{ "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": [ "Wed Jan 22 14:44:11 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", "| 0% 42C P8 27W / 390W | 18MiB / 24576MiB | 0% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", "| 1 NVIDIA GeForce RTX 3090 Off | 00000000:08:00.0 Off | N/A |\n", "| 0% 36C P8 23W / 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 3474 G /usr/lib/xorg/Xorg 4MiB |\n", "| 1 N/A N/A 3474 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 (4.44.2)\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 (0.25.0)\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": "markdown", "metadata": {}, "source": [ "## πŸ—ƒοΈ Load common test sample (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 5, "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": 6, "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": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 40000 nonlenses FITS files.\n", "Found 40000 mocklenses FITS files.\n", "\n", "--- Inspecting Nonlenses Samples ---\n", "\n", "Inspecting file 1: /home/parlange/datasets/holismokesVI_dataset/training/nonlenses/nonlens_34877.fits\n", "\n", "=== Inspecting FITS File: nonlens_34877.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/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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", 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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/nonlenses/nonlens_35263.fits\n", "\n", "=== Inspecting FITS File: nonlens_35263.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/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/nonlenses/nonlens_22151.fits\n", "\n", "=== Inspecting FITS File: nonlens_22151.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/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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", 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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/mocklenses/lens_12267.fits\n", "\n", "=== Inspecting FITS File: lens_12267.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/mocklenses/lens_12267.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/mocklenses/lens_9900.fits\n", "\n", "=== Inspecting FITS File: lens_9900.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/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 3: /home/parlange/datasets/holismokesVI_dataset/training/mocklenses/lens_461.fits\n", "\n", "=== Inspecting FITS File: lens_461.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/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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"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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" ] }, "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": 8, "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": 9, "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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", "text/plain": [ "
" ] }, "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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", 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" ] }, "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": 10, "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 the classification head of ViTs/MLP-Mixer" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages/transformers/utils/hub.py:127: FutureWarning: Using `TRANSFORMERS_CACHE` is deprecated and will be removed in v5 of Transformers. Use `HF_HOME` instead.\n", " warnings.warn(\n", "2025-01-12 18:07:10,313 INFO:Total samples: 80000\n", "2025-01-12 18:07:10,320 INFO:Total samples: 1000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n", "Number of GPUs available: 2\n", "Configuration setup time: 0.1049s\n", "Dataloader creation time: 0.1505s\n", "Dataloader creation time: 0.0050s\n", "Number of classes: 2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-12 18:07:10,995 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2025-01-12 18:07:11,379 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", "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", "2025-01-12 18:07:14,506 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2025-01-12 18:07:14,635 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", "2025-01-12 18:07:14,796 INFO:Missing keys (head.fc.weight, head.fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n", "2025-01-12 18:07:15,085 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2025-01-12 18:07:15,232 INFO:[timm/cait_s24_224.fb_dist_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-12 18:07:16,044 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2025-01-12 18:07:16,188 INFO:[timm/deit_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-12 18:07:16,812 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2025-01-12 18:07:16,957 INFO:[timm/deit3_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-12 18:07:17,545 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2025-01-12 18:07:17,691 INFO:[timm/twins_svt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-12 18:07:18,202 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2025-01-12 18:07:18,340 INFO:[timm/twins_pcpvt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-12 18:07:18,698 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n", "2025-01-12 18:07:18,835 INFO:[timm/pit_b_224.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-12 18:07:19,325 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2025-01-12 18:07:19,516 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 initialization time: 9.3163s\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" ] } ], "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].\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", " else:\n", " # Fallback: find a module containing 'head' or 'classifier'\n", " for name, module in model.named_modules():\n", " if 'head' in name or 'classifier' 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 (the attribute that holds blocks/layers)\n", " # If none found or applicable, ft_attr = None and we'll fallback to parameter-based approach\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 = None\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 None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\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 None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\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", " 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 and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_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 and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_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", "}\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": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sun Jan 12 18:07:30 2025 \n", "+-----------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 560.35.05 Driver Version: 560.35.05 CUDA Version: 12.6 |\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 On | N/A |\n", "| 0% 29C P0 125W / 390W | 10770MiB / 24576MiB | 2% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", "| 1 NVIDIA GeForce RTX 3090 Off | 00000000:08:00.0 Off | N/A |\n", "| 0% 27C P0 125W / 390W | 23731MiB / 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 3445 G /usr/lib/xorg/Xorg 100MiB |\n", "| 0 N/A N/A 3640 G /usr/bin/gnome-shell 127MiB |\n", "| 0 N/A N/A 5540 G ...onEnabled --variations-seed-version 166MiB |\n", "| 0 N/A N/A 7736 C ...lange/anaconda3/envs/vit/bin/python 10346MiB |\n", "| 1 N/A N/A 3445 G /usr/lib/xorg/Xorg 4MiB |\n", "| 1 N/A N/A 7736 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": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training ViT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-10 19:34:21,964 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2025-01-10 19:34:22,115 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: 0.5162, Train Acc: 74.26%, Train AUC: 0.8243, Train F1: 0.7570\n", "Val Loss: 0.5048, Val Acc: 76.20%, Val AUC: 0.8732, Val F1: 0.7867\n", "Best model saved at epoch 1 with Val Loss: 0.5048\n", "Epoch 1 time: 6m 24.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.3963, Train Acc: 82.59%, Train AUC: 0.9075, Train F1: 0.8309\n", "Val Loss: 0.4608, Val Acc: 78.80%, Val AUC: 0.9000, Val F1: 0.8111\n", "Best model saved at epoch 2 with Val Loss: 0.4608\n", "Epoch 2 time: 4m 36.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.3687, Train Acc: 83.87%, Train AUC: 0.9187, Train F1: 0.8425\n", "Val Loss: 0.4249, Val Acc: 81.50%, Val AUC: 0.9128, Val F1: 0.8304\n", "Best model saved at epoch 3 with Val Loss: 0.4249\n", "Epoch 3 time: 4m 44.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3543, Train Acc: 84.51%, Train AUC: 0.9249, Train F1: 0.8484\n", "Val Loss: 0.4075, Val Acc: 82.30%, Val AUC: 0.9205, Val F1: 0.8369\n", "Best model saved at epoch 4 with Val Loss: 0.4075\n", "Epoch 4 time: 4m 42.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3404, Train Acc: 85.31%, Train AUC: 0.9309, Train F1: 0.8559\n", "Val Loss: 0.4142, Val Acc: 80.80%, Val AUC: 0.9263, Val F1: 0.8295\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 4m 21.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3318, Train Acc: 85.67%, Train AUC: 0.9342, Train F1: 0.8594\n", "Val Loss: 0.3907, Val Acc: 82.70%, Val AUC: 0.9307, Val F1: 0.8429\n", "Best model saved at epoch 6 with Val Loss: 0.3907\n", "Epoch 6 time: 4m 24.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3252, Train Acc: 86.10%, Train AUC: 0.9369, Train F1: 0.8634\n", "Val Loss: 0.3611, Val Acc: 86.90%, Val AUC: 0.9344, Val F1: 0.8742\n", "Best model saved at epoch 7 with Val Loss: 0.3611\n", "Epoch 7 time: 4m 33.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3206, Train Acc: 86.28%, Train AUC: 0.9384, Train F1: 0.8649\n", "Val Loss: 0.3729, Val Acc: 84.30%, Val AUC: 0.9366, Val F1: 0.8561\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 8 time: 4m 41.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3157, Train Acc: 86.63%, Train AUC: 0.9407, Train F1: 0.8684\n", "Val Loss: 0.3584, Val Acc: 86.00%, Val AUC: 0.9385, Val F1: 0.8682\n", "Best model saved at epoch 9 with Val Loss: 0.3584\n", "Epoch 9 time: 4m 32.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3123, Train Acc: 86.73%, Train AUC: 0.9417, Train F1: 0.8692\n", "Val Loss: 0.3520, Val Acc: 86.10%, Val AUC: 0.9403, Val F1: 0.8692\n", "Best model saved at epoch 10 with Val Loss: 0.3520\n", "Epoch 10 time: 4m 34.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3083, Train Acc: 86.95%, Train AUC: 0.9434, Train F1: 0.8713\n", "Val Loss: 0.3552, Val Acc: 85.30%, Val AUC: 0.9408, Val F1: 0.8635\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 11 time: 4m 28.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3057, Train Acc: 87.17%, Train AUC: 0.9444, Train F1: 0.8734\n", "Val Loss: 0.3518, Val Acc: 85.30%, Val AUC: 0.9430, Val F1: 0.8640\n", "Best model saved at epoch 12 with Val Loss: 0.3518\n", "Epoch 12 time: 4m 52.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.3046, Train Acc: 87.35%, Train AUC: 0.9447, Train F1: 0.8753\n", "Val Loss: 0.3393, Val Acc: 87.00%, Val AUC: 0.9442, Val F1: 0.8767\n", "Best model saved at epoch 13 with Val Loss: 0.3393\n", "Epoch 13 time: 4m 49.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.3019, Train Acc: 87.27%, Train AUC: 0.9456, Train F1: 0.8744\n", "Val Loss: 0.3298, Val Acc: 88.30%, Val AUC: 0.9453, Val F1: 0.8872\n", "Best model saved at epoch 14 with Val Loss: 0.3298\n", "Epoch 14 time: 4m 47.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.2997, Train Acc: 87.44%, Train AUC: 0.9465, Train F1: 0.8760\n", "Val Loss: 0.3400, Val Acc: 86.80%, Val AUC: 0.9442, Val F1: 0.8755\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 15 time: 4m 41.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.2968, Train Acc: 87.60%, Train AUC: 0.9475, Train F1: 0.8775\n", "Val Loss: 0.3368, Val Acc: 86.70%, Val AUC: 0.9468, Val F1: 0.8754\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 16 time: 4m 40.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.2986, Train Acc: 87.43%, Train AUC: 0.9467, Train F1: 0.8760\n", "Val Loss: 0.3416, Val Acc: 86.60%, Val AUC: 0.9450, Val F1: 0.8741\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 17 time: 4m 41.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.2954, Train Acc: 87.56%, Train AUC: 0.9478, Train F1: 0.8771\n", "Val Loss: 0.3475, Val Acc: 85.10%, Val AUC: 0.9475, Val F1: 0.8632\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 18 time: 4m 23.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.2938, Train Acc: 87.83%, Train AUC: 0.9486, Train F1: 0.8798\n", "Val Loss: 0.3425, Val Acc: 85.40%, Val AUC: 0.9482, Val F1: 0.8656\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 19 time: 4m 30.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.2923, Train Acc: 87.74%, Train AUC: 0.9492, Train F1: 0.8789\n", "Val Loss: 0.3247, Val Acc: 87.20%, Val AUC: 0.9491, Val F1: 0.8795\n", "Best model saved at epoch 20 with Val Loss: 0.3247\n", "Epoch 20 time: 4m 24.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.2896, Train Acc: 87.80%, Train AUC: 0.9500, Train F1: 0.8795\n", "Val Loss: 0.3060, Val Acc: 89.50%, Val AUC: 0.9512, Val F1: 0.8970\n", "Best model saved at epoch 21 with Val Loss: 0.3060\n", "Epoch 21 time: 4m 26.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.2900, Train Acc: 87.87%, Train AUC: 0.9498, Train F1: 0.8803\n", "Val Loss: 0.3138, Val Acc: 88.70%, Val AUC: 0.9500, Val F1: 0.8908\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 22 time: 4m 36.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2903, Train Acc: 87.91%, Train AUC: 0.9497, Train F1: 0.8805\n", "Val Loss: 0.3042, Val Acc: 89.20%, Val AUC: 0.9514, Val F1: 0.8937\n", "Best model saved at epoch 23 with Val Loss: 0.3042\n", "Epoch 23 time: 4m 24.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.2873, Train Acc: 88.05%, Train AUC: 0.9508, Train F1: 0.8818\n", "Val Loss: 0.3189, Val Acc: 88.00%, Val AUC: 0.9511, Val F1: 0.8864\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 24 time: 4m 36.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.2837, Train Acc: 88.19%, Train AUC: 0.9521, Train F1: 0.8831\n", "Val Loss: 0.3012, Val Acc: 89.00%, Val AUC: 0.9528, Val F1: 0.8936\n", "Best model saved at epoch 25 with Val Loss: 0.3012\n", "Epoch 25 time: 4m 41.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.2859, Train Acc: 88.13%, Train AUC: 0.9511, Train F1: 0.8826\n", "Val Loss: 0.2995, Val Acc: 89.20%, Val AUC: 0.9522, Val F1: 0.8941\n", "Best model saved at epoch 26 with Val Loss: 0.2995\n", "Epoch 26 time: 4m 35.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2830, Train Acc: 88.25%, Train AUC: 0.9523, Train F1: 0.8836\n", "Val Loss: 0.3155, Val Acc: 87.70%, Val AUC: 0.9524, Val F1: 0.8841\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 27 time: 4m 35.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2813, Train Acc: 88.30%, Train AUC: 0.9528, Train F1: 0.8842\n", "Val Loss: 0.3222, Val Acc: 86.90%, Val AUC: 0.9521, Val F1: 0.8777\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 28 time: 4m 42.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2828, Train Acc: 88.32%, Train AUC: 0.9523, Train F1: 0.8843\n", "Val Loss: 0.3106, Val Acc: 88.20%, Val AUC: 0.9521, Val F1: 0.8874\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 29 time: 4m 27.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2785, Train Acc: 88.40%, Train AUC: 0.9536, Train F1: 0.8850\n", "Val Loss: 0.3136, Val Acc: 87.70%, Val AUC: 0.9531, Val F1: 0.8841\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 30 time: 4m 32.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2804, Train Acc: 88.26%, Train AUC: 0.9529, Train F1: 0.8838\n", "Val Loss: 0.3067, Val Acc: 88.20%, Val AUC: 0.9536, Val F1: 0.8878\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 31 time: 4m 38.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.2777, Train Acc: 88.53%, Train AUC: 0.9541, Train F1: 0.8862\n", "Val Loss: 0.3126, Val Acc: 88.10%, Val AUC: 0.9538, Val F1: 0.8878\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 32 time: 5m 4.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.2808, Train Acc: 88.30%, Train AUC: 0.9528, Train F1: 0.8840\n", "Val Loss: 0.3068, Val Acc: 88.60%, Val AUC: 0.9541, Val F1: 0.8916\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 33 time: 4m 33.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2789, Train Acc: 88.55%, Train AUC: 0.9535, Train F1: 0.8867\n", "Val Loss: 0.3019, Val Acc: 88.80%, Val AUC: 0.9538, Val F1: 0.8923\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 34 time: 4m 38.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2805, Train Acc: 88.34%, Train AUC: 0.9528, Train F1: 0.8846\n", "Val Loss: 0.3012, Val Acc: 88.60%, Val AUC: 0.9538, Val F1: 0.8904\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 35 time: 4m 24.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2775, Train Acc: 88.49%, Train AUC: 0.9541, Train F1: 0.8860\n", "Val Loss: 0.3092, Val Acc: 88.20%, Val AUC: 0.9539, Val F1: 0.8885\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 36 time: 4m 41.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2799, Train Acc: 88.44%, Train AUC: 0.9532, Train F1: 0.8855\n", "Val Loss: 0.3012, Val Acc: 88.50%, Val AUC: 0.9543, Val F1: 0.8900\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 37 time: 4m 38.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2801, Train Acc: 88.21%, Train AUC: 0.9530, Train F1: 0.8832\n", "Val Loss: 0.3015, Val Acc: 88.70%, Val AUC: 0.9541, Val F1: 0.8917\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 38 time: 4m 31.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2788, Train Acc: 88.48%, Train AUC: 0.9536, Train F1: 0.8858\n", "Val Loss: 0.2994, Val Acc: 88.50%, Val AUC: 0.9543, Val F1: 0.8895\n", "Best model saved at epoch 39 with Val Loss: 0.2994\n", "Epoch 39 time: 4m 34.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2761, Train Acc: 88.62%, Train AUC: 0.9546, Train F1: 0.8874\n", "Val Loss: 0.3008, Val Acc: 88.50%, Val AUC: 0.9541, Val F1: 0.8897\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 40 time: 4m 50.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2787, Train Acc: 88.45%, Train AUC: 0.9536, Train F1: 0.8857\n", "Val Loss: 0.3034, Val Acc: 88.40%, Val AUC: 0.9539, Val F1: 0.8889\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 41 time: 4m 23.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2780, Train Acc: 88.45%, Train AUC: 0.9539, Train F1: 0.8857\n", "Val Loss: 0.3051, Val Acc: 88.60%, Val AUC: 0.9539, Val F1: 0.8910\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 42 time: 4m 44.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2792, Train Acc: 88.49%, Train AUC: 0.9535, Train F1: 0.8860\n", "Val Loss: 0.3038, Val Acc: 88.50%, Val AUC: 0.9542, Val F1: 0.8900\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 43 time: 4m 25.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2810, Train Acc: 88.31%, Train AUC: 0.9529, Train F1: 0.8843\n", "Val Loss: 0.3030, Val Acc: 88.40%, Val AUC: 0.9542, Val F1: 0.8889\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 44 time: 4m 17.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2777, Train Acc: 88.59%, Train AUC: 0.9541, Train F1: 0.8871\n", "Val Loss: 0.3068, Val Acc: 88.40%, Val AUC: 0.9540, Val F1: 0.8895\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 45 time: 4m 46.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2775, Train Acc: 88.38%, Train AUC: 0.9541, Train F1: 0.8853\n", "Val Loss: 0.3033, Val Acc: 88.60%, Val AUC: 0.9541, Val F1: 0.8908\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 46 time: 4m 44.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2767, Train Acc: 88.51%, Train AUC: 0.9544, Train F1: 0.8863\n", "Val Loss: 0.3027, Val Acc: 88.50%, Val AUC: 0.9541, Val F1: 0.8897\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 47 time: 4m 42.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2778, Train Acc: 88.35%, Train AUC: 0.9539, Train F1: 0.8847\n", "Val Loss: 0.3022, Val Acc: 88.40%, Val AUC: 0.9541, Val F1: 0.8887\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 48 time: 4m 47.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2758, Train Acc: 88.64%, Train AUC: 0.9548, Train F1: 0.8875\n", "Val Loss: 0.3025, Val Acc: 88.50%, Val AUC: 0.9541, Val F1: 0.8897\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 49 time: 4m 46.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2763, Train Acc: 88.68%, Train AUC: 0.9547, Train F1: 0.8880\n", "Val Loss: 0.3030, Val Acc: 88.60%, Val AUC: 0.9541, Val F1: 0.8908\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 50 time: 4m 37.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2766, Train Acc: 88.47%, Train AUC: 0.9544, Train F1: 0.8858\n", "Val Loss: 0.3026, Val Acc: 88.50%, Val AUC: 0.9542, Val F1: 0.8897\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 51 time: 4m 41.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2782, Train Acc: 88.55%, Train AUC: 0.9538, Train F1: 0.8866\n", "Val Loss: 0.3022, Val Acc: 88.50%, Val AUC: 0.9542, Val F1: 0.8897\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 52 time: 5m 5.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2764, Train Acc: 88.67%, Train AUC: 0.9545, Train F1: 0.8876\n", "Val Loss: 0.3032, Val Acc: 88.60%, Val AUC: 0.9541, Val F1: 0.8908\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 53 time: 4m 45.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2761, Train Acc: 88.58%, Train AUC: 0.9546, Train F1: 0.8868\n", "Val Loss: 0.3029, Val Acc: 88.60%, Val AUC: 0.9541, Val F1: 0.8908\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 54 time: 4m 23.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2788, Train Acc: 88.37%, Train AUC: 0.9537, Train F1: 0.8849\n", "Val Loss: 0.3024, Val Acc: 88.50%, Val AUC: 0.9542, Val F1: 0.8897\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 55 time: 4m 32.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2768, Train Acc: 88.58%, Train AUC: 0.9543, Train F1: 0.8867\n", "Val Loss: 0.3034, Val Acc: 88.60%, Val AUC: 0.9541, Val F1: 0.8908\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 56 time: 4m 38.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2792, Train Acc: 88.41%, Train AUC: 0.9535, Train F1: 0.8854\n", "Val Loss: 0.3015, Val Acc: 88.50%, Val AUC: 0.9542, Val F1: 0.8897\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 57 time: 4m 27.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2788, Train Acc: 88.44%, Train AUC: 0.9537, Train F1: 0.8853\n", "Val Loss: 0.3038, Val Acc: 88.50%, Val AUC: 0.9542, Val F1: 0.8902\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 58 time: 4m 48.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2799, Train Acc: 88.42%, Train AUC: 0.9532, Train F1: 0.8855\n", "Val Loss: 0.3027, Val Acc: 88.60%, Val AUC: 0.9542, Val F1: 0.8908\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: 4h 34m 35s\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 39 with best validation loss of 0.2994\n", "ViT training time: 4h 34m 36s\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='classification_head', 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": 14, "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: 0.5906, Train Acc: 66.62%, Train AUC: 0.7444, Train F1: 0.6828\n", "Val Loss: 0.5708, Val Acc: 69.30%, Val AUC: 0.8008, Val F1: 0.7351\n", "Best model saved at epoch 1 with Val Loss: 0.5708\n", "Epoch 1 time: 4m 14.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.5132, Train Acc: 72.38%, Train AUC: 0.8227, Train F1: 0.7321\n", "Val Loss: 0.5536, Val Acc: 70.40%, Val AUC: 0.8202, Val F1: 0.7474\n", "Best model saved at epoch 2 with Val Loss: 0.5536\n", "Epoch 2 time: 4m 4.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4913, Train Acc: 73.85%, Train AUC: 0.8373, Train F1: 0.7428\n", "Val Loss: 0.5246, Val Acc: 72.90%, Val AUC: 0.8406, Val F1: 0.7641\n", "Best model saved at epoch 3 with Val Loss: 0.5246\n", "Epoch 3 time: 4m 8.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.4793, Train Acc: 74.38%, Train AUC: 0.8447, Train F1: 0.7454\n", "Val Loss: 0.5202, Val Acc: 72.70%, Val AUC: 0.8373, Val F1: 0.7582\n", "Best model saved at epoch 4 with Val Loss: 0.5202\n", "Epoch 4 time: 4m 24.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.4711, Train Acc: 74.93%, Train AUC: 0.8503, Train F1: 0.7508\n", "Val Loss: 0.4923, Val Acc: 74.70%, Val AUC: 0.8578, Val F1: 0.7715\n", "Best model saved at epoch 5 with Val Loss: 0.4923\n", "Epoch 5 time: 4m 22.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.4671, Train Acc: 74.97%, Train AUC: 0.8520, Train F1: 0.7516\n", "Val Loss: 0.4930, Val Acc: 74.30%, Val AUC: 0.8583, Val F1: 0.7691\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 4m 9.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.4629, Train Acc: 75.20%, Train AUC: 0.8547, Train F1: 0.7543\n", "Val Loss: 0.5080, Val Acc: 73.90%, Val AUC: 0.8589, Val F1: 0.7717\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 7 time: 4m 40.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.4603, Train Acc: 75.19%, Train AUC: 0.8557, Train F1: 0.7532\n", "Val Loss: 0.4784, Val Acc: 76.00%, Val AUC: 0.8629, Val F1: 0.7794\n", "Best model saved at epoch 8 with Val Loss: 0.4784\n", "Epoch 8 time: 4m 18.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.4564, Train Acc: 75.64%, Train AUC: 0.8586, Train F1: 0.7579\n", "Val Loss: 0.4868, Val Acc: 75.50%, Val AUC: 0.8675, Val F1: 0.7814\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 9 time: 4m 2.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.4563, Train Acc: 75.70%, Train AUC: 0.8591, Train F1: 0.7561\n", "Val Loss: 0.5015, Val Acc: 74.10%, Val AUC: 0.8732, Val F1: 0.7769\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 10 time: 4m 8.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.4517, Train Acc: 75.98%, Train AUC: 0.8622, Train F1: 0.7595\n", "Val Loss: 0.5029, Val Acc: 74.40%, Val AUC: 0.8680, Val F1: 0.7770\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 11 time: 4m 2.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.4524, Train Acc: 75.85%, Train AUC: 0.8612, Train F1: 0.7591\n", "Val Loss: 0.4883, Val Acc: 74.50%, Val AUC: 0.8706, Val F1: 0.7761\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 12 time: 4m 11.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.4539, Train Acc: 75.71%, Train AUC: 0.8598, Train F1: 0.7585\n", "Val Loss: 0.4511, Val Acc: 77.90%, Val AUC: 0.8798, Val F1: 0.7929\n", "Best model saved at epoch 13 with Val Loss: 0.4511\n", "Epoch 13 time: 4m 8.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.4488, Train Acc: 76.15%, Train AUC: 0.8640, Train F1: 0.7617\n", "Val Loss: 0.4715, Val Acc: 75.80%, Val AUC: 0.8722, Val F1: 0.7824\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 14 time: 4m 9.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.4500, Train Acc: 76.02%, Train AUC: 0.8627, Train F1: 0.7601\n", "Val Loss: 0.4604, Val Acc: 76.10%, Val AUC: 0.8801, Val F1: 0.7833\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 15 time: 4m 17.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.4464, Train Acc: 76.34%, Train AUC: 0.8652, Train F1: 0.7642\n", "Val Loss: 0.5157, Val Acc: 74.00%, Val AUC: 0.8716, Val F1: 0.7778\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 16 time: 4m 14.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.4485, Train Acc: 76.22%, Train AUC: 0.8641, Train F1: 0.7613\n", "Val Loss: 0.4697, Val Acc: 76.50%, Val AUC: 0.8763, Val F1: 0.7877\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 17 time: 4m 24.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.4497, Train Acc: 75.84%, Train AUC: 0.8624, Train F1: 0.7569\n", "Val Loss: 0.4533, Val Acc: 78.50%, Val AUC: 0.8838, Val F1: 0.8022\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 18 time: 4m 6.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.4486, Train Acc: 76.16%, Train AUC: 0.8637, Train F1: 0.7619\n", "Val Loss: 0.4770, Val Acc: 75.30%, Val AUC: 0.8814, Val F1: 0.7816\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 19 time: 4m 1.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.4476, Train Acc: 76.11%, Train AUC: 0.8638, Train F1: 0.7633\n", "Val Loss: 0.4715, Val Acc: 75.80%, Val AUC: 0.8793, Val F1: 0.7843\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 20 time: 4m 5.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.4492, Train Acc: 76.07%, Train AUC: 0.8630, Train F1: 0.7612\n", "Val Loss: 0.4687, Val Acc: 75.70%, Val AUC: 0.8808, Val F1: 0.7840\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 21 time: 4m 8.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.4498, Train Acc: 76.17%, Train AUC: 0.8631, Train F1: 0.7621\n", "Val Loss: 0.4619, Val Acc: 76.30%, Val AUC: 0.8848, Val F1: 0.7874\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 22 time: 3m 57.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.4489, Train Acc: 75.91%, Train AUC: 0.8627, Train F1: 0.7597\n", "Val Loss: 0.4608, Val Acc: 78.70%, Val AUC: 0.8782, Val F1: 0.8033\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 23 time: 4m 0.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.4489, Train Acc: 76.03%, Train AUC: 0.8633, Train F1: 0.7608\n", "Val Loss: 0.4817, Val Acc: 75.00%, Val AUC: 0.8854, Val F1: 0.7834\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 24 time: 4m 9.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.4497, Train Acc: 75.88%, Train AUC: 0.8623, Train F1: 0.7585\n", "Val Loss: 0.4955, Val Acc: 73.90%, Val AUC: 0.8825, Val F1: 0.7779\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 25 time: 4m 28.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.4482, Train Acc: 75.99%, Train AUC: 0.8634, Train F1: 0.7601\n", "Val Loss: 0.4780, Val Acc: 76.30%, Val AUC: 0.8715, Val F1: 0.7874\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 26 time: 4m 27.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.4472, Train Acc: 76.06%, Train AUC: 0.8645, Train F1: 0.7601\n", "Val Loss: 0.4405, Val Acc: 78.80%, Val AUC: 0.8882, Val F1: 0.8015\n", "Best model saved at epoch 27 with Val Loss: 0.4405\n", "Epoch 27 time: 4m 20.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.4445, Train Acc: 76.40%, Train AUC: 0.8660, Train F1: 0.7642\n", "Val Loss: 0.4896, Val Acc: 75.20%, Val AUC: 0.8740, Val F1: 0.7825\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 28 time: 4m 19.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.4455, Train Acc: 76.22%, Train AUC: 0.8656, Train F1: 0.7615\n", "Val Loss: 0.4674, Val Acc: 76.10%, Val AUC: 0.8818, Val F1: 0.7876\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 29 time: 4m 23.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.4470, Train Acc: 76.26%, Train AUC: 0.8647, Train F1: 0.7617\n", "Val Loss: 0.4682, Val Acc: 75.90%, Val AUC: 0.8812, Val F1: 0.7850\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 30 time: 4m 13.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.4488, Train Acc: 76.05%, Train AUC: 0.8635, Train F1: 0.7604\n", "Val Loss: 0.5007, Val Acc: 74.30%, Val AUC: 0.8782, Val F1: 0.7798\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 31 time: 4m 12.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.4467, Train Acc: 76.21%, Train AUC: 0.8648, Train F1: 0.7621\n", "Val Loss: 0.4836, Val Acc: 74.80%, Val AUC: 0.8835, Val F1: 0.7820\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 32 time: 4m 15.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.4438, Train Acc: 76.35%, Train AUC: 0.8664, Train F1: 0.7639\n", "Val Loss: 0.4855, Val Acc: 74.50%, Val AUC: 0.8783, Val F1: 0.7796\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 33 time: 4m 17.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.4495, Train Acc: 75.91%, Train AUC: 0.8628, Train F1: 0.7588\n", "Val Loss: 0.4687, Val Acc: 76.70%, Val AUC: 0.8784, Val F1: 0.7895\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 34 time: 4m 9.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.4491, Train Acc: 76.00%, Train AUC: 0.8633, Train F1: 0.7595\n", "Val Loss: 0.4585, Val Acc: 76.60%, Val AUC: 0.8800, Val F1: 0.7873\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 35 time: 4m 8.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.4454, Train Acc: 76.28%, Train AUC: 0.8659, Train F1: 0.7618\n", "Val Loss: 0.4758, Val Acc: 75.60%, Val AUC: 0.8827, Val F1: 0.7848\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 36 time: 3m 57.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.4465, Train Acc: 76.18%, Train AUC: 0.8649, Train F1: 0.7615\n", "Val Loss: 0.4763, Val Acc: 75.80%, Val AUC: 0.8802, Val F1: 0.7870\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 37 time: 4m 4.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.4503, Train Acc: 76.00%, Train AUC: 0.8626, Train F1: 0.7596\n", "Val Loss: 0.4891, Val Acc: 75.00%, Val AUC: 0.8769, Val F1: 0.7822\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 38 time: 4m 5.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.4488, Train Acc: 75.94%, Train AUC: 0.8630, Train F1: 0.7594\n", "Val Loss: 0.4526, Val Acc: 77.30%, Val AUC: 0.8844, Val F1: 0.7938\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 39 time: 4m 6.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.4445, Train Acc: 76.25%, Train AUC: 0.8660, Train F1: 0.7628\n", "Val Loss: 0.4661, Val Acc: 75.70%, Val AUC: 0.8775, Val F1: 0.7813\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 40 time: 4m 13.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.4482, Train Acc: 76.09%, Train AUC: 0.8640, Train F1: 0.7613\n", "Val Loss: 0.4713, Val Acc: 75.80%, Val AUC: 0.8785, Val F1: 0.7839\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 41 time: 3m 55.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.4495, Train Acc: 75.95%, Train AUC: 0.8627, Train F1: 0.7597\n", "Val Loss: 0.4522, Val Acc: 76.80%, Val AUC: 0.8848, Val F1: 0.7895\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 42 time: 4m 10.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.4457, Train Acc: 76.33%, Train AUC: 0.8657, Train F1: 0.7634\n", "Val Loss: 0.4485, Val Acc: 77.60%, Val AUC: 0.8852, Val F1: 0.7945\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 43 time: 4m 6.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.4458, Train Acc: 76.24%, Train AUC: 0.8651, Train F1: 0.7626\n", "Val Loss: 0.4686, Val Acc: 76.60%, Val AUC: 0.8788, Val F1: 0.7903\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 44 time: 4m 4.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.4464, Train Acc: 76.04%, Train AUC: 0.8644, Train F1: 0.7613\n", "Val Loss: 0.4759, Val Acc: 75.50%, Val AUC: 0.8765, Val F1: 0.7826\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 45 time: 4m 0.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.4507, Train Acc: 76.01%, Train AUC: 0.8624, Train F1: 0.7605\n", "Val Loss: 0.4801, Val Acc: 76.00%, Val AUC: 0.8722, Val F1: 0.7846\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 46 time: 4m 6.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.4446, Train Acc: 76.22%, Train AUC: 0.8660, Train F1: 0.7632\n", "Val Loss: 0.4609, Val Acc: 76.80%, Val AUC: 0.8842, Val F1: 0.7929\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: 3h 16m 42s\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/CvT_metrics.csv\n", "Training completed at epoch 27 with best validation loss of 0.4405\n", "CvT training time: 3h 16m 45s\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='classification_head', 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": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Swin ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-11 03:25:43,174 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2025-01-11 03:25:43,464 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", "2025-01-11 03:25:43,486 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: 0.5010, Train Acc: 77.29%, Train AUC: 0.8610, Train F1: 0.7820\n", "Val Loss: 0.6425, Val Acc: 64.20%, Val AUC: 0.7088, Val F1: 0.6951\n", "Best model saved at epoch 1 with Val Loss: 0.6425\n", "Epoch 1 time: 5m 5.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.3932, Train Acc: 82.81%, Train AUC: 0.9147, Train F1: 0.8318\n", "Val Loss: 0.5900, Val Acc: 69.30%, Val AUC: 0.7751, Val F1: 0.7295\n", "Best model saved at epoch 2 with Val Loss: 0.5900\n", "Epoch 2 time: 4m 59.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.3573, Train Acc: 84.65%, Train AUC: 0.9294, Train F1: 0.8485\n", "Val Loss: 0.5551, Val Acc: 72.80%, Val AUC: 0.8091, Val F1: 0.7532\n", "Best model saved at epoch 3 with Val Loss: 0.5551\n", "Epoch 3 time: 4m 48.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3366, Train Acc: 85.57%, Train AUC: 0.9367, Train F1: 0.8571\n", "Val Loss: 0.5290, Val Acc: 75.80%, Val AUC: 0.8318, Val F1: 0.7788\n", "Best model saved at epoch 4 with Val Loss: 0.5290\n", "Epoch 4 time: 4m 53.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3216, Train Acc: 86.17%, Train AUC: 0.9417, Train F1: 0.8628\n", "Val Loss: 0.5077, Val Acc: 76.30%, Val AUC: 0.8516, Val F1: 0.7843\n", "Best model saved at epoch 5 with Val Loss: 0.5077\n", "Epoch 5 time: 4m 49.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3098, Train Acc: 86.94%, Train AUC: 0.9460, Train F1: 0.8702\n", "Val Loss: 0.4882, Val Acc: 78.10%, Val AUC: 0.8621, Val F1: 0.7970\n", "Best model saved at epoch 6 with Val Loss: 0.4882\n", "Epoch 6 time: 4m 56.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.2992, Train Acc: 87.32%, Train AUC: 0.9497, Train F1: 0.8738\n", "Val Loss: 0.4887, Val Acc: 77.00%, Val AUC: 0.8723, Val F1: 0.7935\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 7 time: 5m 17.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.2936, Train Acc: 87.66%, Train AUC: 0.9513, Train F1: 0.8773\n", "Val Loss: 0.4761, Val Acc: 78.30%, Val AUC: 0.8800, Val F1: 0.8040\n", "Best model saved at epoch 8 with Val Loss: 0.4761\n", "Epoch 8 time: 5m 10.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.2881, Train Acc: 87.87%, Train AUC: 0.9527, Train F1: 0.8792\n", "Val Loss: 0.4526, Val Acc: 79.40%, Val AUC: 0.8870, Val F1: 0.8093\n", "Best model saved at epoch 9 with Val Loss: 0.4526\n", "Epoch 9 time: 4m 57.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.2810, Train Acc: 88.31%, Train AUC: 0.9553, Train F1: 0.8836\n", "Val Loss: 0.4503, Val Acc: 79.80%, Val AUC: 0.8922, Val F1: 0.8147\n", "Best model saved at epoch 10 with Val Loss: 0.4503\n", "Epoch 10 time: 5m 22.