNMgIAAAAA4K4pU6aoe/fuCgoKkiTNmjVLq1ev1vz58zVs2LBk7efPn6+rV69q27ZtcnR0lCT5+/unud9Hmg4oNjb2UQ4HAAA2cO3aNb322mtq27atAgMDlZiYaLU/uxUADMPQRyZTigWA+hMnUgAAAAAAgMeQncmUKa/Uio+P1549e9S0adO7OdrZqWnTplZr8/3bqlWrVLt2bfXt21d+fn6qWLGiJk6cqKQ0TnWb5iKA2WzWuHHjVKhQIbm7u+v06dOSpBEjRmjevHlpPR0AAMhEP//8swICArRkyRJJ0s6dO/Xtt9/aOKuHF3n2rCbbJb+dcfH21lDDUK3hw22QFQAAAADgcREXF6eoqCirV1xcXLJ2ERERSkpKkp+fn1Xcz89PYWFhKZ779OnTWr58uZKSkrRmzRqNGDFCkydP1vjx49OUY5qLAOPHj9fChQv1wQcfyMnJyRKvWLGi5s6dm9bTAQCATBATE6MBAwbomWeeUWhoqCQpd+7c+vLLL9W6dWsbZ/dwTnz7reYUL54s/uzs2ep35YoNMgIAAAAAZBUmU+a8Jk2aJC8vL6vXpEmT0uUazGazfH19NXv2bFWrVk3t2rXTu+++q1mzZqXpPGleE2Dx4sWaPXu2nn76afXq1csSr1y5so4ePZrW0wEAgAy2a9cuderUSceOHbPEmjZtqgULFqhw4cI2zOzhJMbGapqra7K4s5eX+l27JlNWXP0JAAAAAJAjDR8+XIMHD7aKOTs7J2uXL18+2dvbKzw83CoeHh6u/Pnzp3juAgUKyNHR0Wra3vLlyyssLEzx8fFWD+nfT5pHAoSGhqpUqVLJ4mazWQkJCWk9HQAAyCAJCQkaPXq0ateubSkAuLi46OOPP9b69euzXQEgKT5eq197LcUCwPNffaX+169TAAAAAAAASJJMJlOmvJydneXp6Wn1SqkI4OTkpGrVqmnjxo2WmNls1saNG1W7du0Ur6Fu3bo6efKkzGazJXb8+HEVKFAg1QUA6SGKABUqVNBvv/2WLL58+XJVrVo1racDAAAZZM+ePRo7dqxlwaAaNWpo37596t+/v+xSmEc/K7u0f7+mOjvrr3/WMvi3Tnv2qFz79jbICgAAAACA1Bs8eLDmzJmjRYsW6a+//lLv3r0VHR2toKAgSVJgYKCG/2ttu969e+vq1asaOHCgjh8/rtWrV2vixInq27dvmvpN83RAI0eOVOfOnRUaGiqz2ayVK1fq2LFjWrx4sX788ce0ng4AAGSQp556SoMGDdL06dM1YsQIvfPOO3J0dLR1WmkW8ssv+ubpp5PF/Z99Vq3Xr7dBRgAAAACArM4uCw4Ub9eunS5fvqyRI0cqLCxMVapU0bp16yyLBYeEhFg9tFekSBGtX79egwYNUqVKlVSoUCENHDhQb7/9dpr6NRmGYaQ12d9++01jx47VgQMHdPPmTT355JMaOXKknn322bSeKtNFRUXJy8tLkZGR8vT0tHU6AACkm7CwMPn6+lrdMMTGxurIkSN68sknbZhZ2sVHR+v48uXa0KOHkuLjrfYVrF1brX/6SU7u7jbKDsC9PE732q5V+9k6BQCQJF3b9YmtUwAASZJLmh83z1jNP9uRKf2s7V0rU/p5FA/10dSvX18bNmxI71wAAMBDMAxDS5YsUd++fTVmzBgNHDjQss/FxSVbFQAuHzyoRZUr33P/CytWqMzLL2diRgAAAACA7Ig14+5K84TAJUqU0JUrV5LFr1+/rhIlSqRLUgAAIHWuXLmitm3bqmPHjoqMjNSwYcP0119/2Tqth7KqTZv7FgB6hYZSAAAAAAAAII3SPBLg7NmzlgUG/y0uLk6hoaHpkhQAAHiwNWvWqGvXrgoLC7PEXnnlFRUoUMCGWaXdtZMnNa906RT3levQQTXfflu+9ykOAAAAAADwXwwEuCvVRYBVq1ZZ/rx+/Xp5eXlZtpOSkrRx40b5+/unOYGZM2fqww8/VFhYmCpXrqwZM2aoZs2a92x//fp1vfvuu1q5cqWuXr2qYsWKadq0aWrRokWa+wYAIDu6efOmhg4dqs8//9wS8/b21qxZs9SmTRsbZpY2kWfPak7x4inua/jhh6oxdGgmZwQAAAAAQM6T6iJAq1atJN2eS6lz585W+xwdHeXv76/JkyenqfOlS5dq8ODBmjVrlmrVqqVp06apWbNmOnbsmHx9fZO1j4+P1zPPPCNfX18tX75chQoV0rlz55Q7d+409QsAQHa1bds2BQYG6tSpU5ZY8+bNNW/evGwzAuD0mjVa+dxzKe4r/coravn117JzyGIrSgEAAAAAshWTGApwR6q/YZvNZklS8eLFtWvXLuXLl++RO58yZYq6d++uoKAgSdKsWbO0evVqzZ8/X8OGDUvWfv78+bp69aq2bdsmR0dHSXqo0QcAAGRH3333nV555RXLv8lubm6aMmWKevTokeUXPDIMQ+F79+qHtm0Vefp0im1e27FDBe4zGhAAAAAAAKRdmhcGPnPmTLoUAOLj47Vnzx41bdr0bjJ2dmratKm2b9+e4jGrVq1S7dq11bdvX/n5+alixYqaOHFiimsUAACQ0zz99NMqVqyYJKl27do6cOCAevbsmaULANdOnlRwjRqabGenL6pXT1YA8ChcWC8sX66hhkEBAAAAAACQbuxMmfPKDh5qrH10dLS2bNmikJAQxcfHW+0bMGBAqs4RERGhpKQk+fn5WcX9/Px09OjRFI85ffq0fvnlF7322mtas2aNTp48qT59+ighIUGjRo1K8Zi4uDjFxcVZtqOiolKVHwAAWY2Hh4cWLVqk3377TW+99ZYcsuiUOfHR0dozZYp+Hznyvu26nT6t3PdYEwAAAAAAAKSPNP96sG/fPrVo0UIxMTGKjo6Wt7e3IiIi5ObmJl9f31QXAR6G2WyWr6+vZs+eLXt7e1WrVk2hoaH68MMP71kEmDRpksaMGZNhOQEAkBHOnj2r/v37a8aMGVZT39WvX1/169e3XWL3Efr771rVurWiw8Lu2cajaFHVGjZMlXv2lMkuzQMSAQAAAABIlaw8aj6zpfnb96BBg9SyZUtdu3ZNrq6u+uOPP3Tu3DlVq1ZNH330UarPky9fPtnb2ys8PNwqHh4ervz586d4TIECBVSmTBnZ29tbYuXLl1dYWFiyEQl3DB8+XJGRkZbX33//neocAQDIbIZhaMGCBapUqZJ+/PFHdenSxbIGQFYUHx2t4ytW6COTSV/Vq3fPAkD9iRM1KD5ePc+dU5XevSkAAAAAAACQSdI8EmD//v36/PPPZWdnJ3t7e8XFxalEiRL64IMP1LlzZ7388supOo+Tk5OqVaumjRs3qlWrVpJuP+m/ceNG9evXL8Vj6tatqyVLlshsNsvunx8Pjh8/rgIFCsjJySnFY5ydneXs7JzWywQAINNdunRJPXr00Pfff2+JnT17Vn///bdlLQBbuH7qlK4eO6ZzGzbo4o4dcs6TR2fWrHngcaVfeknPfP653Hx8MiFLAAAAAADuYiDAXWkuAjg6Olp+gPf19VVISIjKly8vLy+vND9lP3jwYHXu3FnVq1dXzZo1NW3aNEVHRysoKEiSFBgYqEKFCmnSpEmSpN69e+uTTz7RwIED1b9/f504cUITJ07M0CmIAADIDN9//726d++uy5cvW2JdunTR9OnT5enpmen5XD91Siuff15X77FOz/20/+03Fa5XLwOyAgAAAAAAaZXmIkDVqlW1a9culS5dWg0bNtTIkSMVERGh4OBgVaxYMU3nateunS5fvqyRI0cqLCxMVapU0bp16yyLBYeEhFgKDpJUpEgRrV+/XoMGDVKlSpVUqFAhDRw4UG+//XZaLwMAgCwhKipKgwYN0vz58y2xfPnyac6cOZaRchnFMAzFXrum0K1bFbZ7t3ZOmiRzYuJDnavkCy+o9ogRyl+9ejpnCQAAAABA2tkxFMDCZBiGkZYDdu/erRs3bqhx48a6dOmSAgMDtW3bNpUuXVrz5s1TlSpVMijV9BEVFSUvLy9FRkba5MlKAADu+P3339WxY0edPXvWEmvZsqXmzJljKYg/iuunT+vSvn1KiotTdHi4bpw/L8dcuXRm7VqF796dpnOZ7OxUtm1bFWncWAVr15ZH4cJy9vJibn8AVh6ne23XqilPYQoAme3ark9snQIASJJc0vy4ecZ6ed6eTOlnZddqmdLPo0jzR1P9X0/4+fr6at26demaEAAAj4uoqChLAcDd3V3Tp09XUFCQTKl8WsEwDMVcvqzIU6d09fhxyTAUcfiwdk+e/Mi5eZctqzxlyqhky5YK6NYt1TkBAAAAAJAV8DX2rnSrz+zdu1cjR47Ujz/+mF6nBAAgR2vevLl69uypI0eOaNGiRSpevHiK7eIiI3X91CldO3FCF3fs0OUDBxTyyy/ploedo6NKv/yyCj71lArUqqWCtWun27kBAAAAAIBtpakIsH79em3YsEFOTk7q1q2bSpQooaNHj2rYsGH64Ycf1KxZs4zKEwCAbC0pKUnLly9X27ZtrZ6qnzZtmhwdHWVvby/p9oK8x1es0NGvvlJ0WJiiw8Ieue/ao0bJvUABJSUkKFf+/HLz8ZFz7tzyKl5czjl8ug4AAAAAwOOJEe13pboIMG/ePHXv3l3e3t66du2a5s6dqylTpqh///5q166dDh8+rPLly2dkrgAAZEsnT5xQxw4dtGPPHp354w+9XL++Ig4fVtz16wrfs0euPj46sWLFQ5+/aJMm8qlcWYmxsSpQs6bsnZ1VsHZtefn7p99FAAAAAACAbCnVRYDp06fr/fff15tvvqkVK1aoTZs2+vTTT3Xo0CEVLlw4I3MEACDLiYuKUlJ8vIzERJmTkmROTFTMpUtKio3VtePHlRAdrYu7d2tBcLB+kBT/z3Fjpk1TwrRpck1jfyY7O5V++WU5uLrKp3JlFWvaVHnKlJGja1rPBAAAAABAzsdAgLtSXQQ4deqU2rRpI0l6+eWX5eDgoA8//JACAAAgW0qMi1PslSsyzGaZk5JkmM2S2WzZTrh5UxGHD+vkd9/JOU8eJcXF6dSqVXL18VHUP4v53k+UpOWS/vpXzFtSe+mBBQB7JyfVHD5cxf/3PxWoWVMmO7uHvUwAAAAAAPCYS3UR4NatW3Jzc5N0ez4lZ2dnFShQIMMSAwDgvwzDUHxUlJISEmT88/R94q1burRvnxJv3VJCdLTCdu9WQnS0bkVEyMXb2/Kk/qX9+3UjJOSRc0iIjn5gm4OSVkiK+VeslqT+zZrJ3d1dDi4u8qlUSS7e3spdsqRcfXzkkiePcvn5yc4hTcv1AAAAAACAFNgxFMAiTb80zJ07V+7u7pKkxMRELVy4UPny5bNqM2DAgPTLDgCQrZmTkhQTHi5zYqLMCQlKjI29vdCtYSgpIUHXjh+Xg6vr7R/0k5JkJCUpMTZWYTt3ys7RUTdCQnTtxAndioiQk4eH4m/csPUlWfEoXFh+1arJ5OAgO3t73YiN1Wfbt2vr5cuWNj7e3po7b55eaNXKdokCAAAAAIDHVqqLAEWLFtWcOXMs2/nz51dwcLBVG5PJRBEAALIZwzBkmM2WH+IToqMVeeaMzPHxSoqP17UTJ2Tv5KRL+/bJydPT8gR+2K5dcnB11cUdO+SaN6/sXVwUceiQJMnBxUWJsbHpmmd6FwAK1q6tC9u3q/Qrr8jO3l4me3uZ7OzuvuztFR0WJr8nn1SBp55S3vLlZe/kJOfcueX0T0H8vwYMGKCtq1ZZtl955RXNmjUrWcEcAAAAAABkLMYB3JXqIsDZVMx/DADIfOakJMkwFB0erluXLyspLk6RZ87IZG+vxNhYXdq/X67e3rpy5IjOrF2rPGXL6sbff+tmaKhMdna358J/RLFXr1ptp3cBwMHVVYm3bilfQIAiDh9W/urV5V6woOUJ/Nhr1+Tg4qISzz8vBxcX2Ts7y6NIEXkULiw7B4fb7RwcZO/kdM8f8NPD6NGjtWLFCt28eVOffPKJOnbsKBPDDwEAAAAAgA0x8TAAZDLLk/f/evo+9upVXTt2zDLXvWV6HLNZcdeuKWzXLiXGxsrBxUUnVq6Ua758unrs2EP1f/GPP+7mkg4FgH9zzp1b8VFRMsxm+VWvLntHR106cECF6taVm4+PTA4OigkLk3vhwvIsWlR2jo6KuXRJvlWrWp7Gt3NwkMneXg6urvIqXlzeZcpk2YVxb968aZkmT5K8vb21YsUKFSxYUEWLFrVhZgAAAAAAPN54KO8uigAA8ACGYSj22jUl3LyppLg4RYWE6PqpU4q7fl1J8fEyJyQo5JdflLtUKRmJiUqKj9epH36Qp7//7e2EBEX9M5oqvZ68v3XlyiOfw8HNTYkxMfKrVk32zs53p8Sxt5c5Pl55ypaVa968MtnZKSEmRr5VqigxNlZ5SpeWnaOj7B0dZefoKI/CheXk6SnHfxaPfxwkJiZq4sSJ+vTTT7Vv3z4VKFDAsu+pp56yYWYAAAAAAADWKAIAyPEMw5CRlKS4qChFnT2rmEuXZE5IUEJ0tK4cPaqQn39W/M2bMplMSkpI0JU//5R0ewoac0KCzImJqeondOtWq+2rf/2VPJd0fvJekpw8PRUfFaX8NWvq5vnzKtO6tSQpLirq9g/8jo4yJybe/vHeyUn5KlaUG3PUP7Tjx4+rU6dO2rlzpySpa9euWr16NU8YAAAAAACQhdjxNd2CIgCALOXOU/eJMTFKio/XjfPnlXDzpq6fPHn7R/l/psoxkpJ0IzRUMZcu6fKBA3IvVEiSZE5I0Nn16+VRtKhuhITcPqnJJBlGmnNJvHUrXa7JzddXdg4OSkpI0K3Ll1WgVq3b097Y20t2drKzt5c5KUnRFy4oT5kyKvDUU9YL1drby5yQINe8eeVTpYqc3N3lkjevXL29s+w0OTmRYRj69NNP9eabb+rWP3837O3tVb16dSUlJcnBgX9SAQAAAABA1sMvFgAyzI3z5xW+d6+u/PWX7J2cdH7LFl07eVKG2SwHFxeZExIUcfiwJMkxVy6ZExKUFB//UH1d2rfPuu87BQApTQUABxcX2bu4KC4yUjIM+T35pOwcHRV77ZrMiYkqWLu2EqKj5Zgrl3KXLCmfypXlmCvX7alxnJyUy89PJgcH2Ts6ytXHRw7Ozg91PchaQkNDFRQUpA0bNlhipUuXVnBwsGrVqmXDzAAAAAAAQEoYsX/XQxUBTp06pQULFujUqVOaPn26fH19tXbtWhUtWlRPPPFEeucIwEbMSUlKiotTQnS0zv/6q2Qy3Z5GJyZGuydPVoGaNRW6dascXF3l5Okpc2KizImJir1yRZFnzqSpr4To6Ay5Bjc/P8WEh6tQvXqyc3TUlSNH5Fu1qnwqVZJrvnwymUyyd3aWT6VKt9vY22dIHsi+vvrqK/Xp00fXr1+3xPr27av3339fuXLlsl1iAAAAAAAAqZDmIsCWLVvUvHlz1a1bV7/++qsmTJggX19fHThwQPPmzdPy5cszIk8A6SQxNlaJsbGWH/OvHj2q6ydPypyQoPO//Sb3ggX19+bNlif07+fO3PkPy8HNTXYODjLZ2Snu+nX5VqkiO0dH3bpyRSaTSQVq1ZI5MVEJMTHyCQiQnZOTvPz9LVPpmBwcZCQmyqNIEbnkzSs3Hx/Z/bNYrYOzs+yYngWPqG/fvvr0008t2wULFtSCBQv07LPP2jArAAAAAADwIAwEuCvNv5ANGzZM48eP1+DBg+Xh4WGJN2nSRJ988km6Jgc87gzDuD1FTkKCjMTE2/PfHzwoSUqKi9Ol/ft14++/ZefkJJOdncwJCTqxYoX8qleXOSFBF3fsUK78+S1P6Mf960nmjGKys5Odg4PsHB1lsrOTe8GCKlC7tvKWLy/vsmVl7+ysvE88Ic8iRTI8F+BRNWnSxFIEaN++vWbOnClvb28bZwUAAAAAAJB6aS4CHDp0SEuWLEkW9/X1VURERLokBeR0MRERurRvn5Li4nTlr78Uf+OGjn39tRLj4nQzNFQehQsr6ty5hz5/6Natlj9Hh4U9Uq5eJUooT+nSCtu5UwWeekrFnnnG8vS+vbOzijZuLEd3d7nmzXt7IVvKrMhBXnnlFfXr109169ZV+/btbZ0OAAAAAABIJX6juivNRYDcuXPr4sWLKl68uFV83759KlSoULolBmRn5sRE3bx4UXHXr+vmhQs6u369Yq9d05k1axRz6dIDj3+UAsC/2Tk6ypyQIEnyLltWJgcH3YqIUFJcnArVqyd7R0eZk5Lk4u0tj8KFlS8gQI5ubvIsVkzOXl7yKFKE/8PEY2PHjh1auXKl3n//fav4jBkzbJQRAAAAAADAo0tzEaB9+/Z6++23tWzZMplMJpnNZv3+++8aOnSoAgMDMyJHwGbib95UfFSUosPDZZjNMsxm6Z//NScl3f7fhAT9vXmzzv/6q6LOnUu3H/A9ihaVkZiomxcuqGiTJpb57c/+9JOqvfGGPP39ZefoKCMpSXlKl5ZH0aKyd3SUnZOTXPLkkZOHBz/gA6mQkJCgsWPHauLEiTKbzapSpYo6dOhg67QA4LGzatWqVLd94YUXMjATAAAA5AR2/CxmkeYiwMSJE9W3b18VKVJESUlJqlChgpKSkvTqq6/qvffey4gcgXRnmWs/Pl5xkZEK2bhRUSEhCvnlF53fsuX2j/0ZzGRvr4pBQcpTpowSbt6Ub5Uqyl2qlLzLlZO9o2OG9w9AOnLkiDp16qS9e/daYosXL1b79u0pogFAJmvVqlWq2plMJiUlJWVsMgAAAEAOkuYigJOTk+bMmaMRI0bo8OHDunnzpqpWrarSpUtnRH5AmhmGoaT4eIVu3apbly8r5vJlRZ45I0d3dx3/5htdPXZMdg4OMicmZmgedo6O8ixWTMX/9z/FXr2qfJUqqXizZnL18ZEHU2cBNmU2mzV9+nQNHz5ccXFxkiQHBweNGjVKw4YNowAAADZgzoSHMAAAAPD44Lv9XWkuAmzdulX16tVT0aJFVbRo0YzICUjGMJsV+vvvuhURoUv798tkZ6ejX38tGYZM9va6cuSIJOs58O8ntQUAk729vMuVkwxDPpUqydXHRyY7u7sve3uZ7OxujxwwDJVt1075KlaUg7PzI10vgIwTEhKiLl26aNOmTZZY+fLlFRwcrGrVqtkwMwAAAAAAgPSX5iJAkyZNVKhQIXXo0EEdO3ZUhQoVMiIvPMaiw8N1cPZs3fj7b53/9VddPXYs1cempgDwb0WfflqSFHHokPLXrKnyHTrI099feStUkEvu3Gk6F4CszTAMBQcHq3///oqKirLE33jjDU2cOFGurq42zA4A8F/R0dHasmWLQkJCFB8fb7VvwIABNsoKAAAA2QXjAO5KcxHgwoUL+vrrr/XVV1/p//7v/1SpUiW99tpr6tChgwoXLpwROSIHiIuM1NVjx5QUFydzYqJiLl/W+S1b5Jgrl3Z9+KHylCmja8ePP/T5XfLkkUwmxV69qgK1asnO0VG3rlyRW758KvnCC3Jwc5Obj4/cfH3lkjev8pYvLzt7+3S8QgDZwYoVKywFgCJFimjhwoVq0qSJjbMCAPzXvn371KJFC8XExCg6Olre3t6KiIiQm5ubfH19KQIAAAAAaWAyDMN42IPPnDmjJUuW6KuvvtLRo0fVoEED/fLLL+mZX7qLioqSl5eXIiMj5enpaet0cpTE2FglxMToZmiokuLiFH3xojb07q2boaHp1kfeChVUqUcPxUdFKU/ZsspdooT8qlVjji8AqRIeHq6AgAD973//08cff6zcjPgBgHSVXvfajRo1UpkyZTRr1ix5eXnpwIEDcnR0VMeOHTVw4EC9/PLL6Zj1w3Gt2s/WKQCAJOnark9snQIASJJc0vy4ecbqtvRwpvQzt13FTOnnUTzSR1O8eHENGzZMlStX1ogRI7Rly5b0ygtZlDkp6fYP/GFhijxzRqd++EEHZ89W4q1b6XL+Owv2ehQpovKvvaZSL7wg98KF5VGokEx2dunSB4DHw82bN3XixAlVrVrVEvPz89PBgweVP39+G2YGAHiQ/fv36/PPP5ednZ3s7e0VFxenEiVK6IMPPlDnzp2zRBEAAAAAyC4eugjw+++/68svv9Ty5csVGxurF198UZMmTUrP3GAjhmEoOixM8Tdu6ODs2bd/7F+1SjKZ0jzn/r+5+fmp1IsvysXbW3aOjkqKi5NH4cIqULOmPIsVUy5+lAOQTrZu3arOnTsrOjpahw8fVr58+Sz7KAAAQNbn6Ogou38eAPH19VVISIjKly8vLy8v/f333zbODgAAANkBE4fcleYiwPDhw/X111/rwoULeuaZZzR9+nS9+OKLcnNzy4j8kMESY2MVvnev/t60SVvfe092jo6P9EN/7pIllatAAdk7Ocm3alUlxsaq4FNPqfxrrzFlD4AMFxcXp1GjRumDDz7QndnuBg0apODgYBtnBgBIi6pVq2rXrl0qXbq0GjZsqJEjRyoiIkLBwcGqWDHrD7cGAAAAspI0FwF+/fVXvfnmm2rbtq3Vk5XIPiLPndPO//s/HZg1K9m+1BQAijRqdHv6H5NJ7gUKyK9aNVXo1EmeRYtmRLoAkCqHDh1Sx44ddfDgQUusbt26Gj16tO2SAgA8lIkTJ+rGjRuSpAkTJigwMFC9e/dW6dKlNX/+fBtnBwAAgOyAB5LvSnMR4Pfff8+IPJDBkuLjdXjhQm3o2TNV7T2KFlUuPz95+vvLzsFBNYYOVZ6yZeWUK1cGZwoAaZOUlKQpU6bovffeU3x8vKTb00iMHTtWb775puzt7W2cIQAgrapXr275s6+vr9atW2fDbAAAAIDsLVVFgFWrVql58+ZydHTUqlWr7tv2hRdeSJfE8OjioqL0c58++uvLLx/YtlL37rJ3cVGlHj3kwxBrANnEmTNn1LlzZ/3222+WWMWKFRUcHKwqVarYLjEAAAAAAGBTDAS4K1VFgFatWiksLEy+vr5q1arVPduZTCYlJSWlV254SNdPndLcUqUe2O7JAQP01Hvvyc3HJxOyAoD0FR8fr/r16ys0NFTS7X+Dhg4dqnHjxsnZ2dnG2QEAHkXx4sXvO3z79OnTmZgNAAAAkL2lqghgNptT/DNszzAMXdyxQ7unTNHpH3+8PVf/fRRp3FjPL1miXPnzZ1KGAJAxnJycNGHCBHXp0kX+/v5atGiRGjRoYOu0AADp4I033rDaTkhI0L59+7Ru3Tq9+eabtkkKAAAA2YodQwEs0rwmwOLFi9WuXbtkT1nGx8fr66+/VmBgYLolh3u7evy4lj3zjG6EhDyw7VPvvac6o0bJziHNHzcAZClJSUlWc/wHBgYqOjpaHTt2lKenpw0zAwCkp4EDB6YYnzlzpnbv3p3J2QAAAADpZ+bMmfrwww8VFhamypUra8aMGapZs2aKbRcuXKigoCCrmLOzs2JjY9PUp11akwwKClJkZGSy+I0bN5IlhPRnGIZ+7tdP88uWvW8BwMnDQy+vXq2hhqF648ZRAACQrUVGRqpLly7q0aOHVdxkMqlPnz4UAADgMdG8eXOtWLHC1mkAAAAgGzCZMueVFkuXLtXgwYM1atQo7d27V5UrV1azZs106dKlex7j6empixcvWl7nzp1L83uR5l+GDcNIcX7O8+fPy8vLK80JIHVuXryoX4cN05HFi1PcX6xpU5V47jk90bmzXPLkyeTsACDjbN68WZ07d1bIP4XPF174//buO77G8//j+Ptkh8QqYqVijybEKEVRRelQo0rVDFW1qlJVqsRoxahRo1Wr1CitLq02Lakomq8dW9QIpWITCRI55/z+8HM4TWhCkjsnXk+P+/HIue71PnGLk/tzX9f1olq2bGlwKgCAEVasWKECBQoYHQMAAAC4L5MnT1bPnj1tD9PPmjVLq1at0vz58zVkyJBU9zGZTCrygEO7p7kIUK1aNZlMJplMJjVu3FgudzxZbjabdfToUTVv3vyBwiAli9msZQ0a6J8//0x1ffMFC+TftWsWpwKAzHf9+nUNGzZMkydPtrV5e3unu8sbAMDx3Prd4xar1arY2FidPXtWn3zyiYHJAAAA4ChSe5DdSElJSdq2bZuGDh1qa3NyclKTJk0UGRl51/3i4+NVsmRJWSwWVa9eXWPHjtVjjz2WrnOnuQjQqlUrSVJUVJSaNWsmLy8v2zo3Nzf5+fnppZdeStfJcW/JiYma6uGR6rpCVaqo05YtcnZzy+JUAJD5duzYoU6dOmnfvn22toYNG2rBggXy8/MzLhgAIEu0bNnS7pc2JycnFSpUSE899ZQqVqxoYDIAAADAXmJiohITE+3a3N3dU8ype+7cOZnNZvn4+Ni1+/j46MCBA6keu0KFCpo/f76qVKmiy5cv66OPPlLdunW1d+9elShRIs0Z01wECAkJkST5+fmpffv28rjLzWk8uKQrVxTev7/2LlyYYt3zS5eqXOvWcuH7DyAHSk5O1vjx4zVy5EglJydLuvkf59ixY/XWW2/JySndU9kAABzQyJEjjY7wn/p/0N/oCAAgSer3zR6jIwCAJGlue3+jI9jJqjsIoaGhGjVqlF1bSEhIhnymrVOnjurUqWN7XbduXVWqVEmfffaZxowZk+bjpHtOgK4MPZOpLkRHa34qTzd55M+vPmfPysnZ2YBUAJD5Lly4oOeff17/+9//bG2BgYFatGiR/P2z1wcJAEDmcnZ21qlTp1S4cGG79vPnz6tw4cIym80GJQMAAICjyKrhgIYOHarg4GC7tn/3ApCkggULytnZWadPn7ZrP336dJrH/Hd1dVW1atV06NChdGVMU0GkQIECOnfunCQpf/78KlCgwF0X3D+rxZJqAaBsy5bqd+ECBQAAOVq+fPlsQ805OTnpvffe06ZNmygAAMBDyGq1ptqemJgoN4bDBAAAQDbi7u6uPHny2C2pFQHc3NxUo0YNhYeH29osFovCw8Ptnva/F7PZrN27d6to0aLpypimngBTpkyRt7e37evsNqlCTjHpXzf5i9erp/br1nHzH8BDwcnJSfPnz1ebNm308ccfq27dukZHAgBksWnTpkm6+dTW3Llz7eYhM5vN+uOPP5gTAAAAAGnilA1vYQcHB6tr166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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:25:56,450 INFO:Model CvT evaluation completed in 169.48 seconds.\n", "2025-03-07 01:25:56,451 INFO:\n", "=== Evaluating Swin on Test Datasets ===\n", "/tmp/ipykernel_112221/3203844338.py:383: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-03-07 01:25:56,608 INFO:Loaded model weights from Swin_best.pth\n", "2025-03-07 01:25:56,608 INFO: === Dataset: a ===\n", "2025-03-07 01:25:57,955 INFO:Total samples: 3181\n", "2025-03-07 01:26:09,981 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:26:10,051 INFO: === Dataset: b ===\n", "2025-03-07 01:26:11,398 INFO:Total samples: 3181\n", "2025-03-07 01:26:23,378 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:26:23,446 INFO: === Dataset: c ===\n", "2025-03-07 01:26:24,780 INFO:Total samples: 3181\n", "2025-03-07 01:26:36,798 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:26:36,866 INFO: === Dataset: d ===\n", "2025-03-07 01:26:38,210 INFO:Total samples: 3181\n", "2025-03-07 01:26:50,488 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:26:50,554 INFO: === Dataset: e ===\n", "2025-03-07 01:26:50,950 INFO:Total samples: 911\n", "2025-03-07 01:26:54,887 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:26:54,957 INFO: === Dataset: f ===\n", "2025-03-07 01:27:00,593 INFO:Total samples: 12911\n", "2025-03-07 01:27:47,949 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:27:48,017 INFO: === Dataset: g ===\n", "2025-03-07 01:27:50,605 INFO:Total samples: 6000\n", "2025-03-07 01:28:13,304 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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F8XA0TPXq1e3qLAwMAACQfDES4BFTmwDjx49X+/btFRgYKEmaNm2aVq5cqVmzZqlv374xtt+2bZvKly+vFi1aSJL8/PzUvHlz7dy5M0lzAwAAvAjCwsJUuHBh3bx5U9KDi9zevXtr2LBhcnV1NTkd8OJYv3692REAAAAA05jWBIiMjNSePXvUr18/W83JyUk1atTQ9u3bY92nXLlymjdvnnbt2qXSpUvrxIkTWrVqlVq3bp1UsQEAAF4YOXPm1Ntvv61vvvlGfn5+mjt3ripWrGh2LOCFU7lyZbMjAAAAIIkxEuAR05oAly5dUlRUlDJnzmxXz5w5s/78889Y92nRooUuXbqkChUqyDAM3b9/Xx07dtQnn3zy2PNEREQoIiLC9pw5PwEAQHIyefJkZcmSRUFBQUqTJo3ZcYAX1ubNm/XVV1/pxIkTWrJkibJnz66QkBDlzp1bFSpUMDseAAAAkGhMXxg4PjZs2KCRI0dq6tSp2rt3r7799lutXLlSw4YNe+w+o0aNUtq0aW0PX1/fJEwMAACQMK5fv662bdtq4cKFdvV06dLps88+owEAPMGyZctUs2ZNubu7a+/evbabhK5fv66RI0eanA4AAACJwpJEDwdgWhPA29tbVqtV58+ft6ufP39eWbJkiXWfgQMHqnXr1nrvvffk7++vd955RyNHjtSoUaMUHR0d6z79+vXT9evXbY+///47wd8LAABAYtqwYYMKFy6sOXPmqFOnTjp9+rTZkQCHMnz4cE2bNk0zZsyQs7OzrV6+fHnt3bvXxGQAAABA4jOtCeDi4qISJUpo3bp1tlp0dLTWrVunsmXLxrrP7du35eRkH9lqtUqSDMOIdR9XV1d5eXnZPQAAABzB3bt39eGHH6pq1aoKCwuTJEVFRen33383ORngWI4cOaJKlSrFqKdNm1bXrl1L+kAAAABIdBaLJUkejsC0NQEkqVevXmrTpo1Kliyp0qVLa8KECbp165YCAwMlSQEBAcqePbtGjRolSapbt67Gjx+vYsWKqUyZMjp27JgGDhyounXr2poBAAAAycG+ffvUqlUrHT582FarUqWKgoODlStXLhOTAY4nS5YsOnbsmPz8/OzqW7ZsUZ48ecwJBQAAACQRU5sATZs21cWLFzVo0CCdO3dORYsW1erVq22LBYeFhdnd+T9gwABZLBYNGDBAp0+fVqZMmVS3bl2NGDHCrLcAAACQoO7fv6/Ro0dr8ODBun//vqQHIxtHjhypHj16xBgVCeDp2rdvr+7du2vWrFmyWCw6c+aMtm/frt69e2vgwIFmxwMAAEAicJS79JOCqU0ASerSpYu6dOkS62sbNmywe54qVSoFBQUpKCgoCZIBAAAkrVOnTql58+bavn27rVa0aFHNmzdPr776qonJAMfWt29fRUdHq3r16rp9+7YqVaokV1dX9e7dW127djU7HpKJDrUKquc7RZQ5nbsOhl5Rrxlb9etfFx+7fZe6hdT+zYLy9fbU5Rt39d22kxoYsksR96IkSU5OFg1oVkLNK+dT5nQeOnv1tkJ+OaJPF+9LqrcEwEGtWLZQS7+ZoytXLilPvpf0Qa++KlDQP9ZtQ08c09yvp+rYn3/o/Lkz6tC9jxo0bWW3zcK5M7V1wzr9HXZSLi6uKuhfVO9+0EO+ufyS4N0ASAjcSgYAAPCCcHNz019//SVJcnJyUv/+/bVz504aAMBzslgs6t+/v65cuaJDhw5px44dunjxooKCgnTmzBmz4yEZaFQ+j0a3K6sRC/eobK9vdSD0slYE1VamtG6xbt+0Ul4Na11aIxftUdGui9Vx8kY1qpBHQ1uVsm3zYYMiav9mQfWcvlVFuy7WgDk71eudIvqgDv9NAPB4G35erelffKaW7TpoyuyFypPvZfXv2UnXrlyOdfuIu3eVNVsOtevUTRkyese6zYF9v6puw6aaMD1EoyZ+paj79/VJj466e+d2Yr4V4LmxJsAjNAEAAABeEJkzZ9b06dOVL18+bdmyRcOHD5eLi4vZsYBkw8XFRQULFlTp0qXl6emp33//Xb6+vmbHQjLQ7e3Cmr3mT4X8clR//nNNXb/crDsR99Wm+suxbv/ay1m0/c/zWrTpuMIu3NS6/ae1ePNxlczv869tMuuHXaFavedvhV24qe+2n9S6/afttgGA//p2YYjerNdANd+qr1y586rbRwPk6uqmn374PtbtXy5YSO279FKV12vJ2Tn2686Rn3+pN+q8Lb88+ZQ3/8v6cMBQXTh/Vn/9+UcivhPg+dEEeIQmAAAAgEmWLVumS5cu2dXeeecdHTp0SGXLljUpFQAgPpxTOalYXm/9cuAfW80wpF9+O63SL2eOdZ8dR86pWF5vlcyfSZLklzmNahb31eq9Yf/a5ryqFs6ufNnSSpL8/TKo7CuZtWbv34n4bgA4snv37umvI3+oeMnXbDUnJycVK/WaDh86kGDnuXXrpiQpjZdXgh0TQOIyfU0AAACAlObq1avq3LmzFixYoEaNGmnx4sV2d5C4urqamA4AEB/eadyUyuqkC9fu2NUvXL+jl3Oki3WfRZuOK2MaN60bWU8Wi0XOqZw0/cfDGrt0v22bz5btl5e7i36b3ERR0YasThYFfbNbCzcdS8R3A8CRhV+7quioKKXLkNGunj5DRv196mSCnCM6OlrTJozRq4WLyi9v/gQ5JpBoHOMm/SRBEwAAACAJrV27VoGBgTp9+rQkaenSpdq0aZMqV65scjIAjxMREaGIiAi7mhF1Txars0mJ4OgqFsqqPo2KqftXW7T7rwvKmyWtPnuvnM5eLWZb+LdR+bxqVjmf2o7/RYf/vqLCub01tl1Znb1yS9+s/8vkdwAgpZo8bqROnTiucdOCzY4CIB5oAgAAACSB27dv6+OPP9bkyZNttXTp0mnKlCmqVKmSicmA5OvAgSdPfXDkyJE4HWfUqFEaMmSIXc368ltyLlD3mbMh+bh0467uR0XLJ527Xd0nrbvOXY190cygFiW1YMNfCv75wd/g76euysMtlaZ8UEmjl+yTYUgj25bRZ8v2a8mW47ZtcmbyVJ+GxWgCAIiVV7r0crJaYywCfPXKZaXPEPuiv/ExedxI7dy6SeOmzlImn9inOwNeJI4yX39SoAkAAACQyHbv3q3WrVvb/eBYo0YNzZ49Wzly5DAxGZC8FS1aVBaLRYZhxHjtYT0uXw779eunXr162dV8WoYkWE44tnv3o7Xv+CVVLZxd/9t5SpJksUhVC2fTtFW/x7qPu2sqRf/n7zI62vj/fR/8bbq7xNwmKtqQE79nAHgMZ2dn5X/5Fe3bs1PlKleT9GD6nv2/7lS9hs2e+biGYWjK+FHatvEXjZ0yU1mycf0KOBqaAAAAAInk3r17GjFihIYPH66oqChJkpubm8aMGaPOnTvLycnJ5IRA8nbyZMLMf+zq6hpjrQ6mAsK/fbH8gGZ0r6I9xy7q178uqktdf3m4OWvuuqOSpK+7V9GZy7c0aN5uSdKq3WHqVs9fv524rF1HLyhvVi8NalFSq3afsjUDVv16Sh83Kqa/L97U4b+vqmhub3Wr56+56+I2ggVAytSgWWt9NnygXirwql4uWEjfLZqnu3fv6I236kuSxgztL+9MPmrXqbukB9erYScfjDi6d/+eLl+8oONH/5Sbh4ey58gpSZr82UitX/ujBo+eIHeP1Lpy+ZIkKbWnp1xd3ZL+TQJxxEiAR2gCAAAAJJIffvjBbgqRUqVKae7cuSpQoICJqYCUI1euXGZHQAqxdOsJead116DmJZU5vYcOnLyst4es0oXrDxYL9s3kaXdX/6eL98owDAW1LKlsGVLrUvhdrdx9SoO/2W3bptf0bQpqWVITO1RQprTuOnv1tmb+9IdGLt6b5O8PgOOoUuNNXb92VXNnTNXVK5eUJ//LGjF+qtL//2LBF8+fs7sR5fKlC/qgbVPb86Xz52jp/DkqXKykxk6ZKUn64bvFkqQ+nd+1O9eH/YfqjTpvJ/ZbApAALEZsY2OTsfDwcKVNm1bXr1+Xl5eXKRna5Jigy6dvKGP2NJrzTw9TMgAAgMRnGIYaNGig//3vfxo4cKA++eQTOTtz9zCSrxfhWvtp/P39tWrVKvn6+j7XcdzrT0+gRADwfP6YGWB2BACQJPllfLFGhuTr/WOSnOfYZ7WS5DzPg5EAAAAACeTatWtKly6d7bnFYtH06dMVGhqqUqVKmRcMgE1oaKju3btndgwAAAAgyTARLQAAwHMyDEPz5s2Tn5+f/ve//9m9lilTJhoAAAAAAJDELBZLkjwcAU0AAACA53D58mU1adJErVu31vXr1/Xee+/p4sWLZscC8BgVK1aUu7u72TEAAACAJMN0QAAAAM/oxx9/VLt27XTu3Dlb7fXXX2fef+AFtmrVKrMjAAAAIAk4yE36SYImAAAAQDzdvHlTvXv31ldffWWrZciQQdOmTVPjxo1NTAbgcf766y+tX79eFy5cUHR0tN1rgwYNMikVAAAAkPhoAgAAAMTD9u3b1bp1ax0/ftxWq1WrlmbOnKmsWbOamAzA48yYMUOdOnWSt7e3smTJYjd3q8VioQkAAACQDDnKfP1JgSYAAABAHM2dO1eBgYG2u4g9PDw0fvx4vf/++1xgAi+w4cOHa8SIEfr444/NjgIAAAAkOZoAAAAAcVS1alWlSZNG169fV9myZTV37lzly5fP7FgAnuLq1atM1QUAAJDCcJ/WI05mBwAAAHAUvr6+mjp1qkaMGKFNmzbRAAAcROPGjbVmzRqzYwAAAACmYCQAAABALEJDQ9W/f39NnTpVadOmtdVbtGhhYioAzyJfvnwaOHCgduzYIX9/fzk7O9u93q1bN5OSAQAAILE4OTEU4CGaAAAAAP9iGIaCg4PVvXt33bhxQ87OzgoODjY7FoDnMH36dHl6emrjxo3auHGj3WsWi4UmAAAAAJI1mgAAAAD/78KFC3r//fe1fPlyW23Dhg26cuWKMmTIYGIyAM/j5MmTZkcAAABAEmNNgEdYEwAAAEDSihUr5O/vb9cAaNu2rQ4cOEADAEhGDMOQYRhmxwAAAACSDE0AAACQooWHh+vdd9/V22+/rQsXLkiSvL299d1332n27Nny8vIyOSGAhDB37lz5+/vL3d1d7u7uKly4sEJCQsyOBQAAgERisViS5OEImA4IAACkWJs3b1ZAQIBCQ0Nttbp162rGjBnKnDmzecEAJKjx48dr4MCB6tKli8qXLy9J2rJlizp27KhLly6pZ8+eJicEAAAAEg9NAAAAkGIdOHDA1gDw9PTUxIkTFRgY6DB3cwCIm0mTJunLL79UQECArVavXj29+uqrGjx4ME0AAACAZIivdY/QBAAAACnWBx98oBUrVujOnTuaM2eOcufObXYkAIng7NmzKleuXIx6uXLldPbsWRMSAQAAAEmHNQEAAECKEBUVpbVr19rVLBaLFi1apPXr19MAAJKxfPnyafHixTHqixYtUv78+U1IBAAAgMTGmgCPMBIAAAAke8ePH1dAQIC2bdumtWvXqkaNGrbX0qVLZ14wAEliyJAhatq0qTZt2mRbE2Dr1q1at25drM0BAAAAIDlhJAAAAEi2DMPQ9OnTVaRIEW3btk2S9N577ykyMtLkZACSUsOGDbVz505lzJhR33//vb7//nt5e3tr165deuedd8yOBwAAgETASIBHGAkAAACSpbNnz+q9997TqlWrbLU8efJo7ty5cnFxMTEZADOUKFFC33zzjdkxAAAAgCRHEwAAACQ7S5cuVceOHXX58mVbrX379ho3bpzSpEljYjIAScnJyempd2dZLBbdv38/iRIBAAAgqTjITfpJgiYAAABINq5du6auXbtq3rx5tlrmzJn19ddf66233jIxGQAzfPfdd499bfv27friiy8UHR2dhIkAAACApEcTAAAAJBvt27fX0qVLbc8bNGigadOmKVOmTCamAmCWt99+O0btyJEj6tu3r/73v/+pZcuWGjp0qAnJAAAAkNgcZb7+pMDCwAAAINkYNWqUPDw85OXlpblz52rp0qU0AABIks6cOaP27dvL399f9+/f1/79+zVnzhzlypXL7GgAAABAomIkAAAAcFiRkZF2i/zmy5dPixYtUuHChZUzZ04TkwF4UVy/fl0jR47UpEmTVLRoUa1bt04VK1Y0OxYAAAASGQMBHmEkAAAAcDj379/X0KFDVbx4cd2+fdvutbfeeosGAABJ0pgxY5QnTx798MMPWrBggbZt20YDAAAAACkOIwEAAIBDOXLkiAICArRr1y5J0kcffaTJkyebnArAi6hv375yd3dXvnz5NGfOHM2ZMyfW7b799tskTgYAAIDExpoAj9AEAAAADsEwDE2dOlV9+vTRnTt3JElWq1UZM2aUYRhc4AGIISAggP/fAAAAgBSPJgAAAHjhnT59WoGBgVq7dq2t9tJLL2nu3LkqU6aMickAvMiCg4PNjgAAAACTcC/II6wJAAAAXmgLFixQoUKF7BoAnTt31r59+2gAAAAAAADwFIwEAAAALyTDMNS2bVvNnTvXVsuWLZtmz56tN954w8RkAAAAAIAXHdNCPsJIAAAA8EKyWCwqWLCg7XmzZs108OBBGgAAAAAAAMQDIwEAAMALq3fv3tq2bZuaN2+uZs2amR0HAAAAAOAgGAjwCE0AAADwQtixY4d2796trl272mpWq1XLly83MRUAAAAAAI6NJgAAADBVZGSkhg0bppEjR0qSSpQooXLlypmcCgAAAADgyFgT4BHWBAAAAKY5fPiwypYtq+HDhys6OlrR0dGaPHmy2bEAAAAAAEg2aAIAAIAkFx0drQkTJqh48eLau3evJClVqlQaNmyY5s6da3I6AAAAAICjs1iS5uEImA4IAAAkqbCwMLVt21br16+31V555RWFhISoRIkSJiYDAAAAACD5YSQAAABIEoZhaO7cufL397drAPTo0UN79uyhAQAAAAAASDAWiyVJHo6AkQAAACBJ3L9/X59//rnCw8MlSb6+vgoODla1atVMTgYAAAAAQPLFSAAAAJAknJ2dFRISIldXV7Vu3VoHDhygAQAAAAAASBSsCfAIIwEAAECiuHHjhi5evKg8efLYaoUKFdLvv/+uvHnzmpgMAAAAAICUg5EAAAAgwW3ZskVFihRR/fr1FRERYfcaDQAAAAAAQGJjTYBHaAIAAIAEExERob59+6pSpUo6efKkDh48qKFDh5odCwAAAACAFIvpgAAAQII4ePCgWrVqpQMHDthq5cuX17vvvmtiKgAAAABASuQgN+knCUYCAACA5xIVFaWxY8eqZMmStgaAs7OzPv30U23cuNFuTQAAAAAAAJC0GAkAAACe2cmTJ9WmTRtt3rzZVvP391dISIiKFCliYjIAAAAAQErmKPP1JwWaAAAA4Jlcu3ZNxYsX17Vr1yQ9uMDq3bu3hg0bJldXV3PDAQAAAAAASUwHBAAAnlG6dOnUtWtXSZKfn582bNigMWPG0AAAAAAAAJjOYrEkycMRMBIAAADEmWEYdhc5AwcOlLOzs7p37y4vLy8TkwEAAAAAgNgwEgAAADzV9evX1bZtW40aNcqu7uzsrIEDB9IAAAAAAAC8UCyWpHk4AkYCAACAJ9qwYYPatGmjsLAwpUqVSrVq1VKxYsXMjgUAAAAAAOKAkQAAACBWd+/e1YcffqiqVasqLCxMkuTu7m77ZwAAAAAAXlSsCfAIIwEAAEAM+/btU6tWrXT48GFbrUqVKgoODlauXLlMTAYAAAAAAOKDkQAAAMDm/v37GjFihEqXLm1rALi6umrcuHFat24dDQAAAAAAgENgTYBHGAkAAAAkSWfOnFGjRo20fft2W61o0aIKCQlRoUKFTEwGAAAAAACeFSMBAACAJCl9+vS6evWqJMnJyUmffPKJdu7cSQMAAAAAAOBwWBPgEZoAAABA0oNFf0NCQlSgQAFt3rxZI0aMkIuLi9mxAAAAAACIN6YDeoTpgAAASKGWLFmiwoUL6+WXX7bVSpYsqUOHDslqtZqYDAAAAAAAJJTnGglw9+7dhMoBAACSyNWrV9WyZUs1adJEAQEBun//vt3rNAAAAAAAAI7OyWJJkocjiHcTIDo6WsOGDVP27Nnl6empEydOSJIGDhyomTNnJnhAAACQcH7++Wf5+/tr/vz5kqRdu3bpu+++MzkVAAAAAABILPFuAgwfPlzBwcEaM2aM3TzBhQoV0tdff52g4QAAQMK4ffu2unXrptdff12nT5+WJKVLl07ffPONGjVqZHI6AAAAAAASFmsCPBLvJsDcuXM1ffp0tWzZ0m66gCJFiujPP/9M0HAAAOD57d69W8WLF9ekSZNstRo1aujgwYNq0aKFLI5y1QIAAAAAAOIt3k2A06dPK1++fDHq0dHRunfvXoKEAgAAz+/evXsaPHiwypYtqyNHjkiS3Nzc9MUXX+inn35Sjhw5TE4IAAAAAEDisFgsSfJwBPFuAhQsWFCbN2+OUV+6dKmKFSuWIKEAAMDz27Nnj4YOHaqoqChJUqlSpbRv3z517dpVTk7xvgQAAAAAAAAOKN6/AAwaNEhdunTR6NGjFR0drW+//Vbt27fXiBEjNGjQoMTICAAAnsFrr72mnj17ymq1avDgwdq6dasKFChgdiwAAAAAABKdkyVpHvE1ZcoU+fn5yc3NTWXKlNGuXbueuP21a9fUuXNnZc2aVa6urnrppZe0atWq+H0W8Q359ttv63//+59+/vlnpU6dWoMGDdIff/yh//3vf3r99dfjezgAAJBAzp07p+joaLvaiBEjtGvXLgUFBcnZ2dmkZAAAAAAAYNGiRerVq5eCgoK0d+9eFSlSRDVr1tSFCxdi3T4yMlKvv/66QkNDtXTpUh05ckQzZsxQ9uzZ43XeVM8StmLFilq7du2z7AoAABKYYRiaP3++OnfurCFDhqh79+6219zc3FS8eHET0wEAAAAAkPRexPn6x48fr/bt2yswMFCSNG3aNK1cuVKzZs1S3759Y2w/a9YsXblyRdu2bbPd2Ofn5xfv88Z7JECePHl0+fLlGPVr164pT5488Q4AAACe3eXLl9WkSRO1atVK169fV9++ffXHH3+YHQsAAAAAAPxLZGSk9uzZoxo1athqTk5OqlGjhrZv3x7rPitWrFDZsmXVuXNnZc6cWYUKFdLIkSNta//FVbxHAoSGhsZ6koiICJ0+fTq+hwMAAM9o1apVevfdd3Xu3DlbrWHDhsqaNauJqQAAAAAAMF9SDQSIiIhQRESEXc3V1VWurq52tUuXLikqKkqZM2e2q2fOnFl//vlnrMc+ceKEfvnlF7Vs2VKrVq3SsWPH9MEHH+jevXsKCgqKc8Y4jwRYsWKFVqxYIUn66aefbM9XrFih7777TsOGDXumoQhmLIQAAIAju3nzpjp27Kg6derYGgAZMmTQ4sWLNW/ePKVLl87cgAAAAAAApBCjRo1S2rRp7R6jRo1KkGNHR0fLx8dH06dPV4kSJdS0aVP1799f06ZNi9dx4jwSoH79+pIezKXUpk0bu9ecnZ3l5+encePGxevkDxdCmDZtmsqUKaMJEyaoZs2aOnLkiHx8fGJs/3AhBB8fHy1dulTZs2fXqVOn+LEDAJBibNu2TQEBATp+/LitVqtWLc2cOZMRAAAAAAAA/D+LkmYoQL9+/dSrVy+72n9HAUiSt7e3rFarzp8/b1c/f/68smTJEuuxs2bNKmdnZ1mtVlvtlVde0blz5xQZGSkXF5c4ZYzzSIDo6GhFR0crZ86cunDhgu15dHS0IiIidOTIEb311ltxPZwk+4UQChYsqGnTpsnDw0OzZs2KdfuHCyF8//33Kl++vPz8/FS5cmUVKVIkXucFAMARff/996pYsaKtAeDh4WFbRIgGAAAAAAAASc/V1VVeXl52j9iaAC4uLipRooTWrVtnq0VHR2vdunUqW7ZsrMcuX768jh07pujoaFvt6NGjypo1a5wbANIzLAx88uRJeXt7x3e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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:28:13,370 INFO: === Dataset: h ===\n", "2025-03-07 01:28:15,932 INFO:Total samples: 6000\n", "2025-03-07 01:28:38,565 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:28:38,631 INFO: === Dataset: i ===\n", "2025-03-07 01:28:41,199 INFO:Total samples: 6000\n", "2025-03-07 01:29:04,192 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:29:04,259 INFO: === Dataset: j ===\n", "2025-03-07 01:29:06,794 INFO:Total samples: 6000\n", "2025-03-07 01:29:29,157 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:29:29,223 INFO: === Dataset: k ===\n", "2025-03-07 01:29:31,755 INFO:Total samples: 6000\n", "2025-03-07 01:29:54,418 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:29:54,485 INFO: === Dataset: l ===\n", "2025-03-07 01:30:02,504 INFO:Total samples: 18911\n", "2025-03-07 01:31:13,180 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:31:13,249 INFO:Model Swin evaluation completed in 316.80 seconds.\n", "2025-03-07 01:31:13,249 INFO:\n", "=== Evaluating CaiT on Test Datasets ===\n", "/tmp/ipykernel_112221/3203844338.py:383: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-03-07 01:31:13,358 INFO:Loaded model weights from CaiT_best.pth\n", "2025-03-07 01:31:13,358 INFO: === Dataset: a ===\n", "2025-03-07 01:31:14,705 INFO:Total samples: 3181\n", "2025-03-07 01:31:25,877 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:31:25,945 INFO: === Dataset: b ===\n", "2025-03-07 01:31:27,341 INFO:Total samples: 3181\n", "2025-03-07 01:31:38,079 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:31:38,148 INFO: === Dataset: c ===\n", "2025-03-07 01:31:39,549 INFO:Total samples: 3181\n", "2025-03-07 01:31:50,319 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:31:50,388 INFO: === Dataset: d ===\n", "2025-03-07 01:31:51,759 INFO:Total samples: 3181\n", "2025-03-07 01:32:02,507 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:32:02,573 INFO: === Dataset: e ===\n", "2025-03-07 01:32:02,964 INFO:Total samples: 911\n", "2025-03-07 01:32:06,562 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:32:06,630 INFO: === Dataset: f ===\n", "2025-03-07 01:32:12,157 INFO:Total samples: 12911\n", "2025-03-07 01:32:54,416 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:32:54,487 INFO: === Dataset: g ===\n", "2025-03-07 01:32:57,041 INFO:Total samples: 6000\n", "2025-03-07 01:33:17,165 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:33:17,234 INFO: === Dataset: h ===\n", "2025-03-07 01:33:19,783 INFO:Total samples: 6000\n", "2025-03-07 01:33:39,813 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:33:39,880 INFO: === Dataset: i ===\n", "2025-03-07 01:33:42,417 INFO:Total samples: 6000\n", "2025-03-07 01:34:02,589 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:34:02,658 INFO: === Dataset: j ===\n", "2025-03-07 01:34:05,185 INFO:Total samples: 6000\n", "2025-03-07 01:34:25,452 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:34:25,525 INFO: === Dataset: k ===\n", "2025-03-07 01:34:28,169 INFO:Total samples: 6000\n", "2025-03-07 01:34:48,370 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:34:48,439 INFO: === Dataset: l ===\n", "2025-03-07 01:34:56,792 INFO:Total samples: 18911\n", "2025-03-07 01:35:58,404 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:35:58,478 INFO:Model CaiT evaluation completed in 285.23 seconds.\n", "2025-03-07 01:35:58,478 INFO:\n", "=== Evaluating DeiT on Test Datasets ===\n", "/tmp/ipykernel_112221/3203844338.py:383: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-03-07 01:35:58,616 INFO:Loaded model weights from DeiT_best.pth\n", "2025-03-07 01:35:58,617 INFO: === Dataset: a ===\n", "2025-03-07 01:36:00,005 INFO:Total samples: 3181\n", "2025-03-07 01:36:11,443 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:36:11,509 INFO: === Dataset: b ===\n", "2025-03-07 01:36:12,908 INFO:Total samples: 3181\n", "2025-03-07 01:36:23,839 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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vn1G/fn27sfjOow0j7uvfu3dvnM8Q8cmXL5/Rtm1b837v3r0NSXbnpFevXjXy589v+Pv7m+dxd49XtGhRIyoqytz27ueFAwcOPPS49/8tTJs2zcicObN57vbGG28Y1atXf+B78N/z0ejoaKN48eJGjRo17MYzZsxo99ruunuu16JFiwc+dr8zZ84YXl5eRu3atY2oqCijVKlSRt68eY2IiIiHvsbz588brq6uRp06dezOf6dNm2ZIMubOnWuOVatWzZBkLFiwwByLiooycubMabz++usPPY5hGIYkQ5Lx888/m2N//fWX4e7ubrz22muP3B8AkgozAQCkWpkyZdLVq1cl/btUycaNG82rvMPDwxUeHq6LFy+qbt26+uOPP+JM6U1qw4YNU44cOZQzZ05VqVJFhw8f1sSJE+2WvbmbN74lfe6XOXNmRUZGSpL5/x+1z8MkxXM8TP78+VW3bl27sWeeeUaBgYFavHixORYTE6OlS5eqYcOG5nqxS5YsUdasWVW7dm3z9xYeHq7SpUsrU6ZM2rRp0wOPe+bMGe3bt0/t2rWTl5eXOV6iRAnVrl073mm+b7/9tt39KlWq6OLFi+Z7lFhLlixR0aJFVaRIEbv8NWrUkCQzf7Zs2SRJ33zzjWJjYx/rWPeLiYnRunXr1KhRI7sZIkWLFo3zu5Bktz5vRESEwsPDVa1aNR0/ftxuavmDuLm5mc3nYmJidPHiRXNJoz179pjbZcuWTf/8849++umneJ/HMAwtW7ZMDRs2lGEYdu9Z3bp1FRERYfd8j6Nbt25293v06CFJCZr2DQAAHk9qOTePjIxM8Dnvzz//rPPnz6tr165mXwJJql+/vooUKRJnKR0p/nPJ48ePP1no+2TNmlWStG7dukcuWXm/NWvWqFy5cnZLIGXKlEmdOnXSiRMndOjQIbvtg4KC5Orqat6/u5RpYl5L06ZNdfPmTa1atUpXr17VqlWrHrgUkGR/Pnr58mVFRESoSpUqiT73++/v4EFy5syp6dOna/369apSpYr27dunuXPnKkuWLA/d7/vvv1d0dLR69+5t13y5Y8eOypIlS5y/i0yZMtn1rHB1dVW5cuUS/F5WqFBBpUuXNu/nzZtXr776qtatW2cuNQUAyY0iAIBU69q1a+YJ/p9//inDMDRkyBDlyJHD7jZs2DBJ/zboSk6dOnXS+vXr9b///U99+vTRzZs345y03c179wPSg1y9etXc9u5J6qP2eZikeI6HedjSRjt27DA/5G3evFnnz5+3Wybnjz/+UEREhHx8fOL87q5du/bQ39tff/0lSXr22WfjPFa0aFGFh4fr+vXrduP/XVLp7nJNCe0/8F9//PGHDh48GCf7M888I+ne312zZs1UqVIlvfXWW/L19VXz5s311VdfPXZB4MKFC7p586YKFy4c57H43o8dO3aoVq1aZt+EHDlymP0IElIEiI2N1UcffaTChQvLzc1N3t7eypEjh/bv32+3/3vvvadMmTKpXLlyKly4sLp162YueXQ395UrVzRr1qw471lQUJCkJ/9v9b/vScGCBeXk5BTv8lAAACBppJZz8yxZsiT4nPdh55JFihQxH7/L3d09ztI+2bNnf+zzyPjkz59fffv21WeffSZvb2/VrVtX06dPf+T52l9//fXAc+K7j98vKc6Jc+TIoVq1amnRokX6+uuvFRMTY3cB1H+tWrVKL7zwgtzd3eXl5aUcOXLok08+SdC56P0e9NkjPs2bN1f9+vW1e/dudezYUTVr1nzkPg/6u3B1dVWBAgXivJdPP/10nH5qifm7iO98/plnntGNGzd04cKFBD0HADwpWqsDSJX++ecfRUREqFChQpJkfpHar1+/eK+ClmRum1wKFy6sWrVqSZIaNGggZ2dnDRgwQNWrV1eZMmXMDBkyZND+/fsf+DxRUVE6cuRInH0OHDjw2NmKFCki6d91MBs1avTI7eNrCizpgVei3H9Vz/2aNWum4OBgLVmyRL1799ZXX32lrFmz6qWXXjK3iY2NlY+Pjz7//PN4nyMxa6gmxIN6IhiG8VjPFxsbq4CAAE2aNCnex/38/CT9+x5t3bpVmzZt0urVq7V27VotXrxYNWrU0HfffZcsvRruOnbsmGrWrKkiRYpo0qRJ8vPzk6urq9asWaOPPvooQYWIsWPHasiQIWrfvr1GjRolLy8vOTk5qXfv3nb7Fy1aVEeOHNGqVau0du1aLVu2TDNmzNDQoUM1YsQIc9tWrVqpbdu28R6rRIkSSfPC/9+D/p4BAEDSSE3n5kWKFNHevXv1999/m+dhSeVJztcSc349ceJEtWvXTt98842+++479ezZU+PGjdOuXbv09NNPP3aG+yXVOXHLli3VsWNHnT17VvXq1TNnv/7Xtm3b9Morr6hq1aqaMWOGcuXKJRcXF82bN0+LFi1K1DEf9NkjPhcvXtTPP/8sSTp06JBiY2Ptru5PCkn9+QIArEARAECqFBoaKknmh4oCBQpIklxcXMwv4q02aNAgzZ49W4MHD9batWslSRkzZlT16tW1ceNG/fXXX8qXL1+c/b766itFRUWpQYMGkiRPT0/VqFFDGzdufOwPM5UrV1b27Nn1xRdfaODAgY/8AHP3SqArV67Yncj/96qXR8mfP7/KlSunxYsXq3v37vr666/VqFEjubm5mdsULFhQ33//vSpVqpSoE3pJ5vt35MiROI/9/vvv8vb2VsaMGRP1nA/yoA9uBQsW1K+//qqaNWs+8stmJycn1axZUzVr1tSkSZM0duxYDRo0SJs2bVKtWrUS9WV1jhw55OHhoT/++CPOY/99P/73v/8pKipKK1eutLvqK76llh6UYenSpapevbrmzJljN37lyhV5e3vbjWXMmFHNmjVTs2bNFB0drcaNG2vMmDEKDg5Wjhw5lDlzZsXExDzyv9XH/fL+jz/+sLtC7M8//1RsbKz8/f0f6/kAAMDDpaZz84YNG+qLL77QwoULFRwc/NBt7z+XvLuU411HjhyJ91z9cd1/fn2/B51fBwQEKCAgQIMHD9YPP/ygSpUqaebMmRo9enS82+fLl++B58R3H08Or732mjp37qxdu3bZLQP6X8uWLZO7u7vWrVtn91lg3rx5cbZNygs4unXrpqtXr2rcuHEKDg7W5MmT1bdv34fuc//fxd2/Zenfps1hYWFJ/jcd3/n80aNH5enpmeQXRAHAg7AcEIBUZ+PGjRo1apTy58+vN998U5Lk4+OjF198UZ9++qnOnDkTZx8rplFmy5ZNnTt31rp167Rv3z5zfPDgwTIMQ+3atdPNmzft9gkLC9O7776rXLlyqXPnzub4sGHDZBiGWrdurWvXrsU51i+//KL58+c/MIunp6fee+89HT58WO+99168V6UsXLhQu3fvlvTvF9uStHXrVvPx69evP/QYD9KsWTPt2rVLc+fOVXh4uN1SQNK/a4nGxMRo1KhRcfa9c+dOnA9K98uVK5cCAwM1f/58u+1+++03fffdd3r55ZcTnfdBMmbMGO9U5aZNm+rUqVOaPXt2nMdu3rxpLkd06dKlOI8HBgZK+nf2x91jSHE/HMbH2dlZdevW1YoVK3Ty5Elz/PDhw1q3bl2cbSX7q5EiIiLi/dCVMWPGeI/v7Owc5+9myZIlcdbzvXjxot19V1dXFStWTIZh6Pbt23J2dtbrr7+uZcuW6bfffotznPv/W03M+3G/6dOn292fOnWqJKlevXqJeh4AAPBoqe3cvEmTJgoICNCYMWO0c+fOOI9fvXpVgwYNkiSVKVNGPj4+mjlzpnk+JknffvutDh8+rPr16ydZrvjOr2NiYjRr1iy77SIjI3Xnzh27sYCAADk5Odll/K+XX35Zu3fvtnvN169f16xZs+Tv769ixYolxcuII1OmTPrkk080fPhwNWzY8IHbOTs7y2az2c18OHHihFasWBFn2wedjybW0qVLtXjxYr3//vsaMGCAmjdvrsGDB+vo0aMP3a9WrVpydXXVxx9/bHf+O2fOHEVERCTp34Uk7dy5064vwt9//61vvvlGderUSdbZwgBwP2YCALDUt99+q99//1137tzRuXPntHHjRq1fv1758uXTypUr7Rp4TZ8+XZUrV1ZAQIA6duyoAgUK6Ny5c9q5c6f++ecf/frrrymev1evXpo8ebLef/99ffnll5KkqlWr6sMPP1Tfvn1VokQJtWvXTrly5dLvv/+u2bNnKzY2VmvWrDGvFpKkihUravr06eratauKFCmi1q1bq3Dhwrp69ao2b96slStXPvCqoLv69++vgwcPauLEidq0aZOaNGminDlz6uzZs1qxYoV2796tH374QZJUp04d5c2bVx06dFD//v3l7OysuXPnKkeOHHZfOCdE06ZN1a9fP/Xr109eXl5xrpypVq2aOnfurHHjxmnfvn2qU6eOXFxc9Mcff2jJkiWaMmXKQ9cW/eCDD1SvXj1VqFBBHTp00M2bNzV16lRlzZpVw4cPT1TWhyldurQWL16svn37qmzZssqUKZMaNmyo1q1b66uvvtLbb7+tTZs2qVKlSoqJidHvv/+ur776SuvWrVOZMmU0cuRIbd26VfXr11e+fPl0/vx5zZgxQ08//bTZwK1gwYLKli2bZs6cqcyZMytjxowqX778A9c9HTFihNauXasqVaqoa9euunPnjqZOnarnnnvObsmpOnXqyNXVVQ0bNlTnzp117do1zZ49Wz4+PnE+mJcuXVqffPKJRo8erUKFCsnHx0c1atRQgwYNNHLkSAUFBalixYo6cOCAPv/8c7uro+4eK2fOnKpUqZJ8fX11+PBhTZs2TfXr1zfXCX7//fe1adMmlS9fXh07dlSxYsV06dIl7dmzR99//71ZMEns+3FXWFiYXnnlFb300kvauXOnFi5cqJYtW6pkyZKJ+6UDAAA7jnBu7uLioq+//lq1atVS1apV1bRpU1WqVEkuLi46ePCgFi1apOzZs2vMmDFycXHR+PHjFRQUpGr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JkpOTk4KDgzV06FC5urpanAwAAABAojATwEQRANCTN/F9EJb6AQDAsRQvXlxjxozRp59+qgULFqhChQpWRwIAAACAJ0IRABBNfAEASK9WrVql2rVry83NzRzr06ePunTpoowZM1qYDAAAAMATsdmsTpBqMCcCkH0T3+yeng+85cqalSv7AQBIAy5fvqyWLVuqYcOGGjZsmN1jzs7OFAAAAAAAR2dzSpmbA2AmANKd+Jb+oYkvAADpx/r16xUUFKRTp05JkiZMmKC2bduqaNGiFicDAAAAgKRHEQDpzsOW/qGJLwAAadeNGzf03nvvadq0aeZYtmzZNH36dBUpUsTCZAAAAACSHMsBmSgCwKElpKHvfz2owS9NfAEASLt++ukntWrVSkePHjXHateurblz5+rpp5+2MBkAAAAAJC+KAHBoiWno+180+AUAIO27ffu2xowZo9GjRysmJkaS5OHhoQkTJqhr165ycnKMNTwBAAAAJJKDrNefEigCwKHd39D3/qv6H4Wr/gEASB9mzZqlESNGmPfLli2r0NBQPfvssxamAgAAAICUQxEADuFBy/7Q0BcAADxMp06dNHfuXP36668aMmSIBg4cKBd6AAEAAABpHz0BTBQB4BAetewPDX0BAIAk3bx5Ux73zQ50cXHR559/rqtXr6ps2bIWJgMAAAAAa7AwEhzC/cv+ZPf0tLvlypqVpX0AAEjnDMPQwoULlS9fPu3bt8/usSJFilAAAAAAANIZm82WIjdHwEwAOBSW/QEAAP918eJFvf3221q6dKkkqVWrVvr555/l7u5ucTIAAAAAsB5FAAAAADisNWvWqEOHDjp79qw5VqpUKd2+fZsiAAAAAJCOOcpV+imBIgCeyIMa9ia1uw2AAQAAJOnatWvq16+fPv30U3PMy8tLn376qZo0aWJhMgAAAABIXSgC4Ik8qmFvUqMBMAAA2Llzp1q3bq1jx46ZY/Xq1dOcOXOUK1cuC5MBAAAASDWYCGCiCIDHcncGwNnISEn/Tq/J5uGRrMd0d3GhATAAAOnctGnT1KtXL8XGxkqSPD09NWnSJHXq1InpvgAAAAAQD4oAeCz/nQGQM0sWjWvcyLpAAAAgXShfvrz5ZX+FChW0YMECFSpUyOJUAAAAAFIbLhK6hyIAHsvdHgA2m005s2ThCn0AAJAiypYtq5EjR0qS3n33XWXIwOksAAAAADwMn5rSqSdt6Hu3UW82Dw9mAAAAgGRx4sQJTZo0SZMmTbL7sn/gwIEWpgIAAADgCJgJcA9FgHQqqRr60qgXAAAkNcMwFBISol69eunq1avKkSOHhgwZYnUsAAAAAHBIFAHSmaRs6EujXgAAkNTOnz+vTp066ZtvvjHHFixYoP79+8vd3d3CZAAAAAAcCTMB7qEIkM7Q0BcAAKRWK1euVMeOHXX+/HlzLCgoSJMnT6YAAAAAAACPiSJAOkNDXwAAkNpERkaqT58+mjt3rjmWI0cOzZo1S40aNbIuGAAAAACHxUyAeygCpCO7w07o8o0bkmjoCwAAUoetW7eqbdu2OnHihDn2yiuvaPbs2fLx8bEuGAAAAACkERQB0pHle/eZP9PQFwAApAbffPONWQDIlCmTpkyZoqCgIK7aAQAAAPBk+EhhogiQjtxdCkgSywABAIBUYcyYMVq7dq2eeuopzZ8/X/nz57c6EgAAAACkKRQB0qHsnp4q6+9vdQwAAJDOxMTEaO/evSpTpow55u7urvXr18vX11fOzs4WpgMAAACQljC7+B4nqwMAAAAg7Tt27JiqVq2qKlWq6PDhw3aP5c6dmwIAAAAAACQTZgKkYbvDTmj53n3mMkBXbt60OBEAAEhvDMPQ7Nmz1bdvX12/fl2S1K5dO+3atYsrcwAAAAAkGz5v3EMRIA1bvnefzkRExBmnKTAAAEgJZ8+e1VtvvaXVq1ebYwUKFNCkSZM4IQcAAACAFEIRIA27OwPAZrMpm4eHpH8LADQFBgAAyW3ZsmXq3LmzLl68aI516tRJEydOVKZMmSxMBgAAACA94MKjeygCpFG7w07o8o0bkqRsHh76qNkbFicCAADpwZUrV9SzZ0+FhoaaY76+vpozZ47q169vYTIAAAAASJ8oAqRRy/fuM39m+R8AAJBSGjVqpC1btpj3X3/9dc2cOVPe3t4WpgIAAACQ3jAT4B4nqwMg6e0OO2HXC4DlfwAAQEoZNWqUbDabsmTJogULFmjJkiUUAAAAAADAQswESIPunwWQK2tWlfX3tywLAABI22JjY+XkdO+6kipVqmj27NmqXbu28ubNa2EyAAAAAOkaEwFMzARIg+42BJaYBQAAAJLHnTt3NHLkSL300kuKjY21e6xDhw4UAAAAAAAglWAmQBpzf0Pg7J6ezAIAAABJ7ujRo2rdurV2794tSZo8ebL69u1rcSoAAAAAuIeeAPcwEyCNoSEwAABILoZhaPr06QoMDDQLAM7Ozrp586bFyQAAAADAMUyfPl3+/v5yd3dX+fLlzc9WDzJ58mQ9++yz8vDwkJ+fn/r06aNbt24l6pjMBEhDaAgMAACSy6lTp9S+fXt999135tgzzzyjBQsWqHz58hYmAwAAAIC4UuNMgMWLF6tv376aOXOmypcvr8mTJ6tu3bo6cuSIfHx84my/aNEiDRgwQHPnzlXFihV19OhRtWvXTjabTZMmTUrwcZkJkIbQEBgAACSHL7/8UgEBAXYFgG7dumnv3r0UAAAAAAAggSZNmqSOHTsqKChIxYoV08yZM+Xp6am5c+fGu/0PP/ygSpUqqWXLlvL391edOnXUokWLR84e+C+KAGkIDYEBAEBSiomJUYsWLdSiRQtdvnxZkpQ7d26tW7dO06ZNk6enp8UJAQAAACB+NpstRW5RUVGKjIy0u0VFRcXJEx0drV9++UW1atUyx5ycnFSrVi3t3Lkz3tdQsWJF/fLLL+aX/sePH9eaNWv08ssvJ+q9oAjg4HaHnVDw1yvUZ/ESXfn/9XhpCAwAAJKCs7OzsmTJYt5v3ry5Dhw4oDp16liYCgAAAABSj3Hjxilr1qx2t3HjxsXZLjw8XDExMfL19bUb9/X11dmzZ+N97pYtW2rkyJGqXLmyXFxcVLBgQb344osaOHBgojJSBHBwy/fu05mICF2+cUOGYUiiITAAAEg6EydOVNmyZfXFF1/oiy++kJeXl9WRAAAAAODRbClzCw4OVkREhN0tODg4SV7C5s2bNXbsWM2YMUN79uzR119/rdWrV2vUqFGJeh4aAzuw+xsB22w2ZfPwkLuLC0sBAQCAx7Jr1y79888/atKkiTmWKVMm/fjjj6myqRaQUHv27JGLi4sCAgIkSd98843mzZunYsWKafjw4XJ1dbU4IQAAAByVm5ub3NzcHrmdt7e3nJ2dde7cObvxc+fOKWfOnPHuM2TIELVu3VpvvfWWJCkgIEDXr19Xp06dNGjQIDk5Jewaf2YCOLD7GwHnzJJFHzV7Q+MaN2IpIAAAkCi3b9/WkCFDVKlSJQUFBen48eN2j1MAgKPr3Lmzjh49KunfdVSbN28uT09PLVmyRO+++67F6QAAAJAcUqonQEK5urqqdOnS2rBhgzkWGxurDRs2qEKFCvHuc+PGjThf9Ds7O0uSuSpMQlAEcGA0AgYAAE/q0KFDeuGFFzR69GjFxsbq2rVrmjRpktWxgCR19OhRBQYGSpKWLFmiqlWratGiRQoJCdGyZcusDQcAAIB0o2/fvpo9e7bmz5+vw4cPq0uXLrp+/bqCgoIkSW3atLFbSqhhw4b65JNP9OWXXyosLEzr16/XkCFD1LBhQ7MYkBAsB5QG0AgYAAAkVmxsrD7++GMNGDBAUVFRkqQMGTJo2LBhGjBggMXpgKRlGIZiY2MlSd9//70aNGggSfLz81N4eLiV0QAAAJBMUuOM5mbNmunChQsaOnSozp49q8DAQK1du9ZsFnzy5Em7K/8HDx4sm82mwYMH69SpU8qRI4caNmyoMWPGJOq4FAEAAADSmZMnT6pdu3batGmTOVa0aFGFhoaqdOnSFiYDkkeZMmU0evRo1apVS1u2bNEnn3wiSQoLCzM/cAEAAAApoXv37urevXu8j23evNnu/t0LtYYNG/ZEx2Q5IAAAgHTCMAwtWLBAAQEBdgWA3r1765dffqEAgDRr8uTJ2rNnj7p3765BgwapUKFCkqSlS5eqYsWKFqcDAABAckhtPQGsxEwAAACAdOLatWsKDg5WZGSkpH+XQgkJCVGNGjUsTgYkrxIlSujAgQNxxj/44INEraUKAAAAOCKKAAAAAOlE5syZNXfuXL300ktq06aNpkyZomzZslkdC0gx0dHROn/+vNkf4K68efNalAgAAADJxVGu0k8JFAEc0O6wE1q+d5+u3LxpdRQAAJCKXb16Vbdu3VKOHDnMsbp162rv3r0KDAy0LhiQwo4ePaoOHTrohx9+sBs3DEM2m00xMTEWJQMAAACSH0UAB7R87z6diYgw77u7uFiYBgAApEbbt29XmzZtVKRIEa1evdruKhgKAEhvgoKClCFDBq1atUq5cuXiqjAAAID0gFM+E0UAB7M77IRZALDZbMqZJYsaPx9obSgAAJBqREVFadiwYZowYYIMw1BYWJhmz56tTp06WR0NsMy+ffv0yy+/qEiRIlZHAQAAAFIcRQAHs3zvPvPnnFmyaFzjRpZlAQAAqcuBAwfUqlUr7d+/3xyrVKmSatWqZWEqwHrFihVTeHi41TEAAACQgpj9eY+T1QGmT58uf39/ubu7q3z58tq9e/dDt588ebKeffZZeXh4yM/PT3369NGtW7dSKK31bt2+bf7MDAAAACBJMTEx+uCDD1SmTBmzAODi4qL3339fW7ZsUYECBSxOCFhr/Pjxevfdd7V582ZdvHhRkZGRdjcAAAAgLbN0JsDixYvVt29fzZw5U+XLl9fkyZNVt25dHTlyRD4+PnG2X7RokQYMGKC5c+eqYsWKOnr0qNq1ayebzaZJkyZZ8ApS1u6wE7p844YkKbunp8r6+1sbCAAAWC4sLExt27bVtm3bzLGAgACFhoaqZMmSFiYDUo+7s2Fq1qxpN05jYAAAgLSLmQD3WFoEmDRpkjp27KigoCBJ0syZM7V69WrNnTtXAwYMiLP9Dz/8oEqVKqlly5aSJH9/f7Vo0UI//vhjiua2yv1LAdEMGAAAnDx5UiVKlNC1a9ck/XuS269fP40aNUpubm4WpwNSj02bNlkdAQAAALCMZUWA6Oho/fLLLwoODjbHnJycVKtWLe3cuTPefSpWrKiFCxdq9+7dKleunI4fP641a9aodevWKRXbMvc3BJZYCggAAEh58+bVq6++qs8//1z+/v5asGCBqlSpYnUsINWpVq2a1REAAACQwpgJcI9lRYDw8HDFxMTI19fXbtzX11e///57vPu0bNlS4eHhqly5sgzD0J07d/T2229r4MCBDzxOVFSUoqKizPuOuubn/bMAcmXNylJAAABAkjRt2jTlzJlTw4YNU+bMma2OA6Ra27Zt06effqrjx49ryZIlypMnj0JDQ5U/f35VrlzZ6ngAAABAsrG8MXBibN68WWPHjtWMGTO0Z88eff3111q9erVGjRr1wH3GjRunrFmzmjc/P78UTJx0aAgMAED6FhERoXbt2unLL7+0G8+WLZs+/PBDCgDAQyxbtkx169aVh4eH9uzZY14kFBERobFjx1qcDgAAAMnClkI3B2BZEcDb21vOzs46d+6c3fi5c+eUM2fOePcZMmSIWrdurbfeeksBAQF67bXXNHbsWI0bN06xsbHx7hMcHKyIiAjz9vfffyf5a0luNAQGACB927x5s0qUKKH58+erS5cuOnXqlNWRAIcyevRozZw5U7Nnz5bLfb21KlWqpD179liYDAAAAEh+lhUBXF1dVbp0aW3YsMEci42N1YYNG1ShQoV497lx44acnOwjOzs7S5IMw4h3Hzc3N2XJksXu5mhoCAwAQPp069YtvfPOO6pevbpOnjwpSYqJidHBgwctTgY4liNHjqhq1apxxrNmzaorV66kfCAAAAAkO5vNliI3R2BZTwBJ6tu3r9q2basyZcqoXLlymjx5sq5fv66goCBJUps2bZQnTx6NGzdOktSwYUNNmjRJpUqVUvny5fXnn39qyJAhatiwoVkMSItYCggAgPRn7969atWqlQ4dOmSOvfjiiwoJCVG+fPksTAY4npw5c+rPP/+U/39m1G7fvl0FChSwJhQAAACQQiwtAjRr1kwXLlzQ0KFDdfbsWQUGBmrt2rVms+CTJ0/aXfk/ePBg2Ww2DR48WKdOnVKOHDnUsGFDjRkzxqqXkKJYCggAgLTvzp07Gj9+vIYPH647d+5I+ndm49ixY9W7d+84syIBPFrHjh3Vq1cvzZ07VzabTadPn9bOnTvVr18/DRkyxOp4AAAASAaOcpV+SrC0CCBJ3bt3V/fu3eN9bPPmzXb3M2TIoGHDhmnYsGEpkAwAACBl/fXXX2rRooV27txpjgUGBmrhwoV67rnnLEwGOLYBAwYoNjZWNWvW1I0bN1S1alW5ubmpX79+6tGjh9XxkEZ0blpVfdrWlO9TWXTg6Cn1Hb9EPx/8K95tM2RwUv/2ddSqQXnl9smmo3+d0+Ap32j9D4fNbZycbBr89stq8XJZ+T6VRWcuRCj0fz/q/dlrU+olAXBQXy76XPPnzVF4+AU982wRDRg4RAElSjxw++/WfavpU6fo9KlTypvPX7379lOVqtUkSbdv39a0jydr+7at+uefv5U5UyaVr1BRvfq8Ix8f35R6SQCeEJeSpXL3NwUGAABpm7u7u/744w9JkpOTkwYNGqQff/yRAgDwhGw2mwYNGqRLly7pt99+065du3ThwgUNGzZMp0+ftjoe0oAmdZ7X+Hde05hPv1WFluO1/+gprZzRTTmyZ4p3++FdG+qt1yur74QlKvX6aH22dLsWT+yoks8+bW7zTrva6tikivq8v0SBjUdr8MffqG/bWuraolpKvSwADmjtt2v04YRx6ty1m75cslzPPltEXTp30MWLF+Pdft/ePRrQ/x291riJFi9doeo1aqp3j27644+jkv7tUfX74UPq9HYXLV7ytSZNmaYTYWHq1b1LSr4s4LHQE+AeigCpHE2BAQBIP3x9fTVr1iwVKlRI27dv1+jRo+Xq6mp1LCDNcHV1VbFixVSuXDllypRJBw8elJ+fn9WxkAb0bFVD877+QaErd+n342fVY8yXunkrWm0bVYh3+5YNymnCnO+0bvshnTh1UbOXbNe6HYfUq3UNc5sXShbQqi37tXb7QZ08c0nLv9+nDbt+V5nn6AsD4MFC589T4yZN1ei111WwUCENHjZC7u7uWvH1sni3/3zhAlWsXEXt2r+lAgULqnvP3iparJi+XLRQkpQ5c2Z9+tk81X3pZfnnL6ASJQMVPGiIDh08qDMU0pHKUQS4hyJAKkdTYAAA0q5ly5YpPDzcbuy1117Tb7/9pgoV4v/iCACQurhkcFapon7a+OMRc8wwDG388YjKlcgf7z6uLhl0K/q23djNW9GqWKqgeX/Xr8dVvdyzKpTXR5IU8EweVQgsoO92HBIAxOd2dLQOHzqoFypUNMecnJz0wgsVtf/XvfHus3/fPr3wgv15Z8VKlbV/374HHufatWuy2WzKnCVLkuQGkPws7wmAhKEpMAAAacfly5fVrVs3ffHFF2rSpIm++uoruytI3NzcLEwHAEgM7+yZlCGDs85fumo3fv5ipJ71j3+97O93HlbPVjW0fc+fOv53uKqXe1av1giUs/O9fws+nLdeWTK569flgxUTY8jZ2aZh01fpy29/TtbXA8BxXb5yWTExMXrqqafsxp966imFhR2Pd5/w8HA99ZR3nO3DL4bHu31UVJQmT/pQ9V6ur0yZ4l/yDEg1HOMi/RRBEQAAACAFrV+/XkFBQTp16pQkaenSpdq6dauqVWONZyC1ioqKUlRUlN2YERsjm5OzRYng6Pp9sFQzhrTQr18PkWEYOv5PuBas3KW2r75gbtOkzvNqXq+s2g2cr0PHzqjEs3n0Qb8mOnMhQp//70cL0wNIr27fvq3+fXvJMAwNGjrC6jgAEoEiAAAAQAq4ceOG3nvvPU2bNs0cy5Ytm6ZPn66qVatamAxIu/bv3//Qx48cOfLQx+8aN26cRoyw/7LD2besXHKVe+xsSDvCL1/TnTsx8vHKbDfu81QWnb0Y+cB9mvadLTfXDHoqa0advhCh0T1fVdipe407x/ZupA/nrdeSdb9Ikg7+eVp5c3mpf1BtigAA4pU9W3Y5OzvHaQJ88eJFeXt7x7uPt7e3Lv7nqv+LFy/K+z+zA27fvq3+7/TWmdOnNXvefGYBwCE4ynr9KYEiAAAAQDL76aef1Lp1a7svHGvVqqV58+bp6aeftjAZkLYFBgbKZrPJMIw4j90dT8iHw+DgYPXt29duzKfKe0mWE47t9p0Y7T38t6qXf1b/2/xv4clms6l6uWc0c/HWh+4bFX1Hpy9EKEMGJzWqGahl6/eYj3m4uyrWiLXbPibWkJMTrf0AxM/F1VVFiz2nH3ftVI2atSRJsbGx+vHHnWreolW8+5QIDNSPu3apVZt25tiunT+oRGCgef9uAeDkX3/ps3kLlC1b9uR8GQCSAUUAAACAZHL79m2NGTNGo0ePVkxMjCTJ3d1dEyZMULdu3fgiB0hmYWFhSfI8bm5ucXp1sBQQ7vfxwo2aPbK1fjl0Uj//dkLdW1aXp4ebFnyzS5L02ajWOn0+QkOnrpQklS2eT7l9sunXI/8oj082Der8spycbJoU8r35nGu2HtB7Herq7zOXdejYGQUWeVo9W1XXghW7LHmNABxD67ZBGjLwPT33XHEVDyihhaHzdfPmTTV6rbEkaVDwu/Lx8VWvPu9Ikt5s1UYd2rXW/JC5qlq1mtZ+u0YHf/tNQ4aPlPTv+Wy/Pj11+PAhTZ3+qWJjYhR+4YIkKWvWrHJxdbXmhQIJwEyAeygCpGK7w07o8o0bVscAAACPadWqVXZLiJQtW1YLFixQkSJFLEwFpB/58uWzOgLSiaXf7ZF39kwa2qW+fJ/KrP1HTunVbtPNZsF+Ob0UG3tvRoqbm4uGdWug/Hm8de1GlNbtOKgOQxYo4tpNc5u+45doWNcGmjKwmXJkz6QzFyI0Z+kOjZ31bYq/PgCO46V6L+vypUuaMe1jhYdf0LNFimrGp5/pqf9fDujsmTNyst27ECWw1PMaN+FDTft4sqZOnqS8+fw1eep0FS78jCTp/Plz2rxpoySp6euv2h3rs3kLVLZc+RR6ZQCehM2Ib25sGhYZGamsWbMqIiJCWbJksTrOQwV/vUJnIiIkSbmyZtW4xo2sDQQAABLFMAw1btxY//vf/zRkyBANHDhQLi4uVscCko0jnGsHBARozZo18vPze6Ln8SjVPYkSAcCTufzTtEdvBAApwD2VXW5eqF/KFM7//LBeihznSaSyXw3ud+v2bfPnxs8HWhcEAAAkyJUrV5QtWzbzvs1m06xZs3TixAmVLVvWumAATCdOnNDt+86zAQAAgLSOhWgdQHZPT5X197c6BgAAeADDMLRw4UL5+/vrf//7n91jOXLkoAAAAAAAACnMZrOlyM0RUAQAAAB4AhcvXlTTpk3VunVrRURE6K233tKF/2+WBiD1qVKlijw8PKyOAQAAAKQYlgNKZXaHndDyvft06/ZtXbl589E7AAAAy3z77bdq3769zp49a47Vrl2bdf+BVGzNmjVWRwAAAEAKcJCL9FMERYBUZvnefWYz4Lvc+SIBAIBU5dq1a+rXr58+/fRTc8zLy0szZ87UG2+8YWEyAA/yxx9/aNOmTTp//rxiY2PtHhs6dKhFqQAAAIDkRxEglbnbDNhmsymbh4fcXVxoCgwAQCqyc+dOtW7dWseOHTPH6tWrpzlz5ihXrlwWJgPwILNnz1aXLl3k7e2tnDlz2q3darPZKAIAAACkQY6yXn9KoAiQSmXz8NBHzbiSEACA1GTBggUKCgoyryL29PTUpEmT1KlTJ04wgVRs9OjRGjNmjN577z2rowAAAAApjiIAAABAAlWvXl2ZM2dWRESEKlSooAULFqhQoUJWxwLwCJcvX2apLgAAgHSG67TucbI6AAAAgKPw8/PTjBkzNGbMGG3dupUCAOAg3njjDX333XdWxwAAAAAswUwAAACAeJw4cUKDBg3SjBkzlDVrVnO8ZcuWFqYC8DgKFSqkIUOGaNeuXQoICJCLi4vd4z179rQoGQAAAJKLkxNTAe6iCAAAAHAfwzAUEhKiXr166erVq3JxcVFISIjVsQA8gVmzZilTpkzasmWLtmzZYveYzWajCAAAAIA0jSIAAADA/zt//rw6deqkb775xhzbvHmzLl26JC8vLwuTAXgSYWFhVkcAAABACqMnwD30BAAAAJC0cuVKBQQE2BUA2rVrp/3791MAANIQwzBkGIbVMQAAAIAUQxEAAACka5GRkerQoYNeffVVnT9/XpLk7e2t5cuXa968ecqSJYvFCQEkhQULFiggIEAeHh7y8PBQiRIlFBoaanUsAAAAJBObzZYiN0fAckAAACDd2rZtm9q0aaMTJ06YYw0bNtTs2bPl6+trXTAASWrSpEkaMmSIunfvrkqVKkmStm/frrffflvh4eHq06ePxQkBAACA5EMRAAAApFv79+83CwCZMmXSlClTFBQU5DBXcwBImKlTp+qTTz5RmzZtzLFXXnlFzz33nIYPH04RAAAAIA3iY909FAEAAEC61bVrV61cuVI3b97U/PnzlT9/fqsjAUgGZ86cUcWKFeOMV6xYUWfOnLEgEQAAAJBy6AkAAADShZiYGK1fv95uzGazafHixdq0aRMFACANK1SokL766qs444sXL1bhwoUtSAQAAIDkRk+Ae5gJAAAA0rxjx46pTZs2+uGHH7R+/XrVqlXLfCxbtmzWBQOQIkaMGKFmzZpp69atZk+AHTt2aMOGDfEWBwAAAIC0hJkAAAAgzTIMQ7NmzVLJkiX1ww8/SJLeeustRUdHW5wMQEp6/fXX9eOPP+qpp57SihUrtGLFCnl7e2v37t167bXXrI4HAACAZMBMgHuYCQAAANKkM2fO6K233tKaNWvMsQIFCmjBggVydXW1MBkAK5QuXVqff/651TEAAACAFEcRAAAApDlLly7V22+/rYsXL5pjHTt21MSJE5U5c2YLkwFISU5OTo+8Ostms+nOnTsplAgAAAApxUEu0k8RFAEAAECaceXKFfXo0UMLFy40x3x9ffXZZ5+pQYMGFiYDYIXly5c/8LGdO3fq448/VmxsbAomAgAAAFIeRYBUZHfYCV2+ccPqGAAAOKyOHTtq6dKl5v3GjRtr5syZypEjh4WpAFjl1VdfjTN25MgRDRgwQP/73//05ptvauTIkRYkAwAAQHJzlPX6UwKNgVOR5Xv3mT+7u7hYFwQAAAc1btw4eXp6KkuWLFqwYIGWLl1KAQCAJOn06dPq2LGjAgICdOfOHe3bt0/z589Xvnz5rI4GAAAAJCtmAqQit27fNn9u/HygdUEAAHAQ0dHRdk1+CxUqpMWLF6tEiRLKmzevhckApBYREREaO3aspk6dqsDAQG3YsEFVqlSxOhYAAACSGRMB7mEmQCqU3dNTZf39rY4BAECqdefOHY0cOVLPP/+8bvxnKb0GDRpQAAAgSZowYYIKFCigVatW6YsvvtAPP/xAAQAAAADpDjMBAACAQzly5IjatGmj3bt3S5LeffddTZs2zeJUAFKjAQMGyMPDQ4UKFdL8+fM1f/78eLf7+uuvUzgZAAAAkhs9Ae6hCAAAAByCYRiaMWOG+vfvr5s3b0qSnJ2d9dRTT8kwDE7wAMTRpk0b/rcBAAAA6R5FAAAAkOqdOnVKQUFBWr9+vTn2zDPPaMGCBSpfvryFyQCkZiEhIVZHAAAAgEW4FuQeegIAAIBU7YsvvlDx4sXtCgDdunXT3r17KQAAAAAAAPAIzAQAAACpkmEYateunRYsWGCO5c6dW/PmzVOdOnUsTAYAAAAASO1YFvIeZgIAAIBUyWazqVixYub95s2b68CBAxQAAAAAAABIBGYCpBK7w07o8o0bVscAACBV6devn3744Qe1aNFCzZs3tzoOAAAAAMBBMBHgHooAqcTyvfvMn91dXKwLAgCARXbt2qWffvpJPXr0MMecnZ31zTffWJgKAAAAAADHRhEglbh1+7b5c+PnA60LAgBACouOjtaoUaM0duxYSVLp0qVVsWJFi1MBAAAAABwZPQHuoSdAKpPd01Nl/f2tjgEAQIo4dOiQKlSooNGjRys2NlaxsbGaNm2a1bEAAAAAAEgzKAIAAIAUFxsbq8mTJ+v555/Xnj17JEkZMmTQqFGjtGDBAovTAQAAAAAcnc2WMjdHwHJAqQBNgQEA6cnJkyfVrl07bdq0yRwrWrSoQkNDVbp0aQuTAQAAAACQ9jATIBWgKTAAID0wDEMLFixQQECAXQGgd+/e+uWXXygAAAAAAACSjM1mS5GbI2AmQCpAU2AAQHpw584dffTRR4qMjJQk+fn5KSQkRDVq1LA4GQAAAAAAaRczAVIRmgIDANIyFxcXhYaGys3NTa1bt9b+/fspAAAAAAAAkgU9Ae5hJgAAAEgWV69e1YULF1SgQAFzrHjx4jp48KAKFixoYTIAAAAAANIPZgIAAIAkt337dpUsWVKNGjVSVFSU3WMUAAAAAAAAyY2eAPdQBAAAAEkmKipKAwYMUNWqVRUWFqYDBw5o5MiRVscCAAAAACDdYjkgAACQJA4cOKBWrVpp//795lilSpXUoUMHC1MBAAAAANIjB7lIP0UwEwAAADyRmJgYffDBBypTpoxZAHBxcdH777+vLVu22PUEAAAAAAAAKYuZAAAA4LGFhYWpbdu22rZtmzkWEBCg0NBQlSxZ0sJkAAAAAID0zFHW608JFAEstjvshC7fuGF1DAAAEu3KlSt6/vnndeXKFUn/nmD169dPo0aNkpubm7XhAAAAAACAJJYDstzyvfvMn91dXKwLAgBAImXLlk09evSQJPn7+2vz5s2aMGECBQAAAAAAgOVsNluK3BwBMwEsduv2bfPnxs8HWhcEAIAEMAzD7iRnyJAhcnFxUa9evZQlSxYLkwEAAAAAgPgwEyCVyO7pqbL+/lbHAAAgXhEREWrXrp3GjRtnN+7i4qIhQ4ZQAAAAAAAApCo2W8rcHAEzAQAAwENt3rxZbdu21cmTJ5UhQwbVq1dPpUqVsjoWAAAAAABIAGYCAACAeN26dUvvvPOOqlevrpMnT0qSPDw8zJ8BAAAAAEit6AlwDzMBAABAHHv37lWrVq106NAhc+zFF19USEiI8uXLZ2EyAAAAAACQGMwEAAAApjt37mjMmDEqV66cWQBwc3PTxIkTtWHDBgoAAAAAAACHQE+Ae5gJAAAAJEmnT59WkyZNtHPnTnMsMDBQoaGhKl68uIXJAAAAAADA42ImAAAAkCRlz55dly9fliQ5OTlp4MCB+vHHHykAAAAAAAAcDj0B7qEIAAAAJP3b9Dc0NFRFihTRtm3bNGbMGLm6ulodCwAAAACARGM5oHtYDggAgHRqyZIlKlGihJ599llzrEyZMvrtt9/k7OxsYTIAAAAAAJBUnmgmwK1bt5IqBwAASCGXL1/Wm2++qaZNm6pNmza6c+eO3eMUAAAAAAAAjs7JZkuRmyNIdBEgNjZWo0aNUp48eZQpUyYdP35ckjRkyBDNmTMnyQMCAICk8/333ysgIECLFi2SJO3evVvLly+3OBUAAAAAAEguiS4CjB49WiEhIZowYYLdOsHFixfXZ599lqThAABA0rhx44Z69uyp2rVr69SpU5KkbNmy6fPPP1eTJk0sTgcAAAAAQNKiJ8A9iS4CLFiwQLNmzdKbb75pt1xAyZIl9fvvvydpOAAA8OR++uknPf/885o6dao5VqtWLR04cEAtW7aUzVHOWgAAAAAAQKIlughw6tQpFSpUKM54bGysbt++nSShAADAk7t9+7aGDx+uChUq6MiRI5Ikd3d3ffzxx1q3bp2efvppixMCAAAAAJA8bDZbitwcQaKLAMWKFdO2bdvijC9dulSlSpVKklAAAODJ/fLLLxo5cqRiYmIkSWXLltXevXvVo0cPOTkl+hQAAAAAAAA8oenTp8vf31/u7u4qX768du/e/dDtr1y5om7duilXrlxyc3PTM888ozVr1iTqmBkSG3Lo0KFq27atTp06pdjYWH399dc6cuSIFixYoFWrViX26QAAQDJ54YUX1KdPH02ZMkVDhgzRwIED5eLiYnUsAAAAAACSnVMqvEh/8eLF6tu3r2bOnKny5ctr8uTJqlu3ro4cOSIfH58420dHR6t27dry8fHR0qVLlSdPHv3111/Kli1boo6b6MsAX331Vf3vf//T999/r4wZM2ro0KE6fPiw/ve//6l27dqJfToAAJBEzp49q9jYWLuxMWPGaPfu3Ro2bBgFAAAAAAAALDRp0iR17NhRQUFBKlasmGbOnClPT0/NnTs33u3nzp2rS5cuacWKFapUqZL8/f1VrVo1lSxZMlHHfay1AKpUqaL169fr/PnzunHjhrZv3646deo8zlMBAIAnZBiGPv/8cxUpUsSu+a/0bw+A559/3qJkAAAAAABYI6V6AkRFRSkyMtLuFhUVFSdPdHS0fvnlF9WqVcscc3JyUq1atbRz5854X8PKlStVoUIFdevWTb6+vipevLjGjh1rLvubUIkuAhQoUEAXL16MM37lyhUVKFAgsU8HAACewMWLF9W0aVO1atVKERERGjBggA4fPmx1LAAAAAAA0oVx48Ypa9asdrdx48bF2S48PFwxMTHy9fW1G/f19dXZs2fjfe7jx49r6dKliomJ0Zo1azRkyBBNnDhRo0ePTlTGRPcEOHHiRLyVhqioKJ06dSqxTwcAAB7TmjVr1KFDB7uThddff125cuWyMBUAAAAAANazpVB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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:36:23,904 INFO: === Dataset: c ===\n", "2025-03-07 01:36:25,282 INFO:Total samples: 3181\n", "2025-03-07 01:36:36,401 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:36:36,471 INFO: === Dataset: d ===\n", "2025-03-07 01:36:37,837 INFO:Total samples: 3181\n", "2025-03-07 01:36:48,561 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:36:48,627 INFO: === Dataset: e ===\n", "2025-03-07 01:36:49,013 INFO:Total samples: 911\n", "2025-03-07 01:36:52,347 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:36:52,416 INFO: === Dataset: f ===\n", "2025-03-07 01:36:57,892 INFO:Total samples: 12911\n", "2025-03-07 01:37:40,106 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:37:40,172 INFO: === Dataset: g ===\n", "2025-03-07 01:37:42,717 INFO:Total samples: 6000\n", "2025-03-07 01:38:03,008 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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5k1BUVJSGDx9ucToAAACkCFsqPZyAZU0APz8/ubq66vTp03b106dPK0eOHIke069fP7Vo0UJvvfWWgoOD9fLLL2v48OEaMWKE4uPjEz2mV69eioqKMh///PNPsr8XAACAlLR27VoVL15cM2fOVIcOHXT8+HGrIwFOZejQoZo8ebKmTp0qNzc3s165cmXt2LHDwmQAAABAyrOsCeDu7q7SpUtr1apVZi0+Pl6rVq1SxYoVEz3m6tWrcnGxj+zq6ipJMgwj0WM8PDyUOXNmuwcAAIAzuH79ut5//33VrFlTx44dkyTFxcVpz549FicDnMv+/ftVrVq1BPUsWbLo4sWLqR8IAAAAKc5ms6XKwxlYtiaAJHXv3l2tWrVSmTJlVK5cOY0dO1ZXrlxRaGioJKlly5bKnTu3RowYIUlq2LChxowZo5IlS6p8+fL6+++/1a9fPzVs2NBsBgAAAKQHO3fuVPPmzbV3716zVqNGDYWFhSlv3rwWJgOcT44cOfT3338rKCjIrr5x40blz5/fmlAAAABAKrG0CdC4cWOdPXtW/fv316lTpxQSEqJly5aZiwUfO3bM7s7/vn37ymazqW/fvjp+/LiyZ8+uhg0batiwYVa9BQAAgGR18+ZNjRw5UgMHDtTNmzcl3RrZOHz4cHXt2jXBqEgAD9auXTu99957mj59umw2m06cOKEtW7aoR48e6tevn9XxAAAAkAKc5S791GBpE0CSOnXqpE6dOiW6be3atXbPM2TIoAEDBmjAgAGpkAwAACB1HT16VE2bNtWWLVvMWkhIiGbPnq2iRYtamAxwbj179lR8fLxq166tq1evqlq1avLw8FCPHj3UuXNnq+MhnWj/emV1a1FLAU9k0u6/Tqj7J9/qtz3HEt03g6uLPgito+YvlFWu7Fl04OgZ9R3/o1Zs+dPcx8XFpr5vP6em9Usr4IlMOhkZrfD/bdPH01ak1lsC4KTmz5ujmWHTdC4yUk89XVgf9eqrYsHF77n/iuXLNGnCOJ04cVx58uRVl249VLVadUnSjRs3NGn8OG3csE7/Hv9XPj4+Kl+hkrp07S5//4DUeksAHhG3kgEAAKQRnp6e+uuvvyRJLi4u6tOnj3755RcaAMAjstls6tOnj86fP68//vhDW7du1dmzZzVgwACdOHHC6nhIB157NkQjuzXSsKnLVbH5aO06cEKLx7dX9mw+ie4/8N3n9dYrFdX9k29V8o2R+mrRZs3/JFQlns5t7vN+q9pq91oldRv1rUJe/1h9x/+o7i1r6d3GVVPrbQFwQsuXLdXoTz5W+3c6au433+qpp57Wu+3f0vlz5xLdPyJih3p99L4avfKa5i34TjVq1VH39zrp778OSLq1RtW+fXvVrv27mjd/kUZ/Nl5HjxxW187vpubbAh4KawLcQRMAAAAgjQgICNCUKVNUsGBBbdy4UUOHDpW7u7vVsYB0w93dXUWKFFG5cuXk4+OjPXv2KDAw0OpYSAe6vFlDM77fovD/bdOfh0+r84gFunY9Vq1eLJ/o/s2eL6NRM1Zq+aZ9OnL8nKYu2qzlm/fpvTdrmPtUKB6kH9f9oWWb9urYyQv6btXvWvXLfpUpmieV3hUAZzR7VpheefV1vfTyqypQoKD69B8kTy9Pff/dokT3nzc7XJUqV1Gr0LbKn7+AOnZ+T88UKaKv582RJGXKlEmTp05X3efqKyhffhUvEaKevftp3949OnmSRjrSNpoAd9AEAAAAsMiiRYsUGRlpV3v55Zf1xx9/qGLFihalAgA4wi2Dq0oWflKrfzlg1gzD0Optf6lc8cQXcnd3y6DrsTftateu31ClkDsLVW/ddUQ1yz6lgnmyS5KCC+VSxRL59fPmfSnwLgCkBzduxGrf3j0qX6GSWXNxcVH5ChW16/eIRI/Z9XuE3f6SVLFS5XvuL0mXLl2SzWZTpkyZkyM2gFRg+ZoAAAAAj5sLFy6oY8eOmjdvnl577TV98803dneQeHh4WJgOAOAIv6wZlSGDq86cv2RXP3P+kp4O8k/0mJVb/1SXZjW0ccdBHfr3nGqWK6SXahWX612Lv38atkqZM3rq94U9FRdvyNXFpgGTlurrZTtS9P0AcF4XLlxQXFycfJ94wq7+xBN+OnL4cKLHREZGJrr/uf/cqHJbTEyMPv/sUz1Xv4F8fBKf8gxIM5zjJv1UQRMAAAAgFa1YsUKhoaE6fvy4JGnhwoVav369qlevbnEyAPcSExOjmJgYu5oRf1M2F75O4eH0+PQ7TerbWL8v7CXDMHTo+DnNWrxNrV4sZ+7z2rMhavJcKbXuO1t7D55S8adz65PujXTybLTmLPnVwvQAHlc3btzQhz26ypDUu99Aq+MAcABXrQAAAKng6tWr+uijjzRhwgSzljVrVk2cOFHVqlWzMBmQfu3ateu+2/fv35+k1xkxYoQGDRpkV3PNWV5uuZi2C1LkxSu6eTNO/r6Z7Or+vpl06lz0PY95o8d0ebhn0BNZMurE2SgN7fyCDh8/b+4zvEtDfTpzlRb8vFOStOfgSeXJmU0fhNamCQAgUdmyZZOrq2uCRYDPnYvUE0/4JXqMn59f4vv72e9/48YNfdSjm06eOKEp08IYBQCn4Czz9acGmgAAAAAp7Ndff1WLFi3sfuFYp04dzZgxQ08++aSFyYD0LSQkRDabTYZhJNh2u56UL4e9evVS9+7d7Wr+NfokW044txs347Tzz39Vs9xT+t+6PyTd+vmqWbaQJn+z8b7HxsTe1ImzUcrg6qJGtYpr0YoIc5uXp7vi4+1/duPi4uXCLzQA3IObm7ueKVJUv/yyRTVr15EkxcfHa9vWrWrc9M1EjyleIkTbftmiN1u0Mmtbt2xW8RIh5vPbDYBjx45qyrSZypo1W4q+DwDJjyYAAABACrlx44aGDRumoUOHKi4uTpLk6empUaNGqWPHjnK5a+5nAMnv8D3mP3aUh4dHgrU6mAoId/t8zlpNHdhM2/f+o9/2HFWnZtXl7eWuWf/7RZL01aBmOnEmSv0nLpEklS2aR7n8s+j3AyeUO3sW9Xm7nlxsLhoza7X5mks37NFHbZ7VP6cuau+hkwp5+kl1ebOGZi3+xZL3CMA5NG/ZWv379FSRosVULLi45obP1LVr1/RSo1ckSX17fyR/f3916fq+JKlp8xZqF9pSs2ZOV9WqNbR82RLt3bNH/QYMlnTrevaD7u/pz317NW7iZMXHxyky8qwkKUuWLHJzc7fmjQJJwEiAO7hyBQAASCE//vij3RQiZcuW1axZs1S4cGELUwGPj7x581odAY+JhSsi5JfNR/3feU4BT2TWrgPH9VLnL3Xm/GVJUmCObHZ39Xt4uGlAh+eVL/cTunwtRss37VPb/nMUdfm6uU/3T77VgHfqa1zPV5U9m49ORkZr2rebNXzqz6n+/gA4j3rPPa8L58/ri4njdS7yrJ4u/IwmTp5qTu9z6uQJuxFFISGlNPzjTzVxwlhNGPeZ8uQN0phxE1Sw0FOSpLNnTmvd2lsNyiavNbI719TpM1WmbPnUeWMAHonNSGxsbDoWHR2tLFmyKCoqSpkzZ7YkQ7f5C3Th6lVl8/bWZ41ftyQDAABIeYZh6JVXXtH//vc/9evXT71795abm5vVsYAUkxautR8kODhYS5cuVWBg4CO9jleZbsmUCAAezbnNY6yOAACSJG/3tHXnfcEeP6XKef7+tH6qnOdRMBIAAAAgmVy8eFFZs2Y1n9tsNk2ZMkVHjhxR2bJlrQsGwHTkyBHduHHD6hgAAABAqmEiWgAAgEdkGIZmz56toKAg/e9//7Pblj17dhoAAAAAAJDKbDZbqjycAU0AAACAR3Du3Dm98cYbatGihaKiovTWW2/p7NmzVscCcA9Vq1aVl5eX1TEAAACAVMN0QAAAAA/pp59+Ups2bXTq1Cmz9uyzzzLvP5CGLV261OoIAAAASAVOcpN+qqAJAAAA4KDLly+rR48e+vLLL82ar6+vJk+erNdff93CZADu5a+//tKaNWt05swZxcfH223r37+/RakAAACAlEcTAAAAwAFbtmxRixYtdPDgQbNWv359TZs2TTlz5rQwGYB7mTp1qjp06CA/Pz/lyJHDbu5Wm81GEwAAACAdcpb5+lMDTQAAAIAkmjVrlkJDQ827iL29vTVmzBi9/fbbXGACadjQoUM1bNgwffTRR1ZHAQAAAFIdTQAAAIAkqlmzpjJlyqSoqChVrFhRs2bNUsGCBa2OBeABLly4wFRdAAAAjxnu07rDxeoAAAAAziIwMFCTJk3SsGHDtH79ehoAgJN4/fXX9fPPP1sdAwAAALAEIwEAAAASceTIEfXp00eTJk1SlixZzHqzZs0sTAXgYRQsWFD9+vXT1q1bFRwcLDc3N7vtXbp0sSgZAAAAUoqLC0MBbqMJAAAAcBfDMBQWFqb33ntPly5dkpubm8LCwqyOBeARTJkyRT4+Plq3bp3WrVtnt81ms9EEAAAAQLpGEwAAAOD/nTlzRm+//bZ++OEHs7Z27VqdP39evr6+FiYD8CgOHz5sdQQAAACkMtYEuIM1AQAAACQtXrxYwcHBdg2A1q1ba9euXTQAgHTEMAwZhmF1DAAAACDV0AQAAACPtejoaLVt21YvvfSSzpw5I0ny8/PTd999pxkzZihz5swWJwSQHGbNmqXg4GB5eXnJy8tLxYsXV3h4uNWxAAAAkEJsNluqPJwB0wEBAIDH1oYNG9SyZUsdOXLErDVs2FBTp05VQECAdcEAJKsxY8aoX79+6tSpkypXrixJ2rhxo9555x1FRkaqW7duFicEAAAAUg5NAAAA8NjatWuX2QDw8fHRuHHjFBoa6jR3cwBImvHjx+uLL75Qy5YtzdqLL76ookWLauDAgTQBAAAA0iG+1t1BEwAAADy23n33XS1evFjXrl3TzJkzlS9fPqsjAUgBJ0+eVKVKlRLUK1WqpJMnT1qQCAAAAEg9rAkAAAAeC3FxcVqxYoVdzWazaf78+VqzZg0NACAdK1iwoL755psE9fnz56tQoUIWJAIAAEBKY02AOxgJAAAA0r2DBw+qZcuW2rx5s1asWKE6deqY27JmzWpdMACpYtCgQWrcuLHWr19vrgmwadMmrVq1KtHmAAAAAJCeMBIAAACkW4ZhaMqUKSpRooQ2b94sSXrrrbcUGxtrcTIAqenVV1/VL7/8oieeeELff/+9vv/+e/n5+Wnbtm16+eWXrY4HAACAFMBIgDsYCQAAANKlkydP6q233tLSpUvNWv78+TVr1iy5u7tbmAyAFUqXLq05c+ZYHQMAAABIdTQBAABAurNw4UK98847OnfunFlr166dRo8erUyZMlmYDEBqcnFxeeDdWTabTTdv3kylRAAAAEgtTnKTfqqgCQAAANKNixcvqnPnzpo9e7ZZCwgI0FdffaUXXnjBwmQArPDdd9/dc9uWLVv0+eefKz4+PhUTAQAAAKmPJgAAAEg32rVrp4ULF5rPX3nlFU2ePFnZs2e3MBUAq7z00ksJavv371fPnj31v//9T2+++aYGDx5sQTIAAACkNGeZrz81sDAwAABIN0aMGCFvb29lzpxZs2bN0sKFC2kAAJAknThxQu3atVNwcLBu3rypiIgIzZw5U3nz5rU6GgAAAJCiGAkAAACcVmxsrN0ivwULFtT8+fNVvHhx5cmTx8JkANKKqKgoDR8+XOPHj1dISIhWrVqlqlWrWh0LAAAAKYyBAHcwEgAAADidmzdvavDgwSpVqpSuXr1qt+2FF16gAQBAkjRq1Cjlz59fP/74o+bNm6fNmzfTAAAAAMBjh5EAAADAqezfv18tW7bUtm3bJEkffvihJkyYYHEqAGlRz5495eXlpYIFC2rmzJmaOXNmovt9++23qZwMAAAAKY01Ae6gCQAAAJyCYRiaNGmSPvjgA127dk2S5OrqqieeeEKGYXCBByCBli1b8r8NAAAAeOzRBAAAAGne8ePHFRoaqhUrVpi1p556SrNmzVL58uUtTAYgLQsLC7M6AgAAACzCvSB3sCYAAABI0+bNm6dixYrZNQA6duyonTt30gAAAAAAAOABGAkAAADSJMMw1Lp1a82aNcus5cqVSzNmzFDdunUtTAYAAAAASOuYFvIORgIAAIA0yWazqUiRIubzJk2aaPfu3TQAAAAAAABwACMBAABAmtWjRw9t3rxZTZs2VZMmTayOAwAAAABwEgwEuIMmAAAASBO2bt2qX3/9VZ07dzZrrq6u+uGHHyxMBQAAAACAc6MJAAAALBUbG6shQ4Zo+PDhkqTSpUurUqVKFqcCAAAAADgz1gS4gzUBAACAZfbu3auKFStq6NChio+PV3x8vCZMmGB1LAAAAAAA0g2aAAAAINXFx8dr7NixKlWqlHbs2CFJypAhg4YMGaJZs2ZZnA4AAAAA4OxsttR5OAOmAwIAAKnq2LFjat26tdasWWPWnnnmGYWHh6t06dIWJgMAAAAAIP1hJAAAAEgVhmFo1qxZCg4OtmsAdO3aVdu3b6cBAAAAAABINjabLVUezoCRAAAAIFXcvHlTn332maKjoyVJgYGBCgsLU61atSxOBgAAAABA+sVIAAAAkCrc3NwUHh4uDw8PtWjRQrt27aIBAAAAAABIEawJcAcjAQAAQIq4dOmSzp49q/z585u1YsWKac+ePSpQoICFyQAAAAAAeHwwEgAAACS7jRs3qkSJEmrUqJFiYmLsttEAAAAAAACkNNYEuIMmAAAASDYxMTHq2bOnqlWrpsOHD2v37t0aPHiw1bEAAAAAAHhsMR0QAABIFrt371bz5s21a9cus1a5cmW1bdvWwlQAAAAAgMeRk9yknyoYCQAAAB5JXFycPvnkE5UpU8ZsALi5uenjjz/WunXr7NYEAAAAAAAAqYuRAAAA4KEdPnxYrVq10oYNG8xacHCwwsPDVaJECQuTAQAAAAAeZ84yX39qoAkAAAAeysWLF1WqVCldvHhR0q0LrB49emjIkCHy8PCwNhwAAAAAAJDEdEAAAOAhZc2aVZ07d5YkBQUFae3atRo1ahQNAAAAAACA5Ww2W6o8nAEjAQAAQJIZhmF3kdOvXz+5ubnpvffeU+bMmS1MBgAAAAAAEsNIAAAA8EBRUVFq3bq1RowYYVd3c3NTv379aAAAAAAAANIUmy11Hs6AkQAAAOC+1q5dq1atWunYsWPKkCGD6tevr5IlS1odCwAAAAAAJAEjAQAAQKKuX7+u999/XzVr1tSxY8ckSV5eXuafAQAAAABIq1gT4A5GAgAAgAR27typ5s2ba+/evWatRo0aCgsLU968eS1MBgAAAAAAHMFIAAAAYLp586aGDRumcuXKmQ0ADw8PjR49WqtWraIBAAAAAABwCqwJcAcjAQAAgCTpxIkTeu2117RlyxazFhISovDwcBUrVszCZAAAAAAA4GExEgAAAEiSsmXLpgsXLkiSXFxc1Lt3b/3yyy80AAAAAAAAToc1Ae6gCQAAACTdWvQ3PDxchQsX1oYNGzRs2DC5u7tbHQsAAAAAAIcxHdAdTAcEAMBjasGCBSpevLiefvpps1amTBn98ccfcnV1tTAZAAAAAABILo80EuD69evJlQMAAKSSCxcu6M0339Qbb7yhli1b6ubNm3bbaQAAAAAAAJydi82WKg9n4HATID4+XkOGDFHu3Lnl4+OjQ4cOSZL69eunadOmJXtAAACQfFauXKng4GDNnTtXkrRt2zZ99913FqcCAAAAAAApxeEmwNChQxUWFqZRo0bZzRNcrFgxffXVV8kaDgAAJI+rV6+qS5cuevbZZ3X8+HFJUtasWTVnzhy99tprFqcDAAAAACB5sSbAHQ43AWbNmqUpU6bozTfftJsuoESJEvrzzz+TNRwAAHh0v/76q0qVKqXx48ebtTp16mj37t1q1qyZbM5y1QIAAAAAABzmcBPg+PHjKliwYIJ6fHy8bty4kSyhAADAo7tx44YGDhyoihUrav/+/ZIkT09Pff7551q+fLmefPJJixMCAAAAAJAybDZbqjycgcNNgCJFimjDhg0J6gsXLlTJkiWTJRQAAHh027dv1+DBgxUXFydJKlu2rHbu3KnOnTvLxcXhSwAAAAAAAOCEHP4NQP/+/dWpUyeNHDlS8fHx+vbbb9WuXTsNGzZM/fv3T4mMAADgIVSoUEHdunWTq6urBg4cqE2bNqlw4cJWxwIAAAAAIMW52FLn4aiJEycqKChInp6eKl++vLZt23bf/S9evKiOHTsqZ86c8vDw0FNPPaWlS5c69lk4GvKll17S//73P61cuVIZM2ZU//79tW/fPv3vf//Ts88+6+jLAQCAZHLq1CnFx8fb1YYNG6Zt27ZpwIABcnNzsygZAAAAAACYP3++unfvrgEDBmjHjh0qUaKE6tWrpzNnziS6f2xsrJ599lkdOXJECxcu1P79+zV16lTlzp3bofNmeJiwVatW1YoVKx7mUAAAkMwMw9DcuXPVsWNHDRo0SO+99565zdPTU6VKlbIwHQAAAAAAqS8tztc/ZswYtWvXTqGhoZKkyZMna8mSJZo+fbp69uyZYP/p06fr/Pnz2rx5s3ljX1BQkMPndXgkQP78+XXu3LkE9YsXLyp//vwOBwAAAA/v3LlzeuONN9S8eXNFRUWpZ8+e2rdvn9WxAAAAAADAXWJjY7V9+3bVqVPHrLm4uKhOnTrasmVLoscsXrxYFStWVMeOHRUQEKBixYpp+PDh5tp/SeXwSIAjR44kepKYmBgdP37c0ZcDAAAPaenSpWrbtq1OnTpl1l599VXlzJnTwlQAAAAAAFgvtQYCxMTEKCYmxq7m4eEhDw8Pu1pkZKTi4uIUEBBgVw8ICNCff/6Z6GsfOnRIq1ev1ptvvqmlS5fq77//1rvvvqsbN25owIABSc6Y5JEAixcv1uLFiyVJy5cvN58vXrxY3333nYYMGfJQQxGsWAgBAABndvnyZb3zzjtq0KCB2QDw9fXVN998o9mzZytr1qzWBgQAAAAA4DExYsQIZcmSxe4xYsSIZHnt+Ph4+fv7a8qUKSpdurQaN26sPn36aPLkyQ69TpJHAjRq1EjSrbmUWrVqZbfNzc1NQUFBGj16tEMnv70QwuTJk1W+fHmNHTtW9erV0/79++Xv759g/9sLIfj7+2vhwoXKnTu3jh49yi87AACPjc2bN6tly5Y6ePCgWatfv76mTZvGCAAAAAAAAP6fTakzFKBXr17q3r27Xe2/owAkyc/PT66urjp9+rRd/fTp08qRI0eir50zZ065ubnJ1dXVrD3zzDM6deqUYmNj5e7unqSMSR4JEB8fr/j4eOXJk0dnzpwxn8fHxysmJkb79+/XCy+8kNSXk2S/EEKRIkU0efJkeXt7a/r06Ynuf3shhO+//16VK1dWUFCQqlevrhIlSjh0XgAAnNH333+vqlWrmg0Ab29vcxEhGgAAAAAAAKQ+Dw8PZc6c2e6RWBPA3d1dpUuX1qpVq8xafHy8Vq1apYoVKyb62pUrV9bff/+t+Ph4s3bgwAHlzJkzyQ0A6SEWBj58+LD8/PwcPSwBKxdCAADAGdWuXVt58+aVJFWsWFG///672rdvL1tqTXQIAAAAAICTcLGlzsMR3bt319SpUzVz5kzt27dPHTp00JUrVxQaGipJatmypXr16mXu36FDB50/f17vvfeeDhw4oCVLlmj48OHq2LGjQ+d1eGFgSbpy5YrWrVunY8eOKTY21m5bly5dkvQaqbUQwn8XZoiOjk5SPgAA0ppMmTJp5syZ2rBhgz788ENlyPBQ/4wDAAAAAAALNG7cWGfPnlX//v116tQphYSEaNmyZebvyI8dOyYXlzv37QcGBmr58uXq1q2bihcvrty5c+u9997TRx995NB5Hf7twc6dO/X888/r6tWrunLlinx9fRUZGSlvb2/5+/snuQnwMO5eCMHV1VWlS5fW8ePH9cknn9yzCTBixAgNGjQoxTIBAJASjhw5os6dO2v8+PEKCgoy61WrVlXVqlWtCwYAAAAAgBNIq6PmO3XqpE6dOiW6be3atQlqFStW1NatWx/pnA5PB9StWzc1bNhQFy5ckJeXl7Zu3aqjR4+qdOnS+vTTT5P8Og+7EMJTTz11z4UQEtOrVy9FRUWZj3/++SfJGQEASG2GYWjGjBkqXry4fvzxR7Vu3dpu7j8AAAAAAABHONwEiIiI0Pvvvy8XFxe5uroqJiZGgYGBGjVqlHr37p3k10mthRASW5gBAIC06MyZM3r55ZfVpk0bXbp0SdKtEQE0sAEAAAAAcIzNljoPZ+BwE8DNzc2cl8jf31/Hjh2TJGXJksXhX1JYtRACAABpzQ8//KBixYrphx9+MGutW7fWrl27zMWAAQAAAAAAHOXwmgAlS5bUr7/+qkKFCql69erq37+/IiMjFR4ermLFijn0WlYthAAAQFoRHR2tbt26afr06WbNz89PU6dOVaNGjawLBgAAAACAE3Nxltv0U4HDTYDhw4ebUxQMGzZMLVu2VIcOHVSoUCFNmzbN4QBWLIQAAEBasGnTJjVv3lxHjhwxaw0bNtTUqVPNhjgAAAAAAMCjcLgJUKZMGfPP/v7+WrZsWbIGAgDgcREdHW02AHx8fDRu3DiFhobKxt0KAAAAAAA8Er5a3+HwmgD3smPHDr3wwgvJ9XIAAKR79evXV/v27VW1alXt2rVLbdq0oQEAAAAAAACSlUNNgOXLl6tHjx7q3bu3Dh06JEn6888/1ahRI5UtW1bx8fEpEhIAAGcXFxen+fPnyzAMu/rYsWO1Zs0a5cuXz6JkAAAAAACkPzabLVUeziDJTYBp06apfv36CgsL08iRI1WhQgXNnj1bFStWVI4cOfTHH39o6dKlKZkVAACndPDgQVWrVk1NmjRJsH6Op6enXF1dLUoGAAAAAADSuyQ3AcaNG6eRI0cqMjJS33zzjSIjIzVp0iTt3r1bkydP1jPPPJOSOQEAcDqGYWjKlCkqUaKENm/eLEl6//33FRUVZXEyAAAAAADSN5stdR7OIMlNgIMHD+r111+XJL3yyivKkCGDPvnkEz355JMpFg4AAGd16tQpNWzYUO3bt9eVK1ckSfnz59fSpUuVJUsWi9MBAAAAAIDHRYak7njt2jV5e3tLujWfkoeHh3LmzJliwQAAcFYLFy7UO++8o3Pnzpm1du3aacyYMfLx8bEwGQAAAAAAjwcXZ7lNPxUkuQkgSV999ZX5y4ubN28qLCxMfn5+dvt06dIl+dIBAOBELl68qM6dO2v27NlmLSAgQNOmTVODBg0sTAYAAAAAAB5XSW4C5MmTR1OnTjWf58iRQ+Hh4Xb72Gw2mgAAgMdW//797RoAr776qiZPnpygYQ4AAAAAAFIW4wDuSHIT4MiRIykYAwAA5zdw4EAtWrRIly9f1oQJE9S8eXPZGH4IAAAAAAAs5NB0QAAA4I7Lly/bzfHv6+urRYsWKVeuXMqTJ4+FyQAAAAAAeLxxU94dLlYHAADA2dy8eVODBw9WwYIFdfLkSbttFSpUoAEAAAAAAADSDEYCAADggAMHDqhFixbatm2bJKlt27ZasmQJdxgAAAAAAJCGuPA13cRIAAAAksAwDE2cOFEhISFmA8DV1VVlypRRXFycxekAAAAAAAASx0gAAAAe4Pjx4woNDdWKFSvMWqFChRQeHq7y5ctbmAwAAAAAACSGEft3PNRIgIMHD6pv375q2rSpzpw5I0n66aeftGfPnmQNBwCA1ebNm6dixYrZNQA6duyonTt30gAAAAAAAABpnsNNgHXr1ik4OFi//PKLvv32W12+fFmS9Pvvv2vAgAHJHhAAAKt07NhRzZo108WLFyVJuXLl0vLlyzVhwgRlzJjR2nAAAAAAAOCebLbUeTgDh5sAPXv21NChQ7VixQq5u7ub9Vq1amnr1q3JGg4AACvVqlXL/HOTJk20e/du1a1b18JEAAAAAAAAjnF4TYDdu3dr7ty5Cer+/v6KjIxMllAAAKQFr776qjp16qTKlSurSZMmVscBAAAAAABJxJoAdzg8EiBr1qw6efJkgvrOnTuVO3fuZAkFAEBq++WXX/TRRx8lqI8fP54GAAAAAAAAcFoOjwRo0qSJPvroIy1YsEA2m03x8fHatGmTevTooZYtW6ZERgAAUsyNGzc0ePBgDR8+XPHx8QoJCVHTpk2tjgUAj53Fixcned8XX3wxBZMAAAAgPXBhIIDJ4SbA8OHD1bFjRwUGBiouLk5FihRRXFycmjVrpr59+6ZERgAAUsTevXvVokUL7dixw6zNmjVLTZo0YdggAKSyRo0aJWk/m82muLi4lA0DAAAApCMONwHc3d01depU9evXT3/88YcuX76skiVLqlChQimRDwCAZBcfH69x48apV69eiomJkSRlyJBBAwYMUM+ePWkAAIAF4uPjrY4AAACAdITv9nc43ATYuHGjqlSpojx58ihPnjwpkQkAgBRz7NgxtW7dWmvWrDFrzzzzjMLDw1W6dGkLkwEAAAAAACQ/h5sAtWrVUu7cudW0aVM1b95cRYoUSYlcAAAkK8MwFB4ers6dOys6Otqsd+3aVcOHD5eXl5eF6QAA/3XlyhWtW7dOx44dU2xsrN22Ll26WJQKAAAAzoJxAHc43AQ4ceKEvv76a82bN08ff/yxihcvrjfffFNNmzbVk08+mRIZAQBIFosWLTIbAIGBgQoLC1OtWrUsTgUA+K+dO3fq+eef19WrV3XlyhX5+voqMjJS3t7e8vf3pwkAAAAAOMDF0QP8/PzUqVMnbdq0SQcPHtTrr7+umTNnKigoiF+kAADSLJvNpilTpih79uxq0aKFdu3axb9bAJBGdevWTQ0bNtSFCxfk5eWlrVu36ujRoypdurQ+/fRTq+MBAADACbjYbKnycAYONwHuli9fPvXs2VMff/yxgoODtW7duuTKBQDAI7l8+bJ27txpVwsICNCuXbs0a9YsZc2a1ZpgAIAHioiI0Pvvvy8XFxe5uroqJiZGgYGBGjVqlHr37m11PAAAAMCpPHQTYNOmTXr33XeVM2dONWvWTMWKFdOSJUuSMxsAAA9l48aNKlGihOrXr6/IyEi7bTly5LAoFQAgqdzc3OTicuurir+/v44dOyZJypIli/755x8rowEAAMBJ2Gyp83AGDjcBevXqpXz58qlWrVo6duyYxo0bp1OnTik8PFzPPfdcSmQEACBJYmJi1LNnT1WrVk2HDh3S6dOn1a1bN6tjAQAcVLJkSf3666+SpOrVq6t///6aM2eOunbtqmLFilmcDgAAAHAuDi8MvH79en3wwQd644035OfnlxKZAABw2O7du9W8eXPt2rXLrFWuXFkDBw60LhQA4KEMHz5cly5dkiQNGzZMLVu2VIcOHVSoUCFNnz7d4nQAAABwBjZnuU0/FTjcBNi0aVNK5AAA4KHExcVpzJgx6tu3r2JjYyXdmkZi8ODB+uCDD+Tq6mpxQgCAo8qUKWP+2d/fX8uWLbMwDQAAAODcktQEWLx4serXry83NzctXrz4vvu++OKLyRIMAIAHOXz4sFq1aqUNGzaYtWLFiik8PFwhISHWBQMAAAAAAJZiIMAdSWoCNGrUSKdOnZK/v78aNWp0z/1sNpvi4uKSKxsAAPcUGxurqlWr6vjx45Ju/RvUo0cPDRkyRB4eHhanAwA8inz58t13+PahQ4dSMQ0AAADg3JLUBIiPj0/0zwAAWMXd3V3Dhg1T69atFRQUpJkzZ6patWpWxwIAJIOuXbvaPb9x44Z27typZcuW6YMPPrAmFAAAAJyKC0MBTA6vCTBr1iw1btw4wV2WsbGx+vrrr9WyZctkCwcAwN3i4uLs5vhv2bKlrly5oubNmytz5swWJgMAJKf33nsv0frEiRP122+/pXIaAAAAwLm5OHpAaGiooqKiEtQvXbqk0NDQZAkFAMDdoqKi1Lp1a7399tt2dZvNpnfffZcGAAA8JurXr69FixZZHQMAAABOwGZLnYczcHgkgGEYic7P+e+//ypLlizJEgoAgNvWrl2rVq1a6dixY5JuLUD/0ksvWZwKAGCFhQsXytfX1+oYAAAAgFNJchOgZMmSstlsstlsql27tjJkuHNoXFycDh8+rOeeey5FQgIAHj/Xr19Xnz59NGbMGLOWKVMmXb9+3cJUAIDUcPu7x22GYejUqVM6e/asJk2aZGEyAAAAOIvEbmR/XCW5CdCoUSNJUkREhOrVqycfHx9zm7u7u4KCgvTqq68me0AAwONn586dat68ufbu3WvWqlevrrCwMAUFBVkXDACQKl566SW7L20uLi7Knj27atSoocKFC1uYDAAAAHA+SW4CDBgwQJIUFBSkxo0by9PTM8VCAQAeTzdv3tTIkSM1cOBA3bx5U5Lk4eGh4cOHq2vXrnJxcXgpGwCAExo4cKDVER7owtbPrI4AAJKkbGU7WR0BACRJ13ZOsDqCHX6DcIfDawK0atUqJXIAAB5z58+fV4MGDbR161azFhISovDwcBUrVszCZACA1Obq6qqTJ0/K39/frn7u3Dn5+/srLi7OomQAAABwFkwHdEeSmgC+vr46cOCA/Pz8lC1btvt+gOfPn0+2cACAx0fWrFnNqeZcXFzUs2dPDRgwQO7u7hYnAwCkNsMwEq3HxMTw7wIAAADgoCQ1AT777DNlypTJ/DNdFABAcnNxcdH06dP1yiuvaNy4capUqZLVkQAAqezzzz+XdOuura+++spuHbK4uDitX7+eNQEAAACQJC78CtuUpCbA3VMAtW7dOqWyAAAeIwsWLJC/v7+qV69u1gIDA7Vt2zaazQDwmPrss1vz7BuGocmTJ8vV1dXc5u7urqCgIE2ePNmqeAAAAIBTcnhNgB07dsjNzU3BwcGSpB9++EEzZsxQkSJFNHDgQIbnAgDu68KFC+rUqZPmzp2rwMBA7d69W1myZDG30wAAgMfX4cOHJUk1a9bUt99+q2zZslmcCAAAAM6KkQB3OLxIcvv27XXgwAFJ0qFDh9S4cWN5e3trwYI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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:38:03,075 INFO: === Dataset: h ===\n", "2025-03-07 01:38:05,708 INFO:Total samples: 6000\n", "2025-03-07 01:38:25,548 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:38:25,613 INFO: === Dataset: i ===\n", "2025-03-07 01:38:28,260 INFO:Total samples: 6000\n", "2025-03-07 01:38:48,316 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:38:48,383 INFO: === Dataset: j ===\n", "2025-03-07 01:38:51,005 INFO:Total samples: 6000\n", "2025-03-07 01:39:10,932 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:39:11,000 INFO: === Dataset: k ===\n", "2025-03-07 01:39:13,615 INFO:Total samples: 6000\n", "2025-03-07 01:39:33,989 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:39:34,057 INFO: === Dataset: l ===\n", "2025-03-07 01:39:42,262 INFO:Total samples: 18911\n", "2025-03-07 01:40:44,350 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:40:44,417 INFO:Model DeiT evaluation completed in 285.94 seconds.\n", "2025-03-07 01:40:44,418 INFO:\n", "=== Evaluating DeiT3 on Test Datasets ===\n", "/tmp/ipykernel_112221/3203844338.py:383: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-03-07 01:40:44,543 INFO:Loaded model weights from DeiT3_best.pth\n", "2025-03-07 01:40:44,544 INFO: === Dataset: a ===\n", "2025-03-07 01:40:45,913 INFO:Total samples: 3181\n", "2025-03-07 01:40:56,962 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:40:57,031 INFO: === Dataset: b ===\n", "2025-03-07 01:40:58,398 INFO:Total samples: 3181\n", "2025-03-07 01:41:09,175 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:41:09,242 INFO: === Dataset: c ===\n", "2025-03-07 01:41:10,602 INFO:Total samples: 3181\n", "2025-03-07 01:41:21,482 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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6dcpwcXExRowYYW171HRAif0exo4da1gsFuPMmTOGYRjG1atXDUnGhAkTHpr7xo0bhoeHh9G+fXub9tDQUMPd3d2mPTnvx7Vr14wcOXIYlSpVMm7dumWz7f73BwAA3JMR781///13Q5LRo0ePR+4X59tvvzUkGaNGjbJpb9KkiWGxWIy///7b2ibJcHZ2tmmLu97903zGvfYHp8J58D46TkBAgFGoUCHr8x49ehg5c+Y07t69+9DcD76/0dHRhpeXl1GqVCmb+6Dvv//ekGQMGTLE5nqSbO4BDePe54Vy5co99Jr3v44XX3zRMAzDKF++vNG2bVvDMO7dBzo7OxsLFy5M9D1I7F5yx44dhiQjKCjI2vao6YDi7ufXr1+f6LYHP7/MmjXLkGQsWrTI2Llzp+Ho6JhgCqPETJkyxXpcnOjoaKNy5cqGm5ubdZqpU6dOGZKMZ555xuZvc9WqVYYk47vvvnvkdYYMGWJIMlauXJlgG/evAFID0wEBSDfc3Nx048YNSfemMNm0aZPef/993bhxQ2FhYQoLC9Ply5dVr149HT9+PMHw1qfRs2dPbdiwQQsXLlT9+vUVExOToEf1ozz//PPKkyePfH191aZNGxUrVkzr1q1TtmzZrPvEvbbEhibHidsWHh5u899HHfM44eHhT3X84wQEBChr1qw2bU2bNtWdO3esPW8k6ccff9S1a9esvbgMw9CKFSvUsGFDGYZh/R2HhYWpXr16un79uvbt2/fQ665du1aS1Lt3b5v2Pn36SJLWrFlj016yZElrD3fpXi//559/XidPnnyCV528v1EPDw/9+eefOn78+BNd60E//fSToqOj1a1bN5tpchIbOeHi4mJdKC0mJkaXL1+Wm5ubnn/++Ue+v/e7//cbGRmpsLAwValSRYZhaP/+/dZ9nJ2dtWXLFl29ejXR82zYsEHXrl1T8+bNbX7fjo6OqlSpkjZv3pzUtyDBeW/cuKH+/fvL1dXVZltSphECAAAJ2du9eXLvm9euXStHR0d1797dpr1Pnz4yDEPr1q2zaa9bt66KFi1qff7SSy8pZ86cT3wvmRgPDw9FRkZap4xMit9++00XL15U586dbe6DGjRooBIlSiS4J5akDz/80OZ59erVk/06WrRooZUrVyo6OlrLly+Xo6PjQ0eD3H8veefOHV2+fFnFihWTh4dHku9HJalw4cLWEcWP06FDB9WrV0/dunVTq1atVLRoUY0ZM+axx61du1Z58+ZV8+bNrW1OTk7q3r27IiIi9PPPP9vs37RpU5vR33GfNx73fq5YsUKlS5dO9D3j/hVAaqAIACDdiIiIsN60//333zIMQ4MHD1aePHlsHkOHDpUkmzken1aJEiVUt25d+fv76/vvv1dERIT1y+mkWLFihTZs2KAlS5bolVde0cWLFxN8MR732uI+TCXmwUJBzpw5H3vM4+TMmfOpjn+cwoULJ2grXbq0SpQooaVLl1rbli5dKk9PT+uQ4UuXLunatWuaPXt2gt9xYGCgpEf/js+cOSMHBwcVK1bMpj1v3rzy8PDQmTNnbNoTGxaeK1euh35h/TjJ+RsdMWKErl27pueee05+fn7q16+fDh48+ETXlWR9bcWLF7dpz5Mnj82HEEmKjY3V5MmTVbx4cbm4uMjT01N58uTRwYMHdf369SRdLyQkRK1bt1bu3Lmtc8fGzXkbdw4XFxeNGzdO69atk7e3t2rUqKHx48crNDTUep64IkidOnUSvGc//vjjE///dNzaG6VKlXqi4wEAQEL2dm+e3PvmM2fOKH/+/AmKBnHTz6T2vWRiOnfurOeee07169dXwYIF1aZNG5t1BxITlzOxqXFKlCiR4HW4urpa17yK8ySvo1mzZrp+/brWrVunxYsX680333xoAebWrVsaMmSIde2FuPvRa9euJfl+VEr8c8ejzJ07Vzdv3tTx48e1YMGCBJ/PEnPmzBkVL17c2okmTlL/LuLuxR/3fp44cYJ7VwBpijUBAKQL//77r65fv279Qjdukam+ffs+tLfHg1/+pqQmTZqoY8eOOnbsWKI31A+qUaOGdd7Ghg0bys/PTx988IH27t1rvYGMu3E8ePCgypQpk+h54r4YLlmypKR7N+6SdOjQoYce8zglSpTQ/v379c8//8jHx+ex+z+s50lMTIwcHR0TtD/sZrpp06YaPXq0wsLClCNHDq1evVrNmzdXliz3/umJ+x23bNkywdoBceLm3n+SvA9KLLukJBd6HpScv9EaNWroxIkTWrVqlX788Ud9+eWXmjx5smbOnKl27do90fWTasyYMRo8eLDatGmjkSNHKnfu3HJwcFDPnj1tFnN7mJiYGL322mu6cuWKPv74Y5UoUULZs2fX2bNn1bp1a5tz9OzZUw0bNtS3336rH374QYMHD9bYsWO1adMmlS1b1rpvcHCw8ubNm+BacX8bAADAXPZ4b16sWDFlyZJFhw4dSpUMT3MvabFYEt3vwcV4vby8dODAAf3www9at26d1q1bp/nz58vf3z/BwrRP6mGvI7ny5cunWrVqaeLEidq2bZtWrFjx0H27deum+fPnq2fPnqpcubLc3d1lsVjUrFmzJN2PxknKl/j327Jli6KioiTd+zxVuXLlZB2fFCn9GQMAUguftgGkC3GLf8Z9qChSpIike0Mv69atm+Z5bt26JUnJ6pkSx83NTUOHDlVgYKC++eYbNWvWTJJUv359OTo6Kjg4+KGLAwcFBSlLliz6z3/+Y3PMokWLnnhh34YNG+qrr77SokWLNGDAgMfunytXLl27di1B+5kzZ6y/l6Ro2rSphg8frhUrVsjb21vh4eHW90K612s9R44ciomJeaLfcaFChRQbG6vjx4/bLBh24cIFXbt2TYUKFUr2ORPzsCJDcv9Gc+fOrcDAQAUGBioiIkI1atTQsGHDrEWA5Az7jXttx48ft/mdXLp0KUGvo+XLl6t27dqaO3euTfu1a9dsFhx72PUPHTqkY8eOaeHChTZ/tw8bpl60aFH16dNHffr00fHjx1WmTBlNnDhRixYtsg6h9/Lyeux7lpz3I+68f/zxR6p+AQEAQGZhj/fm2bJlU506dbRp06YkdX4pVKiQfvrpJ924ccOmB/uRI0es21NKrly5Ep0e5sFe5ZLk7Oyshg0bqmHDhoqNjVXnzp01a9YsDR48ONH7nLicR48etY64jXP06NEUfR0PatGihdq1aycPDw+98cYbD91v+fLlCggI0MSJE61tt2/fTvCZIyWnwTl//ry6deum119/Xc7OztYC1uPej0KFCungwYOKjY21GQ2Q0n8XRYsW1R9//JEi5wKApGA6IACm27Rpk0aOHKnChQvrgw8+kHTvS8JatWpp1qxZOn/+fIJjLl26lCLXTmzY8p07dxQUFKSsWbNae+Qn1wcffKCCBQtq3Lhx1jYfHx8FBgbqp59+0hdffJHgmJkzZ2rTpk1q27atChYsaD2mffv2+vHHHzVt2rQEx8TGxmrixIn6999/H5qlSZMm8vPz0+jRo7Vjx44E22/cuKFBgwZZnxctWlQ7d+60mXf1+++/1z///JO0F///XnjhBfn5+Wnp0qVaunSp8uXLpxo1ali3Ozo6qnHjxlqxYkWiN8CP+x3HfdCYMmWKTfukSZMk3ZsHNSXErevw4IeU5PyNXr582Wabm5ubihUrZu2ZJEnZs2dP9DqJqVu3rpycnDRt2jSbXkYPvhfSvff5wZ5Iy5YtSzBv78OuH9e76f5zGIahqVOn2ux38+ZN3b5926ataNGiypEjh/V11qtXTzlz5tSYMWN0586dBFnvf8+S8368/vrrypEjh8aOHZsgA72wAABIHnu+Nx86dKgMw1CrVq0UERGRYPvevXutPerfeOMNxcTEaPr06Tb7TJ48WRaLRfXr13+KV2KraNGiOnLkiM379Pvvv2vbtm02+z14z+jg4GAdGXv/feP9ypcvLy8vL82cOdNmn3Xr1umvv/5KsXvixDRp0kRDhw7V559/Lmdn54ful9j96LRp0xKMhEjO/d/jtG/fXrGxsZo7d65mz56tLFmyqG3bto+9N3zjjTcUGhpqM63p3bt3NW3aNLm5uVmnxHxajRs31u+//67//e9/CbZx/wogNTASAECaWrdunY4cOaK7d+/qwoUL2rRpkzZs2KBChQpp9erVNotZzZgxQ9WqVZOfn5/at2+vIkWK6MKFC9qxY4f+/fdf/f7770+dp2PHjgoPD1eNGjVUoEABhYaGavHixTpy5IgmTpwoNze3Jzqvk5OTevTooX79+mn9+vXWnv2TJ0/WkSNH1LlzZ5v2H374QatWrVLNmjVteshI0sSJE3XixAl1795dK1eu1JtvvqlcuXIpJCREy5Yt05EjR2x62CeWZeXKlapbt65q1Kih999/X1WrVpWTk5P+/PNPLVmyRLly5dLo0aMlSe3atdPy5cv1n//8R++//75OnDhh04s7OZo2baohQ4bI1dVVbdu2TTC35n//+19t3rxZlSpVUvv27VWyZElduXJF+/bt008//aQrV6489NylS5dWQECAZs+erWvXrqlmzZravXu3Fi5cqEaNGql27drJzpuYuA+cS5cu1XPPPafcuXOrVKlSKlWqVJL/RkuWLKlatWqpXLlyyp07t3777TctX75cXbt2tV6nXLlykqTu3burXr16cnR0fOjvNU+ePOrbt6/Gjh2rN998U2+88Yb279+vdevW2fTul6Q333xTI0aMUGBgoKpUqaJDhw5p8eLFCUZ1FC1aVB4eHpo5c6Zy5Mih7Nmzq1KlSipRooSKFi2qvn376uzZs8qZM6dWrFiRYMTBsWPH9Oqrr+r9999XyZIllSVLFv3vf//ThQsXrK8jZ86c+uKLL9SqVSu9/PLLatasmfLkyaOQkBCtWbNGVatWtX4QT877kTNnTk2ePFnt2rVThQoV1KJFC+XKlUu///67bt68mWLD5wEAyGgy2r15lSpVNGPGDHXu3Fk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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:41:21,550 INFO: === Dataset: d ===\n", "2025-03-07 01:41:22,890 INFO:Total samples: 3181\n", "2025-03-07 01:41:33,998 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:41:34,064 INFO: === Dataset: e ===\n", "2025-03-07 01:41:34,635 INFO:Total samples: 911\n", "2025-03-07 01:41:37,923 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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5c+c24uPj75n77vc3Li7O8PHxMcqVK2dcv37dut93331nSDKGDRtmcz1JNveAhnHr80KVKlXuec07X8fTTz9tGIZhVK1a1ejcubNhGLfuA11dXY2FCxem+B6kdC8ZHh5uSDJCQkKsbfebDijpfn7t2rUpbrv788tnn31mSDIWLVpkbN261XB2dk42hVFKpkyZYj0uSVxcnFGjRg3Dy8vLOs3U8ePHDUnGY489ZvO3uXLlSkOS8e233973OqNHjzY8PT2NQ4cO2bQPGjTIcHZ2Nk6dOvXArABgL0YCAMgUvLy8dPXqVUm3pjD56aef9MYbb+jq1auKjIxUZGSkLly4oCZNmujw4cPJhrc+ir59+2rdunVauHChmjZtqoSEBMXFxaX6+NKlS6tAgQLy9/fXW2+9pZIlS2rNmjXKmTOndZ+k15bS0OQkSduioqJs/nu/Yx4kKirqkY5/kI4dO8rDw8OmrXXr1rp586ZWrFhhbfvhhx90+fJltW7dWtKt3lfLly9Xy5YtZRiG9XccGRmpJk2a6MqVK9ae8ilZvXq1JCXrKTNgwABJUlhYmE172bJlrdM0Sbd6+ZcuXVrHjh17iFdt399onjx59Oeff+rw4cMPda27/fjjj4qLi1OvXr1spslJacooNzc360JpCQkJunDhgry8vFS6dOn7vr93uvP3m9Qzr2bNmjIMQ7t377bu4+rqqo0bN+rSpUspnmfdunW6fPmy2rZta/P7dnZ2VvXq1bVhw4bUvgUZcl4AALIzR7s3t/e+efXq1XJ2drb2Pk8yYMAAGYahNWvW2LQ3atRIJUqUsD6vUKGCcufO/dD3kinJkyePYmJirFNGpsZvv/2mc+fOqXv37nJ3d7e2N2/eXGXKlEl2TyzJpoe8dGsqU3tfR7t27bRixQrFxcVp2bJlcnZ21ssvv5zivnfeS968eVMXLlxQyZIllSdPnlTfj0pSsWLFrCOKH6Rr165q0qSJevXqpQ4dOqhEiRIaN27cA49bvXq1ChYsqLZt21rbXFxc1Lt3b0VHR2vTpk02+7du3dpm9HfS540HvZ9Lly5VnTp1lDdvXpv710aNGikhIUE///xzql4nANgjh9kBAECSoqOjrcNHjxw5IsMwFBQUpKCgoBT3P3funIoUKZIm1y5TpozKlCkj6daUPC+88IJatmypbdu2pWou8uXLlyt37tw6f/68pk2bpuPHjyf7YjzpA0nSh6mU3F0oyJ079wOPeZC0/nByt2LFiiVrq1ixosqUKaMlS5aoc+fOkm5NBZQ/f341bNhQknT+/HldvnxZs2fPvufw4zvn8bzbyZMn5eTkpJIlS9q0FyxYUHny5NHJkydt2lMaFp43b957fmH9IPb8jY4aNUovvfSSnnzySZUrV04vvviiOnTooAoVKjzUtZNeW6lSpWzaCxQoYPMhRJISExM1depUffLJJzp+/LjNfK+PPfZYqq536tQpDRs2TKtWrUr2fl25ckXSrWLDhAkTNGDAAPn6+uq5555TixYtFBAQoIIFC0qStQiS9Ddwt6S/d3ul13kBAMjOHO3e3N775pMnT6pw4cLJigZJ08+k971kSrp3766vv/5aTZs2VZEiRfTCCy/ojTfe0IsvvnjPY5Jyli5dOtm2MmXKaPPmzTZt7u7u1jWvkjzM62jTpo0GDhyoNWvWaPHixWrRosU9CzDXr1/X+PHjNX/+fJ0+fdpmzYWke8nUSOlzx/3MnTtXJUqU0OHDh7Vly5Zkn89ScvLkSZUqVcraiSZJav8uku7FH/R+Hj58WHv37k32u0hyv89BAPCwKAIAMN0///yjK1euWL/QTVoMaeDAgffs7XH3l79p6bXXXtM777yjQ4cOpXhDfbe6desqf/78kqSWLVuqfPnyevPNN7Vz507rDWTSjePevXtTnL8yaZt0q9e6JOuHn3379t3zmAcpU6aMdu/erb///lt+fn4P3P9eH6wSEhLk7OycrP1eN9OtW7fW2LFjFRkZqVy5cmnVqlVq27atcuS49c9O0u+4ffv26tixY4rnSM2X5Kkp0khKMbukZAu/pZY9f6N169bV0aNHtXLlSv3www/6/PPPNXnyZM2aNUtvv/32Q10/tcaNG6egoCC99dZbGj16tPLlyycnJyf17ds3VYuOJSQkqHHjxrp48aI++OADlSlTRp6enjp9+rQ6depkc46+ffuqZcuW+uabb/T9998rKChI48eP108//aTKlStb9w0NDbUWBu6U9Ldhr/Q6LwAA2ZUj3puXLFlSOXLk0L59+9Ilw6PcS1oslhT3u3sxXh8fH+3Zs0fff/+91qxZozVr1mj+/PkKCAhItjDtw7rX67BXoUKFVL9+fU2aNEm//vqrli9ffs99e/Xqpfnz56tv376qUaOGvL29ZbFY1KZNG7sWwU3Nl/h32rhxo2JjYyXd+jxVo0YNu45PjYf9u0hMTFTjxo31/vvvp7j9ySeffORsAHA3PhkDMF3Sop9JHyqKFy8u6dbQy0aNGmV4nuvXr0uyr2dKEi8vLw0fPlyBgYH6+uuvrYvUNm3aVM7OzgoNDb3n4sAhISHKkSOHtbdP0jGLFi166IV9W7ZsqS+//FKLFi3S4MGDH7h/3rx5ky0gJt3q9ZL0e0mN1q1ba+TIkVq+fLl8fX0VFRVls2BvgQIFlCtXLiUkJDzU77ho0aJKTEzU4cOHbRYMO3v2rC5fvqyiRYvafc6U3KvIYO/faL58+RQYGKjAwEBFR0erbt26GjFihLUIkNpihiTrazt8+LDN7+T8+fPJeh0tW7ZMDRo00Ny5c23aL1++bC1c3e/6+/bt06FDh7Rw4UKbv9t7DVMvUaKEBgwYoAEDBujw4cOqVKmSJk2apEWLFlmH0Pv4+DzwPbPn/bDnvAAA4MEc8d48Z86catiwoX766adUdX4pWrSofvzxR129etWmB/uBAwes29NK3rx5UxyZe3evcklydXVVy5Yt1bJlSyUmJqp79+767LPPFBQUlGKhJSnnwYMHk42KPHjwYJq+jru1a9dOb7/9tvLkyaNmzZrdc79ly5apY8eOmjRpkrXtxo0byT5z2HP/9yBnzpxRr1699MILL8jV1dVawHrQ+1G0aFHt3btXiYmJNqMB0vrvokSJEoqOjubeFUCGYk0AAKb66aefNHr0aBUrVkxvvvmmpFtf5tWvX1+fffaZzpw5k+yY8+fPp8m1UxpmefPmTYWEhMjDw8PaI99eb775ph5//HFNmDDB2ubn56fAwED9+OOP+vTTT5MdM2vWLP3000/q3LmzHn/8cesxXbp00Q8//KDp06cnOyYxMVGTJk3SP//8c88sr732msqXL6+xY8cqPDw82farV69q6NCh1uclSpTQ1q1bbeZd/e677/T333+n7sX/v6eeekrly5fXkiVLtGTJEhUqVEh169a1bnd2dtarr76q5cuX648//kh2/IN+x0kfNKZMmWLTHhwcLOnWPKhpIWldh7s/pNjzN3rhwgWbbV5eXipZsqS1Z5IkeXp6pnidlDRq1EguLi6aPn26TS+ju98L6db7fHdPpKVLlyabt/de10/q3XTnOQzD0NSpU232u3btmm7cuGHTVqJECeXKlcv6Ops0aaLcuXNr3LhxunnzZrKsd75n9rwf9pwXAADcnyPfmw8fPlyGYahDhw6Kjo5Otn3nzp3WHvXNmjVTQkKCZsyYYbPP5MmTZbFY1LRp00d4JbZKlCihAwcO2LxPv//+u3799Veb/e6+Z3RycrKOjL3zvvFOVatWlY+Pj2bNmmWzz5o1a/TXX3+l2T1xSl577TUNHz5cn3zyiVxdXe+5X0r3o9OnT082EsKe+78H6dKlixITEzV37lzNnj1bOXLkUOfOnR/YQ79Zs2aKiIjQkiVLrG3x8fGaPn26vLy8VK9evUfOJklvvPGGwsPD9f333yfbdvnyZcXHx6fJdQDgTowEAJBh1qxZowMHDig+Pl5nz57VTz/9pHXr1qlo0aJatWqVzWJWM2fOVO3atVW+fHl16dJFxYsX19mzZxUeHq5//vlHv//++yPneeeddxQVFaW6deuqSJEiioiI0OLFi3XgwAFNmjRJXl5eD3VeFxcX9enTR++9957Wrl1r7dk/efJkHThwQN27d7dp//7777Vy5UrVq1fPpoeMJE2aNElHjx5V7969tWLFCrVo0UJ58+bVqVOntHTpUh04cMCmh31KWVasWKFGjRqpbt26euONN1SrVi25uLjozz//1BdffKG8efNq7NixkqS3335by5Yt04svvqg33nhDR48etenFbY/WrVtr2LBhcnd3V+fOnZPNrfnf//5XGzZsUPXq1dWlSxeVLVtWFy9e1K5du/Tjjz/q4sWL9zx3xYoV1bFjR82ePVuXL19WvXr1tH37di1cuFCtWrVSgwYN7M6bkqQPnEuWLNGTTz6pfPnyqVy5cipXrlyq/0bLli2r+vXrq0qVKsqXL59+++03LVu2TD179rRep0qVKpKk3r17q0mTJnJ2dr7n77VAgQIaOHCgxo8frxYtWqhZs2bavXu31qxZY9O7X5JatGihUaNGKTAwUDVr1tS+ffu0ePHiZKM6SpQooTx58mjWrFnKlSuXPD09Vb16dZUpU0YlSpTQwIEDdfr0aeXOnVvLly9PNuLg0KFDev755/XGG2+obNmyypEjh/73v//p7Nmz1teRO3duffrpp+rQoYOeeeYZtWnTRgUKFNCpU6cUFhamWrVqWT+I2/N+2HNeAABwW1a7N69Zs6Zmzpyp7t27q0yZMurQoYNKlSqlq1evauPGjVq1apXGjBkj6dZo2QYNGmjo0KE6ceKEKlasqB9++EErV65U3759H+re917eeustBQcHq0mTJurcubPOnTunWbNm6emnn7YuaCzdug+/ePGiGjZsqMcff1wnT57U9OnTValSJZuRr3dycXHRhAkTFBgYqHr16qlt27Y6e/aspk6dKn9/f/Xr1y/NXsfdvL29NWLEiAf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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:41:37,996 INFO: === Dataset: f ===\n", "2025-03-07 01:41:43,686 INFO:Total samples: 12911\n", "2025-03-07 01:42:26,466 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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AdpXqIsCjjz6qmTNnWtfz5cuniIgIm20sFgtFADslGEnLzhSnAMChDR061KYA8PLLL2v69OnJCuYAAAAAACB98VNrklQXAY4ePZqOMbKvhDt6AjjTEwAAHNrw4cO1ZMkSXb16VVOnTlWbNm1kofshAAAAAAAwkV3DASHt3dkTgOGAAMCxXL161WaMfz8/Py1ZskQFChTQo48+amIyAAAAAACyN27KS8LPziY7fz1p2YnPJQA4hPj4eI0cOVLFixfX6dOnbZ574oknKAAAAAAAAIBMg54AJvvzXNIycwIAQOZ34MABhYSEaNu2bZKkDh06aPny5dxhAAAAAABAJsIN10noCWCyPB5Jy54u5uUAANybYRiaNm2aKlSoYC0AODs7q0qVKkpISDA5HQAAAAAAQMroCWCyuP+fGDi/l8RNpACQOZ08eVJhYWFas2aNta1EiRKKiIhQ9erVTUwGAAAAAABSQo/9JA/UE+DQoUN655131KpVK507d2s8m5UrV+qvv/5K03DZwe0iQC43c3MAAFL2xRdfqGzZsjYFgG7dumnnzp0UAAAAAAAAQKZndxFgw4YNCg4O1tatW/X111/r6tWrkqQ//vhDw4YNS/OAWd31uFv/zcHATACQ6XTr1k2tW7fW5cuXJUkFChTQ6tWrNXXqVOXMmdPccAAAAAAA4K4slox5OAK7f3oeMGCARo8erTVr1sjV1dXa3qBBA23ZsiVNw2V1kdeTll0oAgBAptOgQQPrcsuWLbVnzx4988wzJiYCAAAAAACwj91zAuzZs0cLFixI1u7v76/IyMg0CZVd7Lvj7TpwwbwcAICUvfzyy+revbtq1aqlli1bmh0HAAAAAACkEnMCJLH7/nNfX1+dPn06WfvOnTtVsGDBNAmVXRhG0nK78ublAABIW7du1dtvv52sfcqUKRQAAAAAAACAw7K7J0DLli319ttva9GiRbJYLEpMTNSmTZvUv39/tW3bNj0yZlmJdyy72f2XAACkhbi4OI0cOVJjx45VYmKiKlSooFatWpkdCwCynWXLlqV62//973/pmAQAAABZgRMdAazs/ul57Nix6tatmwIDA5WQkKAyZcooISFBrVu31jvvvJMeGbOsxDt6AvChBICMt3fvXoWEhGjHjh3WtvDwcLVs2ZJugwCQwZo1a5aq7SwWixISEtI3DAAAAJCF2F0EcHV11cyZMzVkyBD9+eefunr1qipWrKgSJUqkR74s7c4iAL81AUDGSUxM1OTJkzVw4EDFxMRIknLkyKFhw4ZpwIABFAAAwASJiYn33wgAAABIJb7bJ7G7CLBx40Y9+eSTevTRR/Xoo4+mR6Zs4845AeyenAEA8ECOHz+udu3aad26dda20qVLKyIiQpUrVzYxGQAAAAAAQNqzuwjQoEEDFSxYUK1atVKbNm1UpkyZ9MiVLUTFJC1TmAKA9GUYhiIiItSjRw9FR0db23v37q2xY8fKw8PDxHQAgP+6du2aNmzYoOPHjys2NtbmuZ49e5qUCgAAAI6Cn1uT2F0EOHXqlL788kt98cUXevfdd1WuXDm99tpratWqlQoVKpQeGbOsfy4kLd+INy8HAGQXS5YssRYAAgMDNXfuXDVo0MDkVACA/9q5c6eee+45Xb9+XdeuXZOfn58iIyPl6ekpf39/igAAAACAHewehSZPnjzq3r27Nm3apEOHDumVV17RvHnzFBQUxA8pdvJ2S1r29zQvBwBkBxaLRTNmzFDevHkVEhKi3bt38+8WAGRSffr0UdOmTXXp0iV5eHhoy5YtOnbsmCpXrqwPPvjA7HgAAABwAE4WS4Y8HMFDDUVfpEgRDRgwQO+++66Cg4O1YcOGtMqVLXzxV9JyPi/zcgBAVnT16lXt3LnTpi0gIEC7d+9WeHi4fH19zQkGALivXbt2qV+/fnJycpKzs7NiYmIUGBio9957T4MGDTI7HgAAAOBQHrgIsGnTJnXt2lX58+dX69atVbZsWS1fvjwts2V5hXIlLefPdfftAAD22bhxo8qXL6/GjRsrMjLS5rl8+fKZlAoAkFouLi5ycrr1VcXf31/Hjx+XJPn4+OjEiRNmRgMAAICDsFgy5uEI7C4CDBw4UEWKFFGDBg10/PhxTZ48WWfOnFFERISeffbZ9MiYZf36b9JyUV/TYgBAlhETE6MBAwaoTp06Onz4sM6ePas+ffqYHQsAYKeKFStq+/btkqS6detq6NCh+vzzz9W7d2+VLVvW5HQAAACAY7F7YuCff/5Zb775pl599VXlyZMnPTJlS84PNTATAGDPnj1q06aNdu/ebW2rVauWhg8fbl4oAMADGTt2rK5cuSJJGjNmjNq2basuXbqoRIkSmj17tsnpAAAA4AgsjnKbfgawuwiwadOm9MiRLTlZpETj1rK73X8JAIAkJSQkaOLEiXrnnXcUGxsr6dYwEiNHjtSbb74pZ2dnkxMCAOxVpUoV67K/v79WrVplYhoAAADAsaXqp+dly5apcePGcnFx0bJly+657f/+9780CZadlA8wOwEAOKYjR44oNDRUv/zyi7WtbNmyioiIUIUKFcwLBgAAAAAATEVHgCSpKgI0a9ZMZ86ckb+/v5o1a3bX7SwWixISEtIqGwAAdxUbG6vatWvr5MmTkm79G9S/f3+NGjVKbm5uJqcDADyMIkWK3LP79uHDhzMwDQAAAODYUlUESExMTHEZAACzuLq6asyYMWrXrp2CgoI0b9481alTx+xYAIA00Lt3b5v1uLg47dy5U6tWrdKbb75pTigAAAA4FCe6AljZPRJ9eHi4WrRokewuy9jYWH355Zdq27ZtmoUDAOBOCQkJNmP8t23bVteuXVObNm3k7e1tYjIAQFrq1atXiu3Tpk3Tb7/9lsFpAAAAAMfmZO8OYWFhioqKStZ+5coVhYWFpUmo7MIwzE4AAI4hKipK7dq1U6dOnWzaLRaLunbtSgEAALKJxo0ba8mSJWbHAAAAgAOwWDLm4Qjs7glgGEaK43P++++/8vHxSZNQ2QU1AAC4v/Xr1ys0NFTHjx+XdGsC+hdeeMHkVAAAMyxevFh+fn5mxwAAAAAcSqqLABUrVpTFYpHFYtFTTz2lHDmSdk1ISNCRI0f07LPPpkvIrCjyetLy4Uvm5QCAzOrmzZsaPHiwJk6caG3LlSuXbt68aWIqAEBGuP3d4zbDMHTmzBmdP39eH3/8sYnJAAAA4ChSupE9u0p1EaBZs2aSpF27dqlRo0by8vKyPufq6qqgoCC9/PLLaR4wq4q/Y37lQDpQAICNnTt3qk2bNtq7d6+1rW7dupo7d66CgoLMCwYAyBAvvPCCzZc2Jycn5c2bV/Xq1VOpUqVMTAYAAAA4nlQXAYYNGyZJCgoKUosWLeTu7p5uobKDO+cDCKIIAACSpPj4eI0fP17Dhw9XfHy8JMnNzU1jx45V79695eRk91Q2AAAHNHz4cLMj3Nf6xWPMjgAAkqRS/b43OwIASJKOTn7e7Ag2+AUhid1zAoSGhqZHjmwn8Y4igBM9UwBAFy9eVJMmTbRlyxZrW4UKFRQREaGyZcuamAwAkNGcnZ11+vRp+fv727RfuHBB/v7+SkhIMCkZAAAAHAXDASVJVRHAz89PBw4cUJ48eZQ7d+57voEXL15Ms3BZ2R2jAVEEAABJvr6+1qHmnJycNGDAAA0bNkyurq4mJwMAZDTjzm6zd4iJieHfBQAAAMBOqSoCfPjhh8qVK5d1mSrKw7vL9xoAyLacnJw0e/ZsvfTSS5o8ebJq1qxpdiQAQAb76KOPJN26a+uzzz6zmYcsISFBP//8M3MCAAAAIFW48TpJqooAdw4B1K5du/TKkq0YDAcEIJtbtGiR/P39VbduXWtbYGCgtm3bRrEZALKpDz/8UNKtngDTp0+Xs7Oz9TlXV1cFBQVp+vTpZsUDAAAAHJLdcwLs2LFDLi4uCg4OliQtXbpUc+bMUZkyZTR8+HC656bS3kizEwCAOS5duqTu3btrwYIFCgwM1J49e+TjkzRDOgUAAMi+jhw5IkmqX7++vv76a+XOndvkRAAAAHBU3HidxO5Jkjt37qwDBw5Ikg4fPqwWLVrI09NTixYt0ltvvZXmAbOq63FJy5dumpcDADLSjz/+qODgYC1YsECSdOLECX3++ecmpwIAZDbr1q2jAAAAAACkEbuLAAcOHFCFChUk3RrKoW7dulqwYIHmzp2rJUuWpHW+LCvhjpmBny1mXg4AyAjXr19Xz5499fTTT+vkyZOSJB8fH82fP19dunQxOR0AILN5+eWXNX78+GTt7733nl555RUTEgEAAMDRWCyWDHk4AruLAIZhKDHx1i/YP/74o5577jlJt8ZxjoxkjJvUSmBOAADZxPbt21WpUiVNmTLF2vbUU09pz549eu211xzmH0wAQMb5+eefrd8z7tS4cWP9/PPPJiQCAAAAHJfdRYAqVapo9OjRioiI0IYNG9SkSRNJt8bvDAgISPOAWdWdPQFy2P1XAIDMLy4uTsOHD1eNGjW0f/9+SZK7u7s++ugj/fDDDwoMDDQ5IQAgs7p69WqKc425uLgoOjrahEQAAABwNE6WjHk4Art/fp40aZJ27Nih7t27a/DgwSpevLgkafHixapZs2aaB8yq4u/sCUARAEAWdOLECb3//vtKSEiQdKuIvHPnTvXo0UNO/A8fAOAegoODtXDhwmTtX375pcqUKWNCIgAAAMBx5bB3h3LlymnPnj3J2t9//305OzunSajsIPGOngDODlIxAgB7FC1aVO+//7569uypd955R4MHD5aLi4vZsQAADmDIkCF66aWXdOjQITVo0ECStHbtWi1YsECLFy82OR0AAAAcAaMPJ7G7CHDb77//rr///luSVKZMGVWqVCnNQmUHe88nLTMcEICs4N9//5Wfn588PT2tbV26dFG9evW4axMAYJemTZvq22+/1dixY7V48WJ5eHiofPny+umnn+Tn52d2PAAAAMCh2F0EOHfunFq0aKENGzb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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:42:26,532 INFO: === Dataset: g ===\n", "2025-03-07 01:42:29,176 INFO:Total samples: 6000\n", "2025-03-07 01:42:49,400 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:42:49,466 INFO: === Dataset: h ===\n", "2025-03-07 01:42:52,091 INFO:Total samples: 6000\n", "2025-03-07 01:43:12,300 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:43:12,367 INFO: === Dataset: i ===\n", "2025-03-07 01:43:14,942 INFO:Total samples: 6000\n", "2025-03-07 01:43:35,040 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:43:35,106 INFO: === Dataset: j ===\n", "2025-03-07 01:43:37,682 INFO:Total samples: 6000\n", "2025-03-07 01:43:57,870 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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MScagQYNszifJ5hrQMB5+Xihbtmyc5/z363jppZcMwzCMcuXKGe3atTMM4+F1oKurqzF//vxY34PYriV37txpSDKCg4OtbU+aDujR9fz69etj3fffzy9ffPGFIclYsGCBsWvXLsPZ2TnGFEaxmTRpkvW4RyIiIowKFSoYnp6e1mmmTp06ZUgyXnjhBZu/zVWrVhmSjG+//faJ53nafycAkFgYCQAg2fH09NStW7ckPZzC5Mcff1STJk1069YtXb16VVevXtW1a9dUt25dHTt2LMbw1ufRq1cvbdy4UfPnz1e9evUUFRWliIiIeB9fuHBhZc2aVb6+vmrbtq0KFiyodevWKW3atNY+j15bbEOTH3m0LywszOZ/n3TM04SFhT3X8U8TEBAgDw8Pm7amTZvqwYMHWrFihbXt+++/182bN9W0aVNJD+++Wr58uRo2bCjDMKy/46tXr6pu3boKDQ213ikfm7Vr10pSjDu1PvjgA0nSmjVrbNqLFStmnaZJeniXf+HChXXy5MlneNUJ+xvNmDGj/vjjDx07duyZzvVfP/zwgyIiItS9e3ebaXJimzLKzc3NulBaVFSUrl27Jk9PTxUuXPiJ7++//fv3++jOvIoVK8owDO3fv9/ax9XVVVu2bNGNGzdifZ6NGzfq5s2bat68uc3v29nZWeXLl9fmzZvj+xYAAIAk5mjX5gm9bl67dq2cnZ2td58/8sEHH8gwDK1bt86mvXbt2ipQoIB1u0SJEsqQIcMzX0vGJmPGjLpz5451ysj4+PXXX3X58mV16dJF7u7u1vb69eurSJEiMa6JJdncIS89nMo0oa+jRYsWWrFihSIiIrRs2TI5Ozvr7bffjrXvv68lHzx4oGvXrqlgwYLKmDFjvK9HJSlfvnzWEcVP07FjR9WtW1fdu3dX69atVaBAAY0aNeqpx61du1bZs2dX8+bNrW0uLi7q0aOHbt++ra1bt9r0b9q0qc3o70efNxLz7wIAngdFAADJzu3bt60X7cePH5dhGBo4cKCyZs1q8xg8eLAk2czx+LyKFCmi2rVry9/fX999951u375t/XI6PpYvX66NGzdq0aJFevXVV3X58uUYX4w/em2PPkzF5r+FggwZMjz1mKfJkCHDcx3/NPny5YvRVrJkSRUpUkRLliyxti1ZskRZsmRRzZo1JUlXrlzRzZs3NXPmzBi/48DAQElP/h2fOXNGTk5OKliwoE179uzZlTFjRp05c8amPbZh4ZkyZYrzC+unScjf6LBhw3Tz5k29+OKL8vPz04cffqiDBw8+03klWV9boUKFbNqzZs1q8yFEkqKjozVx4kQVKlRIbm5uypIli7JmzaqDBw8qNDQ0Xuc7e/as2rRpo8yZM1vnjn005+2j53Bzc9OYMWO0bt06ZcuWTVWrVtXYsWN18eJF6/M8KoLUrFkzxnv2/fffJ+p/0wAA4Pk42rV5Qq+bz5w5o5w5c8YoGjyafiapryVj06VLF7344ouqV6+ecufOrbZt29qsOxCbRzkLFy4cY1+RIkVivA53d3frmlePPMvraNasmUJDQ7Vu3TotXLhQDRo0iLMAc+/ePQ0aNMi69sKj69GbN2/G+3pUiv1zx5PMnj1bd+/e1bFjxzRv3rwYn89ic+bMGRUqVMh6E80j8f27eHQtnph/FwDwPNKYHQAA/u2ff/5RaGio9QvdR4tM9e3bN867Pf775W9ieu+999SpUycdPXo01gvq/6pataqyZMkiSWrYsKH8/PzUsmVL7d2713oB+ejC8eDBg7HOX/lon/TwrnXp4YW7JB06dCjOY56mSJEi2r9/v/7++2/5+Pg8tX9cC7BGRUXJ2dk5RntcF9NNmzbVyJEjdfXqVaVPn16rV69W8+bNlSbNw3+CHv2OW7VqpYCAgFifo0SJEs+c979iyy4p3oWe/0rI32jVqlV14sQJrVq1St9//72+/PJLTZw4UUFBQWrfvv0znT++Ro0apYEDB6pt27YaPny4MmfOLCcnJ/Xq1ctmMbe4REVFqU6dOrp+/bo+/vhjFSlSROnSpdO5c+fUpk0bm+fo1auXGjZsqJUrV2rDhg0aOHCgRo8erR9//FGlS5e29g0JCVH27NljnOvR3wYAADCXI16bFyxYUGnSpNGhQ4eSJMPzXEtaLJZY+/13MV5vb28dOHBAGzZs0Lp167Ru3TrNnTtX/v7+MRamfVZxvY6EypEjh6pXr67x48dr+/btWr58eZx9u3fvrrlz56pXr16qUKGCvLy8ZLFY1KxZs3hdjz4Sny/x/23Lli0KDw+X9PDzVIUKFRJ0fHwk9mcMAEhsfMoGkKw8WvTz0YeK/PnzS3o49LJ27dp2z3Pv3j1JStCdKY94enpq8ODBCgwM1Ndff21dpLZevXpydnZWSEhInIsDBwcHK02aNHr99ddtjlmwYMEzL+zbsGFDffXVV1qwYIH69+//1P6ZMmWKsYCY9PCul0e/l/ho2rSphg4dquXLlytbtmwKCwuzWbA3a9asSp8+vaKiop7pd5w3b15FR0fr2LFjNguGXbp0STdv3lTevHkT/JyxiavIkNC/0cyZMyswMFCBgYG6ffu2qlatqiFDhliLAPEtZkiyvrZjx47Z/E6uXLkS466jZcuWqUaNGpo9e7ZN+82bN62Fqyed/9ChQzp69Kjmz59v83cb1zD1AgUK6IMPPtAHH3ygY8eOqVSpUho/frwWLFhgHULv7e391PcsIe8HAABIXI54bZ42bVrVrFlTP/74Y7xufsmbN69++OEH3bp1y+YO9sOHD1v3J5ZMmTLFOj3Mf+8qlyRXV1c1bNhQDRs2VHR0tLp06aIvvvhCAwcOjLXQ8ijnkSNHrCNuHzly5Eiivo7/atGihdq3b6+MGTPqjTfeiLPfsmXLFBAQoPHjx1vb7t+/H+MzR2Je/124cEHdu3fXa6+9JldXV2sB62nvR968eXXw4EFFR0fbjAZIir8LALAHpgMCkGz8+OOPGj58uPLly6eWLVtKevglYfXq1fXFF1/owoULMY65cuVKopw7tmHLDx48UHBwsDw8PKx35CdUy5YtlTt3bo0ZM8ba5uPjo8DAQP3www/6/PPPYxwTFBSkH3/8Ue3atVPu3Lmtx3To0EHff/+9pk6dGuOY6OhojR8/Xv/880+cWd577z35+flp5MiR2rlzZ4z9t27d0oABA6zbBQoU0K5du2zmXf3uu+/0999/x+/F/7+iRYvKz89PS5Ys0ZIlS5QjRw5VrVrVut/Z2Vnvvvuuli9frt9//z3G8U/7HT/6oDFp0iSb9gkTJkh6OA9qYni0rsN/P6Qk5G/02rVrNvs8PT1VsGBB651JkpQuXbpYzxOb2rVry8XFRVOnTrW5y+i/74X08H3+751IS5cujTFvb1znf3R307+fwzAMTZ482abf3bt3df/+fZu2AgUKKH369NbXWbduXWXIkEGjRo3SgwcPYmT993uWkPcDAAAkHke+Nh88eLAMw1Dr1q11+/btGPv37t1rvaP+jTfeUFRUlKZNm2bTZ+LEibJYLKpXr95zvBJbBQoU0OHDh23ep99++03bt2+36fffa0YnJyfryNh/Xzf+W7ly5eTt7a2goCCbPuvWrdNff/2VaNfEsXnvvfc0ePBgzZgxQ66urnH2i+16dOrUqTFGQiTm9V+HDh0UHR2t2bNna+bMmUqTJo3atWv31Dv033jjDV28eNFmWtPIyEhNnTpVnp6e1ikxAcBRMBIAgCnWrVunw4cPKzIyUpcuXdKPP/6ojRs3Km/evFq9erXNYlbTp09X5cqV5efnpw4dOih//vy6dOmSdu7cqX/++Ue//fbbc+fp1KmTwsLCVLVqVeXKlUsXL17UwoULdfjwYY0fP16enp7P9LwuLi7q2bOnPvzwQ61fv956Z//EiRN1+PBhdenSxaZ9w4YNWrVqlapVq2Zzh4wkjR8/XidOnFCPHj20YsUKNWjQQJkyZdLZs2e1dOlSHT582OYO+9iyrFixQrVr11bVqlXVpEkTVapUSS4uLvrjjz+0aNEiZcqUSSNHjpQktW/fXsuWLdPrr7+uJk2a6MSJEzZ3cSdE06ZNNWjQILm7u6tdu3Yx5tb83//+p82bN6t8+fLq0KGDihUrpuvXr2vfvn364YcfdP369Tifu2TJkgoICNDMmTN18+ZNVatWTbt379b8+fPVqFEj1ahRI8F5Y/PoA+eSJUv04osvKnPmzCpevLiKFy8e77/RYsWKqXr16ipbtqwyZ86sX3/9VcuWLVO3bt2s5ylbtqwkqUePHqpbt66cnZ3j/L1mzZpVffv21ejRo9WgQQO98cYb2r9/v9atW2dzd78kNWjQQMOGDVNgYKAqVqyoQ4cOaeHChTFGdRQoUEAZM2ZUUFCQ0qdPr3Tp0ql8+fIqUqSIChQooL59++rcuXPKkCGDli9fHmPEwdGjR1WrVi01adJExYoVU5o0afTNN9/o0qVL1teRIUMGff7552rdurXKlCmjZs2aKWvWrDp79qzWrFmjSpUqWT+IJ+T9AAAAzyalXZtXrFhR06dPV5cuXVSkSBG1bt1ahQoV0q1bt7RlyxatXr1aI0aMkPRwtGyNGjU0YMAAnT59WiVLltT333+vVatWqVevXs907RuXtm3basKECapbt67atWuny5cvKygoSC+99JJ1QWPp4XX49evXVbNmTeXOnVtnzpzR1KlTVapUKZuRr//m4uKiMWPGKDAwUNWqVVPz5s116dIlTZ48Wb6+vurdu3eivY7/8vLy0pAhQ57ar0GDBgoJCZGXl5eKFSumnTt36ocfftALL7xg069UqVJydnbWmDFjFBoaKjc3N9WsWVPe3t4JyjV37lytWbNG8+bNs95cNXXqVLVq1Uqff/65unTpEuexHTt21BdffKE2bdpo79698vX11bJly7R9+3ZNmjQp3gtPA0CyYQCAHc2dO9eQZH24uroa2bNnN+rUqWNMnjzZCAsLi/W4EydOGP7+/kb27Nk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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:43:57,938 