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.2785, Train Acc: 88.24%, Train AUC: 0.9557, Train F1: 0.8829\n", "Val Loss: 0.4284, Val Acc: 81.50%, Val AUC: 0.8989, Val F1: 0.8253\n", "Best model saved at epoch 11 with Val Loss: 0.4284\n", "Epoch 11 time: 4m 56.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.2743, Train Acc: 88.63%, Train AUC: 0.9571, Train F1: 0.8868\n", "Val Loss: 0.4303, Val Acc: 80.90%, Val AUC: 0.9025, Val F1: 0.8243\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 12 time: 4m 57.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.2691, Train Acc: 88.86%, Train AUC: 0.9589, Train F1: 0.8890\n", "Val Loss: 0.4169, Val Acc: 82.00%, Val AUC: 0.9051, Val F1: 0.8308\n", "Best model saved at epoch 13 with Val Loss: 0.4169\n", "Epoch 13 time: 4m 46.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.2686, Train Acc: 88.76%, Train AUC: 0.9585, Train F1: 0.8880\n", "Val Loss: 0.4124, Val Acc: 82.30%, Val AUC: 0.9076, Val F1: 0.8341\n", "Best model saved at epoch 14 with Val Loss: 0.4124\n", "Epoch 14 time: 4m 47.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.2623, Train Acc: 89.07%, Train AUC: 0.9607, Train F1: 0.8910\n", "Val Loss: 0.4207, Val Acc: 81.30%, Val AUC: 0.9090, Val F1: 0.8289\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 15 time: 5m 1.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.2603, Train Acc: 89.24%, Train AUC: 0.9612, Train F1: 0.8927\n", "Val Loss: 0.3975, Val Acc: 83.40%, Val AUC: 0.9138, Val F1: 0.8425\n", "Best model saved at epoch 16 with Val Loss: 0.3975\n", "Epoch 16 time: 5m 10.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.2594, Train Acc: 89.19%, Train AUC: 0.9613, Train F1: 0.8922\n", "Val Loss: 0.3993, Val Acc: 83.10%, Val AUC: 0.9147, Val F1: 0.8419\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 17 time: 5m 4.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.2568, Train Acc: 89.33%, Train AUC: 0.9621, Train F1: 0.8937\n", "Val Loss: 0.3955, Val Acc: 83.10%, Val AUC: 0.9177, Val F1: 0.8419\n", "Best model saved at epoch 18 with Val Loss: 0.3955\n", "Epoch 18 time: 5m 1.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.2570, Train Acc: 89.30%, Train AUC: 0.9618, Train F1: 0.8934\n", "Val Loss: 0.3970, Val Acc: 82.90%, Val AUC: 0.9189, Val F1: 0.8415\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 19 time: 5m 5.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.2538, Train Acc: 89.48%, Train AUC: 0.9629, Train F1: 0.8951\n", "Val Loss: 0.3960, Val Acc: 82.90%, Val AUC: 0.9200, Val F1: 0.8418\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 20 time: 4m 58.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.2508, Train Acc: 89.60%, Train AUC: 0.9637, Train F1: 0.8964\n", "Val Loss: 0.3790, Val Acc: 84.60%, Val AUC: 0.9219, Val F1: 0.8536\n", "Best model saved at epoch 21 with Val Loss: 0.3790\n", "Epoch 21 time: 5m 9.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.2479, Train Acc: 89.70%, Train AUC: 0.9647, Train F1: 0.8973\n", "Val Loss: 0.3865, Val Acc: 83.70%, Val AUC: 0.9235, Val F1: 0.8487\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 22 time: 5m 13.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2473, Train Acc: 89.83%, Train AUC: 0.9646, Train F1: 0.8985\n", "Val Loss: 0.3817, Val Acc: 84.00%, Val AUC: 0.9249, Val F1: 0.8505\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 23 time: 5m 0.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.2456, Train Acc: 89.86%, Train AUC: 0.9652, Train F1: 0.8988\n", "Val Loss: 0.3836, Val Acc: 83.60%, Val AUC: 0.9257, Val F1: 0.8481\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 24 time: 4m 55.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.2454, Train Acc: 89.76%, Train AUC: 0.9651, Train F1: 0.8979\n", "Val Loss: 0.3827, Val Acc: 83.90%, Val AUC: 0.9272, Val F1: 0.8505\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 25 time: 4m 59.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.2440, Train Acc: 89.97%, Train AUC: 0.9655, Train F1: 0.9000\n", "Val Loss: 0.3673, Val Acc: 84.90%, Val AUC: 0.9293, Val F1: 0.8571\n", "Best model saved at epoch 26 with Val Loss: 0.3673\n", "Epoch 26 time: 5m 11.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2419, Train Acc: 90.01%, Train AUC: 0.9660, Train F1: 0.9003\n", "Val Loss: 0.3715, Val Acc: 84.70%, Val AUC: 0.9302, Val F1: 0.8571\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 27 time: 4m 54.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2421, Train Acc: 90.07%, Train AUC: 0.9659, Train F1: 0.9009\n", "Val Loss: 0.3815, Val Acc: 83.50%, Val AUC: 0.9313, Val F1: 0.8493\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 28 time: 4m 55.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2411, Train Acc: 89.98%, Train AUC: 0.9662, Train F1: 0.9001\n", "Val Loss: 0.3645, Val Acc: 85.20%, Val AUC: 0.9332, Val F1: 0.8612\n", "Best model saved at epoch 29 with Val Loss: 0.3645\n", "Epoch 29 time: 5m 22.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2402, Train Acc: 90.05%, Train AUC: 0.9664, Train F1: 0.9008\n", "Val Loss: 0.3651, Val Acc: 84.70%, Val AUC: 0.9335, Val F1: 0.8571\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 30 time: 4m 55.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2383, Train Acc: 90.19%, Train AUC: 0.9669, Train F1: 0.9022\n", "Val Loss: 0.3611, Val Acc: 85.40%, Val AUC: 0.9347, Val F1: 0.8633\n", "Best model saved at epoch 31 with Val Loss: 0.3611\n", "Epoch 31 time: 5m 12.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.2361, Train Acc: 90.18%, Train AUC: 0.9676, Train F1: 0.9021\n", "Val Loss: 0.3497, Val Acc: 85.80%, Val AUC: 0.9350, Val F1: 0.8642\n", "Best model saved at epoch 32 with Val Loss: 0.3497\n", "Epoch 32 time: 5m 14.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.2350, Train Acc: 90.35%, Train AUC: 0.9678, Train F1: 0.9038\n", "Val Loss: 0.3507, Val Acc: 85.80%, Val AUC: 0.9364, Val F1: 0.8653\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 33 time: 5m 20.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2362, Train Acc: 90.36%, Train AUC: 0.9674, Train F1: 0.9038\n", "Val Loss: 0.3649, Val Acc: 84.50%, Val AUC: 0.9365, Val F1: 0.8566\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 34 time: 5m 28.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2365, Train Acc: 90.36%, Train AUC: 0.9674, Train F1: 0.9039\n", "Val Loss: 0.3486, Val Acc: 85.60%, Val AUC: 0.9369, Val F1: 0.8634\n", "Best model saved at epoch 35 with Val Loss: 0.3486\n", "Epoch 35 time: 5m 4.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2344, Train Acc: 90.30%, Train AUC: 0.9679, Train F1: 0.9032\n", "Val Loss: 0.3508, Val Acc: 85.60%, Val AUC: 0.9375, Val F1: 0.8642\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 36 time: 5m 2.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2330, Train Acc: 90.28%, Train AUC: 0.9683, Train F1: 0.9030\n", "Val Loss: 0.3467, Val Acc: 85.70%, Val AUC: 0.9382, Val F1: 0.8645\n", "Best model saved at epoch 37 with Val Loss: 0.3467\n", "Epoch 37 time: 5m 13.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2353, Train Acc: 90.26%, Train AUC: 0.9675, Train F1: 0.9029\n", "Val Loss: 0.3523, Val Acc: 85.10%, Val AUC: 0.9386, Val F1: 0.8606\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 38 time: 4m 50.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2328, Train Acc: 90.47%, Train AUC: 0.9683, Train F1: 0.9049\n", "Val Loss: 0.3430, Val Acc: 85.90%, Val AUC: 0.9392, Val F1: 0.8661\n", "Best model saved at epoch 39 with Val Loss: 0.3430\n", "Epoch 39 time: 5m 22.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2315, Train Acc: 90.50%, Train AUC: 0.9686, Train F1: 0.9051\n", "Val Loss: 0.3509, Val Acc: 84.90%, Val AUC: 0.9391, Val F1: 0.8587\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 40 time: 5m 23.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2316, Train Acc: 90.49%, Train AUC: 0.9686, Train F1: 0.9051\n", "Val Loss: 0.3435, Val Acc: 85.60%, Val AUC: 0.9413, Val F1: 0.8642\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 41 time: 5m 7.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2312, Train Acc: 90.45%, Train AUC: 0.9687, Train F1: 0.9047\n", "Val Loss: 0.3347, Val Acc: 86.40%, Val AUC: 0.9413, Val F1: 0.8702\n", "Best model saved at epoch 42 with Val Loss: 0.3347\n", "Epoch 42 time: 5m 7.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2297, Train Acc: 90.51%, Train AUC: 0.9691, Train F1: 0.9054\n", "Val Loss: 0.3457, Val Acc: 85.30%, Val AUC: 0.9419, Val F1: 0.8625\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 43 time: 5m 9.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2288, Train Acc: 90.61%, Train AUC: 0.9693, Train F1: 0.9063\n", "Val Loss: 0.3386, Val Acc: 85.70%, Val AUC: 0.9428, Val F1: 0.8650\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 44 time: 5m 16.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2276, Train Acc: 90.58%, Train AUC: 0.9696, Train F1: 0.9060\n", "Val Loss: 0.3418, Val Acc: 85.30%, Val AUC: 0.9434, Val F1: 0.8625\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 45 time: 4m 47.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2267, Train Acc: 90.74%, Train AUC: 0.9699, Train F1: 0.9077\n", "Val Loss: 0.3488, Val Acc: 85.10%, Val AUC: 0.9427, Val F1: 0.8617\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 46 time: 4m 50.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2274, Train Acc: 90.77%, Train AUC: 0.9697, Train F1: 0.9079\n", "Val Loss: 0.3351, Val Acc: 86.10%, Val AUC: 0.9444, Val F1: 0.8687\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 47 time: 5m 14.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2269, Train Acc: 90.66%, Train AUC: 0.9698, Train F1: 0.9068\n", "Val Loss: 0.3290, Val Acc: 86.30%, Val AUC: 0.9448, Val F1: 0.8699\n", "Best model saved at epoch 48 with Val Loss: 0.3290\n", "Epoch 48 time: 4m 56.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2264, Train Acc: 90.68%, Train AUC: 0.9700, Train F1: 0.9069\n", "Val Loss: 0.3303, Val Acc: 86.00%, Val AUC: 0.9440, Val F1: 0.8672\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 49 time: 5m 1.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2260, Train Acc: 90.62%, Train AUC: 0.9700, Train F1: 0.9064\n", "Val Loss: 0.3346, Val Acc: 85.50%, Val AUC: 0.9446, Val F1: 0.8633\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 50 time: 4m 54.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2256, Train Acc: 90.73%, Train AUC: 0.9701, Train F1: 0.9074\n", "Val Loss: 0.3374, Val Acc: 85.30%, Val AUC: 0.9448, Val F1: 0.8620\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 51 time: 5m 6.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2244, Train Acc: 90.76%, Train AUC: 0.9704, Train F1: 0.9079\n", "Val Loss: 0.3329, Val Acc: 85.50%, Val AUC: 0.9449, Val F1: 0.8633\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 52 time: 5m 10.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2233, Train Acc: 90.89%, Train AUC: 0.9708, Train F1: 0.9091\n", "Val Loss: 0.3272, Val Acc: 86.20%, Val AUC: 0.9461, Val F1: 0.8691\n", "Best model saved at epoch 53 with Val Loss: 0.3272\n", "Epoch 53 time: 5m 10.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2228, Train Acc: 90.94%, Train AUC: 0.9708, Train F1: 0.9095\n", "Val Loss: 0.3318, Val Acc: 85.70%, Val AUC: 0.9463, Val F1: 0.8652\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 54 time: 4m 42.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2259, Train Acc: 90.75%, Train AUC: 0.9698, Train F1: 0.9075\n", "Val Loss: 0.3234, Val Acc: 86.60%, Val AUC: 0.9477, Val F1: 0.8726\n", "Best model saved at epoch 55 with Val Loss: 0.3234\n", "Epoch 55 time: 4m 50.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2217, Train Acc: 90.96%, Train AUC: 0.9711, Train F1: 0.9098\n", "Val Loss: 0.3295, Val Acc: 86.00%, Val AUC: 0.9473, Val F1: 0.8682\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 56 time: 5m 0.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2217, Train Acc: 90.82%, Train AUC: 0.9711, Train F1: 0.9083\n", "Val Loss: 0.3305, Val Acc: 85.90%, Val AUC: 0.9475, Val F1: 0.8674\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 57 time: 5m 13.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2245, Train Acc: 90.74%, Train AUC: 0.9702, Train F1: 0.9076\n", "Val Loss: 0.3283, Val Acc: 86.00%, Val AUC: 0.9471, Val F1: 0.8684\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 58 time: 4m 47.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2222, Train Acc: 90.86%, Train AUC: 0.9709, Train F1: 0.9087\n", "Val Loss: 0.3133, Val Acc: 87.60%, Val AUC: 0.9491, Val F1: 0.8803\n", "Best model saved at epoch 59 with Val Loss: 0.3133\n", "Epoch 59 time: 4m 55.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2210, Train Acc: 91.01%, Train AUC: 0.9712, Train F1: 0.9101\n", "Val Loss: 0.3262, Val Acc: 85.90%, Val AUC: 0.9485, Val F1: 0.8674\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 60 time: 4m 48.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2222, Train Acc: 90.94%, Train AUC: 0.9709, Train F1: 0.9096\n", "Val Loss: 0.3306, Val Acc: 86.10%, Val AUC: 0.9481, Val F1: 0.8697\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 61 time: 4m 50.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2197, Train Acc: 91.02%, Train AUC: 0.9715, Train F1: 0.9103\n", "Val Loss: 0.3194, Val Acc: 86.60%, Val AUC: 0.9488, Val F1: 0.8731\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 62 time: 5m 6.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2199, Train Acc: 90.99%, Train AUC: 0.9715, Train F1: 0.9100\n", "Val Loss: 0.3174, Val Acc: 86.80%, Val AUC: 0.9496, Val F1: 0.8743\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 63 time: 5m 1.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2211, Train Acc: 90.92%, Train AUC: 0.9711, Train F1: 0.9094\n", "Val Loss: 0.3194, Val Acc: 86.50%, Val AUC: 0.9490, Val F1: 0.8723\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 64 time: 5m 1.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2181, Train Acc: 91.08%, Train AUC: 0.9720, Train F1: 0.9110\n", "Val Loss: 0.3245, Val Acc: 86.00%, Val AUC: 0.9499, Val F1: 0.8689\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 65 time: 4m 50.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2185, Train Acc: 91.02%, Train AUC: 0.9719, Train F1: 0.9104\n", "Val Loss: 0.3170, Val Acc: 86.80%, Val AUC: 0.9498, Val F1: 0.8748\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 66 time: 5m 8.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2178, Train Acc: 91.10%, Train AUC: 0.9721, Train F1: 0.9111\n", "Val Loss: 0.3206, Val Acc: 86.10%, Val AUC: 0.9499, Val F1: 0.8692\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 67 time: 4m 51.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2209, Train Acc: 90.92%, Train AUC: 0.9711, Train F1: 0.9094\n", "Val Loss: 0.3165, Val Acc: 86.80%, Val AUC: 0.9498, Val F1: 0.8745\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 68 time: 5m 2.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2186, Train Acc: 91.11%, Train AUC: 0.9718, Train F1: 0.9111\n", "Val Loss: 0.3182, Val Acc: 86.40%, Val AUC: 0.9499, Val F1: 0.8715\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 69 time: 4m 51.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2206, Train Acc: 91.02%, Train AUC: 0.9712, Train F1: 0.9103\n", "Val Loss: 0.3197, Val Acc: 86.30%, Val AUC: 0.9499, Val F1: 0.8709\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 70 time: 5m 5.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2176, Train Acc: 91.12%, Train AUC: 0.9722, Train F1: 0.9114\n", "Val Loss: 0.3203, Val Acc: 86.20%, Val AUC: 0.9499, Val F1: 0.8701\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 71 time: 5m 7.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2183, Train Acc: 90.99%, Train AUC: 0.9719, Train F1: 0.9101\n", "Val Loss: 0.3194, Val Acc: 86.30%, Val AUC: 0.9499, Val F1: 0.8709\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 72 time: 5m 3.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2209, Train Acc: 90.98%, Train AUC: 0.9711, Train F1: 0.9099\n", "Val Loss: 0.3200, Val Acc: 86.20%, Val AUC: 0.9499, Val F1: 0.8701\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 73 time: 4m 42.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2199, Train Acc: 90.91%, Train AUC: 0.9715, Train F1: 0.9091\n", "Val Loss: 0.3207, Val Acc: 86.10%, Val AUC: 0.9499, Val F1: 0.8692\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 74 time: 4m 42.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2216, Train Acc: 91.01%, Train AUC: 0.9709, Train F1: 0.9102\n", "Val Loss: 0.3205, Val Acc: 86.10%, Val AUC: 0.9500, Val F1: 0.8692\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 75 time: 4m 58.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2194, Train Acc: 91.03%, Train AUC: 0.9716, Train F1: 0.9104\n", "Val Loss: 0.3201, Val Acc: 86.10%, Val AUC: 0.9500, Val F1: 0.8692\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 76 time: 4m 39.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2195, Train Acc: 90.99%, Train AUC: 0.9715, Train F1: 0.9101\n", "Val Loss: 0.3200, Val Acc: 86.20%, Val AUC: 0.9500, Val F1: 0.8701\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 77 time: 4m 51.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2181, Train Acc: 91.21%, Train AUC: 0.9720, Train F1: 0.9122\n", "Val Loss: 0.3205, Val Acc: 86.10%, Val AUC: 0.9500, Val F1: 0.8692\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 78 time: 5m 9.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2190, Train Acc: 91.02%, Train AUC: 0.9716, Train F1: 0.9103\n", "Val Loss: 0.3205, Val Acc: 86.10%, Val AUC: 0.9500, Val F1: 0.8692\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: 6h 37m 14s\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 59 with best validation loss of 0.3133\n", "Swin training time: 6h 37m 15s\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='classification_head', 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": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training CaiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-11 10:02:58,306 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2025-01-11 10:02:58,654 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: 0.5814, Train Acc: 68.32%, Train AUC: 0.7614, Train F1: 0.6921\n", "Val Loss: 0.6697, Val Acc: 59.20%, Val AUC: 0.6481, Val F1: 0.6611\n", "Best model saved at epoch 1 with Val Loss: 0.6697\n", "Epoch 1 time: 4m 57.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4513, Train Acc: 78.99%, Train AUC: 0.8793, Train F1: 0.7947\n", "Val Loss: 0.6275, Val Acc: 65.50%, Val AUC: 0.7118, Val F1: 0.6900\n", "Best model saved at epoch 2 with Val Loss: 0.6275\n", "Epoch 2 time: 4m 40.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4145, Train Acc: 81.02%, Train AUC: 0.8972, Train F1: 0.8134\n", "Val Loss: 0.5907, Val Acc: 68.70%, Val AUC: 0.7531, Val F1: 0.6952\n", "Best model saved at epoch 3 with Val Loss: 0.5907\n", "Epoch 3 time: 4m 45.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3946, Train Acc: 82.17%, Train AUC: 0.9069, Train F1: 0.8240\n", "Val Loss: 0.5681, Val Acc: 71.10%, Val AUC: 0.7793, Val F1: 0.7218\n", "Best model saved at epoch 4 with Val Loss: 0.5681\n", "Epoch 4 time: 4m 36.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3818, Train Acc: 82.77%, Train AUC: 0.9125, Train F1: 0.8296\n", "Val Loss: 0.5461, Val Acc: 72.10%, Val AUC: 0.8011, Val F1: 0.7190\n", "Best model saved at epoch 5 with Val Loss: 0.5461\n", "Epoch 5 time: 4m 47.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3698, Train Acc: 83.59%, Train AUC: 0.9184, Train F1: 0.8378\n", "Val Loss: 0.5282, Val Acc: 73.80%, Val AUC: 0.8182, Val F1: 0.7401\n", "Best model saved at epoch 6 with Val Loss: 0.5282\n", "Epoch 6 time: 4m 39.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3621, Train Acc: 84.08%, Train AUC: 0.9218, Train F1: 0.8421\n", "Val Loss: 0.5143, Val Acc: 75.90%, Val AUC: 0.8322, Val F1: 0.7640\n", "Best model saved at epoch 7 with Val Loss: 0.5143\n", "Epoch 7 time: 4m 26.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3550, Train Acc: 84.27%, Train AUC: 0.9245, Train F1: 0.8442\n", "Val Loss: 0.5070, Val Acc: 75.90%, Val AUC: 0.8381, Val F1: 0.7662\n", "Best model saved at epoch 8 with Val Loss: 0.5070\n", "Epoch 8 time: 4m 27.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3490, Train Acc: 84.60%, Train AUC: 0.9274, Train F1: 0.8471\n", "Val Loss: 0.4940, Val Acc: 77.10%, Val AUC: 0.8480, Val F1: 0.7708\n", "Best model saved at epoch 9 with Val Loss: 0.4940\n", "Epoch 9 time: 4m 42.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3436, Train Acc: 84.84%, Train AUC: 0.9294, Train F1: 0.8493\n", "Val Loss: 0.4869, Val Acc: 78.20%, Val AUC: 0.8565, Val F1: 0.7908\n", "Best model saved at epoch 10 with Val Loss: 0.4869\n", "Epoch 10 time: 4m 54.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3420, Train Acc: 85.08%, Train AUC: 0.9301, Train F1: 0.8519\n", "Val Loss: 0.4772, Val Acc: 78.40%, Val AUC: 0.8628, Val F1: 0.7764\n", "Best model saved at epoch 11 with Val Loss: 0.4772\n", "Epoch 11 time: 4m 29.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3372, Train Acc: 85.34%, Train AUC: 0.9322, Train F1: 0.8543\n", "Val Loss: 0.4672, Val Acc: 79.10%, Val AUC: 0.8698, Val F1: 0.7895\n", "Best model saved at epoch 12 with Val Loss: 0.4672\n", "Epoch 12 time: 4m 45.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.3341, Train Acc: 85.39%, Train AUC: 0.9333, Train F1: 0.8548\n", "Val Loss: 0.4608, Val Acc: 80.00%, Val AUC: 0.8745, Val F1: 0.8020\n", "Best model saved at epoch 13 with Val Loss: 0.4608\n", "Epoch 13 time: 4m 37.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.3296, Train Acc: 85.70%, Train AUC: 0.9353, Train F1: 0.8577\n", "Val Loss: 0.4544, Val Acc: 79.80%, Val AUC: 0.8791, Val F1: 0.7988\n", "Best model saved at epoch 14 with Val Loss: 0.4544\n", "Epoch 14 time: 4m 31.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.3269, Train Acc: 85.86%, Train AUC: 0.9363, Train F1: 0.8594\n", "Val Loss: 0.4495, Val Acc: 80.50%, Val AUC: 0.8827, Val F1: 0.8036\n", "Best model saved at epoch 15 with Val Loss: 0.4495\n", "Epoch 15 time: 4m 36.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train 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"name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.3188, Train Acc: 86.36%, Train AUC: 0.9393, Train F1: 0.8642\n", "Val Loss: 0.4335, Val Acc: 82.40%, Val AUC: 0.8930, Val F1: 0.8219\n", "Best model saved at epoch 19 with Val Loss: 0.4335\n", "Epoch 19 time: 4m 25.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.3192, Train Acc: 86.19%, Train AUC: 0.9389, Train F1: 0.8626\n", "Val Loss: 0.4309, Val Acc: 82.50%, Val AUC: 0.8952, Val F1: 0.8201\n", "Best model saved at epoch 20 with Val Loss: 0.4309\n", "Epoch 20 time: 4m 35.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.3158, Train Acc: 86.39%, Train AUC: 0.9405, Train F1: 0.8647\n", "Val Loss: 0.4294, Val Acc: 81.90%, Val AUC: 0.8964, Val F1: 0.8227\n", "Best model saved at epoch 21 with Val Loss: 0.4294\n", "Epoch 21 time: 4m 47.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.3135, Train Acc: 86.59%, Train AUC: 0.9413, Train F1: 0.8664\n", "Val Loss: 0.4250, Val Acc: 83.00%, Val AUC: 0.8984, Val F1: 0.8279\n", "Best model saved at epoch 22 with Val Loss: 0.4250\n", "Epoch 22 time: 4m 37.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.3127, Train Acc: 86.54%, Train AUC: 0.9414, Train F1: 0.8660\n", "Val Loss: 0.4224, Val Acc: 83.00%, Val AUC: 0.9005, Val F1: 0.8290\n", "Best model saved at epoch 23 with Val Loss: 0.4224\n", "Epoch 23 time: 4m 43.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.3138, Train Acc: 86.47%, Train AUC: 0.9409, Train F1: 0.8654\n", "Val Loss: 0.4198, Val Acc: 83.10%, Val AUC: 0.9023, Val F1: 0.8302\n", "Best model saved at epoch 24 with Val Loss: 0.4198\n", "Epoch 24 time: 4m 34.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.3090, Train Acc: 86.80%, Train AUC: 0.9431, Train F1: 0.8687\n", "Val Loss: 0.4176, Val Acc: 82.90%, Val AUC: 0.9033, Val F1: 0.8271\n", "Best model saved at epoch 25 with Val Loss: 0.4176\n", "Epoch 25 time: 4m 30.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.3083, Train Acc: 86.85%, Train AUC: 0.9434, Train F1: 0.8692\n", "Val Loss: 0.4154, Val Acc: 83.80%, Val AUC: 0.9044, Val F1: 0.8390\n", "Best model saved at epoch 26 with Val Loss: 0.4154\n", "Epoch 26 time: 4m 48.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.3095, Train Acc: 86.69%, Train AUC: 0.9427, Train F1: 0.8675\n", "Val Loss: 0.4144, Val Acc: 83.60%, Val AUC: 0.9062, Val F1: 0.8398\n", "Best model saved at epoch 27 with Val Loss: 0.4144\n", "Epoch 27 time: 4m 56.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.3073, Train Acc: 86.80%, Train AUC: 0.9436, Train F1: 0.8688\n", "Val Loss: 0.4123, Val Acc: 83.80%, Val AUC: 0.9063, Val F1: 0.8383\n", "Best model saved at epoch 28 with Val Loss: 0.4123\n", "Epoch 28 time: 4m 47.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.3051, Train Acc: 87.10%, Train AUC: 0.9443, Train F1: 0.8716\n", "Val Loss: 0.4111, Val Acc: 83.70%, Val AUC: 0.9066, Val F1: 0.8362\n", "Best model saved at epoch 29 with Val Loss: 0.4111\n", "Epoch 29 time: 4m 15.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.3052, Train Acc: 86.90%, Train AUC: 0.9442, Train F1: 0.8696\n", "Val Loss: 0.4078, Val Acc: 83.80%, Val AUC: 0.9094, Val F1: 0.8373\n", "Best model saved at epoch 30 with Val Loss: 0.4078\n", "Epoch 30 time: 4m 40.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.3057, Train Acc: 86.93%, Train AUC: 0.9439, Train F1: 0.8698\n", "Val Loss: 0.4066, Val Acc: 83.80%, Val AUC: 0.9097, Val F1: 0.8380\n", "Best model saved at epoch 31 with Val Loss: 0.4066\n", "Epoch 31 time: 4m 27.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.3038, Train Acc: 87.04%, Train AUC: 0.9447, Train F1: 0.8709\n", "Val Loss: 0.4056, Val Acc: 84.20%, Val AUC: 0.9100, Val F1: 0.8417\n", "Best model saved at epoch 32 with Val Loss: 0.4056\n", "Epoch 32 time: 4m 52.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.3053, Train Acc: 86.99%, Train AUC: 0.9441, Train F1: 0.8704\n", "Val Loss: 0.4108, Val Acc: 83.10%, Val AUC: 0.9105, Val F1: 0.8395\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 33 time: 4m 30.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.3024, Train Acc: 87.07%, Train AUC: 0.9453, Train F1: 0.8711\n", "Val Loss: 0.4040, Val Acc: 84.00%, Val AUC: 0.9109, Val F1: 0.8364\n", "Best model saved at epoch 34 with Val Loss: 0.4040\n", "Epoch 34 time: 4m 18.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.3013, Train Acc: 87.19%, Train AUC: 0.9456, Train F1: 0.8723\n", "Val Loss: 0.4001, Val Acc: 84.40%, Val AUC: 0.9132, Val F1: 0.8421\n", "Best model saved at epoch 35 with Val Loss: 0.4001\n", "Epoch 35 time: 4m 33.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.3010, Train Acc: 87.14%, Train AUC: 0.9457, Train F1: 0.8719\n", "Val Loss: 0.4018, Val Acc: 84.10%, Val AUC: 0.9126, Val F1: 0.8430\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 36 time: 4m 34.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 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4m 46.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2976, Train Acc: 87.32%, Train AUC: 0.9470, Train F1: 0.8736\n", "Val Loss: 0.3953, Val Acc: 84.60%, Val AUC: 0.9154, Val F1: 0.8448\n", "Best model saved at epoch 40 with Val Loss: 0.3953\n", "Epoch 40 time: 4m 30.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2975, Train Acc: 87.42%, Train AUC: 0.9470, Train F1: 0.8746\n", "Val Loss: 0.3966, Val Acc: 84.80%, Val AUC: 0.9161, Val F1: 0.8521\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 41 time: 4m 32.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2968, Train Acc: 87.35%, Train AUC: 0.9472, Train F1: 0.8740\n", "Val Loss: 0.3944, Val Acc: 84.60%, Val AUC: 0.9154, Val F1: 0.8444\n", "Best model saved at epoch 42 with Val Loss: 0.3944\n", "Epoch 42 time: 4m 55.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2961, Train Acc: 87.41%, Train AUC: 0.9474, Train F1: 0.8743\n", "Val Loss: 0.3914, Val Acc: 85.10%, Val AUC: 0.9174, Val F1: 0.8503\n", "Best model saved at epoch 43 with Val Loss: 0.3914\n", "Epoch 43 time: 4m 45.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2973, Train Acc: 87.42%, Train AUC: 0.9470, Train F1: 0.8745\n", "Val Loss: 0.3918, Val Acc: 84.50%, Val AUC: 0.9177, Val F1: 0.8479\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 44 time: 4m 34.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2950, Train Acc: 87.39%, Train AUC: 0.9478, Train F1: 0.8744\n", "Val Loss: 0.3918, Val Acc: 84.80%, Val AUC: 0.9185, Val F1: 0.8519\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 45 time: 4m 33.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2971, Train Acc: 87.37%, Train AUC: 0.9469, Train F1: 0.8743\n", "Val Loss: 0.3887, Val Acc: 84.70%, Val AUC: 0.9188, Val F1: 0.8456\n", "Best model saved at epoch 46 with Val Loss: 0.3887\n", "Epoch 46 time: 4m 29.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2959, Train Acc: 87.44%, Train AUC: 0.9475, Train F1: 0.8748\n", "Val Loss: 0.3891, Val Acc: 84.90%, Val AUC: 0.9192, Val F1: 0.8527\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 47 time: 4m 51.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2951, Train Acc: 87.58%, Train AUC: 0.9479, Train F1: 0.8762\n", "Val Loss: 0.3875, Val Acc: 84.90%, Val AUC: 0.9197, Val F1: 0.8464\n", "Best model saved at epoch 48 with Val Loss: 0.3875\n", "Epoch 48 time: 4m 40.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2926, Train Acc: 87.59%, Train AUC: 0.9488, Train F1: 0.8763\n", "Val Loss: 0.3872, Val Acc: 84.70%, Val AUC: 0.9189, Val F1: 0.8447\n", "Best model saved at epoch 49 with Val Loss: 0.3872\n", "Epoch 49 time: 4m 30.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2922, Train Acc: 87.50%, Train AUC: 0.9487, Train F1: 0.8754\n", "Val Loss: 0.3849, Val Acc: 85.10%, Val AUC: 0.9205, Val F1: 0.8503\n", "Best model saved at epoch 50 with Val Loss: 0.3849\n", "Epoch 50 time: 4m 36.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2929, Train Acc: 87.67%, Train AUC: 0.9485, Train F1: 0.8773\n", "Val Loss: 0.3862, Val Acc: 85.00%, Val AUC: 0.9195, Val F1: 0.8497\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 51 time: 4m 53.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2936, Train Acc: 87.48%, Train AUC: 0.9482, Train F1: 0.8753\n", "Val Loss: 0.3845, Val Acc: 84.70%, Val AUC: 0.9206, Val F1: 0.8447\n", "Best model saved at epoch 52 with Val Loss: 0.3845\n", "Epoch 52 time: 4m 28.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2938, Train Acc: 87.50%, Train AUC: 0.9481, Train F1: 0.8752\n", "Val Loss: 0.3833, Val Acc: 85.60%, Val AUC: 0.9217, Val F1: 0.8569\n", "Best model saved at epoch 53 with Val Loss: 0.3833\n", "Epoch 53 time: 4m 30.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2925, Train Acc: 87.57%, Train AUC: 0.9487, Train F1: 0.8761\n", "Val Loss: 0.3827, Val Acc: 85.60%, Val AUC: 0.9219, Val F1: 0.8571\n", "Best model saved at epoch 54 with Val Loss: 0.3827\n", "Epoch 54 time: 4m 34.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2905, Train Acc: 87.67%, Train AUC: 0.9494, Train F1: 0.8770\n", "Val Loss: 0.3842, Val Acc: 84.80%, Val AUC: 0.9204, Val F1: 0.8458\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 55 time: 4m 42.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2921, Train Acc: 87.63%, Train AUC: 0.9488, Train F1: 0.8767\n", "Val Loss: 0.3818, Val Acc: 84.90%, Val AUC: 0.9219, Val F1: 0.8461\n", "Best model saved at epoch 56 with Val Loss: 0.3818\n", "Epoch 56 time: 4m 25.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2929, Train Acc: 87.65%, Train AUC: 0.9484, Train F1: 0.8770\n", "Val Loss: 0.3829, Val Acc: 85.10%, Val AUC: 0.9213, Val F1: 0.8511\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 57 time: 4m 42.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2911, Train Acc: 87.68%, Train AUC: 0.9491, Train F1: 0.8771\n", "Val Loss: 0.3821, Val Acc: 85.10%, Val AUC: 0.9229, Val F1: 0.8555\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 58 time: 4m 37.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2906, Train Acc: 87.72%, Train AUC: 0.9493, Train F1: 0.8778\n", "Val Loss: 0.3792, Val Acc: 85.40%, Val AUC: 0.9232, Val F1: 0.8543\n", "Best model saved at epoch 59 with Val Loss: 0.3792\n", "Epoch 59 time: 4m 24.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2907, Train Acc: 87.69%, Train AUC: 0.9492, Train F1: 0.8772\n", "Val Loss: 0.3793, Val Acc: 85.20%, Val AUC: 0.9230, Val F1: 0.8508\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 60 time: 4m 43.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2890, Train Acc: 87.72%, Train AUC: 0.9499, Train F1: 0.8775\n", "Val Loss: 0.3794, Val Acc: 85.70%, Val AUC: 0.9241, Val F1: 0.8605\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 61 time: 4m 38.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2896, Train Acc: 87.79%, Train AUC: 0.9496, Train F1: 0.8783\n", "Val Loss: 0.3770, Val Acc: 85.40%, Val AUC: 0.9241, Val F1: 0.8543\n", "Best model saved at epoch 62 with Val Loss: 0.3770\n", "Epoch 62 time: 4m 20.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2864, Train Acc: 87.95%, Train AUC: 0.9509, Train F1: 0.8799\n", "Val Loss: 0.3759, Val Acc: 85.60%, Val AUC: 0.9242, Val F1: 0.8560\n", "Best model saved at epoch 63 with Val Loss: 0.3759\n", "Epoch 63 time: 4m 26.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2891, Train Acc: 87.78%, Train AUC: 0.9497, Train F1: 0.8781\n", "Val Loss: 0.3757, Val Acc: 86.10%, Val AUC: 0.9252, Val F1: 0.8625\n", "Best model saved at epoch 64 with Val Loss: 0.3757\n", "Epoch 64 time: 4m 32.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2882, Train Acc: 87.80%, Train AUC: 0.9501, Train F1: 0.8784\n", "Val Loss: 0.3788, Val Acc: 85.90%, Val AUC: 0.9234, Val F1: 0.8611\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 65 time: 4m 29.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2876, Train Acc: 87.75%, Train AUC: 0.9502, Train F1: 0.8779\n", "Val Loss: 0.3746, Val Acc: 85.80%, Val AUC: 0.9258, Val F1: 0.8588\n", "Best model saved at epoch 66 with Val Loss: 0.3746\n", "Epoch 66 time: 4m 43.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2882, Train Acc: 87.92%, Train AUC: 0.9500, Train F1: 0.8795\n", "Val Loss: 0.3745, Val Acc: 86.00%, Val AUC: 0.9253, Val F1: 0.8611\n", "Best model saved at epoch 67 with Val Loss: 0.3745\n", "Epoch 67 time: 4m 31.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2870, Train Acc: 87.85%, Train AUC: 0.9504, Train F1: 0.8788\n", "Val Loss: 0.3760, Val Acc: 86.10%, Val AUC: 0.9248, Val F1: 0.8628\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 68 time: 4m 42.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2872, Train Acc: 87.91%, Train AUC: 0.9504, Train F1: 0.8796\n", "Val Loss: 0.3791, Val Acc: 85.40%, Val AUC: 0.9247, Val F1: 0.8591\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 69 time: 4m 23.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2853, Train Acc: 88.00%, Train AUC: 0.9511, Train F1: 0.8803\n", "Val Loss: 0.3735, Val Acc: 85.40%, Val AUC: 0.9258, Val F1: 0.8543\n", "Best model saved at epoch 70 with Val Loss: 0.3735\n", "Epoch 70 time: 5m 8.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2886, Train Acc: 87.80%, Train AUC: 0.9498, Train F1: 0.8784\n", "Val Loss: 0.3760, Val Acc: 85.80%, Val AUC: 0.9268, Val F1: 0.8629\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 71 time: 4m 46.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2851, Train Acc: 87.87%, Train AUC: 0.9511, Train F1: 0.8791\n", "Val Loss: 0.3730, Val Acc: 85.90%, Val AUC: 0.9262, Val F1: 0.8603\n", "Best model saved at epoch 72 with Val Loss: 0.3730\n", "Epoch 72 time: 4m 23.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2848, Train Acc: 88.00%, Train AUC: 0.9514, Train F1: 0.8804\n", "Val Loss: 0.3716, Val Acc: 85.70%, Val AUC: 0.9265, Val F1: 0.8560\n", "Best model saved at epoch 73 with Val Loss: 0.3716\n", "Epoch 73 time: 4m 31.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2850, Train Acc: 88.07%, Train AUC: 0.9512, Train F1: 0.8811\n", "Val Loss: 0.3762, Val Acc: 85.60%, Val AUC: 0.9260, Val F1: 0.8610\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 74 time: 4m 53.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2861, Train Acc: 87.91%, Train AUC: 0.9508, Train F1: 0.8796\n", "Val Loss: 0.3710, Val Acc: 86.10%, Val AUC: 0.9270, Val F1: 0.8617\n", "Best model saved at epoch 75 with Val Loss: 0.3710\n", "Epoch 75 time: 4m 53.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2844, Train Acc: 87.96%, Train AUC: 0.9515, Train F1: 0.8800\n", "Val Loss: 0.3712, Val Acc: 85.90%, Val AUC: 0.9264, Val F1: 0.8589\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 76 time: 4m 25.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2859, Train Acc: 87.97%, Train AUC: 0.9508, Train F1: 0.8801\n", "Val Loss: 0.3711, Val Acc: 86.00%, Val AUC: 0.9266, Val F1: 0.8619\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 77 time: 4m 37.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2855, Train Acc: 87.94%, Train AUC: 0.9508, Train F1: 0.8798\n", "Val Loss: 0.3728, Val Acc: 85.40%, Val AUC: 0.9257, Val F1: 0.8563\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 78 time: 4m 33.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train 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"stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2832, Train Acc: 88.09%, Train AUC: 0.9517, Train F1: 0.8814\n", "Val Loss: 0.3678, Val Acc: 85.70%, Val AUC: 0.9281, Val F1: 0.8560\n", "Best model saved at epoch 82 with Val Loss: 0.3678\n", "Epoch 82 time: 4m 42.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2843, Train Acc: 88.09%, Train AUC: 0.9514, Train F1: 0.8813\n", "Val Loss: 0.3695, Val Acc: 85.60%, Val AUC: 0.9275, Val F1: 0.8543\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 83 time: 4m 35.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2851, Train Acc: 87.91%, Train AUC: 0.9510, Train F1: 0.8794\n", "Val Loss: 0.3682, Val Acc: 86.10%, Val AUC: 0.9281, Val F1: 0.8600\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 84 time: 4m 29.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2841, Train Acc: 88.03%, Train AUC: 0.9514, Train F1: 0.8806\n", "Val Loss: 0.3686, Val Acc: 86.00%, Val AUC: 0.9280, Val F1: 0.8622\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 85 time: 4m 36.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2828, Train Acc: 88.09%, Train AUC: 0.9519, Train F1: 0.8812\n", "Val Loss: 0.3703, Val Acc: 86.10%, Val AUC: 0.9269, Val F1: 0.8636\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 86 time: 4m 48.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2846, Train Acc: 88.15%, Train AUC: 0.9513, Train F1: 0.8817\n", "Val Loss: 0.3663, Val Acc: 86.30%, Val AUC: 0.9289, Val F1: 0.8645\n", "Best model saved at epoch 87 with Val Loss: 0.3663\n", "Epoch 87 time: 4m 34.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2801, Train Acc: 88.28%, Train AUC: 0.9529, Train F1: 0.8833\n", "Val Loss: 0.3662, Val Acc: 85.60%, Val AUC: 0.9287, Val F1: 0.8540\n", "Best model saved at epoch 88 with Val Loss: 0.3662\n", "Epoch 88 time: 4m 52.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2828, Train Acc: 88.06%, Train AUC: 0.9518, Train F1: 0.8808\n", "Val Loss: 0.3655, Val Acc: 86.20%, Val AUC: 0.9289, Val F1: 0.8623\n", "Best model saved at epoch 89 with Val Loss: 0.3655\n", "Epoch 89 time: 4m 48.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2833, Train Acc: 88.12%, Train AUC: 0.9516, Train F1: 0.8814\n", "Val Loss: 0.3677, Val Acc: 86.30%, Val AUC: 0.9281, Val F1: 0.8650\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 90 time: 4m 44.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2829, Train Acc: 88.07%, Train AUC: 0.9518, Train F1: 0.8811\n", "Val Loss: 0.3649, Val Acc: 85.70%, Val AUC: 0.9298, Val F1: 0.8545\n", "Best model saved at epoch 91 with Val Loss: 0.3649\n", "Epoch 91 time: 4m 35.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2850, Train Acc: 88.01%, Train AUC: 0.9509, Train F1: 0.8805\n", "Val Loss: 0.3675, Val Acc: 85.90%, Val AUC: 0.9287, Val F1: 0.8619\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 92 time: 4m 43.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2826, Train Acc: 88.22%, Train AUC: 0.9519, Train F1: 0.8826\n", "Val Loss: 0.3646, Val Acc: 86.40%, Val AUC: 0.9297, Val F1: 0.8653\n", "Best model saved at epoch 93 with Val Loss: 0.3646\n", "Epoch 93 time: 4m 38.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2828, Train Acc: 88.05%, Train AUC: 0.9518, Train F1: 0.8808\n", "Val Loss: 0.3657, Val Acc: 86.10%, Val AUC: 0.9286, Val F1: 0.8614\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 94 time: 4m 49.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2804, Train Acc: 88.19%, Train AUC: 0.9527, Train F1: 0.8823\n", "Val Loss: 0.3652, Val Acc: 86.10%, Val AUC: 0.9290, Val F1: 0.8603\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 95 time: 4m 56.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2792, Train Acc: 88.39%, Train AUC: 0.9531, Train F1: 0.8842\n", "Val Loss: 0.3672, Val Acc: 85.90%, Val AUC: 0.9292, Val F1: 0.8624\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 96 time: 4m 47.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2791, Train Acc: 88.32%, Train AUC: 0.9532, Train F1: 0.8835\n", "Val Loss: 0.3644, Val Acc: 86.40%, Val AUC: 0.9294, Val F1: 0.8653\n", "Best model saved at epoch 97 with Val Loss: 0.3644\n", "Epoch 97 time: 4m 49.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2797, Train Acc: 88.15%, Train AUC: 0.9529, Train F1: 0.8818\n", "Val Loss: 0.3641, Val Acc: 86.20%, Val AUC: 0.9294, Val F1: 0.8620\n", "Best model saved at epoch 98 with Val Loss: 0.3641\n", "Epoch 98 time: 4m 44.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2825, Train Acc: 88.30%, Train AUC: 0.9518, Train F1: 0.8833\n", "Val Loss: 0.3642, Val Acc: 86.10%, Val AUC: 0.9292, Val F1: 0.8611\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 99 time: 4m 38.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2826, Train Acc: 88.16%, Train AUC: 0.9518, Train F1: 0.8818\n", "Val Loss: 0.3626, Val Acc: 86.00%, Val AUC: 0.9309, Val F1: 0.8625\n", "Best model saved at epoch 100 with Val Loss: 0.3626\n", "Epoch 100 time: 4m 24.73s\n", "Total training time for CaiT: 7h 43m 19s\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 100 with best validation loss of 0.3626\n", "CaiT training time: 7h 43m 21s\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='classification_head', 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": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training DeiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-11 17:46:19,362 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2025-01-11 17:46:19,636 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: 0.5081, Train Acc: 77.09%, Train AUC: 0.8609, Train F1: 0.7761\n", "Val Loss: 0.6027, Val Acc: 71.10%, Val AUC: 0.7523, Val F1: 0.7186\n", "Best model saved at epoch 1 with Val Loss: 0.6027\n", "Epoch 1 time: 4m 40.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.3826, Train Acc: 84.34%, Train AUC: 0.9253, Train F1: 0.8454\n", "Val Loss: 0.5519, Val Acc: 75.10%, Val AUC: 0.8042, Val F1: 0.7556\n", "Best model saved at epoch 2 with Val Loss: 0.5519\n", "Epoch 2 time: 4m 38.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.3419, Train Acc: 86.17%, Train AUC: 0.9388, Train F1: 0.8632\n", "Val Loss: 0.5112, Val Acc: 77.40%, Val AUC: 0.8392, Val F1: 0.7745\n", "Best model saved at epoch 3 with Val Loss: 0.5112\n", "Epoch 3 time: 4m 20.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3188, Train Acc: 87.09%, Train AUC: 0.9460, Train F1: 0.8720\n", "Val Loss: 0.4788, Val Acc: 79.70%, Val AUC: 0.8642, Val F1: 0.7992\n", "Best model saved at epoch 4 with Val Loss: 0.4788\n", "Epoch 4 time: 4m 51.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3030, Train Acc: 87.78%, Train AUC: 0.9508, Train F1: 0.8788\n", "Val Loss: 0.4506, Val Acc: 81.30%, Val AUC: 0.8832, Val F1: 0.8105\n", "Best model saved at epoch 5 with Val Loss: 0.4506\n", "Epoch 5 time: 4m 36.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.2867, Train Acc: 88.46%, Train AUC: 0.9559, Train F1: 0.8852\n", "Val Loss: 0.4330, Val Acc: 82.40%, Val AUC: 0.8947, Val F1: 0.8281\n", "Best model saved at epoch 6 with Val Loss: 0.4330\n", "Epoch 6 time: 4m 57.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.2798, Train Acc: 88.78%, Train AUC: 0.9575, Train F1: 0.8884\n", "Val Loss: 0.4136, Val Acc: 83.30%, Val AUC: 0.9047, Val F1: 0.8322\n", "Best model saved at epoch 7 with Val Loss: 0.4136\n", "Epoch 7 time: 5m 1.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.2697, Train Acc: 89.26%, Train AUC: 0.9605, Train F1: 0.8932\n", "Val Loss: 0.3998, Val Acc: 83.90%, Val AUC: 0.9118, Val F1: 0.8369\n", "Best model saved at epoch 8 with Val Loss: 0.3998\n", "Epoch 8 time: 4m 42.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.2635, Train Acc: 89.67%, Train AUC: 0.9620, Train F1: 0.8974\n", "Val Loss: 0.3878, Val Acc: 85.10%, Val AUC: 0.9180, Val F1: 0.8493\n", "Best model saved at epoch 9 with Val Loss: 0.3878\n", "Epoch 9 time: 4m 51.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.2585, Train Acc: 89.80%, Train AUC: 0.9633, Train F1: 0.8986\n", "Val Loss: 0.3786, Val Acc: 85.30%, Val AUC: 0.9224, Val F1: 0.8540\n", "Best model saved at epoch 10 with Val Loss: 0.3786\n", "Epoch 10 time: 4m 18.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.2549, Train Acc: 89.88%, Train AUC: 0.9639, Train F1: 0.8992\n", "Val Loss: 0.3675, Val Acc: 86.50%, Val AUC: 0.9274, Val F1: 0.8621\n", "Best model saved at epoch 11 with Val Loss: 0.3675\n", "Epoch 11 time: 4m 49.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.2485, Train Acc: 90.18%, Train AUC: 0.9658, Train F1: 0.9022\n", "Val Loss: 0.3620, Val Acc: 86.70%, Val AUC: 0.9297, Val F1: 0.8669\n", "Best model saved at epoch 12 with Val Loss: 0.3620\n", "Epoch 12 time: 4m 28.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.2460, Train Acc: 90.40%, Train AUC: 0.9663, Train F1: 0.9043\n", "Val Loss: 0.3538, Val Acc: 87.40%, Val AUC: 0.9331, Val F1: 0.8740\n", "Best model saved at epoch 13 with Val Loss: 0.3538\n", "Epoch 13 time: 4m 20.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.2409, Train Acc: 90.67%, Train AUC: 0.9677, Train F1: 0.9070\n", "Val Loss: 0.3470, Val Acc: 87.50%, Val AUC: 0.9353, Val F1: 0.8749\n", "Best model saved at epoch 14 with Val Loss: 0.3470\n", "Epoch 14 time: 4m 27.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.2392, Train Acc: 90.53%, Train AUC: 0.9679, Train F1: 0.9056\n", "Val Loss: 0.3429, Val Acc: 88.20%, Val AUC: 0.9371, Val F1: 0.8827\n", "Best model saved at epoch 15 with Val Loss: 0.3429\n", "Epoch 15 time: 4m 27.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.2345, Train Acc: 90.82%, Train AUC: 0.9692, Train F1: 0.9085\n", "Val Loss: 0.3384, Val Acc: 88.00%, Val AUC: 0.9384, Val F1: 0.8795\n", "Best model saved at epoch 16 with Val Loss: 0.3384\n", "Epoch 16 time: 4m 39.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.2331, Train Acc: 90.94%, Train AUC: 0.9694, Train F1: 0.9097\n", "Val Loss: 0.3324, Val Acc: 88.20%, Val AUC: 0.9409, Val F1: 0.8810\n", "Best model saved at epoch 17 with Val Loss: 0.3324\n", "Epoch 17 time: 4m 42.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.2322, Train Acc: 90.89%, Train AUC: 0.9695, Train F1: 0.9090\n", "Val Loss: 0.3309, Val Acc: 88.70%, Val AUC: 0.9416, Val F1: 0.8882\n", "Best model saved at epoch 18 with Val Loss: 0.3309\n", "Epoch 18 time: 4m 23.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.2321, Train Acc: 90.90%, Train AUC: 0.9693, Train F1: 0.9093\n", "Val Loss: 0.3268, Val Acc: 88.80%, Val AUC: 0.9431, Val F1: 0.8889\n", "Best model saved at epoch 19 with Val Loss: 0.3268\n", "Epoch 19 time: 4m 28.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.2276, Train Acc: 91.11%, Train AUC: 0.9707, Train F1: 0.9113\n", "Val Loss: 0.3230, Val Acc: 89.00%, Val AUC: 0.9443, Val F1: 0.8907\n", "Best model saved at epoch 20 with Val Loss: 0.3230\n", "Epoch 20 time: 4m 45.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.2234, Train Acc: 91.31%, Train AUC: 0.9719, Train F1: 0.9133\n", "Val Loss: 0.3187, Val Acc: 89.00%, Val AUC: 0.9456, Val F1: 0.8902\n", "Best model saved at epoch 21 with Val Loss: 0.3187\n", "Epoch 21 time: 5m 12.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.2245, Train Acc: 91.26%, Train AUC: 0.9713, Train F1: 0.9128\n", "Val Loss: 0.3194, Val Acc: 88.80%, Val AUC: 0.9449, Val F1: 0.8889\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 22 time: 4m 29.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2217, Train Acc: 91.25%, Train AUC: 0.9719, Train F1: 0.9128\n", "Val Loss: 0.3140, Val Acc: 89.00%, Val AUC: 0.9470, Val F1: 0.8900\n", "Best model saved at epoch 23 with Val Loss: 0.3140\n", "Epoch 23 time: 4m 43.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.2220, Train Acc: 91.38%, Train AUC: 0.9718, Train F1: 0.9140\n", "Val Loss: 0.3110, Val Acc: 89.20%, Val AUC: 0.9482, Val F1: 0.8926\n", "Best model saved at epoch 24 with Val Loss: 0.3110\n", "Epoch 24 time: 4m 34.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.2208, Train Acc: 91.32%, Train AUC: 0.9721, Train F1: 0.9133\n", "Val Loss: 0.3080, Val Acc: 89.40%, Val AUC: 0.9491, Val F1: 0.8944\n", "Best model saved at epoch 25 with Val Loss: 0.3080\n", "Epoch 25 time: 4m 24.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.2167, Train Acc: 91.59%, Train AUC: 0.9732, Train F1: 0.9161\n", "Val Loss: 0.3051, Val Acc: 89.50%, Val AUC: 0.9500, Val F1: 0.8951\n", "Best model saved at epoch 26 with Val Loss: 0.3051\n", "Epoch 26 time: 4m 45.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2173, Train Acc: 91.51%, Train AUC: 0.9729, Train F1: 0.9152\n", "Val Loss: 0.3037, Val Acc: 89.60%, Val AUC: 0.9507, Val F1: 0.8970\n", "Best model saved at epoch 27 with Val Loss: 0.3037\n", "Epoch 27 time: 4m 27.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2156, Train Acc: 91.68%, Train AUC: 0.9734, Train F1: 0.9169\n", "Val Loss: 0.3013, Val Acc: 89.50%, Val AUC: 0.9512, Val F1: 0.8938\n", "Best model saved at epoch 28 with Val Loss: 0.3013\n", "Epoch 28 time: 4m 54.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2150, Train Acc: 91.64%, Train AUC: 0.9735, Train F1: 0.9165\n", "Val Loss: 0.3010, Val Acc: 89.90%, Val AUC: 0.9519, Val F1: 0.9003\n", "Best model saved at epoch 29 with Val Loss: 0.3010\n", "Epoch 29 time: 4m 47.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2133, Train Acc: 91.75%, Train AUC: 0.9739, Train F1: 0.9177\n", "Val Loss: 0.2993, Val Acc: 89.50%, Val AUC: 0.9518, Val F1: 0.8938\n", "Best model saved at epoch 30 with Val Loss: 0.2993\n", "Epoch 30 time: 4m 48.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2142, Train Acc: 91.59%, Train AUC: 0.9735, Train F1: 0.9160\n", "Val Loss: 0.2974, Val Acc: 89.80%, Val AUC: 0.9524, Val F1: 0.8978\n", "Best model saved at epoch 31 with Val Loss: 0.2974\n", "Epoch 31 time: 4m 29.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.2128, Train Acc: 91.66%, Train AUC: 0.9739, Train F1: 0.9167\n", "Val Loss: 0.2965, Val Acc: 89.90%, Val AUC: 0.9524, Val F1: 0.8993\n", "Best model saved at epoch 32 with Val Loss: 0.2965\n", "Epoch 32 time: 4m 42.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.2093, Train Acc: 91.86%, Train AUC: 0.9748, Train F1: 0.9186\n", "Val Loss: 0.2955, Val Acc: 89.90%, Val AUC: 0.9527, Val F1: 0.8989\n", "Best model saved at epoch 33 with Val Loss: 0.2955\n", "Epoch 33 time: 4m 34.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2125, Train Acc: 91.69%, Train AUC: 0.9738, Train F1: 0.9170\n", "Val Loss: 0.2929, Val Acc: 90.10%, Val AUC: 0.9536, Val F1: 0.9005\n", "Best model saved at epoch 34 with Val Loss: 0.2929\n", "Epoch 34 time: 4m 36.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2088, Train Acc: 91.85%, Train AUC: 0.9748, Train F1: 0.9187\n", "Val Loss: 0.2913, Val Acc: 90.20%, Val AUC: 0.9540, Val F1: 0.9016\n", "Best model saved at epoch 35 with Val Loss: 0.2913\n", "Epoch 35 time: 4m 26.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2088, Train Acc: 91.88%, Train AUC: 0.9748, Train F1: 0.9189\n", "Val Loss: 0.2925, Val Acc: 90.00%, Val AUC: 0.9541, Val F1: 0.9014\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 36 time: 4m 40.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2091, Train Acc: 91.83%, Train AUC: 0.9746, Train F1: 0.9184\n", "Val Loss: 0.2893, Val Acc: 90.30%, Val AUC: 0.9548, Val F1: 0.9039\n", "Best model saved at epoch 37 with Val Loss: 0.2893\n", "Epoch 37 time: 4m 48.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2082, Train Acc: 91.91%, Train AUC: 0.9748, Train F1: 0.9192\n", "Val Loss: 0.2886, Val Acc: 90.40%, Val AUC: 0.9549, Val F1: 0.9046\n", "Best model saved at epoch 38 with Val Loss: 0.2886\n", "Epoch 38 time: 4m 21.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2062, Train Acc: 92.00%, Train AUC: 0.9754, Train F1: 0.9201\n", "Val Loss: 0.2896, Val Acc: 90.30%, Val AUC: 0.9543, Val F1: 0.9037\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 39 time: 4m 46.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2072, Train Acc: 91.85%, Train AUC: 0.9750, Train F1: 0.9186\n", "Val Loss: 0.2890, Val Acc: 90.30%, Val AUC: 0.9552, Val F1: 0.9042\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 40 time: 5m 5.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2062, Train Acc: 91.92%, Train AUC: 0.9753, Train F1: 0.9194\n", "Val Loss: 0.2853, Val Acc: 90.30%, Val AUC: 0.9556, Val F1: 0.9027\n", "Best model saved at epoch 41 with Val Loss: 0.2853\n", "Epoch 41 time: 4m 38.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2066, Train Acc: 91.89%, Train AUC: 0.9751, Train F1: 0.9190\n", "Val Loss: 0.2852, Val Acc: 90.30%, Val AUC: 0.9562, Val F1: 0.9041\n", "Best model saved at epoch 42 with Val Loss: 0.2852\n", "Epoch 42 time: 4m 44.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2035, Train Acc: 92.09%, Train AUC: 0.9760, Train F1: 0.9210\n", "Val Loss: 0.2821, Val Acc: 90.70%, Val AUC: 0.9569, Val F1: 0.9075\n", "Best model saved at epoch 43 with Val Loss: 0.2821\n", "Epoch 43 time: 4m 26.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2044, Train Acc: 92.04%, Train AUC: 0.9757, Train F1: 0.9204\n", "Val Loss: 0.2829, Val Acc: 90.70%, Val AUC: 0.9565, Val F1: 0.9076\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 44 time: 4m 32.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2037, Train Acc: 92.08%, Train AUC: 0.9758, Train F1: 0.9211\n", "Val Loss: 0.2823, Val Acc: 90.60%, Val AUC: 0.9567, Val F1: 0.9069\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 45 time: 4m 25.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2018, Train Acc: 92.09%, Train AUC: 0.9763, Train F1: 0.9210\n", "Val Loss: 0.2803, Val Acc: 90.50%, Val AUC: 0.9570, Val F1: 0.9049\n", "Best model saved at epoch 46 with Val Loss: 0.2803\n", "Epoch 46 time: 4m 41.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2020, Train Acc: 92.29%, Train AUC: 0.9762, Train F1: 0.9230\n", "Val Loss: 0.2792, Val Acc: 90.70%, Val AUC: 0.9575, Val F1: 0.9071\n", "Best model saved at epoch 47 with Val Loss: 0.2792\n", "Epoch 47 time: 5m 2.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2022, Train Acc: 92.12%, Train AUC: 0.9761, Train F1: 0.9213\n", "Val Loss: 0.2789, Val Acc: 90.50%, Val AUC: 0.9576, Val F1: 0.9043\n", "Best model saved at epoch 48 with Val Loss: 0.2789\n", "Epoch 48 time: 4m 28.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.1992, Train Acc: 92.24%, Train AUC: 0.9769, Train F1: 0.9225\n", "Val Loss: 0.2775, Val Acc: 90.70%, Val AUC: 0.9580, Val F1: 0.9069\n", "Best model saved at epoch 49 with Val Loss: 0.2775\n", "Epoch 49 time: 4m 30.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2001, Train Acc: 92.19%, Train AUC: 0.9765, Train F1: 0.9219\n", "Val Loss: 0.2780, Val Acc: 90.40%, Val AUC: 0.9578, Val F1: 0.9034\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 50 time: 4m 51.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.1988, Train Acc: 92.28%, Train AUC: 0.9770, Train F1: 0.9228\n", "Val Loss: 0.2765, Val Acc: 90.30%, Val AUC: 0.9584, Val F1: 0.9023\n", "Best model saved at epoch 51 with Val Loss: 0.2765\n", "Epoch 51 time: 4m 34.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2017, Train Acc: 92.01%, Train AUC: 0.9761, Train F1: 0.9202\n", "Val Loss: 0.2765, Val Acc: 90.80%, Val AUC: 0.9584, Val F1: 0.9085\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 52 time: 4m 56.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.1987, Train Acc: 92.27%, Train AUC: 0.9770, Train F1: 0.9228\n", "Val Loss: 0.2751, Val Acc: 90.20%, Val AUC: 0.9587, Val F1: 0.9010\n", "Best model saved at epoch 53 with Val Loss: 0.2751\n", "Epoch 53 time: 4m 14.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.1977, Train Acc: 92.31%, Train AUC: 0.9772, Train F1: 0.9231\n", "Val Loss: 0.2740, Val Acc: 90.50%, Val AUC: 0.9589, Val F1: 0.9055\n", "Best model saved at epoch 54 with Val Loss: 0.2740\n", "Epoch 54 time: 5m 2.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.1990, Train Acc: 92.19%, Train AUC: 0.9768, Train F1: 0.9220\n", "Val Loss: 0.2736, Val Acc: 90.60%, Val AUC: 0.9589, Val F1: 0.9058\n", "Best model saved at epoch 55 with Val Loss: 0.2736\n", "Epoch 55 time: 4m 27.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.1969, Train Acc: 92.45%, Train AUC: 0.9773, Train F1: 0.9245\n", "Val Loss: 0.2726, Val Acc: 90.90%, Val AUC: 0.9590, Val F1: 0.9091\n", "Best model saved at epoch 56 with Val Loss: 0.2726\n", "Epoch 56 time: 4m 41.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.1980, Train Acc: 92.23%, Train AUC: 0.9769, Train F1: 0.9224\n", "Val Loss: 0.2725, Val Acc: 90.70%, Val AUC: 0.9592, Val F1: 0.9073\n", "Best model saved at epoch 57 with Val Loss: 0.2725\n", "Epoch 57 time: 4m 40.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train 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Val AUC: 0.9599, Val F1: 0.9102\n", "Best model saved at epoch 63 with Val Loss: 0.2699\n", "Epoch 63 time: 4m 47.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.1939, Train Acc: 92.41%, Train AUC: 0.9779, Train F1: 0.9241\n", "Val Loss: 0.2696, Val Acc: 90.90%, Val AUC: 0.9600, Val F1: 0.9098\n", "Best model saved at epoch 64 with Val Loss: 0.2696\n", "Epoch 64 time: 4m 42.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.1965, Train Acc: 92.29%, Train AUC: 0.9773, Train F1: 0.9230\n", "Val Loss: 0.2684, Val Acc: 90.90%, Val AUC: 0.9604, Val F1: 0.9096\n", "Best model saved at epoch 65 with Val Loss: 0.2684\n", "Epoch 65 time: 4m 42.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.1951, Train Acc: 92.34%, Train AUC: 0.9775, Train F1: 0.9235\n", "Val Loss: 0.2694, Val Acc: 90.90%, Val AUC: 0.9597, Val F1: 0.9093\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 66 time: 4m 39.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.1941, Train Acc: 92.47%, Train AUC: 0.9778, Train F1: 0.9248\n", "Val Loss: 0.2678, Val Acc: 91.20%, Val AUC: 0.9604, Val F1: 0.9125\n", "Best model saved at epoch 67 with Val Loss: 0.2678\n", "Epoch 67 time: 5m 15.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.1959, Train Acc: 92.31%, Train AUC: 0.9774, Train F1: 0.9231\n", "Val Loss: 0.2678, Val Acc: 91.30%, Val AUC: 0.9603, Val F1: 0.9134\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 68 time: 4m 25.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.1934, Train Acc: 92.48%, Train AUC: 0.9779, Train F1: 0.9248\n", "Val Loss: 0.2663, Val Acc: 91.10%, Val AUC: 0.9607, Val F1: 0.9113\n", "Best model saved at epoch 69 with Val Loss: 0.2663\n", "Epoch 69 time: 4m 48.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.1926, Train Acc: 92.58%, Train AUC: 0.9782, Train F1: 0.9257\n", "Val Loss: 0.2667, Val Acc: 91.30%, Val AUC: 0.9606, Val F1: 0.9134\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 70 time: 4m 38.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.1929, Train Acc: 92.46%, Train AUC: 0.9780, Train F1: 0.9247\n", "Val Loss: 0.2656, Val Acc: 91.20%, Val AUC: 0.9609, Val F1: 0.9122\n", "Best model saved at epoch 71 with Val Loss: 0.2656\n", "Epoch 71 time: 4m 45.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.1948, Train Acc: 92.35%, Train AUC: 0.9775, Train F1: 0.9235\n", "Val Loss: 0.2655, Val Acc: 91.00%, Val AUC: 0.9614, Val F1: 0.9107\n", "Best model saved at epoch 72 with Val Loss: 0.2655\n", "Epoch 72 time: 4m 59.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.1943, Train Acc: 92.42%, Train AUC: 0.9776, Train F1: 0.9242\n", "Val Loss: 0.2651, Val Acc: 91.30%, Val AUC: 0.9612, Val F1: 0.9134\n", "Best model saved at epoch 73 with Val Loss: 0.2651\n", "Epoch 73 time: 4m 31.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.1923, Train Acc: 92.49%, Train AUC: 0.9781, Train F1: 0.9249\n", "Val Loss: 0.2666, Val Acc: 90.80%, Val AUC: 0.9613, Val F1: 0.9089\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 74 time: 4m 50.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.1933, Train Acc: 92.51%, Train AUC: 0.9778, Train F1: 0.9251\n", "Val Loss: 0.2645, Val Acc: 91.10%, Val AUC: 0.9612, Val F1: 0.9111\n", "Best model saved at epoch 75 with Val Loss: 0.2645\n", "Epoch 75 time: 4m 40.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.1925, Train Acc: 92.44%, Train AUC: 0.9780, Train F1: 0.9244\n", "Val Loss: 0.2646, Val Acc: 91.10%, Val AUC: 0.9611, Val F1: 0.9111\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 76 time: 4m 47.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.1926, Train Acc: 92.54%, Train AUC: 0.9781, Train F1: 0.9255\n", "Val Loss: 0.2632, Val Acc: 91.20%, Val AUC: 0.9616, Val F1: 0.9125\n", "Best model saved at epoch 77 with Val Loss: 0.2632\n", "Epoch 77 time: 4m 38.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.1903, Train Acc: 92.61%, Train AUC: 0.9787, Train F1: 0.9261\n", "Val Loss: 0.2635, Val Acc: 91.10%, Val AUC: 0.9618, Val F1: 0.9116\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 78 time: 4m 52.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.1919, Train Acc: 92.55%, Train AUC: 0.9782, Train F1: 0.9255\n", "Val Loss: 0.2629, Val Acc: 90.90%, Val AUC: 0.9615, Val F1: 0.9089\n", "Best model saved at epoch 79 with Val Loss: 0.2629\n", "Epoch 79 time: 4m 42.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.1927, Train Acc: 92.55%, Train AUC: 0.9780, Train F1: 0.9256\n", "Val Loss: 0.2625, Val Acc: 91.00%, Val AUC: 0.9619, Val F1: 0.9107\n", "Best model saved at epoch 80 with Val Loss: 0.2625\n", "Epoch 80 time: 4m 50.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.1909, Train Acc: 92.57%, Train AUC: 0.9784, Train F1: 0.9257\n", "Val Loss: 0.2637, Val Acc: 91.30%, Val AUC: 0.9617, Val F1: 0.9139\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 81 time: 4m 46.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.1921, Train Acc: 92.57%, Train AUC: 0.9781, Train F1: 0.9258\n", "Val Loss: 0.2627, Val Acc: 90.90%, Val AUC: 0.9617, Val F1: 0.9089\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 82 time: 4m 32.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.1893, Train Acc: 92.60%, Train AUC: 0.9787, Train F1: 0.9260\n", "Val Loss: 0.2637, Val Acc: 91.00%, Val AUC: 0.9615, Val F1: 0.9107\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 83 time: 4m 45.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.1917, Train Acc: 92.47%, Train AUC: 0.9782, Train F1: 0.9248\n", "Val Loss: 0.2638, Val Acc: 91.00%, Val AUC: 0.9618, Val F1: 0.9107\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 84 time: 4m 52.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.1889, Train Acc: 92.77%, Train AUC: 0.9788, Train F1: 0.9277\n", "Val Loss: 0.2619, Val Acc: 91.00%, Val AUC: 0.9619, Val F1: 0.9107\n", "Best model saved at epoch 85 with Val Loss: 0.2619\n", "Epoch 85 time: 4m 50.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.1900, Train Acc: 92.59%, Train AUC: 0.9786, Train F1: 0.9260\n", "Val Loss: 0.2615, Val Acc: 90.80%, Val AUC: 0.9617, Val F1: 0.9076\n", "Best model saved at epoch 86 with Val Loss: 0.2615\n", "Epoch 86 time: 4m 43.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.1890, Train Acc: 92.65%, Train AUC: 0.9789, Train F1: 0.9266\n", "Val Loss: 0.2600, Val Acc: 91.10%, Val AUC: 0.9624, Val F1: 0.9116\n", "Best model saved at epoch 87 with Val Loss: 0.2600\n", "Epoch 87 time: 4m 33.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.1879, Train Acc: 92.70%, Train AUC: 0.9791, Train F1: 0.9270\n", "Val Loss: 0.2608, Val Acc: 91.20%, Val AUC: 0.9623, Val F1: 0.9129\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 88 time: 5m 3.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.1896, Train Acc: 92.62%, Train AUC: 0.9787, Train F1: 0.9262\n", "Val Loss: 0.2592, Val Acc: 91.10%, Val AUC: 0.9626, Val F1: 0.9114\n", "Best model saved at epoch 89 with Val Loss: 0.2592\n", "Epoch 89 time: 4m 34.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.1911, Train Acc: 92.55%, Train AUC: 0.9783, Train F1: 0.9256\n", "Val Loss: 0.2576, Val Acc: 91.20%, Val AUC: 0.9630, Val F1: 0.9124\n", "Best model saved at epoch 90 with Val Loss: 0.2576\n", "Epoch 90 time: 4m 36.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.1877, Train Acc: 92.77%, Train AUC: 0.9791, Train F1: 0.9277\n", "Val Loss: 0.2594, Val Acc: 91.20%, Val AUC: 0.9625, Val F1: 0.9127\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 91 time: 4m 46.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.1900, Train Acc: 92.61%, Train AUC: 0.9785, Train F1: 0.9261\n", "Val Loss: 0.2602, Val Acc: 91.00%, Val AUC: 0.9622, Val F1: 0.9105\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 92 time: 4m 51.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.1888, Train Acc: 92.66%, Train AUC: 0.9788, Train F1: 0.9266\n", "Val Loss: 0.2581, Val Acc: 91.30%, Val AUC: 0.9629, Val F1: 0.9134\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 93 time: 4m 47.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.1912, Train Acc: 92.57%, Train AUC: 0.9782, Train F1: 0.9258\n", "Val Loss: 0.2590, Val Acc: 90.70%, Val AUC: 0.9624, Val F1: 0.9067\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 94 time: 4m 48.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.1898, Train Acc: 92.63%, Train AUC: 0.9786, Train F1: 0.9263\n", "Val Loss: 0.2569, Val Acc: 90.80%, Val AUC: 0.9632, Val F1: 0.9078\n", "Best model saved at epoch 95 with Val Loss: 0.2569\n", "Epoch 95 time: 4m 26.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.1877, Train Acc: 92.66%, Train AUC: 0.9791, Train F1: 0.9266\n", "Val Loss: 0.2584, Val Acc: 91.20%, Val AUC: 0.9626, Val F1: 0.9125\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 96 time: 4m 46.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.1886, Train Acc: 92.66%, Train AUC: 0.9788, Train F1: 0.9267\n", "Val Loss: 0.2585, Val Acc: 91.10%, Val AUC: 0.9628, Val F1: 0.9118\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 97 time: 4m 31.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.1894, Train Acc: 92.56%, Train AUC: 0.9787, Train F1: 0.9257\n", "Val Loss: 0.2576, Val Acc: 91.00%, Val AUC: 0.9629, Val F1: 0.9105\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 98 time: 4m 39.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.1888, Train Acc: 92.72%, Train AUC: 0.9787, Train F1: 0.9272\n", "Val Loss: 0.2573, Val Acc: 90.90%, Val AUC: 0.9631, Val F1: 0.9091\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 99 time: 4m 32.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.1886, Train Acc: 92.67%, Train AUC: 0.9788, Train F1: 0.9268\n", "Val Loss: 0.2568, Val Acc: 91.30%, Val AUC: 0.9632, Val F1: 0.9136\n", "Best model saved at epoch 100 with Val Loss: 0.2568\n", "Epoch 100 time: 4m 37.54s\n", "Total training time for DeiT: 7h 48m 28s\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/DeiT_metrics.csv\n", "Training completed at epoch 100 with best validation loss of 0.2568\n", "DeiT training time: 7h 48m 30s\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='classification_head', 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": 18, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training DeiT III ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-12 01:34:49,166 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2025-01-12 01:34:49,508 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: 0.5186, Train Acc: 74.16%, Train AUC: 0.8364, Train F1: 0.7484\n", "Val Loss: 0.6333, Val Acc: 62.90%, Val AUC: 0.7079, Val F1: 0.6630\n", "Best model saved at epoch 1 with Val Loss: 0.6333\n", "Epoch 1 time: 4m 37.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4192, Train Acc: 80.87%, Train AUC: 0.8994, Train F1: 0.8113\n", "Val Loss: 0.5999, Val Acc: 66.80%, Val AUC: 0.7584, Val F1: 0.7030\n", "Best model saved at epoch 2 with Val Loss: 0.5999\n", "Epoch 2 time: 4m 22.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.3810, Train Acc: 83.01%, Train AUC: 0.9178, Train F1: 0.8321\n", "Val Loss: 0.5638, Val Acc: 70.50%, Val AUC: 0.7934, Val F1: 0.7276\n", "Best model saved at epoch 3 with Val Loss: 0.5638\n", "Epoch 3 time: 4m 32.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3589, Train Acc: 84.26%, Train AUC: 0.9274, Train F1: 0.8440\n", "Val Loss: 0.5365, Val Acc: 74.00%, Val AUC: 0.8169, Val F1: 0.7514\n", "Best model saved at epoch 4 with Val Loss: 0.5365\n", "Epoch 4 time: 4m 31.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3406, Train Acc: 85.34%, Train AUC: 0.9354, Train F1: 0.8545\n", "Val Loss: 0.5135, Val Acc: 76.10%, Val AUC: 0.8350, Val F1: 0.7664\n", "Best model saved at epoch 5 with Val Loss: 0.5135\n", "Epoch 5 time: 4m 29.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3276, Train Acc: 86.04%, Train AUC: 0.9406, Train F1: 0.8613\n", "Val Loss: 0.5005, Val Acc: 77.30%, Val AUC: 0.8477, Val F1: 0.7832\n", "Best model saved at epoch 6 with Val Loss: 0.5005\n", "Epoch 6 time: 4m 32.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3176, Train Acc: 86.65%, Train AUC: 0.9441, Train F1: 0.8675\n", "Val Loss: 0.4901, Val Acc: 77.60%, Val AUC: 0.8618, Val F1: 0.7922\n", "Best model saved at epoch 7 with Val Loss: 0.4901\n", "Epoch 7 time: 4m 40.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3096, Train Acc: 87.05%, Train AUC: 0.9470, Train F1: 0.8713\n", "Val Loss: 0.4742, Val Acc: 79.10%, Val AUC: 0.8691, Val F1: 0.8019\n", "Best model saved at epoch 8 with Val Loss: 0.4742\n", "Epoch 8 time: 4m 39.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.2999, Train Acc: 87.61%, Train AUC: 0.9504, Train F1: 0.8768\n", "Val Loss: 0.4623, Val Acc: 80.30%, Val AUC: 0.8763, Val F1: 0.8118\n", "Best model saved at epoch 9 with Val Loss: 0.4623\n", "Epoch 9 time: 4m 58.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.2926, Train Acc: 87.92%, Train AUC: 0.9529, Train F1: 0.8798\n", "Val Loss: 0.4566, Val Acc: 80.50%, Val AUC: 0.8833, Val F1: 0.8172\n", "Best model saved at epoch 10 with Val Loss: 0.4566\n", "Epoch 10 time: 4m 47.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.2879, Train Acc: 88.02%, Train AUC: 0.9544, Train F1: 0.8807\n", "Val Loss: 0.4391, Val Acc: 82.40%, Val AUC: 0.8901, Val F1: 0.8301\n", "Best model saved at epoch 11 with Val Loss: 0.4391\n", "Epoch 11 time: 4m 26.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.2838, Train Acc: 88.25%, Train AUC: 0.9555, Train F1: 0.8831\n", "Val Loss: 0.4316, Val Acc: 83.00%, Val AUC: 0.8945, Val F1: 0.8353\n", "Best model saved at epoch 12 with Val Loss: 0.4316\n", "Epoch 12 time: 4m 46.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.2774, Train Acc: 88.54%, Train AUC: 0.9576, Train F1: 0.8859\n", "Val Loss: 0.4265, Val Acc: 83.20%, Val AUC: 0.8978, Val F1: 0.8372\n", "Best model saved at epoch 13 with Val Loss: 0.4265\n", "Epoch 13 time: 4m 49.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.2741, Train Acc: 88.77%, Train AUC: 0.9585, Train F1: 0.8882\n", "Val Loss: 0.4192, Val Acc: 83.20%, Val AUC: 0.9020, Val F1: 0.8378\n", "Best model saved at epoch 14 with Val Loss: 0.4192\n", "Epoch 14 time: 4m 34.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.2697, Train Acc: 88.95%, Train AUC: 0.9599, Train F1: 0.8898\n", "Val Loss: 0.4163, Val Acc: 83.20%, Val AUC: 0.9072, Val F1: 0.8397\n", "Best model saved at epoch 15 with Val Loss: 0.4163\n", "Epoch 15 time: 4m 29.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.2675, Train Acc: 89.05%, Train AUC: 0.9604, Train F1: 0.8909\n", "Val Loss: 0.4073, Val Acc: 84.30%, Val AUC: 0.9082, Val F1: 0.8477\n", "Best model saved at epoch 16 with Val Loss: 0.4073\n", "Epoch 16 time: 4m 43.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.2650, Train Acc: 89.25%, Train AUC: 0.9611, Train F1: 0.8929\n", "Val Loss: 0.3981, Val Acc: 85.10%, Val AUC: 0.9112, Val F1: 0.8520\n", "Best model saved at epoch 17 with Val Loss: 0.3981\n", "Epoch 17 time: 4m 36.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.2599, Train Acc: 89.51%, Train AUC: 0.9627, Train F1: 0.8954\n", "Val Loss: 0.3982, Val Acc: 84.50%, Val AUC: 0.9135, Val F1: 0.8497\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 18 time: 4m 41.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.2584, Train Acc: 89.54%, Train AUC: 0.9630, Train F1: 0.8958\n", "Val Loss: 0.3933, Val Acc: 85.00%, Val AUC: 0.9167, Val F1: 0.8552\n", "Best model saved at epoch 19 with Val Loss: 0.3933\n", "Epoch 19 time: 4m 25.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.2571, Train Acc: 89.56%, Train AUC: 0.9631, Train F1: 0.8960\n", "Val Loss: 0.3869, Val Acc: 85.70%, Val AUC: 0.9183, Val F1: 0.8599\n", "Best model saved at epoch 20 with Val Loss: 0.3869\n", "Epoch 20 time: 4m 59.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.2537, Train Acc: 89.76%, Train AUC: 0.9643, Train F1: 0.8979\n", "Val Loss: 0.3864, Val Acc: 85.10%, Val AUC: 0.9206, Val F1: 0.8563\n", "Best model saved at epoch 21 with Val Loss: 0.3864\n", "Epoch 21 time: 4m 57.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.2524, Train Acc: 89.76%, Train AUC: 0.9646, Train F1: 0.8978\n", "Val Loss: 0.3800, Val Acc: 85.60%, Val AUC: 0.9229, Val F1: 0.8596\n", "Best model saved at epoch 22 with Val Loss: 0.3800\n", "Epoch 22 time: 4m 43.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2477, Train Acc: 90.13%, Train AUC: 0.9661, Train F1: 0.9016\n", "Val Loss: 0.3703, Val Acc: 86.20%, Val AUC: 0.9243, Val F1: 0.8614\n", "Best model saved at epoch 23 with Val Loss: 0.3703\n", "Epoch 23 time: 4m 31.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.2478, Train Acc: 89.94%, Train AUC: 0.9657, Train F1: 0.8997\n", "Val Loss: 0.3704, Val Acc: 86.10%, Val AUC: 0.9254, Val F1: 0.8625\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 24 time: 4m 53.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.2463, Train Acc: 90.04%, Train AUC: 0.9661, Train F1: 0.9006\n", "Val Loss: 0.3686, Val Acc: 86.30%, Val AUC: 0.9275, Val F1: 0.8663\n", "Best model saved at epoch 25 with Val Loss: 0.3686\n", "Epoch 25 time: 4m 22.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.2437, Train Acc: 90.10%, Train AUC: 0.9669, Train F1: 0.9011\n", "Val Loss: 0.3603, Val Acc: 86.60%, Val AUC: 0.9283, Val F1: 0.8649\n", "Best model saved at epoch 26 with Val Loss: 0.3603\n", "Epoch 26 time: 4m 37.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2423, Train Acc: 90.33%, Train AUC: 0.9673, Train F1: 0.9035\n", "Val Loss: 0.3620, Val Acc: 86.70%, Val AUC: 0.9305, Val F1: 0.8702\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 27 time: 4m 41.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2394, Train Acc: 90.38%, Train AUC: 0.9680, Train F1: 0.9039\n", "Val Loss: 0.3600, Val Acc: 86.80%, Val AUC: 0.9315, Val F1: 0.8711\n", "Best model saved at epoch 28 with Val Loss: 0.3600\n", "Epoch 28 time: 4m 52.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2391, Train Acc: 90.45%, Train AUC: 0.9680, Train F1: 0.9047\n", "Val Loss: 0.3569, Val Acc: 87.20%, Val AUC: 0.9322, Val F1: 0.8750\n", "Best model saved at epoch 29 with Val Loss: 0.3569\n", "Epoch 29 time: 4m 35.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2372, Train Acc: 90.43%, Train AUC: 0.9685, Train F1: 0.9044\n", "Val Loss: 0.3506, Val Acc: 87.30%, Val AUC: 0.9331, Val F1: 0.8734\n", "Best model saved at epoch 30 with Val Loss: 0.3506\n", "Epoch 30 time: 4m 32.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2347, Train Acc: 90.64%, Train AUC: 0.9693, Train F1: 0.9066\n", "Val Loss: 0.3470, Val Acc: 87.70%, Val AUC: 0.9341, Val F1: 0.8751\n", "Best model saved at epoch 31 with Val Loss: 0.3470\n", "Epoch 31 time: 4m 49.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.2354, Train Acc: 90.59%, Train AUC: 0.9688, Train F1: 0.9061\n", "Val Loss: 0.3494, Val Acc: 87.40%, Val AUC: 0.9354, Val F1: 0.8770\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 32 time: 4m 38.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.2323, Train Acc: 90.73%, Train AUC: 0.9698, Train F1: 0.9075\n", "Val Loss: 0.3416, Val Acc: 87.90%, Val AUC: 0.9362, Val F1: 0.8774\n", "Best model saved at epoch 33 with Val Loss: 0.3416\n", "Epoch 33 time: 4m 45.