INFO: === Dataset: k ===\n", "2025-03-07 01:44:00,494 INFO:Total samples: 6000\n", "2025-03-07 01:44:20,646 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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Mi8Vi/PPPP9Y2SYarq6tN26PX++80n4/e+5NT4Tx5Hv1I27ZtjXz58lmf9+7d20iXLp0RHh4ea+4nP9+wsDAja9asRsmSJY379+9b+/3444+GJGPo0KE2ryfJ5hzQMKK+L5QrVy7W1/zv+yhRooRhGIZRvnx5o0OHDoZhRJ0Hurq6GosWLYrxM4jpXHLXrl2GJMPf39/a9rTpgB6dz69fvz7GbU9+f5k9e7YhyVi8eLGxe/duw9nZOdoURjGZMmWKdb9HwsLCjIoVKxqenp7WaaZOnz5tSDIyZcpk87u5atUqQ5Lxww8/PPV1/vv/4KVLl4wSJUoYBQoUMM6cOfPMjADwvBgJACBJ8PT01O3btyVFTWGyefNmvf/++7p9+7aCgoIUFBSk69evq169evr777+jDW99EX369NGGDRu0aNEi1a9fXxEREQoLC4vz/kWKFFGWLFnk7e2t9u3bq1ChQlq3bp1Sp05t7fPovcU0NPmRR9tCQkJs/vu0fZ4lJCTkhfZ/lrZt28rDw8OmrVmzZnr48KFWrlxpbfv5559169YtNWvWTFLU3VcrVqxQo0aNZBiG9WccFBSkevXqKTg42HqnfEzWrl0rSdHu1Prwww8lSWvWrLFpL168uHWaJinqLv8iRYro1KlTz/Gu4/c7mj59eh09elR///33c73WkzZu3KiwsDD17NnTZpqcmKaMcnNzsy6UFhERoevXr8vT01NFihR56uf7X//9+T66M69SpUoyDEMHDhyw9nF1ddXWrVt18+bNGI+zYcMG3bp1Sy1atLD5eTs7O6tChQrasmVLXD+CWI0fP169e/fWuHHj9Omnn77w8QAASKkc7dw8vufNa9eulbOzs/Xu80c+/PBDGYahdevW2bTXqVNHBQsWtD4vVaqU0qVL99znkjFJnz697t69a50yMi5+//13Xb16Vd26dZO7u7u1vUGDBipatGi0c2JJNnfIS1FTmcb3fbRs2VIrV65UWFiYAgMD5ezsrHfeeSfGvv89l3z48KGuX7+uQoUKKX369HE+H5Wk/PnzW0cUP0vnzp1Vr1499ezZU23atFHBggU1ZsyYZ+63du1aZc+eXS1atLC2ubi4qFevXrpz5462bdtm079Zs2Y2o78ffd+I6+d5/vx5Va9eXQ8fPtT27duVL1++OO0HAM+DIgCAJOHOnTvWk/Z//vlHhmFoyJAhypIli81j2LBhkmQzx+OLKlq0qOrUqSNfX1/9+OOPunPnjvXidFysWLFCGzZs0NKlS/Xaa6/p6tWr0S6MP3pvj75MxeTJQkG6dOmeuc+zpEuX7oX2f5b8+fNHaytdurSKFi2qZcuWWduWLVumzJkzq1atWpKka9eu6datW5ozZ060n7Gfn5+kp/+Mz549KycnJxUqVMimPXv27EqfPr3Onj1r0x7TsPAMGTLEesH6WeLzOzpy5EjdunVLL730knx8fPTRRx/p8OHDz/W6kqzvrXDhwjbtWbJksfkSIkmRkZGaPHmyChcuLDc3N2XOnFlZsmTR4cOHFRwcHKfXO3funNq1a6eMGTNa5459NOfto2O4ublp3LhxWrdunbJly6Zq1app/Pjxunz5svU4j4ogtWrVivaZ/fzzzy/8//S2bdv0ySef6JNPPmEdAAAAXpCjnZvH97z57NmzypkzZ7SiwaPpZxL7XDIm3bp100svvaT69esrd+7cat++vc26AzF5lDOm6WOKFi0a7X24u7tb17x65HneR/PmzRUcHKx169ZpyZIlatiwYawFmPv372vo0KHWtRcenY/eunUrzuejUszfO55m3rx5unfvnv7++28tXLgw2vezmJw9e1aFCxe23kTzSFx/Lx6di8f182zTpo2uXr2qbdu2KVeuXHHaBwCeVyqzAwDA+fPnFRwcbL2g+2iRqf79+8d6t8eTF38TUpMmTfTBBx/oxIkTcZqPsVq1asqcObMkqVGjRvLx8VGrVq20b98+6wnkoxPHw4cPxzh/5aNtUtRd61LUibskHTlyJNZ9nqVo0aI6cOCA/v33X+XJk+eZ/WNbgDUiIkLOzs7R2mM7mW7WrJlGjx6toKAgpU2bVqtXr1aLFi2UKlXUPzuPfsatW7dW27ZtYzxGqVKlnjvvk2LKLinOhZ4nxed3tFq1ajp58qRWrVqln3/+WV999ZUmT56sWbNmqWPHjs/1+nE1ZswYDRkyRO3bt9dnn32mjBkzysnJSX369LFZzC02ERERqlu3rm7cuKFPPvlERYsWVZo0aXThwgW1a9fO5hh9+vRRo0aN9P333+unn37SkCFDNHbsWG3evFlly5a19g0ICFD27Nmjvdaj343nVaJECd26dUsBAQH64IMP4v1FEQAARHHEc/NChQopVapUOnLkSKJkeJFzSYvFEmO/JxfjzZo1qw4ePKiffvpJ69at07p167RgwQL5+vpGW5j2ecX2PuIrR44cqlGjhiZOnKidO3dqxYoVsfbt2bOnFixYoD59+qhixYry8vKSxWJR8+bN43Q++khcLuL/19atWxUaGiop6vtUxYoV47V/XLzod4x3331X/v7+mjp1qsaOHZuQ0QAgGooAAEz3aNHPR18qChQoIClq6GWdOnXsnuf+/fuSFK87Ux7x9PTUsGHD5Ofnp2+//da6SG39+vXl7OysgICAWBcH9vf3V6pUqfTGG2/Y7LN48eLnXti3UaNG+vrrr7V48WINHDjwmf0zZMgQbQExKequl0c/l7ho1qyZRowYoRUrVihbtmwKCQmxWbA3S5YsSps2rSIiIp7rZ5wvXz5FRkbq77//tlkw7MqVK7p161aCDaWNrcgQ39/RjBkzys/PT35+frpz546qVaum4cOHW4sAcS1mSLK+t7///tvmZ3Lt2rVodx0FBgaqZs2amjdvnk37rVu3rIWrp73+kSNHdOLECS1atMjm9za2YeoFCxbUhx9+qA8//FB///23ypQpo4kTJ2rx4sXWIfRZs2Z95mcWn8/jkcyZMyswMFBVqlRR7dq1tWPHDuXMmTPexwEAIKVzxHPz1KlTq1atWtq8eXOcbn7Jly+fNm7cqNu3b9vcwX7s2DHr9oSSIUOGGKeHefKucklydXVVo0aN1KhRI0VGRqpbt26aPXu2hgwZEmOh5VHO48ePW0fcPnL8+PFEnV6mZcuW6tixo9KnT68333wz1n6BgYFq27atJk6caG178OBBtO8cz3P+F5tLly6pZ8+eev311+Xq6motYD3r88iXL58OHz6syMhIm9EAifF7IUUVSAoVKqShQ4fKy8tLAwYMSNDjA8B/MR0QAFNt3rxZn332mfLnz69WrVpJirpIWKNGDc2ePVuXLl2Kts+1a9cS5LVjGrb88OFD+fv7y8PDw3pHfny1atVKuXPn1rhx46xtefLkkZ+fnzZu3Kgvv/wy2j6zZs3S5s2b1aFDB+XOndu6T6dOnfTzzz9r+vTp0faJjIzUxIkTdf78+VizNGnSRD4+Pho9erR27doVbfvt27c1ePBg6/OCBQtq9+7dNvOu/vjjj/r333/j9ub/X7FixeTj46Nly5Zp2bJlypEjh6pVq2bd7uzsrPfee08rVqzQH3/8EW3/Z/2MH33RmDJlik37pEmTJEXNg5oQHq3r8OSXlPj8jl6/ft1mm6enpwoVKmS9M0mS0qRJE+PrxKROnTpycXHR9OnTbe4yevKzkKI+5yfvRFq+fHm0eXtje/1Hdzf99xiGYWjq1Kk2/e7du6cHDx7YtBUsWFBp06a1vs969eopXbp0GjNmjB4+fBgt638/s/h8Hv+VO3dubdy4Uffv31fdunWjffYAAODpHPncfNiwYTIMQ23atNGdO3eibd+3b5/1jvo333xTERERmjFjhk2fyZMny2KxqH79+i/wTmwVLFhQx44ds/mcDh06pJ07d9r0e/K8xcnJyToy9r/njf9Vvnx5Zc2aVbNmzbLps27dOv31118Jdk4ckyZNmmjYsGH64osv5OrqGmu/mM5Hp0+fHm0kxPOe/8WkU6dOioyM1Lx58zRnzhylSpVKHTp0eOYd+m+++aYuX75sM61peHi4pk+fLk9PT+uUmAlpyJAh6t+/vwYOHBjj90QASCiMBABgN+vWrdOxY8cUHh6uK1euaPPmzdqwYYPy5cun1atX2yxmNXPmTFWpUkU+Pj7q1KmTChQooCtXrmjXrl06f/68Dh069MJ5PvjgA4WEhKhatWrKlSuXLl++rCVLlujYsWOaOHGiPD09n+u4Li4u6t27tz766COtX7/eemf/5MmTdezYMXXr1s2m/aefftKqVatUvXp1mztkJGnixIk6efKkevXqpZUrV6phw4bKkCGDzp07p+XLl+vYsWM2d9jHlGXlypWqU6eOqlWrpvfff1+VK1eWi4uLjh49qqVLlypDhgwaPXq0JKljx44KDAzUG2+8offff18nT560uYs7Ppo1a6ahQ4fK3d1dHTp0iDa35v/+9z9t2bJFFSpUUKdOnVS8eHHduHFD+/fv18aNG3Xjxo1Yj126dGm1bdtWc+bM0a1bt1S9enXt2bNHixYtUuPGjVWzZs14543Joy+cy5Yt00svvaSMGTOqZMmSKlmyZJx/R4sXL64aNWqoXLlyypgxo37//XcFBgaqR48e1tcpV66cJKlXr16qV6+enJ2dY/25ZsmSRf3799fYsWPVsGFDvfnmmzpw4IDWrVtnc3e/JDVs2FAjR46Un5+fKlWqpCNHjmjJkiXRRnUULFhQ6dOn16xZs5Q2bVqlSZNGFSpUUNGiRVWwYEH1799fFy5cULp06bRixYpoIw5OnDih2rVr6/3331fx4sWVKlUqfffdd7py5Yr1faRLl05ffvml2rRpo5dfflnNmzdXlixZdO7cOa1Zs0aVK1e2fhGPz+fxpEKFCunnn39WjRo1VK9ePW3evNk6TzAAAHgsuZ2bV6pUSTNnzlS3bt1UtGhRtWnTRoULF9bt27e1detWrV69WqNGjZIUNVq2Zs2aGjx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mTJggwzA0Y8YMvfXWW6pbt67Z0QAAAACkQBQBAAAAEsjpm9KBy1Kq/9xwcj9c+nijVDyz9GdQ3I9VPItUy1tqWpyL/47k8OHDatOmjQ4fPmxtq1KligoWLGhiKgAAACAFYk0AK4oAAAAAz2nLGWnBQSmfl+R/+Ol941IASO8uzWogVcydEOlgTxEREZo4caKGDBmisLAwSZKLi4tGjRqlDz/8UM7OziYnBAAAAJBSUQQAAACIo9Bwafs5qesa6WHk8x/H2SJVySu9lEnq95qU2iXhMsL+Tp8+LV9fX+3YscPa5uPjo4CAAJUuXdrEZAAAAEAKxpoAVhQBAAAAniI4VFr5lzR8W9z3aVxEKpXt8fOHEVKxLFL1fAmfD+Y6dOiQqlSpojt37kiKWvT3o48+0siRI+Xm5mZyOgAAAACgCAAAABBNpCFtPi11+CFu/ae9IRVIL2VKLeVMm6jRkMSULFlSpUuX1s6dO+Xt7S1/f39VrVrV7FgAAAAAWBPAiiIAAABI0S6ESGv/kcIipNXHpWPXn71P7rTSlDekV3Imfj4kbc7Ozlq0aJEmTpyocePGKW1aqkAAAAAAkhaKAAAAIMUwDOnEdel2mDRzr7T5TNz3rZhbGldbypc+sdIhqQsODlafPn3UuXNnVaxY0dpesGBBffHFFyYmAwAAABANawJYUQQAAADJ3t83pCbLpVsP4r/vd+9LZbMzkjSl27Jli9q1a6dz585px44dOnjwoNKkSWN2LAAAAAB4JooAAAAg2br1QOq2Vtr577P71isY9UjtItUtIKXiphFIevDggQYNGqTJkydb265cuaJDhw6pUqVKJiYDAAAA8FTcyWVFEQAAACQ7Z29J1RbFvt3JIrUvI124Lf2vtpTe3V7J4Ej279+vNm3a6M8//7S21ahRQwsXLlS+fPlMTAYAAAAAcUcRAAAAJBsRkVKlBdLlOzFvH1FD8i0VVQQAYhMeHq5x48Zp+PDhCg8PlyS5ublp7Nix6t27t5ycGCYCAAAAJHmsCWBFEQAAADi0sAjp6l3J/7A0e1/MfSrllua9FTXVD/A0J0+eVOvWrbV7925rW9myZRUQEKASJUqYmAwAAAAAng9FAAAA4JD+viHVCXh6n+YlpHF17JMHycP9+/e1f/9+SZKTk5MGDhyooUOHytXV1eRkAAAAAOKFkQBWFAEAAIBDCIuQ5uyTvj4qnQ95dv/j3SV3znQQTyVLltTo0aM1e/Zs+fv7q2LFimZHAgAAAIAXwldjAACQpE3cJU3b8+x+mTykAhmiFvotlDHxcyF5+PHHH1W3bl25ublZ2/r27auuXbsqTZo0JiYDAAAA8EIsLAb3CEUAAACQ5Fy5I7VbLf157dl9x9SSWvkkfiYkLzdv3lT37t319ddf65NPPtH//vc/6zZnZ2cKAAAAAICjYzogK4oAAAAgSfA/JA3Z+ux+GdylWQ2kYlkkL7dn9weetGHDBvn5+enChQuSpPHjx6tt27YqVqyYyckAAAAAIOFRBAAAAKZ6EC4VmfnsfrvbSznSJn4eJF/37t3TJ598ohkzZljb0qdPr5kzZ6po0aImJgMAAACQ4JgOyIoiAAAAMM2av6Vua2Pf3u81qVt5ycXZfpmQPO3du1etW7fWiRMnrG1169bV/PnzlTt3bhOTAQAAAEDioggAAADs5tBladg26dAVKdKIuc8370mv5pScmb4RCeDhw4caPXq0Ro0apYiICEmSh4eHxo8fr27dusnJiV80AAAAIFliTQArigAAACBRGYZ0+pZU0//p/Wrkkxa+zYhNJKw5c+ZoxIgR1uevvPKKAgICVKRIERNTAQAAAID9UA4BAACJZusZyXva0wsA6d2lZe9JixpTAEDC69y5s15++WU5Oztr+PDh2rlzJwUAAAAAICWwWOzzcACMBAAAAAnqXLBUdeHT+8xtKFXILXm52SUSUpD79+/Lw8PD+tzFxUVLlizR7du39corr5iYDAAAAADMQREAAAAkiEhDyj8t9u1pXaVBVaSWPvbLhJTDMAwtWbJE/fr1088//6wyZcpYtxUtWtS8YAAAAABMYXGQu/TtgSIAAAB4budDpKFbpZBQae/F2Pv1rSD1ec1usZDCXL9+XV26dFFgYKAkqXXr1vr999/l7u5ucjIAAAAAMB9FAAAAEGfngqUBm6Sd/z6779BqUoeyiZ8JKdvatWvVoUMHXb582dpWtmxZPXz4kCIAAAAAkIIxEuAxigAAAOCZfr8ovbc87v3P9HKY9ZHgoO7cuaP+/ftr9uzZ1raMGTNq9uzZatKkiYnJAAAAACBpoQgAAACiufdQWnBQGv9r3Pq3Kil1fFnK5CF5cfM1EtmuXbvUpk0bnTx50tpWv359zZs3Tzly5DAxGQAAAIAkgxvTrCgCAACQwhmGdCxI+uu61PenuO3ToYz0QTkpm2eiRgOimTFjhnr37q3IyEhJUurUqTVp0iR17tyZ4b4AAAAAEAOKAAAApFBr/pa6rY3fPvMaSXUKJE4eIC4qVKhgvdhfsWJF+fv7q1ChQianAgAAAJDUcJPQYxQBAABIgU5cj1sBoHBG6Ys3pZcyJX4mIC5eeeUVjRw5UpL08ccfK1UqTmcBAAAA4Gn41gQAQApz6LL01rLo7QUzRF3sb1VSqprP/rmAJ505c0aTJk3SpEmTbC72Dxo0yMRUAAAAABwBIwEeowgAAEAKsemU1P6H6O0z60sNX7J/HiA2hmFo4cKF6t27t27fvq0sWbJoyJAhZscCAAAAAIfkZHYAAACQ+PJNjbkAIFEAQNJy9epVvfPOO2rfvr1u374tSfL399eDBw9MTgYAAADAkVgsFrs8HAFFAAAAkrHAP6MKADH5qpF0trd98wBPs3r1avn4+GjVqlXWNj8/P+3bt0/u7u4mJgMAAAAAx8V0QAAAJEOGIdVfKv0VFH3bd+9LL+ewfyYgNiEhIerbt6/mz59vbcuSJYvmzJmjxo0bmxcMAAAAgMNylLv07YEiAAAAyczhK1Kjb2LedqCzlNHDvnmAp9m+fbvatm2rM2fOWNveeustzZ07V1mzZjUvGAAAAAAkExQBAABwcBGR0pgd0u0wadnRmPssbixVyStxIwSSmlWrVlkLAJ6enpo6dar8/Py4awcAAADAi+ErhRVFAAAAHFBYhDT6F2nLGels8NP7nuguufEvPpKo0aNHa/369cqUKZMWLVqk/Pnzmx0JAAAAAJIVLgkAAOBgtpyR2q16ZjfNbSi9XjDR4wBxFhERoQMHDqh8+fLWNnd3d23YsEHZsmWTs7OziekAAAAAJCeMLn6MIgAAAA7k3sPYCwBuztKXDaRyOaT07vbNBTzLyZMn5evrq/3792v//v0qVqyYdVvOnDlNTAYAAAAAyRtFAAAAHERsIwD2dJAypZZSOdk9EvBMhmFo7ty56tevn+7evStJateunXbv3s2dOQAAAAASDd83HqMIAABAEnb/oVT0i5i3NSkmTXzdvnmA+Lh8+bI6duyoNWvWWNsKFCigSZMmcUIOAAAAAHbCPYMAACRBhiGt/Cv2AkCB9NLnde0aCYiXFStWqGTJkjYFgM6dO+vQoUOqXLmyickAAAAApAQWi8UuD0fASAAAAJKQK3elz7ZLP5yIebuLkxTwjlQxt31zAXF169Yt9erVSwEBAda2bNmyad68eWrQoIGJyQAAAAAgZaIIAABAEhFpSK9+FfO29O7SoQ/smwd4Ho0bN9a2bdusz9977z3NmjVLmTNnNjEVAAAAgJTGUe7StwemAwIAIInIPy3m9u1tKQDAcXz22WeyWCxKly6d/P39tXz5cgoAAAAAAGAiRgIAAGCy+w+l1U9M/5PaRTr8geTibE4mIK4iIyPl5PT4vpKqVatq7ty5qlu3rvLmzWtiMgAAAAApGgMBrCgCAABgkhPXpbqLY952sDMFACRt4eHhGjNmjHbs2KH169fbFAI6dOhgYjIAAAAAwH9RBAAAwM7uhEklvox9e4cykhv/QiMJO3HihNq0aaM9e/ZIkqZMmaJ+/fqZnAoAAAAAHmNNgMdYEwAAADuafyD2AkDxzNKPzaWh1e2bCYgrwzA0c+ZMlSlTxloAcHZ21v37901OBgAAAACIDfcZAgBgB4evSI2+iXnb+DpSsxL2zQPE14ULF9S+fXv9/PPP1raXXnpJ/v7+qlChgonJAAAAACA6RgI8xkgAAAASUViENH1PzAWAV3NKZ3tTAEDS980338jHx8emANC9e3cdOHCAAgAAAAAAxMPMmTPl7e0td3d3VahQwTrKOjZTpkxRkSJF5OHhoTx58qhv37568OBBvF6TkQAAACSCo9ekN5fGvv3HFpJPVvvlAZ5HRESEWrdurW++eVzFypkzpxYsWKDXX3/dxGQAAAAA8HRJcSTAsmXL1K9fP82aNUsVKlTQlClTVK9ePR0/flxZs0a/SLB06VINGDBA8+fPV6VKlXTixAm1a9dOFotFkyZNivPrMhIAAIAEtPu8lG9q7AWAtqWj7v6nAABH4OzsrHTp0lmfN2/eXEeOHKEAAAAAAADPYdKkSerUqZP8/PxUvHhxzZo1S6lTp9b8+fNj7P/rr7+qcuXKatmypby9vfX666+rRYsWzxw98CSKAAAAvKC7YVEX/vNNlZqtiLlPyazSiqbSyBp2jQa8sIkTJ+qVV17R119/ra+//loZM2Y0OxIAAAAAPJvFTo84CgsL0759+1SnTh1rm5OTk+rUqaNdu3bFuE+lSpW0b98+60X/U6dOae3atXrzzTfj/sJiOiAAAJ6bYUilZ0vBobH3+eJNqUFh+2UCXsTu3bt1/vx5NWnSxNrm6emp3377LUkOpQXiav/+/XJxcZGPj48kadWqVVqwYIGKFy+u4cOHy9XV1eSEAAAAcFShoaEKDbW9MODm5iY3NzebtqCgIEVERChbtmw27dmyZdOxY8diPHbLli0VFBSkKlWqyDAMhYeHq0uXLho0aFC8MjISAACA51RweuwFgGHVoqb9oQAAR/Dw4UMNGTJElStXlp+fn06dOmWznQIAHN0HH3ygEydOSIq6e6p58+ZKnTq1li9fro8//tjkdAAAAEgMFovFLo+xY8fKy8vL5jF27NgEeQ9bt27VmDFj9MUXX2j//v1auXKl1qxZo88++yxex2EkAAAA8RQWIXX8QYowbNvrFZRmN5C4XgpH8ueff6pNmzbav3+/JOnOnTuaNGmSZsyYYXIyIOGcOHFCZcqUkSQtX75c1apV09KlS7Vz5041b95cU6ZMMTUfAAAAHNfAgQPVr18/m7YnRwFIUubMmeXs7KwrV67YtF+5ckXZs2eP8dhDhgxRmzZt1LFjR0mSj4+P7t69q86dO2vw4MFycorbPf4UAQAAiINTN6Uf/5Z2/Sv9ej769pM9pVSMr4MDiYyM1LRp0zRgwADr0NVUqVJp2LBhGjBggMnpgIRlGIYiIyMlSRs3blTDhg0lSXny5FFQUJCZ0QAAAJBI7DWiOaapf2Li6uqqcuXKadOmTWrcuLGkqO9lmzZtUo8ePWLc5969e9Eu9Ds7O0uKOseNK4oAAAA8xb2HUrEvnt5nqy8FADiWc+fOqV27dtqyZYu1rVixYgoICFC5cuVMTAYkjvLly2vUqFGqU6eOtm3bpi+//FKSdPr06WhzsgIAAACJpV+/fmrbtq3Kly+vV199VVOmTNHdu3fl5+cnSfL19VWuXLms0wk1atRIkyZNUtmyZVWhQgX9888/GjJkiBo1amQtBsQFRQAAAGKx4KA0fNvT+/zdQ3KN+7+7gKkMw1BAQIB69uypkJAQa3ufPn00ZswYeXh4mJgOSDxTpkxRq1at9P3332vw4MEqVKiQJCkwMFCVKlUyOR0AAAASQ1Jc26xZs2a6du2ahg4dqsuXL6tMmTJav3699caUc+fO2dz5/+mnn8pisejTTz/VhQsXlCVLFjVq1EijR4+O1+tajPiMG0gGQkJC5OXlpeDgYKVLl87sOACAJCgkVPKZFfO2TypJPlmlsjkkT1f75gJe1O3bt1W0aFFdvHhRUtRUKAsXLlStWrVMTobkwtHOtR88eCBnZ2e5uLjEe1+PsjEP2QYAe7u5l3V8ACQN7knsdvMcnVfY5XUuzXnPLq/zIpLYjwYAAPOs+Evq93PM2yrkkpa9x6K/cGxp06bV/Pnz9cYbb8jX11dTp05V+vTpzY4F2E1YWJiuXr1qXR/gkbx585qUCAAAAIklKY4EMAtFAABAihURKW06HXXh/3ZY7P12+El5kv4NrUA0t2/f1oMHD5QlSxZrW7169XTgwAGVKVPGvGCAnZ04cUIdOnTQr7/+atNuGIYsFosiIiJMSgYAAAAkPooAAIAUqelyac/Fp/epnk/6qhFz/sMx7dixQ76+vipatKjWrFljcxcMBQCkNH5+fkqVKpV+/PFH5ciRg7vCAAAAUgJO+awoAgAAUozwSGn3eemTTdL5kNj7fd9MKpONqX/gmEJDQzVs2DCNHz9ehmHo9OnTmjt3rjp37mx2NMA0Bw8e1L59+1S0aFGzowAAAAB2RxEAAJDsHbkqTdolbT4T8/YSWaRGL0kdy0ou3PUPB3bkyBG1bt1ahw8ftrZVrlxZderUMTEVYL7ixYsrKCjI7BgAAACwI0Z/PuZkdoCZM2fK29tb7u7uqlChgvbs2fPU/lOmTFGRIkXk4eGhPHnyqG/fvnrw4IGd0gIAHMnN+1K+qVLDr2MvABzuIq1tKXUtTwEAjisiIkITJkxQ+fLlrQUAFxcX/e9//9O2bdtUoEABkxMC5ho3bpw+/vhjbd26VdevX1dISIjNAwAAAEjOTB0JsGzZMvXr10+zZs1ShQoVNGXKFNWrV0/Hjx9X1qxZo/VfunSpBgwYoPnz56tSpUo6ceKE2rVrJ4vFokmTJpnwDgAASdXDCKnMnJi3lcsh1ckvvV9C8nKzby4goZ0+fVpt27bVL7/8Ym3z8fFRQECASpcubWIyIOl4NBqmdu3aNu0sDAwAAJB8MRLgMVOLAJMmTVKnTp3k5+cnSZo1a5bWrFmj+fPna8CAAdH6//rrr6pcubJatmwpSfL29laLFi3022+/2TU3ACBpG7pVWnQoevvIGtL7xSUPF3snAhLHuXPnVKpUKd25c0dS1Elu//799dlnn8nNjQoX8MiWLVvMjgAAAACYxrQiQFhYmPbt26eBAwda25ycnFSnTh3t2rUrxn0qVaqkxYsXa8+ePXr11Vd16tQprV27Vm3atLFXbABAEhYcKjVZLp24Hn3b6V6SEzcBIJnJmzev3n77bS1ZskTe3t7y9/dX1apVzY4FJDnVq1c3OwIAAADsjJEAj5lWBAgKClJERISyZctm054tWzYdO3Ysxn1atmypoKAgValSRYZhKDw8XF26dNGgQYNifZ3Q0FCFhoZanzPnJwAkL2ER0qrjUv8NMW+vmlda/I59MwH2NGPGDGXPnl3Dhg1T2rRpzY4DJFm//PKLZs+erVOnTmn58uXKlSuXAgIClD9/flWpUsXseAAAAECiMX1h4PjYunWrxowZoy+++EL79+/XypUrtWbNGn322Wex7jN27Fh5eXlZH3ny5LFjYgBAYjpxXSo8I/YCwLqWFACQfAQHB6tdu3b65ptvbNrTp0+vzz//nAIA8BQrVqxQvXr15OHhof3791tvEgoODtaYMWNMTgcAAIBEYbHTwwGYVgTInDmznJ2ddeXKFZv2K1euKHv27DHuM2TIELVp00YdO3aUj4+P3nnnHY0ZM0Zjx45VZGRkjPsMHDhQwcHB1se///6b4O8FAGBfhiGt+Vuquzjm7c1KSEe7SsWz2DcXkFi2bt2qUqVKadGiReratasuXLhgdiTAoYwaNUqzZs3S3Llz5eLyeGGYypUra//+/SYmAwAAABKfadMBubq6qly5ctq0aZMaN24sSYqMjNSmTZvUo0ePGPe5d++enJxs6xbOzs6SJMMwYtzHzc2NhfEAIBm49UCauVeau1+K6W/8zB7SgCpS0+J2jwYkmgcPHmjw4MGaNGmStS0iIkJHjx5Vrly5TEwGOJbjx4+rWrVq0dq9vLx069Yt+wcCAABAomNNgMdMKwJIUr9+/dS2bVuVL19er776qqZMmaK7d+/Kz89PkuTr66tcuXJp7NixkqRGjRpp0qRJKlu2rCpUqKB//vlHQ4YMUaNGjazFAABA8nLmltTnJ+nA5dj7ZPSQ9nW2WyTALg4cOKDWrVvrzz//tLbVqFFDCxcuVL58+UxMBjie7Nmz659//pG3t7dN+44dO1SgQAFzQgEAAAB2YmoRoFmzZrp27ZqGDh2qy5cvq0yZMlq/fr11seBz587Z3Pn/6aefymKx6NNPP9WFCxeUJUsWNWrUSKNHjzbrLQAAEtGq41Kv9bFvz5NOmlFfKhPzLHKAQwoPD9e4ceM0fPhwhYeHS4oa2ThmzBj16dMn2qhIAM/WqVMn9e7dW/Pnz5fFYtHFixe1a9cu9e/fX0OGDDE7HgAAABIBIwEesxixzaOTTIWEhMjLy0vBwcFKly6d2XEAADHw/V7adjbmbbW8pd4VpFLZJCf+PUcyc/bsWbVo0UK7du2ytpUpU0aLFy9WiRIlTEwGxE1SPdc2DMO6lti9e/ckRRXX+vfvr88+++y5julRNuYpTJFyffB+NfVtW1vZMqXTkRMX1G/ccv1+NOYTmlSpnPRR+9fVumEF5cyaXifOXtGnU1dpw69/Wft4pnbTsG4N9Vat0sqSwVOHjp9X//GB2vfnOXu9JTiIm3tnmB0BScw3S5do0YJ5Cgq6ppeKFNWAQUPkU6pUrP1//mmdZk6fqosXLihvPm/16ddfVatVt27fuOFnLf/2G/119KiCg29pWeD3KlqsmD3eChyMu6m3m0eXr9cPdnmds9Ma2eV1XgS3kgEAkoz9l6R8U2MuAPiVkU50lxa8HXXnPwUAJEfu7u76+++/JUlOTk4aPHiwfvvtNwoAwAuyWCwaPHiwbty4oT/++EO7d+/WtWvXNGzYMF28eNHseEgGmrz+ssZ9+I5Gz16nii3H6fCJC1r9RXdlyeAZY//h3Rqp43tV1G/8cpV9b5S+CtyhZRM7qXSR3NY+Xw5tqVqvFVX7Txep/PtjtHHXMa2Z1VM5s3jZ620BcEDr163V5+PH6oNu3fXN8u9UpEhRdf2gg65fvx5j/4MH9mvARx/qnXebaFng96pZq7b69Oyuv/8+Ye1z//49lS37svr062+vtwEkCIvFYpeHI6AIAAAw3ZTdURf/3/k25u3rWkrDq0tuSeyuAiChZcuWTXPmzFGhQoW0Y8cOjRo1Sq6urmbHApINV1dXFS9eXK+++qo8PT119OhR5cmTx+xYSAZ6ta6lBSt/VcDq3Tp26rJ6jv5G9x+EqW3jijH2b9nwVY2f97N+2vGnzly4rrnLd+innX+qd5takiR3Nxc1rl1Gg6d8r537T+rUv0EaPXutTv57TZ2aVrXnWwPgYAIWLdC7Td5X43feU8FChfTpsBFyd3fX9ytXxNh/yWJ/VapSVe3ad1SBggXVo1cfFSteXN8sXWzt0+itxurSrYcqVIz57zQgqaII8BhFAACAqfJNlSb/FvO2kz2ls72l4lnsmwmwlxUrVigoKMim7Z133tEff/yhinzJAgCH4JLKWWWL5dHm345b2wzD0ObfjuvVUvlj3MfVJZUehD20abv/IEyVyhaUJKVydlKqVM7R+jwIfWjtAwBPehgWpr/+PKrXKlaytjk5Oem11yrp8KEDMe5z+OBBvfaa7XlnpcpVdPjgwcSMCsDOKAIAAEyx9UxUASAmgU2iLv6n4l8pJFM3b95Uy5Yt1aRJE3Xt2lVPLtHk5uZmUjIAQHxlzuCpVKmcdfXGbZv2q9dDlD1TzGtjbNz1l3q1rqWCebPIYrGoVoWiertWGWXPHNX/zr1Q7T50SgM71VeOLF5ycrKo+ZuvqEKp/NY+APCkm7duKiIiQpkyZbJpz5QpU7QbTx4JCgpSpkyZo/e/HnN/wKFY7PRwAEysAACwG8OQOv8o/Xwq5u37O0mZUts3E2BvGzZskJ+fny5cuCBJCgwM1Pbt21W9evVn7AnALKGhoQoNDbVpMyIjZHFyNikRHF3/CYH6YkgLHVo5RIZh6NT5IPmv3q22b79m7dP+U3/NHt5Kp34erfDwCB089q++Xf+7yhbLa2JyAADgiCgCAAAS3ambUt+fpINXYu+zrS0FACRv9+7d0yeffKIZM2ZY29KnT6+ZM2eqWrVqJiYDkq/Dhw8/dfvx48efuv2RsWPHasSIETZtztlekUuOV587G5KPoJt3FB4eoawZ09q0Z82UTpevh8S6z/v95srNNZUyeaXRxWvBGtXrbZ2+8HjhztPng/R6x6lK7e6qdJ7uuhwUooD/+en0Be7OBRCzDOkzyNnZOdoiwNevX1fmzJlj3Cdz5sy6/sRd/9evX1fmTDH3BxyJo8zXbw8UAQAACe58SNRF/z+uSfcePr3v8ibSq7nskwswy969e9WmTRubC4516tTRggULlDt3bhOTAclbmTJlZLFYok25JcnaHpcvhwMHDlS/fv1s2rJW/STBcsKxPQyP0IG//lXNCkX0w9aowpPFYlHNV1/SrGXbn7pvaFi4Ll4LVqpUTmpcu4xWbNgfrc+9B2G69yBM6dN6qE6lYho8ZVWivA8Ajs/F1VXFipfQb7t3qVbtOpKkyMhI/fbbLjVv0TrGfUqVKaPfdu9Wa9921rbdu35VqTJl7JAYgL1QBAAAJKhVx6Ve65/d70gXKR3TniOZe/jwoUaPHq1Ro0YpIiJCkuTu7q7x48ere/fucnJi4QsgMZ0+fTpBjuPm5hZtrQ6mAsJ/TVu8WXNHttG+P8/p9z/OqEfLmkrt4Sb/VbslSV991kYXrwZr6PTVkqRXSuZTzqzpdej4eeXKml6DP3hTTk4WTVq40XrMOhWLyWKRTpy5qoJ5smhM38Y6cfqK/FfvMuU9AnAMbdr6acigT1SiREmV9CmlxQGLdP/+fTV+511J0uCBHytr1mzq3fdDSVKr1r7q0K6NFi2cr2rVqmv9urU6+scfGjJ8pPWYwbdu6dKlS7p27aok6cyZqH9fM2fOrMxZstj5HQJxx0iAxygCAABe2PazUpc10t1n3PXfv6LUtjQX/5Fy/PjjjzZTiLzyyivy9/dX0aJFTUwFpBz58uUzOwJSiMCf9ytzBk8N7dpA2TKl1eHjF/R295nWxYLzZM+oyMjHI1Lc3Fw0rHtD5c+VWXfuheqnnUfVYYi/gu/ct/bx8nTXyJ5vKVe29LoRfE+rNh3UsJk/KDw80u7vD4DjeKP+m7p544a+mDFNQUHXVKRoMX0x+ytl+v/pgC5fuiQny+MbUcqUfVljx3+uGdOmaPqUScqbz1tTps9U4cIvWfts3bJZQz8daH3+Sf++kqQu3Xqoa/eednpnAF6ExYhpbGwyFhISIi8vLwUHBytdunRmxwEAh7bxlNThh9i3f1xJauUjpXe3XyYgKTEMQ++++65++OEHDRkyRIMGDZKLi4vZsYBE4wjn2j4+Plq7dq3y5MnzQsfxKNsjgRIBwIu5uXfGszsBgB24J7HbzQv1X2eX1/nn8/p2eZ0XkcR+NAAARxARKRWaIUU+pYy88G2pprfdIgFJwq1bt5Q+fXrrc4vFojlz5ujMmTN65ZVXzAsGwOrMmTN6+PAZQ9cAAACAZIQiAAAgzt5cKh29Fvv2796XXs5hvzxAUmEYhpYsWaIePXooICBAjRo1sm7LkiWLsjBXKgAAAADYFWsCPEYRAADwVA/CpVsPpArzYu8T2ER6JZf9MgFJyfXr19WlSxcFBgZKkjp27Kg//viDC/9AElW1alV5eHiYHQMAAACwG4oAAIBYfbJR+uZo7NvL55CWNZFSOcXeB0jO1q1bp/bt2+vy5cvWtrp16zLvP5CErV271uwIAAAAsAMGAjxGEQAAEKNZ+2IvAJzqKTlz4R8p2J07d9S/f3/Nnj3b2pYxY0bNmjVLTZs2NTEZgNj8/fff2rJli65evarIyEibbUOHDjUpFQAAAJD4KAIAAKLJNzV6W01vyTCkRY3tnQZIWnbt2qU2bdro5MmT1rb69etr3rx5ypGDRTGApGju3Lnq2rWrMmfOrOzZs9vMD2uxWCgCAAAAJEOsCfAYRQAAgNWVO9KrMcz9H9BYqpbP7nGAJMff319+fn7Wu4hTp06tSZMmqXPnzpxgAknYqFGjNHr0aH3yySdmRwEAAADsjiIAAECSNGW3NPm36O2bfaWCGeyfB0iKatasqbRp0yo4OFgVK1aUv7+/ChUqZHYsAM9w8+ZNpuoCAABIYbhP6zGKAACQwp0LlqoujHnb6V6SE/9oAlZ58uTRF198oTNnzujjjz9WqlScSgGOoGnTpvr555/VpUsXs6MAAAAAdsc3VwBIoSIipQ4/SFvORN/W2kcaXcvukYAk5cyZMxo8eLC++OILeXl5WdtbtmxpYioAz6NQoUIaMmSIdu/eLR8fH7m4uNhs79Wrl0nJAAAAkFicuKvRiiIAAKRAl25Lr82PedtvHaTsnvbNAyQlhmFo4cKF6t27t27fvi0XFxctXLjQ7FgAXsCcOXPk6empbdu2adu2bTbbLBYLRQAAAAAkaxQBACCF2XtRarI8envXctKAKvbPAyQlV69eVefOnbVq1Spr29atW3Xjxg1lzJjRxGQAXsTp06fNjgAAAAA7Y02AxygCAEAKYRiS97SYtx3tKnm62jcPkNSsXr1anTp10tWrV61t7dq109SpU5UuXToTkwFISIZhSIoaAQAAAACkBE5mBwAAJL5fzsZcAHgpk3S2NwUApGwhISHq0KGD3n77bWsBIHPmzPruu++0YMECCgBAMuHv7y8fHx95eHjIw8NDpUqVUkBAgNmxAAAAkEgsFotdHo6AkQAAkMyt+Evq93P09kVvSzW87R4HSFJ++eUX+fr66syZM9a2Ro0aae7cucqWLZt5wQAkqEmTJmnIkCHq0aOHKleuLEnasWOHunTpoqCgIPXt29fkhAAAAEDioQgAAMlYnQDp7xu2bW7O0l/dJGfGggE6fPiwtQDg6empqVOnys/Pz2Hu5gAQN9OnT9eXX34pX19fa9tbb72lEiVKaPjw4RQBAAAAkiG+1j1GEQAAkqFvj0ofbYzePry65FfG7nGAJKtbt25avXq17t+/r0WLFil//vxmRwKQCC5duqRKlSpFa69UqZIuXbpkQiIAAADAfigCAEAycuWu9OpXMW/b7CsVzGDfPEBSEhERoc2bN6tu3brWNovFomXLlilt2rRydnY2MR2AxFSoUCF9++23GjRokE37smXLVLhwYZNSAQAAIDExwvsxigAAkAzsvSg1WR7ztldySp9WpQCAlO3kyZPy9fXVr7/+qg0bNqhOnTrWbenTpzcvGAC7GDFihJo1a6bt27db1wTYuXOnNm3apG+//dbkdAAAAEDioggAAA4qNFyau1+asCv2PsubSK/msl8mIKkxDENz585Vv379dPfuXUlSx44ddeLECbm6upqcDoC9vPfee/rtt980adIkff/995KkYsWKac+ePSpbtqy54QAAAJAoGAnwGEUAAHBAp25KNf1j396hjDSkGovgIGW7dOmSOnbsqLVr11rbChQoIH9/fwoAQApUrlw5LVmyxOwYAAAAgN1RBAAAB3IuWKq6MPbtsxpIbxTk4j8QGBioLl266Pr169a2Tp06aeLEiUqbNq2JyQDYk5OT0zPvALNYLAoPD7dTIgAAANgL10YeowgAAA5i4i5p2p6Yty1vEjX3P//AIaW7deuWevbsqcWLF1vbsmXLpq+++koNGzY0MRkAM3z33Xexbtu1a5emTZumyMhIOyYCAAAA7I8iAAAkcWER0pTd0szfo2+b/Lr0bjH7ZwKSqk6dOikwMND6/N1339WsWbOUJUsWE1MBMMvbb78dre348eMaMGCAfvjhB7Vq1UojR440IRkAAAASG2sCPOZkdgAAwNMVnhG9ADC5nnS2NwUA4Eljx45V6tSplS5dOvn7+yswMJACAABJ0sWLF9WpUyf5+PgoPDxcBw8e1KJFi5QvXz6zowEAAACJipEAAJBEhYZLL82M3t6xrPRuUfvnAZKisLAwm0V+CxUqpGXLlqlUqVLKmzevickAJBXBwcEaM2aMpk+frjJlymjTpk2qWrWq2bEAAACQyBgI8BgjAQAgCfrlbMwFgGPdpCHV7J8HSGrCw8M1cuRIvfzyy7p3757NtoYNG1IAACBJGj9+vAoUKKAff/xRX3/9tX799VcKAAAAAEhxGAkAAEnMpdtS6++jt//TQ3JxtnscIMk5fvy4fH19tWdP1ErZH3/8sWbMmGFyKgBJ0YABA+Th4aFChQpp0aJFWrRoUYz9Vq5caedkAAAASGysCfAYRQAASCIMQ/KeFr29prc0/y3JiX+7kMIZhqEvvvhCH330ke7fvy9JcnZ2VqZMmWQYBid4AKLx9fXl7wYAAACkeBQBACAJOHVTqukfvT13Wmnh2/bPAyQ1Fy5ckJ+fnzZs2GBte+mll+Tv768KFSqYmAxAUrZw4UKzIwAAAMAk3AvyGGsCAIDJ/A/FXACYUk/a4Wf/PEBS8/XXX6tkyZI2BYDu3bvrwIEDFAAAAAAAAHgGRgIAgImu35OGbI3efqYXFWvAMAy1a9dO/v6Pq2Q5c+bUggUL9Prrr5uYDAAAAACQ1DEt5GMUAQDABGdvSdViWJvwizelBoXtHgdIkiwWi4oXL2593rx5c82cOVMZM2Y0MRUAAAAAAI6FIgAA2Nmm01L71dHbmxajAAA8qX///vr111/VokULNW/e3Ow4AAAAAAAHwUCAxygCAIAdfbZd+upA9Pb2ZaRPKts9DpCk7N69W3v37lXPnj2tbc7Ozlq1apWJqQAAAAAAcGwUAQDADgxD8p4Wvf2TSlK3V+yfB0hKwsLC9Nlnn2nMmDGSpHLlyqlSpUompwIAAAAAODLWBHjMyewAAJDcxVYA6FCWAgDw559/qmLFiho1apQiIyMVGRmpGTNmmB0LAAAAAIBkg5EAAJBIHoRLnX6Qtp+Lvm1fJylzavtnApKKyMhITZs2TQMGDFBoaKgkKVWqVBo2bJgGDBhgcjoAAAAAgKNjIMBjFAEAIBEE3ZPKzY1527FukoeLffMAScm5c+fUrl07bdmyxdpWrFgxBQQEqFy5ciYmAwAAAAAg+WE6IABIYHsvxF4A+IsCAFIwwzDk7+8vHx8fmwJAnz59tG/fPgoAAAAAAIAEY7FY7PJwBIwEAIAENOoXae7+6O1Hu0qervbPAyQl4eHhmjx5skJCQiRJefLk0cKFC1WrVi2TkwEAAAAAkHwxEgAAEsi0PdELAB3KSGd7UwAAJMnFxUUBAQFyc3NTmzZtdPjwYQoAAAAAAIBEYbHY5+EIGAkAAAngQog0cZdt29haUksfc/IAScHt27d17do1FShQwNpWsmRJHT16VAULFjQxGQAAAAAAKQdFAAB4QceDpNeX2Lbtai/lTGtOHiAp2LFjh3x9feXp6am9e/fKzc3Nuo0CAAAAAAAgsTnKfP32wHRAAPAc7j2UTlyXavlHLwB0KUcBAClXaGioBgwYoGrVqun06dM6cuSIRo4caXYsAAAAAABSLEYCAEAcGYbUa720+sTT+w2sYp88QFJz5MgRtW7dWocPH7a2Va5cWR06dDAxFQAAAAAgJWIgwGOMBACAOBq94+kFgHG1oxYBBlKaiIgITZgwQeXLl7cWAFxcXPS///1P27Zts1kTAAAAAAAA2BcjAQAgDvZdkubuj96eyUN6q4g0oLLkzt+oSIFOnz6ttm3b6pdffrG2+fj4KCAgQKVLlzYxGQAAAAAgJWNNgMe4ZAUAz7DhlNTxB9s2Fv4FpFu3bunll1/WrVu3JEWdYPXv31+fffaZzULAAAAAAADAPEwHBACxuHlfqrkoegFgcj0KAIAkpU+fXj179pQkeXt7a+vWrRo/fjwFAAAAAACA6SwWi10ejoCRAADwhIhIyf+wNHxb9G2f15XeLWr/TEBSYRiGzUnOkCFD5OLiot69eytdunQmJgMAAAAAADGhCAAA/7H4sDR4S8zbPq8rNS1u3zxAUhEcHKzevXvrpZde0qBBg6ztLi4uGjJkiInJAAAAAACIzkFu0rcLigAAIGnqb9Kk3TFvK51N+rYJC/8i5dq6davatm2rc+fOKVWqVKpfv77Kli1rdiwAAAAAABAHXNICkKLtvyS9823M29K5SWtaSHm97JsJSCoePHigwYMHa9KkSdY2Dw8PnTt3jiIAAAAAACBJc5T5+u2BIgCAFGfxYWnUL5JPVmnPxZj7bPaVCmawby4gKTlw4IBat26tP//809pWo0YNLVy4UPny5TMxGQAAAAAAiA+KAABSBMOQBmySvjn6uC2mAsBOPyk3a5siBQsPD9e4ceM0fPhwhYeHS5Lc3Nw0ZswY9enTR05OTiYnBAAAAADg2RgI8BhFAADJWkSk1H+DtPLY0/t1KScNrGKfTEBSdfHiRTVp0kS7du2ytpUpU0YBAQEqWbKkickAAAAAAMDzoggAINkKfiCVmh379s2+Uk5PydVZcubmZkAZMmTQzZs3JUlOTk4aMGCAhg0bJldXV5OTAQAAAAAQP6wJ8BhFAADJzo37Utk5sW//o4uU1s1+eQBH4eHhoYCAALVp00bz5s1TpUqVzI4EAAAAAMBzoQbwGEUAAMnK5TtShXkxbzvcRfLi4j9gtXz5cpUqVUpFihSxtpUvX15//PGHnJ2dTUwGAAAAAAASygtNgPHgwYOEygEAL2z72ZgLAK/llv7sSgEAeOTmzZtq1aqV3n//ffn6+loXAH6EAgAAAAAAwNE5WSx2eTiCeBcBIiMj9dlnnylXrlzy9PTUqVOnJElDhgzRvHmx3H4LAHbQ5nvb542LSGd7S8vek9IwpTkgSdq4caN8fHy0dOlSSdKePXv03XffmZwKAAAAAAAklngXAUaNGqWFCxdq/PjxNgsFlixZUl999VWChgOAuPrjqu3zzi9LU98wJwuQFN27d0+9evVS3bp1deHCBUlS+vTptWTJEjVp0sTkdAAAAAAAJCyLxT4PRxDvIoC/v7/mzJmjVq1a2UwXULp0aR07dixBwwFAXAQclhp8bds2uKo5WYCkaO/evXr55Zc1ffp0a1udOnV05MgRtWzZUhZHOWsBAAAAAADxFu8iwIULF1SoUKFo7ZGRkXr48GGChAKAuBq4Sfp0i23b1HrmZAGSmocPH2r48OGqWLGijh8/Lklyd3fXtGnT9NNPPyl37twmJwQAAAAAIHFYLBa7PBxBvIsAxYsX1y+//BKtPTAwUGXLlk2QUAAQF8Gh0tI/bNteyy01LmpOHiCp2bdvn0aOHKmIiAhJ0iuvvKIDBw6oZ8+ecnKK9ykAAAAAAABwQPG+AjB06FD16NFD48aNU2RkpFauXKlOnTpp9OjRGjp0aGJkBIBo1v0jlZpl27bknahFgAFEee2119S3b185Oztr+PDh2rlzp4oWpUoGAAAAAEj+nCz2ecTXzJkz5e3tLXd3d1WoUEF79ux5av9bt26pe/fuypEjh9zc3PTSSy9p7dq18fss4hvy7bff1g8//KCNGzcqTZo0Gjp0qP766y/98MMPqlu3bnwPBwDxNnKb1GWNbVvb0lKVvObkAZKKy5cvKzIy0qZt9OjR2rNnj4YNGyYXFxeTkgEAAAAAgGXLlqlfv34aNmyY9u/fr9KlS6tevXq6evVqjP3DwsJUt25dnTlzRoGBgTp+/Ljmzp2rXLlyxet1Uz1P2KpVq2rDhg3PsysAPLcLIVKlBTFvG1nDrlGAJMUwDC1dulTdu3fXiBEj1Lt3b+s2d3d3vfzyyyamAwAAAADA/pLifP2TJk1Sp06d5OfnJ0maNWuW1qxZo/nz52vAgAHR+s+fP183btzQr7/+ar2xz9vbO96vG++RAAUKFND169ejtd+6dUsFChSIdwAAiKua/tHbljeRzvaO3g6kFNevX9f777+v1q1bKzg4WAMGDNBff/1ldiwAAAAAAFKE0NBQhYSE2DxCQ0Oj9QsLC9O+fftUp04da5uTk5Pq1KmjXbt2xXjs1atXq2LFiurevbuyZcumkiVLasyYMda1/+Iq3kWAM2fOxPgioaGhunDhQnwPBwDPtP+SlG+qFPrEXz2/tJNejd/oJyBZWbt2rUqWLKnAwEBr23vvvaccOXKYmAoAAAAAAPNZLPZ5jB07Vl5eXjaPsWPHRssTFBSkiIgIZcuWzaY9W7Zsunz5cozv4dSpUwoMDFRERITWrl2rIUOGaOLEiRo1alS8Pos4Twe0evVq659/+ukneXl5WZ9HRERo06ZNzzUUYebMmZowYYIuX76s0qVLa/r06Xr11Vdj7X/r1i0NHjxYK1eu1I0bN5QvXz5NmTJFb775ZrxfG0DSZhjStD3SpN3Rt53pFfUXLZAS3blzR/3799fs2bOtbRkzZtSsWbPUtGlTE5MBAAAAAJCyDBw4UP369bNpc3NzS5BjR0ZGKmvWrJozZ46cnZ1Vrlw5XbhwQRMmTNCwYcPifJw4FwEaN24sKWoupbZt29psc3Fxkbe3tyZOnBjnF5YeL4Qwa9YsVahQQVOmTFG9evV0/PhxZc2aNVr/RwshZM2aVYGBgcqVK5fOnj2r9OnTx+t1ASR9P56Quq+Ledu2thQAkHL9+uuv8vX11cmTJ61t9evX17x58xgBAAAAAADA/7PIPheP3Nzc4nTRP3PmzHJ2dtaVK1ds2q9cuaLs2bPHuE+OHDnk4uIiZ2dna1uxYsV0+fJlhYWFydXVNU4Z4zwdUGRkpCIjI5U3b15dvXrV+jwyMlKhoaE6fvy4GjZsGNfDSbJdCKF48eKaNWuWUqdOrfnz58fY/9FCCN9//70qV64sb29vVa9eXaVLl47X6wJIugxD8v0+5gJA91ei5v/3Tm/vVEDS8P3336tq1arWAkDq1KmtiwhRAAAAAAAAIOlydXVVuXLltGnTJmtbZGSkNm3apIoVK8a4T+XKlfXPP/8oMjLS2nbixAnlyJEjzgUA6TnWBDh9+rQyZ84c392iMXMhBABJ08MIyXuatO1s9G2/d5Q+rmT/TEBSUrt2beXLl0+SVLFiRR06dEgffPCBLAyNAQAAAADAhpPFPo/46Nevn+bOnatFixbpr7/+UteuXXX37l35+flJknx9fTVw4EBr/65du+rGjRvq3bu3Tpw4oTVr1mjMmDHq3r17vF43ztMB/dfdu3e1bds2nTt3TmFhYTbbevXqFadjPG0hhGPHjsW4z6lTp7R582a1atVKa9eu1T///KNu3brp4cOHsc6BFBoaarMac0hISJzyAbCvXuulVcejt89qINUvZP88QFKUNm1aLVq0SL/88os+/vhjpUr1XP+MAwAAAAAAEzRr1kzXrl3T0KFDdfnyZZUpU0br16+3XiM/d+6cnJwe37efJ08e/fTTT+rbt69KlSqlXLlyqXfv3vrkk0/i9brxvnpw4MABvfnmm7p3757u3r2rjBkzKigoSKlTp1bWrFnjXAR4Hs+zEMLYsWM1YsSIRMsE4MU8jJCKzJQijOjbjneX3LnGiRTqzJkz6tmzp6ZPny5vb29re9WqVVW1alXzggEAAAAA4ACS6qj5Hj16qEePHjFu27p1a7S2ihUravfu3S/0mvGeDqhv375q1KiRbt68KQ8PD+3evVtnz55VuXLl9Pnnn8f5OM+7EMJLL70U60IIMRk4cKCCg4Otj3///TfOGQEkLsOQCs2IXgB4Jad0tCsFAKRMhmFowYIFKlWqlH788Ue1a9fOZu4/AAAAAACA+Ih3EeDgwYP68MMP5eTkJGdnZ4WGhipPnjwaP368Bg0aFOfj2GshBDc3N6VLl87mAcB8u85Hzf//pK2+UmBTyTPua5sAycbVq1f1zjvvqH379rp9+7akqBEBFLABAAAAAIgfi8U+D0cQ7yKAi4uLdV6irFmz6ty5c5IkLy+veF+kMGshBADmCAmV8k2NejRfEX37mV5S/gz2zwUkBatWrVLJkiW1atUqa1u7du10+PBh62LAAAAAAAAA8RXvyTbKli2rvXv3qnDhwqpevbqGDh2qoKAgBQQEqGTJkvE6llkLIQCwr0hDyh/DXf+PZEkt7e3oONVTICGFhISob9++mj9/vrUtc+bMmjt3rho3bmxeMAAAAAAAHJgTF5qsLIZhxLAcZ+x+//133b59WzVr1tTVq1fl6+urX3/9VYULF9a8efNUpkyZRIqaMEJCQuTl5aXg4GCmBgLsINKQSnwp3XsYfZunqzT/LalCLvvnApKCnTt3qnXr1jpz5oy1rVGjRpo7d661IA4AjiQlnWt7lI15MTcAsLebe2eYHQEAJCW9tR3fnbfPLq+zskM5u7zOi4j3j6Z8+fLWP2fNmlXr169P0EAAkoeQUKn9amnvxejbmhaTRtaUUrvYPxeQlISEhFgLAJ6enpo6dar8/Pxk4W4FAAAAAABeCF+tH4v3mgCx2b9/vxo2bJhQhwPg4Gr5x1wAONFd+vx1CgCAJNWvX18ffPCBqlatqsOHD6t9+/YUAAAAAAAAQIKKVxHgp59+Uv/+/TVo0CCdOnVKknTs2DE1btxYr7zyiiIjIxMlJADHYRjSe99K1+5F33asm+SWxIaGAfYSERGhZcuW6clZ+KZMmaItW7Yof/78JiUDAAAAACD5sVgsdnk4gjhfjps3b546deqkjBkz6ubNm/rqq680adIk9ezZU82aNdMff/yhYsWKJWZWAEmY/yFpyNaYt53uJTk5xt+JQKI4efKkdQ2d27dvq2PHjtZt7u7uJiYDAAAAAADJXZxHAkydOlXjxo1TUFCQvv32WwUFBemLL77QkSNHNGvWLAoAQAo174CUb2rsBYD9nSgAIOUyDENz5sxR6dKl9euvv0qSPvzwQwUHB5ucDAAAAACA5M1isc/DEcR5JMDJkyfVtGlTSdK7776rVKlSacKECcqdO3eihQOQdIVFSIVnPL3PknekTKntkwdIai5fvqyOHTtqzZo11rYCBQrI399fXl5eJiYDAAAAAAApSZyLAPfv31fq1FFX8ywWi9zc3JQjR45ECwYg6Tp7S6q2KOZtPzaXimWRUiXYsuOA4wkMDFSXLl10/fp1a1unTp00adIkeXp6mpgMAAAAAICUwclRbtO3g3gt0fnVV19ZL16Eh4dr4cKFypw5s02fXr16JVw6AEnSiO3R235pJ+Xl5makcLdu3VLPnj21ePFia1u2bNk0b948NWjQwMRkAAAAAAAgpYpzESBv3ryaO3eu9Xn27NkVEBBg08disVAEAFKAf248/nMGd2l/Z+b9ByRp6NChNgWA9957T7NmzYpWMAcAAAAAAImLS1WPxbkIcObMmUSMAcBRLD0inf3PmqY/taIAADwyfPhwrVixQnfu3NGMGTPUunVrWRh+CAAAAAAATBSv6YAApGzzD0SfCihrGnOyAEnBnTt3bOb4z5gxo1asWKGcOXMqb968JiYDAAAAACBl46a8x1i6E0CcPVkA+KqRxN+nSInCw8M1cuRIFSpUSJcuXbLZ9tprr1EAAAAAAAAASQYjAQDEydd/2D5f21IqkcWcLICZTpw4oTZt2mjPnj2SpA4dOmjNmjXcYQAAAAAAQBLC9NWPMRIAwDPtuyQN2GTbRgEAKY1hGJo5c6bKlCljLQA4OzurfPnyioiIMDkdAAAAAABAzBgJAOCpIiKld7+1bRtZw5QogGkuXLggPz8/bdiwwdpWuHBhBQQEqEKFCiYmAwAAAAAAMWHE/mPPNRLg5MmT+vTTT9WiRQtdvXpVkrRu3TodPXo0QcMBMNeDcKnAdNu2uQ2ltqXNyQOY4euvv1bJkiVtCgDdu3fXgQMHKAAAAAAAAIAkL95FgG3btsnHx0e//fabVq5cqTt37kiSDh06pGHDhiV4QADmMAypyMzo7a8XtH8WwCzdu3dXy5YtdevWLUlSzpw59dNPP2nGjBlKkyaNueEAAAAAAECsLBb7PBxBvIsAAwYM0KhRo7Rhwwa5urpa22vVqqXdu3cnaDgA5gi6J3lPi95+ppf9swBmqlWrlvXPzZs315EjR/T666+bmAgAAAAAACB+4r0mwJEjR7R06dJo7VmzZlVQUFCChAJgnst3pArzoref7W3/LIDZ3nvvPfXo0UOVK1dW8+bNzY4DAAAAAADiiDUBHov3SID06dPr0qVL0doPHDigXLlyJUgoAObYfjbmAsA/PeyfBbC33377TZ988km09unTp1MAAAAAAAAADiveIwGaN2+uTz75RMuXL5fFYlFkZKR27typ/v37y9fXNzEyArCDZiuk3edt26rmlRa/Y04ewF4ePnyokSNHasyYMYqMjFSZMmXUokULs2MBQIqzevXqOPd96623EjEJAAAAkgMnBgJYxbsIMGbMGHXv3l158uRRRESEihcvroiICLVs2VKffvppYmQEkMgu3o5eAGhYWJr5pjl5AHv5888/1aZNG+3fv9/a5u/vr+bNmzNsEADsrHHjxnHqZ7FYFBERkbhhAAAAgGQk3kUAV1dXzZ07V0OGDNEff/yhO3fuqGzZsipcuHBi5AOQiL78PeoRHGrbPr+RVLuAOZkAe4iMjNTUqVM1cOBAhYZG/Q+QKlUqDRs2TAMGDKAAAAAmiIyMNDsCAAAAkhG+2z8W7yLAjh07VKVKFeXNm1d58+ZNjEwAEtmhy9Jby2LeNvl1CgBI3s6dO6d27dppy5Yt1rZixYopICBA5cqVMzEZAAAAAABAwot3EaBWrVrKlSuXWrRoodatW6t48eKJkQtAIog0pPzTYt/e2kd6t5j98gD2ZBiGAgIC1LNnT4WEhFjb+/TpozFjxsjDw8PEdACAJ929e1fbtm3TuXPnFBYWZrOtV69eJqUCAACAo2AcwGPxLgJcvHhR33zzjb7++mv973//U6lSpdSqVSu1aNFCuXPnToyMABJASKjkMyvmbXs6StnS2DcPYIYVK1ZYCwB58uTRwoULVatWLZNTAQCedODAAb355pu6d++e7t69q4wZMyooKEipU6dW1qxZKQIAAAAA8eAU3x0yZ86sHj16aOfOnTp58qSaNm2qRYsWydvbmwspQBJ15U7MBYBxtaWzvSkAIGWwWCyaM2eOsmTJojZt2ujw4cP8uwUASVTfvn3VqFEj3bx5Ux4eHtq9e7fOnj2rcuXK6fPPPzc7HgAAAByAk8Vil4cjiPdIgP/Knz+/BgwYoNKlS2vIkCHatm1bQuUCkECOXJEafhO9/UwvyUH+ngKey507d/T333+rbNmy1rZs2bLp8OHDyp49u4nJAADPcvDgQc2ePVtOTk5ydnZWaGioChQooPHjx6tt27Z69913zY4IAAAAOIx4jwR4ZOfOnerWrZty5Mihli1bqmTJklqzZk1CZgPwgr75I3oBIH/6qLv/KQAgOduxY4dKly6t+vXrKygoyGYbBQAASPpcXFzk5BT1VSVr1qw6d+6cJMnLy0v//vuvmdEAAADgICwW+zwcQbyLAAMHDlT+/PlVq1YtnTt3TlOnTtXly5cVEBCgN954IzEyAnhOn2yyfd7aR9ra1pwsgD2EhoZqwIABqlatmk6dOqUrV66ob9++ZscCAMRT2bJltXfvXklS9erVNXToUC1ZskR9+vRRyZIlTU4HAAAAOJZ4Twe0fft2ffTRR3r//feVOXPmxMgE4AWFhksvzbRtG19HalbCnDyAPRw5ckStW7fW4cOHrW2VK1fW8OHDzQsFAHguY8aM0e3btyVJo0ePlq+vr7p27arChQtr/vz5JqcDAACAI7A4ym36dhDvIsDOnTsTIweABPIgXCryRAHAPRUFACRfERERmjRpkj799FOFhYVJippGYuTIkfroo4/k7OxsckIAQHyVL1/e+uesWbNq/fr1JqYBAAAAHFucigCrV69W/fr15eLiotWrVz+171tvvZUgwQDE36HL0lvLorfvaGf3KIBdnD59Wm3bttUvv/xibStZsqQCAgJUpkwZ84IBAAAAAABTMRDgsTgVARo3bqzLly8ra9asaty4caz9LBaLIiIiEiobgHhY8ZfU7+fo7Wd72z8LYA9hYWGqWrWqLly4ICnq36D+/fvrs88+k5ubm8npAAAvIn/+/E8dvn3q1Ck7pgEAAAAcW5yKAJGRkTH+GYD5bodKJWdFby+TTVrV3P55AHtxdXXV6NGj1a5dO3l7e2vRokWqVq2a2bEAAAmgT58+Ns8fPnyoAwcOaP369froo4/MCQUAAACH4sRQAKt4rwng7++vZs2aRbvLMiwsTN988418fX0TLByAp7t+T3p5bvT2z2pIvqXtHgdIdBERETZz/Pv6+uru3btq3bq10qVLZ2IyAEBC6t075qGMM2fO1O+//27nNAAAAIBjc4rvDn5+fgoODo7Wfvv2bfn5+SVIKABxM+W36G0/tqAAgOQnODhY7dq1U+fOnW3aLRaLunXrRgEAAFKI+vXra8WKFWbHAAAAgAOwWOzzcATxHglgGEaM83OeP39eXl5eCRIKQNz4H7Z9fqK75Bbv/6uBpG3r1q1q27atzp07JylqAfq3337b5FQAADMEBgYqY8aMZscAAAAAHEqcLxeWLVtWFotFFotFtWvXVqpUj3eNiIjQ6dOn9cYbbyRKSAC2DEMaud22bU9HCgBIXh48eKDBgwdr0qRJ1ra0adPqwYMHJqYCANjDo+8ejxiGocuXL+vatWv64osvTEwGAAAARxHTjewpVZwvGTZu3FiSdPDgQdWrV0+enp7Wba6urvL29tZ7772X4AEB2LpxXyo7J3p7tjT2zwIklgMHDqh169b6888/rW3Vq1fXwoUL5e3tbV4wAIBdvP322zZf2pycnJQlSxbVqFFDRYsWNTEZAAAA4HjiXAQYNmyYJMnb21vNmjWTu7t7ooUCELNf/5VarIzePquB/bMAiSE8PFz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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:44:20,714 INFO: === Dataset: l ===\n", "2025-03-07 01:44:28,755 INFO:Total samples: 18911\n", "2025-03-07 01:45:31,310 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:45:31,377 INFO:Model DeiT3 evaluation completed in 286.96 seconds.\n", "2025-03-07 01:45:31,377 INFO:\n", "=== Evaluating Twins_SVT on Test Datasets ===\n", "/tmp/ipykernel_112221/3203844338.py:383: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-03-07 01:45:31,497 INFO:Loaded model weights from Twins_SVT_best.pth\n", "2025-03-07 01:45:31,498 INFO: === Dataset: a ===\n", "2025-03-07 01:45:32,854 INFO:Total samples: 3181\n", "2025-03-07 01:45:43,117 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:45:43,185 INFO: === Dataset: b ===\n", "2025-03-07 01:45:44,570 INFO:Total samples: 3181\n", "2025-03-07 01:45:54,659 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:45:54,727 INFO: === Dataset: c ===\n", "2025-03-07 01:45:56,111 INFO:Total samples: 3181\n", "2025-03-07 01:46:06,316 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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8R5J0/Phx+fv7WxwdAAAAkLJIAgAPcL8Z/M6Im+1vk03eNu94211trpQCAgCkKMMwFBwcrN69e+vatWvmeL9+/TR+/Hh5enpaGB2QcqZOnap27drpq6++0tChQ1W8eHFJ0sqVK1WzZk2LowMAAEBKYCXAHSQBgAdIygx+Z/jZ/RTgG5Bs5wMAIKnCwsI0ZMgQMwFQsGBBLVy4UM8995zFkQEpq0KFCtq/f3+88UmTJsnFxcWCiAAAAIDUQxIAeIC4FQCJzeB3BrP9AQBWypo1q+bPn68XX3xRAQEBmjZtmvz8/KwOC0g1UVFROn/+vNkfIM7jjz9uUUQAAABIKawEuIMkAJBE3jZvdfbrbHUYAAAk2fXr13Xz5k3lypXLHGvYsKH27NmjSpUqWRcYkMoOHTqkzp07a/v27Q7jhmHIZrMpJibGosgAAACAlEcSAAAAIAPaunWrAgICVKpUKa1Zs8ZhFgwJAGQ2gYGBypIli7799lvlzZuXWWEAAACZAbd8JpIAwP9LrAFwXENfAADSg8jISI0YMUITJ06UYRg6fvy45s6dq27dulkdGmCZvXv36tdff1WpUqWsDgUAAABIdSQBgP/3oAbArjbXVIwGAADn7d+/X+3bt9e+ffvMsVq1aqlBgwYWRgVYr0yZMrpw4YLVYQAAACAVsfrzDrvVAcycOVOFCxeWh4eHqlevrp07d953/6lTp6pkyZLy9PRUwYIF1b9/f928eTOVokVGdncDYB+bj8Mjuz07DX0BAGlWTEyMJk2apKpVq5oJAFdXV33wwQfavHmzihYtanGEgLU+/PBDvfPOO9q0aZMuXryoa9euOTwAAACAjMzSlQDLly/XgAEDNHv2bFWvXl1Tp05Vw4YNdfDgQeXOnTve/kuWLNHgwYM1f/581axZU4cOHVKnTp1ks9k0ZcoUC14B0rLEyvskJq7sDw2AAQDpyfHjx9WxY0f99NNP5lj58uUVHBysihUrWhgZkHbErYapX7++wziNgQEAADKutLoSYObMmZo0aZJCQ0NVsWJFTZ8+XdWqVUtw32eeeUabN2+ON964cWOtWbMmyde0NAkwZcoUde3aVYGBgZKk2bNna82aNZo/f74GDx4cb//t27erVq1aatu2rSSpcOHCatOmjX7++edUjRvpw4PK+ySGsj8AgPTi1KlTqlChgsLCwiTdvskdOHCgxowZI3d3d4ujA9KOjRs3Wh0CAAAA4PSk+C+//FJRUVHm84sXL6pixYp6/fXXnbquZUmAqKgo/frrrxoyZIg5Zrfb1aBBA4WEhCR4TM2aNfX5559r586dqlatmo4dO6a1a9eqQ4cOqRU20onDUYfNBIBNNnnbvJN0nKvNlbI/AIB04/HHH9crr7yixYsXq3DhwgoKClKdOnWsDgtIc+rVq2d1CAAAAEhlaXElgLOT4nPkyOHwfNmyZfLy8ko/SYALFy4oJiZG/v7+DuP+/v7666+/Ejymbdu2unDhgmrXri3DMBQdHa233npL7733XqLXiYyMVGRkpPmcmp+ZQ0jEnUSSn91PAb4BFkYDAEDKmTFjhvLkyaMRI0Yoa9asVocDpFk//fSTPv30Ux07dkwrVqxQ/vz5FRwcrCJFiqh27dpWhwcAAIB06t7vnyXJ3d093ursh5kUf6958+apdevW8vZO2oRn8zpO7W2xTZs2afz48Zo1a5Z2796tL7/8UmvWrNGYMWMSPWbChAny9fU1HwULFkzFiGGVu/sAMLMfAJARXL16VZ06ddKyZcscxv38/PTRRx+RAADuY9WqVWrYsKE8PT21e/du80Pa1atXNX78eIujAwAAQIqwpc7j3u+ffX19NWHChHjh3G9SfGho6ANfzs6dO/X777+rS5cuzr4T1iUBcubMKRcXF507d85h/Ny5c8qTJ0+CxwwbNkwdOnRQly5dVL58eb366qsaP368JkyYoNjY2ASPGTJkiK5evWo+/v7772R/LUhbDkcdVphxuzayj81HJdxKWBwRAACPZtOmTapQoYIWLVqk7t276/Tp01aHBKQrY8eO1ezZszV37ly5ut7p/1SrVi3t3r3bwsgAAACQ3t37/fPVq1cdZvsnl3nz5ql8+fKJNhG+H8uSAG5ubqpSpYo2bNhgjsXGxmrDhg2qUSPhmds3btyQ3e4YsouLiyTJMIwEj3F3d1e2bNkcHsjY7i4FRJNfAEB6dvPmTb399tt69tlnderUKUlSTEyM/vjjD4sjA9KXgwcPqm7duvHGfX19deXKldQPCAAAACnOZrOlyiOh75/vLQUkPdyk+Djh4eFatmyZOnfu/FDvhaXlgAYMGKC5c+dq0aJF+vPPP9W9e3eFh4ebjRECAgIcsiZNmzbVf/7zHy1btkzHjx/X+vXrNWzYMDVt2tRMBgCUAgIAZAR79uxRlSpVNGXKFHPsmWee0f79+/XCCy9YGBmQ/uTJk0dHjhyJN75161YVLVrUgogAAACQ2TzMpPg4K1asUGRkpNq3b/9Q17asMbAktWrVSv/++6+GDx+u0NBQVapUSevWrTPrIp06dcph5v/7778vm82m999/X6dPn1auXLnUtGlTjRs3zqqXgDTicNRhhUSE6JZxS+FGuCRKAQEA0qfo6Gh9+OGHGjlypKKjoyXdXtk4fvx49evXL96qSAAP1rVrV/Xt21fz58+XzWbTmTNnFBISooEDB2rYsGFWhwcAAIAUYLPZrA4hngEDBqhjx46qWrWqqlWrpqlTp8abFJ8/f/54PQXmzZunZs2a6bHHHnuo61qaBJCkXr16qVevXglu27Rpk8PzLFmyaMSIERoxYkQqRIb0JCQiRJdjLzuMUQoIAJDenDx5Um3atFFIyJ3SdpUqVdLnn3+usmXLWhgZkL4NHjxYsbGxql+/vm7cuKG6devK3d1dAwcOVO/eva0ODxlEq2oF1LHm48rp46ZD58L0wdpD+v30tUT3z+qRRb3qF1P90rnk6+mqs1duauK6Q9p6+KIk6a1niqj7s44rVY7/G65mM3ak6OsAkP799L9V+vGrpbp25ZLyFy6mFl36q1CJMgnu+9uOzVq/KkgXzp5WTEy0cuUtoGdfbq2nnnnR3Gfx9HHaufF/DseVqlRN3YdPufd0AB7A2Unx0u3Sllu3btX333//0Ne1PAkAJIe4EkA22eRt85arzZVSQACAdMfDw0OHDx+WJNntdg0ZMkTDhw+Xm5ubxZEB6ZvNZtPQoUM1aNAgHTlyRGFhYSpTpow8PDx05swZ5cuXz+oQkc41LJtbAxuW0Nhv/tL+09fU7umC+k+HSnpleoguhd+Kt38WF5tmB1TWpfAoDVy+X+evRyqvr4eu34x22O/IuTB1C9pjPo+JTbgXHgDE2b11g/67YIZavjlQhZ8oo03ffqH/jB6godOXKqtf9nj7e/lk1fMtAuRfoJCyZHHV779s05IZE+Tjm12lK1c39ytdubra9nrPfJ7FlYmXSPvS4koAyblJ8ZJUsmTJRPvhJhVJAGQo3jZvdfZ7uAYZAABYzd/fX3PmzNE777yjoKCgB9aFBOAcNzc3lSlzZybkb7/9pieffFIxMTEWRoWMoEPNx/Xlr6e1eu9ZSdLYb/9S3SceU7PK+TR/68l4+79aOZ98PbOo42e/KPr/v9g/c+VmvP2iYw1dDItK2eABZCibvlmmms831dP1m0iSWr45SAd+DdGOH7/V8807xNu/RLknHZ4/81JL7dq4Tsf+3OeQBMji6qZs2R+uDAlglbSaBLACSQAAAACLrFq1SvXq1VPOnDnNsVdffVWNGzeWu7u7hZEBAJIqi4tNpfNm1byfTphjhiHtOHZZFQr6JnhMvZI5te/vqxrSpKSeLZVLl8OjtHZ/qBZsPam7J/sXesxL69+urajoWP32z1V98sMRhV6NTOFXBCC9ir51S38fPaQGd33Zb7fb9USFqjpx8I8HHm8Yhg7t/1Xnz5xS0w7dHbYd+X2PhnZ6SV4+WVWifBU1adtV3lkT/nccgLSHJADSvcNRhxVmhFkdBgAASXb58mX17NlTS5cu1WuvvaYvvvjCYZYKCQAASD+ye7kqi4s93oz9i2FRKpLTK8FjCmT3VL4i2bV2/zn1/HyvHs/hqfdeKqUsLnZ9uum4JGn/P9c07L8HdOLiDeXycdObzxTRgjeqqMXMn3UjitUrAOILv35VsbExyuqXw2E8q18OnT8df1VSnIjwMA3v+qqib0XJbnfR690GqFSlp8ztpStXV4Xq9fSYf15dCD2tbxfP0ewxA9V/wmzZXVxS7PUAj4yFACaSAEj3QiLuNE+kGTAAIK1bv369AgMDdfr0aUnSypUrtWXLFtWrV8/iyAAkJjIyUpGRjrOvY6OjZM9Cvw48HLvNpkvhtzT66z8Va0h/nr2u3Nnc1bFWITMJsO3IRXP/w+ek/aev6X/9a6lhudz67+6zVoUOIANy9/TSO5MXKPJmhA7t+0VfLZihx/zzmaWCnqzdwNw3X6FiyleomMb0aKXDf+xRyQpVrQobgBNIAiDdOBx1WCERIWYT4DjhRrj5M82AAQBp1Y0bN/Tuu+9qxowZ5pifn59mzpypunXrWhgZkHHt27fvvtsPHjyYpPNMmDBBo0aNchjLXbeD8jzT8aFjQ8Zx+cYtRcfE6jEfx6TQYz5uupBIPf9/wyIVHWM4lP459u8N5crqriwuNkXHxG/+d/1mtE5evKGCORJeXQAA3ll9Zbe76PqVSw7j169cUla/xOv52+125cpbQJJUoEgJnfvnpH748vN4/QLi5MyTX97Z/HTh7D8kAZCm0RPgDpIASDdCIkJ0OfZyotuz27OrhFuJVIwIAICk2bVrlzp06ODwhWODBg20YMECFShQwMLIgIytUqVKstlsMoz4X6jGjSflw+GQIUM0YMAAh7FaH25LtjiRvkXHGPrz7HVVL5pDG/+6IEmy2aTqRbJr2c5/Ejxm76mralTeXzbb7f4BklQop5fOX4tMMAEgSZ5uLiqY3VNrrtMTAEDCsri6qmCxJ3Ro36+qUP32JJPY2Fgd2ver6jRunuTzGEasom8l3pT8yoXzunH9qrJlz5noPgDSFpIASDfiVgDYZJO3zdthm6vNlVUAAIA059atWxo3bpzGjh2rmJjb9Zs9PDw0ceJE9ezZU3a73eIIgYzt+PHjyXIed3f3eL06KAWEuwVvP6Uxr5bRH6ev6ffT19S+xuPydHPRV3tul+0Z+2oZnb8eqU9+OCpJ+mLXP2pdrYDebfSElv78tx7P4aUudQpryc9/m+cc8EJxbT54QWev3lSurO7q/mwRxRiG/rf/nCWvEUD68EzT1lo8fZweL15Kj5corc3ffKGoyAhVf66JJOnzaWPk+1guNW3/liRp/apgFSxWSjnz5FN09C0d+DVEuzZ/p5bdBkqSIiNuaN0XC1Tx6XrKmv0xXQg9ra+DZilnnvwqXbmaZa8TSApWAtxBEgDpjrfNW539OlsdBgAAD/Ttt986lBB56qmnFBQUpFKlSlkYFZB5FCpUyOoQkEl898d5Zfd2U4/niiqnj7sOhl5Xj+C9uhR+eyZtHl8Pxd61IuXctUh1D96jQS8+oRXdq+v89Ugt3nFKC7beadzpn81DH7xWTn5errocHqU9p66qw9xfdPnGrXjXB4A4T9aur7BrV7R26We6duWSChQprreGTVa2/28WfPnCOdnumogSFRmhFXMn6+rF83J1c1fu/IXUoe9wPVm7viTJZnfRmZNHtXPj/xRxI0y+2XOqZKWn1LhNV2VxJSEOpBc2I6G1sRnYtWvX5Ovrq6tXrypbtmxWhwMnzLsyT2FGmHxsPiQBAADpgmEYat68ub755hsNGzZM7733nlxdaWKPjCs93GuXL19ea9euVcGCBR/pPBVHbEimiADg0XzYsoLVIQCAJOnFsrmsDsFB8YH/S5XrHPmoUapc51GwEgBpUkJNgO9uAAwAQFp05coV+fn5mc9tNpvmzJmjEydO6KmnnrIuMACmEydO6NYtZlIDAAAg86AQLdKkuCbAYUaY+TB0e9GKq40ZlACAtMUwDH3++ecqXLiwvvnmG4dtuXLlIgEAAAAAAKnMZrOlyiM9IAmANOnuJsA+Nh/zkd2enQbAAIA05eLFi2rZsqU6dOigq1evqkuXLvr333+tDgtAIurUqSNPT0+rwwAAAABSDeWAkKbRBBgAkJb973//0xtvvKHQ0FBz7Pnnn6fuP5CGrV271uoQAAAAkArSyST9VEESAAAAwElhYWEaOHCgPv30U3MsR44cmj17tl5//XULIwOQmMOHD2vjxo06f/68YmNjHbYNHz7coqgAAACAlEcSAGnO4ajDCjPCrA4DAIAEhYSEqEOHDjp69Kg51qhRI82bN0958+a1MDIAiZk7d666d++unDlzKk+ePA61W202G0kAAACADCi91OtPDSQBkOaERISYP9MEGACQlgQFBSkwMNCcRezl5aUpU6aoW7du3GACadjYsWM1btw4vfvuu1aHAgAAAKQ6kgBIc+KaAkuiCTAAIE159tlnlTVrVl29elU1atRQUFCQihcvbnVYAB7g8uXLlOoCAADIZJindYfd6gCAu91dCsjH5qMSbiUsjggAgDsKFiyoWbNmady4cdqyZQsJACCdeP311/X9999bHQYAAABgCVYCIE2hFBAAIK04ceKEhg4dqlmzZsnX19ccb9u2rYVRAXgYxYsX17Bhw7Rjxw6VL19erq6O95l9+vSxKDIAAACkFLudpQBxSAIgzTgcdViXYy+bzykFBACwgmEYWrhwofr27avr16/L1dVVCxcutDosAI9gzpw58vHx0ebNm7V582aHbTabjSQAAAAAMjSSAEgz7l4FkN2enVJAAIBUd/78eXXr1k2rV682xzZt2qRLly4pR44cFkYG4FEcP37c6hAAAACQyugJcAc9AZBm0BAYAGClr7/+WuXLl3dIAHTq1En79u0jAQBkIIZhyDAMq8MAAAAAUg1JAKQJNAQGAFjl2rVr6ty5s1555RWdP39ekpQzZ07997//1YIFC5QtWzaLIwSQHIKCglS+fHl5enrK09NTFSpUUHBwsNVhAQAAIIXYbLZUeaQHlANCmkBDYACAFX766ScFBAToxIkT5ljTpk01d+5c+fv7WxcYgGQ1ZcoUDRs2TL169VKtWrUkSVu3btVbb72lCxcuqH///hZHCAAAAKQckgCw1OGowwqJCNGV2CvmGKWAAACpZd++fWYCwMfHR9OmTVNgYGC6mc0BIGmmT5+u//znPwoICDDHXn75ZZUtW1YjR44kCQAAAJAB8bHuDpIAsFRIRIgux142n9MQGACQmnr06KGvv/5aERERWrRokYoUKWJ1SABSwNmzZ1WzZs144zVr1tTZs2ctiAgAAABIPfQEgKXimgHbZFN2e3ZWAQAAUkxMTIzWr1/vMGaz2bR8+XJt3LiRBACQgRUvXlxffPFFvPHly5erRAkmoAAAAGRE9AS4g5UASDVxpX/ivviXpHAjXJLkbfNWgG9AYocCAPBIjh49qoCAAG3fvl3r169XgwYNzG1+fn7WBQYgVYwaNUqtWrXSli1bzJ4A27Zt04YNGxJMDgAAAAAZCSsBkGriSv+EGWHmw5AhiWbAAICUYRiG5syZo4oVK2r79u2SpC5duigqKsriyACkphYtWujnn3/WY489pq+++kpfffWVcubMqZ07d+rVV1+1OjwAAACkAFYC3MFKAKSau0v/eNu8zXFXmytlgAAAye7s2bPq0qWL1q5da44VLVpUQUFBcnNzszAyAFaoUqWKFi9ebHUYAAAAQKojCYBU523zVme/zlaHAQDIwFauXKm33npLFy9eNMe6du2qyZMnK2vWrBZGBiA12e32B87Ostlsio6OTqWIAAAAkFrSyST9VEESAAAAZBhXrlxR79699fnnn5tj/v7++uyzz/TSSy9ZGBkAK/z3v/9NdFtISIg++eQTxcbGpmJEAAAAQOojCYAUF9cQOK4JMAAAKaVr165auXKl+bx58+aaPXu2cuXKZWFUAKzyyiuvxBs7ePCgBg8erG+++Ubt2rXT6NGjLYgMAAAAKS291OtPDTQGRoqLawhME2AAQEqbMGGCvLy8lC1bNgUFBWnlypUkAABIks6cOaOuXbuqfPnyio6O1t69e7Vo0SIVKlTI6tAAAACAFMVKAKS4uxsC+9n9aAIMAEg2UVFRDk1+ixcvruXLl6tChQp6/PHHLYwMQFpx9epVjR8/XtOnT1elSpW0YcMG1alTx+qwAAAAkMJYCHAHKwGQarxt3grwDVAJtxJWhwIASOeio6M1evRoPfnkk7px44bDtpdeeokEAABJ0sSJE1W0aFF9++23Wrp0qbZv304CAAAAAJkOKwEAAEC6cvDgQQUEBGjnzp2SpHfeeUczZsywOCoAadHgwYPl6emp4sWLa9GiRVq0aFGC+3355ZepHBkAAABSGj0B7iAJgBR1OOqwwowwq8MAAGQAhmFo1qxZGjRokCIiIiRJLi4ueuyxx2QYBjd4AOIJCAjg3w0AAADI9EgCIEWFRISYP9MQGADwsE6fPq3AwECtX7/eHHviiScUFBSk6tWrWxgZgLRs4cKFVocAAAAAizAX5A56AiBFxTUFlkRDYADAQ1m6dKnKlSvnkADo2bOn9uzZQwIAAAAAAIAHYCUAHtnhqMMKiQhx+MI/TrgRLknysfnQEBgA4BTDMNSpUycFBQWZY/ny5dOCBQv0wgsvWBgZAAAAACCtoyzkHSQB8MhCIkJ0OfbyffehFBAAwFk2m01lypQxn7du3VozZ85Ujhw5LIwKAAAAAID0hSQAHlrcCoArsVckSTbZ5G3zjrefq82VUkAAgIcycOBAbd++XW3atFHr1q2tDgcAAAAAkE6wEOAOkgB4aPeuAPCz+ynAN8DCiAAA6dmOHTu0a9cu9e7d2xxzcXHR6tWrLYwKAAAAAID0jSQAHlpcDwCbbPKz+zHbHwDwUKKiojRmzBiNHz9eklSlShXVrFnT4qgAAAAAAOkZPQHuIAkAp8WVAYpr+utt82YFAADgoRw4cEAdOnTQ7t27zbEZM2aQBAAAAAAAIJnYrQ4A6U9cGSBDhiSa/gIAnBcbG6upU6fqySefNBMAWbJk0ZgxYxQUFGRxdAAAAACA9M5mS51HesBKADjlcNRhsw8AZYAAAA/j1KlT6tSpkzZu3GiOlS5dWsHBwapSpYqFkQEAAAAAkPGQBIBTQiJCzJ9pBAwAcIZhGAoODlbv3r117do1c7xfv34aP368PD09LYwOAAAAAJCR0BPgDpIAcEpcM2BJrAAAADglOjpaH3/8sZkAKFiwoBYuXKjnnnvO4sgAAAAAAMi4SALgvuKaAMd9+R/XDNjH5qMSbiWsDA0AkM64uroqODhYVatWVcuWLfXJJ5/Iz8/P6rAAAAAAABkQCwHuIAmA+4prAnwvmgEDAB7k+vXr+vfff1W0aFFzrFy5cvrjjz9UrFgxCyMDAAAAACDzIAkAB4nN/LfJJm+bt6TbCQBKAQEA7mfr1q0KCAiQj4+Pdu3aJXd3d3MbCQAAAAAAQEqjJ8AdJAHgILGZ/zQBBgAkRWRkpEaMGKGJEyfKMAxJ0ujRozVu3DiLIwMAAAAAIHMiCQAHcSsAmPkPAHDW/v371b59e+3bt88cq1Wrljp37mxhVAAAAACAzIiFAHeQBMik7i37Eyeu/I+3zVud/fjSBgDwYDExMZoyZYref/99RUVFSbrdBHjMmDEaOHCgXFxcLI4QAAAAAIDMiyRAJpVY2Z84NP4FACTF8ePH1bFjR/3000/mWPny5RUcHKyKFStaGBkAAAAAIDOjJ8AddqsDQOo5HHVYQVeDNO/KPF2JvSLpdtkfH5uPwyO7PTvlfwAAD3TlyhU9+eSTZgLAZrNp0KBB2rVrFwkAAAAAAAASMHPmTBUuXFgeHh6qXr26du7ced/9r1y5op49eypv3rxyd3fXE088obVr1zp1TVYCZCIJzf6n4S8A4GH5+fmpd+/eGjNmjAoXLqxFixapbt26VocFAAAAAECaXAmwfPlyDRgwQLNnz1b16tU1depUNWzYUAcPHlTu3Lnj7R8VFaXnn39euXPn1sqVK5U/f36dPHlSfn5+Tl2XJEAmcm/TXxr+AgCcZRiGw43UsGHD5Orqqr59+ypbtmwWRgYAAAAAQNo2ZcoUde3aVYGBgZKk2bNna82aNZo/f74GDx4cb//58+fr0qVL2r59u1xdb5dvL1y4sNPXpRxQJhTX9DfAN0Al3EpYHQ4AIB24evWqOnXqpAkTJjiMu7q6atiwYSQAAAAAAABpis2WOo+kioqK0q+//qoGDRqYY3a7XQ0aNFBISEiCx3z99deqUaOGevbsKX9/f5UrV07jx49XTEyMU+8FKwEAAMB9bdq0SR07dtSpU6eUJUsWNWrUSJUrV7Y6LAAAAAAALBcZGanIyEiHMXd3d7m7uzuMXbhwQTExMfL393cY9/f3119//ZXguY8dO6Yff/xR7dq109q1a3XkyBH16NFDt27d0ogRI5IcIysBMonDUYcVZoRZHQYAIB25efOm3n77bT377LM6deqUJMnT09P8GQAAAACAtMpms6XKY8KECfL19XV43LuK/mHFxsYqd+7cmjNnjqpUqaJWrVpp6NChmj17tlPnYSVAJhEScWdJiavN1cJIAADpwZ49e9S+fXsdOHDAHHvmmWe0cOFCFSpUyMLIAAAAAABIO4YMGaIBAwY4jN27CkCScubMKRcXF507d85h/Ny5c8qTJ0+C586bN69cXV3l4uJijpUuXVqhoaGKioqSm5tbkmJkJUAmEdcUWBLNgAEAiYqOjta4ceNUrVo1MwHg7u6uyZMna8OGDSQAAAAAAADpQmr1BHB3d1e2bNkcHgklAdzc3FSlShVt2LDBHIuNjdWGDRtUo0bC39fWqlVLR44cUWxsrDl26NAh5c2bN8kJAIkkQKbjY/OhGTAAIEFnzpxR3bp19f777ys6OlqSVKlSJf3yyy8aMGCA7HZuGwAAAAAAeFgDBgzQ3LlztWjRIv3555/q3r27wsPDFRgYKEkKCAjQkCFDzP27d++uS5cuqW/fvjp06JDWrFmj8ePHq2fPnk5dl3JAAABAkpQ9e3ZdvnxZkmS32zV48GCNGDHCqdkFAAAAAACkBTabzeoQ4mnVqpX+/fdfDR8+XKGhoapUqZLWrVtnNgs+deqUwwS8ggUL6rvvvlP//v1VoUIF5c+fX3379tW7777r1HVJAmQCNAUGACSFp6engoOD1aFDB82bN081a9a0OiQAAAAAAB5KGswBSJJ69eqlXr16Jbht06ZN8cZq1KihHTt2PNI1SQJkAjQFBgAkZMWKFapQoYJKlixpjlWtWlW///67Q9MhAAAAAACQfj1Scd+bN28mVxxIQTQFBgDc7fLly2rXrp1atmypgIAAs/5/HBIAAAAAAID0zm6zpcojPXA6CRAbG6sxY8Yof/788vHx0bFjxyRJw4YN07x585I9QDyau0sB0RQYAPDDDz+ofPnyWrJkiSRp586d+u9//2txVAAAAAAAIKU4nQQYO3asFi5cqIkTJzo0CixXrpw+++yzZA0Oj45SQAAASbpx44b69Omj559/XqdPn5Yk+fn5afHixXrttdcsjg4AAAAAgORls6XOIz1wOgkQFBSkOXPmqF27dg7lAipWrKi//vorWYPDo6MUEABg165devLJJzV9+nRzrEGDBtq/f7/atm0rW3q5awEAAAAAAE5zujHw6dOnVbx48XjjsbGxunXrVgJHwAqHow4rJCJE4Ua4JEoBAUBmdOvWLY0bN05jx45VTEyMJMnDw0MTJ05Uz549Zbc/UmsgAAAAAADSLCa83eH0p/8yZcrop59+ije+cuVKVa5cOVmCwqMLiQjR5djLMmRIohQQAGRGv/76q0aPHm0mAJ566int2bNHvXv3JgEAAAAAAEAm4fRKgOHDh6tjx446ffq0YmNj9eWXX+rgwYMKCgrSt99+mxIx4iHElQGyySY/ux+lgAAgE3r66afVv39/TZs2TcOGDdN7770nV1eSwgAAAACAjM/OQgCT09MAX3nlFX3zzTf64Ycf5O3treHDh+vPP//UN998o+effz4lYsQj8LZ5K8A3gFJAAJAJhIaGKjY21mFs3Lhx2rlzp0aMGEECAAAAAACATOihagHUqVNH69ev1/nz53Xjxg1t3bpVL7zwQnLHBgAAksAwDC1evFilSpVyaP4r3e4B8OSTT1oUGQAAAAAA1rDZbKnySA+cTgIULVpUFy9ejDd+5coVFS1aNFmCAgAASXPx4kW1bNlS7du319WrVzV48GD9+eefVocFAAAAAADSCKd7Apw4ccJsMHi3yMhInT59OlmCAgAAD7Z27Vp17txZoaGh5liLFi2UN29eC6MCAAAAAMB66WSSfqpIchLg66+/Nn/+7rvv5Ovraz6PiYnRhg0bVLhwYacDmDlzpiZNmqTQ0FBVrFhR06dPV7Vq1RLd/8qVKxo6dKi+/PJLXbp0SYUKFdLUqVPVuHFjp6+dUR2OOqwwI8zqMAAAKSQsLEwDBw7Up59+ao7lyJFDs2fP1uuvv25hZAAAAAAAIK1JchKgWbNmkm7XUurYsaPDNldXVxUuXFiTJ0926uLLly/XgAEDNHv2bFWvXl1Tp05Vw4YNdfDgQeXOnTve/lFRUXr++eeVO3durVy5Uvnz59fJkyfl5+fn1HUzupCIEPNnVxtNIAEgI9m+fbsCAgJ09OhRc6xRo0aaN28eKwAAAAAAAPh/NrEUIE6SkwCxsbGSpCJFimjXrl3KmTPnI198ypQp6tq1qwIDAyVJs2fP1po1azR//nwNHjw43v7z58/XpUuXtH37drm63v5y+2FWH2R0t4xb5s81PGtYGAkAIDl99dVXatGihfnfZC8vL02ZMkXdunVLN82IAAAAAABA6nK6MfDx48eTJQEQFRWlX3/9VQ0aNLgTjN2uBg0aKCQkJMFjvv76a9WoUUM9e/aUv7+/ypUrp/HjxyfYowCSj81HJdxKWB0GACCZ1K9fX4UKFZIk1ahRQ7/99pvefPNNEgAAAAAAANzDbkudR3rgdGNgSQoPD9fmzZt16tQpRUVFOWzr06dPks5x4cIFxcTEyN/f32Hc399ff/31V4LHHDt2TD/++KPatWuntWvX6siRI+rRo4du3bqlESNGJHhMZGSkIiMjzefXrl1LUnwAAKQ1WbNm1aJFi/TTTz/pnXfeUZYsD/WfcQAAAAAAkIk4/e3Bnj171LhxY924cUPh4eHKkSOHLly4IC8vL+XOnTvJSYCHERsbq9y5c2vOnDlycXFRlSpVdPr0aU2aNCnRJMCECRM0atSoFIsJAICUcOLECfXu3VvTp093KH1Xp04d1alTx7rAAAAAAABIB1g1f4fT5YD69++vpk2b6vLly/L09NSOHTt08uRJValSRR999FGSz5MzZ065uLjo3LlzDuPnzp1Tnjx5Ejwmb968euKJJ+Ti4mKOlS5dWqGhofFWJMQZMmSIrl69aj7+/vvvJMcIAEBqMwxDCxYsUIUKFfTtt9+qU6dOZg8AAAAAAAAAZzmdBNi7d6/efvtt2e12ubi4KDIyUgULFtTEiRP13nvvJfk8bm5uqlKlijZs2GCOxcbGasOGDapRI+FmtrVq1dKRI0ccvgw5dOiQ8ubNKzc3twSPcXd3V7Zs2RweAACkRefPn9err76qN954Q9evX5d0e0UACWwAAAAAAJxjs6XOIz1wOgng6uoqu/32Yblz59apU6ckSb6+vk5/STFgwADNnTtXixYt0p9//qnu3bsrPDxcgYGBkqSAgAANGTLE3L979+66dOmS+vbtq0OHDmnNmjUaP368evbs6ezLyJAORx1W0NUghRvhVocCAHDS6tWrVa5cOa1evdoc69Spk/bt22c2AwYAAAAAAHCW0z0BKleurF27dqlEiRKqV6+ehg8frgsXLig4OFjlypVz6lytWrXSv//+q+HDhys0NFSVKlXSunXrzGbBp06dMhMOklSwYEF999136t+/vypUqKD8+fOrb9++evfdd519GRlSSESILsdeNp+72lwtjAYAkBTXrl1T//79NX/+fHMsZ86cmjt3rpo1a2ZdYAAAAAAApGP29DJNPxU4nQQYP368WaJg3LhxCggIUPfu3VWiRAnNmzfP6QB69eqlXr16Jbht06ZN8cZq1KihHTt2OH2dzOCWcUuSZJNNfnY/1fBMuKwSACBt2LZtm9q3b68TJ06YY02bNtXcuXPNhDgAAAAAAMCjcDoJULVqVfPn3Llza926dckaEB6dt81bAb4BVocBAHiAa9eumQkAHx8fTZs2TYGBgbIxWwEAAAAAgEfCR+s7nO4JkJjdu3frpZdeSq7TAQCQ4TVq1Ehvvvmm6tSpo3379umNN94gAQAAAAAAAJKVUysBvvvuO61fv15ubm7q0qWLihYtqr/++kuDBw/WN998o4YNG6ZUnEjE4ajDCokI0S3jFg2BASANi4mJ0cqVK9WyZUuHL/qnTp0qV1dXubi4WBgdAAAAAAAZC5Ps7kjySoB58+apUaNGWrhwoT788EM9/fTT+vzzz1WjRg3lyZNHv//+u9auXZuSsSIBcc2Aw4wwGTIk0RAYANKao0ePqm7dumrdunW8/jkeHh4kAAAAAAAAQIpJchJg2rRp+vDDD3XhwgV98cUXunDhgmbNmqX9+/dr9uzZKl26dErGiUTc3QzYx+aj7PbsNAQGgDTCMAzNmTNHFStW1Pbt2yVJb7/9tq5evWpxZAAAAAAAZGw2W+o80oMklwM6evSoXn/9dUlS8+bNlSVLFk2aNEkFChRIseCQdN42b3X262x1GACA/xcaGqouXbpozZo15ljRokUVFBQkX19fCyMDAAAAAACZSZKTABEREfLy8pJ0u56Su7u78ubNm2KBAQCQXq1cuVJvvfWWLl68aI517dpVU6ZMkY+Pj4WRAQAAAACQOdjTyzT9VOBUY+DPPvvM/PIiOjpaCxcuVM6cOR326dOnT/JFhwTRDBgA0qYrV66od+/e+vzzz80xf39/zZs3T02aNLEwMgAAAAAAkFklOQnw+OOPa+7cuebzPHnyKDg42GEfm81GEiAVxDUDvhvNgAHAesOHD3dIALRo0UKzZ8+OlzAHAAAAAAApi3UAdyQ5CXDixIkUDANJEbcC4ErsFUm3mwF727zlanOlGTAApAEjR47UqlWrFBYWphkzZqh9+/aysfwQAAAAAABYyKlyQLDWvSsA/Ox+CvANsDAiAMjcwsLCHGr858iRQ6tWrVK+fPn0+OOPWxgZAAAAAACZG5Py7rBbHQCS7pZxS9LtFQDZ7dmZ/Q8AFomOjtbo0aNVvHhxnT171mHb008/TQIAAAAAAACkGawESIe8bd6sAAAAixw6dEgdOnTQzp07JUmdO3fWmjVrmGEAAAAAAEAaYudjuomVAAAAJIFhGJo5c6YqVapkJgBcXFxUtWpVxcTEWBwdAAAAAABAwlgJAADAA5w+fVqBgYFav369OVaiRAkFBwerevXqFkYGAAAAAAASwor9Ox5qJcDRo0f1/vvvq02bNjp//rwk6X//+5/++OOPZA0OAACrLV26VOXKlXNIAPTs2VN79uwhAQAAAAAAANI8p5MAmzdvVvny5fXzzz/ryy+/VFhYmCTpt99+04gRI5I9QAAArNKzZ0+1bdtWV65ckSTly5dP3333nWbMmCFvb29rgwMAAAAAAImy2VLnkR44nQQYPHiwxo4dq/Xr18vNzc0cf+6557Rjx45kDQ53HI46rDAjzOowACBTee6558yfW7durf379+uFF16wMCIAAAAAAADnON0TYP/+/VqyZEm88dy5c+vChQvJEhTiC4kIMX92tblaGAkAZB4tWrRQr169VKtWLbVu3drqcAAAAAAAQBLRE+AOp1cC+Pn56ezZs/HG9+zZo/z58ydLUIjvlnHL/LmGZw0LIwGAjOnnn3/Wu+++G298+vTpJAAAAAAAAEC65fRKgNatW+vdd9/VihUrZLPZFBsbq23btmngwIEKCAhIiRhxFx+bj0q4lbA6DADIMG7duqXRo0dr/Pjxio2NVaVKldSmTRurwwKATOfrr79O8r4vv/xyCkYCAACAjMDOQgCT00mA8ePHq2fPnipYsKBiYmJUpkwZxcTEqG3btnr//fdTIkYAAFLEgQMH1KFDB+3evdscCwoKUuvWrVk2CACprFmzZknaz2azKSYmJmWDAQAAADIQp5MAbm5umjt3roYNG6bff/9dYWFhqly5skqUYHZ6SqEpMAAkr9jYWE2bNk1DhgxRZGSkJClLliwaMWKEBg8eTAIAACwQGxtrdQgAAADIQPhsf4fTSYCtW7eqdu3aevzxx/X444+nREy4B02BASD5nDp1Sp06ddLGjRvNsdKlSys4OFhVqlSxMDIAAAAAAIDk53QS4LnnnlP+/PnVpk0btW/fXmXKlEmJuHAXmgIDwKMzDEPBwcHq3bu3rl27Zo7369dP48ePl6enp4XRAQDuFR4ers2bN+vUqVOKiopy2NanTx+LogIAAEB6wTqAO5xOApw5c0bLli3T0qVL9cEHH6hChQpq166d2rRpowIFCqREjPh/NAUGgEezatUqMwFQsGBBLVy4UM8995zFUQEA7rVnzx41btxYN27cUHh4uHLkyKELFy7Iy8tLuXPnJgkAAAAAOMHu7AE5c+ZUr169tG3bNh09elSvv/66Fi1apMKFC/NFCgAgzbLZbJozZ45y5cqlDh06aN++ffx3CwDSqP79+6tp06a6fPmyPD09tWPHDp08eVJVqlTRRx99ZHV4AAAASAfsNluqPNIDp5MAdytSpIgGDx6sDz74QOXLl9fmzZuTKy4AAB5JWFiY9uzZ4zDm7++vffv2KSgoSH5+ftYEBgB4oL179+rtt9+W3W6Xi4uLIiMjVbBgQU2cOFHvvfee1eEBAAAA6cpDJwG2bdumHj16KG/evGrbtq3KlSunNWvWJGdsAAA8lK1bt6pixYpq1KiRLly44LAtT548FkUFAEgqV1dX2e23P6rkzp1bp06dkiT5+vrq77//tjI0AAAApBM2W+o80gOnkwBDhgxRkSJF9Nxzz+nUqVOaNm2aQkNDFRwcrBdffDElYgQAIEkiIyM1ePBg1a1bV8eOHdO5c+fUv39/q8MCADipcuXK2rVrlySpXr16Gj58uBYvXqx+/fqpXLlyFkcHAAAApC9ONwbesmWLBg0apJYtWypnzpwpERMAAE7bv3+/2rdvr3379pljtWrV0siRI60LCgDwUMaPH6/r169LksaNG6eAgAB1795dJUqU0Pz58y2ODgAAAOmBLb1M008FTicBtm3blhJxAADwUGJiYjRlyhS9//77ioqKknS7jMTo0aM1aNAgubi4WBwhAMBZVatWNX/OnTu31q1bZ2E0AAAAQPqWpCTA119/rUaNGsnV1VVff/31ffd9+eWXkyUw3HY46rDCjDCrwwCANOn48ePq2LGjfvrpJ3OsXLlyCg4OVqVKlawLDAAAAAAAWIqFAHckKQnQrFkzhYaGKnfu3GrWrFmi+9lsNsXExCRXbJAUEhFi/uxqc7UwEgBIW6KiolSnTh2dPn1a0u3/Bg0cOFBjxoyRu7u7xdEBAB5FkSJF7rt8+9ixY6kYDQAAAJC+JSkJEBsbm+DPSHm3jFvmzzU8a1gYCQCkLW5ubho3bpw6deqkwoULa9GiRapbt67VYQEAkkG/fv0cnt+6dUt79uzRunXrNGjQIGuCAgAAQLpiZymAyemeAEFBQWrVqlW8WZZRUVFatmyZAgICki043OFj81EJtxJWhwEAloqJiXGo8R8QEKDw8HC1b99e2bJlszAyAEBy6tu3b4LjM2fO1C+//JLK0QAAAADJZ+bMmZo0aZJCQ0NVsWJFTZ8+XdWqVUtw34ULFyowMNBhzN3dXTdv3nTqmnZngwwMDNTVq1fjjV+/fj1eQAAAJIerV6+qU6dO6tatm8O4zWZTjx49SAAAQCbRqFEjrVq1yuowAAAAkA7YbKnzcMby5cs1YMAAjRgxQrt371bFihXVsGFDnT9/PtFjsmXLprNnz5qPkydPOv1eOJ0EMAwjwfqc//zzj3x9fZ0OAACA+9m0aZMqVKigRYsWaf78+Vq9erXVIQEALLJy5UrlyJHD6jAAAACAhzJlyhR17dpVgYGBKlOmjGbPni0vLy/Nnz8/0WNsNpvy5MljPvz9/Z2+bpLLAVWuXFk2m002m03169dXlix3Do2JidHx48f14osvOh0AAAAJuXnzpoYOHaopU6aYY1mzZnV6yRsAIP2J++wRxzAMhYaG6t9//9WsWbMsjAwAAADpRUIT2a0UFRWlX3/9VUOGDDHH7Ha7GjRooJCQkESPCwsLU6FChRQbG6snn3xS48ePV9myZZ26dpKTAM2aNZMk7d27Vw0bNpSPj4+5zc3NTYULF1aLFi2cujgAAAnZs2eP2rdvrwMHDphj9erV08KFC1W4cGHrAgMApIpXXnnF4UOb3W5Xrly59Mwzz6hUqVIWRgYAAAA4ioyMVGRkpMOYu7t7vJ66Fy5cUExMTLyZ/P7+/vrrr78SPHfJkiU1f/58VahQQVevXtVHH32kmjVr6o8//lCBAgWSHGOSkwAjRoyQJBUuXFitWrWSh4dHki+Ch3M46rDCjDCrwwCAVBMdHa0PP/xQI0eOVHR0tKTb/+EcP368+vXrJ7vd6Sp2AIB0aOTIkVaH8EA/D6tvdQgAIEnK/lQvq0MAAElSxJ4ZVofgILW+QZgwYYJGjRrlMDZixIhkuaetUaOGatSoYT6vWbOmSpcurU8//VRjxoxJ8nmSnASI07FjR2cPwUMKibizDMTV5mphJACQ8i5duqQmTZpox44d5lilSpUUHByscuXKWRgZACC1ubi46OzZs8qdO7fD+MWLF5U7d27FxMRYFBkAAADSi9QqBzRkyBANGDDAYezeVQCSlDNnTrm4uOjcuXMO4+fOnVOePHmSdC1XV1dVrlxZR44ccSrGJCVEcuTIoQsXLkiSsmfPrhw5ciT6QPK5Zdwyf67hWeM+ewJA+ufn52eWmrPb7Xrvvff0888/kwAAgEzIMIwExyMjI+Xm5pbK0QAAAACJc3d3V7Zs2RweCSUB3NzcVKVKFW3YsMEci42N1YYNGxxm+99PTEyM9u/fr7x58zoVY5JWAnz88cfKmjWr+XNaa6qQ0fnYfFTCrYTVYQBAirLb7Zo/f76aN2+uadOmqWbNmlaHBABIZZ988omk27O2PvvsM4c+ZDExMdqyZQs9AQAAAJAk9jT4FfaAAQPUsWNHVa1aVdWqVdPUqVMVHh6uwMBASVJAQIDy58+vCRMmSJJGjx6tp59+WsWLF9eVK1c0adIknTx5Ul26dHHquklKAtxdAqhTp05OXQAAgISsWLFCuXPnVr169cyxggULaufOnSSbASCT+vjjjyXdXgkwe/Zsubi4mNvc3NxUuHBhzZ4926rwAAAAgEfSqlUr/fvvvxo+fLhCQ0NVqVIlrVu3zmwWfOrUKYd+iJcvX1bXrl0VGhqq7Nmzq0qVKtq+fbvKlCnj1HWd7gmwe/duubq6qnz58pKk1atXa8GCBSpTpoxGjhzJ8lwAwH1dvnxZvXr10pIlS1SwYEHt379fvr6+5nYSAACQeR0/flyS9Oyzz+rLL79U9uzZLY4IAAAA6VVaXAkgSb169VKvXgk3dd+0aZPD848//ticKPMonG6S/Oabb+rQoUOSpGPHjqlVq1by8vLSihUr9M477zxyQACAjOuHH35Q+fLltWTJEknS33//rcWLF1scFQAgrdm4cSMJAAAAACCZOJ0EOHTokCpVqiTpdimHevXqacmSJVq4cKFWrVqV3PEBADKAGzduqE+fPnr++ed1+vRpSZKvr68+//xzde/e3eLoAABpTYsWLfThhx/GG584caJef/11CyI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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:46:06,384 INFO: === Dataset: d ===\n", "2025-03-07 01:46:07,784 INFO:Total samples: 3181\n", "2025-03-07 01:46:17,810 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:46:17,876 INFO: === Dataset: e ===\n", "2025-03-07 01:46:18,280 INFO:Total samples: 911\n", "2025-03-07 01:46:21,712 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:46:21,780 INFO: === Dataset: f ===\n", "2025-03-07 01:46:27,366 INFO:Total samples: 12911\n", "2025-03-07 01:47:05,661 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:47:05,731 INFO: === Dataset: g ===\n", "2025-03-07 01:47:08,295 INFO:Total samples: 6000\n", "2025-03-07 01:47:26,504 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:47:26,570 INFO: === Dataset: h ===\n", "2025-03-07 01:47:29,107 INFO:Total samples: 6000\n", "2025-03-07 01:47:47,369 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:47:47,436 INFO: === Dataset: i ===\n", "2025-03-07 01:47:49,956 INFO:Total samples: 6000\n", "2025-03-07 01:48:08,120 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:48:08,187 INFO: === Dataset: j ===\n", "2025-03-07 01:48:10,733 INFO:Total samples: 6000\n", "2025-03-07 01:48:28,871 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:48:28,938 INFO: === Dataset: k ===\n", "2025-03-07 01:48:31,726 INFO:Total samples: 6000\n", "2025-03-07 01:48:49,947 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:48:50,015 INFO: === Dataset: l ===\n", "2025-03-07 01:48:58,326 INFO:Total samples: 18911\n", "2025-03-07 01:49:53,970 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:49:54,039 INFO:Model Twins_SVT evaluation completed in 262.66 seconds.\n", "2025-03-07 01:49:54,040 INFO:\n", "=== Evaluating Twins_PCPVT on Test Datasets ===\n", "/tmp/ipykernel_112221/3203844338.py:383: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-03-07 01:49:54,156 INFO:Loaded model weights from Twins_PCPVT_best.pth\n", "2025-03-07 01:49:54,157 INFO: === Dataset: a ===\n", "2025-03-07 01:49:55,529 INFO:Total samples: 3181\n", "2025-03-07 01:50:01,430 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:50:01,503 INFO: === Dataset: b ===\n", "2025-03-07 01:50:02,886 INFO:Total samples: 3181\n", "2025-03-07 01:50:08,687 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:50:08,758 INFO: === Dataset: c ===\n", "2025-03-07 01:50:10,121 INFO:Total samples: 3181\n", "2025-03-07 01:50:15,932 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:50:16,000 INFO: === Dataset: d ===\n", "2025-03-07 01:50:17,354 INFO:Total samples: 3181\n", "2025-03-07 01:50:23,171 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:50:23,239 INFO: === Dataset: e ===\n", "2025-03-07 01:50:23,625 INFO:Total samples: 911\n", "2025-03-07 01:50:25,920 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:50:25,989 INFO: === Dataset: f ===\n", "2025-03-07 01:50:31,471 INFO:Total samples: 12911\n", "2025-03-07 01:50:52,828 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:50:52,897 INFO: === Dataset: g ===\n", "2025-03-07 01:50:55,440 INFO:Total samples: 6000\n", "2025-03-07 01:51:06,236 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:51:06,302 INFO: === Dataset: h ===\n", "2025-03-07 01:51:08,911 INFO:Total samples: 6000\n", "2025-03-07 01:51:19,194 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:51:19,261 INFO: === Dataset: i ===\n", "2025-03-07 01:51:21,893 INFO:Total samples: 6000\n", "2025-03-07 01:51:32,315 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:51:32,381 INFO: === Dataset: j ===\n", "2025-03-07 01:51:34,990 INFO:Total samples: 6000\n", "2025-03-07 01:51:45,330 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:51:45,403 INFO: === Dataset: k ===\n", "2025-03-07 01:51:48,012 INFO:Total samples: 6000\n", "2025-03-07 01:51:58,279 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:51:58,347 INFO: === Dataset: l ===\n", "2025-03-07 01:52:06,487 INFO:Total samples: 18911\n", "2025-03-07 01:52:37,294 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:52:37,366 INFO:Model Twins_PCPVT evaluation completed in 163.33 seconds.\n", "2025-03-07 01:52:37,366 INFO:\n", "=== Evaluating PiT on Test Datasets ===\n", "/tmp/ipykernel_112221/3203844338.py:383: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-03-07 01:52:37,554 INFO:Loaded model weights from PiT_best.pth\n", "2025-03-07 01:52:37,554 INFO: === Dataset: a ===\n", "2025-03-07 01:52:38,923 INFO:Total samples: 3181\n", "2025-03-07 01:52:47,782 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:52:47,852 INFO: === Dataset: b ===\n", "2025-03-07 01:52:49,197 INFO:Total samples: 3181\n", "2025-03-07 01:52:57,988 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:52:58,059 INFO: === Dataset: c ===\n", "2025-03-07 01:52:59,408 INFO:Total samples: 3181\n", "2025-03-07 01:53:08,093 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:53:08,164 INFO: === Dataset: d ===\n", "2025-03-07 01:53:09,503 INFO:Total samples: 3181\n", "2025-03-07 01:53:18,334 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:53:18,399 INFO: === Dataset: e ===\n", "2025-03-07 01:53:18,792 INFO:Total samples: 911\n", "2025-03-07 01:53:21,677 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:53:21,749 INFO: === Dataset: f ===\n", "2025-03-07 01:53:27,338 INFO:Total samples: 12911\n", "2025-03-07 01:54:00,698 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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ln8P48eMNm81mnD592jAMw7h8+bIhyZg4ceIdc1+7ds3w9PQ0unbtatd+7tw5I1++fHbtaXk/DOPm/9t58uRJ9fYAACDjWHFt/ttvvxmSjH79+qVq+5UrVxqSjDFjxti1v/zyy4bNZjOOHTtmtkkynJ2d7dpunW/atGlm263r46VLl9od87/X0bf89/X369fP8PDwMBISEu6Y+9Y5Nm7caBiGYcTFxRne3t5G5cqVjRs3bpjbfffdd4YkY9iwYXbnk2R3DWgYNz8vVK9e/Y7n/PfrqFSpkmEYhlGjRg2jc+fOhmHcvA50dnY2FixYkOJ7kNK15Pbt2w1JxsKFC822pUuX2r22f7t1Pb9u3boU1/3388vMmTMNScbnn39u7Nixw3B0dDT69+9/z9c4ZcoUc79b4uLijDp16hju7u5GZGSkYRg3r6clGQUKFLD7zLNq1SpDkvHtt9/e9Ty39r/btTMAWIXhgABkeU2aNFGhQoXk5+en1q1by93dXV9//bV8fX0z9Lzly5dXoUKF5O/vr9dee01lypTR2rVrlTt3bnOba9euSVKKXZNvubUuMjLS7r932+deIiMjH2j/e+nYsaPc3Nzs2lq1aqX4+HjzzhtJ+uGHH3TlyhW1atVK0s27r5YvX64WLVrIMAxduHDBfDRt2lRXr17V3r1773jeNWvWSLo5z8K/vfHGG5Kk1atX27UHBATYTSpXqFAhlS9fXidOnLiPV31zmJ2ffvpJr7zyiq5du2Zmv3jxopo2baq//vrL7ILt6empP/74Q3/99dd9neu/fvzxR8XFxalPnz52w+Sk1HPCxcXFnKMhMTFRFy9elLu7u8qXL3/X9/ff/v3zvX79ui5cuKC6devKMAzt27fP3MbZ2VmbNm3S5cuXUzzO+vXrdeXKFbVp08bu5+3o6KjatWtr48aNqX0LAABANpCZ1+ZpvW5es2aNHB0d1bdvX7v2N954Q4ZhaO3atXbtTZo0sZuUuEqVKvLw8Ljva8mUeHp66vr16+aQkamxe/dunT9/Xj179rSbK6B58+aqUKFCsmtiSerevbvdcv369dP8Otq2basVK1YoLi5Oy5Ytk6Ojo9kL9r/+fS0ZHx+vixcvqkyZMvL09Ez19agklSxZ0uxRfC/dunVT06ZN1adPH7Vv316lS5fWuHHj7rnfmjVrVLhwYbVp08Zsc3JyUt++fRUVFaXNmzfbbd+qVSu73t+3Pm+k5+8FAGQ2hgMCkOVNnz5d5cqVU65cueTj46Py5ctnyiS1y5cvl4eHhyIiIvTRRx/p5MmTyb4Yv/WB5FYxICX/LRR4eHjcc597Se8PJ/9VsmTJZG1Vq1ZVhQoVtGTJEnXu3FnSzaGAChYsaHYZjoiI0JUrVzRr1izNmjUrxWP/exzP/zp9+rQcHBxUpkwZu/bChQvL09NTp0+ftmtPqVt4/vz57/iF9b0cO3ZMhmFo6NChGjp0aIrbnD9/Xr6+vho1apSef/55lStXTpUrV9bTTz+t9u3bm8MKpdWt11a2bFm79kKFCtl9CJGkpKQkTZ06VZ988olOnjxpN95rarvih4aGatiwYfrmm2+SvV9Xr16VdLPYMGHCBL3xxhvy8fHRo48+qmeffVYdOnRQ4cKFJcksgtz6HfivW7/vAAAgZ8jMa/O0XjefPn1aRYsWTVY0uDX8TEZfS6akZ8+e+uqrr9SsWTP5+vrqqaee0iuvvKKnn376jvvcypnS0DgVKlTQ1q1b7dpcXV3NOa9uuZ/X0bp1aw0aNEhr167VF198oWefffaOBZgbN25o/PjxmjdvnsLCwuzmXLh1LZkaKX3uuJs5c+aodOnS+uuvv7Rt27Zkn89Scvr0aZUtWzbZ72lqfy9uXYun5+8FAGQ2igAAsrxatWqpRo0amX7eBg0aqGDBgpKkFi1aKDAwUK+++qr27NljXkDeunA8cOCAgoKCUjzOgQMHJN28a126eeEuSQcPHrzjPvdSoUIF7du3T3///bf8/Pzuuf2dJmBNTEyUo6NjsvY7XUy3atVKY8eO1YULF5Q3b1598803atOmjXLluvnn5NZEYu3atUs2d8AtqfmS/F4T6N6SUnZJySZ+S61b+QcNGnTHO5JuFSgaNGig48ePa9WqVfrhhx/02Wef6cMPP9SMGTPUpUuX+zp/ao0bN05Dhw7Va6+9ptGjR8vLy0sODg7q37+/3WRud5KYmKgnn3xSly5d0ttvv60KFSooT548CgsLU6dOneyO0b9/f7Vo0UIrV67U999/r6FDh2r8+PH66aefVK1aNXPbkJAQszDwb7d+NwAAQM6QmdfmZcqUUa5cuXTw4MEMOf6DXEvabLYUt/vvZLze3t7av3+/vv/+e61du1Zr167VvHnz1KFDh2QT096vO72OtCpSpIgaNWqkSZMm6ZdfftHy5cvvuG2fPn00b9489e/fX3Xq1FG+fPlks9nUunXrVF2P3pKaL/H/bdOmTYqNjZV08/NUnTp10rR/aqT3ZwwAyAr4ZA4AqeDu7q7hw4crODhYX331lVq3bi1JatasmRwdHRUSEnLHyYEXLlyoXLlymXf73Nrn888/v++JfVu0aKEvv/xSn3/+uYYMGXLP7fPnz68rV64kaz99+rRKlSqV6vO2atVKI0eO1PLly+Xj46PIyEjzvZBu3rWeN29eJSYmqkmTJqk+7i0lSpRQUlKS/vrrL7sJw8LDw3XlyhWVKFEizcdMyZ2KDLfeCycnp1Tl9/LyUnBwsIKDgxUVFaUGDRpoxIgRZhEgtcUMSeZr++uvv+x+JhEREcnuOlq2bJkef/xxzZkzx679ypUrZuHqbuc/ePCgjh49qgULFtj93t6pm3rp0qX1xhtv6I033tBff/2loKAgTZo0SZ9//rnZhd7b2/ue71la3g8AAIDcuXOrcePG+umnn1J180uJEiX0448/6tq1a3Z3sB8+fNhcn17y58+fYs/c/95VLknOzs5q0aKFWrRooaSkJPXs2VMzZ87U0KFDk/WA/XfOI0eOJOtteeTIkXR9Hf/Vtm1bdenSRZ6ennrmmWfuuN2yZcvUsWNHTZo0yWyLiYlJ9pkjPa//zp49qz59+uipp56Ss7OzeePOvd6PEiVK6MCBA0pKSrLrDZARvxcAkFUxJwAApNKrr76qYsWKacKECWabn5+fgoOD9eOPP+rTTz9Nts+MGTP0008/qXPnzipWrJi5T9euXfXDDz9o2rRpyfZJSkrSpEmT9M8//9wxy8svv6zAwECNHTtW27dvT7b+2rVrevfdd83l0qVLa8eOHYqLizPbvvvuO/3999+pe/H/X8WKFRUYGKglS5ZoyZIlKlKkiBo0aGCud3R01EsvvaTly5fr999/T7Z/RETEXY9/64PGlClT7NonT54s6eY4qOnh1rwO//2Q4u3trUaNGmnmzJk6e/Zssv3+nf/ixYt269zd3VWmTBnzziRJypMnT4rnSUmTJk3k5OSkadOm2d1l9N/3Qrr5Pv/3TqSlS5ea8xXc6/y37m769zEMw9DUqVPttouOjlZMTIxdW+nSpZU3b17zdTZt2lQeHh4aN26c4uPjk2X993uWlvcDAABAkoYPHy7DMNS+fXtFRUUlW79nzx7zjvpnnnlGiYmJ+vjjj+22+fDDD2Wz2dSsWbN0y1W6dGkdPnzY7lrnt99+0y+//GK33X+vGR0cHMyesf++bvy3GjVqyNvbWzNmzLDbZu3atfrzzz/T7Zo4JS+//LKGDx+uTz75RM7OznfcLqXr0WnTpiXrCZGe139du3ZVUlKS5syZo1mzZilXrlzq3LnzPe/Qf+aZZ3Tu3DktWbLEbEtISNC0adPk7u6uhg0bPnA2AMjq6AkAAKnk5OSkfv366c0339S6devMO/s//PBDHT58WD179rRr//7777Vq1So1bNjQ7g4ZSZo0aZKOHz+uvn37asWKFXr22WeVP39+hYaGaunSpTp8+LDdHfYpZVmxYoWaNGmiBg0a6JVXXlG9evXk5OSkP/74Q4sWLVL+/Pk1duxYSVKXLl20bNkyPf3003rllVd0/Phxu7u406JVq1YaNmyYXF1d1blz52Rja/7f//2fNm7cqNq1a6tr164KCAjQpUuXtHfvXv3444+6dOnSHY9dtWpVdezYUbNmzdKVK1fUsGFD7dy5UwsWLNALL7ygxx9/PM15U+Lm5qaAgAAtWbJE5cqVk5eXlypXrqzKlStr+vTpeuyxxxQYGKiuXbuqVKlSCg8P1/bt2/XPP//ot99+k3RzeKdGjRqpevXq8vLy0u7du7Vs2TL17t3bPE/16tUlSX379lXTpk3l6Oh4x59roUKFNGjQII0fP17PPvusnnnmGe3bt09r1661u7tfkp599lmNGjVKwcHBqlu3rg4ePKgvvvgiWa+O0qVLy9PTUzNmzFDevHmVJ08e1a5dWxUqVFDp0qU1aNAghYWFycPDQ8uXL0/W4+Do0aN64okn9MorryggIEC5cuXS119/rfDwcPN1eHh46NNPP1X79u31yCOPqHXr1ipUqJBCQ0O1evVq1atXz/wgnpb3AwAAQJLq1q2r6dOnq2fPnqpQoYLat2+vsmXL6tq1a9q0aZO++eYbjRkzRtLN3rKPP/643n33XZ06dUpVq1bVDz/8oFWrVql///73de17J6+99pomT56spk2bqnPnzjp//rxmzJihSpUqmRMaSzevwy9duqTGjRurWLFiOn36tKZNm6agoCC7nq//5uTkpAkTJig4OFgNGzZUmzZtFB4erqlTp8rf318DBgxIt9fxX/ny5dOIESPuud2zzz6rkJAQ5cuXTwEBAdq+fbt+/PHHZPNTBQUFydHRURMmTNDVq1fl4uKixo0by9vbO0255s2bp9WrV2v+/PnmzVXTpk1Tu3bt9Omnn6pnz5533Ldbt26aOXOmOnXqpD179sjf31/Lli3TL7/8oilTpqR64mkAyNYMAMii5s2bZ0gydu3addftOnbsaJQoUSLFdbt27TI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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:54:00,767 INFO: === Dataset: g ===\n", "2025-03-07 01:54:03,353 INFO:Total samples: 6000\n", "2025-03-07 01:54:19,336 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:54:19,408 INFO: === Dataset: h ===\n", "2025-03-07 01:54:22,011 INFO:Total samples: 6000\n", "2025-03-07 01:54:38,244 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:54:38,311 INFO: === Dataset: i ===\n", "2025-03-07 01:54:40,902 INFO:Total samples: 6000\n", "2025-03-07 01:54:57,156 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:54:57,231 INFO: === Dataset: j ===\n", "2025-03-07 01:54:59,781 INFO:Total samples: 6000\n", "2025-03-07 01:55:15,966 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:55:16,037 INFO: === Dataset: k ===\n", "2025-03-07 01:55:18,579 INFO:Total samples: 6000\n", "2025-03-07 01:55:34,755 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:55:34,822 INFO: === Dataset: l ===\n", "2025-03-07 01:55:42,803 INFO:Total samples: 18911\n", "2025-03-07 01:56:32,619 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:56:32,688 INFO:Model PiT evaluation completed in 235.32 seconds.\n", "2025-03-07 01:56:32,688 INFO:\n", "=== Evaluating ResNet-18 on Test Datasets ===\n", "/tmp/ipykernel_112221/3203844338.py:383: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-03-07 01:56:32,716 INFO:Loaded model weights from ResNet-18_best.pth\n", "2025-03-07 01:56:32,716 INFO: === Dataset: a ===\n", "2025-03-07 01:56:34,057 INFO:Total samples: 3181\n", "2025-03-07 01:56:36,116 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:56:36,186 INFO: === Dataset: b ===\n", "2025-03-07 01:56:37,567 INFO:Total samples: 3181\n", "2025-03-07 01:56:39,442 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:56:39,512 INFO: === Dataset: c ===\n", "2025-03-07 01:56:40,903 INFO:Total samples: 3181\n", "2025-03-07 01:56:42,749 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:56:42,820 INFO: === Dataset: d ===\n", "2025-03-07 01:56:44,208 INFO:Total samples: 3181\n", "2025-03-07 01:56:46,047 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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3b5+1rXLlyqpdu7aJqQDzFS1aVBEREWbHAAAAQBqiN/Q9Do/eJHXNmDFD/v7+cnV1Vfny5bV9+/aHbj9lyhQ9//zzcnNzk5+fn/r27aubN2+mUVoAAID0Jy4uTpMmTVKZMmWsBQAnJyf973//04YNG1SgQAGTEwLmmjBhggYOHKj169fr4sWLioqKslkAAACAjMzUngCLFy9Wv379FBoaqvLly2vKlCmqW7euDh06JB8fnwTbL1y4UIMGDdLcuXNVqVIlHT58WB06dJDFYtHkyZNNeAYAAADmOnbsmNq3b69ff/3V2hYQEKDw8PDHGuccyIju9oapVauWTTsTAwMAAGRc9AS4x9QiwOTJk9WlSxeFhIRIkkJDQ7VixQrNnTtXgwYNSrD95s2bVblyZbVq1UqS5O/vr5YtW2rbtm1pmhsAACA9OHHihIoXL67o6GhJdy5y+/fvr9GjR8vFxcXkdED6sW7dOrMjAAAAAKYxrQgQGxurXbt2afDgwdY2BwcH1a5dW1u2bEl0n0qVKmnBggXavn27ypUrp6NHj2rlypVq27ZtWsUGAABIN/LmzauGDRvq888/l7+/v+bPn6+qVauaHQtId4KCgsyOAAAAgDRGT4B7TCsCREREKC4uTr6+vjbtvr6++vPPPxPdp1WrVoqIiFCVKlVkGIZu376tN998U0OGDHngeWJiYhQTE2N9zJifAAAgI5k+fbpy5Mih4cOHK2vWrGbHAdKtX3/9VZ988omOHj2qJUuWKHfu3AoPD1f+/PlVpUoVs+MBAAAAqcb0iYGTY/369Ro3bpxmzpyp3bt36+uvv9aKFSs0evToB+4zfvx4eXp6Whc/P780TAwAAJAyIiMj1aFDBy1atMimPVu2bHr//fcpAAAP8dVXX6lu3bpyc3PT7t27rTcJRUZGaty4cSanAwAAQKqwpNFiB0wrAnh5ecnR0VHnzp2zaT937pxy5MiR6D5Dhw5V27Zt1blzZwUEBKhx48YaN26cxo8fr/j4+ET3GTx4sCIjI63LyZMnU/y5AAAApKb169erePHimjdvnrp166ZTp06ZHQmwK2PGjFFoaKhmz54tJycna3vlypW1e/duE5MBAAAAqc+0IoCzs7NKly6tNWvWWNvi4+O1Zs0aVaxYMdF9rl+/LgcH28iOjo6SJMMwEt3HxcVFHh4eNgsAAIA9uHnzpt5++23VqFFDJ06ckCTFxcXpwIEDJicD7MuhQ4dUrVq1BO2enp66cuVK2gcCAABAqrNYLGmy2APT5gSQpH79+ql9+/YqU6aMypUrpylTpujatWsKCQmRJLVr1065c+fW+PHjJUnBwcGaPHmySpYsqfLly+vvv//W0KFDFRwcbC0GAAAAZAR79uxRmzZt9Mcff1jbqlevrrCwMOXLl8/EZID9yZEjh/7++2/5+/vbtG/cuFEFChQwJxQAAACQRkwtAjRv3lwXLlzQsGHDdPbsWQUGBmrVqlXWyYJPnDhhc+f/e++9J4vFovfee0+nTp2St7e3goODNXbsWLOeAgAAQIq6ffu2JkyYoBEjRuj27duS7vRsHDdunPr06ZOgVySAR+vSpYt69+6tuXPnymKx6PTp09qyZYv69++voUOHmh0PAAAAqcBe7tJPCxbjQePoZFBRUVHy9PRUZGSkiUMD5ZF0SlJuSf+alAEAAKQ3//zzj1q2bKktW7ZY2wIDA7VgwQK9+OKLJiYDkiZ9XGsnZBiGdS6x69evS7pTXOvfv79Gjx79WMd0K9kzJSPCzlUuVVB929VWqaJ5ldPbU836ztJ36/c9dJ+qpQtrwttNVLRgDv179or+9+kqLfhum802XZtVU9/2teT7rIf2Hz6lfhOWaOeBf1LzqcAOXd4x3ewISGcWLfxc8z6bo4iIC3ru+SIaNGSoAooXf+D2P/34g2ZMm6rTp04pbz5/9enXX1WrBVnXG4ahmdM/0tdLl+jq1SgFliyld4eNUL58/mnwbGBPXE293TyhfG99lybn+eej4DQ5z5PgVjIAAIB0wtXVVX/99ZckycHBQe+++662bdtGAQB4QhaLRe+++64uXbqk33//XVu3btWFCxc0fPhwnT592ux4yAAyu7lo/+FT6jN+cZK2z5frWX0z7U39svOwyrf4n6YvXKePh7VS7YovWLd5rU4pTXi7scZ+8oMqtpqgfYdPafnMHvJ+JktqPQ0AGcCqH1bq/Ynj1bV7Dy1a8o2ef76IunXtpIsXLya6/d49uzVowNtq3OQ1LV76rWrUrKU+vXror78OW7f5bM5sffF5uN4bPkILvvhSbm5u6vZGJ8XExKTV0wIeC3MC3EMRAAAAIJ3w9fXVrFmzVKhQIW3cuFFjxoyRs7Oz2bGADMPZ2VlFixZVuXLllCVLFh04cEB+fn5mx0IG8NOmPzRy5vdavu7hd//f1eW1Kjp+6qIGTf5Gh46dU+jiX/TNmr3q1bqGdZu32tTUZ19vVvjyrfrz6Fn1GrtIN27Gqn2jiqn1NABkAOHzPlOT15qpUeOmKliokN4bPlKurq769uuvEt3+8wXzValKVXXo2FkFChZUz7f66IWiRbVo4QJJd3oBfB4+X126dlONmrX13PNFNGb8RF04f15r1/yclk8NSDaKAPdQBAAAADDJV199pYiICJu2xo0b6/fff1fFinzJAwAZVfkS+bVu2yGbttWbD6p88fySJKdMjir5gp/W3reNYRhau+2Qyv3/NgDwX7diY3XwjwOqULGStc3BwUEVKlTSvt/2JLrPvr17VaGC7XVnpcpVtG/vXknSqX//VUTEBZWvcO+YWbNmVUDxEg88JoD0hyIAAABAGrt8+bJatWql1157Td26ddN/p2hycXExKRkAIC34Puuhc5eu2rSdvxQlz6xucnVxktczWZQpk6PO/3ebi1HK8Wz6mW8DQPpy+cplxcXF6dlnn7Vpf/bZZxPceHJXRESEnn3WK+H2FyP+f/2FO21eST8mkG5Y0mixAxQBAAAA0tDq1asVEBCgL774QpK0dOlS/fLLLyanAvAwMTExioqKslmM+DizYwEAAABJks7mbAYAAMiYrl+/rnfeeUfTp0+3tmXLlk0zZsxQtWrVTEwGZFz79j18fPZDhw49dP1d48eP18iRI23aHH3LyilnucfOhqfbuYtR8s2e1abNJ7uHIq/e0M2YW4q4HK3bt+Pk899tnvXQ2YtRaRkVgB15JtszcnR0TDAJ8MWLF+Xl5ZXoPl5eXrp4MSLh9v/fO8DLy/tOW8RFeXv72GzzfJEiKRkfSHH2Ml5/WqAnAAAAQCrbsWOHSpUqZVMAqF27tvbv369WrVpxcQqkksDAQJUsWVKBgYEJlpIlS6pFixZJOs7gwYMVGRlps2TyLZ3K6ZGRbfvtmKqXe96mrVaFItq275gk6dbtOO05eFI1yt/bxmKxqEa557T9/7cBgP9ycnbWC0Vf1LatW6xt8fHx2rZti4qXKJnoPsUDA7Vt61abtq1bNqt4YKAkKXeePPLy8ta2bfeOGR0drf37fnvgMQGkP/QEAAAASCW3bt3S2LFjNWbMGMXF3Rk6xNXVVRMnTlSPHj3k4MD9GEBqOnYsZb4sdXFxSTBXh8XBMUWOjYwhs5uzCvp5Wx/7535WxZ/LrctR13Xy7GWN6vWqcvl4qvPQcEnS7KUb9WaLahrbu6HmLduq6mWfU9OXSqrxW6HWY3y0YK1mj2qrXX+c0M7fj6tnqxpyd3PR/GVbE5wfAO5q2z5EQ4e8oxdfLKZiAcW1IHyebty4oUaNm0iS3h08UD4+vurd921JUus27dSpQ1vNC5uratWCtOqHlTrw++8aOmKUpDsFyNZt22n2Jx8rX958yp0nj2ZMmypvHx/VrFXbtOcJJAU3W91DEQAAACCVfP/99zZDiJQtW1bz589XEbpOA2kiX758ZkfAU6JU0Xz66dPe1scT+zeVJIUv36o3hi9QDi8P+eXIbl3/z+mLatwrVBP7N1GPVtV16twVdRu1UD9vOWjdZulPu+X1TBYN69ZAvs9m1b5Dp9Swx4wEkwUDwP1erldfly9d0szpHyki4oKeL/KCZn7yqZ79/+GAzp45IwfLvRtRAkuW0viJ72v6R1M0bcpk5c3nrynTZqhw4ees24R06qIbN25o1Ihhuno1SiVLldbMTz5NUCAHkH5ZDMMwzA6RlqKiouTp6anIyEh5eHiYlCKPpFOSckv616QMAAAgtRmGoSZNmui7777T0KFDNWTIEDk5OZkdC0g16eNa++ECAgK0cuVK+fn5PdFx3Er2TKFEAPBkLu+Y/uiNACANuKaz280L9f8hTc7z9/v10uQ8TyKd/WoAAADs15UrV5QtWzbrY4vFolmzZun48eMqW7asecEAWB0/fly3bt0yOwYAAACQZhiIFgAA4AkZhqEFCxbI399f3333nc06b29vCgAAAAAAkMYsFkuaLPaAIgAAAMATuHjxopo1a6a2bdsqMjJSnTt31oULF8yOBeABqlatKjc3N7NjAAAAAGmG4YAAAAAe0w8//KCOHTvq7Nmz1raXXnqJcf+BdGzlypVmRwAAAEAasJOb9NMERQAAAIBkio6OVv/+/fXJJ59Y27Jnz67Q0FC9/vrrJiYD8CB//fWX1q1bp/Pnzys+Pt5m3bBhw0xKBQAAAKQ+igAAAADJsGXLFrVt21ZHjhyxttWrV09z5sxRzpw5TUwG4EFmz56tbt26ycvLSzly5LAZu9VisVAEAAAAyIDsZbz+tEARAAAAIInmz5+vkJAQ613E7u7umjx5st544w0uMIF0bMyYMRo7dqzeeecds6MAAAAAaY4iAAAAQBLVqFFDWbNmVWRkpCpWrKj58+erUKFCZscC8AiXL19mqC4AAICnDPdp3eNgdgAAAAB74efnp5kzZ2rs2LH65ZdfKAAAduL111/XTz/9ZHYMAAAAwBT0BAAAAEjE8ePH9e6772rmzJny9PS0trdq1crEVAAeR6FChTR06FBt3bpVAQEBcnJysln/1ltvmZQMAAAAqcXBga4Ad1EEAAAAuI9hGAoLC1Pv3r119epVOTk5KSwszOxYAJ7ArFmzlCVLFm3YsEEbNmywWWexWCgCAAAAIEOjCAAAAPD/zp8/rzfeeEPLli2ztq1fv16XLl1S9uzZTUwG4EkcO3bM7AgAAABIY8wJcA9zAgAAAEhavny5AgICbAoAHTp00L59+ygAABmIYRgyDMPsGAAAAECaoQgAAACealFRUerUqZMaNmyo8+fPS5K8vLz0zTff6LPPPpOHh4fJCQGkhPnz5ysgIEBubm5yc3NT8eLFFR4ebnYsAAAApBKLxZImiz1gOCAAAPDU+vXXX9WuXTsdP37c2hYcHKzZs2fL19fXvGAAUtTkyZM1dOhQ9ezZU5UrV5Ykbdy4UW+++aYiIiLUt29fkxMCAAAAqYciAAAAeGrt27fPWgDIkiWLpk6dqpCQELu5mwNA0kybNk0ff/yx2rVrZ2179dVX9eKLL2rEiBEUAQAAADIgPtbdQxEAAAA8tbp3767ly5frxo0bmjdvnvLnz292JACp4MyZM6pUqVKC9kqVKunMmTMmJAIAAADSDnMCAACAp0JcXJxWr15t02axWLR48WKtW7eOAgCQgRUqVEhffvllgvbFixercOHCJiQCAABAamNOgHvoCQAAADK8I0eOqF27dtq8ebNWr16t2rVrW9dly5bNvGAA0sTIkSPVvHlz/fLLL9Y5ATZt2qQ1a9YkWhwAAAAAMhJ6AgAAgAzLMAzNmjVLJUqU0ObNmyVJnTt3VmxsrMnJAKSlpk2batu2bXr22Wf17bff6ttvv5WXl5e2b9+uxo0bmx0PAAAAqYCeAPfQEwAAAGRIZ86cUefOnbVy5UprW4ECBTR//nw5OzubmAyAGUqXLq3PP//c7BgAAABAmqMIAAAAMpylS5fqzTff1MWLF61tXbp00QcffKCsWbOamAxAWnJwcHjk3VkWi0W3b99Oo0QAAABIK3Zyk36aoAgAAAAyjCtXrqhXr15asGCBtc3X11effvqpXnnlFROTATDDN99888B1W7Zs0UcffaT4+Pg0TAQAAACkPYoAAAAgw+jSpYuWLl1qfdykSROFhobK29vbxFQAzNKwYcMEbYcOHdKgQYP03XffqXXr1ho1apQJyQAAAJDa7GW8/rTAxMAAACDDGD9+vNzd3eXh4aH58+dr6dKlFAAASJJOnz6tLl26KCAgQLdv39bevXs1b9485cuXz+xoAAAAQKqiJwAAALBbsbGxNpP8FipUSIsXL1bx4sWVN29eE5MBSC8iIyM1btw4TZs2TYGBgVqzZo2qVq1qdiwAAACkMjoC3ENPAAAAYHdu376tUaNGqVSpUrp+/brNuldeeYUCAABJ0sSJE1WgQAF9//33+uKLL7R582YKAAAAAHjq0BMAAADYlUOHDqldu3bavn27JGngwIGaPn26yakApEeDBg2Sm5ubChUqpHnz5mnevHmJbvf111+ncTIAAACkNuYEuIciAAAAsAuGYWjmzJkaMGCAbty4IUlydHTUs88+K8MwuMADkEC7du34bwMAAACeehQBAABAunfq1CmFhIRo9erV1rbnnntO8+fPV/ny5U1MBiA9CwsLMzsCAAAATMK9IPcwJwAAAEjXvvjiCxUrVsymANCjRw/t2bOHAgAAAAAAAI9ATwAAAJAuGYahDh06aP78+da2XLly6bPPPlOdOnVMTAYAAAAASO8YFvIeegIAAIB0yWKxqGjRotbHLVq00P79+ykAAAAAAACQDPQEAAAA6Vb//v21efNmtWzZUi1atDA7DgAAAADATtAR4B6KAAAAIF3YunWrduzYoV69elnbHB0dtWzZMhNTAQAAAABg3ygCAAAAU8XGxmr06NEaN26cJKl06dKqVKmSyakAAAAAAPaMOQHuYU4AAABgmj/++EMVK1bUmDFjFB8fr/j4eE2fPt3sWAAAAAAAZBgUAQAAQJqLj4/XlClTVKpUKe3evVuSlClTJo0ePVrz5883OR0AAAAAwN5ZLGmz2AOGAwIAAGnqxIkT6tChg9atW2dte+GFFxQeHq7SpUubmAwAAAAAgIyHngAAACBNGIah+fPnKyAgwKYA0KdPH+3atYsCAAAAAAAgxVgsljRZ7AE9AQAAQJq4ffu2PvzwQ0VFRUmS/Pz8FBYWppo1a5qcDAAAAACAjIueAAAAIE04OTkpPDxcLi4uatu2rfbt20cBAAAAAACQKpgT4B56AgAAgFRx9epVXbhwQQUKFLC2FStWTAcOHFDBggVNTAYAAAAAwNODngAAACDFbdy4USVKlFCjRo0UExNjs44CAAAAAAAgtTEnwD0UAQAAQIqJiYnRoEGDVK1aNR07dkz79+/XqFGjzI4FAAAAAMBTi+GAAABAiti/f7/atGmjffv2WdsqV66sTp06mZgKAAAAAPA0spOb9NMEPQEAAMATiYuL06RJk1SmTBlrAcDJyUn/+9//tGHDBps5AQAAAAAAQNqiJwAAAHhsx44dU/v27fXrr79a2wICAhQeHq4SJUqYmAwAAAAA8DSzl/H60wJFAAAA8FiuXLmiUqVK6cqVK5LuXGD1799fo0ePlouLi7nhAAAAAACAJIYDAgAAjylbtmzq1auXJMnf31/r16/XxIkTKQAAAAAAAExnsVjSZLEH9AQAAABJZhiGzUXO0KFD5eTkpN69e8vDw8PEZAAAAAAAIDH0BAAAAI8UGRmpDh06aPz48TbtTk5OGjp0KAUAAAAAAEC6YrGkzWIP6AkAAAAeav369Wrfvr1OnDihTJkyqV69eipZsqTZsQAAAAAAQBLQEwAAACTq5s2bevvtt1WjRg2dOHFCkuTm5mb9GQAAAACA9Io5Ae6hJwAAAEhgz549atOmjf744w9rW/Xq1RUWFqZ8+fKZmAwAAAAAACQHPQEAAIDV7du3NXbsWJUrV85aAHBxcdEHH3ygNWvWUAAAAAAAANgF5gS4h54AAABAknT69Gm99tpr2rJli7UtMDBQ4eHhKlasmInJAAAAAADA46InAAAAkCQ988wzunz5siTJwcFBQ4YM0bZt2ygAAAAAAADsDnMC3EMRAAAASLoz6W94eLiKFCmiX3/9VWPHjpWzs7PZsQAAAAAASDaGA7qH4YAAAHhKLVmyRMWLF9fzzz9vbStTpox+//13OTo6mpgMAAAAAACklCfqCXDz5s2UygEAANLI5cuX1bp1azVr1kzt2rXT7du3bdZTAAAAAAAA2DsHiyVNFnuQ7CJAfHy8Ro8erdy5cytLliw6evSoJGno0KGaM2dOigcEAAAp5+eff1ZAQIAWLlwoSdq+fbu++eYbk1MBAAAAAIDUkuwiwJgxYxQWFqaJEyfajBNcrFgxffrppykaDgAApIzr16/rrbfe0ksvvaRTp05JkrJly6bPP/9cr732msnpAAAAAABIWcwJcE+yiwDz58/XrFmz1Lp1a5vhAkqUKKE///wzRcMBAIAnt2PHDpUqVUrTpk2zttWuXVv79+9Xq1atZLGXqxYAAAAAAJBsyS4CnDp1SoUKFUrQHh8fr1u3bqVIKAAA8ORu3bqlESNGqGLFijp06JAkydXVVR999JF+/PFH5cmTx+SEAAAAAACkDovFkiaLPUh2EaBo0aL69ddfE7QvXbpUJUuWTJFQAADgye3atUujRo1SXFycJKls2bLas2ePevXqJQeHZF8CAAAAAAAAO5QpuTsMGzZM7du316lTpxQfH6+vv/5ahw4d0vz58/X999+nRkYAAPAYKlSooL59+2rq1KkaOnSohgwZIicnJ7NjAQAAAACQ6hzs4yb9NJHs2wAbNmyo7777Tj///LMyZ86sYcOG6eDBg/ruu+/00ksvpUZGAACQBGfPnlV8fLxN29ixY7V9+3YNHz6cAgAAAAAAACabMWOG/P395erqqvLly2v79u0P3f7KlSvq0aOHcubMKRcXFz333HNauXJlss6Z7J4AklS1alWtXr36cXYFAAApzDAMLVy4UD169NDIkSPVu3dv6zpXV1eVKlXKxHQAAAAAAKS99Dhe/+LFi9WvXz+FhoaqfPnymjJliurWratDhw7Jx8cnwfaxsbF66aWX5OPjo6VLlyp37tz6559/lC1btmSdN9k9AQoUKKCLFy8maL9y5YoKFCiQ3MMBAIAncPHiRTVr1kxt2rRRZGSkBg0apIMHD5odCwAAAAAA/MfkyZPVpUsXhYSEqGjRogoNDZW7u7vmzp2b6PZz587VpUuX9O2336py5cry9/dXUFCQSpQokazzJrsIcPz4cesEg/eLiYnRqVOnkns4AADwmFauXKlixYpp6dKl1ramTZsqZ86cJqYCAAAAAMB8FkvaLDExMYqKirJZYmJiEuSJjY3Vrl27VLt2bWubg4ODateurS1btiT6HJYvX66KFSuqR48e8vX1VbFixTRu3LhEv59/mCQXAZYvX67ly5dLkn788Ufr4+XLl+ubb77R6NGj5e/vn6yTS+aMgQQAgD2Ljo7Wm2++qQYNGujs2bOSpOzZs+vLL7/UggULkt0tEAAAAAAAPJ7x48fL09PTZhk/fnyC7SIiIhQXFydfX1+bdl9fX+tn+/86evSoli5dqri4OK1cuVJDhw7VBx98oDFjxiQrY5LnBGjUqJGkO2MptW/f3madk5OT/P399cEHHyTr5GaNgQQAgL3avHmz2rVrpyNHjljb6tWrpzlz5tADAAAAAACA/2dR2swJMHjwYPXr18+mzcXFJUWOHR8fLx8fH82aNUuOjo4qXbq0Tp06pUmTJmn48OFJPk6SiwDx8fGSpPz582vHjh3y8vJKfur/uH8MJEkKDQ3VihUrNHfuXA0aNCjB9nfHQNq8ebOcnJwk6bF6HwAAYI++/fZbNW3a1Ppvsru7uyZPnqw33ngjXU54BAAAAABARufi4pKkL/29vLzk6Oioc+fO2bSfO3dOOXLkSHSfnDlzysnJSY6Ojta2F154QWfPnlVsbKycnZ2TlDHZcwIcO3YsRQoAZo6BBACAPapVq5by5csnSapYsaJ+++03de3alQIAAAAAAAD/4WBJmyWpnJ2dVbp0aa1Zs8baFh8frzVr1qhixYqJ7lO5cmX9/fff1psBJenw4cPKmTNnkgsAUjJ6Atzv2rVr2rBhg06cOKHY2FibdW+99VaSjvGwMZD+/PPPRPc5evSo1q5dq9atW2vlypX6+++/1b17d926deuB3R9iYmJsJmKIiopKUj4AANKbrFmzat68efr11181cOBAZcr0WP+MAwAAAAAAE/Tr10/t27dXmTJlVK5cOU2ZMkXXrl2zjpTTrl075c6d2zqnQLdu3TR9+nT17t1bvXr10l9//aVx48Yl+Tv4u5L97cGePXtUv359Xb9+XdeuXVP27NkVEREhd3d3+fj4JDtAcjzOGEjjx4/XyJEjUy0TAACp4fjx4+rVq5emTZtmM/Rd1apVVbVqVfOCAQAAAABgB9Jjr/nmzZvrwoULGjZsmM6ePavAwECtWrXKeqP8iRMn5OBwb/AePz8//fjjj+rbt6+KFy+u3Llzq3fv3nrnnXeSdd5kFwH69u2r4OBghYaGytPTU1u3bpWTk5PatGmj3r17J/k4aTUG0n8nZoiKipKfn1+ScwIAkJYMw1BYWJh69+6tq1ev6urVq1q7dq3NRQAAAAAAALBPPXv2VM+ePRNdt379+gRtFStW1NatW5/onMn+RmHv3r16++235eDgIEdHR8XExMjPz08TJ07UkCFDknyctBoDycXFRR4eHjYLAADp0fnz59W4cWN17NhRV69elXSnR8DJkydNTgYAAAAAgH2xWNJmsQfJLgI4OTlZ70b08fHRiRMnJEmenp7J/pKiX79+mj17tubNm6eDBw+qW7duCcZAGjx4sHX7bt266dKlS+rdu7cOHz6sFStWaNy4cerRo0dynwYAAOnKsmXLVKxYMS1btsza1qFDB+3bt886GTAAAAAAAEByJXs4oJIlS2rHjh0qXLiwgoKCNGzYMEVERCg8PFzFihVL1rHMGgMJAID0IioqSn379tXcuXOtbV5eXpo9e7YaNWpkXjAAAAAAAOyYg73cpp8GLIZhGMnZYefOnbp69apq1Kih8+fPq127dtq8ebMKFy6sOXPmKDAwMJWipoyoqCh5enoqMjLSxKGB8kg6JSm3pH9NygAAMNumTZvUpk0bHT9+3NoWHBys2bNnWwviAGBP0se1dtpwK5n4OK4AkNYu75hudgQAkCS5Jvt289TVZM6uNDnP151Kp8l5nkSyfzVlypSx/uzj46NVq1alaCAAAJ4WUVFR1gJAlixZNHXqVIWEhMjC3QoAAAAAADwRPlrfk+w5AR5k9+7deuWVV1LqcAAAZHj16tVT165dVbVqVe3bt08dO3akAAAAAAAAAFJUsooAP/74o/r3768hQ4bo6NGjkqQ///xTjRo1UtmyZRUfH58qIQEAsHdxcXFavHix/jsK35QpU7Ru3Trlz5/fpGQAAAAAAGQ8FoslTRZ7kOQiwJw5c1SvXj2FhYVpwoQJqlChghYsWKCKFSsqR44c+v3337Vy5crUzAoAgF06cuSIqlWrphYtWmjOnDk261xdXeXo6GhSMgAAAAAAkNEluQgwdepUTZgwQREREfryyy8VERGhmTNnav/+/QoNDdULL7yQmjkBALA7hmFo1qxZKlGihDZv3ixJevvttxUZGWlyMgAAAAAAMjaLJW0We5DkIsCRI0f0+uuvS5KaNGmiTJkyadKkScqTJ0+qhQMAwF6dPXtWwcHB6tq1q65duyZJKlCggFauXClPT0+T0wEAAAAAgKdFpqRueOPGDbm7u0u6M56Si4uLcubMmWrBAACwV0uXLtWbb76pixcvWtu6dOmiyZMnK0uWLCYmAwAAAADg6eBgL7fpp4EkFwEk6dNPP7V+eXH79m2FhYXJy8vLZpu33nor5dIBAGBHrly5ol69emnBggXWNl9fX82ZM0cNGjQwMRkAAAAAAHhaJbkIkDdvXs2ePdv6OEeOHAoPD7fZxmKxUAQAADy1hg0bZlMAaNq0qUJDQxMUzAEAAAAAQOqiH8A9SS4CHD9+PBVjAABg/0aMGKGvvvpK0dHRmj59utq0aSML3Q8BAAAAAICJkjUcEAAAuCc6OtpmjP/s2bPrq6++Uq5cuZQ3b14TkwEAAAAA8HTjprx7HMwOAACAvbl9+7ZGjRqlQoUK6cyZMzbrKlSoQAEAAAAAAACkG/QEAAAgGQ4fPqy2bdtq+/btkqROnTppxYoV3GEAAAAAAEA64sDHdCt6AgAAkASGYWjGjBkKDAy0FgAcHR1VpkwZxcXFmZwOAAAAAAAgcfQEAADgEU6dOqWQkBCtXr3a2la4cGGFh4erfPnyJiYDAAAAAACJocf+PY/VE+DIkSN677331LJlS50/f16S9MMPP+jAgQMpGg4AALN98cUXKlasmE0BoEePHtqzZw8FAAAAAAAAkO4luwiwYcMGBQQEaNu2bfr6668VHR0tSfrtt980fPjwFA8IAIBZevTooVatWunKlSuSpFy5cunHH3/U9OnTlTlzZnPDAQAAAACAB7JY0maxB8kuAgwaNEhjxozR6tWr5ezsbG2vWbOmtm7dmqLhAAAwU82aNa0/t2jRQvv371edOnVMTAQAAAAAAJA8yZ4TYP/+/Vq4cGGCdh8fH0VERKRIKAAA0oOmTZuqZ8+eqly5slq0aGF2HAAAAAAAkETMCXBPsnsCZMuWTWfOnEnQvmfPHuXOnTtFQgEAkNa2bdumd955J0H7tGnTKAAAAAAAAAC7leyeAC1atNA777yjJUuWyGKxKD4+Xps2bVL//v3Vrl271MgIAECquXXrlkaNGqVx48YpPj5egYGBatmypdmxAOCps3z58iRv++qrr6ZiEgAAAGQEDnQEsEp2EWDcuHHq0aOH/Pz8FBcXp6JFiyouLk6tWrXSe++9lxoZAQBIFX/88Yfatm2r3bt3W9vmz5+vFi1a0G0QANJYo0aNkrSdxWJRXFxc6oYBAAAAMpBkFwGcnZ01e/ZsDR06VL///ruio6NVsmRJFS5cODXyAQCQ4uLj4zV16lQNHjxYMTExkqRMmTJp+PDhGjRoEAUAADBBfHy82REAAACQgfDZ/p5kFwE2btyoKlWqKG/evMqbN29qZAIAINWcOHFCHTp00Lp166xtL7zwgsLDw1W6dGkTkwEAAAAAAKS8ZBcBatasqdy5c6tly5Zq06aNihYtmhq5AABIUYZhKDw8XL169VJUVJS1vU+fPho3bpzc3NxMTAcA+K9r165pw4YNOnHihGJjY23WvfXWWyalAgAAgL2gH8A9yS4CnD59WosWLdIXX3yh//3vfypevLhat26tli1bKk+ePKmREQCAFPHVV19ZCwB+fn4KCwtTzZo1TU4FAPivPXv2qH79+rp+/bquXbum7NmzKyIiQu7u7vLx8aEIAAAAACSDQ3J38PLyUs+ePbVp0yYdOXJEr7/+uubNmyd/f3++SAEApFsWi0WzZs2St7e32rZtq3379vHvFgCkU3379lVwcLAuX74sNzc3bd26Vf/8849Kly6t999/3+x4AAAAsAMOFkuaLPYg2UWA++XPn1+DBg3S//73PwUEBGjDhg0plQsAgCcSHR2tPXv22LT5+vpq3759mj9/vrJly2ZOMADAI+3du1dvv/22HBwc5OjoqJiYGPn5+WnixIkaMmSI2fEAAAAAu/LYRYBNmzape/fuypkzp1q1aqVixYppxYoVKZkNAIDHsnHjRpUoUUL16tVTRESEzbocOXKYlAoAkFROTk5ycLjzUcXHx0cnTpyQJHl6eurkyZNmRgMAAICdsFjSZrEHyS4CDB48WPnz51fNmjV14sQJTZ06VWfPnlV4eLhefvnl1MgIAECSxMTEaNCgQapWrZqOHj2qc+fOqW/fvmbHAgAkU8mSJbVjxw5JUlBQkIYNG6bPP/9cffr0UbFixUxOBwAAANiXZE8M/Msvv2jAgAFq1qyZvLy8UiMTAADJtn//frVp00b79u2ztlWuXFkjRowwLxQA4LGMGzdOV69elSSNHTtW7dq1U7du3VS4cGHNnTvX5HQAAACwBxZ7uU0/DSS7CLBp06bUyAEAwGOJi4vT5MmT9d577yk2NlbSnWEkRo0apQEDBsjR0dHkhACA5CpTpoz1Zx8fH61atcrENAAAAIB9S1IRYPny5apXr56cnJy0fPnyh2776quvpkgwAAAe5dixY2rfvr1+/fVXa1uxYsUUHh6uwMBA84IBAAAAAABT0RHgniQVARo1aqSzZ8/Kx8dHjRo1euB2FotFcXFxKZUNAIAHio2NVdWqVXXq1ClJd/4N6t+/v0aPHi0XFxeT0wEAnkT+/Pkf2n376NGjaZgGAAAAsG9JKgLEx8cn+jMAAGZxdnbW2LFj1aFDB/n7+2vevHmqVq2a2bEAACmgT58+No9v3bqlPXv2aNWqVRowYIA5oQAAAGBXHOgKYJXsOQHmz5+v5s2bJ7jLMjY2VosWLVK7du1SLBwAAPeLi4uzGeO/Xbt2unbtmtq0aSMPDw8TkwEAUlLv3r0TbZ8xY4Z27tyZxmkAAAAA++aQ3B1CQkIUGRmZoP3q1asKCQlJkVAAANwvMjJSHTp00BtvvGHTbrFY1L17dwoAAPCUqFevnr766iuzYwAAAMAOWCxps9iDZPcEMAwj0fE5//33X3l6eqZIKAAA7lq/fr3at2+vEydOSLozAX3Dhg1NTgUAMMPSpUuVPXt2s2MAAAAAdiXJRYCSJUvKYrHIYrGoVq1aypTp3q5xcXE6duyYXn755VQJCQB4+ty8eVPvvvuuJk+ebG3LmjWrbt68aWIqAEBauPvZ4y7DMHT27FlduHBBM2fONDEZAAAA7EViN7I/rZJcBGjUqJEkae/evapbt66yZMliXefs7Cx/f381bdo0xQMCAJ4+e/bsUZs2bfTHH39Y24KCghQWFiZ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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:56:46,118 INFO: === Dataset: e ===\n", "2025-03-07 01:56:46,516 INFO:Total samples: 911\n", "2025-03-07 01:56:47,613 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:56:47,683 INFO: === Dataset: f ===\n", "2025-03-07 01:56:53,263 INFO:Total samples: 12911\n", "2025-03-07 01:56:58,269 