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2332, Train Acc: 90.68%, Train AUC: 0.9693, Train F1: 0.9069\n", "Val Loss: 0.3439, Val Acc: 87.80%, Val AUC: 0.9365, Val F1: 0.8802\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 34 time: 4m 49.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2311, Train Acc: 90.76%, Train AUC: 0.9699, Train F1: 0.9079\n", "Val Loss: 0.3407, Val Acc: 87.90%, Val AUC: 0.9375, Val F1: 0.8810\n", "Best model saved at epoch 35 with Val Loss: 0.3407\n", "Epoch 35 time: 4m 50.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2313, Train Acc: 90.70%, Train AUC: 0.9699, Train F1: 0.9071\n", "Val Loss: 0.3418, Val Acc: 87.90%, Val AUC: 0.9381, Val F1: 0.8820\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 36 time: 4m 46.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2312, Train Acc: 90.73%, Train AUC: 0.9697, Train F1: 0.9074\n", "Val Loss: 0.3372, Val Acc: 88.20%, Val AUC: 0.9388, Val F1: 0.8836\n", "Best model saved at epoch 37 with Val Loss: 0.3372\n", "Epoch 37 time: 4m 58.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2292, Train Acc: 90.73%, Train AUC: 0.9703, Train F1: 0.9074\n", "Val Loss: 0.3328, Val Acc: 88.30%, Val AUC: 0.9404, Val F1: 0.8843\n", "Best model saved at epoch 38 with Val Loss: 0.3328\n", "Epoch 38 time: 4m 35.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2290, Train Acc: 90.81%, Train AUC: 0.9703, Train F1: 0.9081\n", "Val Loss: 0.3327, Val Acc: 88.30%, Val AUC: 0.9410, Val F1: 0.8850\n", "Best model saved at epoch 39 with Val Loss: 0.3327\n", "Epoch 39 time: 4m 41.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2263, Train Acc: 90.96%, Train AUC: 0.9712, Train F1: 0.9097\n", "Val Loss: 0.3289, Val Acc: 88.80%, Val AUC: 0.9416, Val F1: 0.8891\n", "Best model saved at epoch 40 with Val Loss: 0.3289\n", "Epoch 40 time: 4m 44.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2258, Train Acc: 91.13%, Train AUC: 0.9713, Train F1: 0.9115\n", "Val Loss: 0.3322, Val Acc: 88.40%, Val AUC: 0.9420, Val F1: 0.8869\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 41 time: 4m 43.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2236, Train Acc: 91.12%, Train AUC: 0.9718, Train F1: 0.9114\n", "Val Loss: 0.3252, Val Acc: 88.70%, Val AUC: 0.9424, Val F1: 0.8864\n", "Best model saved at epoch 42 with Val Loss: 0.3252\n", "Epoch 42 time: 4m 37.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2248, Train Acc: 91.00%, Train AUC: 0.9713, Train F1: 0.9101\n", "Val Loss: 0.3272, Val Acc: 88.70%, Val AUC: 0.9425, Val F1: 0.8891\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 43 time: 4m 31.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2238, Train Acc: 91.10%, Train AUC: 0.9717, Train F1: 0.9110\n", "Val Loss: 0.3241, Val Acc: 89.10%, Val AUC: 0.9437, Val F1: 0.8924\n", "Best model saved at epoch 44 with Val Loss: 0.3241\n", "Epoch 44 time: 4m 56.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2236, Train Acc: 91.08%, Train AUC: 0.9716, Train F1: 0.9110\n", "Val Loss: 0.3243, Val Acc: 88.80%, Val AUC: 0.9440, Val F1: 0.8904\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 45 time: 4m 25.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2226, Train Acc: 91.15%, Train AUC: 0.9719, Train F1: 0.9116\n", "Val Loss: 0.3220, Val Acc: 89.00%, Val AUC: 0.9446, Val F1: 0.8917\n", "Best model saved at epoch 46 with Val Loss: 0.3220\n", "Epoch 46 time: 4m 33.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2224, Train Acc: 91.16%, Train AUC: 0.9718, Train F1: 0.9116\n", "Val Loss: 0.3181, Val Acc: 89.60%, Val AUC: 0.9449, Val F1: 0.8954\n", "Best model saved at epoch 47 with Val Loss: 0.3181\n", "Epoch 47 time: 4m 31.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2204, Train Acc: 91.33%, Train AUC: 0.9724, Train F1: 0.9134\n", "Val Loss: 0.3170, Val Acc: 89.50%, Val AUC: 0.9454, Val F1: 0.8951\n", "Best model saved at epoch 48 with Val Loss: 0.3170\n", "Epoch 48 time: 4m 31.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2198, Train Acc: 91.26%, Train AUC: 0.9724, Train F1: 0.9128\n", "Val Loss: 0.3161, Val Acc: 89.40%, Val AUC: 0.9463, Val F1: 0.8955\n", "Best model saved at epoch 49 with Val Loss: 0.3161\n", "Epoch 49 time: 4m 35.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2187, Train Acc: 91.38%, Train AUC: 0.9728, Train F1: 0.9138\n", "Val Loss: 0.3146, Val Acc: 89.40%, Val AUC: 0.9461, Val F1: 0.8946\n", "Best model saved at epoch 50 with Val Loss: 0.3146\n", "Epoch 50 time: 4m 24.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2182, Train Acc: 91.25%, Train AUC: 0.9728, Train F1: 0.9126\n", "Val Loss: 0.3143, Val Acc: 89.50%, Val AUC: 0.9463, Val F1: 0.8959\n", "Best model saved at epoch 51 with Val Loss: 0.3143\n", "Epoch 51 time: 4m 35.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2192, Train Acc: 91.34%, Train AUC: 0.9726, Train F1: 0.9135\n", "Val Loss: 0.3183, Val Acc: 88.70%, Val AUC: 0.9468, Val F1: 0.8900\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 52 time: 4m 45.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2157, Train Acc: 91.45%, Train AUC: 0.9736, Train F1: 0.9145\n", "Val Loss: 0.3131, Val Acc: 89.50%, Val AUC: 0.9470, Val F1: 0.8959\n", "Best model saved at epoch 53 with Val Loss: 0.3131\n", "Epoch 53 time: 4m 33.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2184, Train Acc: 91.28%, Train AUC: 0.9728, Train F1: 0.9129\n", "Val Loss: 0.3111, Val Acc: 89.80%, Val AUC: 0.9476, Val F1: 0.8988\n", "Best model saved at epoch 54 with Val Loss: 0.3111\n", "Epoch 54 time: 5m 4.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2180, Train Acc: 91.25%, Train AUC: 0.9728, Train F1: 0.9126\n", "Val Loss: 0.3095, Val Acc: 89.70%, Val AUC: 0.9482, Val F1: 0.8979\n", "Best model saved at epoch 55 with Val Loss: 0.3095\n", "Epoch 55 time: 4m 52.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2156, Train Acc: 91.47%, Train AUC: 0.9734, Train F1: 0.9148\n", "Val Loss: 0.3069, Val Acc: 90.20%, Val AUC: 0.9488, Val F1: 0.9022\n", "Best model saved at epoch 56 with Val Loss: 0.3069\n", "Epoch 56 time: 4m 50.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2151, Train Acc: 91.45%, Train AUC: 0.9735, Train F1: 0.9146\n", "Val Loss: 0.3075, Val Acc: 89.50%, Val AUC: 0.9492, Val F1: 0.8966\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 57 time: 4m 32.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2143, Train Acc: 91.53%, Train AUC: 0.9738, Train F1: 0.9154\n", "Val Loss: 0.3087, Val Acc: 89.50%, Val AUC: 0.9489, Val F1: 0.8968\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 58 time: 4m 38.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2139, Train Acc: 91.57%, Train AUC: 0.9737, Train F1: 0.9157\n", "Val Loss: 0.3050, Val Acc: 89.90%, Val AUC: 0.9496, Val F1: 0.8997\n", "Best model saved at epoch 59 with Val Loss: 0.3050\n", "Epoch 59 time: 4m 41.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2151, Train Acc: 91.39%, Train AUC: 0.9735, Train F1: 0.9139\n", "Val Loss: 0.3091, Val Acc: 88.90%, Val AUC: 0.9494, Val F1: 0.8917\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 60 time: 4m 31.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2128, Train Acc: 91.61%, Train AUC: 0.9741, Train F1: 0.9161\n", "Val Loss: 0.3084, Val Acc: 89.20%, Val AUC: 0.9495, Val F1: 0.8943\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 61 time: 4m 32.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2117, Train Acc: 91.66%, Train AUC: 0.9743, Train F1: 0.9167\n", "Val Loss: 0.3073, Val Acc: 89.10%, Val AUC: 0.9501, Val F1: 0.8939\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 62 time: 4m 24.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2123, Train Acc: 91.55%, Train AUC: 0.9741, Train F1: 0.9156\n", "Val Loss: 0.3019, Val Acc: 90.00%, Val AUC: 0.9506, Val F1: 0.9010\n", "Best model saved at epoch 63 with Val Loss: 0.3019\n", "Epoch 63 time: 5m 8.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2112, Train Acc: 91.63%, Train AUC: 0.9744, Train F1: 0.9164\n", "Val Loss: 0.3058, Val Acc: 89.10%, Val AUC: 0.9511, Val F1: 0.8941\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 64 time: 4m 42.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2134, Train Acc: 91.45%, Train AUC: 0.9737, Train F1: 0.9145\n", "Val Loss: 0.3037, Val Acc: 89.20%, Val AUC: 0.9510, Val F1: 0.8947\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 65 time: 4m 40.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2117, Train Acc: 91.60%, Train AUC: 0.9742, Train F1: 0.9160\n", "Val Loss: 0.3027, Val Acc: 89.30%, Val AUC: 0.9513, Val F1: 0.8956\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 66 time: 4m 49.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2100, Train Acc: 91.67%, Train AUC: 0.9746, Train F1: 0.9167\n", "Val Loss: 0.2984, Val Acc: 90.30%, Val AUC: 0.9514, Val F1: 0.9037\n", "Best model saved at epoch 67 with Val Loss: 0.2984\n", "Epoch 67 time: 4m 18.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2097, Train Acc: 91.69%, Train AUC: 0.9748, Train F1: 0.9169\n", "Val Loss: 0.3017, Val Acc: 89.10%, Val AUC: 0.9515, Val F1: 0.8939\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 68 time: 4m 35.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2110, Train Acc: 91.57%, Train AUC: 0.9743, Train F1: 0.9157\n", "Val Loss: 0.2983, Val Acc: 90.30%, Val AUC: 0.9512, Val F1: 0.9037\n", "Best model saved at epoch 69 with Val Loss: 0.2983\n", "Epoch 69 time: 4m 37.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2086, Train Acc: 91.81%, Train AUC: 0.9750, Train F1: 0.9182\n", "Val Loss: 0.2959, Val Acc: 90.30%, Val AUC: 0.9516, Val F1: 0.9029\n", "Best model saved at epoch 70 with Val Loss: 0.2959\n", "Epoch 70 time: 4m 28.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2087, Train Acc: 91.75%, Train AUC: 0.9750, Train F1: 0.9175\n", "Val Loss: 0.2984, Val Acc: 89.90%, Val AUC: 0.9520, Val F1: 0.9009\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 71 time: 4m 34.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2086, Train Acc: 91.76%, Train AUC: 0.9749, Train F1: 0.9176\n", "Val Loss: 0.2966, Val Acc: 90.00%, Val AUC: 0.9523, Val F1: 0.9014\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 72 time: 4m 25.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2060, Train Acc: 91.85%, Train AUC: 0.9756, Train F1: 0.9185\n", "Val Loss: 0.2979, Val Acc: 89.70%, Val AUC: 0.9525, Val F1: 0.8991\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 73 time: 4m 46.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2073, Train Acc: 91.73%, Train AUC: 0.9752, Train F1: 0.9174\n", "Val Loss: 0.2912, Val Acc: 90.30%, Val AUC: 0.9531, Val F1: 0.9023\n", "Best model saved at epoch 74 with Val Loss: 0.2912\n", "Epoch 74 time: 4m 35.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2078, Train Acc: 91.72%, Train AUC: 0.9750, Train F1: 0.9172\n", "Val Loss: 0.2942, Val Acc: 90.20%, Val AUC: 0.9527, Val F1: 0.9030\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 75 time: 4m 41.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2067, Train Acc: 91.90%, Train AUC: 0.9752, Train F1: 0.9190\n", "Val Loss: 0.2939, Val Acc: 90.10%, Val AUC: 0.9532, Val F1: 0.9025\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 76 time: 5m 0.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2081, Train Acc: 91.87%, Train AUC: 0.9749, Train F1: 0.9187\n", "Val Loss: 0.2940, Val Acc: 90.30%, Val AUC: 0.9529, Val F1: 0.9041\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 77 time: 4m 47.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2096, Train Acc: 91.72%, Train AUC: 0.9744, Train F1: 0.9173\n", "Val Loss: 0.2926, Val Acc: 90.30%, Val AUC: 0.9536, Val F1: 0.9041\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 78 time: 4m 52.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2037, Train Acc: 91.94%, Train AUC: 0.9762, Train F1: 0.9196\n", "Val Loss: 0.2944, Val Acc: 89.70%, Val AUC: 0.9533, Val F1: 0.8989\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 79 time: 4m 44.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2063, Train Acc: 91.83%, Train AUC: 0.9752, Train F1: 0.9183\n", "Val Loss: 0.2900, Val Acc: 90.40%, Val AUC: 0.9538, Val F1: 0.9046\n", "Best model saved at epoch 80 with Val Loss: 0.2900\n", "Epoch 80 time: 4m 55.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2062, Train Acc: 91.83%, Train AUC: 0.9754, Train F1: 0.9184\n", "Val Loss: 0.2878, Val Acc: 90.60%, Val AUC: 0.9543, Val F1: 0.9058\n", "Best model saved at epoch 81 with Val Loss: 0.2878\n", "Epoch 81 time: 4m 39.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2064, Train Acc: 91.85%, Train AUC: 0.9753, Train F1: 0.9186\n", "Val Loss: 0.2886, Val Acc: 90.40%, Val AUC: 0.9536, Val F1: 0.9034\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 82 time: 4m 41.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2061, Train Acc: 91.87%, Train AUC: 0.9753, Train F1: 0.9187\n", "Val Loss: 0.2880, Val Acc: 90.30%, Val AUC: 0.9542, Val F1: 0.9033\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 83 time: 4m 47.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2067, Train Acc: 91.85%, Train AUC: 0.9751, Train F1: 0.9186\n", "Val Loss: 0.2884, Val Acc: 90.50%, Val AUC: 0.9544, Val F1: 0.9058\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 84 time: 4m 56.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2063, Train Acc: 91.88%, Train AUC: 0.9753, Train F1: 0.9188\n", "Val Loss: 0.2866, Val Acc: 90.80%, Val AUC: 0.9548, Val F1: 0.9085\n", "Best model saved at epoch 85 with Val Loss: 0.2866\n", "Epoch 85 time: 4m 41.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2049, Train Acc: 91.92%, Train AUC: 0.9756, Train F1: 0.9192\n", "Val Loss: 0.2899, Val Acc: 90.30%, Val AUC: 0.9547, Val F1: 0.9046\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 86 time: 4m 41.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2065, Train Acc: 91.83%, Train AUC: 0.9751, Train F1: 0.9184\n", "Val Loss: 0.2867, Val Acc: 90.50%, Val AUC: 0.9551, Val F1: 0.9060\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 87 time: 4m 33.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2037, Train Acc: 91.88%, Train AUC: 0.9759, Train F1: 0.9189\n", "Val Loss: 0.2880, Val Acc: 90.50%, Val AUC: 0.9554, Val F1: 0.9066\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 88 time: 4m 23.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2048, Train Acc: 91.88%, Train AUC: 0.9756, Train F1: 0.9188\n", "Val Loss: 0.2841, Val Acc: 90.80%, Val AUC: 0.9552, Val F1: 0.9076\n", "Best model saved at epoch 89 with Val Loss: 0.2841\n", "Epoch 89 time: 4m 50.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2049, Train Acc: 91.79%, Train AUC: 0.9756, Train F1: 0.9179\n", "Val Loss: 0.2884, Val Acc: 90.50%, Val AUC: 0.9554, Val F1: 0.9066\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 90 time: 4m 55.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2033, Train Acc: 91.89%, Train AUC: 0.9760, Train F1: 0.9189\n", "Val Loss: 0.2854, Val Acc: 90.80%, Val AUC: 0.9553, Val F1: 0.9085\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 91 time: 4m 38.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2033, Train Acc: 92.00%, Train AUC: 0.9760, Train F1: 0.9201\n", "Val Loss: 0.2835, Val Acc: 90.80%, Val AUC: 0.9554, Val F1: 0.9074\n", "Best model saved at epoch 92 with Val Loss: 0.2835\n", "Epoch 92 time: 4m 28.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2040, Train Acc: 92.01%, Train AUC: 0.9758, Train F1: 0.9201\n", "Val Loss: 0.2868, Val Acc: 90.60%, Val AUC: 0.9549, Val F1: 0.9069\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 93 time: 4m 33.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2023, Train Acc: 91.94%, Train AUC: 0.9762, Train F1: 0.9195\n", "Val Loss: 0.2831, Val Acc: 90.80%, Val AUC: 0.9554, Val F1: 0.9071\n", "Best model saved at epoch 94 with Val Loss: 0.2831\n", "Epoch 94 time: 5m 12.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2029, Train Acc: 91.98%, Train AUC: 0.9761, Train F1: 0.9198\n", "Val Loss: 0.2895, Val Acc: 89.70%, Val AUC: 0.9556, Val F1: 0.8997\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 95 time: 4m 27.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2032, Train Acc: 91.86%, Train AUC: 0.9759, Train F1: 0.9186\n", "Val Loss: 0.2805, Val Acc: 90.90%, Val AUC: 0.9561, Val F1: 0.9084\n", "Best model saved at epoch 96 with Val Loss: 0.2805\n", "Epoch 96 time: 4m 34.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2031, Train Acc: 91.95%, Train AUC: 0.9760, Train F1: 0.9196\n", "Val Loss: 0.2843, Val Acc: 90.70%, Val AUC: 0.9556, Val F1: 0.9080\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 97 time: 4m 31.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2038, Train Acc: 91.94%, Train AUC: 0.9757, Train F1: 0.9193\n", "Val Loss: 0.2815, Val Acc: 90.80%, Val AUC: 0.9560, Val F1: 0.9076\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 98 time: 4m 31.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2015, Train Acc: 92.05%, Train AUC: 0.9763, Train F1: 0.9205\n", "Val Loss: 0.2871, Val Acc: 89.80%, Val AUC: 0.9564, Val F1: 0.9006\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 99 time: 4m 40.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2031, Train Acc: 91.94%, Train AUC: 0.9759, Train F1: 0.9194\n", "Val Loss: 0.2811, Val Acc: 90.70%, Val AUC: 0.9564, Val F1: 0.9071\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 100 time: 4m 29.17s\n", "Total training time for DeiT3: 7h 47m 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/DeiT3_metrics.csv\n", "Training completed at epoch 96 with best validation loss of 0.2805\n", "DeiT3 training time: 7h 47m 16s\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='classification_head', 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": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-SVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-12 18:08:11,032 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2025-01-12 18:08:11,235 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: 0.5307, Train Acc: 76.19%, Train AUC: 0.8485, Train F1: 0.7631\n", "Val Loss: 0.6156, Val Acc: 66.80%, Val AUC: 0.7327, Val F1: 0.6976\n", "Best model saved at epoch 1 with Val Loss: 0.6156\n", "Epoch 1 time: 6m 7.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4261, Train Acc: 81.61%, Train AUC: 0.9013, Train F1: 0.8176\n", "Val Loss: 0.5649, Val Acc: 71.40%, Val AUC: 0.8013, Val F1: 0.7419\n", "Best model saved at epoch 2 with Val Loss: 0.5649\n", "Epoch 2 time: 4m 22.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.3882, Train Acc: 83.51%, Train AUC: 0.9172, Train F1: 0.8363\n", "Val Loss: 0.5176, Val Acc: 75.60%, Val AUC: 0.8418, Val F1: 0.7658\n", "Best model saved at epoch 3 with Val Loss: 0.5176\n", "Epoch 3 time: 4m 11.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3646, Train Acc: 84.69%, Train AUC: 0.9264, Train F1: 0.8479\n", "Val Loss: 0.4958, Val Acc: 77.30%, Val AUC: 0.8644, Val F1: 0.7888\n", "Best model saved at epoch 4 with Val Loss: 0.4958\n", "Epoch 4 time: 4m 27.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3479, Train Acc: 85.45%, Train AUC: 0.9328, Train F1: 0.8556\n", "Val Loss: 0.4673, Val Acc: 79.50%, Val AUC: 0.8831, Val F1: 0.8046\n", "Best model saved at epoch 5 with Val Loss: 0.4673\n", "Epoch 5 time: 4m 4.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3365, Train Acc: 86.05%, Train AUC: 0.9370, Train F1: 0.8617\n", "Val Loss: 0.4441, Val Acc: 81.40%, Val AUC: 0.8958, Val F1: 0.8162\n", "Best model saved at epoch 6 with Val Loss: 0.4441\n", "Epoch 6 time: 4m 18.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3276, Train Acc: 86.42%, Train AUC: 0.9399, Train F1: 0.8653\n", "Val Loss: 0.4307, Val Acc: 82.30%, Val AUC: 0.9040, Val F1: 0.8270\n", "Best model saved at epoch 7 with Val Loss: 0.4307\n", "Epoch 7 time: 4m 23.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3205, Train Acc: 86.89%, Train AUC: 0.9423, Train F1: 0.8696\n", "Val Loss: 0.4151, Val Acc: 83.50%, Val AUC: 0.9128, Val F1: 0.8365\n", "Best model saved at epoch 8 with Val Loss: 0.4151\n", "Epoch 8 time: 4m 21.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3115, Train Acc: 87.29%, Train AUC: 0.9456, Train F1: 0.8738\n", "Val Loss: 0.4046, Val Acc: 84.20%, Val AUC: 0.9172, Val F1: 0.8423\n", "Best model saved at epoch 9 with Val Loss: 0.4046\n", "Epoch 9 time: 4m 15.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3074, Train Acc: 87.38%, Train AUC: 0.9467, Train F1: 0.8746\n", "Val Loss: 0.3971, Val Acc: 84.50%, Val AUC: 0.9210, Val F1: 0.8455\n", "Best model saved at epoch 10 with Val Loss: 0.3971\n", "Epoch 10 time: 4m 15.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3012, Train Acc: 87.83%, Train AUC: 0.9489, Train F1: 0.8791\n", "Val Loss: 0.3867, Val Acc: 85.10%, Val AUC: 0.9262, Val F1: 0.8514\n", "Best model saved at epoch 11 with Val Loss: 0.3867\n", "Epoch 11 time: 4m 29.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.2964, Train Acc: 87.94%, Train AUC: 0.9505, Train F1: 0.8802\n", "Val Loss: 0.3797, Val Acc: 85.50%, Val AUC: 0.9291, Val F1: 0.8554\n", "Best model saved at epoch 12 with Val Loss: 0.3797\n", "Epoch 12 time: 4m 29.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.2909, Train Acc: 88.20%, Train AUC: 0.9522, Train F1: 0.8828\n", "Val Loss: 0.3723, Val Acc: 85.80%, Val AUC: 0.9327, Val F1: 0.8586\n", "Best model saved at epoch 13 with Val Loss: 0.3723\n", "Epoch 13 time: 4m 29.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.2887, Train Acc: 88.39%, Train AUC: 0.9529, Train F1: 0.8847\n", "Val Loss: 0.3655, Val Acc: 86.50%, Val AUC: 0.9352, Val F1: 0.8649\n", "Best model saved at epoch 14 with Val Loss: 0.3655\n", "Epoch 14 time: 4m 17.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.2846, Train Acc: 88.63%, Train AUC: 0.9543, Train F1: 0.8870\n", "Val Loss: 0.3661, Val Acc: 86.60%, Val AUC: 0.9374, Val F1: 0.8694\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 15 time: 4m 10.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.2829, Train Acc: 88.73%, Train AUC: 0.9548, Train F1: 0.8881\n", "Val Loss: 0.3569, Val Acc: 86.80%, Val AUC: 0.9383, Val F1: 0.8683\n", "Best model saved at epoch 16 with Val Loss: 0.3569\n", "Epoch 16 time: 4m 28.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.2778, Train Acc: 88.79%, Train AUC: 0.9563, Train F1: 0.8887\n", "Val Loss: 0.3514, Val Acc: 87.50%, Val AUC: 0.9418, Val F1: 0.8751\n", "Best model saved at epoch 17 with Val Loss: 0.3514\n", "Epoch 17 time: 4m 25.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.2755, Train Acc: 88.99%, Train AUC: 0.9571, Train F1: 0.8905\n", "Val Loss: 0.3489, Val Acc: 87.60%, Val AUC: 0.9426, Val F1: 0.8765\n", "Best model saved at epoch 18 with Val Loss: 0.3489\n", "Epoch 18 time: 4m 39.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.2730, Train Acc: 89.13%, Train AUC: 0.9577, Train F1: 0.8920\n", "Val Loss: 0.3450, Val Acc: 87.60%, Val AUC: 0.9438, Val F1: 0.8762\n", "Best model saved at epoch 19 with Val Loss: 0.3450\n", "Epoch 19 time: 4m 27.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.2725, Train Acc: 89.12%, Train AUC: 0.9577, Train F1: 0.8919\n", "Val Loss: 0.3384, Val Acc: 88.00%, Val AUC: 0.9466, Val F1: 0.8795\n", "Best model saved at epoch 20 with Val Loss: 0.3384\n", "Epoch 20 time: 4m 4.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.2688, Train Acc: 89.21%, Train AUC: 0.9589, Train F1: 0.8927\n", "Val Loss: 0.3390, Val Acc: 88.20%, Val AUC: 0.9462, Val F1: 0.8827\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 21 time: 4m 27.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.2680, Train Acc: 89.40%, Train AUC: 0.9591, Train F1: 0.8946\n", "Val Loss: 0.3349, Val Acc: 88.20%, Val AUC: 0.9466, Val F1: 0.8813\n", "Best model saved at epoch 22 with Val Loss: 0.3349\n", "Epoch 22 time: 4m 26.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2646, Train Acc: 89.38%, Train AUC: 0.9602, Train F1: 0.8944\n", "Val Loss: 0.3282, Val Acc: 88.50%, Val AUC: 0.9490, Val F1: 0.8825\n", "Best model saved at epoch 23 with Val Loss: 0.3282\n", "Epoch 23 time: 4m 15.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.2662, Train Acc: 89.39%, Train AUC: 0.9593, Train F1: 0.8944\n", "Val Loss: 0.3286, Val Acc: 88.70%, Val AUC: 0.9491, Val F1: 0.8862\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 24 time: 4m 19.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.2629, Train Acc: 89.62%, Train AUC: 0.9604, Train F1: 0.8968\n", "Val Loss: 0.3243, Val Acc: 88.70%, Val AUC: 0.9506, Val F1: 0.8864\n", "Best model saved at epoch 25 with Val Loss: 0.3243\n", "Epoch 25 time: 4m 26.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.2609, Train Acc: 89.53%, Train AUC: 0.9611, Train F1: 0.8957\n", "Val Loss: 0.3249, Val Acc: 88.90%, Val AUC: 0.9503, Val F1: 0.8896\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 26 time: 4m 20.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2578, Train Acc: 89.82%, Train AUC: 0.9622, Train F1: 0.8986\n", "Val Loss: 0.3215, Val Acc: 89.00%, Val AUC: 0.9522, Val F1: 0.8909\n", "Best model saved at epoch 27 with Val Loss: 0.3215\n", "Epoch 27 time: 4m 13.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2573, Train Acc: 89.82%, Train AUC: 0.9622, Train F1: 0.8988\n", "Val Loss: 0.3226, Val Acc: 89.00%, Val AUC: 0.9523, Val F1: 0.8913\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 28 time: 4m 39.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2567, Train Acc: 89.83%, Train AUC: 0.9622, Train F1: 0.8989\n", "Val Loss: 0.3150, Val Acc: 89.60%, Val AUC: 0.9538, Val F1: 0.8958\n", "Best model saved at epoch 29 with Val Loss: 0.3150\n", "Epoch 29 time: 4m 22.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2528, Train Acc: 89.92%, Train AUC: 0.9637, Train F1: 0.8997\n", "Val Loss: 0.3122, Val Acc: 89.70%, Val AUC: 0.9546, Val F1: 0.8967\n", "Best model saved at epoch 30 with Val Loss: 0.3122\n", "Epoch 30 time: 4m 5.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2559, Train Acc: 89.99%, Train AUC: 0.9622, Train F1: 0.9004\n", "Val Loss: 0.3087, Val Acc: 89.70%, Val AUC: 0.9555, Val F1: 0.8965\n", "Best model saved at epoch 31 with Val Loss: 0.3087\n", "Epoch 31 time: 4m 22.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.2529, Train Acc: 90.04%, Train AUC: 0.9635, Train F1: 0.9008\n", "Val Loss: 0.3091, Val Acc: 89.70%, Val AUC: 0.9557, Val F1: 0.8971\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 32 time: 4m 34.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.2515, Train Acc: 89.98%, Train AUC: 0.9637, Train F1: 0.9003\n", "Val Loss: 0.3069, Val Acc: 89.50%, Val AUC: 0.9565, Val F1: 0.8955\n", "Best model saved at epoch 33 with Val Loss: 0.3069\n", "Epoch 33 time: 4m 14.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2498, Train Acc: 90.18%, Train AUC: 0.9644, Train F1: 0.9021\n", "Val Loss: 0.3049, Val Acc: 89.80%, Val AUC: 0.9563, Val F1: 0.8974\n", "Best model saved at epoch 34 with Val Loss: 0.3049\n", "Epoch 34 time: 4m 27.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2506, Train Acc: 90.14%, Train AUC: 0.9640, Train F1: 0.9018\n", "Val Loss: 0.3021, Val Acc: 89.70%, Val AUC: 0.9577, Val F1: 0.8969\n", "Best model saved at epoch 35 with Val Loss: 0.3021\n", "Epoch 35 time: 4m 35.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2507, Train Acc: 90.11%, Train AUC: 0.9638, Train F1: 0.9015\n", "Val Loss: 0.2999, Val Acc: 90.10%, Val AUC: 0.9580, Val F1: 0.9001\n", "Best model saved at epoch 36 with Val Loss: 0.2999\n", "Epoch 36 time: 4m 23.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2495, Train Acc: 90.11%, Train AUC: 0.9641, Train F1: 0.9014\n", "Val Loss: 0.2991, Val Acc: 90.10%, Val AUC: 0.9584, Val F1: 0.9005\n", "Best model saved at epoch 37 with Val Loss: 0.2991\n", "Epoch 37 time: 4m 19.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2481, Train Acc: 90.12%, Train AUC: 0.9646, Train F1: 0.9016\n", "Val Loss: 0.2991, Val Acc: 90.00%, Val AUC: 0.9588, Val F1: 0.9002\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 38 time: 4m 10.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2461, Train Acc: 90.31%, Train AUC: 0.9652, Train F1: 0.9034\n", "Val Loss: 0.2994, Val Acc: 89.90%, Val AUC: 0.9584, Val F1: 0.8991\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 39 time: 4m 15.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2457, Train Acc: 90.21%, Train AUC: 0.9652, Train F1: 0.9025\n", "Val Loss: 0.2953, Val Acc: 90.10%, Val AUC: 0.9595, Val F1: 0.9005\n", "Best model saved at epoch 40 with Val Loss: 0.2953\n", "Epoch 40 time: 4m 28.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2422, Train Acc: 90.37%, Train AUC: 0.9664, Train F1: 0.9040\n", "Val Loss: 0.2959, Val Acc: 90.00%, Val AUC: 0.9589, Val F1: 0.8996\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 41 time: 4m 37.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2467, Train Acc: 90.28%, Train AUC: 0.9647, Train F1: 0.9032\n", "Val Loss: 0.2949, Val Acc: 90.20%, Val AUC: 0.9596, Val F1: 0.9018\n", "Best model saved at epoch 42 with Val Loss: 0.2949\n", "Epoch 42 time: 4m 22.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2427, Train Acc: 90.39%, Train AUC: 0.9661, Train F1: 0.9043\n", "Val Loss: 0.2917, Val Acc: 90.30%, Val AUC: 0.9601, Val F1: 0.9021\n", "Best model saved at epoch 43 with Val Loss: 0.2917\n", "Epoch 43 time: 4m 52.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2413, Train Acc: 90.52%, Train AUC: 0.9665, Train F1: 0.9056\n", "Val Loss: 0.2930, Val Acc: 90.20%, Val AUC: 0.9604, Val F1: 0.9024\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 44 time: 4m 13.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2422, Train Acc: 90.45%, Train AUC: 0.9660, Train F1: 0.9048\n", "Val Loss: 0.2877, Val Acc: 90.30%, Val AUC: 0.9613, Val F1: 0.9023\n", "Best model saved at epoch 45 with Val Loss: 0.2877\n", "Epoch 45 time: 4m 18.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2401, Train Acc: 90.52%, Train AUC: 0.9669, Train F1: 0.9056\n", "Val Loss: 0.2880, Val Acc: 90.40%, Val AUC: 0.9612, Val F1: 0.9036\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 46 time: 4m 24.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2382, Train Acc: 90.58%, Train AUC: 0.9674, Train F1: 0.9061\n", "Val Loss: 0.2906, Val Acc: 90.30%, Val AUC: 0.9609, Val F1: 0.9039\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 47 time: 4m 30.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2387, Train Acc: 90.57%, Train AUC: 0.9672, Train F1: 0.9061\n", "Val Loss: 0.2853, Val Acc: 90.50%, Val AUC: 0.9621, Val F1: 0.9049\n", "Best model saved at epoch 48 with Val Loss: 0.2853\n", "Epoch 48 time: 4m 23.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2371, Train Acc: 90.63%, Train AUC: 0.9675, Train F1: 0.9067\n", "Val Loss: 0.2830, Val Acc: 90.40%, Val AUC: 0.9621, Val F1: 0.9030\n", "Best model saved at epoch 49 with Val Loss: 0.2830\n", "Epoch 49 time: 4m 17.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2390, Train Acc: 90.56%, Train AUC: 0.9669, Train F1: 0.9059\n", "Val Loss: 0.2826, Val Acc: 90.60%, Val AUC: 0.9624, Val F1: 0.9054\n", "Best model saved at epoch 50 with Val Loss: 0.2826\n", "Epoch 50 time: 4m 32.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2384, Train Acc: 90.57%, Train AUC: 0.9670, Train F1: 0.9059\n", "Val Loss: 0.2802, Val Acc: 90.60%, Val AUC: 0.9626, Val F1: 0.9049\n", "Best model saved at epoch 51 with Val Loss: 0.2802\n", "Epoch 51 time: 4m 18.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2382, Train Acc: 90.56%, Train AUC: 0.9671, Train F1: 0.9059\n", "Val Loss: 0.2817, Val Acc: 90.40%, Val AUC: 0.9622, Val F1: 0.9030\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 52 time: 4m 25.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2366, Train Acc: 90.69%, Train AUC: 0.9676, Train F1: 0.9072\n", "Val Loss: 0.2852, Val Acc: 90.60%, Val AUC: 0.9623, Val F1: 0.9064\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 53 time: 4m 13.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2367, Train Acc: 90.75%, Train AUC: 0.9675, Train F1: 0.9078\n", "Val Loss: 0.2790, Val Acc: 90.80%, Val AUC: 0.9637, Val F1: 0.9076\n", "Best model saved at epoch 54 with Val Loss: 0.2790\n", "Epoch 54 time: 4m 20.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2346, Train Acc: 90.74%, Train AUC: 0.9682, Train F1: 0.9076\n", "Val Loss: 0.2810, Val Acc: 90.80%, Val AUC: 0.9630, Val F1: 0.9078\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 55 time: 4m 26.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2354, Train Acc: 90.75%, Train AUC: 0.9679, Train F1: 0.9077\n", "Val Loss: 0.2792, Val Acc: 90.50%, Val AUC: 0.9640, Val F1: 0.9051\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 56 time: 4m 27.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2344, Train Acc: 90.76%, Train AUC: 0.9682, Train F1: 0.9078\n", "Val Loss: 0.2787, Val Acc: 91.00%, Val AUC: 0.9637, Val F1: 0.9096\n", "Best model saved at epoch 57 with Val Loss: 0.2787\n", "Epoch 57 time: 4m 30.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2317, Train Acc: 90.97%, Train AUC: 0.9689, Train F1: 0.9099\n", "Val Loss: 0.2757, Val Acc: 90.80%, Val AUC: 0.9639, Val F1: 0.9074\n", "Best model saved at epoch 58 with Val Loss: 0.2757\n", "Epoch 58 time: 4m 35.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2346, Train Acc: 90.85%, Train AUC: 0.9679, Train F1: 0.9088\n", "Val Loss: 0.2764, Val Acc: 90.70%, Val AUC: 0.9642, Val F1: 0.9067\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 59 time: 4m 37.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2315, Train Acc: 90.96%, Train AUC: 0.9690, Train F1: 0.9099\n", "Val Loss: 0.2731, Val Acc: 91.10%, Val AUC: 0.9649, Val F1: 0.9102\n", "Best model saved at epoch 60 with Val Loss: 0.2731\n", "Epoch 60 time: 4m 22.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2317, Train Acc: 90.95%, Train AUC: 0.9689, Train F1: 0.9097\n", "Val Loss: 0.2734, Val Acc: 90.80%, Val AUC: 0.9646, Val F1: 0.9074\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 61 time: 4m 26.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2317, Train Acc: 90.87%, Train AUC: 0.9688, Train F1: 0.9089\n", "Val Loss: 0.2731, Val Acc: 90.80%, Val AUC: 0.9648, Val F1: 0.9074\n", "Best model saved at epoch 62 with Val Loss: 0.2731\n", "Epoch 62 time: 4m 47.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2316, Train Acc: 90.76%, Train AUC: 0.9689, Train F1: 0.9078\n", "Val Loss: 0.2732, Val Acc: 90.90%, Val AUC: 0.9646, Val F1: 0.9084\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 63 time: 4m 25.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2326, Train Acc: 90.79%, Train AUC: 0.9685, Train F1: 0.9080\n", "Val Loss: 0.2733, Val Acc: 91.00%, Val AUC: 0.9650, Val F1: 0.9098\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 64 time: 4m 14.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2299, Train Acc: 90.99%, Train AUC: 0.9695, Train F1: 0.9101\n", "Val Loss: 0.2724, Val Acc: 91.10%, Val AUC: 0.9650, Val F1: 0.9107\n", "Best model saved at epoch 65 with Val Loss: 0.2724\n", "Epoch 65 time: 4m 15.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2295, Train Acc: 90.95%, Train AUC: 0.9694, Train F1: 0.9098\n", "Val Loss: 0.2717, Val Acc: 91.10%, Val AUC: 0.9653, Val F1: 0.9106\n", "Best model saved at epoch 66 with Val Loss: 0.2717\n", "Epoch 66 time: 4m 26.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2299, Train Acc: 90.98%, Train AUC: 0.9693, Train F1: 0.9100\n", "Val Loss: 0.2696, Val Acc: 91.00%, Val AUC: 0.9655, Val F1: 0.9093\n", "Best model saved at epoch 67 with Val Loss: 0.2696\n", "Epoch 67 time: 4m 52.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2308, Train Acc: 90.76%, Train AUC: 0.9690, Train F1: 0.9078\n", "Val Loss: 0.2692, Val Acc: 91.20%, Val AUC: 0.9657, Val F1: 0.9115\n", "Best model saved at epoch 68 with Val Loss: 0.2692\n", "Epoch 68 time: 4m 31.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2299, Train Acc: 91.00%, Train AUC: 0.9692, Train F1: 0.9103\n", "Val Loss: 0.2684, Val Acc: 91.20%, Val AUC: 0.9658, Val F1: 0.9111\n", "Best model saved at epoch 69 with Val Loss: 0.2684\n", "Epoch 69 time: 4m 36.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2297, Train Acc: 91.03%, Train AUC: 0.9692, Train F1: 0.9106\n", "Val Loss: 0.2673, Val Acc: 91.30%, Val AUC: 0.9664, Val F1: 0.9127\n", "Best model saved at epoch 70 with Val Loss: 0.2673\n", "Epoch 70 time: 4m 5.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2275, Train Acc: 91.11%, Train AUC: 0.9699, Train F1: 0.9113\n", "Val Loss: 0.2656, Val Acc: 91.00%, Val AUC: 0.9668, Val F1: 0.9098\n", "Best model saved at epoch 71 with Val Loss: 0.2656\n", "Epoch 71 time: 4m 13.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2282, Train Acc: 91.14%, Train AUC: 0.9697, Train F1: 0.9116\n", "Val Loss: 0.2676, Val Acc: 91.20%, Val AUC: 0.9665, Val F1: 0.9120\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 72 time: 4m 29.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2248, Train Acc: 91.20%, Train AUC: 0.9708, Train F1: 0.9122\n", "Val Loss: 0.2657, Val Acc: 91.30%, Val AUC: 0.9667, Val F1: 0.9127\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 73 time: 4m 33.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2282, Train Acc: 91.03%, Train AUC: 0.9696, Train F1: 0.9106\n", "Val Loss: 0.2662, Val Acc: 91.10%, Val AUC: 0.9668, Val F1: 0.9109\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 74 time: 4m 20.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2276, Train Acc: 91.03%, Train AUC: 0.9698, Train F1: 0.9105\n", "Val Loss: 0.2663, Val Acc: 91.30%, Val AUC: 0.9664, Val F1: 0.9127\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 75 time: 4m 15.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2266, Train Acc: 91.10%, Train AUC: 0.9701, Train F1: 0.9112\n", "Val Loss: 0.2628, Val Acc: 91.50%, Val AUC: 0.9673, Val F1: 0.9146\n", "Best model saved at epoch 76 with Val Loss: 0.2628\n", "Epoch 76 time: 4m 28.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2259, Train Acc: 91.07%, Train AUC: 0.9703, Train F1: 0.9109\n", "Val Loss: 0.2617, Val Acc: 91.40%, Val AUC: 0.9673, Val F1: 0.9133\n", "Best model saved at epoch 77 with Val Loss: 0.2617\n", "Epoch 77 time: 4m 29.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2273, Train Acc: 90.91%, Train AUC: 0.9697, Train F1: 0.9093\n", "Val Loss: 0.2635, Val Acc: 91.50%, Val AUC: 0.9669, Val F1: 0.9146\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 78 time: 4m 15.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2262, Train Acc: 91.17%, Train AUC: 0.9701, Train F1: 0.9120\n", "Val Loss: 0.2647, Val Acc: 91.40%, Val AUC: 0.9668, Val F1: 0.9137\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 79 time: 5m 4.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2242, Train Acc: 91.20%, Train AUC: 0.9707, Train F1: 0.9122\n", "Val Loss: 0.2639, Val Acc: 91.40%, Val AUC: 0.9668, Val F1: 0.9137\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 80 time: 4m 28.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2244, Train Acc: 91.21%, Train AUC: 0.9707, Train F1: 0.9123\n", "Val Loss: 0.2605, Val Acc: 91.40%, Val AUC: 0.9676, Val F1: 0.9137\n", "Best model saved at epoch 81 with Val Loss: 0.2605\n", "Epoch 81 time: 4m 19.83s\n" ] }, { "name": 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91.40%, Val AUC: 0.9674, Val F1: 0.9135\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 84 time: 4m 5.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2258, Train Acc: 91.20%, Train AUC: 0.9701, Train F1: 0.9121\n", "Val Loss: 0.2586, Val Acc: 91.50%, Val AUC: 0.9681, Val F1: 0.9146\n", "Best model saved at epoch 85 with Val Loss: 0.2586\n", "Epoch 85 time: 4m 25.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2242, Train Acc: 91.16%, Train AUC: 0.9705, Train F1: 0.9118\n", "Val Loss: 0.2586, Val Acc: 91.50%, Val AUC: 0.9685, Val F1: 0.9149\n", "Best model saved at epoch 86 with Val Loss: 0.2586\n", "Epoch 86 time: 4m 22.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2258, Train Acc: 91.16%, Train AUC: 0.9700, Train F1: 0.9118\n", "Val Loss: 0.2578, Val Acc: 91.50%, Val AUC: 0.9683, Val F1: 0.9146\n", "Best model saved at epoch 87 with Val Loss: 0.2578\n", "Epoch 87 time: 4m 21.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2229, Train Acc: 91.29%, Train AUC: 0.9710, Train F1: 0.9131\n", "Val Loss: 0.2590, Val Acc: 91.40%, Val AUC: 0.9680, Val F1: 0.9137\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 88 time: 4m 19.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2212, Train Acc: 91.40%, Train AUC: 0.9715, Train F1: 0.9142\n", "Val Loss: 0.2571, Val Acc: 91.40%, Val AUC: 0.9682, Val F1: 0.9137\n", "Best model saved at epoch 89 with Val Loss: 0.2571\n", "Epoch 89 time: 4m 21.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2225, Train Acc: 91.26%, Train AUC: 0.9710, Train F1: 0.9127\n", "Val Loss: 0.2569, Val Acc: 91.70%, Val AUC: 0.9682, Val F1: 0.9164\n", "Best model saved at epoch 90 with Val Loss: 0.2569\n", "Epoch 90 time: 4m 22.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2240, Train Acc: 91.29%, Train AUC: 0.9705, Train F1: 0.9131\n", "Val Loss: 0.2598, Val Acc: 91.50%, Val AUC: 0.9681, Val F1: 0.9147\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 91 time: 4m 29.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2218, Train Acc: 91.36%, Train AUC: 0.9712, Train F1: 0.9138\n", "Val Loss: 0.2577, Val Acc: 91.50%, Val AUC: 0.9681, Val F1: 0.9146\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 92 time: 4m 9.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2201, Train Acc: 91.41%, Train AUC: 0.9717, Train F1: 0.9142\n", "Val Loss: 0.2610, Val Acc: 91.40%, Val AUC: 0.9683, Val F1: 0.9142\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 93 time: 4m 33.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2226, Train Acc: 91.35%, Train AUC: 0.9709, Train F1: 0.9137\n", "Val Loss: 0.2567, Val Acc: 91.60%, Val AUC: 0.9685, Val F1: 0.9157\n", "Best model saved at epoch 94 with Val Loss: 0.2567\n", "Epoch 94 time: 4m 42.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2213, Train Acc: 91.43%, Train AUC: 0.9713, Train F1: 0.9145\n", "Val Loss: 0.2563, Val Acc: 91.60%, Val AUC: 0.9687, Val F1: 0.9158\n", "Best model saved at epoch 95 with Val Loss: 0.2563\n", "Epoch 95 time: 4m 42.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2204, Train Acc: 91.33%, Train AUC: 0.9716, Train F1: 0.9134\n", "Val Loss: 0.2529, Val Acc: 92.10%, Val AUC: 0.9690, Val F1: 0.9200\n", "Best model saved at epoch 96 with Val Loss: 0.2529\n", "Epoch 96 time: 4m 23.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2217, Train Acc: 91.28%, Train AUC: 0.9711, Train F1: 0.9130\n", "Val Loss: 0.2526, Val Acc: 92.10%, Val AUC: 0.9694, Val F1: 0.9201\n", "Best model saved at epoch 97 with Val Loss: 0.2526\n", "Epoch 97 time: 4m 17.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2223, Train Acc: 91.32%, Train AUC: 0.9710, Train F1: 0.9133\n", "Val Loss: 0.2530, Val Acc: 92.00%, Val AUC: 0.9691, Val F1: 0.9192\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 98 time: 4m 22.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2222, Train Acc: 91.30%, Train AUC: 0.9709, Train F1: 0.9131\n", "Val Loss: 0.2553, Val Acc: 91.80%, Val AUC: 0.9691, Val F1: 0.9178\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 99 time: 4m 49.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2210, Train Acc: 91.30%, Train AUC: 0.9713, Train F1: 0.9131\n", "Val Loss: 0.2532, Val Acc: 91.90%, Val AUC: 0.9693, Val F1: 0.9184\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 100 time: 4m 25.98s\n", "Total training time for Twins_SVT: 7h 23m 11s\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/Twins_SVT_metrics.csv\n", "Training completed at epoch 97 with best validation loss of 0.2526\n", "Twins-SVT training time: 7h 23m 12s\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='classification_head', 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": 14, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-PCPVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 01:31:23,102 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2025-01-13 01:31:23,391 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: 0.5943, Train Acc: 69.41%, Train AUC: 0.7716, Train F1: 0.6965\n", "Val Loss: 0.6460, Val Acc: 64.10%, Val AUC: 0.7092, Val F1: 0.6903\n", "Best model saved at epoch 1 with Val Loss: 0.6460\n", "Epoch 1 time: 4m 23.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4861, Train Acc: 77.81%, Train AUC: 0.8668, Train F1: 0.7831\n", "Val Loss: 0.6143, Val Acc: 68.60%, Val AUC: 0.7401, Val F1: 0.6828\n", "Best model saved at epoch 2 with Val Loss: 0.6143\n", "Epoch 2 time: 4m 18.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4477, Train Acc: 79.59%, Train AUC: 0.8837, Train F1: 0.7988\n", "Val Loss: 0.5879, Val Acc: 70.70%, Val AUC: 0.7706, Val F1: 0.7119\n", "Best model saved at epoch 3 with Val Loss: 0.5879\n", "Epoch 3 time: 4m 6.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.4255, Train Acc: 80.53%, Train AUC: 0.8938, Train F1: 0.8081\n", "Val Loss: 0.5735, Val Acc: 72.00%, Val AUC: 0.7933, Val F1: 0.7441\n", "Best model saved at epoch 4 with Val Loss: 0.5735\n", "Epoch 4 time: 4m 9.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.4103, Train Acc: 81.41%, Train AUC: 0.9009, Train F1: 0.8171\n", "Val Loss: 0.5468, Val Acc: 74.20%, Val AUC: 0.8168, Val F1: 0.7566\n", "Best model saved at epoch 5 with Val Loss: 0.5468\n", "Epoch 5 time: 4m 21.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3967, Train Acc: 82.20%, Train AUC: 0.9082, Train F1: 0.8247\n", "Val Loss: 0.5271, Val Acc: 75.80%, Val AUC: 0.8333, Val F1: 0.7673\n", "Best model saved at epoch 6 with Val Loss: 0.5271\n", "Epoch 6 time: 4m 0.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3854, Train Acc: 82.95%, Train AUC: 0.9138, Train F1: 0.8316\n", "Val Loss: 0.5114, Val Acc: 77.60%, Val AUC: 0.8466, Val F1: 0.7808\n", "Best model saved at epoch 7 with Val Loss: 0.5114\n", "Epoch 7 time: 4m 10.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3766, Train Acc: 83.46%, Train AUC: 0.9182, Train F1: 0.8363\n", "Val Loss: 0.5019, Val Acc: 77.10%, Val AUC: 0.8550, Val F1: 0.7809\n", "Best model saved at epoch 8 with Val Loss: 0.5019\n", "Epoch 8 time: 4m 21.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3721, Train Acc: 83.67%, Train AUC: 0.9195, Train F1: 0.8388\n", "Val Loss: 0.4881, Val Acc: 78.90%, Val AUC: 0.8641, Val F1: 0.7945\n", "Best model saved at epoch 9 with Val Loss: 0.4881\n", "Epoch 9 time: 4m 39.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3641, Train Acc: 84.25%, Train AUC: 0.9236, Train F1: 0.8447\n", "Val Loss: 0.4812, Val Acc: 79.40%, Val AUC: 0.8711, Val F1: 0.8034\n", "Best model saved at epoch 10 with Val Loss: 0.4812\n", "Epoch 10 time: 4m 3.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": 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"Best model saved at epoch 13 with Val Loss: 0.4579\n", "Epoch 13 time: 4m 6.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.3448, Train Acc: 85.28%, Train AUC: 0.9319, Train F1: 0.8544\n", "Val Loss: 0.4478, Val Acc: 81.40%, Val AUC: 0.8908, Val F1: 0.8191\n", "Best model saved at epoch 14 with Val Loss: 0.4478\n", "Epoch 14 time: 3m 50.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.3404, Train Acc: 85.55%, Train AUC: 0.9337, Train F1: 0.8570\n", "Val Loss: 0.4405, Val Acc: 82.10%, Val AUC: 0.8953, Val F1: 0.8264\n", "Best model saved at epoch 15 with Val Loss: 0.4405\n", "Epoch 15 time: 4m 14.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train 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Val Acc: 83.10%, Val AUC: 0.9102, Val F1: 0.8364\n", "Best model saved at epoch 21 with Val Loss: 0.4116\n", "Epoch 21 time: 4m 6.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.3199, Train Acc: 86.49%, Train AUC: 0.9411, Train F1: 0.8663\n", "Val Loss: 0.4081, Val Acc: 83.90%, Val AUC: 0.9114, Val F1: 0.8432\n", "Best model saved at epoch 22 with Val Loss: 0.4081\n", "Epoch 22 time: 3m 50.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.3206, Train Acc: 86.46%, Train AUC: 0.9409, Train F1: 0.8659\n", "Val Loss: 0.4059, Val Acc: 83.30%, Val AUC: 0.9139, Val F1: 0.8393\n", "Best model saved at epoch 23 with Val Loss: 0.4059\n", "Epoch 23 time: 4m 10.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.3158, Train Acc: 86.76%, Train AUC: 0.9428, Train F1: 0.8690\n", "Val Loss: 0.4000, Val Acc: 84.70%, Val AUC: 0.9152, Val F1: 0.8504\n", "Best model saved at epoch 24 with Val Loss: 0.4000\n", "Epoch 24 time: 4m 0.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.3157, Train Acc: 86.72%, Train AUC: 0.9426, Train F1: 0.8685\n", "Val Loss: 0.4061, Val Acc: 83.30%, Val AUC: 0.9163, Val F1: 0.8423\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 25 time: 4m 10.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.3138, Train Acc: 86.79%, Train AUC: 0.9432, Train F1: 0.8690\n", "Val Loss: 0.3982, Val Acc: 84.00%, Val AUC: 0.9179, Val F1: 0.8459\n", "Best model saved at epoch 26 with Val Loss: 0.3982\n", "Epoch 26 time: 4m 5.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.3114, Train Acc: 87.08%, Train AUC: 0.9443, Train F1: 0.8719\n", "Val Loss: 0.3909, Val Acc: 85.30%, Val AUC: 0.9191, Val F1: 0.8557\n", "Best model saved at epoch 27 with Val Loss: 0.3909\n", "Epoch 27 time: 4m 1.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.3090, Train Acc: 87.09%, Train AUC: 0.9451, Train F1: 0.8721\n", "Val Loss: 0.3896, Val Acc: 84.70%, Val AUC: 0.9206, Val F1: 0.8516\n", "Best model saved at epoch 28 with Val Loss: 0.3896\n", "Epoch 28 time: 4m 7.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.3102, Train Acc: 86.88%, Train 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"text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.3059, Train Acc: 87.20%, Train AUC: 0.9459, Train F1: 0.8732\n", "Val Loss: 0.3788, Val Acc: 85.90%, Val AUC: 0.9241, Val F1: 0.8611\n", "Best model saved at epoch 32 with Val Loss: 0.3788\n", "Epoch 32 time: 4m 23.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.3058, Train Acc: 87.25%, Train AUC: 0.9456, Train F1: 0.8736\n", "Val Loss: 0.3788, Val Acc: 85.40%, Val AUC: 0.9242, Val F1: 0.8569\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 33 time: 4m 24.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.3019, Train Acc: 87.47%, Train AUC: 0.9474, Train F1: 0.8757\n", "Val Loss: 0.3754, Val Acc: 85.70%, Val AUC: 0.9254, Val F1: 0.8591\n", "Best model saved at epoch 34 with Val Loss: 0.3754\n", "Epoch 34 time: 4m 8.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.3001, Train Acc: 87.54%, Train AUC: 0.9482, Train F1: 0.8765\n", "Val Loss: 0.3772, Val Acc: 85.40%, Val AUC: 0.9261, Val F1: 0.8588\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 35 time: 4m 1.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.3015, Train Acc: 87.54%, Train AUC: 0.9473, Train F1: 0.8765\n", "Val Loss: 0.3710, Val Acc: 86.60%, Val AUC: 0.9267, Val F1: 0.8660\n", "Best model saved at epoch 36 with Val Loss: 0.3710\n", "Epoch 36 time: 4m 4.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2982, Train Acc: 87.58%, Train AUC: 0.9485, Train F1: 0.8767\n", "Val Loss: 0.3678, Val Acc: 86.10%, Val AUC: 0.9284, Val F1: 0.8622\n", "Best model saved at epoch 37 with Val Loss: 0.3678\n", "Epoch 37 time: 4m 4.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2979, Train Acc: 87.62%, Train AUC: 0.9485, Train F1: 0.8770\n", "Val Loss: 0.3701, Val Acc: 85.90%, Val AUC: 0.9284, Val F1: 0.8624\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 38 time: 4m 24.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2962, Train Acc: 87.72%, Train AUC: 0.9494, Train F1: 0.8784\n", "Val Loss: 0.3664, Val Acc: 86.20%, Val AUC: 0.9295, Val F1: 0.8642\n", "Best model saved at epoch 39 with Val Loss: 0.3664\n", "Epoch 39 time: 4m 25.00s\n" ] }, 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Acc: 86.70%, Val AUC: 0.9314, Val F1: 0.8695\n", "Best model saved at epoch 42 with Val Loss: 0.3627\n", "Epoch 42 time: 4m 23.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2946, Train Acc: 87.72%, Train AUC: 0.9495, Train F1: 0.8781\n", "Val Loss: 0.3618, Val Acc: 86.40%, Val AUC: 0.9318, Val F1: 0.8674\n", "Best model saved at epoch 43 with Val Loss: 0.3618\n", "Epoch 43 time: 4m 15.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2937, Train Acc: 87.79%, Train AUC: 0.9499, Train F1: 0.8787\n", "Val Loss: 0.3624, Val Acc: 86.20%, Val AUC: 0.9327, Val F1: 0.8660\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 44 time: 4m 24.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": 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0.3531\n", "Epoch 47 time: 3m 51.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2898, Train Acc: 88.03%, Train AUC: 0.9512, Train F1: 0.8811\n", "Val Loss: 0.3526, Val Acc: 86.90%, Val AUC: 0.9345, Val F1: 0.8704\n", "Best model saved at epoch 48 with Val Loss: 0.3526\n", "Epoch 48 time: 4m 14.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2878, Train Acc: 88.13%, Train AUC: 0.9521, Train F1: 0.8820\n", "Val Loss: 0.3527, Val Acc: 86.90%, Val AUC: 0.9352, Val F1: 0.8719\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 49 time: 4m 6.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2874, Train Acc: 88.06%, Train AUC: 0.9520, Train F1: 0.8815\n", "Val Loss: 0.3517, Val Acc: 86.60%, Val AUC: 0.9358, Val F1: 0.8691\n", "Best model saved at epoch 50 with Val Loss: 0.3517\n", "Epoch 50 time: 4m 11.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2867, Train Acc: 88.14%, Train AUC: 0.9523, Train F1: 0.8823\n", "Val Loss: 0.3514, Val Acc: 86.40%, Val AUC: 0.9362, Val F1: 0.8677\n", "Best model saved at epoch 51 with Val Loss: 0.3514\n", "Epoch 51 time: 4m 20.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2861, Train Acc: 88.31%, Train AUC: 0.9524, Train F1: 0.8839\n", "Val Loss: 0.3502, Val Acc: 86.50%, Val AUC: 0.9369, Val F1: 0.8685\n", "Best model saved at epoch 52 with Val Loss: 0.3502\n", "Epoch 52 time: 4m 12.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2867, Train Acc: 88.03%, Train AUC: 0.9520, Train F1: 0.8812\n", "Val Loss: 0.3546, Val Acc: 86.20%, Val AUC: 0.9362, Val F1: 0.8676\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 53 time: 4m 2.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2867, Train Acc: 88.12%, Train AUC: 0.9521, Train F1: 0.8821\n", "Val Loss: 0.3451, Val Acc: 87.30%, Val AUC: 0.9373, Val F1: 0.8744\n", "Best model saved at epoch 54 with Val Loss: 0.3451\n", "Epoch 54 time: 4m 6.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2866, Train Acc: 88.07%, Train AUC: 0.9520, Train F1: 0.8815\n", "Val Loss: 0.3440, Val Acc: 87.50%, Val AUC: 0.9376, Val F1: 0.8754\n", "Best model saved at epoch 55 with Val Loss: 0.3440\n", "Epoch 55 time: 4m 10.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2838, Train Acc: 88.26%, Train AUC: 0.9532, Train F1: 0.8834\n", "Val Loss: 0.3466, Val Acc: 86.60%, Val AUC: 0.9379, Val F1: 0.8691\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 56 time: 4m 5.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2858, Train Acc: 88.19%, Train AUC: 0.9523, Train F1: 0.8827\n", "Val Loss: 0.3458, Val Acc: 86.80%, Val AUC: 0.9382, Val F1: 0.8708\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 57 time: 4m 10.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2841, Train Acc: 88.25%, Train AUC: 0.9528, Train F1: 0.8833\n", "Val Loss: 0.3431, Val Acc: 87.50%, Val AUC: 0.9380, Val F1: 0.8764\n", "Best model saved at epoch 58 with Val Loss: 0.3431\n", "Epoch 58 time: 4m 16.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2859, Train Acc: 88.20%, Train AUC: 0.9521, Train F1: 0.8828\n", "Val Loss: 0.3444, Val Acc: 86.50%, Val AUC: 0.9394, Val F1: 0.8685\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 59 time: 4m 21.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2833, Train Acc: 88.25%, Train AUC: 0.9531, Train F1: 0.8832\n", "Val Loss: 0.3431, Val Acc: 87.20%, Val AUC: 0.9385, Val F1: 0.8743\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 60 time: 3m 56.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2832, Train Acc: 88.26%, Train AUC: 0.9530, Train F1: 0.8832\n", "Val Loss: 0.3437, Val Acc: 86.80%, Val AUC: 0.9392, Val F1: 0.8713\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 61 time: 4m 10.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2832, Train Acc: 88.36%, Train AUC: 0.9529, Train F1: 0.8843\n", "Val Loss: 0.3391, Val Acc: 87.70%, Val AUC: 0.9396, Val F1: 0.8781\n", "Best model saved at epoch 62 with Val Loss: 0.3391\n", "Epoch 62 time: 4m 19.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2807, Train Acc: 88.42%, Train AUC: 0.9539, Train F1: 0.8849\n", "Val Loss: 0.3410, Val Acc: 87.00%, Val AUC: 0.9398, Val F1: 0.8725\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 63 time: 4m 2.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2798, Train Acc: 88.49%, Train AUC: 0.9543, Train F1: 0.8857\n", "Val Loss: 0.3396, Val Acc: 87.30%, Val AUC: 0.9397, Val F1: 0.8749\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 64 time: 3m 51.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2810, Train Acc: 88.30%, Train AUC: 0.9538, Train F1: 0.8838\n", "Val Loss: 0.3394, Val Acc: 87.10%, Val AUC: 0.9404, Val F1: 0.8739\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 65 time: 4m 5.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 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51.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2776, Train Acc: 88.61%, Train AUC: 0.9550, Train F1: 0.8867\n", "Val Loss: 0.3388, Val Acc: 86.90%, Val AUC: 0.9409, Val F1: 0.8719\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 69 time: 4m 5.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2804, Train Acc: 88.26%, Train AUC: 0.9537, Train F1: 0.8832\n", "Val Loss: 0.3408, Val Acc: 86.90%, Val AUC: 0.9412, Val F1: 0.8742\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 70 time: 3m 53.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2790, Train Acc: 88.42%, Train AUC: 0.9542, Train F1: 0.8850\n", "Val Loss: 0.3331, Val Acc: 88.10%, Val AUC: 0.9420, Val F1: 0.8823\n", "Best model saved at epoch 71 with Val Loss: 0.3331\n", "Epoch 71 time: 3m 49.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2797, Train Acc: 88.46%, Train AUC: 0.9541, Train F1: 0.8853\n", "Val Loss: 0.3313, Val Acc: 88.00%, Val AUC: 0.9424, Val F1: 0.8810\n", "Best model saved at epoch 72 with Val Loss: 0.3313\n", "Epoch 72 time: 3m 53.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2769, Train Acc: 88.58%, Train AUC: 0.9550, Train F1: 0.8865\n", "Val Loss: 0.3371, Val Acc: 86.70%, Val AUC: 0.9421, Val F1: 0.8712\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 73 time: 4m 15.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2769, Train Acc: 88.52%, Train AUC: 0.9549, Train F1: 0.8860\n", "Val Loss: 0.3364, Val Acc: 87.40%, Val AUC: 0.9422, Val F1: 0.8779\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 74 time: 3m 55.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2773, Train Acc: 88.64%, Train AUC: 0.9549, Train F1: 0.8871\n", "Val Loss: 0.3316, Val Acc: 87.70%, Val AUC: 0.9430, Val F1: 0.8791\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 75 time: 3m 57.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2781, Train Acc: 88.55%, Train AUC: 0.9545, Train F1: 0.8862\n", "Val Loss: 0.3285, Val Acc: 87.90%, Val AUC: 0.9437, Val F1: 0.8803\n", "Best model saved at epoch 76 with Val Loss: 0.3285\n", "Epoch 76 time: 3m 47.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2769, Train Acc: 88.55%, Train AUC: 0.9548, Train F1: 0.8861\n", "Val Loss: 0.3348, Val Acc: 86.90%, Val AUC: 0.9431, Val F1: 0.8734\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 77 time: 4m 13.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2773, Train Acc: 88.60%, Train AUC: 0.9548, Train F1: 0.8869\n", "Val Loss: 0.3272, Val Acc: 87.80%, Val AUC: 0.9440, Val F1: 0.8792\n", "Best model saved at epoch 78 with Val Loss: 0.3272\n", "Epoch 78 time: 4m 2.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2747, Train Acc: 88.55%, Train AUC: 0.9557, Train F1: 0.8863\n", "Val Loss: 0.3291, Val Acc: 87.80%, Val AUC: 0.9436, Val F1: 0.8799\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 79 time: 4m 8.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2763, Train Acc: 88.54%, Train AUC: 0.9553, Train F1: 0.8862\n", "Val Loss: 0.3255, Val Acc: 88.10%, Val AUC: 0.9442, Val F1: 0.8821\n", "Best model saved at epoch 80 with Val Loss: 0.3255\n", "Epoch 80 time: 4m 3.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2750, Train Acc: 88.67%, Train AUC: 0.9556, Train F1: 0.8873\n", "Val Loss: 0.3268, Val Acc: 88.20%, Val AUC: 0.9441, Val F1: 0.8834\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 81 time: 4m 5.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2745, Train Acc: 88.68%, Train AUC: 0.9557, Train F1: 0.8874\n", "Val Loss: 0.3257, Val Acc: 88.10%, Val AUC: 0.9446, Val F1: 0.8825\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 82 time: 3m 51.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2757, Train Acc: 88.71%, Train AUC: 0.9553, Train F1: 0.8878\n", "Val Loss: 0.3252, Val Acc: 88.20%, Val AUC: 0.9448, Val F1: 0.8834\n", "Best model saved at epoch 83 with Val Loss: 0.3252\n", "Epoch 83 time: 3m 59.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2764, Train Acc: 88.70%, Train AUC: 0.9550, Train F1: 0.8877\n", "Val Loss: 0.3340, Val Acc: 87.10%, Val AUC: 0.9440, Val F1: 0.8758\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 84 time: 4m 10.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2735, Train Acc: 88.70%, Train AUC: 0.9561, Train F1: 0.8877\n", "Val Loss: 0.3265, Val Acc: 88.10%, Val AUC: 0.9444, Val F1: 0.8828\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 85 time: 4m 2.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2734, Train Acc: 88.74%, Train AUC: 0.9560, Train F1: 0.8881\n", "Val Loss: 0.3229, Val Acc: 88.30%, Val AUC: 0.9455, Val F1: 0.8845\n", "Best model saved at epoch 86 with Val Loss: 0.3229\n", "Epoch 86 time: 4m 20.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2731, Train Acc: 88.75%, Train AUC: 0.9562, Train F1: 0.8882\n", "Val Loss: 0.3223, Val Acc: 88.20%, Val AUC: 0.9457, Val F1: 0.8836\n", "Best model saved at epoch 87 with Val Loss: 0.3223\n", "Epoch 87 time: 3m 59.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2754, Train Acc: 88.72%, Train AUC: 0.9553, Train F1: 0.8878\n", "Val Loss: 0.3278, Val Acc: 87.60%, Val AUC: 0.9447, Val F1: 0.8791\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 88 time: 3m 54.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2716, Train Acc: 88.72%, Train AUC: 0.9566, Train F1: 0.8877\n", "Val Loss: 0.3229, Val Acc: 88.10%, Val AUC: 0.9453, Val F1: 0.8823\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 89 time: 4m 4.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2724, Train Acc: 88.73%, Train AUC: 0.9563, Train F1: 0.8878\n", "Val Loss: 0.3259, Val Acc: 88.20%, Val AUC: 0.9449, Val F1: 0.8845\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 90 time: 3m 55.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2739, Train Acc: 88.65%, Train AUC: 0.9556, Train F1: 0.8870\n", "Val Loss: 0.3234, Val Acc: 88.30%, Val AUC: 0.9453, Val F1: 0.8845\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 91 time: 3m 52.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2715, Train Acc: 88.81%, Train AUC: 0.9566, Train F1: 0.8888\n", "Val Loss: 0.3234, Val Acc: 88.20%, Val AUC: 0.9453, Val F1: 0.8836\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 92 time: 4m 1.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2711, Train Acc: 88.92%, Train AUC: 0.9568, Train F1: 0.8897\n", "Val Loss: 0.3250, Val Acc: 87.80%, Val AUC: 0.9458, Val F1: 0.8813\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 93 time: 4m 16.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2711, Train Acc: 88.82%, Train AUC: 0.9567, Train F1: 0.8889\n", "Val Loss: 0.3229, Val Acc: 88.00%, Val AUC: 0.9458, Val F1: 0.8821\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 94 time: 4m 8.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2716, Train Acc: 88.75%, Train AUC: 0.9566, Train F1: 0.8882\n", "Val Loss: 0.3223, Val Acc: 88.20%, Val AUC: 0.9460, Val F1: 0.8839\n", "Best model saved at epoch 95 with Val Loss: 0.3223\n", "Epoch 95 time: 3m 57.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2704, Train Acc: 88.91%, Train AUC: 0.9570, Train F1: 0.8896\n", "Val Loss: 0.3236, Val Acc: 88.20%, Val AUC: 0.9459, Val F1: 0.8845\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 96 time: 4m 8.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2717, Train Acc: 88.75%, Train AUC: 0.9565, Train F1: 0.8882\n", "Val Loss: 0.3219, Val Acc: 88.30%, Val AUC: 0.9460, Val F1: 0.8847\n", "Best model saved at epoch 97 with Val Loss: 0.3219\n", "Epoch 97 time: 4m 5.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2733, Train Acc: 88.75%, Train AUC: 0.9559, Train F1: 0.8882\n", "Val Loss: 0.3219, Val Acc: 88.30%, Val AUC: 0.9460, Val F1: 0.8847\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 98 time: 3m 54.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2697, Train Acc: 88.91%, Train AUC: 0.9574, Train F1: 0.8897\n", "Val Loss: 0.3215, Val Acc: 88.30%, Val AUC: 0.9461, Val F1: 0.8847\n", "Best model saved at epoch 99 with Val Loss: 0.3215\n", "Epoch 99 time: 3m 44.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2737, Train Acc: 88.88%, Train AUC: 0.9557, Train F1: 0.8895\n", "Val Loss: 0.3209, Val Acc: 88.20%, Val AUC: 0.9459, Val F1: 0.8834\n", "Best model saved at epoch 100 with Val Loss: 0.3209\n", "Epoch 100 time: 3m 44.80s\n", "Total training time for Twins_PCPVT: 6h 49m 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/Twins_PCPVT_metrics.csv\n", "Training completed at epoch 100 with best validation loss of 0.3209\n", "Twins-PCPVT training time: 6h 49m 59s\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='classification_head', 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": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 08:21:22,352 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": [ "2025-01-13 08:21:22,649 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: 0.4779, Train Acc: 78.88%, Train AUC: 0.8762, Train F1: 0.7973\n", "Val Loss: 0.5836, Val Acc: 69.30%, Val AUC: 0.7648, Val F1: 0.7057\n", "Best model saved at epoch 1 with Val Loss: 0.5836\n", "Epoch 1 time: 4m 20.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.3738, Train Acc: 84.00%, Train AUC: 0.9225, Train F1: 0.8423\n", "Val Loss: 0.5158, Val Acc: 75.60%, Val AUC: 0.8332, Val F1: 0.7649\n", "Best model saved at epoch 2 with Val Loss: 0.5158\n", "Epoch 2 time: 4m 11.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.3427, Train Acc: 85.44%, Train AUC: 0.9338, Train F1: 0.8554\n", "Val Loss: 0.4740, Val Acc: 78.70%, Val AUC: 0.8636, Val F1: 0.7889\n", "Best model saved at epoch 3 with Val Loss: 0.4740\n", "Epoch 3 time: 4m 38.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3232, Train Acc: 86.34%, Train AUC: 0.9407, Train F1: 0.8642\n", "Val Loss: 0.4438, Val Acc: 80.30%, Val AUC: 0.8844, Val F1: 0.8036\n", "Best model saved at epoch 4 with Val Loss: 0.4438\n", "Epoch 4 time: 4m 14.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3102, Train Acc: 87.03%, Train AUC: 0.9449, Train F1: 0.8706\n", "Val Loss: 0.4225, Val Acc: 81.70%, Val AUC: 0.8979, Val F1: 0.8157\n", "Best model saved at epoch 5 with Val Loss: 0.4225\n", "Epoch 5 time: 4m 3.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3011, Train Acc: 87.48%, Train AUC: 0.9481, Train F1: 0.8754\n", "Val Loss: 0.4061, Val Acc: 82.70%, Val AUC: 0.9071, Val F1: 0.8265\n", "Best model saved at epoch 6 with Val Loss: 0.4061\n", "Epoch 6 time: 4m 22.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.2906, Train Acc: 88.07%, Train AUC: 0.9517, Train F1: 0.8811\n", "Val Loss: 0.3920, Val Acc: 82.90%, Val AUC: 0.9143, Val F1: 0.8274\n", "Best model saved at epoch 7 with Val Loss: 0.3920\n", "Epoch 7 time: 4m 24.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.2862, Train Acc: 88.10%, Train AUC: 0.9528, Train F1: 0.8812\n", "Val Loss: 0.3809, Val Acc: 83.80%, Val AUC: 0.9205, Val F1: 0.8383\n", "Best model saved at epoch 8 with Val Loss: 0.3809\n", "Epoch 8 time: 4m 26.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.2806, Train Acc: 88.47%, Train AUC: 0.9547, Train F1: 0.8851\n", "Val Loss: 0.3690, Val Acc: 84.30%, Val AUC: 0.9268, Val F1: 0.8422\n", "Best model saved at epoch 9 with Val Loss: 0.3690\n", "Epoch 9 time: 4m 8.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.2772, Train Acc: 88.61%, Train AUC: 0.9556, Train F1: 0.8865\n", "Val Loss: 0.3613, Val Acc: 85.00%, Val AUC: 0.9311, Val F1: 0.8524\n", "Best model saved at epoch 10 with Val Loss: 0.3613\n", "Epoch 10 time: 4m 27.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": 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"Best model saved at epoch 13 with Val Loss: 0.3430\n", "Epoch 13 time: 4m 18.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.2607, Train Acc: 89.44%, Train AUC: 0.9609, Train F1: 0.8947\n", "Val Loss: 0.3344, Val Acc: 86.40%, Val AUC: 0.9424, Val F1: 0.8648\n", "Best model saved at epoch 14 with Val Loss: 0.3344\n", "Epoch 14 time: 4m 31.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.2589, Train Acc: 89.59%, Train AUC: 0.9614, Train F1: 0.8960\n", "Val Loss: 0.3286, Val Acc: 86.40%, Val AUC: 0.9446, Val F1: 0.8635\n", "Best model saved at epoch 15 with Val Loss: 0.3286\n", "Epoch 15 time: 4m 18.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train 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Val Acc: 88.10%, Val AUC: 0.9510, Val F1: 0.8787\n", "Best model saved at epoch 21 with Val Loss: 0.3092\n", "Epoch 21 time: 4m 22.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.2428, Train Acc: 90.26%, Train AUC: 0.9661, Train F1: 0.9027\n", "Val Loss: 0.3066, Val Acc: 88.50%, Val AUC: 0.9519, Val F1: 0.8844\n", "Best model saved at epoch 22 with Val Loss: 0.3066\n", "Epoch 22 time: 4m 37.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2423, Train Acc: 90.25%, Train AUC: 0.9660, Train F1: 0.9027\n", "Val Loss: 0.3026, Val Acc: 88.30%, Val AUC: 0.9532, Val F1: 0.8819\n", "Best model saved at epoch 23 with Val Loss: 0.3026\n", "Epoch 23 time: 4m 26.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", 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with Val Loss: 0.2970\n", "Epoch 26 time: 4m 34.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2369, Train Acc: 90.57%, Train AUC: 0.9675, Train F1: 0.9058\n", "Val Loss: 0.2928, Val Acc: 89.00%, Val AUC: 0.9565, Val F1: 0.8893\n", "Best model saved at epoch 27 with Val Loss: 0.2928\n", "Epoch 27 time: 4m 20.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2376, Train Acc: 90.40%, Train AUC: 0.9672, Train F1: 0.9040\n", "Val Loss: 0.2912, Val Acc: 89.20%, Val AUC: 0.9571, Val F1: 0.8918\n", "Best model saved at epoch 28 with Val Loss: 0.2912\n", "Epoch 28 time: 4m 27.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2338, Train Acc: 90.69%, Train AUC: 0.9684, Train F1: 0.9070\n", "Val Loss: 0.2880, Val Acc: 89.20%, Val AUC: 0.9579, Val F1: 0.8905\n", "Best model saved at epoch 29 with Val Loss: 0.2880\n", "Epoch 29 time: 4m 17.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2351, Train Acc: 90.50%, Train AUC: 0.9678, Train F1: 0.9050\n", "Val Loss: 0.2864, Val Acc: 89.40%, Val AUC: 0.9583, Val F1: 0.8925\n", "Best model saved at epoch 30 with Val Loss: 0.2864\n", "Epoch 30 time: 4m 37.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2327, Train Acc: 90.73%, Train AUC: 0.9686, Train F1: 0.9075\n", "Val Loss: 0.2859, Val Acc: 89.90%, Val AUC: 0.9587, Val F1: 0.9001\n", "Best model saved at epoch 31 with Val Loss: 0.2859\n", "Epoch 31 time: 4m 24.14s\n" ] }, { "name": "stderr", "output_type": 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Val F1: 0.8959\n", "Best model saved at epoch 34 with Val Loss: 0.2781\n", "Epoch 34 time: 4m 20.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2284, Train Acc: 90.86%, Train AUC: 0.9697, Train F1: 0.9087\n", "Val Loss: 0.2783, Val Acc: 89.90%, Val AUC: 0.9605, Val F1: 0.8975\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 35 time: 4m 12.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2281, Train Acc: 90.91%, Train AUC: 0.9697, Train F1: 0.9091\n", "Val Loss: 0.2757, Val Acc: 90.10%, Val AUC: 0.9612, Val F1: 0.8997\n", "Best model saved at epoch 36 with Val Loss: 0.2757\n", "Epoch 36 time: 4m 20.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 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22.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2253, Train Acc: 90.99%, Train AUC: 0.9703, Train F1: 0.9100\n", "Val Loss: 0.2714, Val Acc: 90.30%, Val AUC: 0.9622, Val F1: 0.9011\n", "Best model saved at epoch 40 with Val Loss: 0.2714\n", "Epoch 40 time: 4m 42.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2252, Train Acc: 91.08%, Train AUC: 0.9704, Train F1: 0.9109\n", "Val Loss: 0.2713, Val Acc: 90.40%, Val AUC: 0.9628, Val F1: 0.9008\n", "Best model saved at epoch 41 with Val Loss: 0.2713\n", "Epoch 41 time: 4m 20.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2248, Train Acc: 91.08%, Train AUC: 0.9704, Train F1: 0.9109\n", "Val 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epoch 47 with Val Loss: 0.2624\n", "Epoch 47 time: 4m 21.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2217, Train Acc: 91.15%, Train AUC: 0.9711, Train F1: 0.9115\n", "Val Loss: 0.2626, Val Acc: 91.10%, Val AUC: 0.9644, Val F1: 0.9100\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 48 time: 4m 33.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2217, Train Acc: 91.08%, Train AUC: 0.9711, Train F1: 0.9109\n", "Val Loss: 0.2606, Val Acc: 91.60%, Val AUC: 0.9650, Val F1: 0.9160\n", "Best model saved at epoch 49 with Val Loss: 0.2606\n", "Epoch 49 time: 4m 24.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2188, Train Acc: 91.32%, Train AUC: 0.9719, Train F1: 0.9132\n", "Val Loss: 0.2606, Val Acc: 91.80%, Val AUC: 0.9651, Val F1: 0.9187\n", "Best model saved at epoch 50 with Val Loss: 0.2606\n", "Epoch 50 time: 4m 36.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2200, Train Acc: 91.20%, Train AUC: 0.9715, Train F1: 0.9120\n", "Val Loss: 0.2600, Val Acc: 90.90%, Val AUC: 0.9653, Val F1: 0.9063\n", "Best model saved at epoch 51 with Val Loss: 0.2600\n", "Epoch 51 time: 4m 40.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2189, Train Acc: 91.22%, Train AUC: 0.9719, Train F1: 0.9122\n", "Val Loss: 0.2573, Val Acc: 92.00%, Val AUC: 0.9660, Val F1: 0.9206\n", "Best model saved at epoch 52 with Val Loss: 0.2573\n", "Epoch 52 time: 4m 22.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2199, Train Acc: 91.21%, Train AUC: 0.9715, Train F1: 0.9121\n", "Val Loss: 0.2563, Val Acc: 91.50%, Val AUC: 0.9661, Val F1: 0.9137\n", "Best model saved at epoch 53 with Val Loss: 0.2563\n", "Epoch 53 time: 4m 31.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2187, Train Acc: 91.29%, Train AUC: 0.9718, Train F1: 0.9129\n", "Val Loss: 0.2560, Val Acc: 91.80%, Val AUC: 0.9660, Val F1: 0.9185\n", "Best model saved at epoch 54 with Val Loss: 0.2560\n", "Epoch 54 time: 4m 35.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2181, Train Acc: 91.31%, Train AUC: 0.9720, Train F1: 0.9131\n", "Val Loss: 0.2582, Val Acc: 90.80%, Val AUC: 0.9655, Val F1: 0.9053\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 55 time: 4m 19.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2171, Train Acc: 91.43%, Train AUC: 0.9722, Train F1: 0.9144\n", "Val Loss: 0.2594, Val Acc: 90.70%, Val AUC: 0.9650, Val F1: 0.9044\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 56 time: 4m 20.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2181, Train Acc: 91.20%, Train AUC: 0.9719, Train F1: 0.9120\n", "Val Loss: 0.2545, Val Acc: 92.00%, Val AUC: 0.9660, Val F1: 0.9198\n", "Best model saved at epoch 57 with Val Loss: 0.2545\n", "Epoch 57 time: 4m 25.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2141, Train Acc: 91.62%, Train AUC: 0.9731, Train F1: 0.9163\n", "Val Loss: 0.2526, Val Acc: 92.00%, Val AUC: 0.9666, Val F1: 0.9202\n", "Best model saved at epoch 58 with Val Loss: 0.2526\n", "Epoch 58 time: 4m 25.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2156, Train Acc: 91.46%, Train AUC: 0.9726, Train F1: 0.9147\n", "Val Loss: 0.2514, Val Acc: 92.30%, Val AUC: 0.9670, Val F1: 0.9232\n", "Best model saved at epoch 59 with Val Loss: 0.2514\n", "Epoch 59 time: 4m 19.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2148, Train Acc: 91.52%, Train AUC: 0.9729, Train F1: 0.9152\n", "Val Loss: 0.2508, Val Acc: 92.30%, Val AUC: 0.9670, Val F1: 0.9223\n", "Best model saved at epoch 60 with Val Loss: 0.2508\n", "Epoch 60 time: 4m 20.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2148, Train Acc: 91.41%, Train AUC: 0.9729, Train F1: 0.9141\n", "Val Loss: 0.2515, Val Acc: 91.90%, Val AUC: 0.9668, Val F1: 0.9188\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 61 time: 4m 22.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2147, Train Acc: 91.46%, Train AUC: 0.9728, Train F1: 0.9146\n", "Val Loss: 0.2500, Val Acc: 91.90%, Val AUC: 0.9673, Val F1: 0.9186\n", "Best model saved at epoch 62 with Val Loss: 0.2500\n", "Epoch 62 time: 4m 21.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2142, Train Acc: 91.45%, Train AUC: 0.9730, Train F1: 0.9145\n", "Val Loss: 0.2524, Val Acc: 91.40%, Val AUC: 0.9666, Val F1: 0.9124\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 63 time: 4m 9.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2155, Train Acc: 91.47%, Train AUC: 0.9725, Train F1: 0.9147\n", "Val Loss: 0.2498, Val Acc: 92.40%, Val AUC: 0.9674, Val F1: 0.9243\n", "Best model saved at epoch 64 with Val Loss: 0.2498\n", "Epoch 64 time: 4m 23.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2140, Train Acc: 91.55%, Train AUC: 0.9729, Train F1: 0.9154\n", "Val Loss: 0.2479, Val Acc: 92.30%, Val AUC: 0.9678, Val F1: 0.9232\n", "Best model saved at epoch 65 with Val Loss: 0.2479\n", "Epoch 65 time: 4m 20.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2165, Train Acc: 91.42%, Train AUC: 0.9722, Train F1: 0.9142\n", "Val Loss: 0.2483, Val Acc: 91.40%, Val AUC: 0.9679, Val F1: 0.9119\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 66 time: 4m 20.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2128, Train Acc: 91.57%, Train AUC: 0.9733, Train F1: 0.9158\n", "Val Loss: 0.2474, Val Acc: 92.60%, Val AUC: 0.9675, Val F1: 0.9263\n", "Best model saved at epoch 67 with Val Loss: 0.2474\n", "Epoch 67 time: 4m 31.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2117, Train Acc: 91.59%, Train AUC: 0.9735, Train F1: 0.9159\n", "Val Loss: 0.2459, Val Acc: 92.30%, Val AUC: 0.9681, Val F1: 0.9220\n", "Best model 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Acc: 91.42%, Train AUC: 0.9736, Train F1: 0.9142\n", "Val Loss: 0.2480, Val Acc: 91.20%, Val AUC: 0.9679, Val F1: 0.9095\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 71 time: 4m 34.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2104, Train Acc: 91.70%, Train AUC: 0.9739, Train F1: 0.9170\n", "Val Loss: 0.2439, Val Acc: 92.20%, Val AUC: 0.9686, Val F1: 0.9207\n", "Best model saved at epoch 72 with Val Loss: 0.2439\n", "Epoch 72 time: 4m 13.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2155, Train Acc: 91.37%, Train AUC: 0.9723, Train F1: 0.9136\n", "Val Loss: 0.2451, Val Acc: 92.50%, Val AUC: 0.9680, Val F1: 0.9248\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 73 time: 4m 30.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2101, Train Acc: 91.81%, Train AUC: 0.9739, Train F1: 0.9180\n", "Val Loss: 0.2428, Val Acc: 92.60%, Val AUC: 0.9689, Val F1: 0.9267\n", "Best model saved at epoch 74 with Val Loss: 0.2428\n", "Epoch 74 time: 4m 31.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2123, Train Acc: 91.49%, Train AUC: 0.9732, Train F1: 0.9149\n", "Val Loss: 0.2428, Val Acc: 92.60%, Val AUC: 0.9689, Val F1: 0.9267\n", "Best model saved at epoch 75 with Val Loss: 0.2428\n", "Epoch 75 time: 4m 14.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2104, Train Acc: 91.65%, Train AUC: 0.9738, Train F1: 0.9164\n", "Val Loss: 0.2402, Val Acc: 92.70%, Val AUC: 0.9695, Val F1: 0.9265\n", "Best model saved at epoch 76 with Val Loss: 0.2402\n", "Epoch 76 time: 4m 26.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2109, Train Acc: 91.65%, Train AUC: 0.9736, Train F1: 0.9164\n", "Val Loss: 0.2407, Val Acc: 92.60%, Val AUC: 0.9692, Val F1: 0.9260\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 77 time: 4m 36.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2100, Train Acc: 91.73%, Train AUC: 0.9738, Train F1: 0.9173\n", "Val Loss: 0.2416, Val Acc: 92.20%, Val AUC: 0.9689, Val F1: 0.9207\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 78 time: 4m 26.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2101, Train Acc: 91.63%, Train AUC: 0.9739, Train F1: 0.9163\n", "Val Loss: 0.2400, Val Acc: 92.60%, Val AUC: 0.9694, Val F1: 0.9260\n", "Best model saved at epoch 79 with Val Loss: 0.2400\n", "Epoch 79 time: 4m 8.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2107, Train Acc: 91.67%, Train AUC: 0.9736, Train F1: 0.9166\n", "Val Loss: 0.2405, Val Acc: 92.70%, Val AUC: 0.9692, Val F1: 0.9271\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 80 time: 4m 15.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2104, Train Acc: 91.76%, Train AUC: 0.9737, Train F1: 0.9176\n", "Val Loss: 0.2402, Val Acc: 92.60%, Val AUC: 0.9692, Val F1: 0.9259\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 81 time: 4m 7.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2112, Train Acc: 91.66%, Train AUC: 0.9734, Train F1: 0.9165\n", "Val Loss: 0.2372, Val Acc: 92.70%, Val AUC: 0.9699, Val F1: 0.9269\n", "Best model saved at epoch 82 with Val Loss: 0.2372\n", "Epoch 82 time: 4m 20.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2096, Train Acc: 91.66%, Train AUC: 0.9739, Train F1: 0.9166\n", "Val Loss: 0.2385, Val Acc: 92.90%, Val AUC: 0.9698, Val F1: 0.9292\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 83 time: 4m 26.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2113, Train Acc: 91.75%, Train AUC: 0.9733, Train F1: 0.9175\n", "Val Loss: 0.2380, Val Acc: 92.90%, Val AUC: 0.9697, Val F1: 0.9291\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 84 time: 4m 24.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2096, Train Acc: 91.67%, Train AUC: 0.9739, Train F1: 0.9166\n", "Val Loss: 0.2376, Val Acc: 92.30%, Val AUC: 0.9697, Val F1: 0.9221\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 85 time: 4m 19.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2089, Train Acc: 91.64%, Train AUC: 0.9740, Train F1: 0.9164\n", "Val Loss: 0.2365, Val Acc: 92.80%, Val AUC: 0.9703, Val F1: 0.9281\n", "Best model saved at epoch 86 with Val Loss: 0.2365\n", "Epoch 86 time: 4m 14.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2094, Train Acc: 91.66%, Train AUC: 0.9739, Train F1: 0.9166\n", "Val Loss: 0.2381, Val Acc: 92.80%, Val AUC: 0.9697, Val F1: 0.9284\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 87 time: 4m 21.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2094, Train Acc: 91.80%, Train AUC: 0.9739, Train F1: 0.9180\n", "Val Loss: 0.2358, Val Acc: 92.90%, Val AUC: 0.9705, Val F1: 0.9294\n", "Best model saved at epoch 88 with Val Loss: 0.2358\n", "Epoch 88 time: 4m 33.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2084, Train Acc: 91.81%, Train AUC: 0.9742, Train F1: 0.9181\n", "Val Loss: 0.2371, Val Acc: 92.90%, Val AUC: 0.9699, Val F1: 0.9295\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 89 time: 4m 29.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2078, Train Acc: 91.77%, Train AUC: 0.9743, Train F1: 0.9177\n", "Val Loss: 0.2361, Val Acc: 92.90%, Val AUC: 0.9704, Val F1: 0.9294\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 90 time: 4m 16.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2081, Train Acc: 91.73%, Train AUC: 0.9742, Train F1: 0.9173\n", "Val Loss: 0.2357, Val Acc: 92.70%, Val AUC: 0.9704, Val F1: 0.9271\n", "Best model saved at epoch 91 with Val Loss: 0.2357\n", "Epoch 91 time: 4m 27.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2090, Train Acc: 91.75%, Train AUC: 0.9739, Train F1: 0.9175\n", "Val Loss: 0.2369, Val Acc: 92.60%, Val AUC: 0.9698, Val F1: 0.9251\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 92 time: 4m 38.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2078, Train Acc: 91.78%, Train AUC: 0.9743, Train F1: 0.9178\n", "Val Loss: 0.2351, Val Acc: 92.90%, Val AUC: 0.9703, Val F1: 0.9294\n", "Best model saved at epoch 93 with Val Loss: 0.2351\n", "Epoch 93 time: 4m 30.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2056, Train Acc: 91.87%, Train AUC: 0.9749, Train F1: 0.9187\n", "Val Loss: 0.2331, Val Acc: 92.90%, Val AUC: 0.9710, Val F1: 0.9294\n", "Best model saved at epoch 94 with Val Loss: 0.2331\n", "Epoch 94 time: 4m 17.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2091, Train Acc: 91.75%, Train AUC: 0.9739, Train F1: 0.9174\n", "Val Loss: 0.2348, Val Acc: 92.60%, Val AUC: 0.9704, Val F1: 0.9257\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 95 time: 4m 7.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2068, Train Acc: 91.78%, Train AUC: 0.9745, Train F1: 0.9177\n", "Val Loss: 0.2349, Val Acc: 92.70%, Val AUC: 0.9702, Val F1: 0.9272\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 96 time: 4m 25.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2067, Train Acc: 91.76%, Train AUC: 0.9746, Train F1: 0.9175\n", "Val Loss: 0.2318, Val Acc: 92.80%, Val AUC: 0.9714, Val F1: 0.9280\n", "Best model saved at epoch 97 with Val Loss: 0.2318\n", "Epoch 97 time: 4m 21.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2070, Train Acc: 91.93%, Train AUC: 0.9745, Train F1: 0.9193\n", "Val Loss: 0.2339, Val Acc: 92.90%, Val AUC: 0.9706, Val F1: 0.9294\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 98 time: 4m 31.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2075, Train Acc: 91.69%, Train AUC: 0.9744, Train F1: 0.9170\n", "Val Loss: 0.2331, Val Acc: 92.90%, Val AUC: 0.9709, Val F1: 0.9279\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 99 time: 4m 24.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2070, Train Acc: 91.84%, Train AUC: 0.9744, Train F1: 0.9184\n", "Val Loss: 0.2336, Val Acc: 92.70%, Val AUC: 0.9705, Val F1: 0.9272\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 100 time: 4m 29.68s\n", "Total training time for PiT: 7h 20m 25s\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 97 with best validation loss of 0.2318\n", "PiT training time: 7h 20m 26s\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='classification_head', 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": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training MLP-Mixer ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 15:41:48,934 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2025-01-13 15:41:49,276 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: 0.6100, Train Acc: 65.13%, Train AUC: 0.7227, Train F1: 0.6690\n", "Val Loss: 0.5833, Val Acc: 70.10%, Val AUC: 0.7878, Val F1: 0.7389\n", "Best model saved at epoch 1 with Val Loss: 0.5833\n", "Epoch 1 time: 4m 16.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.5337, Train Acc: 72.57%, Train AUC: 0.8121, Train F1: 0.7307\n", "Val Loss: 0.5458, Val Acc: 73.00%, Val AUC: 0.8158, Val F1: 0.7615\n", "Best model saved at epoch 2 with Val Loss: 0.5458\n", "Epoch 2 time: 4m 35.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.5041, Train Acc: 74.37%, Train AUC: 0.8342, Train F1: 0.7471\n", "Val Loss: 0.5241, Val Acc: 74.10%, Val AUC: 0.8295, Val F1: 0.7673\n", "Best model saved at epoch 3 with Val Loss: 0.5241\n", "Epoch 3 time: 4m 10.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.4899, Train Acc: 75.26%, Train AUC: 0.8432, Train F1: 0.7558\n", "Val Loss: 0.5062, Val Acc: 75.80%, Val AUC: 0.8416, Val F1: 0.7784\n", "Best model saved at epoch 4 with Val Loss: 0.5062\n", "Epoch 4 time: 4m 27.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.4779, Train Acc: 76.22%, Train AUC: 0.8517, Train F1: 0.7651\n", "Val Loss: 0.5002, Val Acc: 75.60%, Val AUC: 0.8482, Val F1: 0.7810\n", "Best model saved at epoch 5 with Val Loss: 0.5002\n", "Epoch 5 time: 4m 1.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.4730, Train Acc: 76.61%, Train AUC: 0.8542, Train F1: 0.7690\n", "Val Loss: 0.4875, Val Acc: 77.00%, Val AUC: 0.8570, Val F1: 0.7909\n", "Best model saved at epoch 6 with Val Loss: 0.4875\n", "Epoch 6 time: 4m 10.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.4673, Train Acc: 77.06%, Train AUC: 0.8578, Train F1: 0.7740\n", "Val Loss: 0.4709, Val Acc: 78.10%, Val AUC: 0.8655, Val F1: 0.7970\n", "Best model saved at epoch 7 with Val Loss: 0.4709\n", "Epoch 7 time: 4m 0.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.4630, Train Acc: 77.16%, Train AUC: 0.8607, Train F1: 0.7737\n", "Val Loss: 0.4687, Val Acc: 77.60%, Val AUC: 0.8709, Val F1: 0.7956\n", "Best model saved at epoch 8 with Val Loss: 0.4687\n", "Epoch 8 time: 4m 32.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.4591, Train Acc: 77.59%, Train AUC: 0.8635, Train F1: 0.7789\n", "Val Loss: 0.4586, Val Acc: 78.50%, Val AUC: 0.8745, Val F1: 0.8011\n", "Best model saved at epoch 9 with Val Loss: 0.4586\n", "Epoch 9 time: 4m 19.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.4577, Train Acc: 77.65%, Train AUC: 0.8639, Train F1: 0.7787\n", "Val Loss: 0.4499, Val Acc: 79.10%, Val AUC: 0.8790, Val F1: 0.8041\n", "Best model saved at epoch 10 with Val Loss: 0.4499\n", "Epoch 10 time: 4m 23.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.4533, Train Acc: 78.02%, Train AUC: 0.8673, Train F1: 0.7826\n", "Val Loss: 0.4466, Val Acc: 79.00%, Val AUC: 0.8814, Val F1: 0.8041\n", "Best model saved at epoch 11 with Val Loss: 0.4466\n", "Epoch 11 time: 4m 43.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.4526, Train Acc: 78.03%, Train AUC: 0.8673, Train F1: 0.7828\n", "Val Loss: 0.4388, Val Acc: 79.70%, Val AUC: 0.8851, Val F1: 0.8083\n", "Best model saved at epoch 12 with Val Loss: 0.4388\n", "Epoch 12 time: 4m 7.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.4498, Train Acc: 78.26%, Train AUC: 0.8693, Train F1: 0.7851\n", "Val Loss: 0.4381, Val Acc: 79.10%, Val AUC: 0.8901, Val F1: 0.8063\n", "Best model saved at epoch 13 with Val Loss: 0.4381\n", "Epoch 13 time: 4m 9.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.4501, Train Acc: 78.26%, Train AUC: 0.8690, Train F1: 0.7854\n", "Val Loss: 0.4325, Val Acc: 79.50%, Val AUC: 0.8924, Val F1: 0.8097\n", "Best model saved at epoch 14 with Val Loss: 0.4325\n", "Epoch 14 time: 4m 41.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.4477, Train Acc: 78.50%, Train AUC: 0.8708, Train F1: 0.7878\n", "Val Loss: 0.4289, Val Acc: 80.10%, Val AUC: 0.8925, Val F1: 0.8121\n", "Best model saved at epoch 15 with Val Loss: 0.4289\n", "Epoch 15 time: 4m 24.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.4468, Train Acc: 78.64%, Train AUC: 0.8717, Train F1: 0.7889\n", "Val Loss: 0.4340, Val Acc: 79.10%, Val AUC: 0.8954, Val F1: 0.8098\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 16 time: 4m 20.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.4448, Train Acc: 78.69%, Train AUC: 0.8729, Train F1: 0.7894\n", "Val Loss: 0.4253, Val Acc: 79.90%, Val AUC: 0.8977, Val F1: 0.8130\n", "Best model saved at epoch 17 with Val Loss: 0.4253\n", "Epoch 17 time: 4m 3.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.4445, Train Acc: 78.67%, Train AUC: 0.8728, Train F1: 0.7891\n", "Val Loss: 0.4230, Val Acc: 79.90%, Val AUC: 0.8997, Val F1: 0.8147\n", "Best model saved at epoch 18 with Val Loss: 0.4230\n", "Epoch 18 time: 4m 20.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.4435, Train Acc: 78.92%, Train AUC: 0.8737, Train F1: 0.7915\n", "Val Loss: 0.4183, Val Acc: 80.00%, Val AUC: 0.9014, Val F1: 0.8138\n", "Best model saved at epoch 19 with Val Loss: 0.4183\n", "Epoch 19 time: 4m 35.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.4416, Train Acc: 78.98%, Train AUC: 0.8747, Train F1: 0.7924\n", "Val Loss: 0.4181, Val Acc: 80.20%, Val AUC: 0.9024, Val F1: 0.8170\n", "Best model saved at epoch 20 with Val Loss: 0.4181\n", "Epoch 20 time: 4m 20.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.4424, Train Acc: 78.90%, Train AUC: 0.8742, Train F1: 0.7914\n", "Val Loss: 0.4143, Val Acc: 80.80%, Val AUC: 0.9020, Val F1: 0.8192\n", "Best model saved at epoch 21 with Val Loss: 0.4143\n", "Epoch 21 time: 4m 15.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.4424, Train Acc: 78.90%, Train AUC: 0.8744, Train F1: 0.7920\n", "Val Loss: 0.4160, Val Acc: 80.20%, Val AUC: 0.9061, Val F1: 0.8180\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 22 time: 4m 1.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.4405, Train Acc: 79.17%, Train AUC: 0.8754, Train F1: 0.7944\n", "Val Loss: 0.4111, Val Acc: 81.10%, Val AUC: 0.9056, Val F1: 0.8232\n", "Best model saved at epoch 23 with Val Loss: 0.4111\n", "Epoch 23 time: 4m 10.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.4413, Train Acc: 79.03%, Train AUC: 0.8751, Train F1: 0.7928\n", "Val Loss: 0.4064, Val Acc: 81.70%, Val AUC: 0.9063, Val F1: 0.8275\n", "Best model saved at epoch 24 with Val Loss: 0.4064\n", "Epoch 24 time: 4m 11.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.4404, Train Acc: 79.20%, Train AUC: 0.8763, Train F1: 0.7944\n", "Val Loss: 0.4069, Val Acc: 80.40%, Val AUC: 0.9101, Val F1: 0.8185\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 25 time: 4m 19.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.4420, Train Acc: 78.93%, Train AUC: 0.8743, Train F1: 0.7919\n", "Val Loss: 0.3985, Val Acc: 82.60%, Val AUC: 0.9107, Val F1: 0.8343\n", "Best model saved at epoch 26 with Val Loss: 0.3985\n", "Epoch 26 time: 4m 20.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.4389, Train Acc: 79.20%, Train AUC: 0.8765, Train F1: 0.7948\n", "Val Loss: 0.4084, Val Acc: 80.70%, Val AUC: 0.9088, Val F1: 0.8215\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 27 time: 4m 18.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.4399, Train Acc: 79.30%, Train AUC: 0.8764, Train F1: 0.7959\n", "Val Loss: 0.4008, Val Acc: 81.80%, Val AUC: 0.9103, Val F1: 0.8280\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 28 time: 4m 17.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.4405, Train Acc: 79.05%, Train AUC: 0.8755, Train F1: 0.7933\n", "Val Loss: 0.3992, Val Acc: 81.70%, Val AUC: 0.9124, Val F1: 0.8278\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 29 time: 4m 18.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.4385, Train Acc: 79.19%, Train AUC: 0.8770, Train F1: 0.7941\n", "Val Loss: 0.3984, Val Acc: 81.70%, Val AUC: 0.9122, Val F1: 0.8275\n", "Best model saved at epoch 30 with Val Loss: 0.3984\n", "Epoch 30 time: 4m 18.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.4376, Train Acc: 79.31%, Train AUC: 0.8778, Train F1: 0.7955\n", "Val Loss: 0.3945, Val Acc: 82.10%, Val AUC: 0.9146, Val F1: 0.8310\n", "Best model saved at epoch 31 with Val Loss: 0.3945\n", "Epoch 31 time: 4m 30.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.4391, Train Acc: 79.32%, Train AUC: 0.8771, Train F1: 0.7955\n", "Val Loss: 0.3957, Val Acc: 81.50%, Val AUC: 0.9155, Val F1: 0.8269\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 32 time: 4m 24.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.4378, Train Acc: 79.33%, Train AUC: 0.8775, Train F1: 0.7959\n", "Val Loss: 0.3935, Val Acc: 82.40%, Val AUC: 0.9157, Val F1: 0.8340\n", "Best model saved at epoch 33 with Val Loss: 0.3935\n", "Epoch 33 time: 4m 14.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.4389, Train Acc: 79.43%, Train AUC: 0.8772, Train F1: 0.7966\n", "Val Loss: 0.4031, Val Acc: 79.70%, Val AUC: 0.9179, Val F1: 0.8153\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 34 time: 4m 18.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.4365, Train Acc: 79.42%, Train AUC: 0.8785, Train F1: 0.7968\n", "Val Loss: 0.3955, Val Acc: 81.00%, Val AUC: 0.9167, Val F1: 0.8237\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 35 time: 4m 25.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.4395, Train Acc: 79.13%, Train AUC: 0.8766, Train F1: 0.7934\n", "Val Loss: 0.4011, Val Acc: 80.70%, Val AUC: 0.9169, Val F1: 0.8224\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 36 time: 4m 0.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.4364, Train Acc: 79.32%, Train AUC: 0.8783, Train F1: 0.7956\n", "Val Loss: 0.4016, Val Acc: 80.30%, Val AUC: 0.9188, Val F1: 0.8204\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 37 time: 4m 22.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.4370, Train Acc: 79.43%, Train AUC: 0.8783, Train F1: 0.7971\n", "Val Loss: 0.3898, Val Acc: 82.90%, Val AUC: 0.9172, Val F1: 0.8376\n", "Best model saved at epoch 38 with Val Loss: 0.3898\n", "Epoch 38 time: 4m 10.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.4376, Train Acc: 79.43%, Train AUC: 0.8780, Train F1: 0.7968\n", "Val Loss: 0.3864, Val Acc: 82.90%, Val AUC: 0.9199, Val F1: 0.8379\n", "Best model saved at epoch 39 with Val Loss: 0.3864\n", "Epoch 39 time: 4m 30.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.4382, Train Acc: 79.50%, Train AUC: 0.8777, Train F1: 0.7975\n", "Val Loss: 0.3880, Val Acc: 82.10%, Val AUC: 0.9206, Val F1: 0.8319\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 40 time: 4m 11.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.4357, Train Acc: 79.63%, Train AUC: 0.8795, Train F1: 0.7987\n", "Val Loss: 0.3892, Val Acc: 82.30%, Val AUC: 0.9187, Val F1: 0.8332\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 41 time: 4m 41.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.4346, Train Acc: 79.58%, Train AUC: 0.8797, Train F1: 0.7985\n", "Val Loss: 0.3888, Val Acc: 82.40%, Val AUC: 0.9192, Val F1: 0.8343\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 42 time: 4m 6.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.4385, Train Acc: 79.49%, Train AUC: 0.8777, Train F1: 0.7973\n", "Val Loss: 0.3889, Val Acc: 81.80%, Val AUC: 0.9197, Val F1: 0.8296\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 43 time: 4m 27.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.4379, Train Acc: 79.53%, Train AUC: 0.8780, Train F1: 0.7975\n", "Val Loss: 0.3870, Val Acc: 83.00%, Val AUC: 0.9181, Val F1: 0.8378\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 44 time: 4m 19.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.4382, Train Acc: 79.55%, Train AUC: 0.8777, Train F1: 0.7980\n", "Val Loss: 0.3932, Val Acc: 80.70%, Val AUC: 0.9198, Val F1: 0.8221\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 45 time: 4m 9.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.4351, Train Acc: 79.72%, Train AUC: 0.8799, Train F1: 0.7996\n", "Val Loss: 0.3880, Val Acc: 82.00%, Val AUC: 0.9194, Val F1: 0.8311\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 46 time: 4m 8.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.4367, Train Acc: 79.55%, Train AUC: 0.8789, Train F1: 0.7979\n", "Val Loss: 0.3874, Val Acc: 82.10%, Val AUC: 0.9192, Val F1: 0.8319\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 47 time: 4m 19.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.4358, Train Acc: 79.60%, Train AUC: 0.8791, Train F1: 0.7983\n", "Val Loss: 0.3868, Val Acc: 82.60%, Val AUC: 0.9193, Val F1: 0.8358\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 48 time: 4m 31.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.4342, Train Acc: 79.75%, Train AUC: 0.8803, Train F1: 0.7995\n", "Val Loss: 0.3856, Val Acc: 82.60%, Val AUC: 0.9195, Val F1: 0.8355\n", "Best model saved at epoch 49 with Val Loss: 0.3856\n", "Epoch 49 time: 4m 53.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.4372, Train Acc: 79.45%, Train AUC: 0.8782, Train F1: 0.7970\n", "Val Loss: 0.3860, Val Acc: 82.60%, Val AUC: 0.9194, Val F1: 0.8355\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 50 time: 4m 24.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.4375, Train Acc: 79.50%, Train AUC: 0.8780, Train F1: 0.7970\n", "Val Loss: 0.3878, Val Acc: 82.00%, Val AUC: 0.9195, Val F1: 0.8311\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 51 time: 4m 25.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.4365, Train Acc: 79.65%, Train AUC: 0.8788, Train F1: 0.7991\n", "Val Loss: 0.3869, Val Acc: 82.30%, Val AUC: 0.9196, Val F1: 0.8335\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 52 time: 4m 16.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.4357, Train Acc: 79.44%, Train AUC: 0.8790, Train F1: 0.7967\n", "Val Loss: 0.3864, Val Acc: 82.60%, Val AUC: 0.9196, Val F1: 0.8358\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 53 time: 4m 14.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.4376, Train Acc: 79.50%, Train AUC: 0.8780, Train F1: 0.7972\n", "Val Loss: 0.3873, Val Acc: 82.10%, Val AUC: 0.9199, Val F1: 0.8322\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 54 time: 4m 14.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.4386, Train Acc: 79.53%, Train AUC: 0.8776, Train F1: 0.7974\n", "Val Loss: 0.3859, Val Acc: 82.40%, Val AUC: 0.9198, Val F1: 0.8343\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 55 time: 4m 28.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.4365, Train Acc: 79.47%, Train AUC: 0.8786, Train F1: 0.7965\n", "Val Loss: 0.3864, Val Acc: 82.40%, Val AUC: 0.9198, Val F1: 0.8343\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 56 time: 4m 11.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.4357, Train Acc: 79.43%, Train AUC: 0.8789, Train F1: 0.7965\n", "Val Loss: 0.3863, Val Acc: 82.40%, Val AUC: 0.9198, Val F1: 0.8343\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 57 time: 4m 18.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.4366, Train Acc: 79.64%, Train AUC: 0.8788, Train F1: 0.7985\n", "Val Loss: 0.3865, Val Acc: 82.40%, Val AUC: 0.9197, Val F1: 0.8343\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 58 time: 4m 32.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.4353, Train Acc: 79.49%, Train AUC: 0.8791, Train F1: 0.7969\n", "Val Loss: 0.3865, Val Acc: 82.40%, Val AUC: 0.9198, Val F1: 0.8343\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 59 time: 4m 32.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.4375, Train Acc: 79.51%, Train AUC: 0.8783, Train F1: 0.7977\n", "Val Loss: 0.3863, Val Acc: 82.40%, Val AUC: 0.9199, Val F1: 0.8343\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 60 time: 4m 24.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.4378, Train Acc: 79.51%, Train AUC: 0.8781, Train F1: 0.7971\n", "Val Loss: 0.3865, Val Acc: 82.30%, Val AUC: 0.9198, Val F1: 0.8335\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 61 time: 4m 57.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.4368, Train Acc: 79.63%, Train AUC: 0.8788, Train F1: 0.7988\n", "Val Loss: 0.3864, Val Acc: 82.40%, Val AUC: 0.9198, Val F1: 0.8343\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 62 time: 4m 1.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.4399, Train Acc: 79.23%, Train AUC: 0.8765, Train F1: 0.7949\n", "Val Loss: 0.3863, Val Acc: 82.40%, Val AUC: 0.9199, Val F1: 0.8343\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 63 time: 4m 21.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.4359, Train Acc: 79.68%, Train AUC: 0.8792, Train F1: 0.7990\n", "Val Loss: 0.3865, Val Acc: 82.40%, Val AUC: 0.9198, Val F1: 0.8343\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 64 time: 4m 18.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.4372, Train Acc: 79.43%, Train AUC: 0.8782, Train F1: 0.7961\n", "Val Loss: 0.3867, Val Acc: 82.10%, Val AUC: 0.9198, Val F1: 0.8319\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 65 time: 4m 23.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.4335, Train Acc: 79.72%, Train AUC: 0.8803, Train F1: 0.7997\n", "Val Loss: 0.3866, Val Acc: 82.30%, Val AUC: 0.9199, Val F1: 0.8335\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 66 time: 4m 23.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.4358, Train Acc: 79.65%, Train AUC: 0.8796, Train F1: 0.7987\n", "Val Loss: 0.3864, Val Acc: 82.40%, Val AUC: 0.9198, Val F1: 0.8343\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 67 time: 4m 31.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.4386, Train Acc: 79.39%, Train AUC: 0.8776, Train F1: 0.7963\n", "Val Loss: 0.3865, Val Acc: 82.40%, Val AUC: 0.9198, Val F1: 0.8343\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 68 time: 4m 18.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.4397, Train Acc: 79.42%, Train AUC: 0.8769, Train F1: 0.7967\n", "Val Loss: 0.3864, Val Acc: 82.50%, Val AUC: 0.9199, Val F1: 0.8351\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: 4h 59m 38s\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 49 with best validation loss of 0.3856\n", "MLP-Mixer training time: 4h 59m 39s\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='classification_head', 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": "markdown", "metadata": {}, "source": [ "## 🧐 Evaluation of models (from .pth files) on test datasets, including ensemble" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:41:27,716 INFO:ROC curves will be saved to the directory: 'results/roc_curves'\n", "2025-01-13 20:41:27,716 INFO:Seaborn confusion matrices will be saved to the directory: 'results/confusion_matrices'\n", "2025-01-13 20:41:27,718 INFO:Using device: cuda\n", "2025-01-13 20:41:27,718 INFO:Number of GPUs available: 2\n", "2025-01-13 20:41:28,153 INFO:Initialized model: ViT\n", "2025-01-13 20:41:28,438 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", "2025-01-13 20:41:30,470 INFO:Initialized model: CvT\n", "2025-01-13 20:41:30,972 INFO:Initialized model: Swin\n", "2025-01-13 20:41:31,218 INFO:Initialized model: CaiT\n", "2025-01-13 20:41:31,698 INFO:Initialized model: DeiT\n", "2025-01-13 20:41:32,179 INFO:Initialized model: DeiT3\n", "2025-01-13 20:41:32,484 INFO:Initialized model: Twins_SVT\n", "2025-01-13 20:41:32,720 INFO:Initialized model: Twins_PCPVT\n", "2025-01-13 20:41:32,935 INFO:Initialized model: PiT\n", "2025-01-13 20:41:32,935 ERROR:Model Ensemble not recognized.\n", "2025-01-13 20:41:32,935 ERROR:Model Random not recognized.\n", "2025-01-13 20:41:32,936 INFO:\n", "=== Evaluating ViT on Test Datasets ===\n", "/tmp/ipykernel_7736/1849592376.py:359: 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", "2025-01-13 20:41:33,172 INFO:Loaded model weights from ViT_best.pth\n", "2025-01-13 20:41:33,173 INFO: === Dataset: a ===\n", "2025-01-13 20:41:34,850 INFO:Total samples: 3181\n", "2025-01-13 20:41:43,614 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": [ "2025-01-13 20:41:43,685 INFO: === Dataset: b ===\n", "2025-01-13 20:41:45,327 INFO:Total samples: 3181\n", "2025-01-13 20:41:54,764 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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N582aNTM8PT2NAwcOmGPHjh0zsmbNatSuXTvB9Ro0aGDExcWZ47179zYcDofTfWVi4l/H6dOnjb59+xrFixc3tz300ENGaGhoou9BTEyMERUV5XSu8+fPGwEBAUbnzp3NsdOnTyd4bfHi7/X69++f6LZb7393795teHp6Gi+88IJx/vx5o0CBAkaVKlWMa9eu3fE17ty505BkvPDCC07jffv2NSQZ33zzjTlWuHBhQ5KxYcMGc+zUqVOGl5eX8dprr93xOgcPHjQkGd7e3sY///xjjv/444+GJKN37953PB4AUgMrAQCkKQ6HQ23atNHmzZudltLOnz9fAQEBevTRR1M8hs6dOytPnjzKnz+/Hn/8cV28eFHh4eF66KGHzH3iZ6HcbUZ/1qxZFRERIUnm/7/XVQDJdY47qVOnjsqWLes0Vr9+feXOnVuLFi0yx86fP6+1a9c6zfBfvHixypQpo9KlS+vMmTPmo379+pLktET4Vj/99JNOnTql7t27O9VFbdKkiUqXLu00yz1e165dnZ7XqlVLf/31l2sv+CaLFy9WrVq1lDNnTqf4GzRooNjYWG3YsEGSlCNHDl2+fDlBWZx7dfz4ce3cuVMdO3ZU9uzZzfGGDRsm+F1Icpptd/78eV28eFG1atVymqF/Jzcff+3aNZ09e1bFixdXjhw5nM6RI0cO/fbbb/rzzz8TPc+5c+f0zTff6Nlnn9WlS5fM9+vs2bNq1KiR/vzzzwSlnFx18yy2+HJV0dHR+vrrr+/rvAAAIGmsvDePiIhI8j3v119/rejoaL366quy2298zdGlSxdly5Ytwb2kr6+vU28CT09PVa1a9b7uJW8V30vgiy++uGvPr3ixsbH66quv1KxZM6eeCvny5VPbtm21ceNG8/NAvBdffNGpPFGtWrUUGxurw4cPJznWtm3bav/+/dq2bZv5/xMrBSRd/5vw9PSUdH0l8Llz5xQTE6MqVaok+X40Xrdu3ZK0X7ly5TR06FB99NFHatSokc6cOaM5c+bctaHyqlWrJMlpVa8kvfbaa5KU4O+ibNmyZilY6fqKhlKlSiX576JZs2YqUKCA+bxq1aqqVq2aGQcAWIkkAIA0J74eZPyS1H/++Ufff/+92rRpk6D2fkoYNGiQ1q5dq88++0whISG6ePGi04cJ6caX8PHJgNu5dOmSuW982aC7HXMnyXGOOylSpEiCsUyZMqlly5Zavny5WTtz6dKlunbtmlMS4M8//9Rvv/2mPHnyOD1KliwpSYnWko0X/yGlVKlSCbaVLl06wYeYzJkzm3VG4+XMmVPnz59P4itN6M8//9Tq1asTxN+gQQOn+Lt3766SJUuqcePGKliwoDp37qzVq1ff83XjX1uJEiUSbEvs/fjiiy/08MMPK3PmzPLz8zOXW1+8eDFJ17t69aoGDRpk9j3InTu38uTJowsXLjidY9iwYbpw4YJKliyp8uXLq1+/ftq1a5e5ff/+/TIMQwMHDkzwnsWX7LnT7/xu7HZ7goaC8X9LKd0HBAAA3GDVvXm2bNmSfM97u3tJT09PFS1aNMG9ZMGCBRPU9b/fe8lb1alTRy1bttTQoUOVO3duPf3005o1a9Yde2WdPn1aV65cSfQesEyZMoqLi9Pff//tNF6oUCGn5/ElTF15LZUrV1bp0qU1f/58ffzxx8qbN685kScxc+bMUYUKFcy+UXny5NHKlSuTfD8qXf+MEd/HLCn69eunihUrauvWrRo8eHCik2VudfjwYdntdhUvXtxpPG/evMqRI0eCv4tb30vJtb+LxO7nS5Ysyb0rgDThzmlTALBAcHCwSpcurQULFujNN9/UggULZBiG+QEkpZUvX9784rdZs2a6cuWKunTpopo1ayowMFCSzHrmN38peqvDhw8rIiLCvEGNb2i2e/fue47t5nNUqlTprvsn1rRM0m0b6N6upmubNm304Ycf6ssvv1SzZs30ySefqHTp0k41OOPi4lS+fHmNGzcu0XPEv3fJISU+cMbFxalhw4Z6/fXXE90e/wW0v7+/du7cqTVr1ujLL7/Ul19+qVmzZikkJERz5sxJ9rhu9v333+upp55S7dq1NWXKFOXLl08eHh6aNWuWUx3XO+nZs6dmzZqlV199VdWrV1f27Nlls9nUpk0bpwbItWvX1oEDB7R8+XJ99dVX+uijj/Tee+9p6tSpeuGFF8x9+/btq0aNGiV6rVs/cAEAAPdj1b156dKltXPnTkVHR5szz5PL7e4lDcO467FJvb+22WxasmSJtmzZos8//1xr1qxR586dNXbsWG3ZskW+vr6uB56I+3ktN2vbtq0++OADZc2aVa1bt04wCSrevHnz1KlTJzVr1kz9+vWTv7+/2dPrwIEDSb6el5fXba+RmL/++stcoerq56nb/c5ulVzvJQCkRawEAJAmtWvXTr/++qt27dql+fPnq0SJEk7leFLT//73P/37778aOXKkOVayZEmVLFlSy5Ytu+0Mpblz50qSnnzySfOYUqVKafny5YqMjLynWBo3biyHw6F58+Ylaf+cOXMmaKoryaXlwdL1L4Tz5cunRYsW6cyZM/rmm28SNPstVqyYzp07p0cffVQNGjRI8EhsRlO8woULS5L27t2bYNvevXvN7cnhdh8CihUrpsjIyERjb9CggdPMIE9PTzVt2lRTpkzRgQMH9NJLL2nu3Lnav3//Ha+RmPjXlljZnVvfj08//VSZM2c2P0Q2btzYTFgl9XUuWbJEHTt21NixY83GZ4k1X5YkPz8/hYaGasGCBfr7779VoUIFDRkyRJLMWfoeHh63fc/iV8G48n7Ei4uLS7D0et++fZKkoKAgl88HAADunRX35k2bNtXVq1f16aef3nXf291LRkdH6+DBg8l6Lxk/0/7We6fb3V8//PDDGjlypH766Sd9/PHH+u2337Rw4cJE982TJ498fHwSvSfes2eP7HZ7sk6suVnbtm11/Phx7du377algKTr95JFixbV0qVL1aFDBzVq1EgNGjTQv//+67Tfvdz/3U5cXJw6deqkbNmymYmopUuX3vW4woULKy4uLsF99smTJ3XhwoVk/buQEr+f37dvH/euANIEkgAA0qT4mUWDBg3Szp07U20VQGKKFSumli1bavbs2Tpx4oQ5PmjQIJ0/f15du3ZNMPPn559/VlhYmMqVK6eWLVua40OHDtXZs2f1wgsvKCYmJsG1vvrqK33xxRe3jSUwMFBdunTRV199pYkTJybYHhcXp7Fjx+qff/4xY7948aLTioXjx4/rs88+S/oboOulWVq1aqXPP/9c4eHhiomJSZAEePbZZ3X06FFNnz49wfFXr17V5cuXb3v+KlWqyN/fX1OnTnVaIv3ll1/qjz/+UJMmTVyK906yZMmS6Bfezz77rDZv3qw1a9Yk2HbhwgXz93X27FmnbXa7XRUqVJAkM/YsWbKYx91Nvnz5VKlSJc2ZM8dpCfXatWv1+++/O+3rcDhks9mc/t4OHTqkZcuWJfl1OhyOBLOZJk6cmOBv+NbX6evrq+LFi5uv0d/fX3Xr1tWHH36o48ePJ7jO6dOnnWKRkvZ+3GzSpEnmz4ZhaNKkSfLw8EiV3iAAAOAGK+7Nu3btqnz58um1114zJwLc7NSpUxoxYoQkqUGDBvL09NT777/vdJ8zY8YMXbx4MVnvJYsVKyZJZr8oSbp8+XKCFaHnz59PcM8Vv5L3diWBHA6HHnvsMS1fvtyphMzJkyc1f/581axZ0ywPmtyKFSum8ePHa/To0apatept94ufLX/za/vxxx+1efNmp/18fHwkuX7/l5hx48Zp06ZNmjZtmoYPH64aNWqoW7duOnPmzB2Pe+KJJyRJ48ePT3A+Scn6dyFJy5Ytc+qJtXXrVv34449q3Lhxsl4HAO4F5YAApElFihRRjRo1tHz5ckmyNAkgXa9B+cknn2j8+PH63//+Z8a0bds2TZgwQb///rvatWunnDlzavv27Zo5c6Zy5cqlJUuWyMPDwzxP69attXv3bo0cOVI7duzQc889p8KFC+vs2bNavXq11q1bd9eyLmPHjtWBAwf0yiuvaOnSpXryySeVM2dOHTlyRIsXL9aePXvUpk0bSdfL+Lzxxhtq3ry5XnnlFV25ckUffPCBSpYs6XLjrtatW2vixIkaPHiwypcvb5ZEitehQwd98skn6tq1q9avX69HHnlEsbGx2rNnjz755BOtWbNGVapUSfTcHh4eCgsLU2hoqOrUqaPnnntOJ0+e1IQJExQUFKTevXu7FOudBAcH64MPPtCIESNUvHhx+fv7q379+urXr59WrFihJ598Up06dVJwcLAuX76s3bt3a8mSJTp06JBy586tF154QefOnVP9+vVVsGBBHT58WBMnTlSlSpXM96RSpUpyOBwKCwvTxYsX5eXlpfr168vf3z/RmEaPHq0mTZqoZs2a6ty5s86dO6eJEyfqgQcecFo10qRJE40bN06PP/642rZtq1OnTmny5MkqXrx4gtJUwcHB+vrrrzVu3Djlz59fRYoUUbVq1fTkk08qPDxc2bNnV9myZbV582Z9/fXXypUrl9PxZcuWVd26dRUcHCw/Pz/99NNPWrJkiVOz3smTJ6tmzZoqX768unTpoqJFi+rkyZPavHmz/vnnH/3yyy/39H5I1/s+rF69Wh07dlS1atX05ZdfauXKlXrzzTcT9IMAAAApy4p785w5c+qzzz7TE088oUqVKql9+/YKDg6WJG3fvl0LFixQ9erVJV2fQT9gwAANHTpUjz/+uJ566int3btXU6ZM0UMPPeTUBPh+PfbYYypUqJCef/559evXTw6HQzNnzlSePHl05MgRc785c+ZoypQpat68uYoVK6ZLly5p+vTpypYtm/nldGJGjBihtWvXqmbNmurevbsyZcqkDz/8UFFRURozZkyyvY7E9OrV6677PPnkk1q6dKmaN2+uJk2a6ODBg5o6darKli3rdN/q7e2tsmXLatGiRSpZsqT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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:41:54,834 INFO: === Dataset: c ===\n", "2025-01-13 20:41:56,457 INFO:Total samples: 3181\n", "2025-01-13 20:42:06,544 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:42:06,615 INFO: === Dataset: d ===\n", "2025-01-13 20:42:08,238 INFO:Total samples: 3181\n", "2025-01-13 20:42:18,732 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": [ "2025-01-13 20:42:18,803 INFO: === Dataset: e ===\n", "2025-01-13 20:42:19,255 INFO:Total samples: 911\n", "2025-01-13 20:42:22,620 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": [ "2025-01-13 20:42:22,689 INFO: === Dataset: f ===\n", "2025-01-13 20:42:28,268 INFO:Total samples: 12911\n", "2025-01-13 20:43:13,304 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": [ "2025-01-13 20:43:13,373 INFO: === Dataset: g ===\n", "2025-01-13 20:43:16,175 INFO:Total samples: 6000\n", "2025-01-13 20:43:37,436 