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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VK60FAFdXV02bNk3BwcGZcvxOAAAAAFkIXymsKAIgh/hLUnfd+eE/8RBA/pJ637W/o6Qm4v8WAACkrzFjxmjt2rV67LHHtHDhQpUoUcLsSAAAAACQrVAEQA4xU9Kme2x7UtKrGRcFAIAcKj4+Xnv27FGVKlWsbc7Ozlq/fr18fHxkb29vYjoAAAAA2Qm9i++we/AuQFYXL2lFosf5JHn9t1RS0l4AAAAgrR05ckR16tRR7dq1deDAAZtthQoVogAAAAAAAOmEIgBygF6S/k30eJukc/8tv0mqZkImAAByBsMwNHv2bFWqVElbt27VjRs3FBQUJMMwzI4GAAAAIBuzWCwZsmQFDAeEHOCnROsekoqalAMAgJwlPDxcXbp00erVq61tJUuW1JQpU7LMxTIAAAAAZHUUAZBNbJU0XNKlZLYdTrS+Q5JLhiQCACAn++KLL9StWzdduHDB2vb6669r8uTJcnV1NTEZAAAAgJyAG4/uoAiAbOI9SRsfsI+npMczIAsAADnX5cuX1adPH4WGhlrbfHx8NHfuXDVr1szEZAAAAACQM1EEQDbxV6L15CYWdJE0JIOyAACQc7Vs2VKbN2+2Pm7durVCQkLk6elpYioAAAAAOQ09Ae5gYmBkA0cknflv3VlSXDJLlKS+pqQDACAnGTVqlCwWi9zc3LRo0SItX76cAgAAAAAAmIieAMgGNiVav2FWCAAAcqSEhATZ2d25r6R27dqaM2eOnnvuORUrVszEZAAAAAByNDoCWNETANnA6kTrDPkDAEBGiIuL08iRI/X8888rISHBZttrr71GAQAAAAAAMgl6AiCLS5D0ZaLHT5gVBACAHOPQoUPq1KmTdu7cKUmaOnWq+vXrZ3IqAAAAALiDOQHuoCcAsriEux43MyUFAAA5gWEYmjlzpvz9/a0FAHt7e12/ft3kZAAAAACAe6EnALK4GYnWa0h6zKwgAABka6dPn9arr76q7777ztr2+OOPa9GiRapWrZqJyQAAAAAgKXoC3EFPAGRxXydaL2JaCgAAsrOlS5fKz8/PpgDQs2dP7dmzhwIAAAAAAGRy9ARAJhQm6QslHeonOfsSrY9LnzgAAORQ8fHx6tixo5YuXWptK1SokObPn69GjRqZmAwAAAAA7o+eAHdQBEAmEyGpvaS4hzi2cBpnAQAgZ7O3t5ebm5v1cbt27TRz5kzlz5/fxFQAAAAAgNSgCIBM5pwergDQSZJTGmcBAACTJ0/Wnj171K9fP7Vr187sOAAAAACQMnQEsKIIgEymS6L1NpImpuAYR0kF0icOAAA5yPbt2/XPP//opZdesra5urpqx44ddKVFlrZ79245ODjIz89PkrRy5UrNnz9f5cuX14gRI+To6GhyQgAAACD9MDEwMpltidbLSSqWgoUCAAAAj+LmzZsaOnSoatasqeDgYB09etRmOwUAZHXdunXToUOHJElHjx5Vu3bt5OLiouXLl2vgwIEmpwMAAEB6sFgsGbJkBRQBkEksk/TGXW29zQgCAECO8ueff+qZZ57R6NGjlZCQoOjoaE2ZMsXsWECaOnTokPz9/SVJy5cvV506dbRkyRItWLBAX3zxhbnhAAAAgHTGcEDIBPZLunuM4RqSHjMhCwAAOUNCQoI+/PBDDRo0SDExMZKkXLlyafjw4Ro0aJDJ6YC0ZRiGEhISJEnff/+9XnjhBUlS0aJFFRERYWY0AAAApJOscpd+RqAIAJPESLr+3/ofyWx/KZk2AACQFk6ePKmgoCBt3LjR2lauXDmFhoYqICDAxGRA+qhSpYpGjx6thg0bavPmzfroo48kSceOHZOPj4/J6QAAAID0xXBAMMEKSZ6S8v23JO4F0EPSSUl9TcgFAED2ZhiGFi1aJD8/P5sCwFtvvaVdu3ZRAEC2NXXqVO3evVu9evXSu+++q9KlS0uSwsLCVKNGDZPTAQAAID0wJ8Ad9ASACT6RFH2PbZUlFc3ALAAA5BzR0dEaPHiwoqKiJN0aCmXBggVq0KCBycmA9FWxYkXt27cvSfvEiRNlb29vQiIAAAAg41AEgAluJFp/TtLtL15PKuncAAAAIK3kzZtX8+bN0/PPP6/AwEBNmzZNHh4eZscCMkxsbKzOnTtnnR/gtmLFipmUCAAAAOklq9ylnxEoAsAEib90rZLkbFYQAACytStXrujGjRvy8vKytjVu3Fh79uyRv7+/ecGADHbo0CG99tpr2rp1q027YRiyWCyKj483KRkAAACQ/igCwASJiwB0vwYAID1s2bJFgYGBKlu2rFavXm1zFwwFAOQ0wcHBypUrl7755hsVLFiQu8IAAAByAi75rCgCIB2tlRQk6ex99qEIAABAWoqJidHw4cM1YcIEGYahY8eOac6cOXr99dfNjgaY5rffftOuXbtUtmxZs6MAAAAAGY4iANLRR7p/ASC/KMkBAJB29u3bp44dO2rv3r3Wtpo1a6phw4YmpgLMV758eUVERJgdAwAAABmI3p932JkdYObMmfL19ZWzs7OqVaumnTt33nf/qVOn6oknnlDu3LlVtGhR9e3bVzdu3LjvMchov0iaIOlAorYASdUSLXUlfSyKAAAAPLr4+HhNnDhRVapUsRYAHBwc9L///U+bN29WyZIlTU4ImGv8+PEaOHCgNm3apAsXLigqKspmAQAAALIzU3sCLFu2TP369VNISIiqVaumqVOnqnHjxjp48KC8vb2T7L9kyRINGjRI8+bNU40aNXTo0CEFBQXJYrFoypQpJrwCJHVS0jOyHfdfkn6Q5JbxcQAAyOaOHTumzp0766effrK2+fn5KTQ0VJUqVTIxGZB53O4N8+yzz9q0MzEwAABA9kVPgDtMLQJMmTJFXbt2VXBwsCQpJCREq1ev1rx58zRo0KAk+2/dulU1a9ZUhw4dJEm+vr5q3769duzYkaG5cT8HlLQA4C8pb8ZHAQAgmzt58qQqVqyo6OhoSbcucvv3769Ro0bJycnJ5HRA5rFx40azIwAAAACmMa0IEBsbq127dmnw4MHWNjs7OzVs2FDbtm1L9pgaNWpo8eLF2rlzp6pWraqjR49qzZo16tSpU0bFRhITJE2RFPvf45uJtrWR1ElSAzHsDwAAaa9YsWJq0aKFPv30U/n6+mrRokWqXbu22bGATKdu3bpmRwAAAEAGoyfAHaYVASIiIhQfHy8fHx+bdh8fH/3111/JHtOhQwdFRESoVq1aMgxDcXFxeuONNzRkyJB7nicmJkYxMTHWx4z5mZbiJA2TFHOP7c9IeiHj4gAAkAPNmDFDBQoU0PDhw5U3Lz3vgHv56aef9PHHH+vo0aNavny5ChcurNDQUJUoUUK1atUyOx4AAACQbkyfGDg1Nm3apLFjx2rWrFnavXu3VqxYodWrV2vUqFH3PGbcuHFyd3e3LkWLFs3AxNnRdUnLJc35b7ldAHCW9HiipaWkV0zIBwBA9hQZGamgoCAtXbrUpt3Dw0OTJk2iAADcxxdffKHGjRsrd+7c2r17t/UmocjISI0dO9bkdAAAAEgXlgxasgDTigCenp6yt7fX2bNnbdrPnj2rAgUKJHvM0KFD1alTJ3Xp0kV+fn568cUXNXbsWI0bN04JCXePQ3/L4MGDFRkZaV1OnTqV5q8lZ+muW8P8vC6pR6L2qpIOJlq+lJR0cmcAAJB6mzZtUsWKFbVw4UJ1795dp0+fNjsSkKWMHj1aISEhmjNnjhwcHKztNWvW1O7du01MBgAAAKQ/04oAjo6OCggI0IYNG6xtCQkJ2rBhg6pXr57sMdeuXZOdnW1ke3t7SZJhGMke4+TkJDc3N5sFj+LXe7Q/naEpAADICW7cuKG3335b9evX18mTJyVJ8fHx2r9/v8nJgKzl4MGDqlOnTpJ2d3d3Xb58OeMDAQAAIN1ZLJYMWbIC0+YEkKR+/fqpc+fOqlKliqpWraqpU6fq6tWrCg4OliQFBgaqcOHCGjdunCSpefPmmjJliipXrqxq1arp8OHDGjp0qJo3b24tBiA9xUu6/aODk6RZ/617SXrelEQAAGRXe/bsUceOHfXnn39a2+rVq6cFCxaoePHiJiYDsp4CBQro8OHD8vX1tWnfsmWLSpYsaU4oAAAAIIOYWgRo27atzp8/r2HDhik8PFz+/v5au3atdbLgkydP2tz5/95778lisei9997T6dOn5eXlpebNm2vMmDFmvYQcZkui9RhJr5oVBACAbCsuLk7jx4/XiBEjFBcXJ+lWz8axY8fqrbfeStIrEsCDde3aVW+++abmzZsni8Wif//9V9u2bVP//v01dOhQs+MBAAAgHWSVu/QzgsW41zg62VRUVJTc3d0VGRnJ0ECpckFSf0kL/ntcQtJR09IAAJAdnThxQu3bt9e2bdusbf7+/lq8eLGefPJJE5MBKZNZr7UNw7DOJXbt2jVJt4pr/fv316hRox7qOT1eWZyWEZENdHnucfVpVl7e7rn1x8lLGrjwF+0+eiHZfb959znVKu+TpH3dntNqO2mjJCmPUy4Nb1dZzaoUUX5XJ504H62P1x3U/A1/p+vrQNazfVIrsyMgk1n95TJ9tXShLl28IN/Sj+v1Pu/o8XIVkt33u29WaOO6b3Ti2GFJUqnHy6lT197W/ePiburTubO0a/sWhZ/5Ry55XFUpoJoCX++jxzyZCxK2yhZ0MTuCjeJ9vs6Q85z4sHmGnOdRmNoTAFnFDUnlJJ1P1NbFpCwAAGRfzs7O+vvvWz/u2NnZafDgwRo2bJgcHR1NTgZkbRaLRe+++64GDBigw4cPKzo6WuXLl5ezs7P+/fdfFSpUyOyIyOJefKa4xrwSoH7zdujXIxfU/fmyWjGogar0X6WIqJgk+3eculmOue707Mrv6qQt45pp5c4T1rYxHQNUp3wBdZu1VSfPR6u+X0FNDq6q8EvX9e3ufzLkdQHIen76YZ3mzZqs7v3e1ePlKujrsCUaMaCHZoV+JY98+ZPsv++3X1X72efV9clKcnR01BefLdCI/t01fcEXeszLWzE3bujIoQNqE9hVvqUe19UrUZozY6LGDHlLU2YvMeEVAilHT4A76E+OFPhbtgUASapkRhAAALI1Hx8fzZ49W6VLl9aWLVs0evRoCgBAGnJ0dFT58uVVtWpVubq6av/+/SpatKjZsZAN9GxSTgs3HtanPx7VwdOR6jtvh67FxKtj3dLJ7n/5aqzORd6wLvX9CupabJy+2nGnCFC1jJc+++mothw4q5MRV7Vw42H9cfKSnir1WEa9LABZ0Mrli9WoWSs1bNJCxXxLqXu/d+Xk7Kzv13yV7P5vvzdWTVu2UckyT6hI8RLqNWCYEgxDv+/eIUnK45pXIyeHqFb9RipSzFdPPFlR3d4cpCOHDuj82TMZ+MqA1GNi4DsoAuAhrJXUxOwQAABkeV988YUiIiJs2l588UX98ccfql69ukmpAACp4WBvJ/8S+bX5jzs/hhmGtPmPM6paxjNFz9GxXimt2HZC12LirW07/z6vJk8VUcF8uSVJtcv7qFQBN23cx49uAJJ38+ZNHTl4QJUCqlnb7OzsVCmgmg7+uTdFzxETc0PxcXHKm9f9nvtcjb4ii8WiPK55HzkzgIxBEQCp1FVSY/HRAQDg4V26dEkdOnTQSy+9pO7du+vuKZqcnJxMSgYASK3H8jopl72dzkXesGk/F3VD3u65H3j8UyUf05NF82nRxsM27QMX/qKDpy/rwIzWOr+wg8IGNtCABTu19a9zaZofQPYRFXlJCQnx8shvO+yPR77HdOli8nOU3G3Rx9OU39PLppCQWGxMjBbN/lC1n31eLnlcHzkzkK4sGbRkAcwJgBQ48eBdAABAiqxfv17BwcE6ffq0JCksLEw//vij6tata3IyAPcSExOjmBjbcd2N+Juy2DuYlAjZSad6pbX/5KUkkwi/3ugJVSntpXaTNupUxFXVKOutiUFVdebSdW3eH25SWgDZWdin8/TTD+s0ZuocOSZzU0pc3E1NeH+gDMNQ975DTEgI4GFRBMADfC8p889wDQBAZnft2jW98847mjFjhrXNw8NDM2fOVJ06dUxMBmRfe/fef+iDgwcPpuh5xo0bp/fff9+mzanCi3Ku2OqhsyH7uHAlRnHxCfJ2d7Zp93Zz1rnI6/c91sXJXq2qF9e4sN9t2p0d7DWsrb86fvCjvvvtVtF4/6nL8iueX72blacIACBZbu75ZGdnr8sXL9q0X750Qfny338+kS+XLtKKJfP1/uQQ+ZZ6PMn2uLibmjDiHZ0/e0ajpsymFwCyhKwyXn9GYEwXPMD3dz0ua0oKAACysl9++UVPPfWUTQGgYcOG2rdvnzp06MDFKZBO/P39VblyZfn7+ydZKleurHbt2qXoeQYPHqzIyEibxelJbpTBLTfjE/TbsYuq+2QBa5vFItWpUEA7/464z5FSy2rF5ZTLXst+PmbT7pDLTo657JVw13Bx8QmG7PgWD+AeHBwcVOqJctr736S+kpSQkKC9u3bqifIV73ncis8W6PPQORo+YabKlH0yyfbbBYAz/5zUyMkhcnP3SI/4QI4xc+ZM+fr6ytnZWdWqVdPOnTvvuW+9evWSnYy4WbNmqTonPQFwH5cljU/0uJOk7uZEAQAgC7p586bGjBmj0aNHKz7+1mSPzs7OmjBhgnr27Ck7fskB0tWxY8cevFMKODk5JZmrg6GAkNjMbw/oo241tOfYRe06EqHuz5dTHqdc+nTzEUlSyBs19O+laxq57Deb4zrWLa3Vu07pUnSsTfuV6ze15c+zGtn+Kd2IjdepiGjVLOejdrVL6N3FuzLqZQHIglq83FHTxg1T6SfKq0y5Cvo6bIlu3Liuhk1aSJI+GPueHvP0VuDrfSRJXyyZryXzP9Lb742Vd4FCunThVvHSObeLcru4KC7upsYPH6Ajh/7S0HHTlBCfYN3H1c1dDg78e4jMKzPebLVs2TL169dPISEhqlatmqZOnarGjRvr4MGD8vb2TrL/ihUrFBt75zrhwoULqlSpkl5++eVUnZciAO5j4V2Pu0t68MRWAADglm+++cZmCJGnn35aixYtUtmy9KwDMkLx4sXNjoAc4svtJ+SZ10lDXqoob/fc2nfiklqP/0Hno25NFlzksTxJ7uovXdBNNcp6q+W4u3tf3/LqjJ80vG1lze5RU/lcHXUq4qpGf/675m34O91fD4Csq3aDxoq6fElL5n+kSxcvqETpJzR8wkx5/DccUMTZcNlZ7tyIsnblcsXdvPVDf2LtOndT++A3dOH8ee38ebMk6a0utj3oRn8wR36Vq6TzKwKylylTpqhr164KDg6WJIWEhGj16tWaN2+eBg0alGT//HdN9L106VK5uLikughgMYy7rkSyuaioKLm7uysyMlJubm5mx8nEbkr6P0lr72qjbgQAQEoZhqFWrVrp66+/1tChQzVkyBDulkK2lhWutf38/LRmzRoVLVr0kZ7H45XFaZQIAB7N9knMTwIgcyhb0MXsCDZK9/82Q85zeFKTFO0XGxsrFxcXhYWFqWXLltb2zp076/Lly1q5cuUDn8PPz0/Vq1fX7NmzU5WRX3SRjDhJFSQdStT2g/i4AABwf5cvX5aHh4f1scVi0ezZs3X8+HE9/fTT5gUDYHX8+HHdvHnT7BgAAADIJmJiYhQTE2PTltxwkhEREYqPj5ePj49Nu4+Pj/76668Hnmfnzp36448/NHfu3FRnZCBaJOMP2RYALJJ8zYkCAEAWYBiGFi9eLF9fX3399dc227y8vCgAAAAAAEAGS25C3fRYxo0bJ3d3d5tl3Lhxaf565s6dKz8/P1WtWjXVx1IEQDIi7nr8laQSJuQAACDzu3Dhgtq0aaNOnTopMjJSXbp00fnz582OBeAeateurdy5mecKAAAAaWPw4MGKjIy0WQYPHpxkP09PT9nb2+vs2bM27WfPnlWBAgXue46rV69q6dKleu211x4qI0UAJOPTROtddGtuAAAAcLdvv/1WFSpUUFhYmLXtueeeY9x/IBNbs2aNChYsaHYMAAAApDOLJWMWJycnubm52Sx3DwUkSY6OjgoICNCGDRusbQkJCdqwYYOqV69+39eyfPlyxcTEqGPHjg/1XjDIO5JxI9F6gGkpAADIrKKjo9W/f399/PHH1rb8+fMrJCREL7/8sonJANzL33//rY0bN+rcuXNKSEiw2TZs2DCTUgEAACAn6devnzp37qwqVaqoatWqmjp1qq5evarg4GBJUmBgoAoXLpxkOKG5c+eqZcuWeuyxxx7qvBQBcJcdkpYmelzbrCAAAGRK27ZtU6dOnXTkyBFrW5MmTTR37lzuLgYyqTlz5qh79+7y9PRUgQIFZLFYrNssFgtFAAAAgGwo8TVfZtG2bVudP39ew4YNU3h4uPz9/bV27VrrZMEnT56UnZ3t4D0HDx7Uli1b9N133z30eSkC4C4r7nrsk+xeAADkRIsWLVJwcLD1LmIXFxdNmTJFr7/+eqa8wARwy+jRozVmzBi98847ZkcBAABADterVy/16tUr2W2bNm1K0vbEE0/IMIxHOidFACQSJ2lmosdvS/I0KQsAAJlP/fr1lTdvXkVGRqp69epatGiRSpcubXYsAA9w6dIlhuoCAADIYbhP6w4mBkYiayRdTfS4tVlBAADIlIoWLapZs2ZpzJgx+vHHHykAAFnEyy+//EjdpwEAAICsjJ4ASOTYXY+fMiUFAACZwfHjx/Xuu+9q1qxZcnd3t7Z36NDBxFQAHkbp0qU1dOhQbd++XX5+fnJwcLDZ3qdPH5OSAQAAIL3Y2dEV4DaKAEhkU6L1RZKcTMoBAIB5DMPQggUL9Oabb+rKlStycHDQggULzI4F4BHMnj1brq6u2rx5szZv3myzzWKxUAQAAABAtkYRAIkkHh2KAgAAIOc5d+6cXn/9da1cudLatmnTJl28eFH58+c3MRmAR3Hs2N09XgEAAJDdMSfAHcwJAEkbJQ2W9FeitsomZQEAwByrVq2Sn5+fTQEgKChIe/fupQAAZCOGYcgwDLNjAAAAABmGIkCOd0pSQ0n/k/RnonZ7c+IAAJDBoqKi9Nprr6lFixY6d+6cJMnT01Nffvml5s+fLzc3N5MTAkgLixYtkp+fn3Lnzq3cuXOrYsWKCg0NNTsWAAAA0onFYsmQJStgOKAc74ikhLvaykryzfgoAABksJ9++kmBgYE6fvy4ta158+aaM2eOfHx8zAsGIE1NmTJFQ4cOVa9evVSzZk1J0pYtW/TGG28oIiJCffv2NTkhAAAAkH4oAuRYCZJaSvomUVt7Sd0lVRWdRAAAOcHevXutBQBXV1dNmzZNwcHBWeZuDgApM336dH300UcKDAy0tv3f//2fnnzySY0YMYIiAAAAQDbE17o7KALkWHskfX1X21OSapuQBQAAc/To0UOrVq3S9evXtXDhQpUoUcLsSADSwZkzZ1SjRo0k7TVq1NCZM2dMSAQAAABkHG73zlHiJH0haYKkuYnaC0gKlBRkQiYAADJGfHy81q9fb9NmsVi0bNkybdy4kQIAkI2VLl1an3/+eZL2ZcuWqUyZMiYkAgAAQHpjToA76AmQo8yX9Hoy7a9ImpTBWQAAyDhHjhxRYGCgtm7dqvXr16thw4bWbR4eHuYFA5Ah3n//fbVt21Y//vijdU6An3/+WRs2bEi2OAAAAABkJ/QEyFH23aO9ToamAAAgoxiGodmzZ6tSpUraunWrJKlLly6KjY01ORmAjNS6dWvt2LFDjz32mL766it99dVX8vT01M6dO/Xiiy+aHQ8AAADpgJ4Ad9ATIEeZnmh9vKQy/y0VzIkDAEA6OnPmjLp06aI1a9ZY20qWLKlFixbJ0dHRxGQAzBAQEKBPP/3U7BgAAABAhqMIkGPcfcdjS0mPm5ADAID0FxYWpjfeeEMXLlywtnXt2lWTJ09W3rx5TUwGICPZ2dk98O4si8WiuLi4DEoEAACAjJJFbtLPEBQBcozIux5TAAAAZD+XL19W7969tXjxYmubj4+PPvnkE73wwgsmJgNghi+//PKe27Zt26YPP/xQCQkJGZgIAAAAyHgUAXKMoETrDcwKAQBAuuratavCwsKsj1u1aqWQkBB5eXmZmAqAWVq0aJGk7eDBgxo0aJC+/vprvfLKKxo5cqQJyQAAAJDessp4/RmBiYFzjD8TrT9tWgoAANLTuHHj5OLiIjc3Ny1atEhhYWEUAABIkv7991917dpVfn5+iouL02+//aaFCxeqePHiZkcDAAAA0hU9AbK1DyXNknRT0qlE7aPNiQMAQBqLjY21meS3dOnSWrZsmSpWrKhixYqZmAxAZhEZGamxY8dq+vTp8vf314YNG1S7dm2zYwEAACCd0RHgDnoCZFs3JA2UdFDSUUnx/7WXErUfAEBWFxcXp5EjR+qpp57StWvXbLa98MILFAAASJImTJigkiVL6ptvvtFnn32mrVu3UgAAAABAjsOvwdlWrKSY/9ZzSfKQ5CpphEl5AABIGwcPHlRgYKB27twpSRo4cKBmzJhhcioAmdGgQYOUO3dulS5dWgsXLtTChQuT3W/FihUZnAwAAADpjTkB7qAIkCM0kLTO7BAAADwSwzA0a9YsDRgwQNevX5ck2dvb67HHHpNhGFzgAUgiMDCQ/zcAAAAgx6MIAAAAMr3Tp08rODhY69evt7Y9/vjjWrRokapVq2ZiMgCZ2YIFC8yOAAAAAJNwL8gdzAmQbR0zOwAAAGnis88+U4UKFWwKAD179tSePXsoAAAAAAAA8AD0BMi2QhKtx5mWAgCAh2UYhoKCgrRo0SJrW6FChTR//nw1atTIxGQAAAAAgMyOYSHvoCdAthWdaL2VaSkAAHhYFotF5cuXtz5u166d9u3bRwEAAAAAAIBUoCdAtrU40fpzpqUAAOBR9O/fX1u3blX79u3Vrl07s+MAAAAAALIIOgLcQREg23LVnd4AhcwMAgBAimzfvl2//PKLevfubW2zt7fXypUrTUwFAAAAAEDWRhEgW/pYtsMBuZoVBACAB4qNjdWoUaM0duxYSVJAQIBq1KhhcioAAAAAQFbGnAB3MCdAtnNKUvdEjyuZFQQAgAf6888/Vb16dY0ePVoJCQlKSEjQjBkzzI4FAAAAAEC2QREg2zAkHZD003/rt3VPfncAAEyUkJCgqVOn6qmnntLu3bslSbly5dKoUaO0aNEik9MBAAAAALI6iyVjlqyA4YCyjSBJd/9o8qqkbhkfBQCA+zh58qSCgoK0ceNGa1u5cuUUGhqqgIAAE5MBAAAAAJD90BMg2/gimbZyGZ4CAIB7MQxDixYtkp+fn00B4K233tKuXbsoAAAAAAAA0ozFYsmQJSugJ0C2cEnS1f/W80tqJ6mk6AUAAMhM4uLi9MEHHygqKkqSVLRoUS1YsEANGjQwORkAAAAAANkXRYBs4aNE696SZpoVBACAe3JwcFBoaKiqVKmiNm3a6MMPP5SHh4fZsQAAAAAA2VAWuUk/Q1AEyBZOJ1qvaloKAAASu3Llis6fP6+SJUta2ypUqKD9+/erVKlSJiYDAAAAACDnYE6AbGFWovU3TUsBAMBtW7ZsUaVKldSyZUvFxMTYbKMAAAAAAABIb8wJcAdFgGzBM9F6QdNSAAAQExOjQYMGqU6dOjp27Jj27dunkSNHmh0LAAAAAIAci+GAsoWIROsUAQAA5ti3b586duyovXv3Wttq1qyp1157zcRUAAAAAICcKIvcpJ8h6AmQ5V1PtE4BAACQ8eLj4zVx4kRVqVLFWgBwcHDQ//73P23evNlmTgAAAAAAAJCx6AmQ5V1KtH7GtBQAgJzp2LFj6ty5s3766Sdrm5+fn0JDQ1WpUiUTkwEAAAAAcrKsMl5/RqAIkOUl/uG/lWkpAAA5z+XLl/XUU0/p8uXLkm5dYPXv31+jRo2Sk5OTueEAAAAAAIAkhgPKBn5OtH7BtBQAgJzHw8NDvXv3liT5+vpq06ZNmjBhAgUAAAAAAIDpLBZLhixZAT0Bsrz4ROvNTEsBAMgZDMOwucgZOnSoHBwc9Oabb8rNzc3EZAAAAAAAIDn0BMjyYhOtlzYtBQAge4uMjFRQUJDGjRtn0+7g4KChQ4dSAAAAAAAAZCoWS8YsWQE9AbK8m4nWHUxLAQDIvjZt2qTOnTvr5MmTypUrl5o0aaLKlSubHQsAAAAAAKQAPQGytGhJQxM9pggAAEg7N27c0Ntvv6369evr5MmTkqTcuXNb1wEAAAAAyKyYE+AOegJkaevueuxjSgoAQPazZ88edezYUX/++ae1rV69elqwYIGKFy9uYjIAAAAAAJAa9ATI0vYnWn9MUiWzggAAsom4uDiNGTNGVatWtRYAnJycNHnyZG3YsIECAAAAAAAgS2BOgDvoCZBlxUkanujxCElZ5FMHAMiU/v33X7300kvatm2btc3f31+hoaGqUKGCickAAAAAAMDDoidAlnXxrse1TEkBAMg+8uXLp0uXLkmS7OzsNGTIEO3YsYMCAAAAAAAgy8mscwLMnDlTvr6+cnZ2VrVq1bRz58777n/58mX17NlTBQsWlJOTkx5//HGtWbMmVeekJ0CWdSPRegVJ/iblAABkF7lz51ZoaKg6deqkuXPnqkaNGmZHAgAAAADgoWTGoXqWLVumfv36KSQkRNWqVdPUqVPVuHFjHTx4UN7e3kn2j42N1XPPPSdvb2+FhYWpcOHCOnHihDw8PFJ1XooAWda2ROt5TUsBAMi6li9frooVK+qJJ56wtlWpUkV//PGH7O3tTUwGAAAAAED2M2XKFHXt2lXBwcGSpJCQEK1evVrz5s3ToEGDkuw/b948Xbx4UVu3bpWDg4MkydfXN9XnfaThgG7cuPHgnZDGDElbJX2fqK2sSVkAAFnRpUuX9Morr6hNmzYKDAxUXFyczXYKAAAAAACArM7OYsmQJSYmRlFRUTZLTExMkjyxsbHatWuXGjZseCejnZ0aNmxoMzdfYqtWrVL16tXVs2dP+fj4qEKFCho7dqzi4+NT916k7q2TEhISNGrUKBUuXFiurq46evSoJGno0KGaO3duap8OqbZOUk1JnyRqq2RSFgBAVvP999/Lz89PS5YskSTt3LlTX375pcmpAAAAAADImsaNGyd3d3ebZdy4cUn2i4iIUHx8vHx8fGzafXx8FB4enuxzHz16VGFhYYqPj9eaNWs0dOhQTZ48WaNHj05VxlQXAUaPHq0FCxZowoQJcnR0tLZXqFBBn3zyyX2ORNr4NZm2pzM8BQAga7l27Zr69Omj5557TqdPn5YkeXh46NNPP9VLL71kcjoAAAAAANKWxZIxy+DBgxUZGWmzDB48OE1eQ0JCgry9vTV79mwFBASobdu2evfddxUSEpKq50n1nACLFi3S7Nmz9eyzz+qNN96wtleqVEl//fVXap8OqZZ45uc+kjpLesqkLACArOCXX35Rp06ddPDgQWtbw4YNNX/+fBUpUsTEZAAAAAAAZG1OTk5ycnJ64H6enp6yt7fX2bNnbdrPnj2rAgUKJHtMwYIF5eDgYDNsb7ly5RQeHq7Y2Fibm/TvJ9U9AU6fPq3SpUsnaU9ISNDNmzdT+3RItT8TrbcSBQAAwL3cvHlTI0aMUPXq1a0FAGdnZ3344Ydat24dBQAAAAAAQLZlsVgyZEkpR0dHBQQEaMOGDda2hIQEbdiwQdWrV0/2mJo1a+rw4cNKSEiwth06dEgFCxZMcQFAeogiQPny5fXTTz8laQ8LC1PlypVT+3RItXyJ1muZlgIAkPnt2rVLI0eOtE4Y9PTTT2vPnj3q3bu37OxSfQkAAAAAAAAeQb9+/TRnzhwtXLhQBw4cUPfu3XX16lUFBwdLkgIDA22GEurevbsuXryoN998U4cOHdLq1as1duxY9ezZM1XnTfVwQMOGDVPnzp11+vRpJSQkaMWKFTp48KAWLVqkb775JrVPh1S73duiiCT7++0IAMjhnnnmGfXt21fTpk3T0KFDNWTIEDk4OJgdCwAAAACAdGeX8pv0M0zbtm11/vx5DRs2TOHh4fL399fatWutkwWfPHnS5qa9okWLat26derbt68qVqyowoUL680339Q777yTqvNaDMMwUhv2p59+0siRI/X7778rOjpaTz31lIYNG6ZGjRql9qkyXFRUlNzd3RUZGSk3Nzez4zwEb0nnJZWQdNTkLACAzCQ8PFze3t42Fww3btzQn3/+qaeeYvg4AOkv619rp5zHK4vNjgAAkqTtk1qZHQEAJEllC7qYHcFGk492ZMh5vu1eLUPO8ygeaiyA2rVra/369Tp37pyuXbumLVu2ZIkCQNa3XrcKAJLEnZwAgFsMw9Cnn36qsmXLavr06TbbnJ2dKQAAAAAAAHKczDYngJlSXQQoWbKkLly4kKT98uXLKlmyZJqEwr28nWg9r2kpAACZx4ULF9SmTRt17NhRkZGRGjRokA4cOGB2LAAAAAAAkEmkek6A48ePWycYTCwmJkanT59Ok1C4l4hE62/fcy8AQM6wZs0avfbaawoPD7e2tW7dWgULFjQxFQAAAAAA5ssiN+lniBQXAVatWmVdX7dundzd3a2P4+PjtWHDBvn6+qY6wMyZMzVx4kSFh4erUqVKmj59uqpWrXrP/S9fvqx3331XK1as0MWLF1W8eHFNnTpVTZs2TfW5s56E//5bXFJ7M4MAAEwUHR2t/v376+OPP7a25c+fXyEhIXr55ZdNTAYAAAAAADKbFBcBWrZsKenWWEqdO3e22ebg4CBfX19Nnjw5VSdftmyZ+vXrp5CQEFWrVk1Tp05V48aNdfDgQXl7eyfZPzY2Vs8995y8vb0VFhamwoUL68SJE/Lw8EjVebOu23M4P9RUDgCAbGDr1q0KDAzUkSNHrG1NmjTR3Llz6QEAAAAAAMB/LKIrwG0pLgIkJNy6C71EiRL65Zdf5Onp+cgnnzJlirp27arg4GBJUkhIiFavXq158+Zp0KBBSfafN2+eLl68qK1bt8rB4dbEuA/T+yDrut0TgA8wAOREX331lVq3bm39N9nFxUVTpkzR66+/nmUmIwIAAAAAABkr1beUHzt2LE0KALGxsdq1a5caNmx4J4ydnRo2bKht27Yle8yqVatUvXp19ezZUz4+PqpQoYLGjh2b7BwF2RM9AQAgJ3v22WdVvHhxSVL16tX1+++/q1u3bhQAAAAAAAC4i50lY5asINUTA0vS1atXtXnzZp08eVKxsbE22/r06ZOi54iIiFB8fLx8fHxs2n18fPTXX38le8zRo0f1ww8/6JVXXtGaNWt0+PBh9ejRQzdv3tTw4cOTPSYmJkYxMTHWx1FRUSnKlznREwAAcrK8efNq4cKF+umnnzRw4EDlyvVQ/4wDAAAAAIAcJNW/HuzZs0dNmzbVtWvXdPXqVeXPn18RERFycXGRt7d3iosADyMhIUHe3t6aPXu27O3tFRAQoNOnT2vixIn3LAKMGzdO77//frplylj0BACAnOL48ePq3bu3pk+fbjP0Xe3atVW7dm3zggEAAAAAkAXQa/6OVP+a3LdvXzVv3lyXLl1S7ty5tX37dp04cUIBAQGaNGlSip/H09NT9vb2Onv2rE372bNnVaBAgWSPKViwoB5//HHZ29tb28qVK6fw8PAkPRJuGzx4sCIjI63LqVOnUpwx86EnAABkd4ZhaP78+apYsaK++eYbBQUFWecAAAAAAAAASK1UFwF+++03vf3227Kzs5O9vb1iYmJUtGhRTZgwQUOGDEnx8zg6OiogIEAbNmywtiUkJGjDhg2qXr16ssfUrFlThw8ftvkx5NChQypYsKAcHR2TPcbJyUlubm42S9ZFTwAAyM7OnTunF198Ua+++qquXLki6VaPgKxdwAYAAAAAIONZLBmzZAWp/jXZwcFBdna3DvP29tbJkyclSe7u7qn+kaJfv36aM2eOFi5cqAMHDqh79+66evWqgoODJUmBgYEaPHiwdf/u3bvr4sWLevPNN3Xo0CGtXr1aY8eOVc+ePVP7MrIoegIAQHa1cuVKVahQQStXrrS2BQUFae/evdbJgAEAAAAAAFIr1XMCVK5cWb/88ovKlCmjunXratiwYYqIiFBoaKgqVKiQqudq27atzp8/r2HDhik8PFz+/v5au3atdbLgkydPWgsOklS0aFGtW7dOffv2VcWKFVW4cGG9+eabeuedd1L7MrIoegIAQHYTFRWlvn37at68edY2T09PzZkzRy1btjQvGAAAAAAAWZhdVrlNPwNYDMMwHrzbHb/++quuXLmi+vXr69y5cwoMDNTWrVtVpkwZzZ07V/7+/ukUNW1ERUXJ3d1dkZGRWXBooNySbkiqKOl3k7MAAB7Vzz//rI4dO+r48ePWtubNm2vOnDnWgjgAZCVZ+1o7dTxeWWx2BACQJG2f1MrsCAAgSSpb0MXsCDZazd2VIedZ8VpAhpznUaS6J0CVKlWs697e3lq7dm2aBsL90BMAALKTqKgoawHA1dVV06ZNU3BwsCzcrQAAAAAAwCPhq/UdafZr8u7du/XCCy+k1dMhWcwJAADZSZMmTdStWzfVrl1be/fu1auvvkoBAAAAAAAApKlUFQHWrVun/v37a8iQITp69Kgk6a+//lLLli319NNPKyEh4QHPgEdDTwAAyKri4+O1bNky3T0K39SpU7Vx40aVKFHCpGQAAAAAAGQ/FoslQ5asIMW/Js+dO1dNmjTRggULNH78eD3zzDNavHixqlevrgIFCuiPP/7QmjVr0jMrFP/ff7PGhwsAcMuRI0dUp04dtWvXTnPnzrXZ5uzsLHt7e5OSAQAAAACA7C7FRYBp06Zp/PjxioiI0Oeff66IiAjNmjVL+/btU0hIiMqVK5eeOaHLoicAAGQthmFo9uzZqlSpkrZu3SpJevvttxUZGWlyMgAAAAAAsjeLJWOWrCDFvyYfOXJEL7/8siSpVatWypUrlyZOnKgiRYqkWzgkti7R+hnTUgAAUiY8PFzNmzdXt27ddPXqVUlSyZIltWbNGrm7u5ucDgAAAAAA5BS5Urrj9evX5eLiIunWeEpOTk4qWLBgugXD3a4lWmcCZgDIzMLCwvTGG2/owoUL1rauXbtqypQpcnV1NTEZAAAAAAA5g11WuU0/A6S4CCBJn3zyifXHi7i4OC1YsECenp42+/Tp0yft0iGRnxOtM/QSAGRGly9fVu/evbV48WJrm4+Pj+bOnatmzZqZmAwAAAAAAORUKS4CFCtWTHPmzLE+LlCggEJDQ232sVgsFAHSTYFE60wgCQCZ0bBhw2wKAK1bt1ZISEiSgjkAAAAAAEhf9AO4I8VFgOPHj6djDNzfaUljEj1+wqwgAID7GDFihL744gtFR0drxowZ6tixoyx0PwQAAAAAACZK1XBAMMuKux4/ZkoKAICt6OhomzH+8+fPry+++EKFChVSsWLFTEwGAAAAAEDOxk15d9iZHQApcTTRegVJlcwKAgDQrXlxRo4cqdKlS+vMmTM225555hkKAAAAAAAAINOgJ0CWMDXR+vtiRCsAMM+hQ4fUqVMn7dy5U5L02muvafXq1dxhAAAAAABAJmLH13QregJkCQ6J1p8xLQUA5GSGYWjmzJny9/e3FgDs7e1VpUoVxcfHm5wOAAAAAAAgefQEyPR+lXTzv/UCkgqZmAUAcqbTp08rODhY69evt7aVKVNGoaGhqlatmonJAAAAAABAcuixf8dD9QQ4cuSI3nvvPbVv317nzp2TJH377bfav39/moaDJH2UaJ0CAABktM8++0wVKlSwKQD07NlTe/bsoQAAAAAAAAAyvVQXATZv3iw/Pz/t2LFDK1asUHR0tCTp999/1/Dhw9M8IM4nWu9jWgoAyIl69uypDh066PLly5KkQoUKad26dZoxY4by5MljbjgAAAAAAHBPFkvGLFlBqosAgwYN0ujRo7V+/Xo5Ojpa2xs0aKDt27enaThI0teJ1uuZFQIAcqQGDRpY19u1a6d9+/apUaNGJiYCAAAAAABInVTPCbBv3z4tWbIkSbu3t7ciIiLSJBQSKynp6H/rDAcEABmpdevW6tWrl2rWrKl27dqZHQcAAAAAAKQQcwLckeqeAB4eHjpz5kyS9j179qhw4cJpEgq3XdedAoAkOZgVBACyvR07duidd95J0j59+nQKAAAAAAAAIMtKdU+Adu3a6Z133tHy5ctlsViUkJCgn3/+Wf3791dgYGB6ZMzBvkm07njPvQAAD+/mzZsaOXKkxo4dq4SEBPn7+6t9+/ZmxwKAHGfVqlUp3vf//u//0jEJAAAAsgM7OgJYpboIMHbsWPXs2VNFixZVfHy8ypcvr/j4eHXo0EHvvfdeemTMwS4lWq9uWgoAyK7+/PNPderUSbt377a2LVq0SO3ataPbIABksJYtW6ZoP4vFovj4+PQNAwAAAGQjqS4CODo6as6cORo6dKj++OMPRUdHq3LlyipTpkx65MvhEhKtB5kVAgCynYSEBE2bNk2DBw9WTEyMJClXrlwaPny4Bg0aRAEAAEyQkJDw4J0AAACAFOK7/R2pLgJs2bJFtWrVUrFixVSsWLH0yASrxF+E7E1LAQDZycmTJxUUFKSNGzda28qVK6fQ0FAFBASYmAwAAAAAACDtpboI0KBBAxUuXFjt27dXx44dVb58+fTIBUm2RYBUz+EMAEjEMAyFhoaqd+/eioqKsra/9dZbGjt2rHLnzm1iOgDA3a5evarNmzfr5MmTio2NtdnWp08fk1IBAAAgq6AfwB2pLgL8+++/Wrp0qT777DP973//U8WKFfXKK6+offv2KlKkSHpkzMEoAgBAWvriiy+sBYCiRYtqwYIFatCggcmpAAB327Nnj5o2bapr167p6tWryp8/vyIiIuTi4iJvb2+KAAAAAEAqpPqXZU9PT/Xq1Us///yzjhw5opdfflkLFy6Ur68vP6SkOYoAAJBWLBaLZs+eLS8vL3Xq1El79+7l3y0AyKT69u2r5s2b69KlS8qdO7e2b9+uEydOKCAgQJMmTTI7HgAAALIAO4slQ5as4JF+WS5RooQGDRqk//3vf/Lz89PmzZvTKhckUQQAgIcXHR2tPXv22LT5+Pho7969WrRokTw8PMwJBgB4oN9++01vv/227OzsZG9vr5iYGBUtWlQTJkzQkCFDzI4HAAAAZCkP/cvyzz//rB49eqhgwYLq0KGDKlSooNWrV6dlNlAEAICHsmXLFlWqVElNmjRRRESEzbYCBQqYlAoAkFIODg6ys7t1/evt7a2TJ09Kktzd3XXq1CkzowEAACCLsFgyZskKUv3L8uDBg1WiRAk1aNBAJ0+e1LRp0xQeHq7Q0FA9//zz6ZExB6MIAACpERMTo0GDBqlOnTo6evSozp49q759+5odCwCQSpUrV9Yvv/wiSapbt66GDRumTz/9VG+99ZYqVKhgcjoAAAAga0n1xMA//vijBgwYoDZt2sjT0zM9MsGKIgAApNS+ffvUsWNH7d2719pWs2ZNjRgxwrxQAICHMnbsWF25ckWSNGbMGAUGBqp79+4qU6aM5s2bZ3I6AAAAZAWWrHKbfgZIdRHg559/To8cSNblROsUAQAgOfHx8ZoyZYree+89xcbGSro1jMTIkSM1YMAA2dvbm5wQAJBaVapUsa57e3tr7dq1JqYBAAAAsrYUFQFWrVqlJk2ayMHBQatWrbrvvv/3f/+XJsFwSNL4RI8pAgDA3Y4dO6bOnTvrp59+srZVqFBBoaGh8vf3Ny8YAAAAAAAwFR0B7khREaBly5YKDw+Xt7e3WrZsec/9LBaL4uPj0ypbDrfursclTUkBAJlVbGysateurdOnT0u69W9Q//79NWrUKDk5OZmcDgDwKEqUKHHf7ttHjx7NwDQAAABA1paiIkBCQkKy60hPhxKtt5ZUzqwgAJApOTo6asyYMQoKCpKvr68WLlyoOnXqmB0LAJAG3nrrLZvHN2/e1J49e7R27VoNGDDAnFAAAADIUuzoCmCV6jkBFi1apLZt2ya5yzI2NlZLly5VYGBgmoXL2ZYnWm9jWgoAyEzi4+NtxvgPDAzU1atX1bFjR7m5uZmYDACQlt58881k22fOnKlff/01g9MAAAAAaWfmzJmaOHGiwsPDValSJU2fPl1Vq1ZNdt8FCxYoODjYps3JyUk3btxI1TlTPdB8cHCwIiMjk7RfuXIlSSA8ikKJ1p8zLQUAZAaRkZEKCgrS66+/btNusVjUo0cPCgAAkEM0adJEX3zxhdkxAAAAkAVYLBmzpMayZcvUr18/DR8+XLt371alSpXUuHFjnTt37p7HuLm56cyZM9blxIkTqX4vUl0EMAwj2fE5//nnH7m7u6c6AO7l9rBLuSTlMzMIAJhq06ZNqlixohYuXKh58+Zp5cqVZkcCAJgkLCxM+fPnNzsGAAAA8FCmTJmirl27Kjg4WOXLl1dISIhcXFw0b968ex5jsVhUoEAB6+Lj45Pq86Z4OKDKlSvLYrHIYrHo2WefVa5cdw6Nj4/XsWPH9Pzzz6c6AO7l9gTLjqamAACz3LhxQ++++66mTJlibcubN2+qu7wBALKe2989bjMMQ+Hh4Tp//rxmzZplYjIAAABkFcndyG6m2NhY7dq1S4MHD7a22dnZqWHDhtq2bds9j4uOjlbx4sWVkJCgp556SmPHjtWTTz6ZqnOnuAjQsmVLSdJvv/2mxo0by9XV1brN0dFRvr6+at26dapOjnu5IOmP/9bt77cjAGRLe/bsUceOHfXnn39a2+rWrasFCxbI19fXvGAAgAzRokULmy9tdnZ28vLyUr169VS2bFkTkwEAAAC2YmJiFBMTY9Pm5OSUZE7diIgIxcfHJ7mT38fHR3/99Veyz/3EE09o3rx5qlixoiIjIzVp0iTVqFFD+/fvV5EiRVKcMcVFgOHDh0uSfH191bZtWzk7O6f4JEitsWYHAABTxMXFafz48RoxYoTi4uIk3fqHc+zYsXrrrbdkZ5fqUewAAFnQiBEjzI7wQOELO5odAQAkSfme7mV2BACQJF3fM8PsCDYy6heEcePG6f3337dpGz58eJpc01avXl3Vq1e3Pq5Ro4bKlSunjz/+WKNGjUrx86S4CHBb586dU3sIUu1YovX6pqUAgIx08eJFNWvWTNu3b7e2+fv7KzQ0VBUqVDAxGQAgo9nb2+vMmTPy9va2ab9w4YK8vb0VHx9/jyMBAACAWzJqOKDBgwerX79+Nm139wKQJE9PT9nb2+vs2bM27WfPnlWBAgVSdC4HBwdVrlxZhw8fTlXGFBVE8ufPr4iICElSvnz5lD9//nsuSAtfJloPMS0FAGQkDw8P61BzdnZ2GjJkiHbs2EEBAAByIMMwkm2PiYmRoyNzZgEAACDzcHJykpubm82SXBHA0dFRAQEB2rBhg7UtISFBGzZssLnb/37i4+O1b98+FSxYMFUZU9QT4IMPPlDevHmt65ltUoXs5zHdmhdAkvKaGQQAMoydnZ3mzZunVq1aadq0aapRo4bZkQAAGezDDz+UdOuurU8++cRmHrL4+Hj9+OOPzAkAAACAFLHLhD9h9+vXT507d1aVKlVUtWpVTZ06VVevXlVwcLAkKTAwUIULF9a4ceMkSSNHjtQzzzyj0qVL6/Lly5o4caJOnDihLl26pOq8KSoCJB4CKCgoKFUnwMO4kGjd9Z57AUBWtnz5cnl7e6tu3brWtqJFi2rnzp0UmwEgh/rggw8k3eoJEBISInt7e+s2R0dH+fr6KiSEnrIAAADImtq2bavz589r2LBhCg8Pl7+/v9auXWudLPjkyZM28yFeunRJXbt2VXh4uPLly6eAgABt3bpV5cuXT9V5Lca9+trew+7du+Xg4CA/Pz9J0sqVKzV//nyVL19eI0aMyPTdc6OiouTu7q7IyEi5ubmZHScZ8bpTmyko6V8TswBA2rt06ZJ69eqlJUuWqGjRotq3b5/c3d3NjgUASANpda1dv359rVixQvny5UvDdGnrRpzZCQDgFiYGBpBZZLaJgfut+itDzjPl/zJ/T9VUT5LcrVs3HTp0SJJ09OhRtW3bVi4uLlq+fLkGDhyY5gFznhuJ1s+YlgIA0sP3338vPz8/LVmyRJJ06tQpffrppyanAgBkNhs3bszUBQAAAAAgK0l1EeDQoUPy9/eXdGsoh7p162rJkiVasGCBvvjii7TOl8Osk5R4JugGZgUBgDR17do19enTR88995xOnz4tSXJ3d9fixYvVvXt3k9MBADKb1q1ba/z48UnaJ0yYoJdfftmERAAAAMhqLBZLhixZQaqLAIZhKCEhQdKtOzqbNm0q6dY4zhEREWmbLseZJSk60WNPs4IAQJr55Zdf9NRTT2n69OnWtmeffVb79u3TK6+8kmX+wQQAZJwff/zR+j0jsSZNmujHH380IREAAACQdaW6CFClShWNHj1aoaGh2rx5s5o1ayZJOnbsmHUCAzysK4nWn5X0nllBAOCR3bx5UyNGjFD16tV18OBBSZKzs7M+/PBDfffddypatKjJCQEAmVV0dHSyc405ODgoKirKhEQAAADIauwsGbNkBakuAkydOlW7d+9Wr1699O6776p06dKSpLCwMNWoUSPNA+YsNxOtfyvJz6wgAPDITp06pYkTJyo+Pl7SrSLynj171Lt3b5uZ7gEAuJufn5+WLVuWpH3p0qUqX768CYkAAACArCtXag+oWLGi9u3bl6R94sSJsre3T5NQOVfiIkCq/2gAIFMpWbKkJk6cqD59+ui9997Tu+++KwcHB7NjAQCygKFDh6pVq1Y6cuSIGjS4NU/Whg0btGTJEoWFhZmcDgAAAFkBow/f8dC/NO/atUsHDhyQJJUvX15PPfVUmoXKuXb8999ckviUAsha/vnnH+XPn18uLi7Wtu7du6tevXrctQkASJXmzZvrq6++0tixYxUWFqbcuXOrUqVK+uGHH5Q/f36z4wEAAABZSqqLAOfOnVPbtm21efNmeXh4SJIuX76s+vXra+nSpfLy8krrjDlQnNkBACDFDMPQkiVL1LNnTwUGBurDDz+0brNYLBQAAAAPpVmzZtb5x6KiovTZZ5+pf//+2rVrl3WoOQAAAOBe7OgKYJXqQZl79+6t6Oho7d+/XxcvXtTFixf1xx9/KCoqSn369EmPjACATOrChQtq27atOnbsqMjISE2fPl0bNmwwOxYAIJv48ccf1blzZxUqVEiTJ09WgwYNtH37drNjAQAAAFlKqnsCrF27Vt9//73KlStnbStfvrxmzpypRo0apWm4nCU60Xpl01IAQEp9++23evXVVxUeHm5te+WVVxgeDgDwSMLDw7VgwQLNnTtXUVFRatOmjWJiYvTVV1/RuwwAAAApluq737OxVL8XCQkJyU7s6ODgoISEhDQJlTP9nWh9j2kpAOBBoqOj9cYbb6hp06bWAkD+/Pn1+eefa/HixcqXL5/JCQEAWVXz5s31xBNPaO/evZo6dar+/fdfTZ8+3exYAAAAQJaW6p4ADRo00JtvvqnPPvtMhQoVkiSdPn1affv21bPPPpvmAXOOxOOadjUtBQDcz7Zt29SpUycdOXLE2takSRN98skn1n8TAAB4WN9++6369Omj7t27q0yZMmbHAQAAQBbGlAB3pLonwIwZMxQVFSVfX1+VKlVKpUqVUokSJRQVFcVdOo8kcS+K3KalAIB7+fHHH1WrVi1rAcDFxUUhISFavXo1BQAAQJrYsmWLrly5ooCAAFWrVk0zZsxQRESE2bEAAACALC3VPQGKFi2q3bt3a8OGDTpw4IAk6f/bu/P4Gq7/j+Pvm0QWYq2KhNS+NiGIvaiidNGiSm2JUNVaqoKSWmJpxb60lNpqL98uVEujBP2i+dpjbaOWUGpfgiDr/f3h5za3CRWSTG7yeuYxDzNnzsx85mZ6O5nPnHMqVaqkpk2bpntwOUvylgD0WAUg66lfv77q1q2r7du3q27dulq8eLHKli1rdFgAgGykTp06qlOnjqZNm6aVK1dqwYIFCgwMVFJSkjZs2CBPT0/lzZvX6DABAABgA+xoCmCRpiTAypUrtWbNGsXFxalJkybq27dvRsWVA+1ONm9vWBQA8CD29vZatGiRvv76aw0cOFAODmnOIwMA8Ejy5Mmjbt26qVu3boqMjNT8+fM1btw4DRkyRM2aNdOaNWuMDhEAAACwGY/8yvmsWbPUoUMH7d69W3/88Yd69+6tQYMGZWRsOUxcsvkrhkUBAJJ06tQpNW3aVP/73/+sysuUKaMhQ4aQAAAAZJoKFSpowoQJOnPmjL766iujwwEAAICNMJkyZ7IFj5wEmDFjhoKDgxUZGamIiAgtWrRIn3/+eUbGlsOEJpt/0bAoAORsZrNZCxculLe3t8LCwtSlSxfFxMQYHRYAALK3t1erVq1oBQAAAACk0SMnAU6cOCF/f3/LcseOHZWQkKBz585lSGA5z8Zk83kMiwJAznXx4kW1adNGAQEBunnzpiQpLi5Op06dMjgyAAAAAACAtLEzZc5kCx45CRAbG6s8ef5+OG1nZydHR0fduXMnQwLLeVySzTczLAoAOdOaNWvk7e2t1atXW8q6du2qgwcPqnLlysYFBgAAAAAAgCeSpk6dhw8frty5c1uW4+Li9Mknnyh//vyWsilTpqRfdDnGbUn3kymlZZ0QAICMc+PGDfXv318LFiywlBUuXFhz5sxR69atDYwMAAAAAADg8dnZSof9meCRkwANGzZUZGSkVVm9evV04sQJy7KJD/YxRSSbP/GgSgCQrnbu3Kn27dsrKirKUtayZUvNnTtXbm5uxgUGAAAAAACAdPPISYAtW7ZkYBg53c1k8x0MiwJAzpI7d2799ddfkiRXV1dNnz5dAQEBJHQBAAAAAIDN4/HG3x55TABkpF+SzRcwKggAOYyXl5c++eQTNWjQQAcOHFC3bt1IAAAAAAAAAGQzJAGyhORjABQ3LAoA2VdiYqLmzJmj2NhYq/L+/ftr8+bNKlWqlEGRAQAAAAAApD87U+ZMtoAkQJbwU7L5qoZFASB7On78uBo1aqS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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:56:58,343 INFO: === Dataset: g ===\n", "2025-03-07 01:57:00,887 INFO:Total samples: 6000\n", "2025-03-07 01:57:03,614 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:03,681 INFO: === Dataset: h ===\n", "2025-03-07 01:57:06,240 INFO:Total samples: 6000\n", "2025-03-07 01:57:08,946 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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ETZkyReXLl9euXbskSdmyZdPo0aM1ZcoUc8MBacwwDCUkJEiSfvzxR+udU35+foqIiDAzGgAAANJJRvUEGD9+vDw9PW2W8ePHp8lz2LBhg8aNG6eZM2dq165d+vLLL7Vq1SqNHj06VcfJliZpAAAAYDdOnDihTp06af369da2p59+WuHh4QoMDDQxGZA+KlSooDFjxqhu3brauHGjPv74Y0nSsWPHktyJBQAAAKTGkCFD1L9/f5s2FxeXJNt5eXnJ0dFR586ds2k/d+6c8ubNm+yxhw4dqvbt26tr166SpICAAF27dk2vvfaa3n33XTk4pOwef3oCAAAAPCYMw9CCBQsUEBBgUwDo27evdu7cSQEAWdaUKVO0a9cu9e7dW++++66KFy8uSVq2bJmqVKlicjoAAACkh4zqCeDi4qKcOXPaLMkVAZydnRUYGKh169ZZ2xISErRu3TpVrlw52edw/fr1JF/0Ozo6Skr8fJdS9AQAAAB4TERHR2vIkCGKioqSlDgUSlhYmGrXrm1yMiB9lSlTRvv27UvSPmnSJOuHKAAAACC99e/fXx07dlSFChX03HPPacqUKbp27ZpCQkIkSR06dFCBAgWswwkFBwdr8uTJevbZZ1WpUiUdPnxYQ4cOVXBwcKquYykCAAAAPCZy5MihuXPn6sUXX1SHDh00depU5cqVy+xYQIaJjY3V+fPnrfMD3FaoUCGTEgEAACC9WCwWsyMk0bJlS124cEHDhg3T2bNnVa5cOa1Zs8Y6ROWJEyds7vx/7733ZLFY9N577+nUqVPy9vZWcHCwxo4dm6rzWozU9BvIAqKiouTp6anIyEjlzJnTpBTekiIkFZN02KQMAAAgq7t69apu3rwpb29vm/Y9e/aoXLly5oRClpY5rrWTOnTokLp06aItW7bYtBuGIYvFovj4+FQfM+jDzWkVDwAeSbcahc2OAACSpHaBBc2OYCN/9y8z5DynP2mWIed5FPQEAAAAyII2bdqkDh06qGTJklq1apXNXTAUAPC4CQkJUbZs2fTtt98qX758mfKuMAAAAKQxLvmsKAIAAABkITExMRo+fLgmTpwowzB07NgxzZ49W6+99prZ0QDT7NmzRzt37lTJkiXNjgIAAABkOIoAAAAAWcS+ffvUrl077d2719pWtWpV1a1b18RUgPlKlSqliIgIs2MAAAAgA9H78w6HB2+SvmbMmCF/f3+5urqqUqVK2rFjx323nzJlip566im5ubnJz89P/fr1082bNzMoLQAAQOYTHx+vSZMmqUKFCtYCgJOTk/73v/9p48aNKlq0qMkJAXNNmDBBgwYN0oYNG3Tx4kVFRUXZLAAAAEBWZmpPgCVLlqh///4KDQ1VpUqVNGXKFNWvX18HDx6Uj49Pku0XLVqkwYMHa+7cuapSpYoOHTqkTp06yWKxaPLkySY8AwAAAHMdO3ZMHTt21C+//GJtCwgIUHh4uMqWLWtiMiDzuN0bpk6dOjbtjzIxMAAAADI3egLcYWoRYPLkyerWrZtCQkIkSaGhoVq1apXmzp2rwYMHJ9l+y5Ytqlq1qtq0aSNJ8vf3V+vWrbV9+/YMzQ0AAJAZnDhxQmXKlFF0dLSkxIvcAQMGaPTo0XJxcTE5HZB5rF+/3uwIAAAAgGlMKwLExsZq586dGjJkiLXNwcFBdevW1datW5Pdp0qVKlq4cKF27Nih5557TkePHtXq1avVvn37jIoNAACQaRQqVEiNGzfWZ599Jn9/fy1YsEDVq1c3OxaQ6QQFBZkdAQAAABmMngB3mFYEiIiIUHx8vHx9fW3afX199ddffyW7T5s2bRQREaFq1arJMAzFxcXp9ddf1zvvvHPP88TExCgmJsb6mDE/AQBAVjJ9+nTlzZtXw4cPV44cOcyOA2Rav/zyiz755BMdPXpUS5cuVYECBRQeHq4iRYqoWrVqZscDAAAA0o3pEwOnxoYNGzRu3DjNnDlTu3bt0pdffqlVq1Zp9OjR99xn/Pjx8vT0tC5+fn4ZmBgAACBtREZGqlOnTlq8eLFNe65cufT+++9TAADuY/ny5apfv77c3Ny0a9cu601CkZGRGjdunMnpAAAAkC4sGbTYAdOKAF5eXnJ0dNS5c+ds2s+dO6e8efMmu8/QoUPVvn17de3aVQEBAWratKnGjRun8ePHKyEhIdl9hgwZosjISOty8uTJNH8uAAAA6WnDhg0qU6aM5s+frx49eujUqVNmRwLsypgxYxQaGqrZs2fLycnJ2l61alXt2rXLxGQAAABA+jOtCODs7KzAwECtW7fO2paQkKB169apcuXKye5z/fp1OTjYRnZ0dJQkGYaR7D4uLi7KmTOnzQIAAGAPbt68qbfeeku1atXSiRMnJEnx8fHav3+/yckA+3Lw4EHVqFEjSbunp6euXLmS8YEAAACQ7iwWS4Ys9sC0OQEkqX///urYsaMqVKig5557TlOmTNG1a9cUEhIiSerQoYMKFCig8ePHS5KCg4M1efJkPfvss6pUqZIOHz6soUOHKjg42FoMAAAAyAp2796tdu3a6c8//7S21axZU2FhYSpcuLCJyQD7kzdvXh0+fFj+/v427Zs2bVLRokXNCQUAAABkEFOLAC1bttSFCxc0bNgwnT17VuXKldOaNWuskwWfOHHC5s7/9957TxaLRe+9955OnTolb29vBQcHa+zYsWY9BQAAgDQVFxenCRMmaMSIEYqLi5OU2LNx3Lhx6tu3b5JekQAerFu3bnrzzTc1d+5cWSwWnT59Wlu3btWAAQM0dOhQs+MBAAAgHdjLXfoZwWLcaxydLCoqKkqenp6KjIw0cWggb0kRkopJOmxSBgAAkNn8888/at26tbZu3WptK1eunBYuXKhnnnnGxGRAymSOa+2kDMOwziV2/fp1SYnFtQEDBmj06NEPdcygDzenZURkAU3K5lWrwALKk91ZRy5c09T1R/XXueh7bu/h4qiuVQqrRoknlMMlm85djdG0Dce0/fjlJNu2qVhA3av5a+mu05q+8Vh6Pg3YoW416CEIW7/+8LW2fvuFoiMvybdQMb3YsY8KFC+Z7LYHdvyizSsW6dK5U0qIj1eevAX0fMNXVab6CzbbXTj1j9Z9PlsnDuxVQkK8vAoU1qt9h8vTyzcjnhLsRLvAgmZHsFH4jW8y5Dz/fBScIed5FKb2BAAAAMAdrq6u+vvvvyVJDg4OGjJkiIYNGyZnZ2eTkwH2zWKx6N1339XAgQN1+PBhRUdHq1SpUnJ1ddXp06eVP39+syPCztV60ku9ahTR5HVH9OfZq3q1fH693+wZtQvbpSs3biXZPpuDRR80e0aXr9/SsG//UkR0rHxzuCg6Ji7JtiV9PfRyQF4dvnAtI54KADu3f+t6rV0Yqoad+6pA8ZLa/t2XWvS/t9XzgzBl98ydZHs3jxyq1qStnsjvJ8dsTvp711at/GSisufMpWJlK0qSLp07rfkj31S5mg0U9EpHubhl14V/jyubE9eoyNzoCXAHRQAAAIBMwtfXV7NmzdKgQYO0YMECVa5c2exIQJbi7OysUqVKWR///vvvKl++vOLj401MhaygRfn8+vaPc/ruz/OSpA9+PKLni+RWw9I+WvTrqSTbNyztqxyu2dRzyT7FJyR2zj8bFZNkOzcnB73X4ElN+vGw2j/nl75PAkCWsG31Mj1bq6HK1XxRktSoS18d3rNNezauUdWXWyfZ3r9UOZvHlRo0195fftCJg39YiwDrl8xR8XKVVLdNd+t2eXwpoCPzowhwB4PKAgAAmGT58uWKiIiwaWvatKn++OMPCgAAYCeyOVj0pK+Hdp64Ym0zJO08Ealn8uVIdp+qRXNr/5mr6le7qL56raLmtS+ndhULyuE/31X0rV1MW49d1s4Tken3BABkGfFxt3Tm2CEVKV3e2mZxcFCR0uX1799/PnB/wzB07I9dunjmXxV+OiCxLSFBh/dsV568BfXZ+Lf1wevNNWdoL/3166Z0ex4A0h5FAAAAgAx2+fJltWnTRq+88op69Oih/07R5OLiYlIyAEBqebo5KZuDRZev2w77c/l6rPK4Jz9URj5PVwWV8JKDxaK3v/5TC7b/qxaB+dW+0p27/Ws/6aUnfbJr9qbj6RkfQBZy/WqkjIQEefxn2J/snrkVfeXSPfe7eT1a/wtppHEd6uvzSe/oxY69VTSggiTpWtQVxd68oS3fLFaxshXVdvAElaxYTUunjNA/B35P1+cDPDJLBi12gOGAAAAAMtDatWsVEhKiU6cSh4dYtmyZfv75ZwUFBZmcDMC9xMTEKCbGdqiWhLhYOWRjLGQ8HAeLRVeu39L7Px5WgiEdOn9N3h7OalWhgOZvOylvD2f1qVlEb325X7HxxoMPCACPwMXVXa+Nn6XYmzd0bP8u/bDwY+XyySf/UuVkGAmSpCcDq+j5hq9IkvL6F9fJQ/u188dvVPjpsmZGB5BCFAEAAAAywPXr1/X2229r+vTp1rZcuXJpxowZqlGjhonJgKxr7969911/8ODBFB1n/PjxGjlypE1boXoh8n+xy0NnQ9YReeOW4hIM5XZ3smnP7e6sS9djk93n4rVYxSUYSrjr+/1/Ll3XE9mdlc3Boqd8PZQnu7Nmty1nXZ/NwaKyBXOqabl8euGjLTb7AoAkuefwlMXBQdGRl23ar0VelkeuPPfcz+LgoDx5C0hK/II/4tQJbV7xufxLlZN7Dk85ODrKu0Bhm328ChTSyYN/pP2TANIQcwLcQREAAAAgnf36669q3769zReOdevW1bx581SwYEETkwFZW7ly5WSxWJIMuSXJ2p6SD4dDhgxR//79bdoafbIzzXLCvsUlGDp0LlqBfp7adCRxuA2LpPJ+nvrq9zPJ7vPH6SjVecpbFiXOHyBJBXO7KSI6sTiw80SkOi3YbbPP4HrFdeLyDS369RQFAADJcszmpHxFntTx/btVsmI1SYlj+h/bv1sV6zVJ8XEMw1B83C3rMfMXfUoXz5y02ebSmX/l6eWbZtkBpC+KAAAAAOnk1q1bGjt2rMaMGaP4+HhJkqurqyZOnKhevXrJwYHpmYD0dOzYsTQ5jouLS5K5OhgKCHf7YtdpDalfQn+dj9ZfZ6P1yrP55ebkqO/2n5ckvVO/hC5Ex2r25n8kSV//flZNy+bTGzWLaPmeMyqY203tKhbU8j2JRYMbt+J17OJ1m3PcuJWgyBtxSdoB4G7PN3xFK0InKF/RJ5W/WEnt+G65bt28qbJB9SVJX8/8n3Lk8VKdVl0lSZtWLFL+ok8qt09+xcXd0uE927Vv01o17Pym9ZiVX2qp5R+NVqGSZeRfqpyO/P6rDu3aqg7vTTblOQIpRU+AOygCAAAApJNvv/3WZgiRihUrasGCBSpZsqSJqYDHR+HChR+8EZAG1h+KUC63bOpcuZDyuDvr8IVrGvjVfutkwT45XJRwV4+UC9GxGvjVn+oVVERz2+dVRHSMlu8+o0W//WvWUwCQRTxTuZauR0Vq47IwRV+5LN/CxdRm8P/k4Zk4HFDUxfOyONz5YvRWzE19N/cjRV26oGzOLvLK76cmPYfomcq1rNuUrFhNjbr01eYVn+v7+dP1RH4/vdp3hAqVDMjw5wfg4ViM5PrGZmFRUVHy9PRUZGSkcubMaVIKb0kRkopJOmxSBgAAkN4Mw1CzZs30zTffaOjQoXrnnXfk5OT04B0BO5U5rrXvLyAgQKtXr5afn98jHSfow81plAgAHk23GhQ8AWQO7QIz11CnxQd8lyHnOfx+gww5z6OgJwAAAEAauXLlinLlymV9bLFYNGvWLB0/flwVK1Y0LxgAq+PHj+vWrVtmxwAAAAAyDAPRAgAAPCLDMLRw4UL5+/vrm2++sVnn7e1NAQAAAAAAMpjFYsmQxR5QBAAAAHgEFy9eVIsWLdS+fXtFRkaqa9euunDhgtmxANxD9erV5ebmZnYMAAAAIMMwHBAAAMBD+u6779S5c2edPXvW2vbCCy8w7j+Qia1evdrsCAAAAMgAdnKTfoagCAAAAJBK0dHRGjBggD755BNrW548eRQaGqpXX33VxGQA7uXvv//W+vXrdf78eSUkJNisGzZsmEmpAAAAgPRHEQAAACAVtm7dqvbt2+vIkSPWtgYNGmjOnDnKly+fickA3Mvs2bPVo0cPeXl5KW/evDZjt1osFooAAAAAWZC9jNefESgCAAAApNCCBQsUEhJivYvY3d1dkydP1muvvcYFJpCJjRkzRmPHjtXbb79tdhQAAAAgw1EEAAAASKFatWopR44cioyMVOXKlbVgwQIVL17c7FgAHuDy5csM1QUAAPCY4T6tOxzMDgAAAGAv/Pz8NHPmTI0dO1Y///wzBQDATrz66qv64YcfzI4BAAAAmIKeAAAAAMk4fvy43n33Xc2cOVOenp7W9jZt2piYCsDDKF68uIYOHapt27YpICBATk5ONuvfeOMNk5IBAAAgvTg40BXgNooAAAAAdzEMQ2FhYXrzzTd19epVOTk5KSwszOxYAB7BrFmz5OHhoY0bN2rjxo026ywWC0UAAAAAZGkUAQAAAP7f+fPn9dprr2nFihXWtg0bNujSpUvKkyePickAPIpjx46ZHQEAAAAZjDkB7mBOAAAAAEkrV65UQECATQGgU6dO2rt3LwUAIAsxDEOGYZgdAwAAAMgwFAEAAMBjLSoqSl26dFHjxo11/vx5SZKXl5e++uorzZs3Tzlz5jQ5IYC0sGDBAgUEBMjNzU1ubm4qU6aMwsPDzY4FAACAdGKxWDJksQcMBwQAAB5bv/zyizp06KDjx49b24KDgzV79mz5+vqaFwxAmpo8ebKGDh2q3r17q2rVqpKkTZs26fXXX1dERIT69etnckIAAAAg/VAEAAAAj629e/daCwAeHh6aOnWqQkJC7OZuDgApM23aNH388cfq0KGDte3ll1/WM888oxEjRlAEAAAAyIL4WHcHRQAAAPDY6tmzp1auXKkbN25o/vz5KlKkiNmRAKSDM2fOqEqVKknaq1SpojNnzpiQCAAAAMg4zAkAAAAeC/Hx8Vq7dq1Nm8Vi0ZIlS7R+/XoKAEAWVrx4cX3xxRdJ2pcsWaISJUqYkAgAAADpjTkB7qAnAAAAyPKOHDmiDh06aMuWLVq7dq3q1q1rXZcrVy7zggHIECNHjlTLli31888/W+cE2Lx5s9atW5dscQAAAADISugJAAAAsizDMDRr1iyVLVtWW7ZskSR17dpVsbGxJicDkJGaN2+u7du364knntDXX3+tr7/+Wl5eXtqxY4eaNm1qdjwAAACkA3oC3EFPAAAAkCWdOXNGXbt21erVq61tRYsW1YIFC+Ts7GxiMgBmCAwM1GeffWZ2DAAAACDDUQQAAABZzrJly/T666/r4sWL1rZu3brpgw8+UI4cOUxMBiAjOTg4PPDuLIvFori4uAxKBAAAgIxiJzfpZwiKAAAAIMu4cuWK+vTpo4ULF1rbfH199emnn+qll14yMRkAM3z11Vf3XLd161Z99NFHSkhIyMBEAAAAQMajCAAAALKMbt26admyZdbHzZo1U2hoqLy9vU1MBcAsjRs3TtJ28OBBDR48WN98843atm2rUaNGmZAMAAAA6c1exuvPCEwMDAAAsozx48fL3d1dOXPm1IIFC7Rs2TIKAAAkSadPn1a3bt0UEBCguLg47dmzR/Pnz1fhwoXNjgYAAACkK3oCAAAAuxUbG2szyW/x4sW1ZMkSlSlTRoUKFTIxGYDMIjIyUuPGjdO0adNUrlw5rVu3TtWrVzc7FgAAANIZHQHuoCcAAACwO3FxcRo1apTKly+v69ev26x76aWXKAAAkCRNnDhRRYsW1bfffqvPP/9cW7ZsoQAAAACAxw49AQAAgF05ePCgOnTooB07dkiSBg0apOnTp5ucCkBmNHjwYLm5ual48eKaP3++5s+fn+x2X375ZQYnAwAAQHpjToA7KAIAAAC7YBiGZs6cqYEDB+rGjRuSJEdHRz3xxBMyDIMLPABJdOjQgf82AAAA4LFHEQAAAGR6p06dUkhIiNauXWtte/LJJ7VgwQJVqlTJxGQAMrOwsDCzIwAAAMAk3AtyB3MCAACATO3zzz9X6dKlbQoAvXr10u7duykAAAAAAADwAPQEAAAAmZJhGOrUqZMWLFhgbcufP7/mzZunevXqmZgMAAAAAJDZMSzkHfQEAAAAmZLFYlGpUqWsj1u1aqV9+/ZRAAAAAAAAIBXoCQAAADKtAQMGaMuWLWrdurVatWpldhwAAAAAgJ2gI8AdFAEAAECmsG3bNv3666/q06ePtc3R0VErVqwwMRUAAAAAAPaNIgAAADBVbGysRo8erXHjxkmSAgMDVaVKFZNTAQAAAADsGXMC3MGcAAAAwDR//vmnKleurDFjxighIUEJCQmaPn262bEAAAAAAMgyKAIAAIAMl5CQoClTpqh8+fLatWuXJClbtmwaPXq0FixYYHI6AAAAAIC9s1gyZrEHDAcEAAAy1IkTJ9SpUyetX7/e2vb0008rPDxcgYGBJiYDAAAAACDroScAAADIEIZhaMGCBQoICLApAPTt21c7d+6kAAAAAAAASDMWiyVDFntATwAAAJAh4uLi9OGHHyoqKkqS5Ofnp7CwMNWuXdvkZAAAAAAAZF30BAAAABnCyclJ4eHhcnFxUfv27bV3714KAAAAAACAdMGcAHfQEwAAAKSLq1ev6sKFCypatKi1rXTp0tq/f7+KFStmYjIAAAAAAB4f9AQAAABpbtOmTSpbtqyaNGmimJgYm3UUAAAAAAAA6Y05Ae6gCAAAANJMTEyMBg8erBo1aujYsWPat2+fRo0aZXYsAAAAAAAeWwwHBAAA0sS+ffvUrl077d2719pWtWpVdenSxcRUAAAAAIDHkZ3cpJ8h6AkAAAAeSXx8vCZNmqQKFSpYCwBOTk763//+p40bN9rMCQAAAAAAADIWPQEAAMBDO3bsmDp27KhffvnF2hYQEKDw8HCVLVvWxGQAAAAAgMeZvYzXnxEoAgAAgIdy5coVlS9fXleuXJGUeIE1YMAAjR49Wi4uLuaGAwAAAAAAkhgOCAAAPKRcuXKpT58+kiR/f39t2LBBEydOpAAAAAAAADCdxWLJkMUe0BMAAACkmGEYNhc5Q4cOlZOTk958803lzJnTxGQAAAAAACA59AQAAAAPFBkZqU6dOmn8+PE27U5OTho6dCgFAAAAAABApmKxZMxiD+gJAAAA7mvDhg3q2LGjTpw4oWzZsqlBgwZ69tlnzY4FAAAAAABSgJ4AAAAgWTdv3tRbb72lWrVq6cSJE5IkNzc3688AAAAAAGRWzAlwBz0BAABAErt371a7du30559/Wttq1qypsLAwFS5c2MRkAAAAAAAgNegJAAAArOLi4jR27Fg999xz1gKAi4uLPvjgA61bt44CAAAAAADALjAnwB30BAAAAJKk06dP65VXXtHWrVutbeXKlVN4eLhKly5tYjIAAAAAAPCw6AkAAAAkSblz59bly5clSQ4ODnrnnXe0fft2CgAAAAAAALvDnAB3UAQAAACSEif9DQ8PV8mSJfXLL79o7NixcnZ2NjsWAAAAAACpxnBAdzAcEAAAj6mlS5eqTJkyeuqpp6xtFSpU0B9//CFHR0cTkwEAAAAAgLTySD0Bbt68mVY5AABABrl8+bLatm2rFi1aqEOHDoqLi7NZTwEAAAAAAGDvHCyWDFnsQaqLAAkJCRo9erQKFCggDw8PHT16VJI0dOhQzZkzJ80DAgCAtPPjjz8qICBAixYtkiTt2LFDX331lcmpAAAAAABAekl1EWDMmDEKCwvTxIkTbcYJLl26tD799NM0DQcAANLG9evX9cYbb+iFF17QqVOnJEm5cuXSZ599pldeecXkdAAAAAAApC3mBLgj1UWABQsWaNasWWrbtq3NcAFly5bVX3/9labhAADAo/v1119Vvnx5TZs2zdpWt25d7du3T23atJHFXq5aAAAAAABAqqW6CHDq1CkVL148SXtCQoJu3bqVJqEAAMCju3XrlkaMGKHKlSvr4MGDkiRXV1d99NFH+v7771WwYEGTEwIAAAAAkD4sFkuGLPYg1UWAUqVK6ZdffknSvmzZMj377LNpEgoAADy6nTt3atSoUYqPj5ckVaxYUbt371afPn3k4JDqSwAAAAAAAGCHUv0NwLBhw9S7d29NmDBBCQkJ+vLLL9WtWzeNHTtWw4YNS4+MAADgITz//PPq16+fHB0dNWLECG3evFklS5Y0OxYAAAAAAOnOwZIxS2rNmDFD/v7+cnV1VaVKlbRjx477bn/lyhX16tVL+fLlk4uLi5588kmtXr06da9FakM2btxY33zzjX788Udlz55dw4YN04EDB/TNN9/ohRdeSO3hAABAGjl79qwSEhJs2saOHasdO3Zo+PDhcnJyMikZAAAAAABYsmSJ+vfvr+HDh2vXrl0qW7as6tevr/Pnzye7fWxsrF544QUdP35cy5Yt08GDBzV79mwVKFAgVefN9jBhq1evrrVr1z7MrgAAII0ZhqFFixapV69eGjlypN58803rOldXV5UvX97EdAAAAAAAZLzMOF7/5MmT1a1bN4WEhEiSQkNDtWrVKs2dO1eDBw9Osv3cuXN16dIlbdmyxXpjn7+/f6rPm+qeAEWLFtXFixeTtF+5ckVFixZNdQAAAPDwLl68qBYtWqhdu3aKjIzU4MGDdeDAAbNjAQAAAACAu8TGxmrnzp2qW7eutc3BwUF169bV1q1bk91n5cqVqly5snr16iVfX1+VLl1a48aNs879l1Kp7glw/PjxZE8SExOjU6dOpfZwAADgIa1evVpdunTR2bNnrW3NmzdXvnz5TEwFAAAAAID5MqojQExMjGJiYmzaXFxc5OLiYtMWERGh+Ph4+fr62rT7+vrqr7/+SvbYR48e1U8//aS2bdtq9erVOnz4sHr27Klbt25p+PDhKc6Y4p4AK1eu1MqVKyVJ33//vfXxypUr9dVXX2n06NEP1RXBjIkQAACwZ9HR0Xr99dfVqFEjawEgT548+uKLL7Rw4ULlypXL3IAAAAAAADwmxo8fL09PT5tl/PjxaXLshIQE+fj4aNasWQoMDFTLli317rvvKjQ0NFXHSXFPgCZNmkhKHEupY8eONuucnJzk7++vDz74IFUnvz0RQmhoqCpVqqQpU6aofv36OnjwoHx8fJJsf3siBB8fHy1btkwFChTQP//8w5cdAIDHxpYtW9ShQwcdOXLE2tagQQPNmTOHHgAAAAAAAPw/izKmK8CQIUPUv39/m7b/9gKQJC8vLzk6OurcuXM27efOnVPevHmTPXa+fPnk5OQkR0dHa9vTTz+ts2fPKjY2Vs7OzinKmOKeAAkJCUpISFChQoV0/vx56+OEhATFxMTo4MGDeumll1J6OEm2EyGUKlVKoaGhcnd319y5c5Pd/vZECF9//bWqVq0qf39/BQUFqWzZsqk6LwAA9ujrr79W9erVrQUAd3d36yRCFAAAAAAAAMh4Li4uypkzp82SXBHA2dlZgYGBWrdunbUtISFB69atU+XKlZM9dtWqVXX48GElJCRY2w4dOqR8+fKluAAgPcTEwMeOHZOXl1dqd0vCzIkQAACwR3Xq1FHhwoUlSZUrV9bvv/+u7t27y5JRAx0CAAAAAGAnHCwZs6RG//79NXv2bM2fP18HDhxQjx49dO3aNYWEhEiSOnTooCFDhli379Gjhy5duqQ333xThw4d0qpVqzRu3Dj16tUrVedN9cTAknTt2jVt3LhRJ06cUGxsrM26N954I0XHyKiJEP47MUNUVFSK8gEAkNnkyJFD8+fP1y+//KJBgwYpW7aH+mccAAAAAACYoGXLlrpw4YKGDRums2fPqly5clqzZo31O/ITJ07IweHOfft+fn76/vvv1a9fP5UpU0YFChTQm2++qbfffjtV5031twe7d+9Ww4YNdf36dV27dk158uRRRESE3N3d5ePjk+IiwMO4eyIER0dHBQYG6tSpU5o0adI9iwDjx4/XyJEj0y0TAADp4fjx4+rTp4+mTZsmf39/a3v16tVVvXp184IBAAAAAGAHMmuv+d69e6t3797JrtuwYUOStsqVK2vbtm2PdM5UDwfUr18/BQcH6/Lly3Jzc9O2bdv0zz//KDAwUO+//36Kj/OwEyE8+eST95wIITlDhgxRZGSkdTl58mSKMwIAkNEMw9C8efNUpkwZffvtt+rUqZPN2H8AAAAAAACpkeoiwJ49e/TWW2/JwcFBjo6OiomJkZ+fnyZOnKh33nknxcfJqIkQkpuYAQCAzOj8+fNq2rSpOnfurKtXr0pK7BFAARsAAAAAgNSxWDJmsQepLgI4OTlZxyXy8fHRiRMnJEmenp6p/pLCrIkQAADIbFasWKHSpUtrxYoV1rZOnTpp79691smAAQAAAAAAUivVcwI8++yz+vXXX1WiRAkFBQVp2LBhioiIUHh4uEqXLp2qY5k1EQIAAJlFVFSU+vXrp7lz51rbvLy8NHv2bDVp0sS8YAAAAAAA2DEHe7lNPwOkuggwbtw46xAFY8eOVYcOHdSjRw+VKFFCc+bMSXUAMyZCAAAgM9i8ebPatWun48ePW9uCg4M1e/Zsa0EcAAAAAADgUaS6CFChQgXrzz4+PlqzZk2aBgIA4HERFRVlLQB4eHho6tSpCgkJkYW7FQAAAAAAeCR8tL4j1XMC3MuuXbv00ksvpdXhAADI8ho0aKDu3burevXq2rt3rzp37kwBAAAAAAAApKlUFQG+//57DRgwQO+8846OHj0qSfrrr7/UpEkTVaxYUQkJCekSEgAAexcfH68lS5bIMAyb9ilTpmj9+vUqUqSISckAAAAAAMh6LBZLhiz2IMVFgDlz5qhBgwYKCwvThAkT9Pzzz2vhwoWqXLmy8ubNqz/++EOrV69Oz6wAANilI0eOqEaNGmrVqlWS+XNcXV3l6OhoUjIAAAAAAJDVpbgIMHXqVE2YMEERERH64osvFBERoZkzZ2rfvn0KDQ3V008/nZ45AQCwO4ZhaNasWSpbtqy2bNkiSXrrrbcUGRlpcjIAAAAAALI2iyVjFnuQ4iLAkSNH9Oqrr0qSmjVrpmzZsmnSpEkqWLBguoUDAMBenT17VsHBwerevbuuXbsmSSpatKhWr14tT09Pk9MBAAAAAIDHRbaUbnjjxg25u7tLShxPycXFRfny5Uu3YAAA2Ktly5bp9ddf18WLF61t3bp10+TJk+Xh4WFiMgAAAAAAHg8O9nKbfgZIcRFAkj799FPrlxdxcXEKCwuTl5eXzTZvvPFG2qUDAMCOXLlyRX369NHChQutbb6+vpozZ44aNWpkYjIAAAAAAPC4SnERoFChQpo9e7b1cd68eRUeHm6zjcVioQgAAHhsDRs2zKYA0Lx5c4WGhiYpmAMAAAAAgPRFP4A7UlwEOH78eDrGAADA/o0YMULLly9XdHS0pk+frnbt2slC90MAAAAAAGCiVA0HBAAA7oiOjrYZ4z9Pnjxavny58ufPr0KFCpmYDAAAAACAxxs35d3hYHYAAADsTVxcnEaNGqXixYvrzJkzNuuef/55CgAAAAAAACDToCcAAACpcOjQIbVv3147duyQJHXp0kWrVq3iDgMAAAAAADIRBz6mW9ETAACAFDAMQzNmzFC5cuWsBQBHR0dVqFBB8fHxJqcDAAAAAABIHj0BAAB4gFOnTikkJERr1661tpUoUULh4eGqVKmSickAAAAAAEBy6LF/x0P1BDhy5Ijee+89tW7dWufPn5ckfffdd9q/f3+ahgMAwGyff/65SpcubVMA6NWrl3bv3k0BAAAAAAAAZHqpLgJs3LhRAQEB2r59u7788ktFR0dLkn7//XcNHz48zQMCAGCWXr16qU2bNrpy5YokKX/+/Pr+++81ffp0Zc+e3dxwAAAAAADgniyWjFnsQaqLAIMHD9aYMWO0du1aOTs7W9tr166tbdu2pWk4AADMVLt2bevPrVq10r59+1SvXj0TEwEAAAAAAKROqucE2LdvnxYtWpSk3cfHRxEREWkSCgCAzKB58+bq3bu3qlatqlatWpkdBwAAAAAApBBzAtyR6p4AuXLl0pkzZ5K07969WwUKFEiTUAAAZLTt27fr7bffTtI+bdo0CgAAAAAAAMBupbonQKtWrfT2229r6dKlslgsSkhI0ObNmzVgwAB16NAhPTICAJBubt26pVGjRmncuHFKSEhQuXLl1Lp1a7NjAcBjZ+XKlSne9uWXX07HJAAAAMgKHOgIYJXqIsC4cePUq1cv+fn5KT4+XqVKlVJ8fLzatGmj9957Lz0yAgCQLv7880+1b99eu3btsrYtWLBArVq1otsgAGSwJk2apGg7i8Wi+Pj49A0DAAAAZCGpLgI4Oztr9uzZGjp0qP744w9FR0fr2WefVYkSJdIjHwAAaS4hIUFTp07VkCFDFBMTI0nKli2bhg8frsGDB1MAAAATJCQkmB0BAAAAWQif7e9IdRFg06ZNqlatmgoVKqRChQqlRyYAANLNiRMn1KlTJ61fv97a9vTTTys8PFyBgYEmJgMAAAAAAEh7qS4C1K5dWwUKFFDr1q3Vrl07lSpVKj1yAQCQpgzDUHh4uPr06aOoqChre9++fTVu3Di5ubmZmA4A8F/Xrl3Txo0bdeLECcXGxtqse+ONN0xKBQAAAHtBP4A7Ul0EOH36tBYvXqzPP/9c//vf/1SmTBm1bdtWrVu3VsGCBdMjIwAAaWL58uXWAoCfn5/CwsJUu3Ztk1MBAP5r9+7datiwoa5fv65r164pT548ioiIkLu7u3x8fCgCAAAAAKngkNodvLy81Lt3b23evFlHjhzRq6++qvnz58vf358vUgAAmZbFYtGsWbPk7e2t9u3ba+/evfy7BQCZVL9+/RQcHKzLly/Lzc1N27Zt0z///KPAwEC9//77ZscDAACAHXCwWDJksQepLgLcrUiRIho8eLD+97//KSAgQBs3bkyrXAAAPJLo6Gjt3r3bps3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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:09,012 INFO: === Dataset: i ===\n", "2025-03-07 01:57:11,555 INFO:Total samples: 6000\n", "2025-03-07 01:57:14,329 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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BsWPHVKpUKcXFxUm6dZHbr18/jRo1Sm5ubianAzKPNWvWmB0BAAAAMI1pRYCEhATt2LFDgwYNsrY5OTmpXr162rRpU4r7VK1aVfPnz9fWrVtVsWJFHT58WCtWrFD79u0zKjYAAECmUaBAATVu3FiffvqpAgMDNW/ePNWoUcPsWECmExISYnYEAAAAZDB6AtxhWhEgOjpaiYmJ8vf3t2n39/fXH3/8keI+bdq0UXR0tKpXry7DMHTz5k29+uqrGjx48F3PEx8fr/j4eOtjxvwEAABZybRp05QnTx4NGzZMOXPmNDsOkGn98ssv+uijj3T48GEtXrxY+fPnV1RUlAoVKqTq1aubHQ8AAABIN6ZPDGyPtWvXauzYsZoxY4Z27typL7/8UsuXL9eoUaPuus+4cePk7e1tXQICAjIwMQAAQNqIiYlRx44dtXDhQpv2XLly6d1336UAANzDF198oQYNGsjDw0M7d+603iQUExOjsWPHmpwOAAAA6cKSQYsDMK0I4OPjI2dnZ505c8am/cyZM8qTJ0+K+wwZMkTt27dXly5dFBQUpKZNm2rs2LEaN26ckpKSUtxn0KBBiomJsS7Hjx9P8+cCAACQntauXatSpUpp7ty56t69u06cOGF2JMChjB49WhEREZo1a5ZcXFys7dWqVdPOnTtNTAYAAACkP9OKAK6uripXrpxWr15tbUtKStLq1atVpUqVFPe5evWqnJxsIzs7O0uSDMNIcR83Nzd5eXnZLAAAAI7g+vXrevPNN1W7dm0dO3ZMkpSYmKh9+/aZnAxwLAcOHFDNmjWTtXt7e+vSpUsZHwgAAADpzmKxZMjiCEybE0CS+vbtqw4dOqh8+fKqWLGiJk+erCtXrig8PFySFBYWpvz582vcuHGSpNDQUE2aNEllypRRpUqV9Ndff2nIkCEKDQ21FgMAAACygl27dqldu3b6/fffrW21atVSZGSkChYsaGIywPHkyZNHf/31lwIDA23a169fr8KFC5sTCgAAAMggphYBWrZsqXPnzmno0KE6ffq0goODtXLlSutkwceOHbO58/+dd96RxWLRO++8oxMnTsjX11ehoaEaM2aMWU8BAAAgTd28eVPjx4/X8OHDdfPmTUm3ejaOHTtWb7zxRrJekQDur2vXrurdu7fmzJkji8WikydPatOmTerXr5+GDBlidjwAAACkA0e5Sz8jWIy7jaOTRcXGxsrb21sxMTEmDg30hKQTkvJL+sekDAAAILP5+++/1bp1a23atMnaFhwcrPnz5+uZZ54xMRmQOpnjWjs5wzCsc4ldvXpV0q3iWr9+/TRq1KgHOqZHmZ5pGREOrlrZIuoTVk9lSxRQXl9vtegzU9+s3XPPfWqUK6bxbzZTiSJ59M/pS/rfxys1/5stNtt0a1FTfTrUlf/jXtp78IT6jl+s7fv+Ts+nAgd0cds0syMgk1m44FPN/WS2oqPP6cmnimvg4CEKKlXqrtv/8P13mj51ik6eOKECBQP1Rt9+qlEzxLreMAzNmPaBvlyyWJcvxyq4TFm9PXS4ChYMzIBnA0fiburt5skVfP2bDDnP3x+EZsh5Hga3kgEAAGQS7u7u+vPPPyVJTk5Oevvtt7VlyxYKAMBDslgsevvtt3XhwgX99ttv2rx5s86dO6dhw4bp5MmTZsdDFpDDw017D57QG+MWpWr7gvke11dTX9XP2w+qUqv/adqCNfpwaBvVq/K0dZuX6pfV+DebasxH36lKm/Hac/CEls3oId/HPNPraQDIAlZ+t0LvThinbq/10MLFX+mpp4qre7fOOn/+fIrb7961UwP7v6mmzV7SoiVfq3adunqjVw/9+edB6zafzJ6lzz6N0jvDhmv+Z5/Lw8ND3V/prPj4+Ix6WsADYU6AOygCAAAAZBL+/v6aOXOmihYtqvXr12v06NFydXU1OxaQZbi6uqpEiRKqWLGiPD09tW/fPgUEBJgdC1nADxt+14gZ32rZmnvf/X9b15eq6+iJ8xo46SsdOHJGEYt+1lerd6tX29rWbV5vV0effLlRUcs264/Dp9VrzEJdu56gDk2qpNfTAJAFRM39RM1eaqEmTZurSNGiemfYCLm7u+vrL79IcftP589T1eo11LFTFxUuUkQ9X39DT5cooYUL5ku61Qvg06h56tqtu2rXqacnnyqu0eMm6NzZs/pp9Y8Z+dQAu1EEuIMiAAAAgEm++OILRUdH27Q1bdpUv/32m6pU4UseAMiqKpUupDVbDti0rdq4X5VKFZIkuWRzVpmnA/TTv7YxDEM/bTmgiv+/DQD8142EBO3/fZ8qV6lqbXNyclLlylW159ddKe6zZ/duVa5se91ZtVp17dm9W5J04p9/FB19TpUq3zlmzpw5FVSq9F2PCSDzoQgAAACQwS5evKg2bdropZdeUvfu3fXfKZrc3NxMSgYAyAj+j3vpzIXLNm1nL8TKO6eH3N1c5POYp7Jlc9bZ/25zPlZ5Hs88820AyFwuXrqoxMREPf744zbtjz/+eLIbT26Ljo7W44/7JN/+fPT/rz93q80n9ccEMg1LBi0OgCIAAABABlq1apWCgoL02WefSZKWLFmin3/+2eRUAO4lPj5esbGxNouRlGh2LAAAACBVMtmczQAAAFnT1atX9dZbb2natGnWtly5cmn69OmqWbOmicmArGvPnnuPz37gwIF7rr9t3LhxGjFihE2bs38FueSt+MDZ8Gg7cz5W/rlz2rT55fZSzOVruh5/Q9EX43TzZqL8/rvN4146fT42I6MCcCCP5XpMzs7OySYBPn/+vHx8fFLcx8fHR+fPRyff/v97B/j4+N5qiz4vX18/m22eKl48LeMDac5RxuvPCPQEAAAASGfbtm1T2bJlbQoA9erV0969e9WmTRsuToF0EhwcrDJlyig4ODjZUqZMGbVq1SpVxxk0aJBiYmJslmz+5dI5PbKyLb8eUa2KT9m01a1cXFv2HJEk3biZqF37j6t2pTvbWCwW1a74pLb+/zYA8F8urq56usQz2rJ5k7UtKSlJW7ZsUqnSZVLcp1RwsLZs3mzTtnnTRpUKDpYk5X/iCfn4+GrLljvHjIuL0949v971mAAyH3oCAAAApJMbN25ozJgxGj16tBITbw0d4u7urgkTJqhHjx5ycuJ+DCA9HTmSNl+Wurm5JZurw+LknCbHRtaQw8NVRQJ8rY8D8z+uUk/m18XYqzp++qJG9npR+fy81WVIlCRp1pL1erVVTY3p3Vhzl25WrQpPqvmzZdT09QjrMT6Y/5NmjWyvHb8f0/bfjqpnm9rK7uGmeUs3Jzs/ANzWvkO4hgx+S888U1Ilg0ppftRcXbt2TU2aNpMkvT1ogPz8/NW7z5uSpLbtwtS5Y3vNjZyjmjVDtPK7Fdr3228aMnykpFsFyLbtwzTrow9VsEBB5X/iCU2fOkW+fn6qU7eeac8TSA1utrqDIgAAAEA6+fbbb22GEKlQoYLmzZun4nSdBjJEwYIFzY6AR0TZEgX1w8e9rY8n9GsuSYpatlmvDJuvPD5eCsiT27r+75Pn1bRXhCb0a6YebWrpxJlL6j5ygX7ctN+6zZIfdsrnMU8N7d5I/o/n1J4DJ9S4x/RkkwUDwL891/B5XbxwQTOmfaDo6HN6qvjTmvHRx3r8/4cDOn3qlJwsd25ECS5TVuMmvKtpH0zW1MmTVKBgoCZPna5ixZ60bhPeuauuXbumkcOH6vLlWJUpW04zPvo4WYEcQOZlMQzDMDtERoqNjZW3t7diYmLk5eVlUoonJJ2QlF/SPyZlAAAA6c0wDDVr1kzffPONhgwZosGDB8vFxcXsWEC6yRzX2vcWFBSkFStWKCAg4KGO41GmZxolAoCHc3HbtPtvBAAZwD2T3W5etN93GXKev95tmCHneRiZ7EcDAADguC5duqRcuXJZH1ssFs2cOVNHjx5VhQoVzAsGwOro0aO6ceOG2TEAAACADMNAtAAAAA/JMAzNnz9fgYGB+uabb2zW+fr6UgAAAAAAgAxmsVgyZHEEFAEAAAAewvnz59WiRQu1b99eMTEx6tKli86dO2d2LAB3UaNGDXl4eJgdAwAAAMgwDAcEAADwgL777jt16tRJp0+ftrY9++yzjPsPZGIrVqwwOwIAAAAygIPcpJ8hKAIAAADYKS4uTv369dNHH31kbcudO7ciIiL08ssvm5gMwN38+eefWrNmjc6ePaukpCSbdUOHDjUpFQAAAJD+KAIAAADYYdOmTWrfvr0OHTpkbWvYsKFmz56tvHnzmpgMwN3MmjVL3bt3l4+Pj/LkyWMzdqvFYqEIAAAAkAU5ynj9GYEiAAAAQCrNmzdP4eHh1ruIs2fPrkmTJumVV17hAhPIxEaPHq0xY8borbfeMjsKAAAAkOEoAgAAAKRS7dq1lTNnTsXExKhKlSqaN2+eihYtanYsAPdx8eJFhuoCAAB4xHCf1h1OZgcAAABwFAEBAZoxY4bGjBmjn3/+mQIA4CBefvll/fDDD2bHAAAAAExBTwAAAIAUHD16VG+//bZmzJghb29va3ubNm1MTAXgQRQtWlRDhgzR5s2bFRQUJBcXF5v1r7/+uknJAAAAkF6cnOgKcBtFAAAAgH8xDEORkZHq3bu3Ll++LBcXF0VGRpodC8BDmDlzpjw9PbVu3TqtW7fOZp3FYqEIAAAAgCyNIgAAAMD/O3v2rF555RUtXbrU2rZ27VpduHBBuXPnNjEZgIdx5MgRsyMAAAAggzEnwB3MCQAAACBp2bJlCgoKsikAdOzYUXv27KEAAGQhhmHIMAyzYwAAAAAZhiIAAAB4pMXGxqpz585q3Lixzp49K0ny8fHRV199pU8++UReXl4mJwSQFubNm6egoCB5eHjIw8NDpUqVUlRUlNmxAAAAkE4sFkuGLI6A4YAAAMAj65dfflFYWJiOHj1qbQsNDdWsWbPk7+9vXjAAaWrSpEkaMmSIevbsqWrVqkmS1q9fr1dffVXR0dHq06ePyQkBAACA9EMRAAAAPLL27NljLQB4enpqypQpCg8Pd5i7OQCkztSpU/Xhhx8qLCzM2vbiiy/qmWee0fDhwykCAAAAZEF8rLuDIgAAAHhkvfbaa1q2bJmuXbumuXPnqlChQmZHApAOTp06papVqyZrr1q1qk6dOmVCIgAAACDjMCcAAAB4JCQmJmrVqlU2bRaLRYsWLdKaNWsoAABZWNGiRfX5558na1+0aJGKFStmQiIAAACkN+YEuIOeAAAAIMs7dOiQwsLCtHHjRq1atUr16tWzrsuVK5d5wQBkiBEjRqhly5b6+eefrXMCbNiwQatXr06xOAAAAABkJfQEAAAAWZZhGJo5c6ZKly6tjRs3SpK6dOmihIQEk5MByEjNmzfXli1b9Pjjj+vrr7/W119/LR8fH23dulVNmzY1Ox4AAADSAT0B7qAnAAAAyJJOnTqlLl26aMWKFda2woULa968eXJ1dTUxGQAzlCtXTp9++qnZMQAAAIAMRxEAAABkOUuWLNGrr76q8+fPW9u6du2q9957Tzlz5jQxGYCM5OTkdN+7sywWi27evJlBiQAAAJBRHOQm/QxBEQAAAGQZly5dUq9evTR//nxrm7+/vz7++GO98MILJiYDYIavvvrqrus2bdqkDz74QElJSRmYCAAAAMh4FAEAAECW0bVrVy1ZssT6uFmzZoqIiJCvr6+JqQCYpXHjxsnaDhw4oIEDB+qbb75R27ZtNXLkSBOSAQAAIL05ynj9GYGJgQEAQJYxbtw4Zc+eXV5eXpo3b56WLFlCAQCAJOnkyZPq2rWrgoKCdPPmTe3evVtz585VwYIFzY4GAAAApCt6AgAAAIeVkJBgM8lv0aJFtWjRIpUqVUoFChQwMRmAzCImJkZjx47V1KlTFRwcrNWrV6tGjRpmxwIAAEA6oyPAHfQEAAAADufmzZsaOXKkypYtq6tXr9qse+GFFygAAJAkTZgwQYULF9a3336rzz77TBs3bqQAAAAAgEcOPQEAAIBDOXDggMLCwrR161ZJ0oABAzRt2jSTUwHIjAYOHCgPDw8VLVpUc+fO1dy5c1Pc7ssvv8zgZAAAAEhvzAlwB0UAAADgEAzD0IwZM9S/f39du3ZNkuTs7KzHH39chmFwgQcgmbCwMP7fAAAAgEceRQAAAJDpnThxQuHh4Vq1apW17cknn9S8efNUqVIlE5MByMwiIyPNjgAAAACTcC/IHcwJAAAAMrXPPvtMJUuWtCkA9OjRQ7t27aIAAAAAAADAfdATAAAAZEqGYahjx46aN2+etS1fvnz65JNPVL9+fROTAQAAAAAyO4aFvIOeAAAAIFOyWCwqUaKE9XGrVq20d+9eCgAAAAAAANiBngAAACDT6tevnzZu3KjWrVurVatWZscBAAAAADgIOgLcQREAAABkCps3b9a2bdvUq1cva5uzs7OWLl1qYioAAAAAABwbRQAAAGCqhIQEjRo1SmPHjpUklStXTlWrVjU5FQAAAADAkTEnwB3MCQAAAEzz+++/q0qVKho9erSSkpKUlJSkadOmmR0LAAAAAIAsgyIAAADIcElJSZo8ebLKli2rnTt3SpKyZcumUaNGad68eSanAwAAAAA4OoslYxZHwHBAAAAgQx07dkwdO3bUmjVrrG1PP/20oqKiVK5cOROTAQAAAACQ9dATAAAAZAjDMDRv3jwFBQXZFADeeOMN7dixgwIAAAAAACDNWCyWDFkcAT0BAABAhrh586bef/99xcbGSpICAgIUGRmpOnXqmJwMAAAAAICsi54AAAAgQ7i4uCgqKkpubm5q37699uzZQwEAAAAAAJAumBPgDnoCAACAdHH58mWdO3dOhQsXtraVLFlS+/btU5EiRUxMBgAAAADAo4OeAAAAIM2tX79epUuXVpMmTRQfH2+zjgIAAAAAACC9MSfAHRQBAABAmomPj9fAgQNVs2ZNHTlyRHv37tXIkSPNjgUAAAAAwCOL4YAAAECa2Lt3r9q1a6c9e/ZY26pVq6bOnTubmAoAAAAA8ChykJv0MwQ9AQAAwENJTEzUxIkTVb58eWsBwMXFRf/73/+0bt06mzkBAAAAAABAxqInAAAAeGBHjhxRhw4d9Msvv1jbgoKCFBUVpdKlS5uYDAAAAADwKHOU8fozAkUAAADwQC5duqSyZcvq0qVLkm5dYPXr10+jRo2Sm5ubueEAAAAAAIAkhgMCAAAPKFeuXOrVq5ckKTAwUGvXrtWECRMoAAAAAAAATGexWDJkcQT0BAAAAKlmGIbNRc6QIUPk4uKi3r17y8vLy8RkAAAAAAAgJfQEAAAA9xUTE6OOHTtq3LhxNu0uLi4aMmQIBQAAAAAAQKZisWTM4gjoCQAAAO5p7dq16tChg44dO6Zs2bKpYcOGKlOmjNmxAAAAAABAKtATAAAApOj69et68803Vbt2bR07dkyS5OHhYf03AAAAAACZFXMC3EFPAAAAkMyuXbvUrl07/f7779a2WrVqKTIyUgULFjQxGQAAAAAAsAc9AQAAgNXNmzc1ZswYVaxY0VoAcHNz03vvvafVq1dTAAAAAAAAOATmBLiDngAAAECSdPLkSb300kvatGmTtS04OFhRUVEqWbKkickAAAAAAMCDoicAAACQJD322GO6ePGiJMnJyUmDBw/Wli1bKAAAAAAAABwOcwLcQREAAABIujXpb1RUlIoXL65ffvlFY8aMkaurq9mxAAAAAACwG8MB3cFwQAAAPKIWL16sUqVK6amnnrK2lS9fXr/99pucnZ1NTAYAAAAAANLKQ/UEuH79elrlAAAAGeTixYtq27atWrRoobCwMN28edNmPQUAAAAAAICjc7JYMmRxBHYXAZKSkjRq1Cjlz59fnp6eOnz4sCRpyJAhmj17dpoHBAAAaefHH39UUFCQFixYIEnaunWrvvrqK5NTAQAAAACA9GJ3EWD06NGKjIzUhAkTbMYJLlmypD7++OM0DQcAANLG1atX9frrr+vZZ5/ViRMnJEm5cuXSp59+qpdeesnkdAAAAAAApC3mBLjD7iLAvHnzNHPmTLVt29ZmuIDSpUvrjz/+SNNwAADg4W3btk1ly5bV1KlTrW316tXT3r171aZNG1kc5aoFAAAAAADYze4iwIkTJ1S0aNFk7UlJSbpx40aahAIAAA/vxo0bGj58uKpUqaIDBw5Iktzd3fXBBx/o+++/1xNPPGFyQgAAAAAA0ofFYsmQxRHYXQQoUaKEfvnll2TtS5YsUZkyZdIkFAAAeHg7duzQyJEjlZiYKEmqUKGCdu3apV69esnJye5LAAAAAAAA4ICy2bvD0KFD1aFDB504cUJJSUn68ssvdeDAAc2bN0/ffvttemQEAAAPoHLlyurTp4+mTJmiIUOGaPDgwXJxcTE7FgAAAAAA6c7JMW7SzxB23wbYuHFjffPNN/rxxx+VI0cODR06VPv379c333yjZ599Nj0yAgCAVDh9+rSSkpJs2saMGaOtW7dq2LBhFAAAAAAAADDZ9OnTFRgYKHd3d1WqVElbt2695/aXLl1Sjx49lDdvXrm5uenJJ5/UihUr7Dqn3T0BJKlGjRpatWrVg+wKAADSmGEYWrBggXr06KERI0aod+/e1nXu7u4qW7asiekAAAAAAMh4mXG8/kWLFqlv376KiIhQpUqVNHnyZDVo0EAHDhyQn59fsu0TEhL07LPPys/PT0uWLFH+/Pn1999/K1euXHad1+6eAIULF9b58+eTtV+6dEmFCxe293AAAOAhnD9/Xi1atFC7du0UExOjgQMHav/+/WbHAgAAAAAA/zFp0iR17dpV4eHhKlGihCIiIpQ9e3bNmTMnxe3nzJmjCxcu6Ouvv1a1atUUGBiokJAQlS5d2q7z2l0EOHr0qHWCwX+Lj4/XiRMn7D0cAAB4QCtWrFDJkiW1ZMkSa1vz5s2VN29eE1MBAAAAAGA+iyVjlvj4eMXGxtos8fHxyfIkJCRox44dqlevnrXNyclJ9erV06ZNm1J8DsuWLVOVKlXUo0cP+fv7q2TJkho7dmyK38/fS6qLAMuWLdOyZcskSd9//7318bJly/TVV19p1KhRCgwMtOvkkjljIAEA4Mji4uL06quvqlGjRjp9+rQkKXfu3Pr88881f/58u7sFAgAAAACABzNu3Dh5e3vbLOPGjUu2XXR0tBITE+Xv72/T7u/vb/1s/1+HDx/WkiVLlJiYqBUrVmjIkCF67733NHr0aLsypnpOgCZNmki6NZZShw4dbNa5uLgoMDBQ7733nl0nN2sMJAAAHNXGjRsVFhamQ4cOWdsaNmyo2bNn0wMAAAAAAID/Z1HGzAkwaNAg9e3b16bNzc0tTY6dlJQkPz8/zZw5U87OzipXrpxOnDihiRMnatiwYak+TqqLAElJSZKkQoUKadu2bfLx8bE/9X/8ewwkSYqIiNDy5cs1Z84cDRw4MNn2t8dA2rhxo1xcXCTpgXofAADgiL7++ms1b97c+jc5e/bsmjRpkl555ZVMOeERAAAAAABZnZubW6q+9Pfx8ZGzs7POnDlj037mzBnlyZMnxX3y5s0rFxcXOTs7W9uefvppnT59WgkJCXJ1dU1VRrvnBDhy5EiaFADMHAMJAABHVLduXRUsWFCSVKVKFf3666/q1q0bBQAAAAAAAP7DyZIxS2q5urqqXLlyWr16tbUtKSlJq1evVpUqVVLcp1q1avrrr7+sNwNK0sGDB5U3b95UFwAkO3oC/NuVK1e0bt06HTt2TAkJCTbrXn/99VQd415jIP3xxx8p7nP48GH99NNPatu2rVasWKG//vpLr732mm7cuHHX7g/x8fE2EzHExsamKh8AAJlNzpw5NXfuXP3yyy8aMGCAsmV7oD/jAAAAAADABH379lWHDh1Uvnx5VaxYUZMnT9aVK1esI+WEhYUpf/781jkFunfvrmnTpql3797q1auX/vzzT40dOzbV38HfZve3B7t27dLzzz+vq1ev6sqVK8qdO7eio6OVPXt2+fn52R3AHg8yBtK4ceM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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:14,395 INFO: === Dataset: j ===\n", "2025-03-07 01:57:16,923 INFO:Total samples: 6000\n", "2025-03-07 01:57:19,653 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:19,725 INFO: === Dataset: k ===\n", "2025-03-07 01:57:22,502 INFO:Total samples: 6000\n", "2025-03-07 01:57:25,359 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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eEBCgc+fOWX0Obdq00YgRI1S1alW5uLioYMGCqlGjht5+++0UvRbsCQAAAJAmvpX0v0T6DFsGSeDkyZPq1KmT1q9fb2577rnnFBYWpjJlytgxGZA2ypYtq1GjRqlOnTrauHGjPvnkE0nSsWPHEnwIAwAAAFJi8ODB6tevn0Wbm5tbqjz2hg0bNGbMGE2fPl0VKlTQP//8oz59+mjkyJEaMmRIsh+HIgAAAECqS2xdyOKSfrdlEAuGYSgsLEy9e/dWZGSkuf2NN97QmDFj5OGR1H4FgOOaNGmS2rZtq2+++UbvvPOOChUqJElavny5KleubOd0AAAASAu22tvMzc0tWV/6+/r6ytnZWefPn7doP3/+vLJnz271PkOGDFH79u3VpUsXSVJQUJBu3LihV199Ve+8846cnJK30A9FAAAAgFRzSVL/RPomSnrDdlGsuH79ugYPHmwuAOTJk0fz589XrVq17JoLSGvFixfX/v37E7RPmDBBzs6J7dcBAAAApB5XV1eVKVNG69atU+PGjSXFL9O6bt069erVy+p9bt68meCL/rvnr4aR/BnmFAEAAAAemyEpv6QTVvq2SKqkxGcH2E6WLFk0d+5cvfDCC+rQoYMmT56srFmz2jsWYDPR0dG6cOGCeX+Au/LmzWunRAAAAEgrtpoJkBL9+vVTx44dVbZsWZUvX16TJk3SjRs3FBoaKknq0KGDcuXKZd5TICQkRBMnTlSpUqXMywENGTJEISEhKbqYhSIAAADAIzss6U1J3yXS/5Mk+y01cu3aNd2+fVt+fn7mtvr162vPnj0qWbKk3XIBtnb48GG98sor2rp1q0W7YRgymUyKjY21UzIAAAA8SVq2bKmLFy9q6NChOnfunEqWLKk1a9aY96k6efKkxZX/7777rkwmk959912dPn1afn5+CgkJ0ejRo1N0XJORknkDGUBkZKR8fHwUEREhb29ve8cBAAAOx5D0tqT3kxjTStJkSf42SWTN5s2b1aFDBxUpUkSrVq1Kl1fBIONJr+faVapUUaZMmTRo0CDlyJEjwd+HEiVKpPgxPUpZn7INALZ2ZddUe0cAAEmSezq73Dxn969scpwzM5ra5DiPI5390QAAAKRnsyV1fciY25IevilUWomKitKwYcM0fvx4GYahY8eOadasWXr11Vftlgmwt7179+q3335TkSJF7B0FAAAAsDmKAAAAAA/1kaR+SfQP/a/fxzZxErF//361a9dO+/btM7dVqVJFderUsWMqwP6KFi2q8PBwe8cAAACADTEb+h6nhw9JW9OmTVNgYKDc3d1VoUIF7dy5M8nxkyZN0rPPPisPDw/lyZNHffv21e3bt22UFgAAPFnCFL+hb2IFgDOKXx7oPdmzABAbG6sJEyaobNmy5gKAi4uL3n//fW3cuFEFChSwWzYgPRg3bpwGDhyoDRs26NKlS4qMjLS4AQAAABmZXWcCLF26VP369dOMGTNUoUIFTZo0SfXr19ehQ4fk759wDd3Fixdr0KBBmjt3ripXrqzDhw+rU6dOMplMmjhxoh2eAQAAyJjOS8qeRP9hSYVtlCVpx44dU8eOHfXLL7+Y24KCghQWFvZI65wDGdHd2TC1a9e2aGdjYAAAgIyLmQD32LUIMHHiRHXt2lWhoaGSpBkzZmjVqlWaO3euBg0alGD81q1bVaVKFbVp00aSFBgYqNatW2vHjh02zQ0AADKi3ySVleQl6XoiY05Jym2zRA9z8uRJFS9eXNevx+c1mUzq37+/Ro4cKTc3++1LAKQ369evt3cEAAAAwG7sVgSIjo7Wb7/9psGDB5vbnJycVKdOHW3bts3qfSpXrqxFixZp586dKl++vI4eParVq1erffv2tooNAAAypIuKLwBI1gsAf0h63nZxkilv3rxq1KiRPvvsMwUGBmrhwoWqVq2avWMB6U5wcLC9IwAAAMDGmAlwj92KAOHh4YqNjVVAQIBFe0BAgP766y+r92nTpo3Cw8NVtWpVGYahmJgYde/eXW+//Xaix4mKilJUVJT5Z9b8BAAA9+yQVFVSTCL970t6y3ZxHsHUqVOVPXt2DRs2TFmyZLF3HCDd+uWXX/Tpp5/q6NGjWrZsmXLlyqWwsDDlz59fVatWtXc8AAAAIM3YfWPglNiwYYPGjBmj6dOna/fu3frqq6+0atUqjRw5MtH7jB07Vj4+PuZbnjx5bJgYAACkXzMlVVTCAkA5xW/2ayg9FQAiIiLUqVMnLVmyxKI9a9as+uCDDygAAEn48ssvVb9+fXl4eGj37t3mi4QiIiI0ZswYO6cDAABAmjDZ6OYA7FYE8PX1lbOzs86fP2/Rfv78eWXPbn0jviFDhqh9+/bq0qWLgoKC1KRJE40ZM0Zjx45VXFyc1fsMHjxYERER5tupU6dS/bkAAABHskTxZ2rdrPS9q/jZAenLhg0bVLx4cS1YsEA9evTQ6dOn7R0JcCijRo3SjBkzNGvWLLm4uJjbq1Spot27d9sxGQAAAJD27FYEcHV1VZkyZbRu3TpzW1xcnNatW6dKlSpZvc/Nmzfl5GQZ2dnZWZJkGIbV+7i5ucnb29viBgAAnkR7JFWS1NpK32eS4iSNVHq6lOP27dt68803VbNmTZ08eVKSFBsbqwMHDtg5GeBYDh06pOrVqydo9/Hx0dWrV20fCAAAAGnOZDLZ5OYI7LYngCT169dPHTt2VNmyZVW+fHlNmjRJN27cUGhoqCSpQ4cOypUrl8aOHStJCgkJ0cSJE1WqVClVqFBB//zzj4YMGaKQkBBzMQAAAMDSGkkNkujfICn9bRq6Z88etWvXTn/++ae5rUaNGpo/f77y5ctnx2SA48mePbv++ecfBQYGWrRv3rxZBQoUsE8oAAAAwEbsWgRo2bKlLl68qKFDh+rcuXMqWbKk1qxZY94s+OTJkxZX/r/77rsymUx69913dfr0afn5+SkkJESjR4+211MAAADp1kpJTRR/hb818yV1tFma5IqJidG4ceM0fPhwxcTE71fg5uamMWPG6I033kgwKxLAw3Xt2lV9+vTR3LlzZTKZdObMGW3btk39+/fXkCFD7B0PAAAAacBRrtK3BZOR2Do6GVRkZKR8fHwUERHB0kAAAGQ4exV/VX9kEmOWSmoqO18LYdWJEyfUunVrbdu2zdxWsmRJLVq0SM8//7wdkwHJk17PtQ3DMO8ldvPmTUnxxbX+/ftr5MiRj/SYHqV6pWZEOLgqpQuqb4c6Kl00r3L4+ahF35n6dsO+JO9TrUxhjXuzqYoWzK5/z13V+7PXaNG3lvvSdGtRXX071lbA097af/i0+o1bpl8PnEjLpwIHdGXXVHtHQDqzZPFnWjBvjsLDL+qZZ4to0NtDFFS8eKLjf/zhe02bMllnTp9W3nyBeqNff1Wrfm+mrGEYmj71Y321fJmuXYtUyVKl9c7Q4cqXL9AGzwaOxD2dfcTK9/q3NjnOiY9DbHKcx8GlZAAAIAOIltRcUiklXgD4UZIhqYXSYwFAktzd3fX3339LkpycnPTOO+9ox44dFACAx2QymfTOO+/o8uXL+uOPP7R9+3ZdvHhRw4YN05kzZ+wdDxlAZg837T98Wm+MXZqs8flyPq2vp3TXpl8Pq0Kr9zV18Xp9MrSN6lR6zjymeb3SGvdmE43+9HtVajNO+w6f1srpPeX3lFdaPQ0AGcCa71frg/Fj1e21nlqy7Gs9+2wR9ej2ii5dumR1/N49uzVowJtq0rS5li7/RjVr1dYbvXvq778Pm8fMmzNLn38WpneHDdeiz7+Qh4eHerz6iqKiomz1tIBHwp4A91AEAAAADmylpO6S3CR9mciYNZJiJdW1VahHFhAQoJkzZ6pQoULavHmzRo0aJVdXV3vHAjIMV1dXFS1aVOXLl5eXl5cOHDigPHny2DsWMoAft/yp96Z/p5Xrk776/66uzavq+OlLGjTxax06dl4zlm7S1+v2qnfbmuYxr7erpXlfbVXYyu366+g59R69RLduR6tj40pp9TQAZABhC+apafMWatykmQoWKqR3h70nd3d3ffOV9XPlzxYtVOWq1dSpcxcVKFhQvV5/Q88VLaolixdJip8F8FnYQnXt1kM1a9XRM88W0aix43XxwgX9vO4nWz41IMUoAtxDEQAAADgok6RGkj610jdIUoTir/yvr/R6yvPll18qPDzcoq1Jkyb6448/VKkSX/IAQEZVoUR+rd9xyKJt7daDqlA8vyTJJZOzSj2XRz/fN8YwDP2845DK/zcGAB50JzpaB/88oIqVKpvbnJycVLFiZe37fY/V++zbu1cVK1qed1auUlX79u6VJJ3+91+Fh19UhYr3HjNLliwKKl4i0ccEkP6kz0/EAAAAiXpb8QWAxNyRNFZS+lmP/EFXrlxRmzZt1Lx5c/Xo0UMPbtHk5uZmp2QAAFsIeNpb5y9fs2i7cDlSPlk85O7mIt+nvJQpk7MuPDjmUqSyP51+f78BsK8rV68oNjZWTz/9tEX7008/neDCk7vCw8P19NO+CcdfCv+v/2J8m2/yHxNIN0w2ujkAigAAAMABREuapvgzrLFW+r+TdE7xV/6nz/X+71q7dq2CgoL0+eefS5KWL1+uTZs22TkVgKRERUUpMjLS4mbExdo7FgAAAJAs6ftTMgAAgCZLeiOJ/luS3G0T5THcvHlTb731lqZOnWpuy5o1q6ZNm6bq1avbMRmQce3bl/T67IcOHUqy/66xY8fqvffes2hzDignlxzlHzkbnmznL0UqIFsWizb/bN6KuHZLt6PuKPzKdcXExMr/wTFPe+vcpUhbRgXgQJ7K+pScnZ0TbAJ86dIl+fr6Wr2Pr6+vLl0KTzj+v9kBvr5+8W3hl+Tn528x5tkiRVIzPpDqHGW9fltgJgAAAEin9in+yv83Euk/pvgr/9N/AWDXrl0qXbq0RQGgTp062r9/v9q0acPJKZBGSpYsqVKlSqlkyZIJbqVKlVKrVq2S9TiDBw9WRESExS1TQJk0To+MbMfvx1Sj/LMWbbUrFtGOfcckSXdiYrXn4CnVrHBvjMlkUs3yz2jnf2MA4EEurq56rujz2rF9m7ktLi5OO3ZsU/ESpazep3jJktqxfbtF2/ZtW1W8ZElJUq7cueXr66cdO+495vXr17V/3++JPiaA9IeZAAAAIB26JqmElfa8ktZJKmTbOI/ozp07Gj16tEaNGqXY2PilQ9zd3TV+/Hj17NlTTk5cjwGkpWPHUufLUjc3twR7dZicnFPlsZExZPZwVcE8fuafA3M9reLP5NKVyJs6de6KRvT+n3L6+6jLkDBJ0qzlm9W9VXWN7tNIC1ZsV41yz6hZ3VJq8voM82N8vOhnzRrRXr/9eVK//nFcvdrUlKeHmxau2J7g+ABwV/uOoRry9lt6/vliKhZUXIvCFujWrVtq3KSpJOmdwQPl7x+gPn3flCS1bddBr3RqrwXz56p69WCt+X61Dvzxh4YMHyEpvgDZtn0Hzfr0E+XLm0+5cufWtCmT5efvr1q169jteQLJwcVW91AEAAAA6YSh+PX+30mk/5ykANvFSQXfffedxRIi5cqV08KFC1WEqdOATeTLl8/eEfCEKF00n36c3cf88/j+zSRJYSu369Vhi5Td11t5smcz9584c0lNes/Q+P5N1bNNDZ0+f1U9RizWT9sOmscs/3G3fJ/y0tAeDRXwdBbtO3RajXpOS7BZMADc74UGL+rK5cuaPvVjhYdf1LNFntP0T2fr6f+WAzp39qycTPcuRClZqrTGjv9AUz+epCmTJipvvkBNmjJNhQs/Yx4T+kpX3bp1SyOGD9W1a5EqVbqMpn86O0GBHED6ZTIMw7B3CFuKjIyUj4+PIiIi5O3tbe84AABAkrRWUr1E+v4naYUNs6QewzDUtGlTffvttxoyZIjefvttubi42DsWkGYc4Vw7KChIq1evVp48eR7rcTxK9UqlRADweK7smvrwQQBgA+7p7HLzQv2/t8lx/vmggU2O8zjS2R8NAAB48hSRlNjmnN0kfWzDLI/n6tWrypo1q/lnk8mkmTNn6vjx4ypXrpz9ggEwO378uO7cuWPvGAAAAIDNsBAtAACwgxhJjRS/8a+1AsAJxS8PNEOSqw1zPRrDMLRo0SIFBgbq22+/tejz8/OjAAAAAAAANmYymWxycwQUAQAAgI3ESWqm+C/+XSSttDLmc8V/+Z/Xhrkez6VLl9SiRQu1b99eERER6tKliy5evGjvWAASUa1aNXl4eNg7BgAAAGAzLAcEAADS2GZJ1ZIx7l9JudI4S+r6/vvv1blzZ507d87cVrduXdb9B9Kx1atX2zsCAAAAbMBBLtK3CYoAAAAgjeyRVPohY56TtFVS1jRPk5quX7+u/v3769NPPzW3ZcuWTTNmzNDLL79sx2QAEvP3339r/fr1unDhguLi4iz6hg4daqdUAAAAQNqjCAAAANJArJIuAFySlM1GWVLXtm3b1L59ex05csTc1qBBA82ZM0c5cuSwYzIAiZk1a5Z69OghX19fZc+e3WLtVpPJRBEAAAAgA3KU9fptgSIAAABIRf9Iel5StJW+KZJ6Kn5PAMe0cOFChYaGmq8i9vT01MSJE/Xqq69yggmkY6NGjdLo0aP11ltv2TsKAAAAYHMUAQAAQCr5R1JhK+2Bko7ZNkoaqVmzprJkyaKIiAhVqlRJCxcuVKFChewdC8BDXLlyhaW6AAAAnjBcp3WPk70DAACAjOCMrBcA6ko6YqXdMeXJk0fTp0/X6NGjtWnTJgoAgIN4+eWX9eOPP9o7BgAAAGAXzAQAAACPIVZSeUm7H2ivIWm9zdOkpuPHj+udd97R9OnT5ePjY25v06aNHVMBeBSFChXSkCFDtH37dgUFBcnFxcWi//XXX7dTMgAAAKQVJyemAtxFEQAAADyGspL2PtDWWNLXNk+SWgzD0Pz589WnTx9du3ZNLi4umj9/vr1jAXgMM2fOlJeXlzZu3KiNGzda9JlMJooAAAAAyNAoAgAAgEcUJOmPB9r6SJpk+yip5MKFC3r11Ve1YsUKc9uGDRt0+fJlZcuWzY7JADyOY8cyxr4kAAAASD72BLiHPQEAAEAKGJIWSDIpYQEgWo5cAFi5cqWCgoIsCgCdOnXSvn37KAAAGYhhGDIMw94xAAAAAJuhCAAAAJJpi+JPHTpZ6dsmycVKe/oXGRmpV155RY0aNdKFCxckSb6+vvr66681b948eXt72zkhgNSwcOFCBQUFycPDQx4eHipevLjCwsLsHQsAAABpxGQy2eTmCFgOCAAAJOGOpDclTUlizHVJmW0TJ5X98ssv6tChg44fP25uCwkJ0axZsxQQEGC/YABS1cSJEzVkyBD16tVLVapUkSRt3rxZ3bt3V3h4uPr27WvnhAAAAEDaoQgAAACsuCzp6YeM+U1SaRtkSTv79u0zFwC8vLw0efJkhYaGOszVHACSZ8qUKfrkk0/UoUMHc9v//vc/Pf/88xo+fDhFAAAAgAyIj3X3UAQAAAD/iZX0kaQBDxm3UVL1tI9jA6+99ppWrlypW7duacGCBcqfP7+9IwFIA2fPnlXlypUTtFeuXFlnz561QyIAAADAdtgTAACAJ94+Sa0Uf21AYgUAf0knFL8xsGMWAGJjY7V27VqLNpPJpKVLl2r9+vUUAIAMrFChQvriiy8StC9dulSFCxe2QyIAAACkNfYEuIeZAAAAPJEMSWMlvfOQcW0lLZDknOaJ0tKRI0fUoUMHbd26VWvXrlWdOnXMfVmzZrVfMAA28d5776lly5batGmTeU+ALVu2aN26dVaLAwAAAEBGwkwAAACeSDuVeAEgq6Q/FF8oWCRHLgAYhqGZM2eqRIkS2rp1qySpS5cuio6OtnMyALbUrFkz7dixQ08//bS++eYbffPNN/L19dXOnTvVpEkTe8cDAABAGmAmwD3MBAAA4Ik0xUrbIElvKb4I4PjOnj2rLl26aPXq1ea2AgUKaOHChXJ1dbVjMgD2UKZMGX322Wf2jgEAAADYHEUAAACeOHck3f9F2IeS+tkpS9pYvny5unfvrkuXLpnbunbtqg8//FBZsmSxYzIAtuTk5PTQq7NMJpNiYmJslAgAAAC24iAX6dsERQAAAJ4oFxW/ye/9utgjSJq4evWqevfurUWLFpnbAgICNHv2bL300kt2TAbAHr7++utE+7Zt26aPP/5YcXFxNkwEAAAA2B5FAAAAnhjdJX36QJuLJG87ZEkbXbt21fLly80/N23aVDNmzJCfn58dUwGwl0aNGiVoO3TokAYNGqRvv/1Wbdu21YgRI+yQDAAAAGnNUdbrtwU2BgYAIEOLleQqyaSEBQBJylgb5I4dO1aenp7y9vbWwoULtXz5cgoAACRJZ86cUdeuXRUUFKSYmBjt3btXCxYsUL58+ewdDQAAAEhTzAQAACBDS+xX/UhJb9sySJqIjo622OS3UKFCWrp0qYoXL668efPaMRmA9CIiIkJjxozRlClTVLJkSa1bt07VqlWzdywAAACkMSYC3MNMAAAAMqSTkp5PpO+opHflyKcBMTExGjFihEqXLq2bN29a9L300ksUAABIksaPH68CBQrou+++0+eff66tW7dSAAAAAMATh5kAAABkGPslzZI0JZF+w4ZZ0s6hQ4fUoUMH7dy5U5I0cOBATZ061c6pAKRHgwYNkoeHhwoVKqQFCxZowYIFVsd99dVXNk4GAACAtMaeAPdQBAAAwKHdltRH0syHjDtqgyxpyzAMTZ8+XQMGDNCtW7ckSc7Oznr66adlGAYneAAS6NChA/82AAAA4IlHEQAAAIfm8ZD+npImydF/5Z8+fVqhoaFau3atue2ZZ57RwoULVaFCBTsmA5CezZ8/394RAAAAYCdcC3KP4y4GDADAEy+xda3fkvSP4pf/mSpHLwB8/vnnKlasmEUBoGfPntqzZw8FAAAAAAAAHsKxvxUAAOCJZMh6HX+vpOKSMsblDoZhqFOnTlq4cKG5LWfOnJo3b57q1atnx2QAAAAAgPSOZSHvYSYAAAAOZ66VtkuSSiijFACk+BO2okWLmn9u1aqV9u/fTwEAAAAAAIAUYCYAAAAOIU7SSklNrPT9IymbbePYSP/+/bV161a1bt1arVq1snccAAAAAICDYCLAPRQBAABItw5IaijpRBJjdkkqaJs4aWz79u3atWuXevfubW5zdnbWihUr7JgKAAAAAADHRhEAAIB0JVrSx5IGJGPsfEll0zSNLURHR2vkyJEaM2aMJKlMmTKqXLmynVMBAAAAABwZewLcQxEAAIB0IUpSkKS/HzIun6TZkuqkeSJb+PPPP9W+fXvt3r3b3DZ16lSKAAAAAAAApBI2BgYAwO7iJLkr8QLAe4qfIWBIOq6MUACIi4vTpEmTVLp0aXMBIFOmTBo5cqQWLlxo53QAAAAAAEdnMtnm5giYCQAAgF3Fyfpmv5K0W1IpG2axjZMnT6pTp05av369ue25555TWFiYypQpY8dkAAAAAABkPMwEAADALgxJ70hylrTygb7b//VnrAKAYRhauHChgoKCLAoAb7zxhn777TcKAAAAAACAVGMymWxycwTMBAAAwOa+kxSSSN9NSW42zGI7MTEx+uijjxQZGSlJypMnj+bPn69atWrZORkAAAAAABkXMwEAALCZOEkmJV4AWC/Jw3ZxbMzFxUVhYWFyc3NT+/bttW/fPgoAAAAAAIA0wZ4A9zATAAAAm5mRSPsFSX62DGIT165d08WLF1WgQAFzW7FixXTgwAEVLFjQjskAAAAAAHhyMBMAAACbOCWp5wNtexS/9n/GKwBs3rxZJUqUUOPGjRUVFWXRRwEAAAAAAJDW2BPgHooAAACkuXaS8j7Q9q+kkraPksaioqI0aNAgVa9eXceOHdP+/fs1YsQIe8cCAAAAAOCJxXJAAACkiWuSikg6Y6XPSVIu28axgf3796tdu3bat2+fua1KlSp65ZVX7JgKAAAAAPAkcpCL9G2CmQAAAKSayYrf+De/JG9ZLwD0lxRry1BpLjY2VhMmTFDZsmXNBQAXFxe9//772rhxo8WeAAAAAAAAwLaYCQAAwGP7VVK5+34+bmWMj+KLAp62CGQzx44dU8eOHfXLL7+Y24KCghQWFqYSJUrYMRkAAAAA4EnmKOv12wIzAQAAeGRHFH/lfzkrfe7//betpDhJV5XRCgBXr15V6dKlzQUAk8mkAQMGaNeuXRQAAAAAAABIJygCAADwSDZIKpRI3ylJtyQZkhYpvlCQ8WTNmlW9e/eWJAUGBmrDhg0aP3683Nzc7JwMAAAAAPCkM5lMNrk5ApYDAgAgxf6VVNNK+8+JtGcchmFYnOQMGTJELi4u6tOnj7y9ve2YDAAAAAAAWMNMAAAAUuSYpDwPtL2v+Kv+M24BICIiQp06ddLYsWMt2l1cXDRkyBAKAAAAAACAdMVkss3NETATAACAJBmSFkpaKekrK/21Jb1l00S2tmHDBnXs2FEnT55UpkyZ1KBBA5UqVcresQAAAAAAQDIwEwAAAKsOSOqr+F+VnWS9ANBA0k82zGRbt2/f1ptvvqmaNWvq5MmTkiQPDw/z/wMAAAAAkF6xJ8A9zAQAACCBPpI+fsiYTyR1t0EW+9izZ4/atWunP//809xWo0YNzZ8/X/ny5bNjMgAAAAAAkBLMBAAAQJJ0TdLrkoor8QLAAsXPEDCUUQsAMTExGj16tMqXL28uALi5uenDDz/UunXrKAAAAAAAABwCewLcw0wAAMATzlD8l/9TE+kfJ6mZpII2S2QvZ86cUfPmzbVt2zZzW8mSJRUWFqZixYrZMRkAAAAAAHhUFAEAAE+om4q/4n9wEmP+kPS8beKkA0899ZSuXLkiSXJyctKgQYM0bNgwubq62jkZAAAAAAAp4yjr9dsCRQAAwBMmRpJLEv1ZJX0pqYKkzLYIlG54eHgoLCxM7du315w5c1S5cmV7RwIAAAAA4JFQA7iHIgAA4AlxSVJdSXuSGHNDkqdt4qQDy5YtU/HixfXss8+a28qWLas//vhDzs7OdkwGAAAAAABSy2NtDHz79u3UygEAQBq5JskkyVfWCwDVJP2p+L0BnowCwJUrV9S2bVu1aNFCHTp0UExMjEU/BQAAAAAAgKNzMplscnMEKS4CxMXFaeTIkcqVK5e8vLx09OhRSdKQIUM0Z86cVA8IAMCjOa349fy9kxgTJ2mTpOdskig9+OmnnxQUFKTFixdLknbu3Kmvv/7azqkAAAAAAEBaSXERYNSoUZo/f77Gjx9vsVFgsWLFNHv27FQNBwDAo+ktKbfir/B/UD/Fzw4wFD9D4Mlw8+ZNvf7666pbt65Onz4tScqaNas+++wzNW/e3M7pAAAAAABIXSaTbW6OIMV7AixcuFAzZ85U7dq11b17d3N7iRIl9Ndff6VqOAAAku+24jfyjUuk31VSlO3ipCO7du1S+/btdejQIXNbnTp1NG/ePOXOnduOyQAAAAAAQFpL8UyA06dPq1ChQgna4+LidOfOnVQJBQBA8l2XVE6Sh6wXAPop/sv/J68AcOfOHQ0fPlyVKlUyFwDc3d318ccf64cffqAAAAAAAADIsEwmk01ujiDFMwGKFi2qX375Rfny5bNoX758uUqVKpVqwQAAeLg1khok0f+LpKo2ypL+/PbbbxoxYoQMw5AklStXTgsXLlSRIkXsnAwAAAAAANhKiosAQ4cOVceOHXX69GnFxcXpq6++0qFDh7Rw4UJ99913aZERAID7xEoqI+n3RPqLStonydlmidKrihUrqm/fvpo8ebKGDBmit99+Wy4uLvaOBQAAAABAmnNyjIv0bSLFywE1atRI3377rX766SdlzpxZQ4cO1cGDB/Xtt9+qbt26aZERAID/nFZ8/dpaASC/pJuSDuhJLQCcO3dOcXGWSyKNHj1aO3fu1LBhwygAAAAAAABgZ9OmTVNgYKDc3d1VoUIF7dy5M8nxV69eVc+ePZUjRw65ubnpmWee0erVq1N0zBQXASSpWrVqWrt2rS5cuKCbN29q8+bNqlev3qM8FAAAyXBBkklSYmvYfyPpiOL3BXjyGIahzz77TEWKFNGUKVMs+tzd3VW6dGk7JQMAAAAAwD7S454AS5cuVb9+/TRs2DDt3r1bJUqUUP369XXhwgWr46Ojo1W3bl0dP35cy5cv16FDhzRr1izlypUrRcdNcRGgQIECunTpUoL2q1evqkCBAil9OAAAknBE0kxJAYn0G//dGim+SPDkuXTpklq0aKF27dopIiJCgwYN0sGDB+0dCwAAAAAAPGDixInq2rWrQkNDVbRoUc2YMUOenp6aO3eu1fFz587V5cuX9c0336hKlSoKDAxUcHCwSpQokaLjprgIcPz4ccXGxiZoj4qK0unTp1P6cAAAPOB3SXUV/6V+IUndrIyZrPgv/59sq1evVrFixbR8+XJzW7NmzZQjRw47pgIAAAAAwP5MJtvcoqKiFBkZaXGLiopKkCc6Olq//fab6tSpY25zcnJSnTp1tG3bNqvPYeXKlapUqZJ69uypgIAAFStWTGPGjLH6/XxSkl0EWLlypVauXClJ+uGHH8w/r1y5Ul9//bVGjhypwMDAFB1css8aSACA9OqwpJKSfkqkv5KkOEmv2ypQunT9+nV1795dDRs21Llz5yRJ2bJl0xdffKFFixYpa9as9g0IAAAAAMATYuzYsfLx8bG4jR07NsG48PBwxcbGKiDAcrWDgIAA82f7Bx09elTLly9XbGysVq9erSFDhujDDz/UqFGjUpQxU3IHNm7cWFL8WkodO3a06HNxcVFgYKA+/PDDFB387hpIM2bMUIUKFTRp0iTVr19fhw4dkr+/f4Lxd9dA8vf31/Lly5UrVy6dOHGCLzsAwKHFSpooaWASY/pLai6pgk0SpWdbt25Vhw4ddOTIEXNbgwYNNGfOHGYAAAAAAADwH5ONlg0ePHiw+vXrZ9Hm5uaWKo8dFxcnf39/zZw5U87OzipTpoxOnz6tCRMmaNiwYcl+nGQXAeLi4iRJ+fPn165du+Tr65vy1A+4fw0kSZoxY4ZWrVqluXPnatCgQQnG310DaevWrXJxcZGkR5p9AABIDwxJcyR1TaS/k+KX/fG2VaB075tvvlGzZs3Mv5M9PT01ceJEvfrqqynejAgAAAAAADw+Nze3ZH3p7+vrK2dnZ50/f96i/fz588qePbvV++TIkUMuLi5ydnY2tz333HM6d+6coqOj5erqmqyMKd4T4NixY6lSALDnGkgAAHuKk1RM8b+CEisADJU0TxQALNWuXVv58uWTJFWqVEm///67unXrRgEAAAAAAIAHOJlsc0suV1dXlSlTRuvWrTO3xcXFad26dapUqZLV+1SpUkX//POP+WJASTp8+LBy5MiR7AKAlIKZAPe7ceOGNm7cqJMnTyo6Otqi7/XXk7dOc1JrIP31119W73P06FH9/PPPatu2rVavXq1//vlHr732mu7cuZPo9IeoqCiLjRgiIyOTlQ8AkBa+kxSSRP9eSSnb4f5JkiVLFi1YsEC//PKLBg4cqEyZHunXOAAAAAAAsIN+/fqpY8eOKlu2rMqXL69Jkybpxo0b5pVyOnTooFy5cpn3FOjRo4emTp2qPn36qHfv3vr77781ZsyYZH8Hf1eKvz3Ys2ePXnzxRd28eVM3btxQtmzZFB4eLk9PT/n7+6c4QEo8yhpIY8eO1XvvvZdmmQAAD3Nb0glJRZIYc0jSM7aJ4yCOHz+u3r17a8qUKRZL31WrVk3VqlWzXzAAAAAAABxAepw137JlS128eFFDhw7VuXPnVLJkSa1Zs8Z8ofzJkyfl5HRv8Z48efLohx9+UN++fVW8eHHlypVLffr00VtvvZWi46a4CNC3b1+FhIRoxowZ8vHx0fbt2+Xi4qJ27dqpT58+yX4cW62B9ODGDJGRkcqTJ0+ycwIAHlUvSdMeMiZGkvNDxjxZDMPQ/Pnz1adPH127dk3Xrl3Tzz//bHESAAAAAAAAHFOvXr3Uq1cvq30bNmxI0FapUiVt3779sY6Z4m8U9u7dqzfffFNOTk5ydnZWVFSU8uTJo/Hjx+vtt99O9uPYag0kNzc3eXt7W9wAAGnpmCSTki4AbFT8xsAUAO534cIFNWnSRJ07d9a1a9ckxc8IOHXqlJ2TAQAAAADgWEwm29wcQYqLAC4uLuarEf39/XXy5ElJko+PT4q/pOjXr59mzZqlBQsW6ODBg+rRo0eCNZAGDx5sHt+jRw9dvnxZffr00eHDh7Vq1SqNGTNGPXv2TOnTAACkuluSKkoqkEh/eUk9JcVKqm6rUA5jxYoVKlasmFasWGFu69Spk/bt22feDBgAAAAAACClUrwcUKlSpbRr1y4VLlxYwcHBGjp0qMLDwxUWFqZixYql6LHstQYSACC1vSNpTCJ9tyS52zCLY4mMjFTfvn01d+5cc5uvr69mzZqlxo0b2y8YAAAAAAAOzMlRLtO3AZNhGEZK7vDrr7/q2rVrqlmzpi5cuKAOHTpo69atKly4sObMmaOSJUumUdTUERkZKR8fH0VERLA0EAA8lhOSikq6mUj/BEn9bRfHAW3ZskXt2rXT8ePHzW0hISGaNWuWuSAOAI7kSTrX9ihlfR1XALC1K7um2jsCAEiS3FN8uXnaajrnN5sc56tXytjkOI8jxX80ZcuWNf+/v7+/1qxZk6qBAADpXYwklyT6Syp+P4DKNknjyCIjI80FAC8vL02ePFmhoaEycbUCAAAAAACPhY/W96R4T4DE7N69Wy+99FJqPRwAIF36UYkXANwkHZC0RxQAkqdBgwbq1q2bqlWrpn379qlz584UAAAAAAAAQKpKURHghx9+UP/+/fX222/r6NGjkqS//vpLjRs3Vrly5RQXF5cmIQEA9nZFUhtJ9a30vSspTtJtxS8PBGtiY2O1dOlSPbgK36RJk7R+/Xrlz5/fTskAAAAAAMh4TCaTTW6OINnLAc2ZM0ddu3ZVtmzZdOXKFc2ePVsTJ05U79691bJlS/3xxx967rnn0jIrAMDmjktK7MvpgpL+luQYv/Ds6ciRI+Y9dK5du6YuXbqY+9zd2TQZAAAAAACknWTPBJg8ebLGjRun8PBwffHFFwoPD9f06dO1f/9+zZgxgwIAAGQohuK/3E+sALBa0j+iAJA0wzA0c+ZMlShRQlu3bpUkvfnmm4qIiLBzMgAAAAAAMjaTyTY3R5DsIsCRI0f08ssvS5KaNm2qTJkyacKECcqdO3eahQMA2FKUpD6SXlLivx4aSDrx33+RlHPnzikkJETdunXTjRs3JEkFChTQ6tWr5ePjY+d0AAAAAADgSZHs5YBu3bolT09PSfHrKbm5uSlHjhxpFgwAYEuRkpL6YnqspIFKxf3kM7Tly5ere/fuunTpkrmta9eumjhxory8vOyYDAAAAACAJ4OTo1ymbwPJLgJI0uzZs81fXsTExGj+/Pny9fW1GPP666+nXjoAQBqLkfSBpMGJ9OeQdMZ2cRzc1atX1bt3by1atMjcFhAQoDlz5qhhw4Z2TAYAAAAAAJ5UyS4C5M2bV7NmzTL/nD17doWFhVmMMZlMFAEAwKG4JNK+Q1JxSWxamxJDhw61KAA0a9ZMM2bMSFAwBwAAAAAAaYt5APckuwhw/PjxNIwBALCdOEmvSJpvpa+4pN9tmiYjGT58uL788ktdv35dU6dOVbt27WRi+iEAAAAAALCjFC0HBABwdDMk9Uik77wkfxtmcXzXr1+3WOM/W7Zs+vLLL5UzZ07lzZvXjskAAAAAAHiycVHePezwCABPBEPxE+ESKwDEiQJA8sXExGjEiBEqVKiQzp49a9FXsWJFCgAAAAAAACDdoAgAABlWnKTjkpor8X/uI3SvQIDkOHz4sKpUqaJhw4bp/PnzeuWVV2QYhr1jAQAAAACA+ziZbHNzBBQBACBD6izJWVJ+SV9a6b+o+C//vW0ZyqEZhqFp06apZMmS2rlzpyTJ2dlZZcuWVWxsrJ3TAQAAAAAAWMeeAACQYfwkaZukiZKuJjHuvCRfWwTKME6fPq3Q0FCtXbvW3Fa4cGGFhYWpQoUKdkwGAAAAAACsYU+Aex5pJsCRI0f07rvvqnXr1rpw4YIk6fvvv9eBAwdSNRwAILkCJdWVNFQJCwDZJDWWdFTxV/+z9n9KfP755ypWrJhFAaBnz57as2cPBQAAAAAAAJDupbgIsHHjRgUFBWnHjh366quvdP36dUnS77//rmHDhqV6QABAUk5Jyi7pRCL9EyRdkvS14pcGQkr07NlTbdq00dWrVyVJOXPm1A8//KCpU6cqc+bM9g0HAAAAAAASZTLZ5uYIUlwEGDRokEaNGqW1a9fK1dXV3F6rVi1t3749VcMBAJLys6S8il/e535TJP0iKVpSf1uHylBq1apl/v9WrVpp//79qlevnh0TAQAAAAAApEyK9wTYv3+/Fi9enKDd399f4eHhqRIKAJCUWCX+z/dBSUVsmCVja9asmXr16qUqVaqoVatW9o4DAAAAAACSiT0B7knxTICsWbPq7NmzCdr37NmjXLlypUooAEBSJllp6yfpligAPLodO3borbfeStA+ZcoUCgAAAAAAAMBhpXgmQKtWrfTWW29p2bJlMplMiouL05YtW9S/f3916NAhLTICAHRN0kZJ4yRtfqBvrqRQmyfKKO7cuaMRI0ZozJgxiouLU8mSJdW6dWt7xwKAJ87KlSuTPfZ///tfGiYBAABARuDERACzFBcBxowZo549eypPnjyKjY1V0aJFFRsbqzZt2ujdd99Ni4wA8IS7LOnpRPpOKH5fADyKP//8U+3bt9fu3bvNbQsXLlSrVq2YNggANta4ceNkjTOZTIqNjU3bMAAAAEAGkuIigKurq2bNmqUhQ4bojz/+0PXr11WqVCkVLlw4LfIBwBPuLUnjE+n7QBQAHk1cXJwmT56swYMHKyoqSpKUKVMmDRs2TIMGDaIAAAB2EBcXZ+8IAAAAyED4bH9PiosAmzdvVtWqVZU3b17lzcuXTwCQNs5Kymml3VdSN0mvJdKPhzl58qQ6deqk9evXm9uee+45hYWFqUyZMnZMBgAAAAAAkPpSXASoVauWcuXKpdatW6tdu3YqWrRoWuQCgCfYGUnWNlrvLGm2JCrZj8IwDIWFhal3796KjIw0t7/xxhsaM2aMPDw87JgOAPCgGzduaOPGjTp58qSio6Mt+l5//XU7pQIAAICj4NuTe1JcBDhz5oyWLFmizz//XO+//76KFy+utm3bqnXr1sqdO3daZASAJ8CXit/4d6ekHVb6L0t6yqaJMqIvv/zSXADIkyeP5s+fr1q1atk5FQDgQXv27NGLL76omzdv6saNG8qWLZvCw8Pl6ekpf39/igAAAABACjil9A6+vr7q1auXtmzZoiNHjujll1/WggULFBgYyBcpAJBitxVfm24uaYqsFwAMUQB4fCaTSTNnzpSfn5/at2+vffv28XsLANKpvn37KiQkRFeuXJGHh4e2b9+uEydOqEyZMvrggw/sHQ8AAAAOwMlkssnNEaS4CHC//Pnza9CgQXr//fcVFBSkjRs3plYuAHgCbJSU1BI0oYovAOBRXL9+XXv27LFoCwgI0L59+7Rw4UJlzZrVPsEAAA+1d+9evfnmm3JycpKzs7OioqKUJ08ejR8/Xm+//ba94wEAAAAO5ZGLAFu2bNFrr72mHDlyqE2bNipWrJhWrVqVmtkAIAO7I6mGlfa5ko5Kuvnf/+NRbN68WSVKlFCDBg0UHh5u0Zc9e3Y7pQIAJJeLi4ucnOI/qvj7++vkyZOSJB8fH506dcqe0QAAAOAgTCbb3BxBivcEGDx4sJYsWaIzZ86obt26mjx5sho1aiRPT8+0yAcAGVS2B36uI2mtPYJkKFFRURo2bJjGjx8vw4ifRdG3b1+FhYXZORkAICVKlSqlXbt2qXDhwgoODtbQoUMVHh6usLAwFStWzN7xAAAAAIeS4iLApk2bNGDAALVo0UK+vr5pkQkAMrjr/93uKiwKAI9v//79ateunfbt22duq1KlioYPH26/UACARzJmzBhdu3ZNkjR69Gh16NBBPXr0UOHChTV3LjPlAAAA8HAmR7lM3wZSXATYsmVLWuQAgCfEDUlZHmg7aI8gGUZsbKwmTpyod999V9HR0ZLil5EYMWKEBgwYIGdnZzsnBACkVNmyZc3/7+/vrzVr1tgxDQAAAODYklUEWLlypRo0aCAXFxetXLkyybH/+9//UiUYAGQ8OyVVeKCttiS+pH5Ux44dU8eOHfXLL7+Y24oVK6awsDCVLFnSfsEAAAAAAIBdMRHgnmQVARo3bqxz587J399fjRs3TnScyWRSbGxsamUDgAziW0nNJUVb6Vtq4ywZR3R0tKpVq6bTp09Liv8d1L9/f40cOVJubm52TgcAeBz58+dPcvr20aNHbZgGAAAAcGzJKgLExcVZ/X8AQGJ6S1otKbEvKZpI+sp2cTIgV1dXjR49Wp06dVJgYKAWLFig6tWr2zsWACAVvPHGGxY/37lzR3v27NGaNWs0YMAA+4QCAACAQ3FiKoBZivcEWLhwoVq2bJngKsvo6GgtWbJEHTp0SLVwAOB4ukv69CFjpkrqaYMsGU9sbKzFGv8dOnTQjRs31K5dO3l7e9sxGQAgNfXp08dq+7Rp0/Trr7/aOA0AAADg2JxSeofQ0FBFREQkaL927ZpCQ0NTJRQAOJ7rkkxKugDwiyRDFABSLiIiQp06ddKrr75q0W4ymfTaa69RAACAJ0SDBg305Zdf2jsGAAAAHIDJZJubI0jxTADDMKyuz/nvv//Kx8cnVUIBgGMZIWmYlfZASTsk+ds0TUazYcMGdezYUSdPnpQUvwF9o0aN7JwKAGAPy5cvV7Zs2ewdAwAAAHAoyS4ClCpVSiaTSSaTSbVr11amTPfuGhsbq2PHjumFF15Ik5AAkL5ZKwAcllTY1kEylNu3b+udd97RxIkTzW1ZsmTR7du37ZgKAGALdz973GUYhs6dO6eLFy9q+vTpdkwGAAAAR2HtQvYnVbKLAI0bN5Yk7d27V/Xr15eXl5e5z9XVVYGBgWrWrFmqBwSA9OuGJK8H2vpJmqBHWG0N99mzZ4/atWunP//809wWHBys+fPnKzAw0H7BAAA20ahRI4sPbU5OTvLz81ONGjVUpEgROyYDAAAAHE+yiwDDhsVf6RoYGKiWLVvK3d09zUIBQPq3TlIdK+0f2jpIhhITE6Nx48Zp+PDhiomJkSS5ublpzJgxeuONN+TkRHEFAJ4Ew4cPt3cEAAAAODi+QbgnxXsCdOzYMS1yAIADiJUUJekpSdFW+i/bNk4Gc/nyZTVs2FDbt283t5UsWVJhYWEqVqyYHZMBAGzN2dlZZ8+elb+/5b46ly5dkr+/v2JjY+2UDAAAAI6C5YDuSVYRIFu2bDp8+LB8fX311FNPJfkCXr7Ml2AAMqL6kn5Moj9OEr9cHkfWrFnNS805OTlp0KBBGjZsmFxdXe2cDABga4ZhWG2Piori9wIAAACQQskqAnz00UfKkiWL+f+pogB4ctyUFCjpYiL9MyW9IgoAj8/JyUlz585V06ZNNXnyZFWuXNnekQAANvbxxx9Lir9qa/bs2Rb7kMXGxmrTpk3sCQAAAIBkceKrGrNkFQHuXwKoU6dOaZUFANKZWEmZrbSXlnRe0k5JOW2aKCNZtmyZ/P39FRwcbG7LkyePdu7cSbEZAJ5QH330kaT4mQAzZsyQs7Ozuc/V1VWBgYGaMWOGveIBAAAADinFewLs3r1bLi4uCgoKkiStWLFC8+bNU9GiRTV8+HCm5wLIAAxJr0my9iXDAUlFbRsng7ly5Yp69eqlxYsXK0+ePNq/f798fHzM/RQAAODJdezYMUlSzZo19dVXX+mpp56ycyIAAAA4KmYC3JPiTZK7deumw4cPS5KOHj2qli1bytPTU8uWLdPAgQNTPSAA2NYFSVllvQAQKwoAj+enn35SUFCQFi9eLEk6deqUPvvsMzunAgCkN+v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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:25,427 INFO: === Dataset: l ===\n", "2025-03-07 01:57:33,619 INFO:Total samples: 18911\n", "2025-03-07 01:57:40,650 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ResNet-18_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:40,719 INFO:Model ResNet-18 evaluation completed in 68.03 seconds.\n", "2025-03-07 01:57:40,719 INFO:Overall evaluation for all models completed in 2529.51 seconds.\n", "2025-03-07 01:57:40,723 INFO:Ensemble on Dataset a - Loss: , Acc: 92.90%, AUCROC: 0.9334871086556169, F1 Score: 0.5736\n", "2025-03-07 01:57:40,880 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:40,953 INFO:Ensemble on Dataset b - Loss: , Acc: 94.62%, AUCROC: 0.9550589318600368, F1 Score: 0.6400\n", "2025-03-07 01:57:41,102 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:41,171 INFO:Ensemble on Dataset c - Loss: , Acc: 84.03%, AUCROC: 0.8989116022099447, F1 Score: 0.3744\n", "2025-03-07 01:57:41,322 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": 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27889AADpBefUKXNOHfu+fPrppwluc69JkyYZkoyvvvrKHIuMjDRq1KhheHp6GmFhYYZhJP77cO9r37Vrl92x7j//jXX/63/11VeNMmXKPDB37DGOHz9uGIZhnD9/3nBzczNeeOEFu/PGqVOnGpKMOXPm2B1PkjF//nxzLCIiwvD29jZatmz5wOPGvo4mTZoYUVFRhre3tzFq1CjDMAzjr7/+MiQZP//8c7zvQXzno4sWLTIkGZs3bzbHJkyYYPfa7iXJcHJyMv788894H7v/c8egQYMMJycnY/PmzcbSpUsNScakSZMe+hp79+5tSLL7Gbx27ZpRuHBhw9fX13yPN27caEgySpUqZURERJjbTp482ZBkHDhw4IHH8fPzM5ycnOL8rBgG58AA4sdyQABS3bRp07R+/Xq723fffRdnu9atW9tdwR57hXLs0jaZMmWSm5ubNm3alODU4PXr1+vKlStq27atQkNDzZuzs7OqV6+ujRs3xtnn7bffNr/OkSOHSpQooSxZsuj11183x0uUKKEcOXLYLbMTq3PnznZXsHTp0kUuLi5au3Ztgu/J0qVLVapUKZUsWdIu53PPPSdJ8ea8X3h4uPLmzau8efOqWLFi6tevn2rVqqVVq1bZXS117do1SXrgFU6xj4WFhdn9f2KuikpIWFjYY+3/MJ06dYpzVU7r1q11/vx5bdq0yRxbtmyZYmJi1Lp1a0l3pvb+9NNPev3113Xt2jXzvb948aIaNWqkf/75R6dPn07wuGvXrpWzs7N69uxpN/7ee+/JMIw4P9sNGza0u6qrfPnyypYtW7w/S0nl6ekp6e732N3dXU5Od/6pj46O1sWLF+Xp6akSJUpo9+7diXrOTJkymV+Hh4crNDRUNWvWlGEY2rNnj7lNSvwuJsb69et17do1DRw4MM56rolZRggAAEfFOXVcj3NOndTz3bVr18rb21tt27Y1x1xdXdWzZ09dv349zpKUD/s+JIccOXLov//+i7Pc04P8+OOPioyMVO/evc3zRunOuXW2bNniLGPj6elp15/Kzc1N1apVS9LrcHZ21uuvv65FixZJutMQ2MfHx3xP7nfv+eitW7cUGhqqZ555RpISfU4rSfXq1VPp0qUTte3w4cNVpkwZdezYUV27dlW9evXinO/HZ+3atapWrZpq165tjnl6eqpz5846ceKE/vrrL7vtAwIC7K7aT8zPRUxMjFauXKmmTZvG2xeEc2AA8WE5IACprlq1aolqYvbkk0/a3Y89aY79cOLu7q5x48bpvffek5eXl5555hm9/PLL8vPzk7e3t6Q703olmSf+98uWLZvdfQ8PD7spo5KUPXt2PfHEE3FOprJnzx7vB6XixYvb3ff09FT+/PnjrLt5r3/++UcHDx6Mc+xYsU3CHsTDw8Nc6ue///7T+PHjdf78ebuTZunuB5tr164l2HTs/kJB7Pv0oH0eJlu2bObzpoT7p5BL0osvvqjs2bNryZIlatCggaQ7SwFVrFhRTz31lCTpyJEjMgxDQ4YM0ZAhQ+J97vPnz6tgwYLxPnby5EkVKFAgzgfGUqVKmY/f6/6fa+nOz3Zi1rh9mOvXr0u6+32LiYnR5MmTNX36dB0/ftxu/dLELj106tQpDR06VKtXr46T8erVq5JS5ncxsY4ePSpJ5tJOAABkFJxTx/U459T3nu8mxsmTJ1W8eHG7P5xLiT8HvP/7kBwGDBigH3/8UdWqVVOxYsX0wgsvqF27dqpVq1aC+8TmLFGihN24m5ubihQpEud1xPc9zJkzp/bv35+krO3atdNnn32mffv2aeHChWrTpk2Cf7y+dOmSRowYocWLF8f5HsaejyZGfJ8XEuLm5qY5c+aoatWq8vDw0Ny5cxP1x/WTJ0+qevXqccbv/bm497z1UX4uLly4oLCwMM5/ASQJRQAAaVZCay0a9zRb7d27t5o2baqVK1fq+++/15AhQzR27Fj99NNPevrppxUTEyPpzhqmsR9i7uXiYv+fwYSOmZgsjyMmJkblypUz15y8n4+Pz0Ofw9nZWQ0bNjTvN2rUSCVLltQ777xj1+C2VKlSWrlypfbv36+6devG+1yxJ/GxV8rENvI9cOBAglfoPEzJkiW1d+9eRUZGPtYalQk14rq/2CHd+VDbrFkz/e9//9P06dN17tw5/fLLLwoMDDS3if0Z6devX7yNyCSpWLFij5z3fin5s/THH38oX7585ofYwMBADRkyRG+++aZGjRqlXLlyycnJSb179zZf94NER0fr+eef16VLlzRgwACVLFlSWbJk0enTp+Xv72/3HMn9uwgAAJIH59R3Peic+t7z3ZTwOK89oT8+R0dH2z1vqVKldOjQIX377bdat26dli9frunTp2vo0KEaMWLEowW/T3J9D6tXr66iRYuqd+/eOn78+AN7Frz++uv69ddf1b9/f1WsWFGenp6KiYnRiy++mKhz2ljxfV54kO+//17SndkH//zzT5KKCImV0r8TABCLT9wAHF7RokX13nvv6b333tM///yjihUr6pNPPtFXX31lLruSL18+uz+Qp6R//vlHzz77rHn/+vXrOnv2rF566aUE9ylatKj27dunBg0aJNv0zfz586tPnz4aMWKEtm/fbk6ZffnllzV27FjNnz8/3iJAdHS0Fi5cqJw5c5pXDTVt2lRjx47VV1999chFgKZNm2rbtm1avny53bTphOTMmVNXrlyxG4uMjNTZs2eTdNzWrVtr3rx52rBhgw4ePCjDMMylgCSpSJEiku5M336Un5FChQrpxx9/1LVr1+xmA/z999/m46lh27ZtOnr0qN307GXLlunZZ5/V7Nmz7ba9cuWK2SxNSviD5YEDB3T48GHNmzfPrpH0vc2H75Vcv4tJ+R2Ifd4//vgjWYs1AABkNBn9nPqpp55SiRIltGrVKk2ePNlcZjEhhQoV0v79+xUTE2M3GyAlzgHjOy+W7lxVHnsuGytLlixq3bq1WrdurcjISLVo0UJjxozRoEGD4iydeG/OQ4cO2T1XZGSkjh8/nqLf77Zt22r06NEqVaqUKlasGO82ly9f1oYNGzRixAgNHTrUHI+dnXKv5FwGZ//+/Ro5cqQCAgK0d+9evf322zpw4ICyZ8/+wP0KFSqkQ4cOxRlPzp+LvHnzKlu2bPrjjz8e+7kAZBz0BADgsG7cuKFbt27ZjRUtWlRZs2ZVRESEpDtXw2fLlk2BgYG6fft2nOe4cOFCsueaOXOm3bE+//xzRUVFqXHjxgnu8/rrr+v06dOaNWtWnMdu3ryp8PDwR8rSo0cPZc6cWR999JE5VrNmTTVs2FBz587Vt99+G2efwYMH6/Dhw3r//ffNq2Vq1KihF198UV9++aVWrlwZZ5/IyEj169fvgVneffdd5c+fX++9954OHz4c5/Hz589r9OjR5v2iRYtq8+bNdtvMnDkzwZkACWnYsKFy5cqlJUuWaMmSJapWrZrdVTz58uVT/fr19cUXX8RbYHjYz8hLL72k6OhoTZ061W78008/lc1me+D3PbmcPHlS/v7+cnNzU//+/c1xZ2fnOFcRLV26NE6PgyxZskhSnA+XsVcm3fschmFo8uTJdtsl9+9iQnni88ILLyhr1qwaO3ZsnAxcQQUAwMNxTn3XiBEjdPHiRb399tuKioqK8/gPP/xgnj+/9NJLCgkJ0ZIlS8zHo6KiNGXKFHl6eqpevXoPfY2JVbRoUW3fvl2RkZHm2Lfffqt///3XbruLFy/a3Xdzc1Pp0qVlGEa83zfpzrmym5ubPvvsM7tzp9mzZ+vq1atq0qRJsr2O+7399tsaNmyYPvnkkwS3ie98VJImTZoUZ9uknEM+yO3bt+Xv768CBQpo8uTJCgoK0rlz59SnT5+H7vvSSy9p586d2rZtmzkWHh6umTNnytfXN9E9CR7EyclJzZo10zfffKPffvstzuOcAwOIDzMBAKS67777zrwS4l41a9aMcyXLgxw+fFgNGjTQ66+/rtKlS8vFxUX/+9//dO7cObVp00bSnbU9P//8c3Xo0EGVKlVSmzZtlDdvXp06dUpr1qxRrVq14vzx9nFFRkaauQ4dOqTp06erdu3aeuWVVxLcp0OHDvr666/17rvvauPGjapVq5aio6P1999/6+uvv9b333+fqDVf75c7d24FBARo+vTpOnjwoLkW5fz589WgQQO9+uqrateunerUqaOIiAitWLFCmzZtUuvWre3+mBy7zwsvvKAWLVqoadOmatCggbJkyaJ//vlHixcv1tmzZ/Xxxx8nmCVnzpz63//+p5deekkVK1ZU+/btVblyZUl3GnotWrRINWrUMLd/++239e6776ply5Z6/vnntW/fPn3//fd2V7Anhqurq1q0aKHFixcrPDw83ozTpk1T7dq1Va5cOXXq1ElFihTRuXPntG3bNv3333/at29fgs/ftGlTPfvssxo8eLBOnDihChUq6IcfftCqVavUu3dvuybAyWH37t366quvFBMToytXrmjXrl1avny5bDabgoODVb58eXPbl19+2byCqWbNmjpw4IAWLFgQ5/esaNGiypEjh2bMmKGsWbMqS5Ysql69ukqWLKmiRYuqX79+On36tLJly6bly5fHWaM0uX8XY38uevbsqUaNGsnZ2dl8nvtly5ZNn376qd5++21VrVpV7dq1U86cObVv3z7duHFD8+bNS7b3HgCAtIRz6rge95y6devWOnDggMaMGaM9e/aobdu2KlSokC5evKh169Zpw4YNWrhwoaQ7jYu/+OIL+fv76/fff5evr6+WLVumX375RZMmTUp0g+HEePvtt7Vs2TK9+OKLev3113X06FG7GRqxXnjhBXl7e6tWrVry8vLSwYMHNXXqVDVp0iTBPHnz5tWgQYM0YsQIvfjii3rllVfM97tq1ap2s0yTW6FChTR8+PAHbpMtWzbVrVtX48eP1+3bt1WwYEH98MMPOn78eJxtY88hBw8erDZt2sjV1VVNmzY1iwOJNXr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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:41,393 INFO:Ensemble on Dataset d - Loss: , Acc: 98.74%, AUCROC: 0.992403314917127, F1 Score: 0.8837\n", "2025-03-07 01:57:41,539 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": 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AAABwZDZb6mwOgCaAgzFHANic5JYln92WOdczjAIAAABIhEuXLqlt27Zq2rSpBg8ebHefs7OzMmfObFEyAAAAAMmC6YBMTAfkQOwW//XIo9pdD1ucCAAAwPGsWbNGQUFBOnXqlCRpzJgx6tChg0qUKGFxMgAAAABIfo7RqoAkFv8FAAB4HDdu3FC3bt3UoEEDswGQPXt2zZ49W8WLF7c4HQAAAIBkxXRAJkYCOIC7iwFfv3jErDHtDwAAQOLt2rVL7dq10+HD90ZSPv/885oxY4aeeuopC5MBAAAAQMpiJIADuLsYMIv/AgAAJM3t27cVHBysKlWqmA2AjBkzasKECVq1ahUNAAAAACC9Yk0AEyMBHMC/FwPOnLMIowAAAAASaerUqRoyZIh5u2LFigoNDVWxYsUsTAUAAAAAqccxWhVPsP8uBlz9rT2MAgAAAEikt956S+XKlZOzs7OCg4O1ZcsWGgAAAADAk4A1AUyMBEjjWAwYAAAg8W7evKmMGTOat11cXDRnzhxdvXpVFStWtDAZAAAAAFiDkQBpWPjBJXfWAvh/TAMEAACQMMMwNHv2bBUoUED79u2zu6948eI0AAAAAIAnjM1mS5XNEdAESMP+PQqAxYABAAASduHCBbVs2VLt27fX+fPn1a5dO926dcvqWAAAAACQJjAdUBpmLggsRgEAAAAkZOXKlerYsaPCw8PNWtmyZXX79m25u7tbmAwAAACAlRzlKv3UwEiANMpuQeAs+RgFAAAA8C/Xrl3TO++8oyZNmpgNgJw5c2rhwoUKDQ1VlixZLE4IAAAAAGkDIwHSKBYEBgAASNi2bdvUvn17HT161Kw1atRI06dPV968eS1MBgAAACDNYCCAiZEAaUz4wSXaPLWcrl88YtaYCggAAOCOiRMnqnr16mYDIFOmTJoyZYpWrFhBAwAAAAAAEsBIgDTmyKbhun7hsHmbBYEBAADuqVy5sjm3Z5UqVTRr1iwVKVLE4lQAAAAA0hrWBLiHJkAaYy4GbHNS5pxFGAUAAADwLxUrVtTQoUMlSe+//74yZOB0FgAAAAAehE9NaZSbRx5Vf2uP1TEAAAAsc+LECY0dO1Zjx461+2P/hx9+aGEqAAAAAI6AkQD30AQAAABAmmIYhkJCQvTee+/p6tWryp07twYOZHQkAAAAADwKFgZOI+4uCBx1LdzqKAAAAJY5d+6cmjdvrjfeeENXr16VJM2aNUu3bt2yOBkAAAAAR2Kz2VJlcwQ0AdIIc0FgI06SlMHVw+JEAAAAqWv58uXy8/PTsmXLzFpQUJB2794td3d3C5MBAAAAgONiOqA0ggWBAQDAkyoyMlI9e/bUjBkzzFru3Lk1depUNWvWzLpgAAAAAByWo1ylnxpoAqQB4QeXKOrqaUksCAwAAJ4sGzduVIcOHXTixAmz9tJLL2natGny8vKyLhgAAAAApBM0AdKAI5uGm18zDRAAAHiSLFu2zGwAeHh4aPz48QoKCuKqHQAAAACPh48UJpoAaYA5FZDENEAAAOCJMmLECK1atUq5cuXSzJkzVbBgQasjAQAAAEC6QhMgDXHLkk95ije3OgYAAECKiI2N1d69e1WhQgWz5u7urjVr1sjb21vOzs4WpgMAAACQnjC6+B4nqwMAAAAg/Tt69Khq1qypGjVq6ODBg3b35cuXjwYAAAAAAKQQmgAAAABIMYZhaOrUqSpTpoy2bt2qW7duKTAwUIZhWB0NAAAAQDpms9lSZXMETAcEAACAFBEeHq4333xTK1asMGuFChXS2LFjHeZkGQAAAAAcHU0AAAAAJLvFixfr7bff1oULF8zaW2+9pc8++0weHh4WJgMAAADwJODCo3toAlgs/OASRV09bXUMAACAZHH58mV1795doaGhZs3b21vTp09XkyZNLEwGAAAAAE8mmgAWO7JpuPl1BleuigMAAI6tWbNm2rBhg3n7lVde0ZQpU+Tp6WlhKgAAAABPGkYC3MPCwBaLib5mfl2k5kALkwAAADy+YcOGyWazKWvWrJo1a5YWLlxIAwAAAAAALMRIgDTCLUs+5Sne3OoYAAAASRIXFycnp3vXldSoUUPTpk3T888/r6efftrCZAAAAACeaAwEMDESAAAAAEkWExOjoUOH6oUXXlBcXJzdfR07dqQBAAAAAABpBCMBAAAAkCSHDx9W+/bttXPnTknSuHHj1KtXL4tTAQAAAMA9rAlwDyMBAAAAkCiGYWjSpEny9/c3GwDOzs66efOmxckAAAAAAPfDSAAAAAA81KlTp/TGG2/oxx9/NGvPPPOMZs2apcqVK1uYDAAAAADiYyTAPYwEAAAAwAPNnz9ffn5+dg2ALl26aO/evTQAAAAAACCNYyQAAAAAEhQbG6t27dpp/vz5Zi1fvnz65ptv1KBBAwuTAQAAAMCDMRLgHkYCAAAAIEHOzs7KmjWrebt169Y6cOAADQAAAAAAeESTJk2Sr6+v3N3dVblyZXO9tfsZN26cihUrpowZM8rHx0c9e/bUrVu3kvScNAEAAABwX5999pkqVqyoefPmad68ecqZM6fVkQAAAADg4WyptCXBggUL1KtXLw0ePFh79uxRmTJl1LBhQ507dy7B/efOnat+/fpp8ODBOnjwoKZPn64FCxboww8/TNLz0gSwUPjBJYq6etrqGAAAAJKk7du3a9GiRXY1Dw8P7dixQ61bt7YoFfD49uzZowMHDpi3ly1bpmbNmunDDz9UdHS0hckAAADwJBk7dqw6deqkoKAglSxZUlOmTFGmTJk0Y8aMBPffunWrqlWrprZt28rX11cNGjRQmzZtHjp64L9oAljoyKbh5tcZXD0sTAIAAJ5kt2/f1sCBA1WtWjUFBQXp2LFjdvczlyYc3dtvv63Dhw9Lko4dO6bWrVsrU6ZMWrhwod5//32L0wEAACAl2Gy2VNmioqIUGRlpt0VFRcXLEx0drd27d6t+/fpmzcnJSfXr19e2bdsSfA1Vq1bV7t27zT/6Hzt2TCtXrlTjxo2T9F7QBLBQTPQ18+siNQdamAQAADyp/vjjDz333HMaPny44uLidO3aNY0dO9bqWECyOnz4sPz9/SVJCxcuVM2aNTV37lyFhIRo8eLF1oYDAACAQxs1apSyZctmt40aNSrefhEREYqNjZW3t7dd3dvbW+Hh4Qk+dtu2bTV06FBVr15dLi4uKly4sGrXrs10QI7ILUs+5Sne3OoYAADgCRIXF6dx48apXLly2rNnjyQpQ4YMGjZsmMaNG2dtOCCZGYahuLg4SdJPP/1kXjnl4+OjiIgIK6MBAAAghaTWSID+/fvrypUrdlv//v2T5TWsX79eI0eO1OTJk7Vnzx4tWbJEK1as0LBhw5L0OBmSJQ0AAAAcRlhYmAIDA7Vu3TqzVqJECYWGhqp8+fIWJgNSRoUKFTR8+HDVr19fGzZs0JdffilJOn78eLwrsQAAAICkcHNzk5ub20P38/T0lLOzs86ePWtXP3v2rPLkyZPgMQMHDlT79u315ptvSpL8/Px0/fp1vfXWWxowYICcnBJ3jT8jAQAAAJ4QhmFo1qxZ8vPzs2sA9OjRQ7t376YBgHRr3Lhx2rNnj7p27aoBAwaoSJEikqRFixapatWqFqcDAABASkitkQCJ5erqqvLly2vt2rVmLS4uTmvXrlWVKlUSPObGjRvx/tDv7Ows6c7nu8RiJAAAAMAT4tq1a+rfv78iIyMl3ZkKJSQkRHXr1rU4GZCySpcurQMHDsSrf/LJJ+aHKAAAACCl9erVSx06dFCFChVUqVIljRs3TtevX1dQUJAkKSAgQPnz5zfXFGjatKnGjh2rsmXLqnLlyjpy5IgGDhyopk2bJuk8liYAAADAEyJLliyaMWOGXnjhBQUEBGj8+PHKnj271bGAVBMdHa1z586Z6wPc9fTTT1uUCAAAACklKVfpp5ZWrVrp/PnzGjRokMLDw+Xv769Vq1aZU1SGhYXZXfn/0UcfyWaz6aOPPtKpU6eUO3duNW3aVCNGjEjS89qMpIwbSAciIyOVLVs2XblyRVmzZrU0y/qJzyjq6mm5Zcmn2l0PW5oFAACkP1evXtWtW7eUO3duu/q+ffvk7+9vTSika2npXPvfDh8+rI4dO2rr1q12dcMwZLPZFBsbm+THzFi2a3LFA4DHcmnXRKsjAIAkyT2NXW6e7+0lqfI8p79qkSrP8zjS2LcGAAAAyWHz5s0KCAhQ8eLFtWLFCrurYGgA4EkTFBSkDBky6Pvvv1fevHnT5FVhAAAASGac8ploAgAAAKQjUVFRGjx4sMaMGSPDMHT8+HFNmzZNb731ltXRAMvs27dPu3fvVvHixa2OAgAAAKQ6mgAAAADpxIEDB9SuXTvt37/frFWrVk3169e3MBVgvZIlSyoiIsLqGAAAAEhFjP68x+nhu6SsSZMmydfXV+7u7qpcubJ27tz5wP3HjRunYsWKKWPGjPLx8VHPnj1169atVEoLAACQ9sTGxuqTTz5RhQoVzAaAi4uLPv74Y23YsEGFChWyOCFgrdGjR+v999/X+vXrdeHCBUVGRtptAAAAQHpm6UiABQsWqFevXpoyZYoqV66scePGqWHDhjp06JC8vLzi7T937lz169dPM2bMUNWqVXX48GEFBgbKZrNp7NixFrwCAAAAax0/flwdOnTQpk2bzJqfn59CQ0NVpkwZC5MBacfd0TD16tWzqz/OwsAAAABI2xgJcI+lTYCxY8eqU6dOCgoKkiRNmTJFK1as0IwZM9SvX794+2/dulXVqlVT27ZtJUm+vr5q06aNduzYkaq5AQAA0oKwsDCVLl1a165dk3TnJLdPnz4aNmyY3NzcLE4HpB3r1q2zOgIAAABgGcuaANHR0dq9e7f69+9v1pycnFS/fn1t27YtwWOqVq2q2bNna+fOnapUqZKOHTumlStXqn379qkVGwAAIM14+umn9fLLL2vOnDny9fXVrFmzVKNGDatjAWlOrVq1rI4AAACAVMZIgHssawJEREQoNjZW3t7ednVvb2/9+eefCR7Ttm1bRUREqHr16jIMQzExMXrnnXf04Ycf3vd5oqKiFBUVZd5mzk8AAJCeTJw4UXny5NHgwYOVJUsWq+MAadamTZv01Vdf6dixY1q4cKHy58+v0NBQFSxYUNWrV7c6HgAAAJBiLF8YOCnWr1+vkSNHavLkydqzZ4+WLFmiFStWaNiwYfc9ZtSoUcqWLZu5+fj4pGJiAACA5HHlyhUFBgZq/vz5dvXs2bPr008/pQEAPMDixYvVsGFDZcyYUXv27DEvErpy5YpGjhxpcToAAACkCFsqbQ7AsiaAp6ennJ2ddfbsWbv62bNnlSdPngSPGThwoNq3b68333xTfn5+at68uUaOHKlRo0YpLi4uwWP69++vK1eumNvff/+d7K/lUYQfXKKoq6etjgEAABzA+vXrVbp0ac2cOVOdO3fWqVOnrI4EOJThw4drypQpmjZtmlxcXMx6tWrVtGfPHguTAQAAACnPsiaAq6urypcvr7Vr15q1uLg4rV27VlWqVEnwmBs3bsjJyT6ys7OzJMkwjASPcXNzU9asWe22tODIpuHm1xlcPSxMAgAA0qpbt26pd+/eqlOnjsLCwiRJsbGx+v333y1OBjiWQ4cOqWbNmvHq2bJl0+XLl1M/EAAAAFKczWZLlc0RWLYmgCT16tVLHTp0UIUKFVSpUiWNGzdO169fV1BQkCQpICBA+fPn16hRoyRJTZs21dixY1W2bFlVrlxZR44c0cCBA9W0aVOzGeAoYqKvmV8XqTnQwiQAACAt2rt3r9q1a6c//vjDrNWuXVshISEqUKCAhckAx5MnTx4dOXJEvr6+dvXNmzerUKFC1oQCAAAAUomlTYBWrVrp/PnzGjRokMLDw+Xv769Vq1aZiwWHhYXZXfn/0UcfyWaz6aOPPtKpU6eUO3duNW3aVCNGjLDqJTw2tyz5lKd4c6tjAACANCImJkajR49WcHCwYmJiJN0Z2Thy5Ej16NEj3qhIAA/XqVMnvffee5oxY4ZsNptOnz6tbdu2qU+fPho4kAtyAAAA0iNHuUo/NVjaBJCkrl27qmvXrgnet379ervbGTJk0ODBgzV48OBUSAYAAJC6Tp48qTZt2mjbtm1mzd/fX7Nnz9azzz5rYTLAsfXr109xcXGqV6+ebty4oZo1a8rNzU19+vRRt27drI6HdKBaucLqGVBf5Uo+rby5s6llz6n63/r9DzymRvmiGt27hUoWzqN/wi/r469Xafb/dtjt83bLmurZoZ68c2XVgcOn1Gv0Qv3y+8mUfCkA0oH5c+do5jfTFRFxXs8UK65+Hw6UX+nS993/x9U/aNKE8Tp96pSeLuCrHr36qEbNWub9hmFo8sQvtGTRQl29Gin/suU0YFCwChTwTYVXAyA5cCkZAABAGuHu7q6//vpLkuTk5KQBAwZox44dNACAx2Sz2TRgwABdvHhRv/32m7Zv367z589r8ODBOn36tNXxkA5kzuimA4dPqceoBYnav0C+XPpuwjva+MthVW79sSbOXacvB7VV/SolzH1ebVBOo3s314ivflCVtqO1//ApLZ/cRblzsKYcgPtb9cNKfTpmlN5+t4vmL/xOxYoVV+e3O+rChQsJ7r9v7x7169tbzVu8qgWLlqpO3Xrq0a2L/vrrsLnPN9Onad6cUH00OFiz532rjBkzqvNbHRUVFZVaLwt4JKwJcA9NAAAAgDTC29tbU6dOVZEiRbR582YNHz5crq6uVscC0g1XV1eVLFlSlSpVkoeHh37//Xf5+PhYHQvpwI9b/tCQyd9r+boHX/1/V6dXq+vEqQvqN/Y7HTp+VlMWbNR3a/ep2+t1zH26t6urb5ZsVejy7frzWLi6jZivm7ei1aFZlZR6GQDSgdCZ36jFqy3VrPkrKlykiD4aPETu7u5aumRxgvvPmT1LVavXUOAbb6pQ4cLq2r2HSpQsqflzZ0u6MwpgTugsdXq7s+rUra9nihXX8FFjdP7cOf289qfUfGlAktEEuIcmAAAAgEUWL16siIgIu1rz5s3122+/qUoV/sgDAOlV5TIFtW7HIbvamq0HVbl0QUmSSwZnlS3ho5//tY9hGPp5xyFV+v99AOC/bkdH6+Afv+u5KlXNmpOTk557rqr2/7o3wWP279un556zP++sWq269u/bJ0k69c8/iog4r8rP3XvMLFmyyK90mfs+JoC0hyYAAABAKrt06ZLatm2rV199VZ07d5ZhGHb3u7m5WZQMAJAavHNl1dmLV+1q5y5GKluWjHJ3c5FnDg9lyOCsc//d50Kk8uTKmppRATiQS5cvKTY2Vrly5bKr58qVK96FJ3dFREQoVy7P+PtfiPj/+8/fqXkm/jGBNMOWSpsDoAkAAACQitasWSM/Pz/NmzdPkrRo0SJt3LjR4lQAHiQqKkqRkZF2mxEXa3UsAAAAIFEyWB0AAADgSXDjxg198MEHmjhxolnLnj27Jk2apJo1a1qYDEi/9u9/8Pzshw4deuD9d40aNUpDhgyxqzl7V5RL3kqPnA1PtrMXIuWdM4tdzStnVl25elO3om4r4tI1xcTEyuu/++TKqvALkakZFYADyZE9h5ydneMtAnzhwgV5enomeIynp6cuXIiIv///jw7w9Mx9pxZxQblze9ntU6x48eSMDyQ7R5mvPzUwEgAAACCF7dq1S+XKlbNrANSvX18HDhxQ27ZtOTkFUoi/v7/Kli0rf3//eFvZsmXVunXrRD1O//79deXKFbstg3f5FE6P9GzHr8dVu1Ixu1q954prx/7jkqTbMbHae/Bv1al8bx+bzaY6lZ7Rzv/fBwD+y8XVVSVKPqsd27eZtbi4OO3YsU2ly5RN8JjS/v7asX27XW37tq0q7e8vScr/1FPy9MytHTvuPea1a9d0YP+v931MAGkPIwEAAABSyO3btzVixAgNHz5csbF3pg5xd3fXmDFj1KVLFzk5cT0GkJKOH0+eP5a6ubnFW6vD5uScLI+N9CFzRlcV9slt3vbNn0uln8mvS5E39Hf4JQ3t9pLyeWXTmwNDJUnTFm3WO61rasR7L2vmsu2qXfEZvfJ8WTXvPsV8jC9m/6xpQ9tr9x9h+uW3E+rato4yZXTTrGXb4z0/ANzVvkOQBn74gZ59tpRK+ZXW7NCZunnzppo1byFJGtD/fXl5eeu9nr0lSa+3C1DHwPaaGTJDNWvW0qofVur3337TwOChku40IF9vH6BpX32pAk8XUP6nntKkCeOV28tLdevVt+x1AonBxVb30AQAAABIId9//73dFCIVK1bUrFmzVJyh00CqKFCggNUR8IQoV7KAfvz6PfP2mD6vSJJCl2/XW4NnK49nVvnkyWnef/L0BTXvNkVj+rRQl7a1dersZXUeOlc/bTto7rPoxz3yzOGhQZ2byDtXFu0/dEovd5kUb7FgAPi3Fxo11qWLFzV54heKiDivYsVLaPJXXyvX/08HFH7mjJxs9y5E8S9bTqPGfKqJX4zThHFj9XQBX42bMElFiz5j7hPUsZNu3rypocGDdPVqpMqWK6/JX30dr0EOIO2yGYZhWB0iNUVGRipbtmy6cuWKsmbNalmO9ROfUdTV03LLkk+1ux62LAcAAEg5hmGoRYsW+t///qeBAwfqww8/lIuLi9WxgBSTVs61H8TPz08rV66Uj4/PYz1OxrJdkykRADyeS7smPnwnAEgF7mnscvMifX5Ilec58mmjVHmex5HGvjUAAACO6/Lly8qePbt522azaerUqTpx4oQqVqxoXTAAphMnTuj27dtWxwAAAABSDRPRAgAAPCbDMDR79mz5+vrqf//7n919uXPnpgEAAAAAAKnMZrOlyuYIaAIAAAA8hgsXLqhly5Zq3769rly5ojfffFPnz5+3OhaA+6hRo4YyZsxodQwAAAAg1TAdEAAAwCP64Ycf9MYbbyg8PNysPf/888z7D6RhK1eutDoCAAAAUoGDXKSfKmgCAAAAJNG1a9fUp08fffXVV2YtZ86cmjJlil577TULkwG4n7/++kvr1q3TuXPnFBcXZ3ffoEGDLEoFAAAApDyaAAAAAEmwbds2tW/fXkePHjVrjRo10vTp05U3b14LkwG4n2nTpqlz587y9PRUnjx57OZutdlsNAEAAADSIUeZrz810AQAAABIpFmzZikoKMi8ijhTpkwaO3as3nrrLU4wgTRs+PDhGjFihD744AOrowAAAACpjiYAAABAItWpU0dZsmTRlStXVKVKFc2aNUtFihSxOhaAh7h06RJTdQEAADxhuE7rHierAwAAADgKHx8fTZ48WSNGjNDGjRtpAAAO4rXXXtOPP/5odQwAAADAEowEAAAASMCJEyc0YMAATZ48WdmyZTPrbdu2tTAVgEdRpEgRDRw4UNu3b5efn59cXFzs7u/evbtFyQAAAJBSnJwYCnAXTQAAAIB/MQxDISEheu+993T16lW5uLgoJCTE6lgAHsPUqVPl4eGhDRs2aMOGDXb32Ww2mgAAAABI12gCAAAA/L9z587prbfe0rJly8za+vXrdfHiReXMmdPCZAAex/Hjx62OAAAAgFTGmgD3sCYAAACApOXLl8vPz8+uARAYGKj9+/fTAADSEcMwZBiG1TEAAACAVEMTAAAAPNEiIyPVsWNHvfzyyzp37pwkydPTU999952++eYbZc2a1eKEAJLDrFmz5Ofnp4wZMypjxowqXbq0QkNDrY4FAACAFGKz2VJlcwRMBwQAAJ5YmzZtUkBAgE6cOGHWmjZtqmnTpsnb29u6YACS1dixYzVw4EB17dpV1apVkyRt3rxZ77zzjiIiItSzZ0+LEwIAAAAphyYAAAB4Yu3fv99sAHh4eGj8+PEKCgpymKs5ACTOhAkT9OWXXyogIMCsvfTSS3r22WcVHBxMEwAAACAd4mPdPTQBAADAE+vdd9/V8uXLdfPmTc2cOVMFCxa0OhKAFHDmzBlVrVo1Xr1q1ao6c+aMBYkAAACA1MOaAAAA4IkQGxurNWvW2NVsNpsWLFigdevW0QAA0rEiRYro22+/jVdfsGCBihYtakEiAAAApDTWBLiHkQAAACDdO3r0qAICArR161atWbNG9evXN+/Lnj27dcEApIohQ4aoVatW2rhxo7kmwJYtW7R27doEmwMAAABAesJIAAAAkG4ZhqGpU6eqTJky2rp1qyTpzTffVHR0tMXJAKSmV155RTt27FCuXLm0dOlSLV26VJ6entq5c6eaN29udTwAAACkAEYC3MNIAAAAkC6dOXNGb775plauXGnWChUqpFmzZsnV1dXCZACsUL58ec2ZM8fqGAAAAECqowkAAADSnUWLFumdd97RhQsXzFqnTp302WefKUuWLBYmA5CanJycHnp1ls1mU0xMTColAgAAQGpxkIv0UwVNAAAAkG5cvnxZ3bp10+zZs82at7e3vv76a7344osWJgNghe++++6+923btk1ffPGF4uLiUjERAAAAkPpoAgAAgHSjU6dOWrRokXm7RYsWmjJlinLnzm1hKgBWefnll+PVDh06pH79+ul///ufXn/9dQ0dOtSCZAAAAEhpjjJff2pgYWAAAJBujBo1SpkyZVLWrFk1a9YsLVq0iAYAAEnS6dOn1alTJ/n5+SkmJkb79u3TzJkzVaBAAaujAQAAACmKkQAAAMBhRUdH2y3yW6RIES1YsEClS5fW008/bWEyAGnFlStXNHLkSE2YMEH+/v5au3atatSoYXUsAAAApDAGAtzDSAAAAOBwYmJiNHToUJUrV043btywu+/FF1+kAQBAkjRmzBgVKlRI33//vebNm6etW7fSAAAAAMATh5EAAADAoRw6dEgBAQHauXOnJOn999/XxIkTLU4FIC3q16+fMmbMqCJFimjmzJmaOXNmgvstWbIklZMBAAAgpbEmwD00AQAAgEMwDEOTJ09W3759dfPmTUmSs7OzcuXKJcMwOMEDEE9AQAD/bQAAAMATjyYAAABI806dOqWgoCCtWbPGrD3zzDOaNWuWKleubGEyAGlZSEiI1REAAABgEa4FuYc1AQAAQJo2b948lSpVyq4B0KVLF+3du5cGAAAAAAAAD8FIAAAAkCYZhqHAwEDNmjXLrOXLl0/ffPONGjRoYGEyAAAAAEBax7SQ9zASAAAApEk2m00lS5Y0b7du3VoHDhygAQAAAAAAQBIwEgAAAKRZffr00datW9WmTRu1bt3a6jgAAAAAAAfBQIB7aAIAAIA0Yfv27dq1a5e6detm1pydnbVs2TILUwEAAAAA4NhoAgAAAEtFR0dr2LBhGjlypCSpfPnyqlq1qsWpAAAAAACOjDUB7mFNAAAAYJk//vhDVapU0fDhwxUXF6e4uDhNnDjR6lgAAAAAAKQbNAEAAECqi4uL07hx41SuXDnt2bNHkpQhQwYNGzZMs2bNsjgdAAAAAMDR2WypszkCpgMCAACpKiwsTIGBgVq3bp1ZK1GihEJDQ1W+fHkLkwEAAAAAkP4wEgAAAKQKwzA0a9Ys+fn52TUAevTood27d9MAAAAAAAAkG5vNliqbI2AkAAAASBUxMTH6/PPPFRkZKUny8fFRSEiI6tata3EyAAAAAADSL0YCAACAVOHi4qLQ0FC5ubmpffv22r9/Pw0AAAAAAECKYE2AexgJAAAAUsTVq1d1/vx5FSpUyKyVKlVKv//+uwoXLmxhMgAAAAAAnhyMBAAAAMlu8+bNKlOmjJo1a6aoqCi7+2gAAAAAAABSGmsC3EMTAAAAJJuoqCj169dPNWvW1PHjx3XgwAENHTrU6lgAAAAAADyxmA4IAAAkiwMHDqhdu3bav3+/WatWrZo6duxoYSoAAAAAwJPIQS7STxWMBAAAAI8lNjZWn3zyiSpUqGA2AFxcXPTxxx9rw4YNdmsCAAAAAACA1MVIAAAA8MiOHz+uDh06aNOmTWbNz89PoaGhKlOmjIXJAAAAAABPMkeZrz810AQAAACP5PLlyypXrpwuX74s6c4JVp8+fTRs2DC5ublZGw4AAAAAAEhiOiAAAPCIsmfPrm7dukmSfH19tX79eo0ZM4YGAAAAAADAcjabLVU2R8BIAAAAkGiGYdid5AwcOFAuLi567733lDVrVguTAQAAAACAhDASAAAAPNSVK1cUGBioUaNG2dVdXFw0cOBAGgAAAAAAgDTFZkudzREwEgAAADzQ+vXr1aFDB4WFhSlDhgxq1KiRypYta3UsAAAAAACQCIwEAAAACbp165Z69+6tOnXqKCwsTJKUMWNG82sAAAAAANIq1gS4h5EAAAAgnr1796pdu3b6448/zFrt2rUVEhKiAgUKWJgMAAAAAAAkBSMBAACAKSYmRiNGjFClSpXMBoCbm5s+++wzrV27lgYAAAAAAMAhsCbAPYwEAAAAkqTTp0/r1Vdf1bZt28yav7+/QkNDVapUKQuTAQAAAACAR8VIAAAAIEnKkSOHLl26JElycnLShx9+qB07dtAAAAAAAAA4HNYEuIcmAAAAkHRn0d/Q0FAVL15cmzZt0ogRI+Tq6mp1LAAAAAAAkozpgO5hOiAAAJ5QCxcuVOnSpVWsWDGzVqFCBf32229ydna2MBkAAAAAAEgujzUS4NatW8mVAwAApJJLly7p9ddfV8uWLRUQEKCYmBi7+2kAAAAAAAAcnZPNliqbI0hyEyAuLk7Dhg1T/vz55eHhoWPHjkmSBg4cqOnTpyd7QAAAkHx++ukn+fn5ae7cuZKknTt36rvvvrM4FQAAAAAASClJbgIMHz5cISEhGjNmjN08waVKldLXX3+drOEAAEDyuHHjhrp3767nn39ep06dkiRlz55dc+bM0auvvmpxOgAAAAAAkhdrAtyT5CbArFmzNHXqVL3++ut20wWUKVNGf/75Z7KGAwAAj2/Xrl0qV66cJkyYYNbq16+vAwcOqG3btrI5ylkLAAAAAABIsiQ3AU6dOqUiRYrEq8fFxen27dvJEgoAADy+27dvKzg4WFWqVNGhQ4ckSe7u7vriiy+0evVqPfXUUxYnBAAAAAAgZdhstlTZHEGSmwAlS5bUpk2b4tUXLVqksmXLJksoAADw+Hbv3q2hQ4cqNjZWklSxYkXt3btX3bp1k5NTkk8BAAAAAACAA0ryXwAGDRqkrl27avTo0YqLi9OSJUvUqVMnjRgxQoMGDUqJjAAA4BE899xz6tmzp5ydnRUcHKwtW7aoePHiVscCAAAAACDFOdlSZ0uqSZMmydfXV+7u7qpcubJ27tz5wP0vX76sLl26KG/evHJzc9MzzzyjlStXJu29SGrIl19+Wf/73//0008/KXPmzBo0aJAOHjyo//3vf3r++eeT+nAAACCZhIeHKy4uzq42YsQI7dy5U4MHD5aLi4tFyQAAAAAAwIIFC9SrVy8NHjxYe/bsUZkyZdSwYUOdO3cuwf2jo6P1/PPP68SJE1q0aJEOHTqkadOmKX/+/El63gyPErZGjRpas2bNoxwKAACSmWEYmjt3rrp06aIhQ4bovffeM+9zd3dXuXLlLEwHAAAAAEDqS4vz9Y8dO1adOnVSUFCQJGnKlClasWKFZsyYoX79+sXbf8aMGbp48aK2bt1qXtjn6+ub5OdN8kiAQoUK6cKFC/Hqly9fVqFChZIcAAAAPLoLFy6oZcuWateuna5cuaJ+/frp4MGDVscCAAAAAAD/Eh0drd27d6t+/fpmzcnJSfXr19e2bdsSPGb58uWqUqWKunTpIm9vb5UqVUojR4401/5LrCSPBDhx4kSCTxIVFaVTp04l9eEAAMAjWrlypTp27Kjw8HCz9sorryhv3rwWpgIAAAAAwHqpNRAgKipKUVFRdjU3Nze5ubnZ1SIiIhQbGytvb2+7ure3t/78888EH/vYsWP6+eef9frrr2vlypU6cuSI3n33Xd2+fVuDBw9OdMZEjwRYvny5li9fLklavXq1eXv58uX67rvvNGzYsEcaimDFQggAADiya9eu6Z133lGTJk3MBkDOnDn17bffavbs2cqePbu1AQEAAAAAeEKMGjVK2bJls9tGjRqVLI8dFxcnLy8vTZ06VeXLl1erVq00YMAATZkyJUmPk+iRAM2aNZN0Zy6lDh062N3n4uIiX19fffbZZ0l68rsLIUyZMkWVK1fWuHHj1LBhQx06dEheXl7x9r+7EIKXl5cWLVqk/Pnz6+TJk/yxAwDwxNi6dasCAgJ09OhRs9aoUSNNnz6dEQAAAAAAAPw/m1JnKED//v3Vq1cvu9p/RwFIkqenp5ydnXX27Fm7+tmzZ5UnT54EHztv3rxycXGRs7OzWStRooTCw8MVHR0tV1fXRGVM9EiAuLg4xcXF6emnn9a5c+fM23FxcYqKitKhQ4f04osvJvbhJNkvhFCyZElNmTJFmTJl0owZMxLc/+5CCEuXLlW1atXk6+urWrVqqUyZMkl6XgAAHNHSpUtVo0YNswGQKVMmcxEhGgAAAAAAAKQ+Nzc3Zc2a1W5LqAng6uqq8uXLa+3atWYtLi5Oa9euVZUqVRJ87GrVqunIkSOKi4sza4cPH1bevHkT3QCQHmFh4OPHj8vT0zOph8Vj5UIIAAA4onr16qlAgQKSpCpVqujXX3/V22+/LVtqTXQIAAAAAICDcLKlzpYUvXr10rRp0zRz5kwdPHhQnTt31vXr1xUUFCRJCggIUP/+/c39O3furIsXL+q9997T4cOHtWLFCo0cOVJdunRJ0vMmeWFgSbp+/bo2bNigsLAwRUdH293XvXv3RD1Gai2E8N+FGSIjIxOVDwCAtCZLliyaOXOmNm3apPfff18ZMjzSP+MAAAAAAMACrVq10vnz5zVo0CCFh4fL399fq1atMv9GHhYWJiene9ft+/j4aPXq1erZs6dKly6t/Pnz67333tMHH3yQpOdN8l8P9u7dq8aNG+vGjRu6fv26cubMqYiICGXKlEleXl6JbgI8in8vhODs7Kzy5cvr1KlT+uSTT+7bBBg1apSGDBmSYpkAAEgJJ06cULdu3TRhwgT5+vqa9Ro1aqhGjRrWBQMAAAAAwAGk1VHzXbt2VdeuXRO8b/369fFqVapU0fbt2x/rOZM8HVDPnj3VtGlTXbp0SRkzZtT27dt18uRJlS9fXp9++mmiH+dRF0J45pln7rsQQkL69++vK1eumNvff/+d6IwAAKQ2wzD0zTffqHTp0vr+++8VGBhoN/cfAAAAAABAUiS5CbBv3z717t1bTk5OcnZ2VlRUlHx8fDRmzBh9+OGHiX6c1FoIIaGFGQAASIvOnTun5s2b64033tDVq1cl3RkRQAMbAAAAAICksdlSZ3MESW4CuLi4mPMSeXl5KSwsTJKULVu2JP+RwqqFEAAASGuWLVumUqVKadmyZWYtMDBQ+/fvNxcDBgAAAAAASKokrwlQtmxZ7dq1S0WLFlWtWrU0aNAgRUREKDQ0VKVKlUrSY1m1EAIAAGlFZGSkevbsqRkzZpg1T09PTZs2Tc2aNbMuGAAAAAAADszJUS7TTwVJbgKMHDnSnKJgxIgRCggIUOfOnVW0aFFNnz49yQGsWAgBAIC0YMuWLWrXrp1OnDhh1po2bapp06aZDXEAAAAAAIDHkeQmQIUKFcyvvby8tGrVqmQNBADAkyIyMtJsAHh4eGj8+PEKCgqSjasVAAAAAAB4LHy0vifJawLcz549e/Tiiy8m18MBAJDuNWrUSG+//bZq1Kih/fv364033qABAAAAAAAAklWSmgCrV69Wnz599OGHH+rYsWOSpD///FPNmjVTxYoVFRcXlyIhAQBwdLGxsVqwYIEMw7Crjxs3TuvWrVPBggUtSgYAAAAAQPpjs9lSZXMEiW4CTJ8+XY0aNVJISIhGjx6t5557TrNnz1aVKlWUJ08e/fbbb1q5cmVKZgUAwCEdPXpUNWvWVOvWreOtn+Pu7i5nZ2eLkgEAAAAAgPQu0U2A8ePHa/To0YqIiNC3336riIgITZ48WQcOHNCUKVNUokSJlMwJAIDDMQxDU6dOVZkyZbR161ZJUu/evXXlyhWLkwEAAAAAkL7ZbKmzOYJENwGOHj2q1157TZLUokULZciQQZ988omeeuqpFAsHAICjCg8PV9OmTfX222/r+vXrkqRChQpp5cqVypYtm8XpAAAAAADAkyJDYne8efOmMmXKJOnOfEpubm7KmzdvigUDAMBRLVq0SO+8844uXLhg1jp16qSxY8fKw8PDwmQAAAAAADwZnBzlMv1UkOgmgCR9/fXX5h8vYmJiFBISIk9PT7t9unfvnnzpAABwIJcvX1a3bt00e/Zss+bt7a3p06erSZMmFiYDAAAAAABPqkQ3AZ5++mlNmzbNvJ0nTx6Fhoba7WOz2WgCAACeWIMGDbJrALzyyiuaMmVKvIY5AAAAAABIWYwDuCfRTYATJ06kYAwAABxfcHCwFi9erGvXrmnixIlq166dbAw/BAAAAAAAFkrSdEAAAOCea9eu2c3xnzNnTi1evFj58uXT008/bWEyAAAAAACebFyUd4+T1QEAAHA0MTExGjp0qIoUKaIzZ87Y3ffcc8/RAAAAAAAAAGkGIwEAAEiCw4cPq3379tq5c6ckqWPHjlqxYgVXGAAAAAAAkIY48THdxEgAAAASwTAMTZo0Sf7+/mYDwNnZWRUqVFBsbKzF6QAAAAAAABLGSAAAAB7i1KlTCgoK0po1a8xa0aJFFRoaqsqVK1uYDAAAAAAAJIQR+/c80kiAo0eP6qOPPlKbNm107tw5SdIPP/yg33//PVnDAQBgtXnz5qlUqVJ2DYAuXbpo7969NAAAAAAAAECal+QmwIYNG+Tn56cdO3ZoyZIlunbtmiTp119/1eDBg5M9IAAAVunSpYvatm2ry5cvS5Ly5cun1atXa+LEicqcObO14QAAAAAAwH3ZbKmzOYIkNwH69eun4cOHa82aNXJ1dTXrdevW1fbt25M1HAAAVqpbt675devWrXXgwAE1aNDAwkQAAAAAAABJk+Q1AQ4cOKC5c+fGq3t5eSkiIiJZQgEAkBa88sor6tq1q6pVq6bWrVtbHQcAAAAAACQSawLck+SRANmzZ9eZM2fi1ffu3av8+fMnSygAAFLbjh079MEHH8SrT5gwgQYAAAAAAABwWEkeCdC6dWt98MEHWrhwoWw2m+Li4rRlyxb16dNHAQEBKZERAIAUc/v2bQ0dOlQjR45UXFyc/P391aZNG6tjAcATZ/ny5Yne96WXXkrBJAAAAEgPnBgIYEpyE2DkyJHq0qWLfHx8FBsbq5IlSyo2NlZt27bVRx99lBIZAQBIEX/88Yfat2+vPXv2mLVZs2apdevWDBsEgFTWrFmzRO1ns9kUGxubsmEAAACAdCTJTQBXV1dNmzZNAwcO1G+//aZr166pbNmyKlq0aErkAwAg2cXFxWn8+PHq37+/oqKiJEkZMmTQ4MGD1a9fPxoAAGCBuLg4qyMAAAAgHeGz/T1JbgJs3rxZ1atX19NPP62nn346JTIBAJBiwsLCFBgYqHXr1pm1EiVKKDQ0VOXLl7cwGQAAAAAAQPJLchOgbt26yp8/v9q0aaN27dqpZMmSKZELAIBkZRiGQkND1a1bN0VGRpr1Hj16aOTIkcqYMaOF6QAA/3X9+nVt2LBBYWFhio6Otruve/fuFqUCAACAo2AcwD1JbgKcPn1a8+fP17x58/Txxx+rdOnSev3119WmTRs99dRTKZERAIBksXjxYrMB4OPjo5CQENWtW9fiVACA/9q7d68aN26sGzdu6Pr168qZM6ciIiKUKVMmeXl50QQAAAAAksApqQd4enqqa9eu2rJli44eParXXntNM2fOlK+vL39IAQCkWTabTVOnTlXu3LnVvn177d+/n3+3ACCN6tmzp5o2bapLly4pY8aM2r59u06ePKny5cvr008/tToeAAAAHICTzZYqmyNIchPg3woWLKh+/frp448/lp+fnzZs2JBcuQAAeCzXrl3T3r177Wre3t7av3+/Zs2apezZs1sTDADwUPv27VPv3r3l5OQkZ2dnRUVFycfHR2PGjNGHH35odTwAAADAoTxyE2DLli169913lTdvXrVt21alSpXSihUrkjMbAACPZPPmzSpTpowaNWqkiIgIu/vy5MljUSoAQGK5uLjIyenORxUvLy+FhYVJkrJly6a///7bymgAAABwEDZb6myOIMlNgP79+6tgwYKqW7euwsLCNH78eIWHhys0NFQvvPBCSmQEACBRoqKi1K9fP9WsWVPHjh3T2bNn1bNnT6tjAQCSqGzZstq1a5ckqVatWho0aJDmzJmjHj16qFSpUhanAwAAABxLkhcG3rhxo/r27auWLVvK09MzJTIBAJBkBw4cULt27bR//36zVq1aNQUHB1sXCgDwSEaOHKmrV69KkkaMGKGAgAB17txZRYsW1YwZMyxOBwAAAEdgc5TL9FNBkpsAW7ZsSYkcAAA8ktjYWI0dO1YfffSRoqOjJd2ZRmLo0KHq27evnJ2dLU4IAEiqChUqmF97eXlp1apVFqYBAAAAHFuimgDLly9Xo0aN5OLiouXLlz9w35deeilZggEA8DDHjx9Xhw4dtGnTJrNWqlQphYaGyt/f37pgAAAAAADAUgwEuCdRTYBmzZopPDxcXl5eatas2X33s9lsio2NTa5sAADcV3R0tGrUqKFTp05JuvNvUJ8+fTRs2DC5ublZnA4A8DgKFiz4wOHbx44dS8U0AAAAgGNLVBMgLi4uwa8BALCKq6urRowYocDAQPn6+mrmzJmqWbOm1bEAAMmgR48edrdv376tvXv3atWqVerbt681oQAAAOBQnBgKYErymgCzZs1Sq1at4l1lGR0drfnz5ysgICDZwgEA8G+xsbF2c/wHBATo+vXrateunbJmzWphMgBAcnrvvfcSrE+aNEm//PJLKqcBAAAAHJtTUg8ICgrSlStX4tWvXr2qoKCgZAkFAMC/XblyRYGBgXrrrbfs6jabTe+++y4NAAB4QjRq1EiLFy+2OgYAAAAcgM2WOpsjSPJIAMMwEpyf859//lG2bNmSJRQAAHetX79eHTp0UFhYmKQ7C9C//PLLFqcCAFhh0aJFypkzp9UxAAAAAIeS6CZA2bJlZbPZZLPZVK9ePWXIcO/Q2NhYHT9+XC+88EKKhAQAPHlu3bqlAQMGaOzYsWYtS5YsunXrloWpAACp4e5nj7sMw1B4eLjOnz+vyZMnW5gMAAAAjiKhC9mfVIluAjRr1kyStG/fPjVs2FAeHh7mfa6urvL19dUrr7yS7AEBAE+evXv3ql27dvrjjz/MWq1atRQSEiJfX1/rggEAUsXLL79s96HNyclJuXPnVu3atVW8eHELkwEAAACOJ9FNgMGDB0uSfH191apVK7m7u6dYqPQu/OASRV09bXUMAEhzYmJiNHr0aAUHBysmJkaS5ObmppEjR6pHjx5yckryUjYAAAcUHBxsdYSH2vfDGKsjAIAkyTsg1OoIACBJujK3vdUR7PAXhHuSvCZAhw4dUiLHE+XIpuHm1xlcPR6wJwA8OS5evKgmTZpo+/btZs3f31+hoaEqVaqUhckAAKnN2dlZZ86ckZeXl139woUL8vLyUmxsrEXJAAAA4CiYDuieRDUBcubMqcOHD8vT01M5cuR44Bt48eLFZAuXXsVEXzO/LlJzoIVJACDtyJ49uznVnJOTk/r166fBgwfL1dXV4mQAgNRmGEaC9aioKP5dAAAAAJIoUU2Azz//XFmyZDG/pouSPNyy5FOe4s2tjgEAaYKTk5NmzJihFi1aaPz48apatarVkQAAqeyLL76QdOeqra+//tpuHbLY2Fht3LiRNQEAAACQKE78CduUqCbAv6cACgwMTKksAIAnyMKFC+Xl5aVatWqZNR8fH+3cuZNmMwA8oT7//HNJd0YCTJkyRc7OzuZ9rq6u8vX11ZQpU6yKBwAAADikJK8JsGfPHrm4uMjPz0+StGzZMn3zzTcqWbKkgoODGZ4LAHigS5cuqWvXrpo7d658fHx04MABZcuWzbyfBgA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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:41,606 INFO:Ensemble on Dataset e - Loss: , Acc: 86.28%, AUCROC: 0.9159312798001968, F1 Score: 0.7086\n", "2025-03-07 01:57:41,758 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:41,831 INFO:Ensemble on Dataset f - Loss: , Acc: 92.61%, AUCROC: 0.9433002912162074, F1 Score: 0.2417\n", "2025-03-07 01:57:41,989 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:42,064 INFO:Ensemble on Dataset g - Loss: , Acc: 97.62%, AUCROC: 0.9997736666666667, F1 Score: 0.9767\n", "2025-03-07 01:57:42,212 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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vvvO+fPLJJ/fc59/Gjx9vSDLmzJlj1mJiYozAwEDDy8vLiIqKMgwj6T+Hf7/2nTt32j3Xf8+B7/jv63/ppZeMZ5555r657zzH8ePHDcMwjHPnzhlubm5GvXr17M4dJ02aZEgyZs6cafd8kozZs2ebtejoaCNPnjxG8+bN7/u8d15H48aNjdjYWCNPnjzG8OHDDcMwjAMHDhiSjA0bNiT6HiR2Tjp//nxDkrFx40az9tFHH9m9tn+TZDg5ORm///57ovf997NHv379DCcnJ2Pjxo3GokWLDEnG+PHjH/gau3fvbkiy+x28cuWKUbBgQcPf3998j9etW2dIMooXL25ER0eb+06YMMGQZOzfv/++z9OkSRPD09PTOHXqlFn7888/DRcXlySfSwPIWJgOCECamjx5stasWWO3ff/99wn2a9mypd0V7HeuUL4ztU2mTJnk5uam9evX33NY8Jo1a3Tp0iW1bt1akZGR5ubs7KxKlSpp3bp1CY558803zX9nz55dTz/9tDJnzqwWLVqY9aefflrZs2e3m2bnjrfeesvu6pWOHTvKxcVFK1euvOd7smjRIhUvXlzFihWzy1m7dm1JSjTnf127dk25c+dW7ty5VaRIEfXu3VtVqlTRsmXL7K6UunLliiTd9+qmO/dFRUXZ/f+kXBF1L1FRUY90/IN06NAhwRU5LVu21Llz57R+/XqztnjxYsXHx6tly5aSbg/r/emnn9SiRQtduXLFfO/Pnz+v+vXr688//9SpU6fu+bwrV66Us7Ozunbtalfv1auXDMNI8Ltdt25duyu6SpUqpaxZsyb6u5RcXl5eku7+jN3d3eXkdPs/83FxcTp//ry8vLz09NNPa/fu3Ul6zEyZMpn/vnbtmiIjI1W5cmUZhqE9e/aY+6TG32JSrF27VrGxsXr33Xft6l26dHmoxwMAwJFwXp3Qo5xXJ/ecd+XKlcqTJ49at25t1lxdXdW1a1ddvXo1wbSUD/o5pITs2bPr77//TjDd0/38+OOPiomJUffu3c1zR+n2+XXWrFkTTGPj5eVlt0aVm5ubKlasmKzX4ezsrBYtWmj+/PmSbi8I7OfnZ74n//Xvc9KbN28qMjJSzz33nCQl+bxWkmrUqKESJUokad8hQ4bomWeeUfv27fXuu++qRo0aCc75E7Ny5UpVrFhRVatWNWteXl566623dOLECR04cMBu/5CQELm5uZm3k/J7ERcXpx9//FFNmzZVvnz5zHqRIkWSPBoDQMbDdEAA0lTFihWTtIDZk08+aXf7zgnznQ8m7u7u+vDDD9WrVy/5+vrqueee0wsvvKCgoCDlyZNH0u0hvZLMk/7/ypo1q91tDw+PBMMns2XLpieeeCLBkONs2bIl+iGpaNGidre9vLyUN2/eBHNu/tuff/6pgwcP3nPo5p0Fwu7Hw8PDnOrn77//1pgxY3Tu3Dm7E2bp7oeaK1eu3HPBsf82Cu68T/c75kGyZs1qPm5q+O/wcUlq0KCBsmXLpoULF6pOnTqSbk8FVKZMGT311FOSpCNHjsgwDA0cOFADBw5M9LHPnTun/PnzJ3rfyZMnlS9fvgQfFosXL27e/2///b2Wbv9uJ2V+2we5evWqpLs/t/j4eE2YMEFTpkzR8ePH7eYuTerUQ+Hh4Ro0aJCWL1+eIOPly5clpc7fYlLdeX+LFCliV8+ZM6fdh2wAANIjzqsTepTz6n+f8ybFyZMnVbRoUbsvzqWknwf+9+eQEt5//339+OOPqlixoooUKaJ69eqpTZs2qlKlyj2PuZPz6aeftqu7ubmpUKFCCV5HYj/DHDlyaN++fcnK2qZNG3366af69ddfNW/ePLVq1eqe0zxduHBBQ4cO1YIFCxL8DO+ckyZFYp8Z7sXNzU0zZ85UhQoV5OHhoS+//DJJc+2fPHlSlSpVSlD/9+/FnWlJpYf7vTh37pxu3LiR4BxYSnheDAB30AQA8Fi61zyLxr8WW+3evbuaNGmipUuXavXq1Ro4cKBGjx6tn376Sc8++6zi4+Ml3Z6/9M4HmH9zcbH/n8B7PWdSsjyK+Ph4BQQEmPNN/pefn98DH8PZ2Vl169Y1b9evX1/FihXT22+/bbfAbfHixbV06VLt27dP1atXT/Sx7pzA37lK5s5Cvvv377/n1TkPUqxYMe3du1cxMTF2V7ok170W4fpvs0O6/YG2adOm+uabbzRlyhSdPXtWW7Zs0ahRo8x97vyO9O7dO9FFyKSUPZFOzd+l3377TT4+PuYH2FGjRmngwIF6/fXXNXz4cOXMmVNOTk7q3r27+brvJy4uTs8//7wuXLig999/X8WKFVPmzJl16tQpBQcH2z1GSv8tAgCAlMN59V33O6/+9zlvaniU136vL5/j4uLsHrd48eI6dOiQvvvuO61atUpLlizRlClTNGjQIA0dOvThgv9HSv0MK1WqpMKFC6t79+46fvz4fdcsaNGihbZu3ao+ffqoTJky8vLyUnx8vBo0aJCk89o7EvvMcD+rV6+WdHv0wZ9//pmsJkJSpfbfBADcwaduAA6tcOHC6tWrl3r16qU///xTZcqU0dixYzVnzhxz2hUfHx+7L8hT059//qlatWqZt69evaozZ86oUaNG9zymcOHC+vXXX1WnTp0kXV2SFHnz5lWPHj00dOhQbd++3Rwu+8ILL2j06NGaPXt2ok2AuLg4zZs3Tzly5DCvGGrSpIlGjx6tOXPmPHQToEmTJtq2bZuWLFliN2T6XnLkyKFLly7Z1WJiYnTmzJlkPW/Lli01a9YsrV27VgcPHpRhGOZUQJJUqFAhSbeHbj/M70iBAgX0448/6sqVK3ajAf744w/z/rSwbds2HT161G5o9uLFi1WrVi3NmDHDbt9Lly6ZC6VJ9/5QuX//fh0+fFizZs2yW0j634sP/1tK/S0m52/gzvt75MgRuw9l58+fT9Gr6gAAyAgy+nn1U089paefflrLli3ThAkTzKkW76VAgQLat2+f4uPj7UYDpMZ5YGLnxtLtq8rvnM/ekTlzZrVs2VItW7ZUTEyMmjVrppEjR6pfv37y8PBI9HVI0qFDh+weKyYmRsePH0/Vn3fr1q01YsQIFS9eXGXKlEl0n4sXL2rt2rUaOnSoBg0aZNbvjE75t5T6LCXdvjBq2LBhCgkJ0d69e/Xmm29q//79ypYt232PK1CggA4dOpSgnpK/Fz4+PvLw8NCRI0cS3JdYDQAkiTUBADik69ev6+bNm3a1woULK0uWLIqOjpZ0+2r4rFmzatSoUbp161aCx/jnn39SPNe0adPsnuuzzz5TbGzsfedmbNGihU6dOqXp06cnuO/GjRu6du3aQ2Xp0qWLPD099b///c+sVa5cWXXr1tWXX36p7777LsEx/fv31+HDh/Xee++ZV8oEBgaqQYMG+uKLL7R06dIEx8TExKh37973zfLOO+8ob9686tWrlw4fPpzg/nPnzmnEiBHm7cKFC2vjxo12+0ybNu2eIwHupW7dusqZM6cWLlyohQsXqmLFinZfFvv4+KhmzZr6/PPPE20wPOh3pFGjRoqLi9OkSZPs6p988olsNluazMl58uRJBQcHy83NTX369DHrzs7OCa4gWrRoUYI1DjJnzixJCT5Y3rkq6d+PYRiGJkyYYLdfSv8t3itPYurUqSMXFxd99tlndvX//jwAAMC9cV5919ChQ3X+/Hm9+eabio2NTXD/Dz/8YJ5DN2rUSBEREVq4cKF5f2xsrCZOnCgvLy/VqFHjga8xqQoXLqzt27crJibGrH333Xf666+/7PY7f/683W03NzeVKFFChmEk+nOTbp8vu7m56dNPP7U775sxY4YuX76sxo0bp9jr+K8333xTgwcP1tixY++5T2LnpJI0fvz4BPsm5zzyfm7duqXg4GDly5dPEyZMUGhoqM6ePasePXo88NhGjRppx44d2rZtm1m7du2apk2bJn9//ySvSXA/d0aBL126VKdPnzbrR44cSXRdEACQGAkAII19//335lUQ/1a5cuUEV7Hcz+HDh1WnTh21aNFCJUqUkIuLi7755hudPXtWrVq1knR7Xs/PPvtM7dq1U9myZdWqVSvlzp1b4eHhWrFihapUqZLiXxbGxMSYuQ4dOqQpU6aoatWqevHFF+95TLt27fTVV1/pnXfe0bp161SlShXFxcXpjz/+0FdffaXVq1cnab7X/8qVK5dCQkI0ZcoUHTx40JyHcvbs2apTp45eeukltWnTRtWqVVN0dLS+/vprrV+/Xi1btrT7MvnOMfXq1VOzZs3UpEkT1alTR5kzZ9aff/6pBQsW6MyZM/r444/vmSVHjhz65ptv1KhRI5UpU0Zt27ZVuXLlJN1ezGv+/PkKDAw093/zzTf1zjvvqHnz5nr++ef166+/avXq1XZXsCeFq6urmjVrpgULFujatWuJZpw8ebKqVq2qgIAAdejQQYUKFdLZs2e1bds2/f333/r111/v+fhNmjRRrVq11L9/f504cUKlS5fWDz/8oGXLlql79+52iwCnhN27d2vOnDmKj4/XpUuXtHPnTi1ZskQ2m01hYWEqVaqUue8LL7xgXr1UuXJl7d+/X3Pnzk3wd1a4cGFlz55dU6dOVZYsWZQ5c2ZVqlRJxYoVU+HChdW7d2+dOnVKWbNm1ZIlSxJcYZ/Sf4t3fi+6du2q+vXry9nZ2Xyc//L19VW3bt00duxYvfjii2rQoIF+/fVXff/99/L29k7Rq8EAAHjccF6d0KOeV7ds2VL79+/XyJEjtWfPHrVu3VoFChTQ+fPntWrVKq1du1bz5s2TdHvh4s8//1zBwcHatWuX/P39tXjxYm3ZskXjx49P8gLDSfHmm29q8eLFatCggVq0aKGjR4/ajdC4o169esqTJ4+qVKkiX19fHTx4UJMmTVLjxo3vmSd37tzq16+fhg4dqgYNGujFF1803+8KFSrYjTRNaQUKFNCQIUPuu0/WrFlVvXp1jRkzRrdu3VL+/Pn1ww8/6Pjx4wn2vXM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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:42,281 INFO:Ensemble on Dataset h - Loss: , Acc: 92.00%, AUCROC: 0.9990904444444445, F1 Score: 0.9259\n", "2025-03-07 01:57:42,427 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:42,496 INFO:Ensemble on Dataset i - Loss: , Acc: 99.80%, AUCROC: 0.9999855555555555, F1 Score: 0.9980\n", "2025-03-07 01:57:42,642 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:42,711 INFO:Ensemble on Dataset j - Loss: , Acc: 49.85%, AUCROC: 0.25344022222222223, F1 Score: 0.0812\n", "2025-03-07 01:57:42,860 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:42,930 INFO:Ensemble on Dataset k - Loss: , Acc: 52.03%, AUCROC: 0.6153003333333333, F1 Score: 0.0846\n", "2025-03-07 01:57:43,080 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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HS5KcnZ01ZswY9ejRQ3Z2rC0KAAAAJHrsCWBGEQAAAABJkhEZoT3+tRR4dV+0/Z6Zyqic7x8vXOv/eWfPnlWrVq20e/duc1uJEiXk7++vQoUKvXZmAAAAALA2igAAAABIMgzD0LXjy3X7/B+6enRBjOPe8vtTnhlLxPn5Hz58qAMHDkiS7OzsNGDAAA0ePFhOTk6vnBkAAACADTATwIwiAAAAABK1yPBQHVjRVIFX9790s9+yrX9X6ixvvfKxChcurFGjRmn69OmaP3++ypcv/8rPBQAAAACJAUUAAAAAJFqGEamNX6d96bjan9+Vnb1jnJ//119/Ve3ateXs7Gxu69Wrlzp16qQUKVLE+fkAAAAAJBJxWBY0uWNOBAAAABKle//u0W9fpYyh16QSTZapSucTqjsgJM4FgLt376ply5Zq0KCBhgwZYtFnb29PAQAAAABI6kx21rklAcwEAAAAQKISev+mtnyXM9q+2p/fkZ39663Pv3HjRrVt21ZXrlyRJI0bN05t2rRRgQIFXut5AQAAACAxoggAAAAAmwu6fkjnd4/X9RM/xTimWvezr1UAePDggfr166fJkyeb21KlSqUpU6Yof/78r/y8AAAAABIhlgMyowgAAAAAmzmx8XNd2j/1hWOKvDdbmQo1fa3j7Nu3T61atdKpU6fMbbVr19bs2bOVJUuW13puAAAAAEjMKAIAAADA6gwj8gXr/T/hU66H8tUY9VrHefz4sUaNGqWRI0cqIiJCkuTq6qpx48apc+fOsrNLGmt4AgAAAIijJLJevzVQBAAAAIBVndw8SBd2T4i2r0DdCcpQoLGcXNPEy7FmzJihYcOGme+XKVNG/v7+ypcvX7w8PwAAAAAkdhQBAAAAYDWntw6PtgBQpfMJuXpmjffjdejQQbNnz9bhw4c1aNAgffHFF3J0dIz34wAAAABIZNgTwIwiAAAAABLc3cs7tHdB3Sjt9k7uqtn7mkzxdIL+8OFDubq6mu87Ojpq4cKFCg4OVpkyZeLlGAAAAACQlLAwEgAAABJMxOMHOvprx2gLANW6n1Wtz67HSwHAMAwtWLBA2bNn16FDhyz68ufPTwEAAAAAeMOYTCar3JICZgIAAAAgQYSH3demb72j7Stc/wc5p4i+L65u376tjh07asWKFZKkVq1aaf/+/XJxcYmX5wcAAACApIwiAAAAAOLNnUt/6uiadnJLm0d3LmyJ0p+rYn/lrvJlvB1v3bp1+uSTT3T9+nVzW4kSJfT48WOKAAAAAMAbLKlcpW8NFAEAAADw2h4FX9XWyXn/c/9KlDHVe1yUk1vaeDleSEiI+vTpo+nTp5vb0qRJo+nTp6tJkybxcgwAAAAASA4oAgAAAOC1REaEWRQAolO7723ZOTjHy/F27dql1q1b6+zZs+a2evXqadasWcqYMWO8HAMAAABAEsdEADOKAAAAAHglhmHoxIZeunzwxyh9ZVquU8qMpWRn5xBvX/5L0uTJk9WjRw9FRkZKktzc3DR+/Hh16NCB6b4AAAAAEA2KAAAAAHgl+5c0iLLuv52Dq2r3vZVgxyxXrpz5y/7y5ctr/vz5yp07d4IdDwAAAEDSxEVCz1AEAAAAQKzdOrNBB5Y3jrYvXc7aKtl0ZYIev0yZMho+fLgk6fPPP5eDA6ezAAAAAPAifGoCAABArJzb9a1ObxkSbV/1npfk5JomXo934cIFjR8/XuPHj7f4sv+LL76I1+MAAAAASH6YCfAMRQAAAAC8UNiDW9o8KUeM/dW6nY3XAoBhGJo7d6569Oih4OBgpU+fXoMGDYq35wcAAACANwlFAAAAAEQr4vED/f6NV7R9JT9cqfS568b7MW/evKkOHTpo9erV5rb58+erb9++cnFxiffjAQAAAEiemAnwDEUAAAAAmBmREfptrOcLx5Ru/ovS5qge78des2aN2rdvr5s3b5rb2rZtq4kTJ1IAAAAAAIBXRBEAAAAAkqTgm8e0c9ZbMfZ75X1XJRoviffjBgUFqVevXpo9e7a5LX369JoxY4YaNmwY78cDAAAAkPwxE+AZigAAAABvMMOIVPCNo9o1p2KMY7KU+FiF3v4uQY6/bds2tWnTRhcuXDC3vffee5o5c6a8vKJfiggAAAAAEHsUAQAAAN5AhmHot688XjimTv/gBL96ZvXq1eYCgLu7uyZNmqS2bdty1Q4AAACA18NHCjOKAAAAAG+IsId3dH73BF3YPeGF4wq+/Z0yFWlplS/iR40apfXr1ytt2rSaN2+ecuTIkeDHBAAAAIA3CUUAAACAZO7elX3aM//FG/mmylJeWUt8okyFmydYjoiICB08eFClS5c2t7m4uGjjxo3y9vaWvb19gh0bAAAAwJuF2cXPUAQAAABIxnbMekshN4/F2O+WOpcqtt8nO3unBM1x9uxZ+fr66sCBAzpw4IAKFChg7suUKVOCHhsAAAAA3mQUAQAAAJKp/Uvej7YAkD73Oypcf4qc3NIneAbDMDRz5kz17t1b9+/flyT5+flp9+7dXJkDAAAAIMHweeMZigAAAADJSGRkuA7/3Fo3T/0Spa9081+UNseLlwWKT9evX1e7du20du1ac1vOnDk1fvx4TsgBAAAAwEooAgAAACQTkRGPtXFc6mj7Knc8IrfUOa2WZeXKlfr00091+/Ztc1uHDh307bffyt3d3Wo5AAAAALyZuPDoGYoAAAAASVzAuU36a+n7MfZX73lJTq5prJLl3r176t69u/z9/c1t3t7emjVrlurXr2+VDAAAAACAZygCAAAAJEGPgq9qj38tPQq8FOOYOv2DZDLZWTGV1LBhQ23dutV8v3Hjxpo2bZrSpUtn1RwAAAAA3mzMBHiGIgAAAEASEhpyQ1u+z/XCMe7pCqhs641WLwBI0ogRI1S1alV5eHho8uTJatWqFSffAAAAAGBDFAEAAACSiOsnftLhVb4x9hdvvFjeeRtYMZEUGRkpO7tnxYbKlStr5syZql27trJly2bVLAAAAABgxrVIZhQBAAAAErmwBwHa8l0uGUZElL5clQbIp2x3OTh7WDVTeHi4Ro8ere3bt2v9+vUWhYBPPvnEqlkAAAAAADGjCAAAAJAIBd88pv2LGyjswa1o+7OV7qwCtcdZOdUTp06dUuvWrbV3715J0sSJE9W7d2+bZAEAAACA6LAs6TMUAQAAABIRw4jUb1+lfOGYsq1/V+osb1kp0TOGYWjq1Knq27evHj58KEmyt7c3/zcAAAAAIPGhCAAAAJBIhD24pc2TcsTYn6Hghyry7nTZ2TtZMdUTV65c0ccff6zffvvN3JY3b17Nnz9f5cqVs3oeAAAAAHgRZgI8QxEAAADAhiIjwnR8fQ9dOeIfbX+xhvPkna+hTHb2Vk72zJIlS9S5c2fdvXvX3NalSxeNGzdObm5uNssFAAAAAHg5igAAAAA2cmxdF105PC/G/jr9g2169UpERIRatWqlJUuWmNsyZcqkOXPmqE6dOjbLBQAAAAAvw0yAZ+xsHQAAAOBNcvfyTh1Z84k2jHGPsQDg5JZOdQeE2Pyk1d7eXilTPtufoHnz5jp69CgFAAAAAAB4RVOmTJGPj49cXFxUrlw57d2794XjJ06cqHz58snV1VVZs2ZVr1699OjRozgdk5kAAAAACcgwDF0++KMu7puqB3dOv2CkSZU7HpZb6pxWyxYb3377rQ4ePKjevXurefPmto4DAAAAALGTCCcCLF26VL1799a0adNUrlw5TZw4UXXr1tXJkyfl5eUVZfyiRYvUv39/zZ49WxUqVNCpU6fk5+cnk8mk8ePHx/q4FAEAAAASgGEY2reonu5e2v7SsdW6n5VzCm8rpHqx3bt3699//1WTJk3Mbe7u7tqzZ4/NZyUAr+PAgQNydHRUkSJFJEmrV6/WnDlzVLBgQQ0dOlROTtbfbBsAAABvnvHjx6t9+/Zq27atJGnatGlau3atZs+erf79+0cZv3PnTlWsWFEtW7aUJPn4+KhFixbas2dPnI7LckAAAADxKOjGUW0Y467fvvJ4YQGgSIMfVf7jnarTP9jmBYDHjx9r0KBBqlixotq2batz585Z9FMAQFL36aef6tSpU5Kkc+fOqXnz5nJzc9Py5cv1+eef2zgdAAAAEoLJZLLKLTQ0VEFBQRa30NDQKHnCwsL0119/qVatWuY2Ozs71apVS7t27Yr2NVSoUEF//fWXecmgc+fOad26dXrnnXfi9F4wEwAAAOA1hD28oyOr2yrw2l8Kf3TvhWNLNv1ZaX2qys4+8Vx1fPz4cbVu3VoHDhyQJIWEhGj8+PGaPHmyjZMB8efUqVMqXry4JGn58uWqUqWKFi1apB07dqh58+aaOHGiTfMBAAAg6RozZoyGDRtm0TZkyBANHTrUoi0gIEARERHy9ra8CMzb21v//PNPtM/dsmVLBQQEqFKlSjIMQ+Hh4erYsaO++OKLOGWkCAAAAPAKbl/Yov2L333pOHsnd9XoeVl29o5WSBV7kZGR+u6779S/f3/zVSoODg4aMmRItNNQgaTMMAxFRkZKkn7//Xe9++6Tv92sWbMqICDAltEAAACQQKw1o3nAgAHq3bu3RZuzs3O8PPeWLVs0evRoTZ06VeXKldOZM2fUo0cPjRgxQoMGDYr181AEAAAAiKXQkOuKjAjTtqkFXzq26PtzlLHgh1ZIFXeXLl2Sn5+fNm/ebG4rUKCA/P39VapUKRsmAxJG6dKlNXLkSNWqVUtbt27VDz/8IEk6f/58lCuxAAAAgLhwdnaO1Zf+6dKlk729vW7cuGHRfuPGDWXIkCHaxwwaNEitW7dWu3btJElFihTR/fv31aFDBw0cOFB2drFb7Z8iAAAAQAwMI1I3/vlZh1e1eenYjIWaKX/tr+XkmsYKyV6NYRjy9/dXt27dFBQUZG7v2bOnRo8eLVdXVxumAxLOxIkT9dFHH2nVqlUaOHCgcufOLUlasWKFKlSoYON0AAAASAiJbW8zJycnlSpVSps2bVLDhg0lPZmhvWnTJnXt2jXaxzx48CDKF/329vaSnny+iy2KAAAAAM8xDEO3z2/SX0sbvnRsOd8/lCpz2YQPFQ9CQkI0YMAAcwEga9asmjt3rmrUqGHjZEDCKlq0qI4ePRql/euvvzZ/iAIAAAASWu/evdWmTRuVLl1aZcuW1cSJE3X//n21bdtWkuTr66vMmTNrzJgxkqQGDRpo/PjxKlGihHk5oEGDBqlBgwZxOo+lCAAAACDpYeAlXTmyQGe3j37hOFfP7EqZobjCHgSozEfrE93VJS/i4eGh2bNn6+2335avr68mTZqkVKlS2ToWYDVhYWG6efOmeX+Ap7Jly2ajRAAAAEgoifGzWrNmzXTr1i0NHjxY169fV/HixbV+/XrzEpWXLl2yuPL/yy+/lMlk0pdffqkrV64offr0atCggUaNGhWn45qMuMwbSAaCgoLk6empwMBApUyZ0tZxAACADUQ8fqA7l7YrMvyRrh1fphv/rHrpY95qs1WemZLWevnBwcF69OiR0qdPb9F+6NAhFS9e3DahkKwl1nPtU6dO6ZNPPtHOnTst2g3DkMlkUkRERJyf07VE9FO2AcDa7u6bbOsIACBJcklkl5tn+vQnqxzn6vRGVjnO60hkPxoAAID4ZxiG/j08V8f/1032jikU8fh+rB9bqN5kZSrykezsHRMwYfzbvn27fH19lT9/fq1du9biKhgKAHjTtG3bVg4ODvr111+VMWPGRHlVGAAAAOIZp3xmFAEAAECyZBiGAs5u0IHlTSzaX1YASJ+nvrKX6ay02asmZLwEExoaqiFDhmjcuHEyDEPnz5/XzJkz1aFDB1tHA2zm0KFD+uuvv5Q/f35bRwEAAACsjiIAAABIViIjHuvfw3N1YkOvl45Nm6OmUmetKEeXVMpUuLkcnBPP8iWv4ujRo2rVqpWOHDlibqtYsaJq1aplw1SA7RUsWFABAQG2jgEAAAArYvbnM3YvH5KwpkyZIh8fH7m4uKhcuXLau3fvC8dPnDhR+fLlk6urq7JmzapevXrp0aNHVkoLAAASK8MwFHzzmDaOSx1jAcDFI7MqfXpYdQeEqO6AEJVuvlq5Kn6ubKU6JOkCQEREhL7++muVLl3aXABwdHTUV199pa1btypnzpw2TgjY1tixY/X5559ry5Ytun37toKCgixuAAAAQHJm05kAS5cuVe/evTVt2jSVK1dOEydOVN26dXXy5El5eXlFGb9o0SL1799fs2fPVoUKFXTq1Cn5+fnJZDJp/PjxNngFAAAgMbh/54y2Ty8eY3+Jxkvklfdd6wWyovPnz6tNmzb6888/zW1FihSRv7+/ihUrZsNkQOLxdDZMzZo1LdpfZ2NgAAAAJG7MBHjGpkWA8ePHq3379mrbtq0kadq0aVq7dq1mz56t/v37Rxm/c+dOVaxYUS1btpQk+fj4qEWLFtqzZ49VcwMAgMTjwb0LMRYAKrbbK/f0Ba0byIouXbqkokWLKiQkRNKTk9w+ffpoxIgRcnZ2tnE6IPHYvHmzrSMAAAAANmOzIkBYWJj++usvDRgwwNxmZ2enWrVqadeuXdE+pkKFClqwYIH27t2rsmXL6ty5c1q3bp1at25trdgAAMDGwsNC9Pf/uink1nGF3Po72jEF6k5QtpLtrZzM+rJly6b3339fCxculI+Pj+bPn6/KlSvbOhaQ6FStmjQ3+gYAAMCrYybAMzYrAgQEBCgiIkLe3t4W7d7e3vrnn3+ifUzLli0VEBCgSpUqyTAMhYeHq2PHjvriiy9iPE5oaKhCQ0PN91nzEwCApOnywdk6vr77S8fV6R/8Rp3sTZ48WRkyZNCQIUPk4eFh6zhAovXnn39q+vTpOnfunJYvX67MmTPL399fOXLkUKVKlWwdDwAAAEgwNt8YOC62bNmi0aNHa+rUqTpw4IB++uknrV27ViNGjIjxMWPGjJGnp6f5ljVrVismBgAAr+vu5Z3aMMb9pQWALMX9VHdASLItAAQGBsrPz09LliyxaE+VKpW++eYbCgDAC6xcuVJ169aVq6urDhw4YL5IKDAwUKNHj7ZxOgAAACQIk5VuSYDNZgKkS5dO9vb2unHjhkX7jRs3lCFDhmgfM2jQILVu3Vrt2rWT9GTTu/v376tDhw4aOHCg7Oyi1jQGDBig3r17m+8HBQVRCAAAIJEzDEO751ZV0PUDMY5J41NNRRvMkpNbOpns7K2Yzvq2bNmiNm3a6NKlS1q9erUqV66szJkz2zoWkGSMHDlS06ZNk6+vr0UhrWLFiho5cqQNkwEAAAAJz2ZFACcnJ5UqVUqbNm1Sw4YNJUmRkZHatGmTunbtGu1jHjx4EOWLfnv7Jx/6DcOI9jHOzs5sjAcAQBJy68x6HVjeJMb+Kp3+lmuq7FZMZDuPHj3SwIEDNX78eHNbRESE/v77b4oAQBycPHlSVapUidLu6empe/fuWT8QAAAAElxynSX+KmxWBJCk3r17q02bNipdurTKli2riRMn6v79+2rbtq0kydfXV5kzZ9aYMWMkSQ0aNND48eNVokQJlStXTmfOnNGgQYPUoEEDczEAAAAkPRHhj/T71+leOKZ4o0XyytvgjTmRO3jwoFq1aqXjx4+b26pVq6a5c+cqe/Y3owgCxJcMGTLozJkz8vHxsWjfvn27cubMaZtQAAAAgJXYtAjQrFkz3bp1S4MHD9b169dVvHhxrV+/3rxZ8KVLlyyu/P/yyy9lMpn05Zdf6sqVK0qfPr0aNGigUaNG2eolAACA13R2xzid2TY8xv46/YNkMiWpbYxeS3h4uMaOHauhQ4cqPDxc0pOZjaNHj1bPnj2jXf4QwIu1b99ePXr00OzZs2UymXT16lXt2rVLffr00aBBg2wdDwAAAAngTbmALDZMRkzr6CRTQUFB8vT0VGBgoFKmTGnrOAAAvLFuX9yq/Yvqx9hfttVvSp21ghUT2d7FixfVokUL7dq1y9xWvHhxLViwQIUKFbJhMiB2Euu5tmEYGj16tMaMGaMHDx5IelJc69Onj0aMGPFKz+laIvolTPFmqlgyl3r51lLJgtmUMb2nmvaaoV+2HHnhYyqXyqOxnzVSwVwZ9O/1e/rqx/Va8MseizGfNq2iXm1qyjttSh09dUW9xy7X/r8vJuRLQRJ0d99kW0dAIrNk0ULNmzNLAQG3lDdffvX/YpCKFC0a4/jfNvxPU76fpKtXrihbdh/17N1HlatUNfcbhqGpk7/TTyuWKzg4SMVLlNTAwUOVPbuPFV4NkhIXm15uHlX27r9Y5TgXv2tgleO8Di4lAwAAVhF47YA2jHHX799m0IYx7tEWAFJlLqc6/YNVd0DIG1cAkCQXFxedPn1akmRnZ6eBAwdqz549FACA12QymTRw4EDduXNHx44d0+7du3Xr1i0NGTJEV69etXU8JAMpXJ119NQV9RyzNFbjs2dKq5+/76ht+0+pXPOvNHnRZv0wuKVqlS9gHtOkTkmN/ewDjZr+P5VvOVZHTl3RmqldlD61e0K9DADJwPr/rdM348bo085dtGT5z8qXL786ffqJbt++He34QwcPqH/fz/RBoyZaumKVqteoqZ7duuj06VPmMXNmzdTihf76cshQLVi8TK6ururU4ROFhoZa62UBr8RkMlnllhRQBAAAAAnu8oEftXvuk005I8JCoh1TrdtZlfPdlGROohKCt7e3ZsyYody5c2v79u0aOXKknJycbB0LSDacnJxUsGBBlS1bVu7u7vr777+VNWtWW8dCMvDbjuMaNvVXrdn84qv/n2rfpJIuXLmt/uN/1snzNzRt6Tb9vOmQun1U3Tyme6samvPTTvmv2a1/zl1Xt1FL9PBRmNo0LJ9QLwNAMuA/b44aNWmqhh80Vq7cufXlkGFycXHRqp9WRjt+4YL5qlCpsvw+bqecuXKpa/eeKlCwoJYsWiDpySyAhf7z1f7TTqpeo5by5suvkWPG6dbNm/pj0+/WfGlAnFEEeIYiAAAASFD3ruzV8Q09o7S7pc4tSSry7kzV6RcoZ3dvKyezvZUrVyogIMCi7YMPPtCxY8dUvjxf8gBAclWuWA5t3nPSom3jzhMqVzSHJMnRwV4lCmTVH/8ZYxiG/thzUmX/fwwAPO9xWJhOHP9bb5V/NqPWzs5Ob71VQUcOH4z2MUcOHdJbb1med1aoWElHDh2SJF35918FBNxSubeePaeHh4eKFC0W43MCSHwS2UpNAAAgObh3ZZ8u/TVd1/5eEqWvdItfldanmvVDJSJ3795Vly5dtHjxYjVp0kTLli2zuILE2dnZhukAAAnNO21K3bgTbNF2806QPD1c5eLsqNQp3eTgYK+bz4+5HaR8Pm9e0RxA7Ny9d1cRERFKmzatRXvatGl1/vy5aB8TEBCgtGnTRRkfcDvg//tvPWlLF/U5n7+YBUh0ksZF+lZBEQAAAMSrE7/10aW/pkXb5+yR6Y0vAGzcuFFt27bVlStXJEkrVqzQtm3bVLVq1Zc8EoCthIaGRln32IiMkMnO3kaJAAAAgNijCAAAAF5bxOMHurh/mk5vGRzjmFLNVitdzppWTJW4PHjwQP369dPkyZPNbalSpdKUKVNUpUoVGyYDkq8jR168PvvJkydf2P/UmDFjNGzYMIs2e+8ycsxY9pWz4c1243aQvNN4WLR5pUmpwOCHehT6WAF3QxQeHiGv58ekTanrt4OsGRVAEpI6VWrZ29tH2QT49u3bSpcuXbSPSZcunW7fDog6/v9nB6RLl/5JW8BtpU/vZTEmX/788RkfiHdJZb1+a6AIAAAAXklkxGNd3DdZpzYPinFMwXrfyzvf+3JyTWPFZInPvn371Lp1a4svHGvVqqU5c+YoS5YsNkwGJG/FixeXyWSSYRhR+p62x+bD4YABA9S7d2+LNq/K/eItJ948ew6fV91KhSzaar6VX3uOnJckPQ6P0METl1W9XD79suVJMctkMql62byatnSb1fMCSBocnZxUoGAh7dm9SzVq1pIkRUZGas+eXWreolW0jylavLj27N6tVr5+5rbdu3aqaPHikqTMWbIoXbr02rNnl/IXKCBJCgkJ0dEjh/VhsxYJ+noAxB+KAAAAINbCw0IUdv+mjqxpp8Cre184tkrnE3L1zGqlZInT48ePNWrUKI0cOVIRERGSJBcXF40bN05dunSRnZ2djRMCydv58+fj5XmcnZ2j7NXBUkD4rxSuTsqVNb35vk/mtCqaN7PuBj3Q5et3Nbzbe8rk5al2g/wlSTNXbFfH5lU0qsf7mrd6t6qVyavGtUvog+7PltP7bsEfmjm8tf46fkn7j11Q15bV5ebqrPmrd1v99QFIOlq3aatBX/RToUKFVbhIUS3wn6eHDx+q4QeNJEkDB3wuLy9v9ej1mSTpo1a++sSvtebNna0qVapq/f/W6e9jxzRo6HBJTwqQH7X21czpPyh7tuzKnCWLpnw/Sem9vMyFBiCxYibAMxQBAABAjEJDrmv3vOp6FHQ5VuPT5aytvDVGyiN9oZcPfgP8+uuvFkuIlClTRvPnz1d+pk4DVpE9e3ZbR8AbomTB7Prtxx7m++P6NJYk+a/ZrQ5DFihDupTKmuHZrLiLV2/rg27TNK5PI3VpWU1XbtxTp+GL9PuuE+YxK347oHSp3TW4U315p/XQkZNX9H6XKVE2CwaA/3q73ju6e+eOpk7+TgEBt5QvfwFNnf6j0v7/ckDXr12TnenZhSjFS5TUmHHfaPJ3E/X9xPHKlt1HE7+fojx58prHtP2kvR4+fKjhQwcrODhIJUqW0tTpP0YpkANIvExGdHNjk7GgoCB5enoqMDBQKVOmtHUcAAASpQf3LujPHwrHaqyLR2aV+HCFUnoXSeBUSY9hGGrUqJF++eUXDRo0SF988YUcHR1tHQtIMEnhXLtIkSJat26dsmZ9vZlKriW6xlMiAHg9d/dNfvkgALACl0R2uXnuPv+zynHOfFPPKsd5HYnsRwMAAGwp5PZJ7ZhR6qXjMhT8UGH3b6p08zUsifEf9+7dU6pUqcz3TSaTZsyYoQsXLqhMmTK2CwbA7MKFC3r8+LGtYwAAAABWQxEAAADo1tnfdGBZoxj7c1bsp9yVv2RNxRgYhqGFCxeqa9eu8vf3V4MGDcx96dOnV/r06V/waAAAAABAfOPz6zMUAQAAeIPdv31a22eUiLE/X82v5FOWJS9e5Pbt2+rYsaNWrFghSWrXrp2OHTvGF/9AIlW5cmW5urraOgYAAABgNRQBAAB4QxmRETEWAHJXGaRcFftZOVHS87///U8ff/yxrl+/bm6rXbs26/4Didi6detsHQEAAABWwESAZygCAADwhjEMQxf2TNKpzV9G6SvVbLXS5axpg1RJS0hIiPr06aPp06eb29KkSaNp06bpww8/tGEyADE5ffq0Nm/erJs3byoyMtKib/DgwTZKBQAAACQ8igAAALwhjMgInfzjC13cNyVKn6NLGtXodckGqZKeXbt2qXXr1jp79qy5rV69epo1a5YyZsxow2QAYjJz5kx16tRJ6dKlU4YMGSzWhzWZTBQBAAAAkiH2BHiGIgAAAG8AwzD05/QSenjvXLT9FABiZ/78+Wrbtq35KmI3NzeNHz9eHTp04AQTSMRGjhypUaNGqV8/ljkDAADAm4ciAAAAyVh4aJCu/7NKf6/rHG1/jV7/ytEllXVDJWHVq1eXh4eHAgMDVb58ec2fP1+5c+e2dSwAL3H37l2W6gIAAHjDcJ3WMxQBAABIhq4cXaRjv3aIsb9at7Nydve2YqLkIWvWrJo6daouXLigzz//XA4OnEoBScGHH36o3377TR07drR1FAAAAMDq+OQKAEAy8vhRoP6YkPmFY6p1PyvnFBQAXubChQsaOHCgpk6dKk9PT3N7y5YtbZgKwKvInTu3Bg0apN27d6tIkSJydHS06O/evbuNkgEAACCh2NkxFeApigAAACQTJ377TJf+mh5tX6os5ZW3+gilzvKWlVMlPYZhaO7cuerRo4eCg4Pl6OiouXPn2joWgNcwY8YMubu7a+vWrdq6datFn8lkoggAAACAZI0iAAAASVRkxGOFPQjQP79/rhv//BztmPIf71JK7yJWTpZ03bx5Ux06dNDq1avNbVu2bNGdO3eUJk0aGyYD8DrOnz9v6wgAAACwMvYEeIYiAAAASUxkRJh+/zaDjIiwF46rOyDESomShzVr1qh9+/a6efOmuc3Pz0+TJk1SypQpbZgMQHwyDEPSkxkAAAAAwJvAztYBAABA7ERGPNa2Hwpr47g0LywAVO9xgQJAHAQFBemTTz7R+++/by4ApEuXTj///LPmzJlDAQBIJubPn68iRYrI1dVVrq6uKlq0qPz9/W0dCwAAAAnEZDJZ5ZYUMBMAAIBELvjmMe2cFfNa/i6e2ZQqUxkVqDtBTq4sWRMXf/75p3x9fXXhwgVzW4MGDTRz5kx5e7N5MpBcjB8/XoMGDVLXrl1VsWJFSdL27dvVsWNHBQQEqFevXjZOCAAAACQcigAAACRSDwMva9vUAjH2u6byUeWOR5PMlQeJ0ZEjR8wFAHd3d02aNElt27blPQWSme+//14//PCDfH19zW3vvfeeChUqpKFDh1IEAAAASIb4WPcMRQAAABKJ0JAbuvTXdEVGhOnCnokxjkuRLr/e8v1DDs4sU/O6OnfurDVr1ujhw4eaN2+ecuTIYetIABLAtWvXVKFChSjtFSpU0LVr12yQCAAAALAeigAAANhYeNh97ZhZWo+CLr9wXKlmq5UuZ00rpUp+IiIi9Mcff6h27drmNpPJpKVLl8rDw0P29vY2TAcgIeXOnVvLli3TF198YdG+dOlS5cmTx0apAAAAkJCY4f0MRQAAAGwg7MFtHV7dRncubHnp2NxVBitXxc8TPlQydvbsWfn6+mrnzp3auHGjatWqZe5LlSqV7YIBsIphw4apWbNm2rZtm3lPgB07dmjTpk1atmyZjdMBAAAACYsiAAAAVmYYkdo8KXuM/T7leihNtiry8C4iF49MVkyW/BiGoZkzZ6p37966f/++JKldu3Y6deqUnJycbJwOgLU0btxYe/bs0fjx47Vq1SpJUoECBbR3716VKFHCtuEAAACQIJgJ8AxFAAAArOjWmfU6sLxJtH0ZCjRWoXemyMHJ3cqpkqdr166pXbt2WrdunbktZ86cmj9/PgUA4A1UqlQpLVy40NYxAAAAAKujCAAAgJVsGBP9l/u1P78jO3u+lI5PK1asUMeOHXX79m1zW/v27fXtt9/Kw8PDhskAWJOdnd1LrwAzmUwKDw+3UiIAAABYCxMBnqEIAABAAgsPu6/AK3uj6TGp5mfXKQDEo3v37qlbt25asGCBuc3b21s//vij3n33XRsmA2ALP//8c4x9u3bt0nfffafIyEgrJgIAAACsjyIAAAAJ5M7Fbdq36J1o+8q33a6UGYpbN9AboH379lqxYoX5fqNGjTRt2jSlT5/ehqkA2Mr7778fpe3kyZPq37+/fvnlF3300UcaPny4DZIBAAAgobEnwDMUAQAAiEc3T6/VwRXNXjimyLszKQAkkDFjxmjdunVycHDQ5MmT1apVK078AEiSrl69qiFDhmjevHmqW7euDh06pMKFC9s6FgAAAJDgKAIAABAPbp3dqAPLPnjhmLQ+1eWSMosyFWlhpVTJX1hYmMUmv7lz59bSpUtVtGhRZcuWzYbJACQWgYGBGj16tL7//nsVL15cmzZtUuXKlW0dCwAAAAmM68GeoQgAAMBr2j6ztO4H/BNtn4NzSpVs+pNSZ3nLyqmSt/DwcI0ePVrLli3T3r175ebmZu5j7X8AT40bN05jx45VhgwZtHjx4miXBwIAAACSO4oAAAC8hg1j3KNtL+f7h1JlLmvlNG+GkydPytfXV3v3Ptls+fPPP9fkyZNtnApAYtS/f3+5uroqd+7cmjdvnubNmxftuJ9++snKyQAAAJDQWBr2GYoAAAC8gusnftLhVb5R2t/y+1OeGUvYIFHyZxiGpk6dqr59++rhw4eSJHt7e6VNm1aGYXCCByAKX19f/r8BAAAAbzyKAAAAxNLjh3d15egindzUL9r+Ov0CZbKzt3KqN8OVK1fUtm1bbdy40dyWN29ezZ8/X+XKlbNhMgCJ2dy5c20dAQAAADbCtSDPUAQAAOAlHgZe1rapBV44pmL7/RQAEsjixYvVuXNn3bt3z9zWpUsXjRs3zmIvAAAAAAAAEBVFAAAAYhD24Jb+PTRXp7cOi3FMOd8/5JmpDMtNJADDMOTn56f58+eb2zJlyqQ5c+aoTp06NkwGAAAAAEjs+Jz+DEUAAACicWHvZJ3c1D/avnQ56yhbqQ5Kl6suJxUJyGQyqWDBgub7zZs315QpU5QmTRobpgIAAAAAIGmhCAAAwP8zIiN0aFVr3Ty5Jtr+HG/1Vt7qw62c6s3Wp08f7dy5Uy1atFDz5s1tHQcAAAAAkERwzd4zFAEAAG88wzB0ZLWfrp9YGW1/lhIfK0e5nnJLndPKyd4su3fv1r59+9StWzdzm729vVavXm3DVAAAAAAAJG0UAQAAb5zw0GBt+6GQHj+8I3tHN0U8fhDj2MqdjsktlY/1wr2BwsLCNGLECI0ePVqSVKpUKVWoUMHGqQAAAAAASRnL9z5DEQAA8EaIePxAexfUUdD1Q1Hao1PzsxtycEphhWRvtuPHj6t169Y6cOCAuW3y5MkUAQAAAAAAiCcUAQAAyVZkxGMdWtlCt86uj/VjavUNkL2DSwKmgiRFRkbqu+++U//+/RUaGipJcnBw0JAhQ9S/f/QbMgMAAAAAEFtMBHiGIgAAINkxDEN/Tiuih/cuvHBc+jz1VbTBTDk4p7ROMEiSLl26JD8/P23evNncVqBAAfn7+6tUqVI2TAYAAAAAQPJDEQAAkOyc3/VtjAWAjIWaq8i702Wys7duKMgwDPn7+6tbt24KCgoyt/fs2VOjR4+Wq6urDdMBAAAAAJIT9gR4hiIAACDZCL71t3b+WC5Ke6rM5VS6xS+yd3SzQSo8FR4ergkTJpgLAFmzZtXcuXNVo0YNGycDAAAAACD5oggAAEjyIiPDdXTNJ7p+YmWUvuo9LsrJLa0NUuF5jo6O8vf3V+nSpdW0aVN99913SpUqla1jAQAAAACSISYCPEMRAACQJBmGofO7vtXprUNjHFPsgwUUAGwoODhYt27dUs6cOc1thQsX1t9//61cuXLZMBkAAAAAAG8OigAAgCTHMAz99pVHjP15qg1XzvK9rZgIz9u+fbt8fX3l7u6uffv2ydnZ2dxHAQAAAAAAkNDYE+AZigAAgEQvIvyRrh9frntX9ujfQ3NjHOfsnlEV2++Xo4un9cLBQmhoqIYMGaJx48bJMAxJ0vDhwzVq1CgbJwMAAAAA4M1EEQAAkCg9CrqiK0f8denADIXdv/nCsVU6H5erZzYrJUNMjh49qlatWunIkSPmtooVK+qTTz6xYSoAAAAAwJuIiQDPUAQAACQq4aHB2reovoKuH3jhOCe39DLZOahKlxOys+OfM1uKiIjQ+PHj9eWXXyosLEzSk02AR4wYoT59+sje3t7GCQEAAAAAeHPxrQkAINF4FHxVWyfnjbHf3auwMhdppQz5P5BLysxWTIaYnD9/Xm3atNGff/5pbitSpIj8/f1VrFgxGyYDAAAAALzJ2BPgGYoAAACbMiIjdHb7GJ3d8VW0/RkLNVPGgk2VLmctmey4ojwxuXfvnkqWLKl79+5JenKC1adPH40YMcJiI2AAAAAAAGA7FAEAADbzz6YBurj3+xj76/QL5Iv/RCxVqlTq1q2bRowYIR8fH82bN09VqlSxdSwAAAAAAJgJ8B8UAQAAVhPx+KHuXNyqA8ubvHBcwboTlaXExzKZ7KyUDLFlGIbFidSgQYPk6OioHj16KGXKlDZMBgAAAAAAokMRAABgFYdXt9X148tj7HdK4a2STZYpZcaSVOsTocDAQPXo0UN58+bVF198YW53dHTUoEGDbJgMAAAAAICo+GrhGYoAAIAEc//2ae2cXUGR4Q9fOK56z0tyck1jpVSIqy1btqhNmza6dOmSHBwcVK9ePZUoUcLWsQAAAAAAQCxQBAAAxLuIxw/117IPdPfS9mj7nVJ4q8i7M5QuZ00rJ0NcPHr0SAMHDtT48ePNba6urrp06RJFAAAAAABAosYqA89QBAAAxJuIxw/0+zdeLxxTsd1euacvaKVEeFUHDx5Uq1atdPz4cXNbtWrVNHfuXGXPnt2GyQAAAAAAQFxQBAAAvDbDMHT30p/at+idaPtzVxmsnBX6UoVPAsLDwzV27FgNHTpU4eHhkiRnZ2eNHj1aPXv2lJ0dmzUDAAAAABI/voJ4hiIAAOCVGIahwCt7dX73BN08/Wu0Y9LmqKVSTVfKZGdv5XR4FVevXlWTJk20a9cuc1vx4sXl7++vwoUL2zAZAAAAAAB4VRQBAABxFnL7pHbMKBVjf+airVW4/g9WTIT4kDp1at29e1eSZGdnp/79+2vIkCFycnKycTIAAAAAAOKG1QieoQgAAIgTwzBiLAA4uqRR7ioDla3Up1ZOhfjg6uoqf39/tW7dWrNmzVKFChVsHQkAAAAAgFdCDeAZigAAgFgxjEjt9a+je1d2R+nzeauXcpTrLie39DZIhle1fPlyFS1aVPny5TO3lS5dWseOHZO9PUs4AQAAAACQHLxWEeDRo0dycXGJrywAgETGMAyd3/WNTm8dFm2/yc5Bdfrds24ovLa7d++qa9euWrRokcqWLasdO3bIweHZKQEFAAAAAABAUmfHVAAzu7g+IDIyUiNGjFDmzJnl7u6uc+fOSZIGDRqkWbNmxXtAAIDt/PaVR4wFAEmq/fkdK6ZBfPj9999VpEgRLVq0SJK0d+9e/fzzzzZOBQAAAAAAEkqciwAjR47U3LlzNW7cOIuNAgsXLqwff/wxXsMBAGzDMAz9MTFbtH32Th6q1u2M6g4IkckU539GYCMPHjxQ9+7dVbt2bV25ckWSlCpVKi1cuFBNmjSxcToAAAAAAOKXyWSdW1IQ5+WA5s+frxkzZqhmzZrq2LGjub1YsWL6559/4jUcAMD6Dixvqltn1kVpL9d6k1JlKWeDRHhd+/btU+vWrXXy5ElzW61atTRnzhxlyZLFhskAAAAAAEBCi3MR4MqVK8qdO3eU9sjISD1+/DheQgEArCfoxlHtXVBbMiIV8fhBtGOqdTsrZ3dvKyfD63r8+LFGjRqlkSNHKiIiQpLk4uKicePGqUuXLrKzYyYHAAAAACB5MiWVy/StIM5FgIIFC+rPP/9U9uzZLdpXrFihEiVKxFswAEDC+nt9d/17cPYLx9g7plDljocpACRRf/31l4YPHy7DMCRJZcqU0fz585U/f34bJwMAAAAAANYS50sABw8erK5du2rs2LGKjIzUTz/9pPbt22vUqFEaPHhwQmQEAMSzP6cVj7YAYGfvLKcUT77wr9U3QLX63JCzewZrx0M8eeutt9SrVy/Z29tr6NCh2rFjBwUAAAAAAMAbwc5knVtcTZkyRT4+PnJxcVG5cuW0d+/eF46/d++eunTpoowZM8rZ2Vl58+bVunVRl3F+kTjPBHj//ff1yy+/aPjw4UqRIoUGDx6skiVL6pdfflHt2rXj+nQAACs7svpjPbh7Jkp7sYbzlKFAYxskQny5fv26vLy8LJb5GTVqlD766COVLFnShskAAAAAAMDSpUvVu3dvTZs2TeXKldPEiRNVt25dnTx5Ul5eXlHGh4WFqXbt2vLy8tKKFSuUOXNmXbx4UalSpYrTceNcBJCkypUra+PGja/yUACADRiGoT9/KKyHgRej9FXtelouHhltkArxxTAMLVq0SF26dNGwYcPUo0cPc5+LiwsFAAAAAADAGycx7gkwfvx4tW/fXm3btpUkTZs2TWvXrtXs2bPVv3//KONnz56tO3fuaOfOnXJ0dJQk+fj4xPm4cV4OKGfOnLp9+3aU9nv37ilnzpxxDgAASDhGZISOr++p377yiLYAULbVbxQAkrjbt2+radOmatWqlQIDA9W/f3+dOHHC1rEAAAAAAMB/hIWF6a+//lKtWrXMbXZ2dqpVq5Z27doV7WPWrFmj8uXLq0uXLvL29lbhwoU1evRoRURExOnYcZ4JcOHChWgPEhoaqitXrsT16QAACeT2+c3av6RBjP01e1+Vg3NKKyZCfFu3bp0++eQTXb9+3dzWuHFjZcxIYQcAAAAA8Gaz1kSA0NBQhYaGWrQ5OzvL2dnZoi0gIEARERHy9va2aPf29tY///wT7XOfO3dOf/zxhz766COtW7dOZ86cUefOnfX48WMNGTIk1hljPRNgzZo1WrNmjSRpw4YN5vtr1qzRzz//rBEjRrzSVARbbIQAAMndth+KxlgAqN33tuoOCKEAkISFhISoY8eOql+/vrkAkCZNGi1btkwLFiyI89qAAAAAAADg1YwZM0aenp4WtzFjxsTLc0dGRsrLy0szZsxQqVKl1KxZMw0cOFDTpk2L0/PEeiZAw4YNJT1ZS6lNmzYWfY6OjvLx8dG3334bp4PbaiMEAEjOds2tqof3zkVpr/35XdnZO9ogEeLTzp075evrq7Nnz5rb6tWrp1mzZjEDAAAAAACA/2eSdaYCDBgwQL1797Zoe34WgCSlS5dO9vb2unHjhkX7jRs3lCFDhmifO2PGjHJ0dJS9vb25rUCBArp+/brCwsLk5OQUq4yxLgJERkZKknLkyKF9+/YpXbp0sX1ojGy1EQIAJFcbxrhHaSv6/hxlLPihDdIgvq1atUqNGzc2/5vs5uam8ePHq0OHDolywyMAAAAAAJK76Jb+iY6Tk5NKlSqlTZs2mS+4j4yM1KZNm9S1a9doH1OxYkUtWrRIkZGRsrN7sqjPqVOnlDFjxlgXAKRX2Bj4/Pnz8VIAsOVGCACQ3ARdPxxtAaBWn1sUAJKRmjVrKnv27JKk8uXL6/Dhw/r0008pAAAAAAAA8Bw7k3VucdG7d2/NnDlT8+bN04kTJ9SpUyfdv3/ffJG8r6+vBgwYYB7fqVMn3blzRz169NCpU6e0du1ajR49Wl26dInTceO8MbAk3b9/X1u3btWlS5cUFhZm0de9e/dYPYe1NkJ4fmOGoKCgWOUDgKTg2t/LdGTNx9H2VWy/X/aOrlZOhITk4eGhefPm6c8//9Tnn38uB4dX+mccAAAAAADYQLNmzXTr1i0NHjxY169fV/HixbV+/Xrzd+SXLl0yX/EvSVmzZtWGDRvUq1cvFS1aVJkzZ1aPHj3Ur1+/OB03zt8eHDx4UO+8844ePHig+/fvK02aNAoICJCbm5u8vLxiXQR4Ff/dCMHe3l6lSpXSlStX9PXXX8dYBBgzZoyGDRuWYJkAwBZCQ65ry/e5Y+yv3e+e7Oz4gjgpu3Dhgrp166bvv//eYum7ypUrq3LlyrYLBgAAAABAEpBYZ8137do1xuV/tmzZEqWtfPny2r1792sdM87LAfXq1UsNGjTQ3bt35erqqt27d+vixYsqVaqUvvnmm1g/z6tuhJA3b94YN0KIzoABAxQYGGi+Xb58OdYZASAxOrl5UIwFgBJNlqnugBAKAEmYYRiaM2eOihYtql9//VV+fn7mPQAAAAAAAADiKs5FgEOHDumzzz6TnZ2d7O3tFRoaqqxZs2rcuHH64osvYv08/90I4amnGyGUL18+2sdUrFhRZ86csfgy5GUbITg7OytlypQWNwBIim6eXqcNY9x1YfeEKH0VPtmtugNC5JXnHRskQ3y5efOmPvjgA3388ccKDg6W9GRGAAVsAAAAAADixmSyzi0piHMRwNHR0bwukZeXly5duiRJ8vT0jPOXFLbaCAEAkhIjMkIbxrjr4IqmUfoyFPxQdQeEyMOrsA2SIT6tXr1ahQsX1urVq81tfn5+OnLkiHkzYAAAAAAAgLiK83oRJUqU0L59+5QnTx5VrVpVgwcPVkBAgPz9/VW4cNy+hLLVRggAkFRsGOMeY1+lTw8rRZpcVkyDhBAUFKRevXpp9uzZ5rZ06dJp5syZatiwoe2CAQAAAACQhNkllcv0rcBkGIYRlwfs379fwcHBql69um7evClfX1/t3LlTefLk0axZs1S8ePEEiho/goKC5OnpqcDAQJYGApBo3f13l/b61462r1SzVUqbo2ai3eAGsbdjxw61atVKFy5cMLc1aNBAM2fONBfEASApeZPOtV1LRL+ZGwBY2919k20dAQAkSS6JbHvCRrP+sspxfvqklFWO8zri/KMpXbq0+b+9vLy0fv36eA0EAG+yF335n6XEx8pdeaCcU/DlcHIRFBRkLgC4u7tr0qRJatu2LQUeAAAAAABeEx+tn4m3+syBAwc0ePBg/frrr/H1lADwxrh56lcdXNk8xv6an92Qg1MKKyaCNdSrV0+ffvqpjh8/rnnz5ilHjhy2jgQAAAAAAJKZOG0MvGHDBvXp00dffPGFzp07J0n6559/1LBhQ5UpU0aRkZEJEhIAkisjMkKnNg+OsQBQvNEi1R0QQgEgGYiIiNDSpUv1/Cp8EydO1ObNmykAAAAAAAAQj0wmk1VuSUGsZwLMmjVL7du3V5o0aXT37l39+OOPGj9+vLp166ZmzZrp2LFjKlCgQEJmBYBk5cHdc/pzWtFo+0o2/Unpc9WxciIklLNnz5r30AkODla7du3MfS4uLjZMBgAAAAAAkrtYzwSYNGmSxo4dq4CAAC1btkwBAQGaOnWqjh49qmnTplEAAIA4CHt4J9oCQI7yn6nugBAKAMmEYRiaMWOGihUrpp07d0qSPvvsMwUGBto4GQAAAAAAyZvJZJ1bUhDrmQBnz57Vhx9+KElq1KiRHBwc9PXXXytLliwJFg4AkhvDMPTntCJ6eO9ClL4K7fbII30h64dCgrh+/bratWuntWvXmtty5syp+fPny9PT04bJAAAAAADAmyTWRYCHDx/Kzc1N0pP1lJydnZUxY8YECwYAyUlkeKg2fpNeMqLunWLv6KZafW7aIBUSyooVK9SxY0fdvn3b3Na+fXuNHz9e7u7uNkwGAAAAAMCbwS6pXKZvBbEuAkjSjz/+aP7yIjw8XHPnzlW6dOksxnTv3j3+0gFAMrHx67TRtmco+KGKvT/HymmQUO7du6du3bppwYIF5jZvb2/NmjVL9evXt2EyAAAAAADwpop1ESBbtmyaOXOm+X6GDBnk7+9vMcZkMlEEAIDnbBqfOUqbyc5RtT+/k2R2kUfsDB482KIA0LhxY02bNi1KwRwAAAAAACQsvnF5JtZFgAsXLiRgDABIXh4/CtQfE6J++S9JdfoHyWSK9b7sSEKGDh2qlStXKiQkRJMnT1arVq0o9AAAAAAAAJuK03JAAICXC755TDtnvRVtX9WupykAJCMhISEWa/ynSZNGK1euVKZMmZQtWzYbJgMAAAAA4M3GRXnP8E0UAMSjyMjwGAsAtfrclIsHG6onB+Hh4Ro+fLhy586ta9euWfS99dZbFAAAAAAAAECiwUwAAIgHhhGp4+t76N9Dlpv8ps9dTyU/XG6jVEgIp06dUuvWrbV3715J0ieffKK1a9dyhQEAAAAAAImIHR/TzSgCAMBrCnsQoM2TfKK02zu5UwBIRgzD0NSpU9W3b189fPhQkmRvb6/SpUsrIiJCDg78kwoAAAAAABIfvrEAgNcUXQFAkmr2vhZtO5KeK1euqG3bttq4caO5LU+ePPL391e5cuVsmAwAAAAAAESHGfvPvNKeAGfPntWXX36pFi1a6ObNm5Kk//3vf/r777/jNRwAJGZGZIT+/l/XKO01P7uuugNC+McmmVi8eLEKFy5sUQDo0qWLDh48SAEAAAAAAAAkenEuAmzdulVFihTRnj179NNPPykkJESSdPjwYQ0ZMiTeAwJAYnRg+Yf6bayn/j0016K9Tv9gOTi52yYU4l2XLl3UsmVL3bt3T5KUKVMmbdiwQZMnT1aKFClsGw4AAAAAAMTIZLLOLSmIcxGgf//+GjlypDZu3CgnJydze40aNbR79+54DQcAic3DwMv6Y2I23Trzvyh9b/n9ydX/yUyNGjXM/928eXMdPXpUderUsWEiAAAAAACAuInzngBHjx7VokWLorR7eXkpICAgXkIBQGISGRGm4xt668rhudH2p0ibTyU/XCG31DmsGwwJrnHjxuratasqVqyo5s2b2zoOAAAAAACIJS7UfCbORYBUqVLp2rVrypHD8suugwcPKnPmzPEWDAASi43j0sTYV7r5L0qbo7oV0yChPF3mbuzYsRbt33//vY0SAQAAAAAAvL44FwGaN2+ufv36afny5TKZTIqMjNSOHTvUp08f+fr6JkRGALA6w4hU0PXD2j23crT9Bet9r6zF21o5FRLC48ePNXz4cI0ePVqRkZEqXry4WrRoYetYAPDGWbNmTazHvvfeewmYBAAAAMmBHRMBzOJcBBg9erS6dOmirFmzKiIiQgULFlRERIRatmypL7/8MiEyAoBVRYaHauPXaaPtq9Xnpuwd3aycCAnl+PHjat26tQ4cOGBumz9/vpo3b860QQCwsoYNG8ZqnMlkUkRERMKGAQAAAJKROBcBnJycNHPmTA0aNEjHjh1TSEiISpQooTx58iREPgCwmmPruuja30sVGf4o2v7an9+Vnb2jlVMhIURGRmrSpEkaMGCAQkNDJUkODg4aMmSI+vfvTwEAAGwgMjLS1hEAAACQjPDZ/pk4FwG2b9+uSpUqKVu2bMqWLVtCZAIAq3v8KFBXDs+Lti9/rXHKXqazlRMhoVy6dEl+fn7avHmzua1AgQLy9/dXqVKlbJgMAAAAAAAg/sW5CFCjRg1lzpxZLVq0UKtWrVSwYMGEyAUAVhEZGa5/fuujywd/jNLn4pFZVbr8Q+U4mTAMQ/7+/urWrZuCgoLM7T179tTo0aPl6upqw3QAgOfdv39fW7du1aVLlxQWFmbR1717dxulAgAAQFLBtznPxLkIcPXqVS1ZskSLFy/WV199paJFi+qjjz5SixYtlCVLloTICAAJwoiM0MaxqaK0Zy/TVflrfWX9QEhwK1euNBcAsmbNqrlz56pGjRo2TgUAeN7Bgwf1zjvv6MGDB7p//77SpEmjgIAAubm5ycvLiyIAAAAAEAd2cX1AunTp1LVrV+3YsUNnz57Vhx9+qHnz5snHx4cvUgAkGYYRqd/GekZpz1SklfLVHG2DREhoJpNJM2bMUPr06dW6dWsdOXKEf7cAIJHq1auXGjRooLt378rV1VW7d+/WxYsXVapUKX3zzTe2jgcAAIAkwM5kssotKYjzTID/ypEjh/r3769ixYpp0KBB2rp1a3zlAoAEc+PULzq0skWU9pqfXZeDk7sNEiEhhISE6PTp0ypRooS5zdvbW0eOHFGGDBlsmAwA8DKHDh3S9OnTZWdnJ3t7e4WGhipnzpwaN26c2rRpo0aNGtk6IgAAAJBkxHkmwFM7duxQ586dlTFjRrVs2VKFCxfW2rVr4zMbAMSriMcPtWGMe7QFgLoDQigAJCPbt29XsWLFVK9ePQUEBFj0UQAAgMTP0dFRdnZPPqp4eXnp0qVLkiRPT09dvnzZltEAAACQRJhM1rklBXEuAgwYMEA5cuRQjRo1dOnSJU2aNEnXr1+Xv7+/3n777YTICADx4vdv0kfbXqXzCSsnQUIJDQ1V//79VaVKFZ07d043btxQr169bB0LABBHJUqU0L59+yRJVatW1eDBg7Vw4UL17NlThQsXtnE6AAAAIGmJ83JA27ZtU9++fdW0aVOlS5cuITIBQLw7vXVolLZiH/jLO+97MtnZWz8Q4t3Ro0fVqlUrHTlyxNxWsWJFDR061HahAACvZPTo0QoODpYkjRo1Sr6+vurUqZPy5Mmj2bNn2zgdAAAAkgJTUrlM3wriXATYsWNHQuQAgARx5+I27Vv0TpT2ugNCbJAGCSEiIkLjx4/Xl19+qbCwMElPlpEYPny4+vbtK3t7ijwAkNSULl3a/N9eXl5av369DdMAAAAASVusigBr1qxRvXr15OjoqDVr1rxw7HvvvRcvwQDgdcVUAKjW7YwN0iAhnD9/Xm3atNGff/5pbitcuLD8/f1VvHhx2wUDAAAAAAA2xUSAZ2JVBGjYsKGuX78uLy8vNWzYMMZxJpNJERER8ZUNAF7ZP7/318V9k6O056k6RM7ubAybHISFhaly5cq6cuWKpCf/BvXp00cjRoyQs7OzjdMBAF5Hjhw5Xjh9+9y5c1ZMAwAAACRtsSoCREZGRvvfAJAYXT22JEoBIE+14crxVi/Wg0tGnJycNGrUKPn5+cnHx0fz5s1TlSpVbB0LABAPevbsaXH/8ePHOnjwoNavX6++ffvaJhQAAACSFDu+AzKL854A8+fPV7NmzaJcZRkWFqYlS5bI19c33sIBQFwF3zymo7+0s2hzckuvnOV72ygR4lNERITFGv++vr66f/++WrVqpZQpU9owGQAgPvXo0SPa9ilTpmj//v1WTgMAAAAkbSbDMIy4PMDe3l7Xrl2Tl5eXRfvt27fl5eWV6JcDCgoKkqenpwIDA/nCCEhGwkODtGl8pijtVTqfkKtnVhskQnwKDAxUjx49ZG9vr1mzZtk6DgAgBgl9rn3u3DkVL15cQUFB8f7cceVaoqutIwCAJOluNMugAoAtuMT5cvOE1fmn41Y5ztRGBa1ynNcR5x+NYRjRLqfx77//ytPTM15CAUBsGYahTeMzKiIsJEqfUwpvCgDJwJYtW9SmTRtdunRJ0pMN6N9//30bpwIA2MKKFSuUJk0aW8cAAAAAkpRYFwFKlCghk8kkk8mkmjVrysHh2UMjIiJ0/vx5vf322wkSEgCiYxiGfvvKI9q+wvWnK1ORllZOhPj06NEjDRw4UOPHjze3eXh46NGjRzZMBQCwhqefPZ4yDEPXr1/XrVu3NHXqVBsmAwAAQFLBvpDPxLoI0LBhQ0nSoUOHVLduXbm7u5v7nJyc5OPjo8aNG8d7QAB43v07Z3RiQ2/dvvBHlL7MRX1VuD5fDiR1Bw8eVKt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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:43,156 INFO:Ensemble on Dataset l - Loss: , Acc: 79.79%, AUCROC: 0.6487850790241945, F1 Score: 0.6321\n", "2025-03-07 01:57:43,320 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:43,390 INFO:\n", "=== Plotting Aggregated ROC Curves for Each Dataset ===\n", "2025-03-07 01:57:43,403 WARNING:Missing probabilities for model Ensemble on dataset a. Skipping this model in the ROC plot.\n", "2025-03-07 01:57:43,508 INFO:Saved aggregated ROC curve for a to results/roc_curves/Aggregated_ROC_a.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:43,587 WARNING:Missing probabilities for model Ensemble on dataset b. Skipping this model in the ROC plot.\n", "2025-03-07 01:57:43,691 INFO:Saved aggregated ROC curve for b to results/roc_curves/Aggregated_ROC_b.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:43,769 WARNING:Missing probabilities for model Ensemble on dataset c. Skipping this model in the ROC plot.\n", "2025-03-07 01:57:43,874 INFO:Saved aggregated ROC curve for c to results/roc_curves/Aggregated_ROC_c.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:43,956 WARNING:Missing probabilities for model Ensemble on dataset d. Skipping this model in the ROC plot.\n", "2025-03-07 01:57:44,060 INFO:Saved aggregated ROC curve for d to results/roc_curves/Aggregated_ROC_d.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:44,303 WARNING:Missing probabilities for model Ensemble on dataset e. Skipping this model in the ROC plot.\n", "2025-03-07 01:57:44,409 INFO:Saved aggregated ROC curve for e to results/roc_curves/Aggregated_ROC_e.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:44,504 WARNING:Missing probabilities for model Ensemble on dataset f. Skipping this model in the ROC plot.\n", "2025-03-07 01:57:44,618 INFO:Saved aggregated ROC curve for f to results/roc_curves/Aggregated_ROC_f.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:44,701 WARNING:Missing probabilities for model Ensemble on dataset g. Skipping this model in the ROC plot.\n", "2025-03-07 01:57:44,806 INFO:Saved aggregated ROC curve for g to results/roc_curves/Aggregated_ROC_g.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:44,889 WARNING:Missing probabilities for model Ensemble on dataset h. Skipping this model in the ROC plot.\n", "2025-03-07 01:57:44,992 INFO:Saved aggregated ROC curve for h to results/roc_curves/Aggregated_ROC_h.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:45,075 WARNING:Missing probabilities for model Ensemble on dataset i. Skipping this model in the ROC plot.\n", "2025-03-07 01:57:45,180 INFO:Saved aggregated ROC curve for i to results/roc_curves/Aggregated_ROC_i.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:45,261 WARNING:Missing probabilities for model Ensemble on dataset j. Skipping this model in the ROC plot.\n", "2025-03-07 01:57:45,383 INFO:Saved aggregated ROC curve for j to results/roc_curves/Aggregated_ROC_j.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:45,480 WARNING:Missing probabilities for model Ensemble on dataset k. Skipping this model in the ROC plot.\n", "2025-03-07 01:57:45,612 INFO:Saved aggregated ROC curve for k to results/roc_curves/Aggregated_ROC_k.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:45,725 WARNING:Missing probabilities for model Ensemble on dataset l. Skipping this model in the ROC plot.\n", "2025-03-07 01:57:45,851 INFO:Saved aggregated ROC curve for l to results/roc_curves/Aggregated_ROC_l.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-03-07 01:57:45,926 INFO:\n", "=== Evaluation Results ===\n", "2025-03-07 01:57:45,928 INFO:\n", " Model Dataset Loss Accuracy AUCROC F1\n", "0 ViT a 0.233301 0.904433 0.936577 0.495017\n", "1 ViT b 0.15168 0.942157 0.963816 0.618257\n", "2 ViT c 0.421725 0.826784 0.902578 0.351001\n", "3 ViT d 0.109001 0.958818 0.974343 0.694639\n", "4 ViT e 0.293291 0.890231 0.940604 0.748744\n", ".. ... ... ... ... ... ...