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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AVcTFxWns2LEaOnSo4uLiJEmenp4aM2aMevfuLTc31xj3EwAAAHiouch4/WmBIgAe2N2G/bHnzcWY/wAAwCUdOnRI7dq107Zt28y28uXLKzIyUo899piFyQAAAADgwVAEQLLcb9if3DOHc+MfAAC4rOvXr2vnzp2SJDc3Nw0cOFCDBw+Wh4eHxckAAAAAJAs9AUx8E0iW20/+/7sA4F6iEAUAAADg8oKCgjRq1CgVL15cmzZt0siRIykAAAAAAHBpFAGQJNHL1+tY1Xa6eeivWw1ubrLnzWXe/C+4ZR4FAAAA4HK+/PJLxcTEOLX16dNHu3fvVpUqVSxKBQAAAOA/s9nSZnEBDAeE+0ps4l/3YgEquGWeRYkAAAD+m4sXL6p79+5asGCB3nzzTb377rvmOrvdrsyZM1uYDgAAAMB/xnBAJooASNS9xv53L1FIvgM6W5QMAADgv1m7dq3CwsJ0/PhxSdK4cePUoUMHPfrooxYnAwAAAICURxEATm7f/L/5x5+JrmfcfwAA4KquXbumN998U1OmTDHbcuTIoalTpyowMNDCZAAAAABSnIsM1ZMWKALAlNiwP5Jkz5tLbll85DugMwUAAADgkn788Ue1a9dOBw4cMNvq16+vWbNmqUCBAhYmAwAAAIDURRHgIZeUYX+48Q8AAFzVzZs3NWrUKI0cOVLx8fGSJG9vb40bN06vvvqq3NwYJxQAAADIkJgTwEQR4CHFsD8AAOBhMH36dA0bNsx8//jjjysyMlKlSpWyMBUAAAAApB3KIQ+Z6OXrdaxqO51+aXCCAoA9by65lyhEAQAAAGQYL7/8sipUqCC73a6hQ4dq8+bNFAAAAACAh4HNljaLC6AnwEMmsaf/GfYHAABkFNevX5e3t7f53t3dXZ988omuXLmixx9/3MJkAAAAAGANegI8RKKXr79TAHBzM5/6L7hlHgUAAADg0gzD0Lx581SoUCHt3r3baV1gYCAFAAAAAOAhY7PZ0mRxBfQEeAgkNv6/e7EAFdwyz8JUAAAAKeP8+fPq2rWrlixZIklq166dfvrpJ3l5eVmcDAAAAACsRxHgIZDYEEC+AzpblAYAACDlrFq1Sp07d9apU6fMtvLly+vmzZsUAQAAAICHmKs8pZ8WGA4og7vbEEAM/wMAAFxZdHS0unbtqkaNGpkFAF9fXy1evFiRkZHKmjWrxQkBAAAAIH2gJ0AGFr18vU6/NNh8zxBAAAAgI9i6davat2+vQ4cOmW0NGzbUzJkzlTdvXguTAQAAAEg36AhgoidABvXvAoDEEEAAAMD1TZkyRdWrVzcLAD4+PgoPD9fKlSspAAAAAABAIugJkAElVgBgCCAAAJARVK5c2Rzbs0qVKoqIiFDx4sUtTgUAAAAgvWFOgDsoAmQwFAAAAEBG9vjjj2v48OGSpDfeeEOZMnE5CwAAAAD3wq+mDObC2JlO7ykAAAAAV3X06FFNmDBBEyZMcLrZ/9Zbb1mYCgAAAIAroCfAHRQBMpDo5et1848/zfcUAAAAgCsyDENz5sxR7969deXKFeXKlUuDBg2yOhYAAAAAuCQmBs4g/j0MkHuJQhQAAACAyzlz5oyaNWumTp066cqVK5KkiIgI3bhxw+JkAAAAAFyJzWZLk8UVUATIIP49DJDvgM4WJQEAAHgwK1asUHBwsJYvX262hYWFaceOHfLy8rIwGQAAAAC4LoYDygAYBggAALiyqKgo9enTR7NmzTLbcuXKpenTp6tp06bWBQMAAADgslzlKf20QBEgA/hnLwCGAQIAAK7k+++/V4cOHXT06FGzrUmTJpoxY4b8/f2tCwYAAAAAGQRFABf3714ADAMEAABcyfLly80CQJYsWTRp0iSFhYXx1A4AAACA/4afFCaKAC6MyYABAICrGzVqlFavXq1HHnlEc+fOVZEiRayOBAAAAAAZCkUAF8ZkwAAAwJXEx8dr165dqlixotnm5eWltWvXKnfu3LLb7RamAwAAAJCR0Lv4DjerA+DBMBkwAABwJYcOHVLNmjVVo0YN/f77707r8uXLRwEAAAAAAFIJRQAXxWTAAADAFRiGoenTp6ts2bLasmWLbty4oY4dO8owDKujAQAAAMjAbDZbmiyugOGAXBCTAQMAAFdw6tQpvfTSS1q5cqXZVrRoUU2YMMFlLpYBAAAAwNVRBHBB9AIAAADp3dKlS/XKK6/o/PnzZtvLL7+s8ePHK0uWLBYmAwAAAPAw4MGjOygCuCBH9DXzNb0AAABAenLp0iX16tVLkZGRZlvu3Lk1c+ZMNWrUyMJkAAAAAPBwogjgYqKXr1f8ybOSJHveXPQCAAAA6UrTpk313Xffme9btGih8PBw+fn5WZgKAAAAwMOGngB3MDGwi/nnUEBuWXwsTAIAAJDQiBEjZLPZlC1bNkVERGjx4sUUAAAAAADg/02dOlWFCxeWl5eXKleurO3bt99z+4kTJ6pUqVLy9vZWQECA+vTpoxs3biTrnPQEcDEMBQQAANITh8MhN7c7z5XUqFFDM2bMUP369VWwYEELkwEAAAB4qKXDjgALFy5U3759FR4ersqVK2vixIlq0KCB9u/fL39//wTbz58/XwMGDNCsWbNUtWpVHThwQB07dpTNZtOECROSfF56ArgohgICAABWiouL0/Dhw/X000/L4XA4revcuTMFAAAAAAD4lwkTJqhLly4KCwtT6dKlFR4eLh8fH82aNSvR7bds2aJq1aqpTZs2Kly4sJ566im1bt36vr0H/o0igAv553wAAAAAVjlw4ICqVaumIUOGaO3atZo4caLVkQAAAADAic1mS5MlJiZGUVFRTktMTEyCPLGxsdqxY4fq1atntrm5ualevXraunVrop+hatWq2rFjh3nT//Dhw1q1apWeeeaZZH0XFAFcCPMBAAAAKxmGoalTp6pcuXLmRajdbtf169ctTgYAAAAA1hgzZoyyZ8/utIwZMybBdufOnVN8fLxy587t1J47d26dOnUq0WO3adNGw4cPV/Xq1eXu7q5ixYqpdu3aeuutt5KVkTkBXAjzAQAAAKscP35cnTp10tdff222lSxZUhEREapcubKFyQAAAAAgIZstbSYFGDhwoPr27evU5unpmSLH3rBhg0aPHq1p06apcuXKOnjwoHr37q0RI0Zo0KBBST4ORQAX8c+hgJgPAAAApKVPP/1Ur776qi5evGi2de/eXePGjZOPD70TAQAAADy8PD09k3TT38/PT3a7XadPn3ZqP336tPLkyZPoPoMGDVL79u310ksvSZKCg4N19epVvfzyy3r77bfl5pa0gX4YDshFMBQQAABIa/Hx8WrdurVat25tFgDy5cunNWvWaMqUKRQAAAAAAKRbaTUnQFJ5eHgoJCRE69atM9scDofWrVunKlWqJLrPtWvXEtzot9vtkm4N15pU9ARwEQwFBAAA0prdble2bNnM961atdLUqVPl6+trYSoAAAAAcE19+/ZVhw4dVLFiRVWqVEkTJ07U1atXFRYWJkkKDQ1V/vz5zTkFGjdurAkTJqh8+fLmcECDBg1S48aNzWJAUlAEcDEMBQQAANLS+PHjtWvXLvXt21etWrWyOg4AAAAAJE3aTAmQLC1bttTZs2c1ePBgnTp1SuXKldPq1avNyYKPHTvm9OT/O++8I5vNpnfeeUfHjx9Xrly51LhxY40aNSpZ57UZyek3kAFERUUpe/bsunz5stOTbend0TLNFX/yrOx5c6nwns+sjgMAADKgbdu26e+//9bzzz/v1G4YRppNqgXXll6vtXfu3Cl3d3cFBwdLkpYvX67Zs2erdOnSGjp0qDw8PJJ9TO/mM++/EQCkgd+mt7U6AgBIkor4eVkdwYl/50Vpcp4zM19Mk/P8F8wJAAAA8JC7efOmBg0apGrVqiksLEyHDx92Wk8BAK7ulVde0YEDByRJhw8fVqtWreTj46PFixfrjTfesDgdAAAAUkN6mxPAShQBAAAAHmK//fabnnjiCY0cOVIOh0PR0dGaMGGC1bGAFHXgwAGVK1dOkrR48WLVrFlT8+fP15w5c7R06VJrwwEAAACpjCKAC4hevl7xJ89aHQMAAGQgDodDEydOVIUKFbRz505JUqZMmTRixAhNnDjR2nBACjMMQw6HQ5L0zTff6JlnnpEkBQQE6Ny5c1ZGAwAAQCqhJ8AdTAzsAi6MvTPeqFsWHwuTAACAjODYsWPq2LGj1q9fb7Y9+uijioyMVEhIiIXJgNRRsWJFjRw5UvXq1dN3332n//3vf5KkI0eOmJOwAQAAABkVPQFcgCP6mvnad0BnC5MAAABXZhiGIiIiFBwc7FQAeO2117Rjxw4KAMiwJk6cqJ07d6pHjx56++23Vbx4cUnSkiVLVLVqVYvTAQAAIDXQE+AOegK4EHveXMrSpI7VMQAAgIuKjo7WwIEDFRUVJenWUChz5sxR3bp1LU4GpK4yZcpo7969Cdrfe+892e12CxIBAAAAaYciAAAAwEMia9asmjVrlp5++mmFhoZq0qRJypEjh9WxgDQTGxurM2fOmPMD3FawYEGLEgEAACC1uMpT+mmBIkA6x6TAAADgQV25ckU3btxQrly5zLYGDRpo165dKleunHXBgDR24MABde7cWVu2bHFqNwxDNptN8fHxFiUDAAAAUh9FgHSOSYEBAMCD2LRpk0JDQxUYGKiVK1c6PQVDAQAPm7CwMGXKlElffvml8ubNy1NhAAAADwMu+UwUAdI5JgUGAADJERMToyFDhmjcuHEyDENHjhzRjBkz9PLLL1sdDbDM7t27tWPHDgUGBlodBQAAAEhzFAFcBJMCAwCA+9m7d6/atWunPXv2mG3VqlVTvXr1LEwFWK906dI6d+6c1TEAAACQhuj9eYeb1QGmTp2qwoULy8vLS5UrV9b27dvvuf3EiRNVqlQpeXt7KyAgQH369NGNGzfSKC0AAED6Ex8fr/fee08VK1Y0CwDu7u5699139d1336lo0aIWJwSsNXbsWL3xxhvasGGDzp8/r6ioKKcFAAAAyMgs7QmwcOFC9e3bV+Hh4apcubImTpyoBg0aaP/+/fL390+w/fz58zVgwADNmjVLVatW1YEDB9SxY0fZbDZNmDDBgk8AAABgrSNHjqhDhw7auHGj2RYcHKzIyEiVLVvWwmRA+nG7N8yTTz7p1M7EwAAAABkXPQHusLQIMGHCBHXp0kVhYWGSpPDwcK1cuVKzZs3SgAEDEmy/ZcsWVatWTW3atJEkFS5cWK1bt9YPP/yQprkBAADSg2PHjqlMmTKKjo6WdOsit1+/fhoxYoQ8PT0tTgekH+vXr7c6AgAAAGAZy4oAsbGx2rFjhwYOHGi2ubm5qV69etq6dWui+1StWlXz5s3T9u3bValSJR0+fFirVq1S+/bt0yp2mopevl7xJ89aHQMAAKRTBQsW1HPPPadPPvlEhQsXVkREhGrUqGF1LCDdqVWrltURAAAAkMboCXCHZUWAc+fOKT4+Xrlz53Zqz507t/bt25foPm3atNG5c+dUvXp1GYahuLg4de3aVW+99dZdzxMTE6OYmBjzvSuN+Xlh7EzztVsWHwuTAACA9GrKlCnKkyePhgwZoqxZs1odB0i3Nm7cqI8++kiHDx/W4sWLlT9/fkVGRqpIkSKqXr261fEAAACAVGP5xMDJsWHDBo0ePVrTpk3Tzp079dlnn2nlypUaMWLEXfcZM2aMsmfPbi4BAQFpmPi/cURfM1/7DuhsYRIAAGC1y5cvq2PHjvr000+d2nPkyKH333+fAgBwD0uXLlWDBg3k7e2tnTt3mg8JXb58WaNHj7Y4HQAAAFKFLY0WF2BZEcDPz092u12nT592aj99+rTy5MmT6D6DBg1S+/bt9dJLLyk4OFjNmjXT6NGjNWbMGDkcjkT3GThwoC5fvmwuf/31V4p/ltRmz5tLWZrUsToGAACwyIYNG1SmTBnNnTtX3bp10/Hjx62OBLiUkSNHKjw8XDNmzJC7u7vZXq1aNe3cudPCZAAAAEDqs6wI4OHhoZCQEK1bt85sczgcWrdunapUqZLoPteuXZObm3Nku90uSTIMI9F9PD09lS1bNqcFAADAFdy4cUOvv/666tSpo2PHjkmS4uPj9euvv1qcDHAt+/fvV82aNRO0Z8+eXZcuXUr7QAAAAEh1NpstTRZXYNmcAJLUt29fdejQQRUrVlSlSpU0ceJEXb16VWFhYZKk0NBQ5c+fX2PGjJEkNW7cWBMmTFD58uVVuXJlHTx4UIMGDVLjxo3NYkBGwaTAAAA83Hbt2qV27drpt99+M9tq166tOXPmqFChQhYmA1xPnjx5dPDgQRUuXNipfdOmTSpatKg1oQAAAIA0YmkRoGXLljp79qwGDx6sU6dOqVy5clq9erU5WfCxY8ecnvx/5513ZLPZ9M477+j48ePKlSuXGjdurFGjRln1EVINkwIDAPBwiouL09ixYzV06FDFxcVJutWzcfTo0XrttdcS9IoEcH9dunRR7969NWvWLNlsNp04cUJbt25Vv379NGjQIKvjAQAAIBW4ylP6acHSIoAk9ejRQz169Eh03YYNG5zeZ8qUSUOGDNGQIUPSIJm1mBQYAICHz59//qnWrVtr69atZlu5cuU0b948PfbYYxYmA1zbgAED5HA49OSTT+ratWuqWbOmPD091a9fP/Xs2dPqeMggXnn6UfVpGqzcOby19+gF9f14q346eO6u2/d49jF1aRCoAL8sOn/lhj7felSD5v2kmJvxkqS3W5bXOy0rOO2z/+9LKtdraap+DgCub8XST7Vk/lxdvHBORYuX1Kt9BqhU6eBEtz16+KAiP56mP/b/rjOnTuiVXv3VrGU7p20iZ/5Pn8wKd2orULCwPl6wPNU+A4CUZXkRAAn9cyggJgUGAODh4eXlpT/++EOS5ObmpoEDB2rw4MHy8PCwOBng2mw2m95++231799fBw8eVHR0tEqXLi0vLy+dOHFC+fLlszoiXNzz1YpobFhl9fxos348cFY9nn1MKwY/rbI9l+js5RsJtm9Zo6hGtKuorlM3auu+MyqRL7tm9Kwhw5DenPODud2vxy6q0dCvzPdx8Y40+TwAXNd336zWjMnvq2f/d1SqdLCWLfpEb/ftpo8XLFeOnI8k2D4m5oby5CugGnXr66MP37/rcQsVKaYxk6ab7zPasNzImOgJcAf9ydMhhgICAODhlDt3bk2fPl3FixfXpk2bNHLkSAoAQAry8PBQ6dKlValSJWXJkkW//vqrAgICrI6FDKBX4yDNXrtfkd/+oX1/X1LPjzbrekycOtQtmej2T5TKra37zmjhxsM6djZa634+rkWbDqtiCT+n7eLiHTp96bq5nL8SkxYfB4AL+2xhpJ5u3FxPNWqqQkWKqWf/d+Tp6aU1Xy5LdPtSjwapS4++ql2vodzd737dabdnku8jfuaSPUfOVPoEQMphYuA7KAKkQwwFBADAw2Hp0qU6d855qIhmzZrpl19+UZUqVSxKBQBIDvdMbipfzE/f7jlhthmG9O2eE6pUyj/RfbbtP63yxR5RxeK3bvoXzp1VDSoEaPXOv522K543mw5/3Eq/TXtBs1+rpQC/zKn3QQC4vJs3b+qP/b+r/ONPmG1ubm4qX/EJ/f7Lnv907ON//6k2Teqp4wvPaOzQgTpz6uR/jQsgDTEcUDrGUEAAAGRMFy9eVPfu3bVgwQI9//zzWrRokdMTJJ6enhamAwAkh19WL2Wyu+nMpetO7WcuXVep/NkT3WfhxsN6JKuX1o16VjabTe6Z3DR99e96b+nP5jY/Hjirlyd/rwMnLitPTh+9/WJ5fTPqWYX0/kzRN26m6mcC4JqiLl2UIz5eOXydh/3J4fuI/jp25IGPG1g6WK+/PUIFChbWhfNn9cmsj9Tv1TCFRy6VT2aKk0jHXOMh/TRBEQAAACANrV27VmFhYTp+/LgkacmSJfr+++9Vq1Yti5MBuJuYmBjFxDgPw2LE35TN7m5RIri6Go/lUf8WZdV7xhb9eOCsiuXNpvc7PaGTL5TTu4t3S5K+3nWnV8Avf17UjwfOav9HLdWiWhHNXXfAouQAHkaPV6luvi5avKQCSwcrtEVDff/tGj3duLmFyQAkFUUAAACANHDt2jW9+eabmjJlitmWI0cOTZ06VTVr1rQwGZBx7dlz76EP9u/fn6TjjBkzRsOGDXNqswc2lvujzz1wNmQc567cUFy8Q/45vJ3a/XN469S/egfcNqR1iBZ8d1Bzvrl1M//XYxfl45lJU7tV19glu2UYCfe5fC1WB09eVrE82VL8MwDIGLLlyCk3u12XLpx3ar904bxy+vrdZa/ky5I1m/IHFNKJv/9KsWMCqcFVxutPCxQBAAAAUtmPP/6o9u3bO91wrFevnmbPnq0CBQpYmAzI2MqVKyebzSYjkTuqt9uT8uNw4MCB6tu3r1Obf/v5KZYTru1mnEO7Dp1TnTJ59cX2PyVJNptUp0w+ha/6LdF9vD0zyfGvv5aO/2+429/ZzF6ZVCR3Np26eDBlPwCADMPd3V0lSj2q3T/9oKo160qSHA6Hdu/4QY1btEqx81y/dk0nj/+lJ59ulGLHBJC6KAIAAACkkps3b2rUqFEaOXKk4uPjJUleXl4aN26cunfvLjc3N4sTAhnbkSMPPv7xP3l6eiaYq4OhgPBPH37xi2b0rKkdB8/ppz/OqkfjIPl4ZlLEt7ee9P+4V02dOH9Ngz/5SZK06qdj6tU4SD8fPq/tf5xRsbzZNLh1iFb9dMwsBozpUEkrfzymY2ejlc/XR++0qqB4h0OLNh227HMCSP+at2yv90cNUonAx1SqdJA+XzRPN25c11ONmkqS3hvxth7x81enbr0l3bpePXbkkCQp7uZNnTt7RocO7JO3j4/yFSgoSZoxZbwqV6sl/zx5deHcWUV+/D/Z7XbVrtfQks8IJBU9Ae6gCAAAAJBKvvzyS6chRB5//HFFREQoMDDQwlTAw6NQoUJWR8BDYsnmI/LL5qXBrUOUO4e39hw5r+dGrNGZyzckSQF+Wcyb+5L07uJbQ/4MaROifL4+Ohd1Qyt/Oqahn+wwt8n/SGZF9K0t36xeOhd1Q1t+P61aA77Quagbaf75ALiOWvWe1uVLFxX58TRdvHBORUuU0sjx05Tz/ycLPnP6lGy2Ow+inD93Rt3DWprvly6Yq6UL5iq4fEW9N2WmJOncmdN6d8gAXYm6pOw5cuqxMuX1wUeRypHTN20/HIAHZjMS62eYgUVFRSl79uy6fPmysmVLn2MpHi3TXPEnz8qeN5cK7/nM6jgAAOABGYah5s2b64svvtCgQYP01ltvyd2dp4eRcbnCtXZwcLBWrVqlgICA/3Qc7+YzUygRAPw3v01va3UEAJAkFfHzsjqCk+L9vkqT8xx8P/33iqEnQDoTvXy94k+etToGAAB4AJcuXVKOHDnM9zabTdOnT9fRo0f1+OOPWxcMgOno0aO6efOm1TEAAACANMNAtOnMhbF3nihyy+JjYRIAAJBUhmFo3rx5Kly4sL744gundbly5aIAAAAAAABpzGazpcniCigCpDOO6Gvma98BnS1MAgAAkuL8+fN68cUX1b59e12+fFkvvfSSzp6lVx+QXtWoUUPe3t5WxwAAAADSDMMBpVP2vLmUpUkdq2MAAIB7+Oqrr9SpUyedOnXKbKtfvz7j/gPp2KpVq6yOAAAAgDTgIg/ppwmKAAAAAMkUHR2tfv366aOPPjLbfH19FR4erhdeeMHCZADu5o8//tD69et15swZORwOp3WDBw+2KBUAAACQ+igCAAAAJMPWrVvVvn17HTp0yGxr2LChZs6cqbx581qYDMDdzJgxQ926dZOfn5/y5MnjNHarzWajCAAAAJABucp4/WmBIgAAAEASRUREKCwszHyK2MfHRxMmTNDLL7/MBSaQjo0cOVKjRo3Sm2++aXUUAAAAIM1RBAAAAEiiOnXqKGvWrLp8+bKqVKmiiIgIFS9e3OpYAO7j4sWLDNUFAADwkOE5rTvcrA4AAADgKgICAjRt2jSNGjVK33//PQUAwEW88MIL+vrrr62OAQAAAFiCngDpSPTy9Yo/edbqGAAAQNLRo0f19ttva9q0acqePbvZ3qZNGwtTAXgQxYsX16BBg7Rt2zYFBwfL3d3daX2vXr0sSgYAAIDU4uZGV4DbKAKkIxfGzjRfu2XxsTAJAAAPL8MwNGfOHPXu3VtXrlyRu7u75syZY3UsAP/B9OnTlSVLFn333Xf67rvvnNbZbDaKAAAAAMjQKAKkI47oa+Zr3wGdLUwCAMDD6cyZM3r55Ze1fPlys23Dhg26cOGCfH19LUwG4L84cuSI1REAAACQxpgT4A7mBEiH7HlzKUuTOlbHAADgobJixQoFBwc7FQA6duyoPXv2UAAAMhDDMGQYhtUxAAAAgDRDEQAAADzUoqKi1LlzZz333HM6c+aMJMnPz0+ff/65Zs+erWzZslmcEEBKiIiIUHBwsLy9veXt7a0yZcooMjLS6lgAAABIJTabLU0WV8BwQAAA4KG1ceNGhYaG6ujRo2Zb48aNNWPGDOXOndu6YABS1IQJEzRo0CD16NFD1apVkyRt2rRJXbt21blz59SnTx+LEwIAAACphyIAAAB4aO3Zs8csAGTJkkWTJk1SWFiYyzzNASBpJk+erP/9738KDQ0125o0aaLHHntMQ4cOpQgAAACQAfGz7g6KAAAA4KH16quvasWKFbp+/brmzp2rIkWKWB0JQCo4efKkqlatmqC9atWqOnnypAWJAAAAgLTDnAAAAOChEB8fr7Vr1zq12Ww2LVy4UOvXr6cAAGRgxYsX16JFixK0L1y4UCVKlLAgEQAAAFIbcwLcQU+AdCJ6+XrFnzxrdQwAADKkQ4cOKTQ0VFu2bNHatWtVr149c12OHDmsCwYgTQwbNkwtW7bU999/b84JsHnzZq1bty7R4gAAAACQkdATIJ24MHam+doti4+FSQAAyDgMw9D06dNVtmxZbdmyRZL00ksvKTY21uJkANJSixYt9MMPP+iRRx7RsmXLtGzZMvn5+Wn79u1q1qyZ1fEAAACQCugJcAc9AdIJR/Q187XvgM4WJgEAIGM4efKkXnrpJa1atcpsK1q0qCIiIuTh4WFhMgBWCAkJ0SeffGJ1DAAAACDNUQRIZ+x5cylLkzpWxwAAwKUtWbJEXbt21fnz5822Ll26aPz48cqaNauFyQCkJTc3t/s+nWWz2RQXF5dGiQAAAJBWXOQh/TRBEQAAAGQYly5dUs+ePTVv3jyzLXfu3Pr444/17LPPWpgMgBU+//zzu67bunWrPvzwQzkcjjRMBAAAAKQ9igAAACDD6NKli5YsWWK+b968ucLDw5UrVy4LUwGwynPPPZegbf/+/RowYIC++OILtW3bVsOHD7cgGQAAAFKbq4zXnxaYGDgdiF6+XvEnz1odAwAAlzdmzBj5+PgoW7ZsioiI0JIlSygAAJAknThxQl26dFFwcLDi4uK0e/duzZ07V4UKFbI6GgAAAJCq6AmQDlwYO9N87ZbFx8IkAAC4ltjYWKdJfosXL66FCxeqTJkyKliwoIXJAKQXly9f1ujRozV58mSVK1dO69atU40aNayOBQAAgFRGR4A76AmQDjiir5mvfQd0tjAJAACuIS4uTsOHD1eFChV07do1p3XPPvssBQAAkqRx48apaNGi+vLLL7VgwQJt2bKFAgAAAAAeOvQESEfseXMpS5M6VscAACBd279/v0JDQ7V9+3ZJ0htvvKEpU6ZYnApAejRgwAB5e3urePHimjt3rubOnZvodp999lkaJwMAAEBqY06AOygCAAAAl2AYhqZNm6b+/fvr+vXrkiS73a5HHnlEhmFwgQcggdDQUP5/AwAAAB56FAEAAEC6d/z4cYWFhWnt2rVmW8mSJRUREaHKlStbmAxAejZnzhyrIwAAAMAiPAtyB3MCAACAdG3BggUKCgpyKgB0795du3btogAAAAAAAMB90BMAAACkS4ZhqGPHjoqIiDDb8uXLp9mzZ+upp56yMBkAAAAAIL1jWMg76AkAAADSJZvNptKlS5vvW7Vqpb1791IAAAAAAAAgGegJAAAA0q1+/fppy5Ytat26tVq1amV1HAAAAACAi6AjwB0UAQAAQLqwbds2/fjjj+rZs6fZZrfbtXz5cgtTAQAAAADg2igCAAAAS8XGxmrEiBEaPXq0JCkkJERVq1a1OBUAAAAAwJUxJ8AdzAkAAAAs89tvv6lKlSoaOXKkHA6HHA6HpkyZYnUsAAAAAAAyDIoAAAAgzTkcDk2cOFEVKlTQzp07JUmZMmXSiBEjFBERYXE6AAAAAICrs9nSZnEFDAcEAADS1LFjx9SxY0etX7/ebHv00UcVGRmpkJAQC5MBAAAAAJDx0BMAAACkCcMwFBERoeDgYKcCwGuvvaYdO3ZQAAAAAAAApBibzZYmiyugJ4DFopevV/zJs1bHAAAg1cXFxemDDz5QVFSUJCkgIEBz5sxR3bp1LU4GAAAAAEDGRU8Ai10YO9N87ZbFx8IkAACkLnd3d0VGRsrT01Pt27fXnj17KAAAAAAAAFIFcwLcQU8Aizmir5mvfQd0tjAJAAAp68qVKzp79qyKFi1qtgUFBenXX39VsWLFLEwGAAAAAMDDg54A6YQ9by5laVLH6hgAAKSITZs2qWzZsmratKliYmKc1lEAAAAAAACkNuYEuIMiAAAASDExMTEaMGCAatasqSNHjmjv3r0aPny41bEAAAAAAHhoMRwQAABIEXv37lW7du20Z88es61atWrq3Jnh7gAAAAAAactFHtJPE/QEAAAA/0l8fLzee+89VaxY0SwAuLu7691339V3333nNCcAAAAAAABIW/QEAAAAD+zIkSPq0KGDNm7caLYFBwcrMjJSZcuWtTAZAAAAAOBh5irj9acFigAAAOCBXLp0SRUqVNClS5ck3brA6tevn0aMGCFPT09rwwEAAAAAAEkMBwQAAB5Qjhw51LNnT0lS4cKFtWHDBo0bN44CAAAAAADAcjabLU0WV0BPAAAAkGSGYThd5AwaNEju7u7q3bu3smXLZmEyAAAAAACQGHoCAACA+7p8+bI6duyoMWPGOLW7u7tr0KBBFAAAAAAAAOmKzZY2iyugJwAAALinDRs2qEOHDjp27JgyZcqkhg0bqnz58lbHAgAAAAAASUBPAAAAkKgbN27o9ddfV506dXTs2DFJkre3t/kaAAAAAID0ijkB7qAnAAAASGDXrl1q166dfvvtN7Otdu3amjNnjgoVKmRhMgAAAAAAkBz0BAAAAKa4uDiNGjVKlSpVMgsAnp6eGj9+vNatW0cBAAAAAADgEpgT4A56AgAAAEnSiRMn9Pzzz2vr1q1mW7ly5RQZGamgoCALkwEAAAAAgAdFTwAAACBJypkzpy5evChJcnNz01tvvaUffviBAgAAAAAAwOUwJ8AdFAEAAICkW5P+RkZGKjAwUBs3btSoUaPk4eFhdSwAAAAAAJKN4YDuYDggAAAeUosXL1aZMmVUqlQps61ixYr65ZdfZLfbLUwGAAAAAABSyn/qCXDjxo2UygEAANLIxYsX1bZtW7344osKDQ1VXFyc03oKAAAAAAAAV+dms6XJ4gqSXQRwOBwaMWKE8ufPryxZsujw4cOSpEGDBmnmzJkpHhAAAKScb775RsHBwZo/f74kafv27fr8888tTgUAAAAAAFJLsosAI0eO1Jw5czRu3DincYKDgoL08ccfp2g4AACQMq5du6ZevXqpfv36On78uCQpR44c+uSTT/T8889bnA4AAAAAgJTFnAB3JLsIEBERoenTp6tt27ZOwwWULVtW+/btS9FwAADgv/vxxx9VoUIFTZ482WyrV6+e9u7dqzZt2sjmKlctAAAAAAAg2ZJdBDh+/LiKFy+eoN3hcOjmzZspEgoAAPx3N2/e1NChQ1WlShXt379fkuTl5aUPP/xQa9asUYECBSxOCAAAAABA6rDZbGmyJNfUqVNVuHBheXl5qXLlytq+ffs9t7906ZK6d++uvHnzytPTUyVLltSqVauSdc5MyQ1ZunRpbdy4UYUKFXJqX7JkicqXL5/cwwEAgFSyY8cODR8+XIZhSJIef/xxRUREKDAw0OJkAAAAAAA8fBYuXKi+ffsqPDxclStX1sSJE9WgQQPt379f/v7+CbaPjY1V/fr15e/vryVLlih//vz6888/lSNHjmSdN9lFgMGDB6tDhw46fvy4HA6HPvvsM+3fv18RERH68ssvk3s4AACQSp544gn16dNHkyZN0qBBg/TWW2/J3d3d6lgAAAAAAKQ6t3Q48u2ECRPUpUsXhYWFSZLCw8O1cuVKzZo1SwMGDEiw/axZs3ThwgVt2bLF/D1fuHDhZJ832cMBPffcc/riiy/0zTffKHPmzBo8eLB+//13ffHFF6pfv36yAwAAgJRx6tQpORwOp7ZRo0Zp+/btGjJkCAUAAAAAAABSWExMjKKiopyWmJiYBNvFxsZqx44dqlevntnm5uamevXqaevWrYkee8WKFapSpYq6d++u3LlzKygoSKNHj1Z8fHyyMia7CCBJNWrU0Nq1a3XmzBldu3ZNmzZt0lNPPfUghwIAAP+RYRj65JNPFBgY6DT5r3RrDoAKFSpYlAwAAAAAAGuk1ZwAY8aMUfbs2Z2WMWPGJMhz7tw5xcfHK3fu3E7tuXPn1qlTpxL9DIcPH9aSJUsUHx+vVatWadCgQRo/frxGjhyZrO8i2UWAokWL6vz58wnaL126pKJFiyb3cA+16OXrFX/yrNUxAAAu7Pz583rxxRfVrl07Xb58WQMGDNDvv/9udSwAAAAAAB4KAwcO1OXLl52WgQMHpsixHQ6H/P39NX36dIWEhKhly5Z6++23FR4enqzjJHtOgKNHjyba3SAmJkbHjx9P7uEeahfGzjRfu2XxsTAJAMAVrVq1Sp07d3Z6YqBFixbKmzevhakAAAAAALCeLY3mBPD09JSnp+d9t/Pz85Pdbtfp06ed2k+fPq08efIkuk/evHnl7u4uu91utj366KM6deqUYmNj5eHhkaSMSe4JsGLFCq1YsUKStGbNGvP9ihUr9Pnnn2vEiBEPNCnB1KlTVbhwYXl5ealy5cravn37Pbe/dOmSunfvrrx588rT01MlS5bUqlWrkn3e9MARfc187Tugs4VJAACuJDo6Wl27dlWjRo3MAoCvr68WLVqkefPmKUeOHNYGBAAAAAAATjw8PBQSEqJ169aZbQ6HQ+vWrVOVKlUS3adatWo6ePCg0/x/Bw4cUN68eZNcAJCS0ROgadOmkm6NpdShQwende7u7ipcuLDGjx+f5BNL0sKFC9W3b1+Fh4ercuXKmjhxoho0aKD9+/fL398/wfaxsbGqX7++/P39tWTJEuXPn19//vmny9/ssOfNpSxN6lgdAwDgArZs2aLQ0FAdOnTIbGvYsKFmzpxJDwAAAAAAAP6fTWnUFSAZ+vbtqw4dOqhixYqqVKmSJk6cqKtXryosLEySFBoaqvz585tzCnTr1k1TpkxR79691bNnT/3xxx8aPXq0evXqlazzJrkIcLvaUKRIEf3444/y8/NL1okSM2HCBHXp0sX8kOHh4Vq5cqVmzZqlAQMGJNh+1qxZunDhgrZs2SJ3d3dJeqDeBwAAuKJly5apRYsW5r/JPj4+mjBhgl5++WXZ0qqfIwAAAAAAeCAtW7bU2bNnNXjwYJ06dUrlypXT6tWrzcmCjx07Jje3O4P3BAQEaM2aNerTp4/KlCmj/Pnzq3fv3nrzzTeTdd5kzwlw5MiR5O6SqNjYWO3YscNpkgQ3NzfVq1dPW7duTXSfFStWqEqVKurevbuWL1+uXLlyqU2bNnrzzTedxkUCACAjevLJJ1WoUCEdOXJEVapUUUREhIoXL251LAAAAAAA0h23dPqsXI8ePdSjR49E123YsCFBW5UqVbRt27b/dM5kFwEk6erVq/ruu+907NgxxcbGOq1LaleEc+fOKT4+3qxy3JY7d27t27cv0X0OHz6sb7/9Vm3bttWqVat08OBBvfrqq7p586aGDBmS6D4xMTGKiYkx30dFRSUpHwAA6U3WrFk1d+5cbdy4UW+88YYyZXqgf8YBAAAAAMBDJNl3D3bt2qVnnnlG165d09WrV+Xr66tz587Jx8dH/v7+yR6PKDkcDof8/f01ffp02e12hYSE6Pjx43rvvffuWgQYM2aMhg0blmqZAABIDUePHlXPnj01efJkp6HvatSooRo1algXDAAAAAAAF8CwuXe43X8TZ3369FHjxo118eJFeXt7a9u2bfrzzz8VEhKi999/P8nH8fPzk91u1+nTp53aT58+rTx58iS6T968eVWyZEmnoX8effRRnTp1KkGPhNsGDhyoy5cvm8tff/2V5IwAAKQ1wzA0e/ZslSlTRl9++aU6duxozgEAAAAAAACQXMkuAuzevVuvv/663NzcZLfbFRMTo4CAAI0bN05vvfVWko/j4eGhkJAQrVu3zmxzOBxat26dqlSpkug+1apV08GDB51uhhw4cEB58+aVh4dHovt4enoqW7ZsTgsAAOnRmTNn1KxZM3Xq1ElXrlyRdKtHAAVsAAAAAACSx2ZLm8UVJLsI4O7ubs5Q7O/vr2PHjkmSsmfPnuybFH379tWMGTM0d+5c/f777+rWrZuuXr2qsLAwSVJoaKjTxMHdunXThQsX1Lt3bx04cEArV67U6NGj1b179+R+DAAA0pXly5crKChIy5cvN9s6duyoPXv2qFChQhYmAwAAAAAArizZcwKUL19eP/74o0qUKKFatWpp8ODBOnfunCIjIxUUFJSsY7Vs2VJnz57V4MGDderUKZUrV06rV682Jws+duyYWXCQpICAAK1Zs0Z9+vRRmTJllD9/fvXu3Vtvvvlmcj8GAADpQlRUlPr06aNZs2aZbX5+fpoxY4aaNm1qXTAAAAAAAFyYm6s8pp8Gkl0EGD16tDlEwahRoxQaGqpu3bqpRIkSmjlzZrID9OjRQz169Eh03YYNGxK0ValSRdu2bUv2eQAASG82b96sdu3a6ejRo2Zb48aNNWPGDLMgDgAAAAAA8F8kuwhQsWJF87W/v79Wr16dooEAAHhYREVFmQWALFmyaNKkSQoLC5ONpxUAAAAAAPhP+Gl9R7LnBLibnTt36tlnn02pwwEAkOE1bNhQr7zyimrUqKE9e/aoU6dOFAAAAAAAAECKSlYRYM2aNerXr5/eeustHT58WJK0b98+NW3aVI8//rgcDkeqhAQAwNXFx8dr4cKFMgzDqX3ixIlav369ihQpYlEyAAAAAAAyHpvNliaLK0hyEWDmzJlq2LCh5syZo7Fjx+qJJ57QvHnzVKVKFeXJk0e//PKLVq1alZpZAQBwSYcOHVLNmjXVqlWrBPPneHl5yW63W5QMAAAAAABkdEkuAkyaNEljx47VuXPntGjRIp07d07Tpk3T3r17FR4erkcffTQ1cwIA4HIMw9D06dNVtmxZbdmyRZL0+uuv6/LlyxYnAwAAAAAgY7PZ0mZxBUkuAhw6dEgvvPCCJKl58+bKlCmT3nvvPRUoUCDVwgEA4KpOnTqlxo0b65VXXtHVq1clSUWLFtWqVauUPXt2i9MBAAAAAICHRaakbnj9+nX5+PhIujWekqenp/LmzZtqwQAAcFVLlixR165ddf78ebOtS5cumjBhgrJkyWJhMgAAAAAAHg5urvKYfhpIchFAkj7++GPz5kVcXJzmzJkjPz8/p2169eqVcukAAHAhly5dUs+ePTVv3jyzLXfu3Jo5c6YaNWpkYTIAAAAAAPCwSnIRoGDBgpoxY4b5Pk+ePIqMjHTaxmazUQQAADy0Bg8e7FQAaNGihcLDwxMUzAEAAAAAQOqiH8AdSS4CHD16NBVjAADg+oYOHaqlS5cqOjpaU6ZMUbt27WSj+yEAAAAAALBQsoYDAgAAd0RHRzuN8e/r66ulS5cqX758KliwoIXJAAAAAAB4uPFQ3h1uVgcAAMDVxMXFafjw4SpevLhOnjzptO6JJ56gAAAAAAAAANINegIAAJAMBw4cUPv27bV9+3ZJUufOnbVy5UqeMAAAAAAAIB1x42e6iZ4AAAAkgWEYmjp1qsqVK2cWAOx2uypWrKj4+HiL0wEAAAAAACSOngAAANzH8ePHFRYWprVr15ptJUqUUGRkpCpXrmxhMgAAAAAAkBh67N/xQD0BDh06pHfeeUetW7fWmTNnJElfffWVfv311xQNBwCA1RYsWKCgoCCnAkD37t21a9cuCgAAAAAAACDdS3YR4LvvvlNwcLB++OEHffbZZ4qOjpYk/fzzzxoyZEiKBwQAwCrdu3dXmzZtdOnSJUlSvnz5tGbNGk2ZMkWZM2e2NhwAAAAAALgrmy1tFleQ7CLAgAEDNHLkSK1du1YeHh5me926dbVt27YUDQcAgJXq1q1rvm7VqpX27t2rp556ysJEAAAAAAAAyZPsOQH27t2r+fPnJ2j39/fXuXPnUiQUAADpQYsWLdSjRw9Vq1ZNrVq1sjoOAAAAAABIIuYEuCPZPQFy5MihkydPJmjftWuX8ufPnyKhAABIaz/88IPefPPNBO2TJ0+mAAAAAAAAAFxWsnsCtGrVSm+++aYWL14sm80mh8OhzZs3q1+/fgoNDU2NjAAApJqbN29q+PDhGj16tBwOh8qVK6fWrVtbHQsAHjorVqxI8rZNmjRJxSQAAADICNzoCGBKdhFg9OjR6t69uwICAhQfH6/SpUsrPj5ebdq00TvvvJMaGQEASBW//fab2rdvr507d5ptERERatWqFd0GASCNNW3aNEnb2Ww2xcfHp24YAAAAIANJdhHAw8NDM2bM0KBBg/TLL78oOjpa5cuXV4kSJVIjHwAAKc7hcGjSpEkaOHCgYmJiJEmZMmXSkCFDNGDAAAoAAGABh8NhdQQAAABkIPy2vyPZRYBNmzapevXqKliwoAoWLJgamQAASDXHjh1Tx44dtX79erPt0UcfVWRkpEJCQixMBgAAAAAAkPKSXQSoW7eu8ufPr9atW6tdu3YqXbp0auQCACBFGYahyMhI9ezZU1FRUWb7a6+9ptGjR8vb29vCdACAf7t69aq+++47HTt2TLGxsU7revXqZVEqAAAAuAr6AdyR7CLAiRMn9Omnn2rBggV69913VaZMGbVt21atW7dWgQIFUiMjAAApYunSpWYBICAgQHPmzFHdunUtTgUA+Lddu3bpmWee0bVr13T16lX5+vrq3Llz8vHxkb+/P0UAAAAAIBnckruDn5+fevTooc2bN+vQoUN64YUXNHfuXBUuXJgbKQCAdMtms2n69OnKlSuX2rdvrz179vDvFgCkU3369FHjxo118eJFeXt7a9u2bfrzzz8VEhKi999/3+p4AAAAcAFuNluaLK4g2UWAfypSpIgGDBigd999V8HBwfruu+9SKleGF718veJPnrU6BgBkWNHR0dq1a5dTW+7cubVnzx5FREQoR44c1gQDANzX7t279frrr8vNzU12u10xMTEKCAjQuHHj9NZbb1kdDwAAAHApD1wE2Lx5s1599VXlzZtXbdq0UVBQkFauXJmS2TK0C2Nnmq/dsvhYmAQAMp5NmzapbNmyatiwoc6dO+e0Lk+ePBalAgAklbu7u9zcbv1U8ff317FjxyRJ2bNn119//WVlNAAAALgImy1tFleQ7CLAwIEDVaRIEdWtW1fHjh3TpEmTdOrUKUVGRurpp59OjYwZkiP6mvnad0BnC5MAQMYRExOjAQMGqGbNmjp8+LBOnz6tPn36WB0LAJBM5cuX148//ihJqlWrlgYPHqxPPvlEr732moKCgixOBwAAALiWZE8M/P3336t///568cUX5efnlxqZHir2vLmUpUkdq2MAgMvbu3ev2rVrpz179pht1apV09ChQ60LBQB4IKNHj9aVK1ckSaNGjVJoaKi6deumEiVKaNasWRanAwAAgCuwucpj+mkg2UWAzZs3p0Y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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:43:37,502 INFO: === Dataset: h ===\n", "2025-01-13 20:43:39,993 INFO:Total samples: 6000\n", "2025-01-13 20:44:01,357 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:44:01,424 INFO: === Dataset: i ===\n", "2025-01-13 20:44:03,928 INFO:Total samples: 6000\n", "2025-01-13 20:44:24,853 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": [ "2025-01-13 20:44:24,920 INFO: === Dataset: j ===\n", "2025-01-13 20:44:27,729 INFO:Total samples: 6000\n", "2025-01-13 20:44:48,653 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:44:48,724 INFO: === Dataset: k ===\n", "2025-01-13 20:44:51,200 INFO:Total samples: 6000\n", "2025-01-13 20:45:11,992 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:45:12,063 INFO: === Dataset: l ===\n", "2025-01-13 20:45:19,892 INFO:Total samples: 18911\n", "2025-01-13 20:46:23,483 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:46:23,552 INFO:Model ViT evaluation completed in 290.62 seconds.\n", "2025-01-13 20:46:23,553 INFO:\n", "=== Evaluating MLP-Mixer on Test Datasets ===\n", "/tmp/ipykernel_7736/1849592376.py:359: 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", "2025-01-13 20:46:23,636 INFO:Loaded model weights from MLP-Mixer_best.pth\n", "2025-01-13 20:46:23,636 INFO: === Dataset: a ===\n", "2025-01-13 20:46:24,949 INFO:Total samples: 3181\n", "2025-01-13 20:46:32,998 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:46:33,069 INFO: === Dataset: b ===\n", "2025-01-13 20:46:34,382 INFO:Total samples: 3181\n", "2025-01-13 20:46:42,543 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:46:42,612 INFO: === Dataset: c ===\n", "2025-01-13 20:46:43,958 INFO:Total samples: 3181\n", "2025-01-13 20:46:51,760 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": [ "2025-01-13 20:46:51,830 INFO: === Dataset: d ===\n", "2025-01-13 20:46:53,155 INFO:Total samples: 3181\n", "2025-01-13 20:47:01,037 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:47:01,108 INFO: === Dataset: e ===\n", "2025-01-13 20:47:01,489 INFO:Total samples: 911\n", "2025-01-13 20:47:03,972 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:47:04,040 INFO: === Dataset: f ===\n", "2025-01-13 20:47:09,407 INFO:Total samples: 12911\n", "2025-01-13 20:47:39,602 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": [ "2025-01-13 20:47:39,672 INFO: === Dataset: g ===\n", "2025-01-13 20:47:42,180 INFO:Total samples: 6000\n", "2025-01-13 20:47:56,457 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:47:56,524 INFO: === Dataset: h ===\n", "2025-01-13 20:47:59,017 INFO:Total samples: 6000\n", "2025-01-13 20:48:13,051 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": [ "2025-01-13 20:48:13,119 INFO: === Dataset: i ===\n", "2025-01-13 20:48:15,597 INFO:Total samples: 6000\n", "2025-01-13 20:48:29,667 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:48:29,735 INFO: === Dataset: j ===\n", "2025-01-13 20:48:32,214 INFO:Total samples: 6000\n", "2025-01-13 20:48:46,218 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": [ "2025-01-13 20:48:46,288 INFO: === Dataset: k ===\n", "2025-01-13 20:48:48,785 INFO:Total samples: 6000\n", "2025-01-13 20:49:02,913 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": [ "2025-01-13 20:49:02,985 INFO: === Dataset: l ===\n", "2025-01-13 20:49:11,031 INFO:Total samples: 18911\n", "2025-01-13 20:49:53,912 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": [ "2025-01-13 20:49:53,985 INFO:Model MLP-Mixer evaluation completed in 210.43 seconds.\n", "2025-01-13 20:49:53,985 INFO:\n", "=== Evaluating CvT on Test Datasets ===\n", "/tmp/ipykernel_7736/1849592376.py:359: 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", "2025-01-13 20:49:54,148 INFO:Loaded model weights from CvT_best.pth\n", "2025-01-13 20:49:54,148 INFO: === Dataset: a ===\n", "2025-01-13 20:49:55,474 INFO:Total samples: 3181\n", "2025-01-13 20:50:01,457 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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ss88sTAYAAAAgFuYEMFEEAAAAsNCty5d1Yd++eG9/88IF873N0THObdyyZlXZnj2fMhketGHDBrVp00ZnzpzRli1btG/fPmXKlMnqWAAAAADwWBQBAAAALBL+zz+aVaiQom7fTvC+2UqUUJsDB5IgFR50+/Ztvf/++/rkk0/MtpCQEP3++++qUqWKhckAAAAAPFIqGa8/OVAEAAAAsMg/v/zyRAUASfIuWjSR0+C/9uzZo1atWunQoUNmW61atTR37lzlzZvXwmQAAAAAEH8UAQAAAP7j7Nat2vnxx7pz/XqSnufG+fPm+7z16ilHxYrx2s/Fy0vFAwOTKla6FxUVpTFjxmjo0KGKioqSJLm4uGj06NHq0aOHHBwYWxQAAABI8ZgTwEQRAAAA4D/Wd+2aoHH6E0Oh115T6Y4dk/WciO348eNq2bKltm/fbraVKVNGwcHBevbZZy1MBgAAAABPhiIAAABIt+7cuqUrf/4Zqz3877+TNYdXwYIq+PLLyXpOxO3WrVvas2ePJMnBwUEDBw7U4MGD5ezsbHEyAAAAAAlCTwATRQAAAJAu3bpyRbOLFNGtS5ceuo177twKemA8+KTilCmTbAwxkyKUKFFCI0eO1PTp0zV//nxVrlzZ6kgAAAAA8FQoAgAAgHTpn82bH1kAkO4+oe/s7p5MiWCFH374QfXq1ZOLi4vZ1qtXL3Xq1EmZMmWyMBkAAACAp2KzWZ0gxaAIAAAA0p0Tq1dr5Vtvmcs5nntOfmXL2m3j7OGhku3aJXc0JJOrV6+qS5cu+uqrr9S/f3/93//9n7nO0dGRAgAAAACQ2jEckIkiAAAASFfu3LqlH5o3V9StW2Zb4aZNVaFPHwtTITmtW7dOQUFBOnv2rCRp7Nixat26tYoVK2ZxMgAAAABIfJRDAABAunH933916Y8/FBkebra5+fgwKW86cfPmTXXr1k0vvPCCWQDw8vLSggULVLRoUYvTAQAAAEhUNlvyvFIBegIAAIB04aeuXbVv6lS7Nt/SpfXW9u3K8MB48Eibdu7cqZYtW+rIkSNmW7169TR79mzlzp3bwmQAAAAAkLToCQAAANKFg3PnxmrLWbUqBYA07s6dOxo6dKgqV65sFgDc3Nw0efJkrVmzhgIAAAAAkFbZHJLnlQrQEwAAAKRakeHh2vf557p24sRjt703B4CLp6fyNWyoTDlyqELfvkkdERabMWOGhg0bZi5XqFBBwcHBKlKkiIWpAAAAACD5UAQAAACp1r5p07S5f/8E7eOZP79eWrgwiRIhpXn33Xc1e/Zs/f777xo0aJDef/99OTk5WR0LAAAAQFJLJeP1J4fU0V8BAACkWZE3buh2aOgTva789VeCz1e4adMkuAqkFLf+1+PjHicnJ3355Zfatm2bhgwZQgEAAAAAgKWmTp0qf39/ubq6qlKlStqxY8dDt61Vq5ZsNlusV6NGjRJ0TnoCAAAAy/zywQfaMWaMjOjopz7WS199Je9ixR65jYuXlzzz5n3qcyHlMQxDX375pXr37q0ff/xRpUuXNtcVLVrUumAAAAAALGFLgT0BFi1apN69e2vatGmqVKmSJk6cqPr16+vw4cPy9fWNtf2yZcsUGRlpLl++fFmlSpVSs2bNEnReigAAAMAye6dMSZQCgGw25apWTe5M8pouXb58WR07dtSSJUskSS1bttSuXbvk6upqcTIAAAAAuG/ChAlq3769goKCJEnTpk3TypUrNXv2bA0YMCDW9t7e3nbLX3/9tTJmzEgRAAAApAx3bt3SoeBgXTt58uHb3LghSXLKnFm5qlV7ovPYHBxU6NVXKQCkU6tWrVLbtm11/vx5s61MmTK6c+cORQAAAAAgHUuungARERGKiIiwa3NxcZGLi4tdW2RkpHbv3q2BAweabQ4ODqpbt662bdsWr3PNmjVLLVq0UKZMmRKUkSIAAABIEvunT9eGXr3ita1XgQJqunp1EidCWnL9+nX17dtX06dPN9u8vb01ffp0NWXeBwAAAADJZPTo0Ro2bJhd25AhQzR06FC7tkuXLik6Olp+fn527X5+fvorHvPd7dixQ3/88YdmzZqV4IwUAQAAQJK4cvhwvLfN16BBEiZBWrNt2za1atVKx48fN9saNGigWbNmKUeOHBYmAwAAAJBiJNOUAAMHDlTv3r3t2v7bCyAxzJo1SwEBAapYsWKC96UIAABAOhIZHq7F9erp399+S9bzvjBzprwKFoxznWuWLPIpWTJZ8yD1mjJlinr06KGYmBhJUsaMGTVhwgS9++67KXLiLwAAAABpW1xD/8QlW7ZscnR0VEhIiF17SEiIsmfP/sh9b9y4oa+//lrDhw9/oowUAQAASEdOrlmT7AUASfJ/4QV5PPNMsp8XaU+lSpXMH/srV66s+fPnq+BDCkwAAAAA0q+U9pCQs7OzypUrp/Xr16tJkyaSpJiYGK1fv15du3Z95L6LFy9WRESEWrZs+UTnpggAAEAac/XoUR3//nvFREXFWheye7f53iNvXmV6zNMGT8vm4KBCr79OAQCJpkKFCubTL++9954yZOB2FgAAAEDq0Lt3b7Vu3Vrly5dXxYoVNXHiRN24cUNBQUGSpMDAQOXKlUujR4+222/WrFlq0qSJsmbN+kTn5VsTAABpSHRkpL6qVk03L1x47LYV3ntPZTp3ToZUwJM5deqUJkyYoAkTJtj92P/+++9bmAoAAABAapDSegJIUvPmzXXx4kUNHjxY58+fV+nSpbVmzRpzsuAzZ87IwcHBbp/Dhw9ry5Yt+vHHH5/4vBQBAABIQ25euBCvAoBsNuWuVi3pAwFPwDAMzZ07Vz169FB4eLh8fHw0aNAgq2MBAAAAwFPr2rXrQ4f/2bhxY6y2IkWKyDCMpzonRQAAAFKobSNGaO/kyYq5cyfe+xj/myxVknJWrqwK/frFuZ1P6dLyypfvqTMCie3ChQt69913tXz5crNt/vz56tevn1xdXS1MBgAAACA1SYk9AaxCEQAAgBQo6vZtbRs2LM5x/eMra/HiKvTqq4mYCkhaK1asUPv27XXhgd4sQUFBmjhxIgUAAAAAAHhCFAEAAEgGkTdu6MT33ysyPDxe20fdvm0WADK4uck9T54EnS9zrlwq27NnQmMClggLC1OvXr00e/Zss83Hx0czZsxQkyZNrAsGAAAAINWiJ8B9FAEAAEgGq1u10tFvv32ifXNVq6ZmTzEBEJCSbd68Wa1bt9apU6fMtpdfflkzZ86Ur6+vdcEAAAAAII2gCAAAQDI4v2vXE++bvUKFREwCpCzLly83CwCZM2fWpEmTFBQUxFM7AAAAAJ4OXylMFAEAAEigv77+WttHjtSdmzfjvc/1c+ckSS6enqo1YUK898vo56d89esnOCOQWowcOVJr1qxR1qxZNW/ePOVjwmoAAAAASFQUAQAASKBN/fop/J9/nmjfjH5+CnjnnUROBKQO0dHR2rt3r8qXL2+2ubq6at26dfLz85Ojo6OF6QAAAACkJfQuvo8iAAAA/xMdGakzP/+syOvXH7ndrcuXJUk2Bwe5Zs0a7+M7u7urypAhT5URSK2OHz+uwMBA7dmzR3v27FGxYsXMdTlz5rQwGQAAAACkbRQBAAD4n5UtW+rI4sXx3j5LkSJ659ChJEwEpH6GYWjmzJnq3bu3bty4IUlq06aNtm/fzpM5AAAAAJIM3zfuowgAAMD/nN2yJUHb+5YqlURJgLTh/PnzateunVauXGm25c+fXxMmTOCGHAAAAACSCUUAAEC69tc332jvp58q6vZt3bp4UZLk4uWl5z788JH7uXp5qXDTpskREUiVli5dqg4dOujy/4bPkqR3331X48ePV+bMmS1MBgAAACA94MGj+ygCAADStZ86ddLtK1fs2jL6+qpCnz4WJQJSt9DQUHXv3l3BwcFmm5+fn2bNmqVGjRpZmAwAAAAA0ieKAACAdCUmOlr/bt+uqNu3JcmuAGBzdJSzu7sqvveeVfGAVK9JkybatGmTufz6669r2rRpypYtm4WpAAAAAKQ39AS4jyIAACBd+a5JE5344YdY7TkqVdLb27dbkAhIWz766CPVrFlT7u7umjJlilq2bMnNNwAAAABYiCIAACBdObV2bZzt3kWLJnMSIG2IiYmRg4ODuVy9enXNnDlT9erV0zPPPGNhMgAAAADpGs8imSgCAADSrPCzZ/XrkCEKO3PGbIu5c0eSlNHPTyXbtZMkuWbNqmcDAy3JCKRWUVFRGjVqlLZs2aI1a9bYFQLatm1rYTIAAAAAwIMoAgAA0qw9n36qA7NmxbnOM18+VRsxIpkTAWnDkSNH1KpVK+3YsUOSNHHiRPXu3dviVAAAAABwH8OS3kcRAACQpkRev66rR45Iki4fOhTnNhkyZlTpTp2SMxaQJhiGoc8++0z9+vXTrVu3JEmOjo7mewAAAABAykMRAACQZoSdOaO5JUooMjw81rqWu3bJu3BhSZKDs7MyuLgkdzwgVTt79qzeeecd/fjjj2Zb4cKFNX/+fFWqVMnCZAAAAAAQGz0B7nN4/CYAAKQOp3/6Kc4CQAY3N2UpWFDO7u5ydnenAAAk0Ndff62AgAC7AkCXLl20d+9eCgAAAAAAkMLREwAAkCJd+P137Z08Oc4f9R8m9MQJ832eWrWUtXhx2RwdVejVV+Xi6ZkUMYE0LTo6Wi1bttTXX39ttuXMmVNz5szRCy+8YGEyAAAAAHg0egLcRxEAAJAirevQQf/+9tsT7188MFABQUGJmAhIfxwdHeXh4WEut2jRQlOnTpW3t7eFqQAAAAAACUERAACQLGKioxV25ky8tw87ffqJz5U5Z07lb9DgifcHcN/48eO1d+9e9e7dWy1atLA6DgAAAADEDx0BTBQBAABJ7s7Nm5pfurSuHj2a4H0z+vqq5c6dCdonU44ccnRySvC5gPRu+/bt+ueff9S0aVOzLXPmzPrtt9/oSotUbc+ePXJyclJAQIAkafny5ZozZ46KFy+uoUOHytnZ2eKEAAAAQNKhCAAASHLnfv31iQoAkuSZL588nnkmkRMBeNCdO3c0fPhwjRo1ShkzZlTZsmWVP39+cz0FAKR2HTp00IABAxQQEKATJ06oRYsWevXVV7V48WLdvHlTEydOtDoiAAAAEhnfY+6jCAAASHIn16wx32crUULZ/vck5uM4u7urTJcuSRULgKRDhw6pVatW2rNnjyTp+vXrmjBhgqZMmWJxMiDxHDlyRKVLl5YkLV68WDVq1NDChQu1detWtWjRgiIAAAAA0jSKAACAJHX76lXtGj/eXC7crJmqDB5sYSIAkhQTE6NPP/1UAwYMUEREhCQpQ4YMGjJkiAYMGGBxOiBxGYahmJgYSdJPP/2kl156SZKUJ08eXbp0ycpoAAAASCL0BLiPIgAA4KlEhocrJjr6oeuvHjlit5y/UaOkjgTgMc6cOaM2bdpow4YNZluxYsUUHByscuXKWZgMSBrly5fXiBEjVLduXW3atEmff/65JOnkyZPy8/OzOB0AAACQtCgCAACe2Io33tCRxYvjvX2hV19Vdn5gBCxjGIaCg4PVrVs3hYWFme09e/bUqFGj5ObmZmE6IOlMnDhRb7/9tr777jt98MEHKliwoCRpyZIlqlKlisXpAAAAkBToCXAfRQAAwBO5fu5cggoAkuRdtGgSpQEQH9evX9fAgQPNAkCePHk0d+5c1alTx+JkQNIqWbKkDhw4EKt93LhxcnR0tCARAAAAkHwoAgAATIZh6MjSpQrZvfux20Zcu2a+z+jnJ98yZR65vWfevCrbvftTZwTw5Nzd3TV79my9+OKLCgwM1KRJk+Tl5WV1LCDZREZG6sKFC+b8APc888wzFiUCAABAUqEnwH0UAQAApr83btT3zZoleL88tWqp8ddfJ0EiAE8jPDxct2/flo+Pj9lWv3597d27V6VLl7YuGJDMjhw5orZt2+rXX3+1azcMQzabTdGPmNsGAAAASO0oAgAATFcOH36i/fK9+GIiJwHwtLZs2aLAwEAVLVpUK1eutHsKhgIA0pugoCBlyJBBP/zwg3LkyMFTYQAAAOkBt3wmigAAkE7FREVpacOGOr1uXZzrK/bvL/94/LjvniuXshQqlNjxADyhiIgIDRkyRGPHjpVhGDp58qRmzpypd9991+pogGX27dun3bt3qyhz0wAAACAdoggAAOnU2V9/fWgBQJJyVa2qZ2rVSr5AAJ7agQMH1LJlS+3fv99sq1q1qurWrWthKsB6xYsX16VLl6yOAQAAgGRE78/7HKwOMHXqVPn7+8vV1VWVKlXSjh07Hrn9xIkTVaRIEbm5uSlPnjzq1auXbt++nUxpASDtCDt92nyfOWdO5ahUyXyV7d49Xr0AAKQM0dHRGjdunMqXL28WAJycnPR///d/2rRpk/Lnz29xQsBaY8aM0XvvvaeNGzfq8uXLCgsLs3sBAAAAaZmlPQEWLVqk3r17a9q0aapUqZImTpyo+vXr6/Dhw/L19Y21/cKFCzVgwADNnj1bVapU0ZEjR9SmTRvZbDZNmDDBgisAgNRrbdu25vuAdu1UddgwC9MAeFInT55U69at9csvv5htAQEBCg4OVqlSpSxMBqQc93rDPP/883btTAwMAACQdtET4D5LiwATJkxQ+/btFRQUJEmaNm2aVq5cqdmzZ2vAgAGxtv/1119VtWpVvfXWW5Ikf39/vfnmm/rtt9+SNTcApAVOGTMq4to1SVLuGjUsTgPgSZw5c0YlS5bU9evXJd29ye3bt68++ugjubi4WJwOSDk2bNhgdQQAAADAMpYVASIjI7V7924NHDjQbHNwcFDdunW1bdu2OPepUqWKFixYoB07dqhixYo6ceKEVq1apVatWiVXbABIkU6uXaufu3XTrQSMd3yvACBJef/zZCSA1OGZZ57RK6+8oi+//FL+/v6aP3++qlevbnUsIMWpWbOm1REAAACQzOgJcJ9lRYBLly4pOjpafn5+du1+fn7666+/4tznrbfe0qVLl1StWjUZhqGoqCh17NhR77///kPPExERoYiICHOZMT8BpEW7xo/X1aNHn2jfHJUqJXIaAMlpypQpyp49u4YMGSJ3d3er4wAp1i+//KLp06frxIkTWrx4sXLlyqXg4GDly5dP1apVszoeAAAAkGQsHQ4ooTZu3KhRo0bps88+U6VKlXTs2DH16NFDH330kQYNGhTnPqNHj9YwxrkGkMYYhqF/Nm/W1SNHJEmhx4+b67IUKiTFs9rt4uWlqh99lCQZASSua9euqUePHnrxxRfVokULs93Ly0sff/yxhcmAlG/p0qVq1aqV3n77be3Zs8d8SOjatWsaNWqUVq1aZXFCAAAAJDo6ApgsKwJky5ZNjo6OCgkJsWsPCQlR9uzZ49xn0KBBatWqldq1ayfp7qR3N27c0LvvvqsPPvhADg4OsfYZOHCgevfubS6HhYUpT548iXglAJD8jixdqu+bNYtz3Tt//SVbHP//EEDqtXHjRrVu3VpnzpzR8uXLVb16deXKlcvqWECqMWLECE2bNk2BgYH6+uuvzfaqVatqxIgRFiYDAAAAkp5lvxI5OzurXLlyWr9+vdkWExOj9evXq3LlynHuc/PmzVg/9Ds6Okq6+1RsXFxcXOTh4WH3AoDULmTXrjjb/cqWjXcvAAAp3+3bt9WnTx/Vrl1bZ86ckSRFR0fr4MGDFicDUpfDhw+rRo0asdo9PT0VGhqa/IEAAACQ5Gw2W7K8UgNLhwPq3bu3WrdurfLly6tixYqaOHGibty4oaCgIElSYGCgcuXKpdGjR0uSGjdurAkTJqhMmTLmcECDBg1S48aNzWIAAKRWp3/6SZsHDNDtq1cfu+3ty5fN9xXee0/eRYrI0cVF+Rs1SjX/AAF4tL1796ply5Y6dOiQ2VarVi3NnTtXefPmtTAZkPpkz55dx44dk7+/v137li1blD9/fmtCAQAAAMnE0iJA8+bNdfHiRQ0ePFjnz59X6dKltWbNGnOy4DNnztg9+f/hhx/KZrPpww8/1NmzZ+Xj46PGjRtr5MiRVl0CACSaX4cNU8ju3Qner8gbbyh7uXJJkAiAFaKiojRmzBgNHTpUUVFRku72bBw1apR69uwZ5/CHAB6tffv26tGjh2bPni2bzaZz585p27Zt6tu370PnFgMAAEDqxkOS99mMh42jk0aFhYXJ09NT165dY2ggAEnq5sWL+mfz5ocOV/ZfG/v0Ufj/hvtwy5bt8TvYbMrfsKFenDOHf9iANOL06dN68803tW3bNrOtdOnSWrBggZ599lkLkwHxk1LvtQ3D0KhRozR69GjdvHlT0t3iWt++ffXRRx890THdynRNzIhIAzq8UUO9Wj8vv6weOnDkrHqPWaxdB0/Hue3amT1Uo3yhWO2rf/lDr3WfJkm6tXdKnPu+/8m3+mT++jjXIX26ujPu/1aQfn298EvNmzNLly5dVOEiRTXg/UEKKFkyzm2XLv5G36/4TseOHZUkFS/+rLr16G23/edTJ2vN6pU6f/68nJycVLz4s+rao5dKliyVLNeD1MPV0sfNY8vb/ftkOc/pTxsny3meRgr70wBA2hB544ZmFS6siCcYZziDm5u6XLyY+KEApHiurq46evTuFzAHBwcNHDhQgwcPlrOzs8XJgNTNZrPpgw8+UL9+/XTs2DFdv35dxYsXl6urq86dO6ecOXNaHRGpXNMXympMn1fVbeQi7fzjlLq+VVsrPuuiUk2G6+LV67G2b9Fnppyd7g9p6+2ZSTsWDdSydXvNNv+6A+32eaHqs5o25C19u35fkl0HgNRvzepV+njsaH04ZJgCAkrpy+B56tShrZb/sEZZs2aNtf2unb+pQcNGKlW6rFxcnDV71hfq9O47Wrp8pTlSR968/hr4wWDlzp1HtyNua8H8uerU/h19v3qdvL29k/sSgXjjgcn76E8OAEng8sGDT1QAkCSfUjxNAaRXfn5+mjFjhgoWLKgtW7ZoxIgRFACAROTs7KzixYurYsWKypw5sw4ePKg8efJYHQtpQPeWdTRn2a8KXrFdf504r24jv9at25Fq3aRynNtfDbupkMvh5uv554rq5u1IuyLAg+tDLoerca0Abdp5VKfOXo7zmAAgScHz5ui1pm+oyauvq0DBgvpwyDC5urrqu2VL49x+9Njxav7m2yparJjy5S+gocNHKCYmRju23++Z2vClxnquchXlzpNHBQsWUt/3Bur69es6euRwcl0W8ESYGPg+egIAQCI7snSpfnjzTXM5V7VqKtikSbz2zeDmpsKvv55EyQCkNEuXLlXNmjWV7YEhwF599VU1bNhQLi4uFiYDAMSXUwZHlSmWR+Nm/2i2GYahn387rIol88XrGK2bVNHitXt083ZknOt9vd31YrUSaj84OFEyA0ib7kRG6s9DB9W2fQezzcHBQc89V0X7f9/7iD3vu337lqKiouTh6fnQcyxdvEju7u4qXKRIouQGkPQoAgBAIvupc2fF3LljLuesUkUV+vSxMBGAlObq1avq0qWLvvrqKzVt2lTffPON3RMkFAAAIPXIliWzMmRw1IUr4XbtFy6HqYi/32P3L/9sXpUolFOdhn350G1aNq6k8Ju39d3P+542LoA07GroVUVHR8ca9idr1qw6efJEvI4xcfzH8vH11XOVq9i1b9q4Qf379tbt27eUzcdH02bOVpYsDAWEFC51PKSfLCgCAEAiuB0aqpDduyVJty5dMtu9ixTRs4GBVsUCkAKtW7dOQUFBOnv2rCRpyZIl2rx5s2rWrGlxMgAPExERoYiICLs2IyZaNgfHh+wBxF/rJpV14MjZh04iLEmBrzynRat3KSIyKhmTAUhvZs2coTWrV2nW3PmxHkqpULGSvln6nUJDr2rpkm/Ur09PLfhqcZzzDABIeSgCAMBTunnpkr7In1+R4fZPf/mVK6dWu3ZZlApASnPz5k31799fU6ZMMdu8vLw0depU1ahRw8JkQNq1f//+R64/fDh+YxmPHj1aw4YNs2tz9KsgpxwVnzgb0o5LV68rKipavt7udu2+WT10/nLYI/fN6OqsZvXL6aPPVz50m6plCqhIvuxqNWBOouQFkHZl8coiR0dHXb5sP3fI5cuX7YafjMu8ObM0Z9YMTf9ijgoXKRprfcaMGfVM3rx6Jm9elSxVWo0bvKDvli2xG3oISGlSy3j9yYEiAAA8pX+3bYtVAJAk76Kxb5wApE87d+5Uq1at7H5wrFu3rubMmaPcuXNbmAxI20qXLi2bzSbDMGKtu9ceny+HAwcOVO/eve3afKv3T7ScSN3uREVr759/q3alIvp+493Ck81mU+2KhTVt0eZH7vtavTJycc6gr1btfOg2rZtU1u5DZ3TgyNlEzQ0g7XFydlax4s/qt+3bVOf5upKkmJgY/fbbNrV4s+VD95sza6a+mDFNn8+YpWdLBMTrXDFGjCIj457HBEDKQxEAAOIpIixMWwcP1uVDh+zab164YL7PXbOmclerJldvbxVnGCAg3btz545GjhypESNGKDo6WpLk6uqqsWPHqkuXLnJwcLA4IZC2nTx5MlGO4+LiEmtYBIYCwoM+XfCzZg5vpd2HzmjXH6fU9a3ayujmovnLt0uSvviolc5duKbBk1fY7demSWV9v3G/rly7Eedx3TO56rV6ZTRgwrdJfg0A0oZWrYM06P3+evbZEioRUFILgufp1q1bavLqa5KkDwa+J19fP/XodXfeutlfzNBnUz7V/40dr5w5c+nSxYuS7j75nzFTJt28eVNfzJimWrXrKJuPj0KvXtXXX32pCyEhqlf/RcuuE4gPegLcRxEAAOLpz4ULtWfSpEduk79RI1Xs1y+ZEgFI6X744Qe7IUQqVKig+fPnqyg9hYBkkTdvXqsjIJ1Y8uMeZcuSWYM7NZJfVnftP3xWr3SZak4WnCe7t2Ji7HukFMrrq6plC6pRxylxHVKS1Kx+Odlk0zdrGGISQPy82KChrl65os+mfKpLly6qSNFi+mz6F8r6v+GAzv/7rxxs9x9EWbzoa925c0d9enW3O07Hzl3VqUs3OTo66uTJE1qx/FuFXr0qLy8vPVsiQHPmf6mCBQsl67UBeHI2I66+sWlYWFiYPD09de3aNXl4eFgdB0AqEHrihCJCQ/X79OnaP2PGQ7fz8PfXG+vXyyt//mRMByAlMwxDr732mr7//nsNGjRI77//vpycnKyOBSSZ1HCvHRAQoFWrVilPnjxPdRy3Ml0TKREAPJ2rOx9eSAKA5OSawh43L9h3dbKc59jHDZLlPE8jhf1pACBl2fbRR9o6eHCs9peXLpV/vXp2bU6ZMsnG0B5AuhYaGiovLy9z2WazacaMGTp16pQqVKhgXTAAplOnTunOnTtWxwAAAACSDb9WAcAjHF22LM72bM8+K2d3d7sXBQAg/TIMQwsWLJC/v7++//57u3U+Pj4UAAAAAAAgmdlstmR5pQb0BACQLhiGoX2ff65/Nm1K0H7X/jehoM3BQaU6dpQkPfP88/IuUiTRMwJInS5fvqyOHTtqyZIlkqR27drpjz/+kI+Pj8XJAMSlevXqcnNzszoGAAAAkGwoAgBIF87v2qX1Xbo88f4Z3NxUd+rUREwEIC1YvXq13nnnHZ0/f95sq1evHuP+AynYqlWrrI4AAACAZJBKHtJPFhQBAKRYNy5c0J0bNxLlWBf27Hmq/QPatk2UHADShuvXr6tv376aPn262ebt7a1p06apWbNmFiYD8DBHjx7Vhg0bdOHCBcXExNitGxzH/D8AAABAWkERAECKtGXQIG0fMSJJjl2xf3+V7tw53ts7uroqk69vkmQBkPps27ZNrVq10vHjx822Bg0aaNasWcqRI4eFyQA8zMyZM9WpUydly5ZN2bNntxu71WazUQQAAABIg1LLeP3JgSIAgBTp4Pz5SXZsn5Il5fHMM0l2fABp1/z58xUUFGQ+RZwxY0ZNmDBB7777LjeYQAo2YsQIjRw5Uv3797c6CgAAAJDsKAIAsNydmze17/PPFXr0qNl269IlSXfH4i/YpEmincsnIECFXn890Y4HIH2pXbu23N3dde3aNVWuXFnz589XwYIFrY4F4DGuXr3KUF0AAADpDM9p3UcRAIDlDs6bp019+8a5zs3HRy8tXJjMiQAgbnny5NFnn32mU6dO6b333lOGDNxKAalBs2bN9OOPP6pjx45WRwEAAACSHd9cAVgiIixMxv+G07j8558P3a4IT+0BsMipU6f0wQcf6LPPPpOnp6fZ/tZbb1mYCsCTKFiwoAYNGqTt27crICBATk5Oduu7d+9uUTIAAAAkFQcHugLcQxEAQLIyDENL6tfX6XXr4lxff/Zs+ZUtK0lydneXV/78yRkPAGQYhubOnasePXooPDxcTk5Omjt3rtWxADyFGTNmKHPmzNq0aZM2bdpkt85ms1EEAAAAQJpGEQBAsrr8558PLQBIUq6qVeVduHAyJgKA+y5cuKB3331Xy5cvN9s2btyoK1euyNvb28JkAJ7GyZMnrY4AAACAZMacAPdRBACQ5G5fvaqD8+bpRkiIboaEmO3uuXMra4kSku4+hZevYUMKAAAss2LFCrVv314XLlww29q0aaNJkybJw8PDwmQAEpNhGJLu3nsAAAAA6QFFAABJbuvgwdo7ZUqs9vwvvaR6n39uQSIAuC8sLEy9evXS7NmzzbZs2bJp5syZatKkiXXBACSq+fPna9y4cTp69KgkqXDhwurXr59atWplcTIAAAAkBR76uI8iAIAkd+Xw4diNNpv869dP/jAA8IBffvlFgYGBOnXqlNnWuHFjzZw5U35+ftYFA5CoJkyYoEGDBqlr166qWrWqJGnLli3q2LGjLl26pF69elmcEAAAAEg6FAEAJJlVrVrpz4ULZcTEmG2vrVypDBkzyiNvXnnly2dhOgCQ9u/fbxYAMmfOrEmTJikoKIgnRoA0ZvLkyfr8888VGBhotr388st69tlnNXToUIoAAAAAaRBf6+6jCAAgSYSePKlDCxbYtTllyqS8devK0dnZolQAYK9z585asWKFbt26pXnz5ikfxUkgTfr3339VpUqVWO1VqlTRv//+a0EiAAAAIPk4WB0AQNp0dssW871btmzKXb266k2bRgEAgGWio6O1bt06uzabzaZFixZpw4YNFACANKxgwYL65ptvYrUvWrRIhQoVsiARAAAAkprNZkuWV2pATwAAiS787FmtfqC7fYHGjfXiAxNuAkByO378uAIDA/Xrr79q3bp1qlu3rrnOy8vLumAAksWwYcPUvHlzbd682ZwTYOvWrVq/fn2cxQEAAAAgLaEnAIBEd+XPP+2Wc9eoYVESAOmdYRiaMWOGSpUqpV9//VWS1K5dO0VGRlqcDEByev311/Xbb78pa9as+u677/Tdd98pW7Zs2rFjh1599VWr4wEAACAJ0BPgPnoCAEhS+Ro2VIk2bayOASAd+vfff9WuXTutWrXKbMufP7/mz58vZ4YmA9KdcuXK6csvv7Q6BgAAAJDsKAIASFJ+ZctaHQFAOrRkyRJ17NhRly9fNtvat2+v8ePHy93d3cJkAJKTg4PDY5/OstlsioqKSqZEAAAASC6p5CH9ZEERAEC8RV6/rhM//KDI8PBHbnf50KFkSgQA9kJDQ9WtWzctWLDAbPPz89MXX3yhl156ycJkAKzw7bffPnTdtm3b9OmnnyomJiYZEwEAAADJjyIAgHhb1aqVjn33ndUxAOCh2rdvryVLlpjLr732mqZNmyYfHx8LUwGwyiuvvBKr7fDhwxowYIC+//57vf322xo+fLgFyQAAAJDUUst4/cmBiYEBxFvIrl0J3id7hQpJkAQA4jZ69GhlzJhRHh4emj9/vpYsWUIBAIAk6dy5c2rfvr0CAgIUFRWlffv2ad68ecqbN6/V0QAAAIAkRU8AAI918Y8/tL5LF4X/848kycXLS7XGj3/sflmLFVOO555L6ngA0rHIyEi7SX4LFiyoRYsWqWTJknrmmWcsTAYgpbh27ZpGjRqlyZMnq3Tp0lq/fr2qV69udSwAAAAksZTaEWDq1KkaN26czp8/r1KlSmny5MmqWLHiQ7cPDQ3VBx98oGXLlunKlSvKmzevJk6cqIYNG8b7nBQBADzW3k8/1T+bN5vLmfz8FPDOOxYmApDeRUVFadSoUfrmm2+0Y8cOZcyY0VzH2P8A7hk7dqzGjBmj7Nmz66uvvopzeCAAAAAguSxatEi9e/fWtGnTVKlSJU2cOFH169fX4cOH5evrG2v7yMhI1atXT76+vlqyZIly5cql06dPy8vLK0HnpQgAwGQYhs7v2KGwv/+2a7908KD53ubgoMpDhiR3NAAwHT58WIGBgdqxY4ck6b333tOUKVMsTgUgJRowYIDc3NxUsGBBzZs3T/PmzYtzu2XLliVzMgAAACS1lDgnwIQJE9S+fXsFBQVJkqZNm6aVK1dq9uzZGjBgQKztZ8+erStXrujXX3+Vk5OTJMnf3z/B56UIAMC0f+ZMrevQ4ZHbtDtxQp6MnQvAAoZh6LPPPlO/fv1069YtSZKjo6OyZs0qwzBS5A0eAGsFBgby/xsAAACQpCIiIhQREWHX5uLiIhcXF7u2yMhI7d69WwMHDjTbHBwcVLduXW3bti3OY69YsUKVK1dWly5dtHz5cvn4+Oitt95S//795ejoGO+MFAEAmM5u2fLI9W4+PsqUPXsypQGA+86ePaugoCCtW7fObCtcuLDmz5+vSpUqWZgMQEo2d+5cqyMAAADAIsn1LMjo0aM1bNgwu7YhQ4Zo6NChdm2XLl1SdHS0/Pz87Nr9/Pz0119/xXnsEydO6Oeff9bbb7+tVatW6dixY+rcubPu3LmjIQkYqYMiAABJ0tHvvtOh4GBzuWL//nLz8TGXHRwdVaBxY2X4TxUTAJLaV199pc6dOys0NNRs69Kli8aOHWs3FwAAAAAAAMlt4MCB6t27t13bf3sBPKmYmBj5+vpqxowZcnR0VLly5XT27FmNGzeOIgCAhFvftavdcukuXeSRJ49FaQDg7vA/bdq00fz58822nDlzas6cOXrhhRcsTAYAAAAASOmSa1jIuIb+iUu2bNnk6OiokJAQu/aQkBBlf8jIGzly5JCTk5Pd0D/FihXT+fPnFRkZKWdn53hldIjXVgDSrKtHj+r0+vW6dfGi2RbQrh0FAACWs9lsKl68uLncokULHThwgAIAAAAAACDVcXZ2Vrly5bR+/XqzLSYmRuvXr1flypXj3Kdq1ao6duyYYmJizLYjR44oR44c8S4ASBQBgHTtr0WLNKtwYS2uW1fRkZGSJJ+SJVV/5kyLkwHAXX379tXLL7+sr776Sl999ZW8vb2tjgQAAAAASAVstuR5JUTv3r01c+ZMzZs3T3/++ac6deqkGzduKCgoSJIUGBhoN3Fwp06ddOXKFfXo0UNHjhzRypUrNWrUKHXp0iVB52U4ICAdO/Xjj7HavIsWtSAJAEjbt2/Xzp071a1bN7PN0dFRy5cvtzAVAAAAAACJo3nz5rp48aIGDx6s8+fPq3Tp0lqzZo05WfCZM2fk4HD/uf08efJo7dq16tWrl0qWLKlcuXKpR48e6t+/f4LOSxEASEdC9u7Vjv/7P92+elWSdPngQXNdyXffVZbChfVsYKBV8QCkU5GRkfroo480atQoSVK5cuVUpUoVi1MBAAAAAFKz5JoTIKG6du2qrv+Zm/OejRs3xmqrXLmytm/f/lTnpAgApCOb33tPp3/6Kc51Ffr1U5aCBZM5EYD07tChQ2rVqpX27Nljtk2ZMoUiAAAAAAAAiYQ5AYB0IvTkSV07dSrOdQVeflleBQokbyAA6VpMTIwmTpyosmXLmgWADBky6KOPPtL8+fMtTgcAAAAASO1S4pwAVqEnAJAObBsxQlsHDTKXM7i5qXNIyN0FBwc5Z8pkUTIA6dGZM2fUpk0bbdiwwWwrVqyYgoODVa5cOQuTAQAAAACQ9lAEANKBo0uX2i17FSggZ3d3i9IASK8Mw1BwcLC6deumsLAws71nz54aNWqU3NzcLEwHAAAAAEhLUuqcAFagCACkAxf27ZMk2RwcVK5XL5UICrI2EIB0KSoqSp988olZAMiTJ4/mzp2rOnXqWJwMAAAAAIC0izkBgDQuJjrafG8Yhmp9/LGyPfushYkApFdOTk4KDg6Wi4uLWrVqpf3791MAAAAAAAAkCeYEuI+eAEAaF3Pnzv0Fw7AuCIB0Jzw8XBcvXlT+/PnNthIlSujgwYMqwGTkAAAAAAAkC3oCAOlInlq1rI4AIJ3YsmWLSpUqpSZNmigiIsJuHQUAAAAAAEBSs9lsyfJKDSgCAACARBMREaEBAwaoRo0aOnnypA4cOKDhw4dbHQsAAAAAgHSL4YAAAECiOHDggFq2bKn9+/ebbVWrVlXbtm0tTAUAAAAASI9SyUP6yYKeAAAA4KlER0dr3LhxKl++vFkAcHJy0v/93/9p06ZNdnMCAAAAAACA5EVPAAAA8MROnjyp1q1b65dffjHbAgICFBwcrFKlSlmYDAAAAACQnqWW8fqTA0UAIA0zDEPfvfqq1TEApFGhoaEqW7asQkNDJd29werbt68++ugjubi4WBsOAAAAAABIYjggIE0L//tvnVqzxlzOlD27hWkApDVeXl7q1q2bJMnf318bN27U2LFjKQAAAAAAACxns9mS5ZUa0BMASMOiIyPtlqsMG2ZREgBphWEYdjc5gwYNkpOTk3r06CEPDw8LkwEAAAAAgLjQEwBIwy4dOGC+L/rmm/IuXNjCNABSs2vXrqlNmzYaPXq0XbuTk5MGDRpEAQAAAAAAkKLYbMnzSg3oCQCkYXdu3DDf3wwJsTAJgNRs48aNat26tc6cOaMMGTKoQYMGKlOmjNWxAAAAAABAPFAEANKYMxs3atXbb+v6uXN27YVee82iRABSq9u3b+uDDz7QhAkTzDY3NzedOXOGIgAAAAAAIEVLLeP1JweKAEAas3/GjFgFAElyy5rVgjQAUqu9e/eqZcuWOnTokNlWq1YtzZ07V3nz5rUwGQAAAAAASAiKAEAac3rdOvO9b5kycnR2lm/ZsirwyisWpgKQWkRFRWnMmDEaOnSooqKiJEkuLi4aNWqUevbsKQcHphMCAAAAAKR8dAS4jyIAkIZc/OMP3bp0yVx+beVKZc6Rw8JEAFKTc+fOqWnTptq2bZvZVrp0aQUHB6tEiRIWJgMAAAAAAE+Kx/mANOTyH3/YLWfy87MoCYDUKEuWLLp69aokycHBQe+//75+++03CgAAAAAAgFTHZrMlyys1oCcAkIqd+vFHre/a1Xz6PyoiwlxXbcQI2Ri2A0ACuLm5KTg4WK1atdKsWbNUpUoVqyMBAAAAAPBEUsnv88mCIgCQiu38+GNdPXo0znWZc+VK5jQAUpvFixerZMmSKlKkiNlWvnx5/fHHH3J0dLQwGQAAAAAASCxPVQS4ffu2XF1dEysLgEe4ERKiE6tWyfjfRJ2SFHr8uPneq2BBswuSb5kyKvTaa8meEUDqcPXqVXXt2lULFy5UxYoVtXXrVmXIcP+WgAIAAAAAACC1c6ArgCnBRYCYmBiNHDlS06ZNU0hIiI4cOaL8+fNr0KBB8vf3V9u2bZMiJ5CuGTExWli5sq6dPPnQbdoePszwPwAe66efflKbNm109uxZSdKOHTv07bffqlmzZhYnAwAAAAAASSHBvxiOGDFCc+fO1dixY+Xs7Gy2lyhRQl988UWihgNw160rVx5ZAPArW5aBzgA80s2bN9W9e3fVq1fPLAB4eXnpyy+/VNOmTS1OBwAAAABA4rLZkueVGiS4J8D8+fM1Y8YMPf/88+rYsaPZXqpUKf3111+JGg7AXf9u22a+9ylZUmV79DCXHV1clL9Ro1QzGzmA5Ldz5061atVKhw8fNtvq1q2rOXPmKHfu3BYmAwAAAAAASS3BRYCzZ8+qYMGCsdpjYmJ0586dRAkFwN6eyZPN916FCingnXcsTAMgtbhz545GjhypESNGKDo6WpLk6uqqsWPHqkuXLnJgCDEAAAAAQBrFA7P3Jfjbf/HixfXLL7/Eal+yZInKlCmTKKEA2LvywNO7ZTp3tjAJgNRk9+7dGj58uFkAqFChgvbu3atu3bpRAAAAAAAAIJ1IcE+AwYMHq3Xr1jp79qxiYmK0bNkyHT58WPPnz9cPP/yQFBmBdO3i/v0KP3PGXM5RubKFaQCkJs8995x69eqlSZMmadCgQXr//ffl5ORkdSwAAAAAAJKcAx0BTAl+DPCVV17R999/r59++kmZMmXS4MGD9eeff+r7779XvXr1kiIjkK6d/fVXu+UMrq4WJQGQ0p0/f14xMTF2bSNHjtSOHTs0ZMgQCgAAAAAAAKRDCe4JIEnVq1fXunXrEjsLgP/ZOX68Dn/zjYyYGN28cMFsrzZiBOOZAYjFMAwtXLhQXbp00bBhw9TjgcnDXV1dVbZsWQvTAQAAAACQ/PgN7b4E9wTInz+/Ll++HKs9NDRU+fPnT5RQQHoWfvasNvXtq/M7dihk1y67oYC84piUG0D6dvnyZb3xxhtq2bKlrl27pgEDBujPP/+0OhYAAAAAAEghEtwT4NSpU+YEgw+KiIjQ2bNnEyUUkJ7dunjRbtnm6ChJylGpkvI3bGhFJAAp1KpVq9S2bVudP3/ebHv99deVI0cOC1MBAAAAAGA9OgLcF+8iwIoVK8z3a9eulaenp7kcHR2t9evXy9/fP8EBpk6dqnHjxun8+fMqVaqUJk+erIoVKz50+9DQUH3wwQdatmyZrly5orx582rixIlqyI+jSAMMw9DXNWqYywFt26r+F19YmAhASnT9+nX17dtX06dPN9u8vb01bdo0NWvWzMJkAAAAAAAgpYl3EaBJkyaS7o6l1Lp1a7t1Tk5O8vf31/jx4xN08kWLFql3796aNm2aKlWqpIkTJ6p+/fo6fPiwfH19Y20fGRmpevXqydfXV0uWLFGuXLl0+vRpeXl5Jei8QEoVGR6uyPBwc9m7aFEL0wBIiX799VcFBgbq+PHjZluDBg00a9YsegAAAAAAAPA/NtEV4J54FwFiYmIkSfny5dPOnTuVLVu2pz75hAkT1L59ewUFBUmSpk2bppUrV2r27NkaMGBArO1nz56tK1eu6Ndff5WTk5MkPVHvAyCligwLs1su3aWLRUkApETfffedXn/9dfPf5IwZM2rChAl69913mfAIAAAAAADEKcETA588eTJRCgCRkZHavXu36tatez+Mg4Pq1q2rbdu2xbnPihUrVLlyZXXp0kV+fn4qUaKERo0aFeccBUBqdHjxYvN97urV5eTmZmEaACnN888/r7x580qSKleurN9//10dOnSgAAAAAAAAwH842JLnlRokeGJgSbpx44Y2bdqkM2fOKDIy0m5d9+7d43WMS5cuKTo6Wn5+fnbtfn5++uuvv+Lc58SJE/r555/19ttva9WqVTp27Jg6d+6sO3fuaMiQIXHuExERoYiICHM57D9PWgMpyYV9+8z3WYsXty4IgBTJ3d1d8+bN0y+//KL33ntPGTI80T/jAAAAAAAgHUnwrwd79+5Vw4YNdfPmTd24cUPe3t66dOmSMmbMKF9f33gXAZ5ETEyMfH19NWPGDDk6OqpcuXI6e/asxo0b99AiwOjRozVs2LAkywQkll+HDdOh+fPN5YL/m4cDQPp06tQpdevWTZMnT7Yb+q569eqqXr26dcEAAAAAAEgF6DV/X4KHA+rVq5caN26sq1evys3NTdu3b9fp06dVrlw5ffzxx/E+TrZs2eTo6KiQkBC79pCQEGXPnj3OfXLkyKHChQvL0dHRbCtWrJjOnz8fq0fCPQMHDtS1a9fM199//x3vjEByOrJ0qd2yZ758FiUBYCXDMDRnzhyVLFlSP/zwg9q0aWPOAQAAAAAAAJBQCS4C7Nu3T3369JGDg4McHR0VERGhPHnyaOzYsXr//ffjfRxnZ2eVK1dO69evN9tiYmK0fv1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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:50:01,525 