\n", "139 Ensemble h 0.920000 0.999090 0.925903\n", "140 Ensemble i 0.998000 0.999986 0.998003\n", "141 Ensemble j 0.498500 0.253440 0.081221\n", "142 Ensemble k 0.520333 0.615300 0.084606\n", "143 Ensemble l 0.797895 0.648785 0.632146\n", "\n", "[144 rows x 6 columns]\n", "2025-03-07 01:57:45,930 INFO:\n", "Evaluation results saved to 'results/evaluation_ensemble.csv'\n" ] } ], "source": [ "import os\n", "import time\n", "import numpy as np\n", "import torch\n", "from torch.utils.data import DataLoader, Dataset\n", "from torchvision import transforms\n", "from sklearn.metrics import roc_auc_score, f1_score, roc_curve, confusion_matrix\n", "from tqdm import tqdm\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "import logging\n", "from astropy.io import fits\n", "from PIL import Image\n", "\n", "# Import necessary libraries for model initialization\n", "import timm\n", "from transformers import AutoProcessor, AutoModelForImageClassification\n", "import torch.nn as nn\n", "\n", "# ============================ Set Logging ============================ #\n", "logging.basicConfig(level=logging.INFO, format='%(asctime)s %(levelname)s:%(message)s')\n", "logger = logging.getLogger(__name__)\n", "\n", "# ============================ Define Directories ============================ #\n", "ROC_CURVES_DIR = 'results/roc_curves'\n", "SEABORN_DIR = 'results/confusion_matrices'\n", "os.makedirs(ROC_CURVES_DIR, exist_ok=True)\n", "os.makedirs(SEABORN_DIR, exist_ok=True)\n", "logger.info(f\"ROC curves will be saved to the directory: '{ROC_CURVES_DIR}'\")\n", "logger.info(f\"Seaborn confusion matrices will be saved to the directory: '{SEABORN_DIR}'\")\n", "\n", "# ============================ Define Colors for Models ============================ #\n", "colors = {\n", " 'ViT': 'crimson',\n", " 'MLP-Mixer': 'tomato',\n", " 'CvT': 'darkred',\n", " 'Swin': 'indigo',\n", " 'CaiT': 'royalblue',\n", " 'DeiT': 'cadetblue',\n", " 'DeiT3': 'dodgerblue',\n", " 'Twins_SVT': 'lightgreen',\n", " 'Twins_PCPVT': 'mediumseagreen',\n", " 'PiT': 'dimgrey',\n", " 'Ensemble': 'darkgoldenrod',\n", " 'ResNet-18': 'yellow',\n", " 'Random': 'black'\n", "}\n", "\n", "# ============================ Define FITSImageDataset ============================ #\n", "class FITSImageDataset(Dataset):\n", " def __init__(self, file_paths, labels, transform=None, normalize=True):\n", " \"\"\"\n", " Args:\n", " file_paths (list): List of FITS file paths.\n", " labels (list): Corresponding labels for the files.\n", " transform (callable, optional): Transformations applied to the image.\n", " normalize (bool): Whether to normalize the image data to [0, 1].\n", " \"\"\"\n", " # Ensure the input lists are valid and aligned\n", " if len(file_paths) != len(labels):\n", " raise ValueError(\"File paths and labels must have the same length.\")\n", " \n", " self.file_paths = file_paths\n", " self.labels = labels\n", " self.transform = transform\n", " self.normalize = normalize\n", "\n", " logging.info(f\"Total samples: {len(self.file_paths)}\")\n", "\n", " def __len__(self):\n", " return len(self.labels)\n", "\n", " def __getitem__(self, idx):\n", " file_path = self.file_paths[idx]\n", " label = self.labels[idx]\n", "\n", " try:\n", " with fits.open(file_path) as hdul:\n", " data = hdul[0].data # Assume primary HDU contains the image\n", " if data is None:\n", " raise ValueError(f\"No data found in FITS file: {file_path}\")\n", " except Exception as e:\n", " logging.error(f\"Error loading FITS file {file_path}: {e}\")\n", " raise RuntimeError(f\"Failed to load file: {file_path}\") from e\n", "\n", " # Ensure correct image shape\n", " if len(data.shape) == 2: # Grayscale image, expand to 3 channels\n", " data = np.stack((data,) * 3, axis=-1)\n", " elif len(data.shape) == 3:\n", " if data.shape[0] == 3: # (C, H, W) format\n", " data = np.transpose(data, (1, 2, 0)) # Convert to (H, W, C)\n", " elif data.shape[2] != 3: # Unexpected shape\n", " raise ValueError(f\"Unexpected image shape {data.shape} for file {file_path}.\")\n", " else: # Completely unexpected shapes\n", " raise ValueError(f\"Invalid image dimensions {data.shape} for file {file_path}.\")\n", "\n", " # Map r β†’ Red, g β†’ Green, i β†’ Blue\n", " try:\n", " rgb_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band β†’ Red channel\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green channel\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue channel\n", " ], axis=-1)\n", " except IndexError as e:\n", " logging.error(f\"Error mapping bands for file: {file_path}.\")\n", " raise RuntimeError(f\"Failed to map bands for file: {file_path}\") from e\n", "\n", " # Convert to PIL Image and apply transformations\n", " if self.transform:\n", " image = Image.fromarray((rgb_image * 255).astype(np.uint8)) # Convert to [0, 255] for PIL\n", " image = self.transform(image)\n", " else:\n", " # Convert to tensor directly (C, H, W)\n", " image = torch.from_numpy(rgb_image.transpose((2, 0, 1))).float()\n", "\n", " # Convert label to tensor\n", " label = torch.tensor(label, dtype=torch.long)\n", "\n", " return image, label\n", "\n", "# ============================ Utility Functions ============================ #\n", "def check_fits_files(file_paths, labels):\n", " \"\"\"\n", " Checks FITS files for corruption.\n", "\n", " Args:\n", " file_paths (list): List of FITS file paths.\n", " labels (list): Corresponding labels for each file.\n", "\n", " Returns:\n", " tuple: (valid_file_paths, valid_labels)\n", " \"\"\"\n", " valid_files = []\n", " valid_labels = []\n", " for idx, file_path in enumerate(file_paths):\n", " try:\n", " with fits.open(file_path, memmap=False) as hdul:\n", " hdul.verify('silentfix')\n", " valid_files.append(file_path)\n", " valid_labels.append(labels[idx])\n", " except Exception as e:\n", " logger.warning(f\"Corrupted file detected: {file_path}, Error: {e}\")\n", " return valid_files, valid_labels\n", "\n", "def load_files_and_labels(directory, label):\n", " \"\"\"\n", " Loads FITS files from a directory and assigns a label to each file.\n", "\n", " Args:\n", " directory (str): Path to the directory containing FITS files.\n", " label (int): Label to assign to all files in this directory (e.g., 0 for non-lens, 1 for lens).\n", "\n", " Returns:\n", " tuple: (list of file paths, list of labels)\n", " \"\"\"\n", " try:\n", " # Get all FITS files in the directory\n", " files = [os.path.join(directory, f) for f in os.listdir(directory) if f.endswith('.fits')]\n", " # Create corresponding labels\n", " labels = [label] * len(files)\n", " return files, labels\n", " except Exception as e:\n", " logger.error(f\"Error accessing directory {directory}: {e}\")\n", " return [], []\n", "\n", "def combine_datasets(lens_dirs, nonlens_dirs):\n", " \"\"\"\n", " Combines lens and non-lens directories into file paths and labels.\n", "\n", " Args:\n", " lens_dirs (list): List of directories containing lens FITS files.\n", " nonlens_dirs (list): List of directories containing non-lens FITS files.\n", "\n", " Returns:\n", " tuple: (file_paths, labels)\n", " \"\"\"\n", " file_paths = []\n", " labels = []\n", "\n", " # Load files and labels for each lens directory\n", " for lens_dir in lens_dirs:\n", " lens_files, lens_labels = load_files_and_labels(lens_dir, label=1)\n", " file_paths.extend(lens_files)\n", " labels.extend(lens_labels)\n", "\n", " # Load files and labels for each non-lens directory\n", " for nonlens_dir in nonlens_dirs:\n", " nonlens_files, nonlens_labels = load_files_and_labels(nonlens_dir, label=0)\n", " file_paths.extend(nonlens_files)\n", " labels.extend(nonlens_labels)\n", "\n", " return file_paths, labels\n", " \n", "# ============================ Model Initialization ============================ #\n", "def initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode=\"last_n_blocks\", last_n=6):\n", " \"\"\"\n", " Initialize a model from the given model_name and fine-tune it according to the specified mode.\n", "\n", " Args:\n", " model_name (str): One of [ViT, CvT, CaiT, DeiT, DeiT3, Swin, Twins_SVT, Twins_PCPVT, PiT, MLP-Mixer, ResNet-18].\n", " num_classes (int): Number of output classes.\n", " pretrained (bool): Whether to load a pretrained model.\n", " stochastic_depth_prob (float): The stochastic depth probability for supported models.\n", " fine_tune_mode (str): 'classification_head', 'last_n_blocks', or 'all_blocks'.\n", " last_n (int): Number of blocks/layers to unfreeze if using 'last_n_blocks'.\n", "\n", " Returns:\n", " model: The initialized and partially unfrozen model.\n", " \"\"\"\n", "\n", " def freeze_all(model):\n", " for p in model.parameters():\n", " p.requires_grad = False\n", "\n", " def unfreeze_head(model):\n", " # Attempt known attributes first\n", " if hasattr(model, 'head') and isinstance(model.head, nn.Module):\n", " for p in model.head.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier') and isinstance(model.classifier, nn.Module):\n", " for p in model.classifier.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier_head') and isinstance(model.classifier_head, nn.Module):\n", " for p in model.classifier_head.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'fc') and isinstance(model.fc, nn.Module):\n", " # Support for ResNet's 'fc' classification head\n", " for p in model.fc.parameters():\n", " p.requires_grad = True\n", " else:\n", " # Fallback: find a module containing 'head', 'classifier', or 'fc'\n", " for name, module in model.named_modules():\n", " if 'head' in name or 'classifier' in name or 'fc' in name:\n", " for p in module.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_last_n_blocks(blocks, n):\n", " if n > len(blocks):\n", " n = len(blocks)\n", " for block in blocks[-n:]:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_all_blocks(blocks):\n", " for block in blocks:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " # Create the model and identify ft_attr (list of attributes that hold blocks/layers)\n", " # If none found or applicable, ft_attr = [] and we'll fallback to parameter-based approach\n", " ft_attr = [] # Initialize as empty list\n", "\n", " if model_name == 'ViT':\n", " model = timm.create_model('vit_base_patch16_224.augreg2_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = ['blocks']\n", " elif model_name == 'CvT':\n", " cvt_model_name = \"microsoft/cvt-21\"\n", " _ = AutoProcessor.from_pretrained(cvt_model_name)\n", " model = AutoModelForImageClassification.from_pretrained(\n", " cvt_model_name,\n", " num_labels=num_classes,\n", " ignore_mismatched_sizes=True\n", " )\n", " ft_attr = []\n", " elif model_name == 'CaiT':\n", " model = timm.create_model('cait_s24_224.fb_dist_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = ['blocks']\n", " elif model_name == 'DeiT':\n", " model = timm.create_model('deit_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = ['blocks']\n", " elif model_name == 'DeiT3':\n", " model = timm.create_model('deit3_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = ['blocks']\n", " elif model_name == 'Swin':\n", " model = timm.create_model('swin_base_patch4_window7_224',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob,\n", " num_classes=num_classes)\n", " ft_attr = ['layers']\n", " elif model_name == 'Twins_SVT':\n", " model = timm.create_model('twins_svt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to []\n", " if hasattr(model, 'stages'):\n", " ft_attr = ['stages']\n", " else:\n", " ft_attr = []\n", " elif model_name == 'Twins_PCPVT':\n", " model = timm.create_model('twins_pcpvt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to []\n", " if hasattr(model, 'stages'):\n", " ft_attr = ['stages']\n", " else:\n", " ft_attr = []\n", " elif model_name == 'PiT':\n", " model = timm.create_model('pit_b_224.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = ['blocks']\n", " elif model_name == 'MLP-Mixer':\n", " model = timm.create_model('mixer_b16_224.goog_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = ['blocks']\n", " elif model_name == 'ResNet-18':\n", " model = timm.create_model('resnet18', \n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob, \n", " num_classes=num_classes)\n", " # Replace the classification head\n", " model.fc = nn.Linear(model.fc.in_features, num_classes)\n", " ft_attr = ['layer1', 'layer2', 'layer3', 'layer4'] # ResNet-18 layers\n", " else:\n", " raise ValueError(f\"Model {model_name} not recognized.\")\n", "\n", " # Freeze everything initially\n", " freeze_all(model)\n", " # Unfreeze the classification head\n", " unfreeze_head(model)\n", "\n", " if fine_tune_mode == \"classification_head\":\n", " return model\n", "\n", " # Otherwise, unfreeze more parameters according to the chosen mode\n", " if fine_tune_mode == \"all_blocks\":\n", " if ft_attr:\n", " for attr in ft_attr:\n", " if hasattr(model, attr):\n", " blocks = getattr(model, attr)\n", " unfreeze_all_blocks(blocks)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " for n, p in model.named_parameters():\n", " if not p.requires_grad:\n", " p.requires_grad = True\n", " elif fine_tune_mode == \"last_n_blocks\":\n", " if ft_attr:\n", " for attr in ft_attr:\n", " if hasattr(model, attr):\n", " blocks = getattr(model, attr)\n", " unfreeze_last_n_blocks(blocks, last_n)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " all_params = list(model.named_parameters())\n", " frozen = [(n, p) for (n, p) in all_params if not p.requires_grad]\n", " if last_n > len(frozen):\n", " last_n = len(frozen)\n", " for (n, p) in frozen[-last_n:]:\n", " p.requires_grad = True\n", " else:\n", " raise ValueError(\"fine_tune_mode must be one of: 'classification_head', 'last_n_blocks', 'all_blocks'\")\n", "\n", " return model\n", "\n", " \n", "# ============================ Evaluation Function ============================ #\n", "def evaluate_on_test_datasets(models, datasets, transform, num_classes, device, ensemble_probs_dict, ensemble_labels_dict, colors):\n", " results = {}\n", " overall_start_time = time.time()\n", "\n", " for model_name, model in models.items():\n", " start_time = time.time()\n", " logger.info(f'\\n=== Evaluating {model_name} on Test Datasets ===')\n", " model.eval()\n", " model = model.to(device)\n", "\n", " # Modify weight loading to support both single GPU and DataParallel\n", " model_save_path = f'{model_name}_best.pth'\n", " if os.path.exists(model_save_path):\n", " try:\n", " state_dict = torch.load(model_save_path, map_location=device)\n", " \n", " # Check if the model was wrapped in DataParallel\n", " if list(state_dict.keys())[0].startswith(\"module.\"):\n", " # DataParallel saved weights need to be loaded using model.module\n", " from collections import OrderedDict\n", " new_state_dict = OrderedDict()\n", " for k, v in state_dict.items():\n", " name = k[7:] # remove `module.`\n", " new_state_dict[name] = v\n", " model.load_state_dict(new_state_dict)\n", " else:\n", " model.load_state_dict(state_dict)\n", " \n", " logger.info(f\"Loaded model weights from {model_save_path}\")\n", " except Exception as e:\n", " logger.error(f\"Error loading weights for {model_name}: {e}\")\n", " continue\n", " else:\n", " logger.warning(f\"No saved model found for {model_name}. Skipping evaluation.\")\n", " continue\n", "\n", " results[model_name] = {}\n", "\n", " for dataset_key, (lens_dirs, nonlens_dirs) in datasets.items():\n", " logger.info(f' === Dataset: {dataset_key} ===')\n", " file_paths, labels = combine_datasets(lens_dirs, nonlens_dirs)\n", " file_paths, labels = check_fits_files(file_paths, labels)\n", "\n", " test_dataset = FITSImageDataset(file_paths, labels, transform=transform)\n", " test_loader = DataLoader(test_dataset, batch_size=192, shuffle=False, num_workers=4, pin_memory=True if device.type == 'cuda' else False)\n", "\n", " all_labels, all_preds, all_probs, running_loss = [], [], [], 0.0\n", " criterion = torch.nn.CrossEntropyLoss()\n", "\n", " if model_name != \"ResNet-18\": # Exclude ResNet-18 from ensemble accumulation\n", " if dataset_key not in ensemble_probs_dict:\n", " ensemble_probs_dict[dataset_key] = np.zeros(len(file_paths))\n", " ensemble_labels_dict[dataset_key] = labels\n", "\n", " current_index = 0\n", " with torch.no_grad():\n", " for images, batch_labels in tqdm(test_loader, desc=f'Evaluating {model_name} on {dataset_key}', leave=False):\n", " images = images.to(device, non_blocking=True)\n", " batch_labels = batch_labels.to(device, non_blocking=True)\n", " outputs = model(images)\n", " logits = outputs.logits if hasattr(outputs, 'logits') else outputs\n", " probs = torch.nn.functional.softmax(logits, dim=1)\n", " _, predicted = torch.max(logits.data, 1)\n", "\n", " loss = criterion(logits, batch_labels)\n", " running_loss += loss.item() * images.size(0)\n", "\n", " all_labels.extend(batch_labels.cpu().numpy())\n", " all_preds.extend(predicted.cpu().numpy())\n", " all_probs.extend(probs.detach().cpu().numpy()[:, 1])\n", "\n", " batch_size = probs.size(0)\n", " if model_name != \"ResNet-18\": # Only update ensemble if not ResNet-18\n", " ensemble_probs_dict[dataset_key][current_index:current_index + batch_size] += probs.detach().cpu().numpy()[:, 1]\n", " current_index += batch_size\n", "\n", " epoch_loss = running_loss / len(test_loader.dataset)\n", " epoch_accuracy = (np.array(all_preds) == np.array(all_labels)).mean()\n", " aucroc = roc_auc_score(all_labels, all_probs) if len(np.unique(all_labels)) > 1 else None\n", " f1 = f1_score(all_labels, all_preds, zero_division=0)\n", "\n", " results[model_name][dataset_key] = {\n", " 'AUCROC': aucroc,\n", " 'F1': f1,\n", " 'Loss': epoch_loss,\n", " 'Accuracy': epoch_accuracy,\n", " 'Probs': all_probs\n", " }\n", "\n", " if aucroc is not None:\n", " # Save individual ROC curve\n", " plt.figure(figsize=(8, 6))\n", " fpr, tpr, _ = roc_curve(all_labels, all_probs)\n", " plt.plot(fpr, tpr, color=colors.get(model_name, 'black'), lw=2, label=f'ROC curve (AUC = {aucroc:.4f})')\n", " plt.plot([0, 1], [0, 1], color=colors['Random'], lw=2, linestyle='--')\n", " plt.xlabel('False Positive Rate')\n", " plt.ylabel('True Positive Rate')\n", " plt.title(f'{model_name} ROC Curve on test dataset {dataset_key}')\n", " plt.legend(loc=\"lower right\")\n", " roc_filename = os.path.join(ROC_CURVES_DIR, f\"{model_name}_ROC_{dataset_key}.png\")\n", " plt.savefig(roc_filename, bbox_inches='tight')\n", " plt.close()\n", "\n", " # Save individual Confusion Matrix\n", " plt.figure(figsize=(8, 6))\n", " cm = confusion_matrix(all_labels, all_preds, normalize='true')\n", " sns.heatmap(cm, annot=True, fmt='.2f', cmap='Blues', xticklabels=['Non-Lens', 'Lens'], yticklabels=['Non-Lens', 'Lens'])\n", " plt.xlabel('Predicted')\n", " plt.ylabel('Actual')\n", " plt.title(f'{model_name} Confusion Matrix on {dataset_key}')\n", " confusion_filename = os.path.join(SEABORN_DIR, f\"{model_name}_Confusion_Matrix_{dataset_key}.png\")\n", " plt.savefig(confusion_filename, bbox_inches='tight')\n", " plt.close()\n", "\n", " # Combined Plot with ROC and Confusion Matrix\n", " fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", " \n", " # Plot ROC Curve in subplot\n", " axes[0].plot(fpr, tpr, color=colors.get(model_name, 'black'), lw=2, label=f'ROC curve (AUC = {aucroc:.4f})')\n", " axes[0].plot([0, 1], [0, 1], color=colors['Random'], lw=2, linestyle='--')\n", " axes[0].set_xlabel('False Positive Rate')\n", " axes[0].set_ylabel('True Positive Rate')\n", " axes[0].set_title(f'{model_name} ROC Curve on test dataset {dataset_key}')\n", " axes[0].legend(loc=\"lower right\")\n", " \n", " # Confusion Matrix in subplot\n", " sns.heatmap(cm, annot=True, fmt='.2f', cmap='Blues', xticklabels=['Non-Lens', 'Lens'], yticklabels=['Non-Lens', 'Lens'], ax=axes[1])\n", " axes[1].set_xlabel('Predicted')\n", " axes[1].set_ylabel('Actual')\n", " axes[1].set_title(f'{model_name} Confusion Matrix on {dataset_key}')\n", " \n", " # Save combined image to 'roc_confusion_matrix'\n", " combined_dir = 'results/roc_confusion_matrix'\n", " os.makedirs(combined_dir, exist_ok=True)\n", " combined_filename = os.path.join(combined_dir, f\"{model_name}_roc_confusion_matrix_{dataset_key}.png\")\n", " plt.tight_layout()\n", " plt.savefig(combined_filename, bbox_inches='tight')\n", " logger.info(f\"Saved combined ROC and Confusion Matrix to '{combined_filename}'\")\n", " plt.show()\n", " plt.close()\n", "\n", "\n", " # Log time taken for the current model\n", " model_eval_time = time.time() - start_time\n", " logger.info(f\"Model {model_name} evaluation completed in {model_eval_time:.2f} seconds.\")\n", "\n", " # Log the overall evaluation time\n", " total_eval_time = time.time() - overall_start_time\n", " logger.info(f\"Overall evaluation for all models completed in {total_eval_time:.2f} seconds.\")\n", " return results\n", "\n", "\n", "# ============================ Ensemble Metrics Function ============================ #\n", "def compute_ensemble_metrics(results, ensemble_probs_dict, ensemble_labels_dict, num_models):\n", " \"\"\"\n", " Computes ensemble metrics by averaging the predicted probabilities and saves confusion matrices.\n", "\n", " Args:\n", " results (dict): Dictionary containing individual model results.\n", " ensemble_probs_dict (dict): Dictionary containing summed probabilities for ensemble.\n", " ensemble_labels_dict (dict): Dictionary containing labels for each dataset.\n", " num_models (int): Number of models in the ensemble.\n", "\n", " Returns:\n", " dict: Updated results dictionary with ensemble metrics.\n", " \"\"\"\n", " for dataset_key in ensemble_probs_dict.keys():\n", " # Compute the number of models contributing to the ensemble (excluding ResNet-18)\n", " ensemble_model_count = num_models - 1 if \"ResNet-18\" in results else num_models\n", " # Average the summed probabilities\n", " ensemble_probs = ensemble_probs_dict[dataset_key] / ensemble_model_count\n", " labels = ensemble_labels_dict[dataset_key]\n", "\n", " # Compute Ensemble Metrics\n", " try:\n", " ensemble_aucroc = roc_auc_score(labels, ensemble_probs)\n", " except ValueError as e:\n", " logger.error(f\"Cannot compute Ensemble AUCROC for Dataset {dataset_key}: {e}\")\n", " ensemble_aucroc = None\n", "\n", " ensemble_preds = (ensemble_probs >= 0.5).astype(int) # Threshold at 0.5\n", " ensemble_f1 = f1_score(labels, ensemble_preds, zero_division=0)\n", " ensemble_accuracy = (ensemble_preds == np.array(labels)).mean()\n", " ensemble_loss = ''\n", "\n", " # Initialize Ensemble in Results\n", " if 'Ensemble' not in results:\n", " results['Ensemble'] = {}\n", " results['Ensemble'][dataset_key] = {\n", " 'AUCROC': ensemble_aucroc,\n", " 'F1': ensemble_f1,\n", " 'Loss': ensemble_loss,\n", " 'Accuracy': ensemble_accuracy\n", " }\n", "\n", " logger.info(f'Ensemble on Dataset {dataset_key} - Loss: {ensemble_loss}, '\n", " f'Acc: {ensemble_accuracy*100:.2f}%, AUCROC: {ensemble_aucroc}, F1 Score: {ensemble_f1:.4f}')\n", "\n", " # Plot Ensemble ROC Curve\n", " if ensemble_aucroc is not None:\n", " fpr, tpr, thresholds = roc_curve(labels, ensemble_probs)\n", "\n", " # Combined plot for ROC and Confusion Matrix\n", " fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", " \n", " # Left: ROC Curve\n", " axes[0].plot(fpr, tpr, color=colors['Ensemble'], lw=2, label=f'ROC curve (AUC = {ensemble_aucroc:.4f})')\n", " axes[0].plot([0, 1], [0, 1], color=colors['Random'], lw=2, linestyle='--')\n", " axes[0].set_xlabel('False Positive Rate')\n", " axes[0].set_ylabel('True Positive Rate')\n", " axes[0].set_title(f'Ensemble ROC Curve on Dataset {dataset_key}')\n", " axes[0].legend(loc=\"lower right\")\n", " \n", " # Right: Confusion Matrix\n", " cm = confusion_matrix(labels, ensemble_preds, normalize='true')\n", " sns.heatmap(cm, annot=True, fmt='.2f', cmap='Blues',\n", " xticklabels=['Non-Lens', 'Lens'], yticklabels=['Non-Lens', 'Lens'], ax=axes[1])\n", " axes[1].set_xlabel('Predicted')\n", " axes[1].set_ylabel('Actual')\n", " axes[1].set_title(f'Ensemble Confusion Matrix on {dataset_key}')\n", " \n", " plt.tight_layout()\n", " \n", " combined_dir = 'results/roc_confusion_matrix'\n", " os.makedirs(combined_dir, exist_ok=True)\n", " combined_filename = os.path.join(combined_dir, f\"Ensemble_roc_confusion_matrix_{dataset_key}.png\")\n", " \n", " plt.savefig(combined_filename, bbox_inches='tight')\n", " logger.info(f\"Saved Ensemble ROC and Confusion Matrix to '{combined_filename}'\")\n", " \n", " plt.show()\n", " plt.close()\n", "\n", " return results\n", "\n", " \n", "# ============================ Define Plotting Function for Aggregated ROC Curves ============================ #\n", "def plot_aggregated_roc_curves(evaluation_results, ensemble_probs_dict, ensemble_labels_dict, models_dict, datasets, colors):\n", " logger.info(f'\\n=== Plotting Aggregated ROC Curves for Each Dataset ===')\n", "\n", " for dataset_key in datasets.keys():\n", " plt.figure(figsize=(10, 8))\n", " plt.title(f'Aggregated ROC Curves for {dataset_key}', fontsize=16)\n", " \n", " # Plot each model's ROC curve\n", " for model_name, model_scores in evaluation_results.items():\n", " if dataset_key in model_scores and 'Probs' in model_scores[dataset_key]:\n", " # Use the model-specific probabilities and labels for the ROC curve\n", " model_probs = model_scores[dataset_key]['Probs'] # Retrieve stored probabilities\n", " model_labels = ensemble_labels_dict[dataset_key] # Use shared labels\n", " fpr, tpr, _ = roc_curve(model_labels, model_probs)\n", " auc = evaluation_results[model_name][dataset_key]['AUCROC']\n", " plt.plot(fpr, tpr, color=colors[model_name], lw=2, label=f'{model_name} (AUC = {auc:.4f})')\n", " else:\n", " logger.warning(f\"Missing probabilities for model {model_name} on dataset {dataset_key}. Skipping this model in the ROC plot.\")\n", "\n", " # Plot the Ensemble ROC curve\n", " if dataset_key in ensemble_probs_dict:\n", " ensemble_model_count = len(models_dict) - (1 if \"ResNet-18\" in models_dict else 0)\n", " ensemble_probs = ensemble_probs_dict[dataset_key] / ensemble_model_count # Average probabilities\n", " fpr, tpr, _ = roc_curve(ensemble_labels_dict[dataset_key], ensemble_probs)\n", " auc = roc_auc_score(ensemble_labels_dict[dataset_key], ensemble_probs)\n", " plt.plot(fpr, tpr, color=colors['Ensemble'], lw=3, label=f'Ensemble (AUC = {auc:.4f})')\n", "\n", " # Plot Random baseline\n", " plt.plot([0, 1], [0, 1], color=colors['Random'], linestyle='--', label='Random (AUC = 0.5)')\n", " \n", " plt.xlabel('False Positive Rate')\n", " plt.ylabel('True Positive Rate')\n", " plt.legend(loc='lower right')\n", " \n", " # Save and show the plot\n", " roc_curve_path = os.path.join(ROC_CURVES_DIR, f'Aggregated_ROC_{dataset_key}.png')\n", " plt.savefig(roc_curve_path, bbox_inches='tight')\n", " logger.info(f'Saved aggregated ROC curve for {dataset_key} to {roc_curve_path}')\n", " plt.show()\n", " plt.close()\n", "\n", "\n", "\n", "# ============================ Main Execution ============================ #\n", "if __name__ == '__main__':\n", " # ============================ Configuration ============================ #\n", " # Device configuration\n", " device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", " logger.info(f'Using device: {device}')\n", "\n", " # Check for multiple GPUs\n", " if torch.cuda.device_count() > 1:\n", " logger.info(f'Number of GPUs available: {torch.cuda.device_count()}')\n", " else:\n", " logger.info('Single GPU or CPU available.')\n", "\n", " # Define the number of classes\n", " num_classes = 2 # Binary classification: lens vs non-lens\n", "\n", " # Define transformations with ImageNet normalization\n", " transform = transforms.Compose([\n", " transforms.Resize((224, 224)),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], # ImageNet mean\n", " std=[0.229, 0.224, 0.225]) # ImageNet std\n", " ])\n", "\n", " # ============================ Define Models ============================ #\n", " # List of model names to evaluate\n", " model_names = ['ViT', 'MLP-Mixer', 'CvT', 'Swin', 'CaiT', 'DeiT', 'DeiT3', 'Twins_SVT', 'Twins_PCPVT', 'PiT', 'Ensemble', 'ResNet-18', 'Random']\n", "\n", " # Initialize models using the initialize_model function\n", " models_dict = {}\n", " for name in model_names:\n", " try:\n", " model = initialize_model(model_name=name, num_classes=num_classes, pretrained=False)\n", " models_dict[name] = model\n", " logger.info(f'Initialized model: {name}')\n", " except ValueError as ve:\n", " logger.error(ve)\n", "\n", " # ============================ Initialize Ensemble Dictionaries ============================ #\n", " # These dictionaries will store the summed probabilities and labels for each dataset\n", " ensemble_probs_dict = {}\n", " ensemble_labels_dict = {}\n", "\n", " if not datasets:\n", " logger.error(\"No datasets defined. Please define the 'datasets' dictionary with your dataset paths.\")\n", " exit(1)\n", "\n", " # ============================ Evaluate Models ============================ #\n", " evaluation_results = evaluate_on_test_datasets(\n", " models=models_dict,\n", " datasets=datasets,\n", " transform=transform,\n", " num_classes=num_classes,\n", " device=device,\n", " ensemble_probs_dict=ensemble_probs_dict,\n", " ensemble_labels_dict=ensemble_labels_dict,\n", " colors=colors\n", " )\n", "\n", " # ============================ Compute Ensemble Metrics ============================ #\n", " # Number of models successfully evaluated\n", " num_models_evaluated = len(models_dict)\n", " if num_models_evaluated == 0:\n", " logger.error(\"No models were evaluated. Exiting.\")\n", " exit(1)\n", "\n", " evaluation_results = compute_ensemble_metrics(\n", " results=evaluation_results,\n", " ensemble_probs_dict=ensemble_probs_dict,\n", " ensemble_labels_dict=ensemble_labels_dict,\n", " num_models=num_models_evaluated\n", " )\n", "\n", " # ============================ Call Aggregated ROC Curves ============================ #\n", " plot_aggregated_roc_curves(evaluation_results, ensemble_probs_dict, ensemble_labels_dict, models_dict, datasets, colors)\n", "\n", " # ============================ Display Evaluation Results ============================ #\n", " # Prepare data for DataFrame\n", " rows = []\n", "\n", " # Iterate through the evaluation results to collect model and dataset scores\n", " for model_name, datasets_scores in evaluation_results.items():\n", " for dataset_key, scores in datasets_scores.items():\n", " rows.append({\n", " 'Model': model_name,\n", " 'Dataset': dataset_key,\n", " 'Loss': scores.get('Loss', 'N/A'),\n", " 'Accuracy': scores.get('Accuracy', 'N/A'),\n", " 'AUCROC': scores.get('AUCROC', 'N/A'),\n", " 'F1': scores.get('F1', 'N/A')\n", " })\n", " \n", " # Create a DataFrame from the collected evaluation results\n", " results_df = pd.DataFrame(rows)\n", " \n", " # Display the evaluation results\n", " logger.info(\"\\n=== Evaluation Results ===\")\n", " logger.info(f\"\\n{results_df}\")\n", " \n", " # Save the evaluation results to a CSV file\n", " results_csv_path = 'results/evaluation_ensemble.csv'\n", " results_df.to_csv(results_csv_path, index=False)\n", " logger.info(f\"\\nEvaluation results saved to '{results_csv_path}'\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ“ˆ Plot AUCROC and F1 score including results (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract unique models and datasets from the DataFrame\n", "models = results_df['Model'].unique()\n", "datasets = results_df['Dataset'].unique()\n", "\n", "# Initialize dictionaries to store AUCROC and F1 scores\n", "aucroc_data = {model: [] for model in models}\n", "f1_data = {model: [] for model in models}\n", "\n", "# Populate AUCROC and F1 dictionaries with data\n", "for model in models:\n", " for dataset in datasets:\n", " subset = results_df[(results_df['Model'] == model) & (results_df['Dataset'] == dataset)]\n", " if not subset.empty:\n", " aucroc_data[model].append(subset['AUCROC'].values[0])\n", " f1_data[model].append(subset['F1'].values[0])\n", " else:\n", " # If no data is available for a model-dataset pair, append NaN\n", " aucroc_data[model].append(float('nan'))\n", " f1_data[model].append(float('nan'))\n", "\n", "# Reference Data: resnet18 (timm) and resnet18 (C21)\n", "c21_aucroc = [0.97, 0.97, 0.97, 0.94, 0.96, 0.96, 1.00, 1.00, 1.00, 0.80, 0.65, 0.87]\n", "c21_f1 = [0.77, 0.74, 0.78, 0.68, 0.77, 0.59, 0.99, 1.00, 0.99, 0.18, 0.17, 0.70]\n", "\n", "output_dir = \"./results/comparison\"\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# Plot AUCROC Comparison with References\n", "plt.figure(figsize=(14, 8))\n", "for model in models:\n", " plt.plot(datasets, aucroc_data[model], marker='o', color=colors.get(model, 'black'), label=model)\n", "plt.plot(datasets, c21_aucroc, marker='x', linestyle='--', color='black', label='C21 Reference')\n", "plt.title(\"AUCROC Comparison Across Models and Datasets\")\n", "plt.xlabel(\"Datasets\")\n", "plt.ylabel(\"AUCROC\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(f\"{output_dir}/automated_aucroc_comparison_with_references.png\") # Save the plot\n", "plt.show()\n", "\n", "# Plot F1 Score Comparison with References\n", "plt.figure(figsize=(14, 8))\n", "for model in models:\n", " plt.plot(datasets, f1_data[model], marker='o', color=colors.get(model, 'black'), label=model)\n", "plt.plot(datasets, c21_f1, marker='x', linestyle='--', color='black', label='C21 Reference')\n", "plt.title(\"F1 Score Comparison Across Models and Datasets\")\n", "plt.xlabel(\"Datasets\")\n", "plt.ylabel(\"F1 Score\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(f\"{output_dir}/automated_f1_score_comparison_with_references.png\") # Save the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ₯‡πŸ₯ˆπŸ₯‰πŸŽ–οΈπŸŽ–οΈ Top 5" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute mean AUCROC and F1 for each model\n", "model_means = {\n", " model: {\n", " 'Mean AUCROC': np.mean(aucroc_data[model]),\n", " 'Mean F1': np.mean(f1_data[model])\n", " }\n", " for model in models\n", "}\n", "\n", "# Convert to a DataFrame for easier processing\n", "model_means_df = pd.DataFrame.from_dict(model_means, orient='index').reset_index()\n", "model_means_df.columns = ['Model', 'Mean AUCROC', 'Mean F1']\n", "\n", "# Identify top 5 models for AUCROC and F1\n", "top_5_aucroc_models = model_means_df.sort_values(by='Mean AUCROC', ascending=False).head(5)['Model'].values\n", "top_5_f1_models = model_means_df.sort_values(by='Mean F1', ascending=False).head(5)['Model'].values\n", "\n", "# Plot AUCROC Comparison for top 5 models\n", "plt.figure(figsize=(14, 8))\n", "for model in top_5_aucroc_models:\n", " plt.plot(datasets, aucroc_data[model], marker='o', color=colors.get(model, 'black'), label=model)\n", "plt.plot(datasets, c21_aucroc, marker='x', linestyle='--', color='black', label='C21 Reference')\n", "plt.title(\"AUCROC Comparison (Top 5 Models)\")\n", "plt.xlabel(\"Datasets\")\n", "plt.ylabel(\"AUCROC\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(f\"{output_dir}/top5_aucroc_comparison_with_references.png\")\n", "plt.show()\n", "\n", "# Plot F1 Score Comparison for top 5 models\n", "plt.figure(figsize=(14, 8))\n", "for model in top_5_f1_models:\n", " plt.plot(datasets, f1_data[model], marker='o', color=colors.get(model, 'black'), label=model)\n", "plt.plot(datasets, c21_f1, marker='x', linestyle='--', color='black', label='C21 Reference')\n", "plt.title(\"F1 Score Comparison (Top 5 Models)\")\n", "plt.xlabel(\"Datasets\")\n", "plt.ylabel(\"F1 Score\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(f\"{output_dir}/top5_f1_score_comparison_with_references.png\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ† Rank models by AUCROC and F1 score" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Ranked Models by Mean AUCROC with Standard Deviation (variability across 12 test datasets):\n", "\n", " Model Mean AUCROC Std AUCROC Mean F1 Std F1\n", "1 C21 0.924167 0.099955 0.696667 0.264523\n", "2 DeiT3 0.879435 0.174006 0.657556 0.294296\n", "3 DeiT 0.877739 0.157415 0.652437 0.297561\n", "4 ViT 0.875729 0.157566 0.576183 0.294453\n", "5 CaiT 0.872195 0.159105 0.594074 0.299408\n", "6 Ensemble 0.846289 0.218361 0.593380 0.318291\n", "7 CvT 0.834359 0.212977 0.559985 0.319242\n", "8 Twins_SVT 0.832991 0.226820 0.498981 0.330678\n", "9 Twins_PCPVT 0.830775 0.233026 0.573295 0.308767\n", "10 MLP-Mixer 0.830567 0.204247 0.523436 0.323300\n", "11 Swin 0.823948 0.246584 0.507334 0.335665\n", "12 ResNet-18 0.821172 0.272247 0.478858 0.355328\n", "13 PiT 0.801921 0.224088 0.427043 0.333352\n", "\n", "Ranked Models by Mean F1 with Standard Deviation (variability across 12 test datasets):\n", "\n", " Model Mean AUCROC Std AUCROC Mean F1 Std F1\n", "1 C21 0.924167 0.099955 0.696667 0.264523\n", "2 DeiT3 0.879435 0.174006 0.657556 0.294296\n", "3 DeiT 0.877739 0.157415 0.652437 0.297561\n", "4 CaiT 0.872195 0.159105 0.594074 0.299408\n", "5 Ensemble 0.846289 0.218361 0.593380 0.318291\n", "6 ViT 0.875729 0.157566 0.576183 0.294453\n", "7 Twins_PCPVT 0.830775 0.233026 0.573295 0.308767\n", "8 CvT 0.834359 0.212977 0.559985 0.319242\n", "9 MLP-Mixer 0.830567 0.204247 0.523436 0.323300\n", "10 Swin 0.823948 0.246584 0.507334 0.335665\n", "11 Twins_SVT 0.832991 0.226820 0.498981 0.330678\n", "12 ResNet-18 0.821172 0.272247 0.478858 0.355328\n", "13 PiT 0.801921 0.224088 0.427043 0.333352\n" ] } ], "source": [ "model_means = {}\n", "model_stds = {}\n", "\n", "expected_models = [\n", " 'ViT', 'MLP-Mixer', 'CvT', 'Swin', 'CaiT', \n", " 'DeiT', 'DeiT3', 'Twins_SVT', 'Twins_PCPVT', 'PiT', 'ResNet-18', 'Ensemble'\n", "]\n", "\n", "for model in expected_models:\n", " model_aucroc_values = aucroc_data.get(model, [np.nan])\n", " model_f1_values = f1_data.get(model, [np.nan])\n", " \n", " # Compute mean and std for AUCROC\n", " model_means.setdefault(model, {})['AUCROC'] = np.mean(model_aucroc_values)\n", " model_stds.setdefault(model, {})['AUCROC'] = np.std(model_aucroc_values)\n", " \n", " # Compute mean and std for F1\n", " model_means[model]['F1'] = np.mean(model_f1_values)\n", " model_stds[model]['F1'] = np.std(model_f1_values)\n", "\n", "# Do the same for reference results if applicable\n", "reference_results = {\n", " 'C21': {\n", " 'AUCROC': np.mean(c21_aucroc),\n", " 'F1': np.mean(c21_f1)\n", " }\n", "}\n", "reference_stds = {\n", " 'C21': {\n", " 'AUCROC': np.std(c21_aucroc),\n", " 'F1': np.std(c21_f1)\n", " }\n", "}\n", "\n", "# Convert model results to a DataFrame (with std)\n", "model_means_df = pd.DataFrame.from_dict(model_means, orient='index').reset_index()\n", "model_means_df.columns = ['Model', 'Mean AUCROC', 'Mean F1']\n", "\n", "model_stds_df = pd.DataFrame.from_dict(model_stds, orient='index').reset_index()\n", "model_stds_df.columns = ['Model', 'Std AUCROC', 'Std F1']\n", "\n", "# Merge means and stds\n", "model_results_df = pd.merge(model_means_df, model_stds_df, on='Model')\n", "\n", "# Convert reference results to a DataFrame\n", "reference_means_df = pd.DataFrame.from_dict(reference_results, orient='index').reset_index()\n", "reference_means_df.columns = ['Model', 'Mean AUCROC', 'Mean F1']\n", "\n", "reference_stds_df = pd.DataFrame.from_dict(reference_stds, orient='index').reset_index()\n", "reference_stds_df.columns = ['Model', 'Std AUCROC', 'Std F1']\n", "\n", "# Merge reference means and stds\n", "reference_results_df = pd.merge(reference_means_df, reference_stds_df, on='Model')\n", "\n", "# Combine all results\n", "all_results_df = pd.concat([model_results_df, reference_results_df], ignore_index=True)\n", "\n", "# Sort by AUCROC and rank\n", "ranked_by_aucroc = all_results_df.sort_values(by='Mean AUCROC', ascending=False).reset_index(drop=True)\n", "ranked_by_aucroc.index = ranked_by_aucroc.index + 1\n", "\n", "print(\"\\nRanked Models by Mean AUCROC with Standard Deviation (variability across 12 test datasets):\\n\")\n", "print(ranked_by_aucroc[['Model', 'Mean AUCROC', 'Std AUCROC', 'Mean F1', 'Std F1']])\n", "\n", "# Sort by F1 and rank\n", "ranked_by_f1 = all_results_df.sort_values(by='Mean F1', ascending=False).reset_index(drop=True)\n", "ranked_by_f1.index = ranked_by_f1.index + 1\n", "\n", "print(\"\\nRanked Models by Mean F1 with Standard Deviation (variability across 12 test datasets):\\n\")\n", "print(ranked_by_f1[['Model', 'Mean AUCROC', 'Std AUCROC', 'Mean F1', 'Std F1']])\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Plot saved to: results/comparison/ranked_models_by_aucroc.png\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Plot saved to: results/comparison/ranked_models_by_f1.png\n" ] } ], "source": [ "import os\n", "import matplotlib.pyplot as plt\n", "\n", "# Define color mapping for each model\n", "colors = {\n", " 'ViT': 'crimson',\n", " 'MLP-Mixer': 'tomato',\n", " 'CvT': 'darkred',\n", " 'Swin': 'indigo',\n", " 'CaiT': 'royalblue',\n", " 'DeiT': 'cadetblue',\n", " 'DeiT3': 'dodgerblue',\n", " 'Twins_SVT': 'lightgreen',\n", " 'Twins_PCPVT': 'mediumseagreen',\n", " 'PiT': 'dimgrey',\n", " 'Ensemble': 'darkgoldenrod',\n", " 'ResNet-18': 'yellow',\n", " 'C21': 'black' # Reference model\n", "}\n", "\n", "# Define the output directory\n", "output_dir = 'results/comparison'\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# Plot function with error bars\n", "def plot_ranked_results(df, metric, std_metric, title, ylabel, output_filename):\n", " plt.figure(figsize=(14, 8))\n", " \n", " # Extract models, means, and stds\n", " models = df['Model']\n", " means = df[metric]\n", " stds = df[std_metric]\n", "\n", " # Ensure error bars stay within [0, 1]\n", " lower_errors = np.clip(means - stds, 0, 1)\n", " upper_errors = np.clip(means + stds, 0, 1)\n", " yerr = [means - lower_errors, upper_errors - means]\n", "\n", " # Get colors for each model\n", " bar_colors = [colors.get(model, 'gray') for model in models]\n", "\n", " # Create bar plot with error bars\n", " bars = plt.bar(models, means, yerr=yerr, capsize=5, color=bar_colors, edgecolor='black')\n", " \n", " # Add annotations to the bars\n", " for bar, mean_value in zip(bars, means):\n", " height = bar.get_height()\n", " plt.text(bar.get_x() + bar.get_width() / 2, height + 0.01, f'{mean_value:.3f}',\n", " ha='center', va='bottom', fontsize=10)\n", "\n", " # Set plot labels and title\n", " plt.xlabel('Model', fontsize=12)\n", " plt.ylabel(ylabel, fontsize=12)\n", " plt.title(title, fontsize=14)\n", " plt.xticks(rotation=45, ha='right', fontsize=10)\n", " plt.ylim(0, 1.05) # Ensuring y-axis stays within 0 to 1.05\n", " plt.grid(axis='y', linestyle='--', alpha=0.7)\n", "\n", " # Save the plot\n", " output_path = os.path.join(output_dir, output_filename)\n", " plt.tight_layout()\n", " plt.savefig(output_path, dpi=300)\n", " plt.show()\n", " print(f\"Plot saved to: {output_path}\")\n", "\n", "# Plot Ranked Models by Mean AUCROC\n", "plot_ranked_results(\n", " ranked_by_aucroc,\n", " metric='Mean AUCROC',\n", " std_metric='Std AUCROC',\n", " title='Ranked Models by Mean AUCROC with Standard Deviation',\n", " ylabel='Mean AUCROC',\n", " output_filename='ranked_models_by_aucroc.png'\n", ")\n", "\n", "# Plot Ranked Models by Mean F1\n", "plot_ranked_results(\n", " ranked_by_f1,\n", " metric='Mean F1',\n", " std_metric='Std F1',\n", " title='Ranked Models by Mean F1 with Standard Deviation',\n", " ylabel='Mean F1 Score',\n", " output_filename='ranked_models_by_f1.png'\n", ")\n" ] } ], "metadata": { "accelerator": "GPU", "colab": { "authorship_tag": "ABX9TyO5Mx7Sr/OXUckYvMxnOoH+", "collapsed_sections": [ "9R0WNVY09x6J", "DZ-9W8SzIoPe", "GSY64MkTIMcl", "hFqbYQqyJ6u4", "bmeku7_D0b83", "F-HQ5rCj0rJp", "PyHf9kgo0wqf", "Z1P01Fym10-5", "Ct1egKIG4sTp", "voFYPBDw4ntk" ], "gpuType": "A100", "include_colab_link": true, "machine_shape": "hm", "mount_file_id": "1uKH8FARHAXdqLXeh0VLAbHygNdnUlLcW", "provenance": [] }, "kernelspec": { "display_name": "vit", "language": "python", "name": "vit" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 4 }