INFO: === Dataset: b ===\n", "2025-01-13 20:50:02,849 INFO:Total samples: 3181\n", "2025-01-13 20:50:08,895 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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0yy+/2KwbhiGLxaLY2FiTIgMAAAAyBhIFAACkQEraCzGoGBnJ1q1b5efnp/Lly2vNmjU2V9OQJEB24+/vrxw5cujbb7+Vj48PV5cBAABkB5zy2YVEAQAA90iqeiC+aiC59kK0FkJGER0drTFjxmjKlCkyDEPHjh3TwoUL1bNnT7NDA0yzd+9e/f777ypfvrzZoQAAAAAZEokCAADucb/qgXxly6rrgQPpHBGQMvv371fHjh21b98+61rdunXVtGlTE6MCzFexYkVduHDB7DAAAACQjqgitY+D2QHMmTNHvr6+cnV1Va1atbRz5877bj9jxgyVK1dOOXPmVNGiRTVkyBDdunUrnaIFAGQHCYcTuxUubL15li9P1QAypNjYWE2dOlU1a9a0JgmcnJz0v//9T1u2bFHJkiVNjhAw1+TJk/XWW29p8+bNunjxoiIjI21uAAAAQHZnakXB8uXLNXToUM2bN0+1atXSjBkz1Lx5c4WFhcnLyyvR9suWLdOIESMUFBSkOnXq6NChQ+rSpYssFoumT59uwisAAGQ1YaGhigoPl8RwYmQOx44dU+fOnfXzzz9b1ypXrqyQkBBVrVrVxMiAjCO+qqZJkyY26wwzBgAAyLqoKLCPqRUF06dPV48ePeTv76+KFStq3rx5ypUrl4KCgpLc/pdfflHdunX1+uuvy9fXV88++6w6dOjwwCoEAABSaltAgPVnhhMjozt58qSqVKliTRJYLBYNHz5cu3btIkkAJLBp0yZt2rRJP/74o80tfg0AAABIL/Z22Lly5Yr69esnHx8fubi4qGzZslq7du0jHTMpplUUxMTE6Pfff9fIkSOtaw4ODmratKm2b9+e5D516tTRJ598op07d+qpp57S0aNHtXbtWnXq1Cm9wgYAZFBJDSB+GPFDiyXRZggZXrFixfTSSy/p008/la+vr4KDg1WvXj2zwwIynAYNGpgdAgAAANJZRqwosLfDTkxMjJo1ayYvLy+tWLFChQsX1okTJ5Q3b96HPmZyTEsUXLhwQbGxsfL29rZZ9/b21sFkBki+/vrrunDhgp555hkZhqE7d+6od+/eeuedd5J9nujoaEVHR1vv04MUALKm+w0gfhie5curXJs2qXY8IK3Mnj1bBQsW1JgxY5SHKhggWT///LPmz5+vo0ePKjQ0VIULF1ZISIhKlCihZ555xuzwAAAAkA0k7LAjSfPmzdOaNWsUFBSkESNGJNo+KChIly5d0i+//CInJydJkq+v7yMdMzmmDzO2x+bNmxUYGKiPPvpIu3fv1pdffqk1a9bovftc8Tlp0iR5eHhYb0WLFk3HiAEA6SW5AcQPc2NoMTKiq1evqkuXLvr8889t1vPmzav333+fJAFwHytXrlTz5s2VM2dO7d6923oh0dWrVxUYGGhydAAAAEgTlvS5RUdHKzIy0uaW8ML1ePEdduLnZ0kP7rCzevVq1a5dW/369ZO3t7cqVaqkwMBA64ythzlmckyrKMifP78cHR119uxZm/WzZ8+qYMGCSe4zevRoderUSd27d5d0d1Df9evX1bNnT40aNUoODonzHiNHjtTQoUOt9yMjI0kWAEAWcG+rofiWQQwgRla0efNmde7cWSdPntSqVatUr149FS5c2OywgExjwoQJmjdvnvz8/GySbXXr1tWECRNMjAwAAACZ3aRJkzRu3DibtTFjxmjs2LE2aw/TYefo0aP68ccf9cYbb2jt2rU6fPiw+vbtq9u3b2vMmDEPdczkmJYocHZ2Vo0aNbRx40a1bt1akhQXF6eNGzeqf//+Se5z48aNRMkAR0dHSZJhGEnu4+LiIhcXl9QLHACQISTXaogBxMhKbt26pVGjRmn69OnWtdjYWP31118kCgA7hIWFqX79+onWPTw8dOXKlfQPCAAAAGkuvWYU3HuhuqRU+z46Li5OXl5eWrBggRwdHVWjRg2Fh4dr6tSpGjNmTKo8RzzTEgWSNHToUHXu3Fk1a9bUU089pRkzZuj69evWfkp+fn4qXLiwJk2aJElq1aqVpk+frurVq6tWrVo6fPiwRo8erVatWlkTBgCA7CFhq6HcPj6S7iYJaBmErGLPnj3q2LGj/v77b+taw4YNtWTJEhUvXtzEyIDMp2DBgjp8+HCifq5bt25VyZIlzQkKAAAAWUJKL1R/mA47Pj4+cnJysvnuu0KFCoqIiFBMTMxDHTM5piYK2rVrp/PnzysgIEARERGqVq2a1q9fby2VOHnypE0FwbvvviuLxaJ3331X4eHhKlCggFq1aqWJEyea9RIAAKno3nZC90OrIWRVd+7c0eTJkzV27FjduXNH0t0Tz8DAQA0ePDjJVosA7q9Hjx4aNGiQgoKCZLFYdPr0aW3fvl3Dhg3T6NGjzQ4PAAAAaSC9KgpS6mE67NStW1fLli1TXFyc9bPgoUOH5OPjI2dnZ0my+5jJsRjJ9ezJoiIjI+Xh4aGrV6/K3d3d7HAAAAkEVaiQZDuh+/EsX15dDxxIo4iA9HXixAl16NDBZuhUtWrV9Mknn+jxxx83MTIgZTLqubZhGAoMDNSkSZN048YNSXcTcMOGDdN7D1mJlrO6fR+8kPX1eq2+hnRuIu/H3LX/ULiGTg7Vb3+dSHZ7D7ecGtu/lV5qXFWeHrl08sxlDX9/hb7bereSzC2Xi8b0fUEvNq6qAvnc9EfYKQ2bskK//30yvV4SMonLu2abHQIymM+XfaqlixfpwoXzKluuvEa8M1qVq1RJctsfNnyvRQvn6d+TJ3X7zh0VL1Zcnbr4q9WLrSVJt2/f1uwPZ2jrzz/p1Kl/lcfNTbVq19GgIW/Ky8s7yWMi+3I19ZL0xIoP/CZdnufEh61SvO3y5cvVuXNnzZ8/39ph54svvtDBgwfl7e2dqMPOv//+q8cff1ydO3fWgAED9M8//6hr164aOHCgRo0alaJjplQG+/UBALISeyoEpP+vEkjYTuh+aDWErMbV1VX//POPJMnBwUEjR45UQECA9UoRAA/HYrFo1KhRGj58uA4fPqyoqChVrFhRrq6uOn36tAoVKmR2iMjk2jz7hCa/+bIGTFyuXX8eV//XG2n1R/1UtfV4nb8clWh7pxyOWjOvv85duqY3hi9S+LkrKlbIU1ev3bRuMzfgdVUsXUhd312qM+evqsPzT2nNvAF64tUJOn3+anq+PACZyPp1a/X+lEl6d8w4Va5cVZ+GLFWfXt206tv1euyxxxJt7+Hhoe49+6hEiZJycnLST1s2acy778jT8zHVfaaebt26pYMH/lbP3n1Urlx5RUZGavKkiRrUv48+++JLE14hkHIZraJAsr/DTtGiRfXdd99pyJAhqlKligoXLqxBgwbp7bffTvExU4qKAgBAmnmYCgGJKgFkb1999ZXeeustBQcHq3bt2maHA9gls51r//HHH3riiScUGxtr975UFCChn4KH6fe/TmjI5FBJd7+YOLz+Pc39fIveX7wh0fbd2zyjIX5NVPWV93TnTlyix11dnHR+6/tqO2SB1m/9y7q+7dO39P22vzXuo2/T7sUg06GiAAm90b6tHq9UWe+8GyDpbguSZ5s0UIfXO6lbj54pOka7Ni+rXv0G6j9wcJKP/7l/n95o31brN2ySD8l2JJDRKgpKDF6TLs9zbEbLdHmetJbBfn0AgKwkqYHDD0KVALKTlStXqkGDBsqfP7917eWXX9bzzz+fomFYAADzOeVwVPUKRTU16HvrmmEY+vHXMD1VpUSS+7RsUFm/7jumGSPa6YWGlXXhcpSWr/tN05ZsUFycoRyODsqRw1G3Ym7b7Hcr+rbqVC+Vpq8HQOZ1OyZGB/7+S9169LKuOTg46Omn62jfH3seuL9hGNr56w4dP35Mg4cOS3a7qKgoWSwW5ckEFwUASDkSBQCANBEWGqqo8HBJDBwG7nX58mX169dPn332mdq0aaMvvvjCpiyWJAEAZB7587kpRw5Hnbtk22rx3MVIlfNNuuS/ROHH1PDJsvp83S69PGCuShUtoBkj28kph6MCF6xT1I1o7fjjqEb2aKGwY2d19mKkXnuupmpVKaEj/55Pj5cFIBO6fOWyYmNjE7UYeuyxx3Ts2NFk97t27ZqaNaqv27dj5ODgoHdGj1HtOnWT3DY6Olozpr+vFs+3lJubW6rGD6S6jNd5KEMjUQAASBPbAgKsPzvnyWNiJEDGsmHDBvn7+yv8v0TaihUr9NNPP6lBgwYmRwYgOdHR0YqOjrZZM+JiZXFwNCkiZHYODg46f+ma+r33meLiDO058K8KeeXVYL8mClywTpLU9d1gzR/7ho5+P1F37sRq78F/9cX631S9QjGToweQ1eTOnVtfrPxaN27c0K+/bte0Kf9TkSJF9eRTtWy2u337toYPHSTDMDQqYJxJ0QJIKyQKAACPLKmhxfGDiSXRSgiQdOPGDb399tuaPfv/+wjnzZtXc+bMUf369U2MDMi69u3bd9/Hw8LCUnScSZMmadw42y9EHL2flJPPUw8dG7KOC5ejdOdOrLw8bS+M8HrMXREXI5PcJ+LCVd2+E6u4uP8fGXjwWIR8CnjIKYejbt+J1bFTF/Rs95nK5eosdzdXRVyIVMj//HUs/EKavh4AmVe+vPnk6Oioixcv2qxfvHjRptXlvRwcHFSseHFJUvkKFXTs6BEtWrjAJlFw+/ZtDX9zsM6cPq2Fi5dSTYBMISMOM87ISBQAAB7ZtoCAZIcWe5Yvr3Jt2qRzREDGsmvXLnXq1MnmS8mmTZtq8eLFKlKkiImRAVlbtWrVZLFYZBhGosfi11PyAXLkyJEaOnSozZpXvbdTLU5kbrfvxGrPgX/VqFY5fbP5bnLKYrGo0VNlNW/5T0nus33vUbVrUdPmz2eZYl46c/5uAiGhG7didONWjPLmyammdSpo1IxVafuCAGRaTs7OqlDxcf26Y7saN2kq6e4w419/3a72HTqm+DhxcXG6fTvGej8+SXDyxAl9vDhYefPmS/XYAZiPRAEA4JElN7SYwcTI7m7fvq2JEydqwoQJio29+8WPq6urpkyZon79+snBwcHkCIGs7dixY6lyHBcXl0SzQ2g7hIQ+/ORHLRzfSb//fVK//Xlc/V9vpFw5XRS8aock6eP3Oun0uasKmLVakrQw9Gf1bldf095qo48+26LSxQpoeLdn9dFnW6zHbFq7giwW6dDxcypVtIACh7TWoWNnFbx6uymvEUDm0Kmzv0a/87Yef7ySKlWuok9ClurmzZtq/fIrkqRRI9+Sl5e3Bg15U5K0aOF8VXy8kooWLaaYmBj9/PMWrflmtUaNHivp7vnssCEDdeDA35o1Z77iYmN14fzdWSkeHh5ycnY25XUCKUFFgX1IFAAAUiypFkPS/7cZYmgxYOvbb7+1aVfy5JNPKjg4WOXLlzcxKiD7KP5fGwUgra34frfy53NTQJ+W8n4sj/aFheulfnOsA46LFvS0aTN06uwVvdjvI0158xXt+mKkTp+7ojnLNmvakg3WbTzcXDV+wIsq7J1Xl67e0KqNezVmzje6cycu3V8fgMzjuRbP6/KlS/po9oe6cOG8ypWvoI/mf6zH/ms9FHHmjBws/3+xys0bNxT43jidPRshFxdXlShZUhP/N1XPtXheknTu3Flt3vSjJOm1V1+yea6PFwcnmmMAIPOyGEnV4WZhkZGR8vDw0NWrV+Xu7m52OACQqQRVqJBsiyHpbpuhrgcOpGNEQMZmGIZeeeUVffPNNxo9erTeeecdOTk5mR0WkGYyw7l25cqVtXbtWhUtWvSRjpOzev9UiggAHs3lXbMfvBEApAPXDHZJeulh69LleQ6/3yJdnietZbBfHwAgo0lYRRBfOXBviyGJNkOAJF25ckV58+a13rdYLFqwYIGOHz+uJ5980rzAAFgdP35ct2/fNjsMAAAAIEMhUQAAuK+kBhXnK1uWygEgAcMw9Omnn6p///4KCQlRq1atrI8VKFBABQoUMDE6AAAAAMh+mFFgHyboAQDuK+GgYrfCheVZvjyVA0ACFy9e1GuvvaZOnTrp6tWr6t69u87/N+ANQMZTr1495cyZ0+wwAAAAgAyFigIAyAaSG0KcEgwqBpK3bt06de3aVREREda1Zs2aMYcAyMDWrl1rdggAAABIBxQU2IdEAQBkA0m1D7KXc548qRQNkPlFRUVp2LBhmj9/vnXN09NT8+bNU9u2bU2MDEBy/vnnH23atEnnzp1TXFyczWMBAQEmRQUAAABkDCQKACADe5RKgITuN4Q4JRhUDPy/7du3q1OnTjpy5Ih1rUWLFlq0aJF8HuLvF4C0t3DhQvXp00f58+dXwYIFbfrVWiwWEgUAAABZEDMK7EOiAAAysNSoBEiIIcTAowkODpa/v7/1auRcuXJp+vTp6tmzJyehQAY2YcIETZw4UW+//bbZoQAAAAAZEokCAMjAEg4SfphKgISoCgAeXaNGjZQnTx5dvXpVtWvXVnBwsEqXLm12WAAe4PLly7QFAwAAyGa4lss+JAoAIANIrsUQg4SBjKVo0aL66KOPdPz4cb311lvKkYNTKSAzaNu2rb7//nv17t3b7FAAAACADIlPtwCQATyoxRCDhIH0d/z4cY0aNUofffSRPDw8rOuvv/66iVEBeBilS5fW6NGjtWPHDlWuXFlOTk42jw8cONCkyAAAAJBWHBwoKbAHiQIASGdJVQ/cb9gwLYOA9GUYhpYsWaJBgwbp2rVrcnJy0pIlS8wOC8AjWLBggdzc3LRlyxZt2bLF5jGLxUKiAAAAANkeiQIASGf3qx5g2DBgrnPnzqlnz55atWqVdW3z5s26dOmSPD09TYwMwKM4duyY2SEAAAAgnTGjwD4kCgAgnSU3oJjKAcBcq1evVo8ePXTu3DnrWpcuXTRz5ky5u7ubGBmA1GQYhqS7lQQAAAAA7iJRAADpIGG7IQYUAxlLZGSkhgwZoqCgIOta/vz5tXDhQrVu3dq8wACkquDgYE2dOlX//POPJKls2bIaPny4OnXqZHJkAAAASAtcGGIfEgUAkA6SajfEgGLAfD///LP8/Px0/Phx61qrVq20cOFCeXt7mxcYgFQ1ffp0jR49Wv3791fdunUlSVu3blXv3r114cIFDRkyxOQIAQAAAHORKACAdHBvuyHaDAEZw759+6xJAjc3N82cOVP+/v5ceQJkMbNmzdLcuXPl5+dnXXvxxRf1+OOPa+zYsSQKAAAAsiA+1tmHRAEApCPaDQEZS9++fbV69WrdvHlTS5cuVYkSJcwOCUAaOHPmjOrUqZNovU6dOjrzX0tAAAAAIDtzMDsAAACA9BAbG6sNGzbYrFksFi1fvlybNm0iSQBkYaVLl9YXX3yRaH358uUqU6aMCREBAAAgrVkslnS5ZRVUFABAGkg4vFiSdYAxAHMcOXJEfn5++uWXX7RhwwY1bdrU+ljevHnNCwxAuhg3bpzatWunn376yTqjYNu2bdq4cWOSCQQAAAAguyFRAABpIKnhxRIDjIH0ZhiGFi5cqKFDh+r69euSpO7du+vQoUNydnY2OToA6eXVV1/Vr7/+qunTp+vrr7+WJFWoUEE7d+5U9erVzQ0OAAAAaSIrXe2fHkgUAEAauHd4sSQGGAPp7MyZM+revbvWrl1rXStZsqSCg4NJEgDZUI0aNfTpp5+aHQYAAACQIZEoAIA0xPBiwBwrVqxQ7969dfHiRetajx49NG3aNOWhsgfINhwcHB54JZnFYtGdO3fSKSIAAACkFwoK7EOiAAAAZBlXrlzRgAED9Mknn1jXvL299fHHH+uFF14wMTIAZvjqq6+SfWz79u368MMPFRcXl44RAQAAABkTiQIASIF7hxM/CMOLAXP06NFDK1assN5/5ZVXNG/ePBUoUMDEqACY5aWXXkq0FhYWphEjRuibb77RG2+8ofHjx5sQGQAAANIaMwrsQ6IAAFIgueHED8LwYiB9TZo0SWvXrlWOHDk0e/ZsdezYkZNDAJKk06dPa8yYMVq6dKmaN2+uvXv3qlKlSmaHBQAAAGQIJAoAIAWSGk78IAwvBtJeTEyMzWDi0qVLa/ny5apSpYqKFStmYmQAMoqrV68qMDBQs2bNUrVq1bRx40bVq1fP7LAAAACQxrhmzD4kCgDgPuJbDsW3EmI4MZAx3LlzR4GBgfriiy+0c+dO5cqVy/oYswgAxJsyZYomT56sggUL6rPPPkuyFREAAAAAEgUAcF/3thyilRBgvrCwMPn5+Wnnzp2SpLfeekuzZ882OSoAGdGIESOUM2dOlS5dWkuXLtXSpUuT3O7LL79M58gAAACQ1mhDax8SBQCytQcNKY6vJLA4OChf2bK0EgJMZBiGPvroIw0fPlw3b96UJDk6Ouqxxx6TYRicBAJIxM/Pj/82AAAAAClAogBAtpbSIcX5ypZV1wMH0iEiAEkJDw+Xv7+/NmzYYF0rW7asgoODVatWLRMjA5CRLVmyxOwQAAAAYBKuF7EPiQIA2VpKhhQzlBgw12effaa+ffvqypUr1rV+/fppypQpNrMJAAAAAADAwyFRACDbCgsNVVR4uCSGFAMZkWEY6tKli4KDg61rhQoV0uLFi/Xss8+aGBkAAAAAIKOjBaV9HMwOAADMsi0gwPozQ4qBjMdisahixYrW++3bt9f+/ftJEgAAAAAAkMqoKACQrSQcXhw/qFgSrYWADGrYsGH65Zdf1KFDB7Vv397scAAAAAAAmQQFBfYhUQAgW0lqeLFn+fIq16aNSREBiLdjxw7t2rVLAwYMsK45Ojpq1apVJkYFAAAAAEDWR6IAQLZy7/BiBhUD5ouJidF7772nwMBASVKNGjVUp04dk6MCAAAAAGRmzCiwD4kCAFleUu2GGF4MZAx///23OnXqpN27d1vXZs+eTaIAAAAAAIB0xDBjAFlefLuhqPBwGXFxkhheDJgtLi5OM2bM0BNPPGFNEuTIkUPvvfeegoODTY4OAAAAAJDZWSzpc8sqqCgAkGXFVxJcPnRIEu2GgIzi5MmT6tKlizZt2mRdq1ChgkJCQlSjRg0TIwMAAAAAIHsiUQAgy7p3cHG+smXV9cABEyMCsjfDMBQSEqIBAwYoMjLSuj548GAFBgYqZ86cJkYHAAAAAMhKmFFgHxIFALKshIOL85UtSxUBYLI7d+7ogw8+sCYJihYtqiVLlqhx48YmRwYAAAAAQPZGogBAlpfbx4dKAiADcHJyUkhIiGrWrKnXXntNH374ofLmzWt2WAAAAACALIiCAvuQKAAAAGni2rVrOn/+vEqWLGldq1Spkv766y+VKlXKxMgAAAAAAEBCDmYHAAAAsp6tW7eqatWqat26taKjo20eI0kAAAAAAEhrFoslXW5ZBYkCAACQaqKjozVixAjVr19fx44d0/79+zV+/HizwwIAAAAAAPdB6yEAAJAq9u/fr44dO2rfvn3Wtbp166pbt24mRgUAAAAAyI6y0MX+6YKKAgAA8EhiY2M1depU1axZ05okcHJy0v/+9z9t2bLFZkYBAAAAAADIeKgoAAAAD+3YsWPq3Lmzfv75Z+ta5cqVFRISoqpVq5oYGQAAAAAgO8tK8wPSA4kCAFlSWGioosLDzQ4DyNKuXLmiJ554QleuXJF09yRs2LBheu+99+Ti4mJucAAAAAAAIMVoPQQgS9oWEGD92TlPHhMjAbKuvHnzasCAAZIkX19fbd68WVOmTCFJAAAAAAAwncViSZebvebMmSNfX1+5urqqVq1a2rlzZ7LbLlmyJNHzubq62mzTpUuXRNs899xzdsdFRQGALCnm2jXrz3Xfe8/ESICsxTAMmxOh0aNHy8nJSYMGDZK7u7uJkQEAAAAAkLEtX75cQ4cO1bx581SrVi3NmDFDzZs3V1hYmLy8vJLcx93dXWFhYdb7SSUnnnvuOS1evNh6/2Eu4KOiAECW5la4sMq1aWN2GECmd/XqVXXp0kWTJk2yWXdyctLo0aNJEgAAAAAAMhSLJX1u9pg+fbp69Oghf39/VaxYUfPmzVOuXLkUFBR0n9dhUcGCBa03b2/vRNu4uLjYbJMvXz573y4SBQAA4P42b96sKlWqaOnSpRozZoz27NljdkgAAAAAAGQI0dHRioyMtLlFR0cn2i4mJka///67mjZtal1zcHBQ06ZNtX379mSPHxUVpeLFi6to0aJ66aWX9NdffyXaZvPmzfLy8lK5cuXUp08fXbx40e7XQaIAQJYRFhqqoAoVNK9IEV0/c8bscIBM79atW3rzzTfVqFEjnTx5UpKUM2dO688AAAAAAGRU6TWjYNKkSfLw8LC53VuNL0kXLlxQbGxsoooAb29vRUREJPkaypUrp6CgIK1atUqffPKJ4uLiVKdOHZ06dcq6zXPPPafg4GBt3LhRkydP1pYtW9SiRQvFxsba9X4xowBAlrEtIECXDh60WWOQMfBw9uzZo44dO+rvv/+2rjVs2FBLlixR8eLFTYwMAAAAAICMY+TIkRo6dKjN2sPMCEhK7dq1Vbt2bev9OnXqqEKFCpo/f77e+28mZ/v27a2PV65cWVWqVFGpUqW0efNmNWnSJMXPRUUBgCwjfoCxxcFBboULy7N8eQYZA3a6c+eOJk6cqKeeesqaJHBxcdG0adO0ceNGkgQAAAAAgEwhvWYUuLi4yN3d3eaWVKIgf/78cnR01NmzZ23Wz549q4IFC6boNTk5Oal69eo6fPhwstuULFlS+fPnv+82SaGiAECWEBYaqqjwcElSbh8f9U5QggUgZU6fPq02bdrY9EasVq2aQkJCVKlSJRMjAwAAAAAgc3N2dlaNGjW0ceNGtW7dWpIUFxenjRs3qn///ik6RmxsrPbv36/nn38+2W1OnTqlixcvysfHx674qCgAkCVsCwiw/ky7IeDh5MuXT5cvX5Z0d6DSO++8o19//ZUkAQAAAAAg00mvGQX2GDp0qBYuXKilS5fqwIED6tOnj65fvy5/f39Jkp+fn0aOHGndfvz48fr+++919OhR7d69Wx07dtSJEyfUvXt3SXcHHQ8fPlw7duzQ8ePHtXHjRr300ksqXbq0mjdvbldsVBQAyBTCQkO1LSDA2l7oXgmHF9NuCHg4OXPmVEhIiDp16qRFixapTp06ZocEAAAAAMBDsfM7/HTRrl07nT9/XgEBAYqIiFC1atW0fv1664DjkydPysHh/6/tv3z5snr06KGIiAjly5dPNWrU0C+//KKKFStKkhwdHbVv3z4tXbpUV65cUaFChfTss8/qvffes3tOgsUwDCP1XmrGFxkZKQ8PD129elXu7u5mhwMghYIqVEg0qDgpnuXLq+uBA+kQEZD5hYaGqkqVKipXrpzNemxsrBwdHU2KCkBmlp3OtXNWT1l5OACktcu7ZpsdAgBIklwz2CXpTWZtf/BGqWDjgNoP3igTeKRf361bt+Tq6ppasQBAshIOKs6dTI815zx5qCYAUuDy5cvq37+/li1bpqeeekrbtm1Tjhz/f0pAkgAAAAAAkNk5ZMSSggzM7kRBXFycJk6cqHnz5uns2bM6dOiQSpYsqdGjR8vX11fdunVLizgBZHEpbS3EoGLg0fzwww/q0qWLwv8b/r1z50599dVXatu2rcmRAQAAAAAAs9g9zHjChAlasmSJpkyZImdnZ+t6pUqV9PHHH6dqcACyj20BAbp08KCiwsOTvBlxcZIYVAw8rBs3bmjgwIFq1qyZNUmQN29effrpp2rTpo3J0QEAAAAAkLoslvS5ZRV2VxQEBwdrwYIFatKkiXr37m1dr1q1qg6moH84ACSF1kJA2tm1a5c6deqksLAw61rTpk21ePFiFSlSxMTIAAAAAABARmB3oiA8PFylS5dOtB4XF6fbt2+nSlAAsi9aCwGp5/bt25o4caImTJig2NhYSZKrq6umTJmifv36ycHB7sJCAAAAAAAyBUtWutw/Hdj9DUHFihX1888/J1pfsWKFqlevnipBAQCAR/f7779r/Pjx1iTBk08+qT179mjAgAEkCQAAAAAAgJXdFQUBAQHq3LmzwsPDFRcXpy+//FJhYWEKDg7Wt99+mxYxAsiiEg4wjh9WDCD1PP300xoyZIhmzpyp0aNH65133pGTk5PZYQEAAAAAkOYcKCiwi92XE7700kv65ptv9MMPPyh37twKCAjQgQMH9M0336hZs2ZpESOALCrhAGOGFQOPLiIiQnH//V2KN3HiRO3cuVNjxowhSQAAAAAAAJJkd0WBJNWrV08bNmxI7VgAZDP3DjBmWDHwcAzD0LJly9SvXz+NGzdOgwYNsj7m6uqqJ554wsToAAAAAABIf8wosI/diYKSJUtq165deuyxx2zWr1y5oieeeEJHjx5NteAAZA0JWwwlFN9uiAHGwMO7ePGievfurRUrVkiSRowYoWeffVYVKlQwOTIAAAAAAJBZ2J0oOH78uHUoYkLR0dEKDw9PlaAAZC3xLYaSQ7sh4OGsXbtW3bp1U0REhHXt1VdflY+Pj4lRAQAAAABgPgoK7JPiRMHq1autP3/33Xfy8PCw3o+NjdXGjRvl6+trdwBz5szR1KlTFRERoapVq2rWrFl66qmnkt3+ypUrGjVqlL788ktdunRJxYsX14wZM/T888/b/dwA0l5YaKg1SRDfYigh2g0B9ouKitKwYcM0f/5865qnp6fmzZuntm3bmhgZAAAAAADIjFKcKGjdurWku72dOnfubPOYk5OTfH19NW3aNLuefPny5Ro6dKjmzZunWrVqacaMGWrevLnCwsLk5eWVaPuYmBg1a9ZMXl5eWrFihQoXLqwTJ04ob968dj0vgPSzLSDA+nO+smXV9cABE6MBMr9ffvlFfn5+OnLkiHWtRYsWWrRoEZUEAAAAAAD8xyJKCuyR4kRBXFycJKlEiRLatWuX8ufP/8hPPn36dPXo0UP+/v6SpHnz5mnNmjUKCgrSiBEjEm0fFBSkS5cu6ZdffpGTk5MkPVQVA4D0k3AuAZUDwKP5+uuv9eqrr1r/Tc6VK5emT5+unj17MqQJAAAAAAA8NAd7dzh27FiqJAliYmL0+++/q2nTpv8fjIODmjZtqu3btye5z+rVq1W7dm3169dP3t7eqlSpkgIDA5OcmQAgY3ErXFjl2rQxOwwgU2vSpImKFy8uSapdu7b++OMP9erViyQBAAAAAAD3cLCkzy2rsHuYsSRdv35dW7Zs0cmTJxUTE2Pz2MCBA1N0jAsXLig2Nlbe3t42697e3jqYzNDTo0eP6scff9Qbb7yhtWvX6vDhw+rbt69u376tMWPGJLlPdHS0oqOjrfcjIyNTFB8AABlNnjx5tHTpUv3888966623lCPHQ/0zDgAAAAAAYMPubxj27Nmj559/Xjdu3ND169fl6empCxcuKFeuXPLy8kpxouBhxMXFycvLSwsWLJCjo6Nq1Kih8PBwTZ06NdlEwaRJkzRu3Lg0iwlA8sJCQxUVHm52GECmdPz4cQ0YMECzZs2yabNXr1491atXz7zAAAAAAADIBKi+t4/drYeGDBmiVq1a6fLly8qZM6d27NihEydOqEaNGnr//fdTfJz8+fPL0dFRZ8+etVk/e/asChYsmOQ+Pj4+Klu2rBwdHa1rFSpUUERERKLKhngjR47U1atXrbd///03xTECeDQJBxk758ljYiRA5mEYhhYvXqwqVaro22+/VZcuXawzCQAAAAAAANKC3YmCvXv36s0335SDg4McHR0VHR2tokWLasqUKXrnnXdSfBxnZ2fVqFFDGzdutK7FxcVp48aNql27dpL71K1bV4cPH7b5wuTQoUPy8fGRs7Nzkvu4uLjI3d3d5gYgfTDIGLDPuXPn9PLLL6tr16669t/fn+PHj5PkBgAAAADAThZL+tyyCrsTBU5OTnJwuLubl5eXTp48KUny8PCw+4uMoUOHauHChVq6dKkOHDigPn366Pr16/L395ck+fn5aeTIkdbt+/Tpo0uXLmnQoEE6dOiQ1qxZo8DAQPXr18/elwEgjSVsO8QgY+DBVq1apUqVKmnVqlXWtS5dumjfvn3WAcYAAAAAAABpwe4ZBdWrV9euXbtUpkwZNWjQQAEBAbpw4YJCQkJUqVIlu47Vrl07nT9/XgEBAYqIiFC1atW0fv1664DjkydPWpMSklS0aFF99913GjJkiKpUqaLChQtr0KBBevvtt+19GQDSGG2HgJSJjIzUkCFDFBQUZF3Lnz+/Fi5cqNatW5sXGAAAAAAAmZhDVrrcPx3YnSgIDAy0tkOYOHGi/Pz81KdPH5UpU0aLFi2yO4D+/furf//+ST62efPmRGu1a9fWjh077H4eAOmLtkPAg23btk0dO3bU8ePHrWutWrXSwoULrUlzAAAAAACAtGZ3oqBmzZrWn728vLR+/fpUDQhA1kLbISB5kZGR1iSBm5ubZs6cKX9/f1m46gEAAAAAgEfCR2v72D2jIDm7d+/WCy+8kFqHAwAgy2vRooV69eqlevXqad++feratStJAgAAAAAAkO7sqij47rvvtGHDBjk7O6t79+4qWbKkDh48qBEjRuibb75R8+bN0ypOABlEWGiotgUE2LQWSsr1M2fSKSIgc4iNjdWKFSv02muv2SQDZsyYIScnJzk6OpoYHQAAAAAAWQsX4tknxYmCRYsWqUePHvL09NTly5f18ccfa/r06RowYIDatWunP//8UxUqVEjLWAFkANsCAnTp4MEUb88gY0A6cuSI/Pz89Msvv+jatWvq3r279TFXV1cTIwMAAAAAALAjUTBz5kxNnjxZw4cP18qVK9W2bVt99NFH2r9/v4oUKZKWMQLIIMJCQ61JAouDg3L7+Nx3e+c8eRhkjGzNMAwtXLhQQ4cO1fXr1yVJb775ptq2bSsPDw+TowMAAAAAIOuioMA+KU4UHDlyRG3btpUkvfLKK8qRI4emTp1KkgDIRrYFBFh/zle2rLoeOGBiNEDGFhERoe7du2vNmjXWtZIlSyo4OJgkAQAAAAAAyFBSnCi4efOmcuXKJelufycXFxf5POBqYgBZS8K5BFQKAMlbsWKFevfurYsXL1rXevTooenTp8vNzc3EyAAAAAAAyB4cKCmwi13DjD/++GPrFxx37tzRkiVLlD9/fpttBg4cmHrRAcgwwkJDFRUeLklyK1xY5dq0MTkiIOO5cuWKBgwYoE8++cS65u3trUWLFqlly5YmRgYAAAAAAJC8FCcKihUrpoULF1rvFyxYUCEhITbbWCwWEgVAFpWw7RADioGkBQQE2CQJXn31Vc2bNy9RUh0AAAAAAKQt6gnsk+JEwfHjx9MwDABmCwsN1baAAJv2QgldP3PG+jNth4CkjR07VitXrlRUVJRmz56tjh07ykKpIwAAAAAAyODsaj0EIOvaFhCgSwcPPnA7z/LlaTsE/CcqKspm5oCnp6dWrlypQoUKqVixYiZGBgAAAABA9saFe/YhUQBA0v8PKrY4OCh3MoPKnfPkoZoA0N05PYGBgfroo4+0Z88e+ST4O/P000+bGBkAAAAAAID9SBQA2VjCdkPxrYVy+/io96lTJkcGZFyHDh1Sp06dtHPnTklSt27dtGbNGq5UAAAAAAAgA3HgY7pdHMwOAIB54tsNRYWHy4iLk8SgYiA5hmFozpw5qlatmjVJ4OjoqJo1ayo2Ntbk6AAAAAAAAB4eFQVANnZvuyFaCwFJCw8Pl7+/vzZs2GBdK1OmjEJCQlSrVi0TIwMAAAAAAEmh8t8+D5UoOHLkiBYvXqwjR45o5syZ8vLy0rp161SsWDE9/vjjqR0jgDRGuyEgeZ999pn69u2rK1euWNf69eunyZMnK3fu3OYFBgAAAAAAkErsbj20ZcsWVa5cWb/++qu+/PJLRUVFSZL++OMPjRkzJtUDBADALP369dPrr79uTRIUKlRI3333nWbPnk2SAAAAAACADMxiSZ9bVmF3omDEiBGaMGGCNmzYIGdnZ+t648aNtWPHjlQNDkDaCQsNVVR4uNlhABla48aNrT+3b99e+/fv17PPPmtiRAAAAAAAAKnP7tZD+/fv17JlyxKte3l56cKFC6kSFIC0ty0gwPozA4yBpL366qvq37+/6tatq/bt25sdDgAAAAAASCFmFNjH7oqCvHnz6syZM4nW9+zZo8KFC6dKUADSXvwgY0kMMAYk/frrr3r77bcTrc+aNYskAQAAAAAAyNLsriho37693n77bYWGhspisSguLk7btm3TsGHD5OfnlxYxAkhFYaGh2hYQoOv/JfzcChdWuTZtTI4KMM/t27c1fvx4BQYGKi4uTtWqVVOHDh3MDgsAsp3Vq1eneNsXX3wxDSMBAABAVuBAQYFd7E4UBAYGql+/fipatKhiY2NVsWJFxcbG6vXXX9e7776bFjECSEXbAgJ06eBB633aDiE7+/vvv9WpUyft3r3buhYcHKz27dtToggA6ax169Yp2s5isSg2NjZtgwEAAACyGbsTBc7Ozlq4cKFGjx6tP//8U1FRUapevbrKlCmTFvEBsEN8tUDCtkL3iq8ksDg4KF/ZsrQdQrYUFxenmTNnauTIkYqOjpYk5ciRQ2PGjNGIESNIEgCACeLi4swOAQAAAFkIn+3tY3eiYOvWrXrmmWdUrFgxFStWLC1iAvCQ7q0WuJ98Zcuq64EDaRwRkPGcPHlSXbp00aZNm6xrFSpUUEhIiGrUqGFiZAAAAAAAAOawO1HQuHFjFS5cWB06dFDHjh1VsWLFtIgLwEOIrySwODgot49Psts558lDJQGyHcMwFBISogEDBigyMtK6PnjwYAUGBipnzpwmRgcAuNf169e1ZcsWnTx5UjExMTaPDRw40KSoAAAAkFlQT2AfuxMFp0+f1ueff67PPvtM//vf/1SlShW98cYb6tChg4oUKZIWMQKQfW2Fcvv4qPepU+kVGpBprFy50pokKFq0qJYsWaLGjRubHBUA4F579uzR888/rxs3buj69evy9PTUhQsXlCtXLnl5eZEoAAAAAFKZg7075M+fX/3799e2bdt05MgRtW3bVkuXLpWvry9ftgBpKL6tUFR4eLI347/evgwoBhKzWCxasGCBChQooE6dOmnfvn38uwUAGdSQIUPUqlUrXb58WTlz5tSOHTt04sQJ1ahRQ++//77Z4QEAACATcLBY0uWWVdhdUZBQiRIlNGLECFWtWlWjR4/Wli1bUisuAP+JryS4fOiQJNoKASkVFRWlf/75R9WrV7eueXt7a9++fSpYsKCJkQEAHmTv3r2aP3++HBwc5OjoqOjoaJUsWVJTpkxR586d9corr5gdIgAAAJClPHSiYNu2bfr000+1YsUK3bp1Sy+99JImTZqUmrEBUOIBxQwhBh5s69at6ty5s65fv64///xT+fPntz5GkgAAMj4nJyc5ONwtfvby8tLJkydVoUIFeXh46N9//zU5OgAAAGQGWehi/3Rhd6Jg5MiR+vzzz3X69Gk1a9ZMM2fO1EsvvaRcuXKlRXxAtpdwQHG+smWpFgDuIzo6WmPGjNGUKVNkGIaku+0rQkJCTI4MAGCP6tWra9euXSpTpowaNGiggIAAXbhwQSEhIapUqZLZ4QEAAABZjt2Jgp9++knDhw/Xa6+9ZnOFJoDUce/Q4oQDiqkkAJK3f/9+dezYUfv27bOu1a1bV2PHjjUvKADAQwkMDNS1/86FJk6cKD8/P/Xp00dlypRRUFCQydEBAAAgM7BQUmAXuxMF27ZtS4s4APzn3lZD8RhQDCQtNjZW06dP17vvvquYmBhJd1tWjB8/XsOHD5ejo6PJEQIA7FWzZk3rz15eXlq/fr2J0QAAAABZX4oSBatXr1aLFi3k5OSk1atX33fbF198MVUCA7KjsNBQa5Ig4dBiBhQDSTt27Jg6d+6sn3/+2bpWqVIlhYSEqFq1auYFBgAAAAAATEVBgX1SlCho3bq1IiIi5OXlpdatWye7ncViUWxsbGrFBmQ72wICrD8ztBi4v5iYGNWrV0/h4eGS7v4bNGzYML333ntycXExOToAwKMoUaLEfUvFjx49mo7RAAAAAFlfihIFcXFxSf4MIHXFzyWQRAUB8ADOzs6aOHGiunTpIl9fXy1dulT169c3OywAQCoYPHiwzf3bt29rz549Wr9+vYYPH25OUAAAAMhUHCgpsIuDvTsEBwcrOjo60XpMTIyCg4NTJSggu3MrXFjl2rQxOwwgw7m3as3Pz09z5szRH3/8QZIAALKQQYMG2dyGDRumTz/9VOPHj1dYWJjZ4QEAAAAPbc6cOfL19ZWrq6tq1aqlnTt3JrvtkiVLZLFYbG6urq422xiGoYCAAPn4+Chnzpxq2rSp/vnnH7vjsjtR4O/vr6tXryZav3btmvz9/e0OAACAB7l69aq6dOminj172qxbLBb17dtX7u7uJkUGAEhPLVq00MqVK80OAwAAAJmAxZI+N3ssX75cQ4cO1ZgxY7R7925VrVpVzZs317lz55Ldx93dXWfOnLHeTpw4YfP4lClT9OGHH2revHn69ddflTt3bjVv3ly3bt2yKza7EwWGYSTZL/TUqVPy8PCw93AAANzX5s2bVaVKFS1dulRBQUFatWqV2SEBAEyyYsUKeXp6mh0GAAAA8FCmT5+uHj16yN/fXxUrVtS8efOUK1cuBQUFJbuPxWJRwYIFrTdvb2/rY4ZhaMaMGXr33Xf10ksvqUqVKgoODtbp06f19ddf2xVbimYUSFL16tWt5Q1NmjRRjhz/v2tsbKyOHTum5557zq4nBwAgObdu3dKoUaM0ffp061qePHnszogDADKf+M8e8QzDUEREhM6fP6+PPvrIxMgAAACQWSR1sbuZYmJi9Pvvv2vkyJHWNQcHBzVt2lTbt29Pdr+oqCgVL15ccXFxeuKJJxQYGKjHH39cknTs2DFFRESoadOm1u09PDxUq1Ytbd++Xe3bt09xfClOFLRu3VqStHfvXjVv3lxubm7Wx5ydneXr66tXX301xU8MAEBy9uzZo44dO+rvv/+2rjVo0EBLliyRr6+veYEBANLFSy+9ZPPBzsHBQQUKFFDDhg1Vvnx5EyMDAAAAbEVHRyea6evi4iIXFxebtQsXLig2NtamIkCSvL29dfDgwSSPXa5cOQUFBalKlSq6evWq3n//fdWpU0d//fWXihQpooiICOsx7j1m/GMpleJEwZgxYyRJvr6+ateuXaKhCQAAPKo7d+5o8uTJGjt2rO7cuSPp7j+ugYGBGjx4sBwc7O6YBwDIhMaOHWt2CA/05/dTzQ4BACRJj7VfbHYIACBJur4iY82vTa9vECZNmqRx48bZrI0ZMyZVzmlr166t2rVrW+/XqVNHFSpU0Pz58/Xee+898vETSnGiIF7nzp1TNQAAACTp0qVLatmypXbs2GFdq1atmkJCQlSpUiUTIwMApDdHR0edOXNGXl5eNusXL16Ul5eXYmNjTYoMAAAAmUV6tR4aOXKkhg4darN2bzWBJOXPn1+Ojo46e/aszfrZs2dVsGDBFD2Xk5OTqlevrsOHD0uSdb+zZ8/Kx8fH5pjVqlWz52WkLLHi6empCxcuSJLy5csnT0/PZG8AUiYsNFRBFSpoXpEi1tv1M2fMDgswTd68ea1t7RwcHPTOO+/o119/JUkAANmQYRhJrkdHR8vZ2TmdowEAAACS5+LiInd3d5tbUokCZ2dn1ahRQxs3brSuxcXFaePGjTZVA/cTGxur/fv3W5MCJUqUUMGCBW2OGRkZqV9//TXFx4yXooqCDz74QHny5LH+nNEGQQCZ0baAAF1Kpv+Y839/34DsxMHBQUFBQXrllVc0c+ZM1alTx+yQAADp7MMPP5R09+qvjz/+2GYuWmxsrH766SdmFAAAACBFHDLgV9hDhw5V586dVbNmTT311FOaMWOGrl+/Ln//u22b/Pz8VLhwYU2aNEmSNH78eD399NMqXbq0rly5oqlTp+rEiRPq3r27pLvnzYMHD9aECRNUpkwZlShRQqNHj1ahQoWsM4dTKkWJgoTthrp06WLXEwBIWsy1a5Iki4ODcicoDXLOk0d1U7nHGJARhYaGysvLSw0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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:50:08,964 INFO: === Dataset: c ===\n", "2025-01-13 20:50:10,290 INFO:Total samples: 3181\n", "2025-01-13 20:50:16,239 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:50:16,311 INFO: === Dataset: d ===\n", "2025-01-13 20:50:17,656 INFO:Total samples: 3181\n", "2025-01-13 20:50:23,579 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:50:23,650 INFO: === Dataset: e ===\n", "2025-01-13 20:50:24,036 INFO:Total samples: 911\n", "2025-01-13 20:50:26,314 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": [ "2025-01-13 20:50:26,383 INFO: === Dataset: f ===\n", "2025-01-13 20:50:31,765 INFO:Total samples: 12911\n", "2025-01-13 20:50:53,995 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:50:54,062 INFO: === Dataset: g ===\n", "2025-01-13 20:50:56,564 INFO:Total samples: 6000\n", "2025-01-13 20:51:07,246 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": [ "2025-01-13 20:51:07,313 INFO: === Dataset: h ===\n", "2025-01-13 20:51:09,999 INFO:Total samples: 6000\n", "2025-01-13 20:51:20,835 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:51:20,902 INFO: === Dataset: i ===\n", "2025-01-13 20:51:23,436 INFO:Total samples: 6000\n", "2025-01-13 20:51:34,150 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:51:34,216 INFO: === Dataset: j ===\n", "2025-01-13 20:51:36,733 INFO:Total samples: 6000\n", "2025-01-13 20:51:47,386 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": [ "2025-01-13 20:51:47,456 INFO: === Dataset: k ===\n", "2025-01-13 20:51:49,952 INFO:Total samples: 6000\n", "2025-01-13 20:52:00,736 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:52:00,811 INFO: === Dataset: l ===\n", "2025-01-13 20:52:08,831 INFO:Total samples: 18911\n", "2025-01-13 20:52:41,382 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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XrlyRJKVLl04//PCD8ufPH+PxDMPQohIl9OT2bXPMOVcutdq/P85yBgAAABBLLAdkRhEAAAAAyd7evXtVokQJTZkyxRyrVauWjhw5ohYtWsgUi4v3cTY2unnokEWs3dmzb5oqAAAAgGRs6tSp8vDwkKOjo8qVK6c9e/ZE2bZq1aoymUwRHnXr1o3ROSkCAAAAINkKCQnRoEGDVL58eZ06dUqS5OTkpMmTJ2v9+vXKnj17rMadnC5dhFiHy5djVUwAAAAAEA8S4Z4AS5cuVa9eveTj46MDBw6oWLFiql27tm7evBlp+xUrVujatWvmx9GjR2Vra6vGjRvH6LwUAQAAAJBszZo1S4MHD1ZYWJgkqUyZMjp48KC6dOkim1is2X9+/XqNNZkUdP++Rfyr8HClyZYtTnIGAAAAkDyNHz9e7du3l7e3twoWLKgZM2YoZcqUmjdvXqTtXVxclDlzZvNj48aNSpkyJUUAAAAA4LkvvvhCJUuWlK2trQYNGqQdO3YoX758MR4n9OlTjTWZtLxOnQjHuj14wAwAAAAAILFJoD0BgoKCFBgYaPEICgqKkE5wcLD279+vmjVrmmM2NjaqWbOmdu3aFa2XNHfuXDVr1kypUqWK0VtBEQAAAADJxpMnTyye29nZ6ccff9SuXbvk4+MjOzu7WI3rW6pUpPFeISGyT506VmMCAAAASPpGjhwpZ2dni8fIkSMjtLt9+7bCwsKUKVMmi3imTJl0/fr1155nz549Onr0qNq1axfjHCkCAAAAIMkzDEM//PCD3N3ddeg/m/Xmz59fZcqUifXYO4cM0Z3jxy1iLXbtUm/DkE2KFLEeFwAAAED8iWxD3fh49O3bV/fv37d49O3bN85fz9y5c1WkSBGVLVs2xn351gIAAIAk7c6dO+rYsaP8/PwkSS1bttS+ffvk6Oj4RuMeXbhQ+ydM0K1//rGI9zaMNxoXAAAAQPLh4OAgBweH17bLmDGjbG1tdePGDYv4jRs3lDlz5lf2ffTokZYsWaIhQ4bEKkdmAgAAACDJWrt2rQoXLmwuAEhSiRIlFBISEusxw0ND9WuDBlrfpk2EAkDn27djPS4AAACAhJNQMwGiy97eXqVKldKmTZvMsfDwcG3atEnly5d/Zd9ly5YpKChILVu2jNV7wUwAAAAAJDkPHz5U7969NXPmTHPMxcVFM2fOVKNGjWI9rmEYGh/JvgFZy5dXrVmz5JQhQ6zHBgAAAPB269Wrl7y8vFS6dGmVLVtWEydO1KNHj+Tt7S1Jat26tbJlyxZhT4G5c+eqQYMGyhDL7yMUAQAAAJCk7Nq1S61atdLZs2fNsTp16mju3LnKkiVLrMcNun9fk9OlixDvGhAgB2fnWI8LAAAAwAqif5N+gmnatKlu3bqlgQMH6vr16ypevLjWr19v3izY399fNjaWi/ecPHlS27dv1++//x7r81IEAAAAQJIxZcoUde/eXeHh4ZKklClTavz48friiy9iNBX3v/aOG6etvXtHiLP+PwAAAIC41KVLF3Xp0iXSY1u2bIkQy5cvn4w3/F5CEQAAAABJRrly5cw/9pcvX16LFi1Snjx53mjM7d99p93Dh1vE0rq7q91LMw0AAAAAJC1vcpNQckMRAAAAAElGmTJlNGTIEEnSN998oxQpYn85G+jvr1nu7hHi1SdPVsko7swBAAAAgKSGIgAAAAASpQsXLmj8+PEaP368xY/9/fr1e+Oxd/j4aNf/igkvY/1/AAAAIHlgJsALFAEAAACQqBiGoQULFqh79+568OCBXF1dNWDAgDgbf2PHjvpn5swI8c537lAAAAAAAJDs2Ly+CQAAAJAwbt68qU8++USff/65Hjx4IElatGiRnj59GifjH5gyJUIBoN6SJeptGHJycYmTcwAAAACwPpPJlCCPpICZAAAAAEgUVq1apfbt2+vmzZvmmLe3tyZOnChHR8c3GjssJETL69SR/6ZNFvG2p04pfd68bzQ2AAAAACRmFAEAAABgVYGBgerZs6fmzZtnjrm6umrWrFlq0KDBG41thIdrUpo0Cn38OMKx9hcuyDmSjYEBAAAAJH1J5S79hMByQAAAALCabdu2qVixYhYFgI8++khHjx594wLA9gEDNM7WlgIAAAAAgLcaMwEAAABgNStXrtSFCxckSalTp9akSZPk7e39xnft+H3wgS5s2BAhnq9pU9VZsEAp3nB5IQAAAACJHBMBzCgCAAAAwGqGDx+u9evXK0OGDFq4cKFy5cr1RuMFP3yo79OkiRAv/dVXqjJmDFOCAQAAALx1KAIAAAAgQYSFhengwYMqXbq0Oebo6KiNGzcqU6ZMsrW1faPxAy9d0qycOSPEWfoHAAAAePtwA9AL7AkAAACAeHf27FlVrlxZlSpV0r///mtxLGvWrG9UAAgPDdX8woUjFADs06RRz6AgCgAAAAAA3moUAQAAABBvDMPQrFmzVKxYMe3cuVNPnz5VmzZtZBhGnIy9umlTjbez051jxyyOvdOokboFBsrW3v6NzwMAAAAg6TGZTAnySApYDggAAADx4vr162rXrp3WrFljjnl6emr8+PFvdLFsGIbWtWmj44sWRXq8zqJFKtSqVazHBwAAAIDkhCIAAAAA4tzy5cvVoUMH3blzxxz74osvNG7cOKVOnfqNxp6SPr2C7t+PELdPk0Zd7t2TzRvuLQAAAAAg6Usqd+knBIoAAAAAiDMBAQHq1q2bfH19zbFMmTJp7ty5qlu3bqzHNcLD9XONGrq0ZUuEY0Xbt1fN6dP58R8AAAAAIkERAAAAAHGmQYMG2rp1q/n5p59+qhkzZihjxoyxHvPx7dua5uoa6bGeQUGs+w8AAAAgAmYCvMDGwAAAAIgzQ4cOlclkUtq0abVo0SItW7Ys1gWA0KdP9VuLFpEWAGzt7dX98WMKAAAAAADwGswEAAAAQKyFh4fLxubFfSWVKlXS7NmzVatWLeXMmTPW4wZeuqRZUfT/Kjycu3oAAAAAvBpfGcyYCQAAAIAYCw0N1ZAhQ/TBBx8oPDzc4ljbtm1jXQAwDENz33kn0gLAR35+6m0YFAAAAAAAIAaYCQAAAIAYOXXqlFq1aqU9e/ZIkiZOnKhevXq90Zi3Dh/WwSlTdHj27AjH8jdvrg/mzVMKR8c3OgcAAACAtwc3D71AEQAAAADRYhiGpk2bpq+//lpPnjyRJNna2pr/HFuXt2/XkkqVIj1WZ+FCFWrd+o3GBwAAAIC3GUUAAAAAvNaVK1f0+eef6/fffzfH3nnnHS1atEjlypWL9bjbBw7U7qFDI8RLduumahMmyGTD6pUAAAAAYo6ZAC9QBAAAAMArLVmyRF9++aXu3btnjnXu3FmjR49WypQpYzVm8KNH+j516gjxikOHqnSvXrKL5bgAAAAAAEsUAQAAABCpsLAwtWzZUkuWLDHHsmbNqvnz5+v999+P9bj3L1zQ7Fy5IsRb7d+vTCVLxnpcAAAAAHiOmQAvUAQAAABApGxtbZU2bVrz82bNmmnq1KlycXGJ1Xh3/v1X8wsWjPRYh8uXlSZbtliNCwAAAACIGkUAAAAARGncuHE6ePCgevXqpWbNmsVqjLDgYM0rUED3z52LcMwpQwZ9eesWd+kAAAAAiFt8xTBjpzUAAABIknbv3i0/Pz+LWOrUqfX333/HugBwfd8+TXBwiLQA8Nnff6vz7dsUABDvDhw4oCNHjpifr1y5Ug0aNFC/fv0UHBxsxcwAAACA+EcRAAAA4C0XEhKiAQMGqGLFivL29ta5//xgH5sf6QP9/TXVzU0/lCkT4dgnq1apt2EoS9mysc4ZiIkOHTro1KlTkqRz586pWbNmSpkypZYtW6ZvvvnGytkBAAAgPphMpgR5JAUUAQAAAN5ix48f17vvvqthw4YpPDxcDx8+1Pjx42M9nv+WLRprMmmWu7ue3LplcSx/s2bqFRqq3PXrv2naQIycOnVKxYsXlyQtW7ZMlStX1uLFi7VgwQItX77cuskBAAAA8Yw9AQAAAN5C4eHh+v7779WnTx8FBQVJklKkSCEfHx/16dMnxuMZhqFxNpHfX5I6a1a1OnBAqTJleqOcgdgyDEPh4eGSpD/++EP16tWTJOXIkUO3b9+2ZmoAAACIJ0nlLv2EQBEAAADgLePv7682bdpo8+bN5liBAgXk6+urUqVKxXi80KdPNdHJKdJjDdeulWedOrHOFYgLpUuX1rBhw1SzZk1t3bpV06dPlySdP39emShOAQAAIJmjCAAAAPCWMAxDvr6+6tq1qwIDA83xHj16aMSIEXKK4of8Vwn099csd/cI8TZHjypjoUJvlC8QVyZOnKjPPvtMv/76q/r37688efJIkvz8/FShQgUrZwcAAID4wEyAFygCAAAAvCUePnyovn37mgsAOXLk0IIFC1S9evUYjxV0/76WVqummwcPRjjW2zDeOFcgLhUtWlRHjhyJEB8zZoxsbW2tkBEAAACQcCgCAAAAvCXSpEmjefPm6YMPPlDr1q01adIkpUuXLkZjhAUHa1WjRjq7enWEYxkLF1abSH5oBRKL4OBg3bx507w/wHM5c+a0UkYAAACIL8wEeIEiAAAAQDL14MEDPX36VK6uruZY7dq1dfDgQRUvXjxGYx2aPl1/fPlllMcbb9wo95o1Y5sqEK9OnTqltm3baufOnRZxwzBkMpkUFhZmpcwAAACA+EcRAAAAIBnavn27Wrdurfz582vNmjUWd8HEpABwZccO/fTee1EeLz9woCoOHvwmqQLxztvbWylSpNBvv/2mLFmycFcYAADA24BLPjOKAAAAAMlIUFCQfHx8NHr0aBmGofPnz2v27Nn64osvoj2GYRi68PvvWv7BB1G2yfPxx6q/bJls7eziIm0gXh06dEj79+9X/vz5rZ0KAAAAkOAoAgAAACQTR44cUcuWLXX48GFzrGLFiqoZg2V6ru/bpx/KlInyePvz5+Xs4fEmaQIJrmDBgrp9+7a10wAAAEACYvbnCzbWTmDq1Kny8PCQo6OjypUrpz179ryy/cSJE5UvXz45OTkpR44c6tmzp54+fZpA2QIAACQ+YWFhGjNmjEqXLm0uANjZ2en//u//tHXrVnl6ekZrnCNz50ZaAEiXO7da7Nyp3oZBAQBJ0qhRo/TNN99oy5YtunPnjgIDAy0eAAAAQHJm1ZkAS5cuVa9evTRjxgyVK1dOEydOVO3atXXy5Em5ublFaL948WL16dNH8+bNU4UKFXTq1Cm1adNGJpNJ48ePt8IrAAAAsK7z58/Ly8tLf/31lzlWpEgR+fr6qlixYtEaI+TJE80vWFCBFy5EOPbZ338rS9mycZUuYBXPZ8PUqFHDIs7GwAAAAMkXMwFesGoRYPz48Wrfvr28vb0lSTNmzNCaNWs0b9489enTJ0L7nTt3qmLFimrRooUkycPDQ82bN9fff/+doHkDAAAkBv7+/ipatKgePnwo6dlFbu/evTV06FA5ODhEa4xfPv5YZ1etihD/bPduZSlXLk7zBaxl8+bN1k4BAAAAsBqrFQGCg4O1f/9+9e3b1xyzsbFRzZo1tWvXrkj7VKhQQT/88IP27NmjsmXL6ty5c1q7dq1atWqVUGkDAAAkGjlz5tTHH3+sH3/8UR4eHlq0aJEqVaoUrb7X9+/XD6VLR3rsy5s3ldLVNS5TBayqSpUq1k4BAAAACYyZAC9YrQhw+/ZthYWFKVOmTBbxTJky6cSJE5H2adGihW7fvq333ntPhmEoNDRUHTt2VL9+/aI8T1BQkIKCgszPWfMTAAAkJ1OmTFHmzJnl4+OjNGnSvLb9kzt3NDVjxkiPFWzdWnUWLOBiGcnSX3/9pZkzZ+rcuXNatmyZsmXLJl9fX+XKlUvvvfeetdMDAAAA4o3VNwaOiS1btmjEiBGaNm2aDhw4oBUrVmjNmjUaOnRolH1GjhwpZ2dn8yNHjhwJmDEAAEDcuH//vtq0aaMlS5ZYxNOlS6exY8e+tgCwrW9fjTWZoiwAdLl7Vx8uXEgBAMnS8uXLVbt2bTk5OenAgQPmm4Tu37+vESNGWDk7AAAAxAtTAj2SAKsVATJmzChbW1vduHHDIn7jxg1lzpw50j4DBgxQq1at1K5dOxUpUkSffPKJRowYoZEjRyo8PDzSPn379tX9+/fNj0uXLsX5awEAAIhPW7ZsUdGiRbVw4UJ16tRJV65ciVa/0KAgLalaVWNNJu35v/+LtE3rQ4fU2zDkmD59XKYMJCrDhg3TjBkzNHv2bNnZ2ZnjFStW1IEDB6yYGQAAABD/rFYEsLe3V6lSpbRp0yZzLDw8XJs2bVL58uUj7fP48WPZ2FimbGtrK0kyDCPSPg4ODkqbNq3FAwAAICl4+vSpvvrqK1WrVk3+/v6SpLCwMB07duyV/e78+6/Gmkya6Oioy1u3Rtqm9rx56m0YcitWLM7zBhKbkydPqnLlyhHizs7OCggISPiEAAAAEO9MJlOCPJICq+0JIEm9evWSl5eXSpcurbJly2rixIl69OiRvL29JUmtW7dWtmzZNHLkSElS/fr1NX78eJUoUULlypXTmTNnNGDAANWvX99cDAAAAEgODh48qJYtW+r48ePmWNWqVbVgwQK5u7tH2scwDP1co4Yubd4c6fGcNWqo0YYNsuG6CW+ZzJkz68yZM/Lw8LCIb9++XZ6entZJCgAAAEggVi0CNG3aVLdu3dLAgQN1/fp1FS9eXOvXrzdvFuzv729x5/93330nk8mk7777TleuXJGrq6vq16+v4cOHW+slAAAAxKnQ0FCNGjVKgwYNUmhoqKRnMxtHjBihHj16RJgV+dyDK1c0M3v2SI8V69RJNadOTTJ3qQBxrX379urevbvmzZsnk8mkq1evateuXerdu7cGDBhg7fQAAAAQD/j+84LJiGodnWQqMDBQzs7Oun//PksDAQCAROXixYtq3ry5du3aZY4VL15cP/zwgwoVKhRlv/sXLmh2rlwR4h/5+emdTz+Nl1yByCTWa23DMMx7iT1+/FjSs+Ja7969NXTo0FiN6VSiS1ymiGSgQ5PK6ulVQ5kypNWRU1fUa9Qy7Tt2MdK2G2Z3V+XSeSPE1/11VA27zZAkPTk4JdK+/Sb8ogmLNkV6DG+ne3sj/7uCt9eSxT9q4fy5un37lt7Jl199+g1QkaJFI227fNnPWr3qV505c1qSVLBgIXXt3sui/fSpk7V+3Rpdv35ddnZ2KliwkLp076miRVlWEpYcrXq7eUTu3VYnyHkufl8/Qc7zJhLZRwMAAPD2cnR01OnTz76A2djYqG/fvho4cKDs7e2j7HP2t9/0S33Li85MJUvqsz17WPYH+B+TyaT+/fvr66+/1pkzZ/Tw4UMVLFhQjo6Ounr1qrJmzWrtFJHENXq/pEZ99Ym6Dl+qvUcvqEuLalo1rbOKNRiiW/ceRmjf7KvZsrd78d9oF+dU2rO0r1ZsPGiOedTsa9Hn/YqFNMOnhX7ZdCjeXgeApG/9urUaO3qkvvMZrCJFiulH34Xq1KGtVv62XhkyZIjQft/ev1Xnw7oqVrykHBzsNW/uHHX64nMtX7nGvFKHu7uH+vYfqOzZc+hp0FP9sGiBOrX/XKvXbZSLi0tCv0Qg2pgJ8ILVNgYGAACApUyZMmnWrFnKkyePtm/frmHDhr2yAHDM1zdCAeC94cPVav9+CgBAJOzt7VWwYEGVLVtWqVOn1rFjx5QjRw5rp4VkoFvL6pq/Yqd8V+3WiXPX1XX4Ej15GiyvBuUjbX8v8LFu3HlgftR4N78ePw22KAK8fPzGnQeqX7WItu49rQtX7iTUywKQBPkunK+GjZqowSefKneePPrOZ7AcHR3164rlkbYfOXqcmjb/TPkLFFAuz9waNGSYwsPDtWf3i5mpH9arr3fLV1D2HDmUJ09e9f6mrx4+fKjTp04m1MsCYoWNgV+gCAAAAGAly5cv1+3bty1in3zyiY4ePary5SP/4UiSQp480ViTSetat7aI565fX+/26xcvuQIAImeXwlYlCuTQn3+/+DHMMAz9+fdJlS0acam2yHg1qKBlGw7o8dPgSI+7uaTRB+8V1sJfd0V6HAAkKSQ4WP8eP6Z3y1cwx2xsbPTuuxV0+J+Dr+j5wtOnTxQaGqq0zs5RnmP5sqVKkyaN3smXL07yBhD/KAIAAAAksHv37qlFixZq1KiROnXqpP9u0eTg4BBl32t792pSypQR4k02b9Ynq1bFea4AgFfLmD61UqSw1c27DyziN+8EKnOG1++NUbqQuwrnzaoFv+yMsk3L+uX04PFT/frnoTdNF0Aydi/gnsLCwiIs+5MhQ4YIN55EZeK4sXJ1c7MoJEjS1i2b9W7pEipTsqh8Fy3QjNnzlD49SwEhkTMl0CMJYE8AAACABLRx40Z5e3vrypUrkiQ/Pz9t27ZNVapUeWW/w3Pm6Pf27SM95nXkiFwLF47zXAE8ExQUpKCgIIuYER4mkw3LbuHNeTUoryOnrkS5ibAktf74XS1dt09BwaEJmBmAt83c2bO0ft1azV2wKMJNKWXKltPPy39VQMA9Lff7WV9/1UM//LQs0n0GACQ+FAEAAAASwOPHj/Xtt99qypQp5li6dOk0depUVa5cOcp+d06c0PwCBSI9lipzZrU/f14pHB3jPF8gOTh8+PArj588Gb21jEeOHKnBgwdbxGwzlZFdlrKxzg3Jx+17DxUaGiY3lzQWcbcMaXX9TuAr+6Z0tFfj2qU0dPqaKNtULJFb+XJlVqs+8+MkXwDJV/p06WVra6s7dyz3Drlz544yZsz4yr4L58/V/LmzNHPOfL2TL3+E4ylTplROd3fldHdX0WLFVb/O+/p1hZ/atu8Qp68BiEtJZb3+hEARAAAAIJ7t3btXrVq1svjBsWbNmpo/f76yZ88eaZ9TK1Zo1aefRjlmk82blbNq1bhOFUhWihcvLpPJFGHJLUnmeHS+HPbt21e9evWyiLlV+jbO8kTSFhIapoP/XlK1cvm0esuzwpPJZFK1su9oxtJtr+zbsFYJOdin0E9r90bZxqtBee0/7q8jp67Ead4Akh87e3sVKFhIf+/epeo1akqSwsPD9fffu9Ssecso+82fO1tzZs3Q9FlzVahwkWidK9wIV3Bw5PuYAEh8KAIAAADEk5CQEA0fPlzDhg1TWFiYJMnR0VGjR49W586dZWMTcXumQzNm6I9OnSIdz9HFRU03b5Zr0aLxmjeQXJw/fz5OxnFwcIiwLAJLAeFl3//wp2YPaaX9x/217+gFdWlRTSmdHLRo5W5J0pyhrXT15n0NnGy5d0ubBuW1esth3b3/KNJx06RyVMNaJdRn/C/x/hoAJA+tvLw1oN+3KlSosAoXKaoffBfqyZMnavBJQ0lS/77fyM0tk7r3/EqSNG/OLE2b8r3+b/Q4Zc2aTbdv3ZL07M7/lKlS6fHjx5oza4aqVquujK6uCrh3T0t++lE3b9xQrdofWO11AtHBTIAXKAIAAADEk99++81iCZEyZcpo0aJFyp8/4hTr4AcP9HONGrq+N/K7QVn3H4g5d3d3a6eAt4Tf7weUMX1qDexUV5kypNHhk1f0ceep5s2Cc2R2UXi45YyUvO5uqlgyj+p2nBLZkJKkxrVLySSTfl6/L17zB5B8fFDnQ927e1fTpnyv27dvKV/+Apo2c44y/G85oOvXrsnG9OJGlGVLlygkJERf9exmMU7HL7uoU+eusrW11fnz57Rq5S8KuHdP6dKlU6HCRTR/0Y/Kkydvgr42ALFnMiKbG5uMBQYGytnZWffv31fatGmtnQ4AAEjGDMNQw4YNtXr1ag0YMED9+vWTnZ3di+Ph4bq6a5d+eu+9KMdod+aM0uXOnRDpAm8sKVxrFylSRGvXrlWOHDneaBynEl3iKCMAeDP39kZdSAKAhOSYyG43z9N7XYKc58zYOglynjeRyD4aAACApCsgIEDp0qUzPzeZTJo1a5YuXLigMmXKvGh3/rzmeHq+cqwv/P2V9g1/pAQQ0YULFxQSEmLtNAAAAIAEE3EhWgAAAMSIYRj64Ycf5OHhodWrV1scc3V1tSgArKhf/5UFgHe/+05fhYdTAAAAAACAN2AymRLkkRQwEwAAAOAN3LlzRx07dpSfn58kqV27djp69KhcXV3NbW4fO6YFr1jP36N2bVUYNEhZ33033vMF3naVKlWSk5OTtdMAAAAAEgxFAAAAgFhat26dPv/8c12/ft0cq1Wrlnnd/+CHD/V9mjRR9m+wcqVy16+fZO4eAZKDtWvXWjsFAAAAJAC+Zr1AEQAAACCGHj58qN69e2vmzJnmmIuLi2bMmKHGjRsr5PFjrfP21rEFCyLtn6FQIbXav18pHBwSKGMAp0+f1ubNm3Xz5k2Fh4dbHBs4cKCVsgIAAADiH0UAAACAGNi1a5datWqls2fPmmN16tTRuO++0++1a2tskyZR9m24Zo08P/wwIdIE8JLZs2erU6dOypgxozJnzmwx+8ZkMlEEAAAASIaYcf0CRQAAAIBoWrRokby9vc13EadMmVLD+/eX4/TpWlOxYpT9in7xhWrNmMFFKGAlw4YN0/Dhw/Xtt99aOxUAAAAgwVEEAAAAiKZq1aopTZo0un//vgplzap6V68qtH9/PYyifdk+fVR+wADZpUyZoHkCsHTv3j01btzY2mkAAAAgAXEP1gs21k4AAAAgqciWJYu+KFxYH0hqdfWqMkbSpvbcueptGOptGKo8ciQFACARaNy4sX7//XdrpwEAAABYBTMBAAAAInHhwgX1799f06ZNU/DFi1pataqe3rsnN0k1Imlfe948FfH2Tug0AURDnjx5NGDAAO3evVtFihSRnZ2dxfFu3bpZKTMAAADEFxsbpgI8RxEAAADgJYZhaMGCBerevbsePHigk4sXq1kUbbNXrqzac+Yofd68CZojgJiZNWuWUqdOra1bt2rr1q0Wx0wmE0UAAAAAJGsUAQAAAP7n5s2b+uKLL7Ry5Upz7Jykx5JeXtSnvI+PKgwcKJMNKysCScH58+etnQIAAAASGHsCvEARAAAAQNKKZcvU/vPPdffhi21+S0v6WJLj/54337FD2SpUsEZ6AOKIYRiSns0AAAAAAN4G3L4GAADeWvfOnNGsEiVU1mTSp02amAsAqSR5SWqqZwWA92fNUm/DoAAAJGGLFi1SkSJF5OTkJCcnJxUtWlS+vr7WTgsAAADxxGQyJcgjKWAmAAAAeKsYhqE/u3XTwSlTdE7SEkn3XjpeUFIjSWkkVfq//1PZb75JMhd2ACI3fvx4DRgwQF26dFHFihUlSdu3b1fHjh11+/Zt9ezZ08oZAgAAAPGHIgAAAHgrPLx2TQe+/157/u//zLFrelEAcJDUKHVq1c6fX7XnzJFbsWLWSBNAPJg8ebKmT5+u1q1bm2MfffSRChUqpEGDBlEEAAAASIa4l+sFigAAACDZenLnjn756CNd3bkz0uMVJJ1OlUoOWbJo2YYN8vT0TNgEASSIa9euqUIky3lVqFBB165ds0JGAAAAQMJhTwAAAJCshD59qm19+2qsyaSpGTOaCwDhkk691C5HtWrqHhio7Zcva8+JExQAgGQsT548+vnnnyPEly5dqrx581ohIwAAAMQ39gR4gZkAAAAgyQsLCdH2777T3tGjIz1+W8/W/r8oaVKbNvpi/Hg5pk8vSbJPsCwBWMvgwYPVtGlTbdu2zbwnwI4dO7Rp06ZIiwMAAABAckIRAAAAJFk3//lHy2rU0JM7dyI9bkj6W9Jae3s9CQ6WJI3fvFkdU6VKuCQBWN2nn36qv//+W+PHj9evv/4qSSpQoID27NmjEiVKWDc5AAAAxIukcpd+QqAIAAAAkqQbBw/Kt2TJSI+ZbGyU5r33tMLBQRs2bpT+VwDw9PTUokWLZG/P/f/A26ZUqVL68ccfrZ0GAAAAkODYEwAAACQ5V3bsiFAAsEuVSgVatFDXgAC5L12qfseOPSsA/E/79u116NAh81IgAJI/Gxsb2dravvKRIgX3RQEAACRHJlPCPJICrngBAECSsW/CBO35v//T45s3LeL1fvpJ+Zs1U0BAgNp16aIffvjBfCxTpkyaM2eO6tWrl9DpArCyX375Jcpju3bt0vfff6/w8PAEzAgAAABIeMwEAAAAidrTgADN9vTUWJNJW3r1ilAAqDJ2rPI3aybp2d3+LxcAGjZsqCNHjlAAAN5SH3/8cYRH/vz5tWDBAo0dO1aNGzfWyZMnrZ0mAAAA4oHJZEqQR0xNnTpVHh4ecnR0VLly5bRnz55Xtg8ICFDnzp2VJUsWOTg46J133tHatWtjdE6KAAAAIFEKOH9eY00mTUmfXvfPn4+0zSerV6vMV1+Zn48cOVIpU6ZU2rRptWjRIvn5+cnV1TWhUgaQiF29elXt27dXkSJFFBoaqkOHDmnhwoVyd3e3dmoAAAB4SyxdulS9evWSj4+PDhw4oGLFiql27dq6+Z+b3Z4LDg5WrVq1dOHCBfn5+enkyZOaPXu2smXLFqPzshwQAABIFAzDkP+ff+rYokU6vmhRlO3cihdX8507ZefkpOD/bfj7XJ48ebR06VIVLVpUOXPmjO+UASQB9+/f14gRIzR58mQVL15cmzZtUqVKlaydFgAAAOJZYlyvf/z48Wrfvr28vb0lSTNmzNCaNWs0b9489enTJ0L7efPm6e7du9q5c6fs7OwkSR4eHjE+LzMBAACAVRiGoWt//62t33yjsSaTxtnYaFnNmlEWAMr26aPehqHWBw/KZGenIUOGqGTJknr8+LFFu3r16lEAACBJGj16tDw9PfXbb7/pp59+0s6dOykAAAAAIE4FBQUpMDDQ4hEUFBShXXBwsPbv36+aNWuaYzY2NqpZs6Z27doV6dirVq1S+fLl1blzZ2XKlEmFCxfWiBEjFBYWFqMcmQkAAAAS3PEfftDaVq2i1faT1auV+6U1/U+ePKnWrVub10385ptvNGXKlHjJE0DS1qdPHzk5OSlPnjxauHChFi5cGGm7FStWJHBmAAAAiG+xWa8/NkaOHKnBgwdbxHx8fDRo0CCL2O3btxUWFqZMmTJZxDNlyqQTJ05EOva5c+f0559/6rPPPtPatWt15swZffnllwoJCZGPj0+0c6QIAAAAEsT59eu1vE6d17ZzcnVVrenT5Vm3rlI4OprjhmFo2rRp+vrrr/XkyRNJkq2trTJkyCDDMBLsAg9A0tG6dWv+2wAAAIB41bdvX/Xq1csi5uDgECdjh4eHy83NTbNmzZKtra1KlSqlK1euaMyYMRQBAABA4nFl5079VLHiK9vUmDJF+Zo2VcqMGSMf48oVeXt7a+PGjebYO++8o0WLFqlcuXJxmi+A5GPBggXWTgEAAABWklD3gjg4OETrR/+MGTPK1tZWN27csIjfuHFDmTNnjrRPlixZZGdnJ1tbW3OsQIECun79uoKDg2Vvbx+tHNkTAAAAxLlL27ZprMmksSZTlAWAbBUryuvwYfU2DJXo3DnKAsBPP/2kwoULWxQAOnfurIMHD1IAAAAAAAAkCfb29ipVqpQ2bdpkjoWHh2vTpk0qX758pH0qVqyoM2fOKDw83Bw7deqUsmTJEu0CgMRMAAAAEIduHT6shcWKvbJNkz//VM5q1V47lmEYatOmjRa9tFFw1qxZNX/+fL3//vtvnCsAAAAAIPlKjMtC9urVS15eXipdurTKli2riRMn6tGjR/L29pb0bDnLbNmyaeTIkZKkTp06acqUKerevbu6du2q06dPa8SIEerWrVuMzksRAAAAvLGru3ZpcYUKUR5P4eSkxn/8oWyvaPNfJpNJBQsWND9v1qyZpk6dKhcXlzfKFQAAAAAAa2jatKlu3bqlgQMH6vr16ypevLjWr19v3izY399fNjYvFu/JkSOHNmzYoJ49e6po0aLKli2bunfvrm+//TZG5zUZhmHE6StJ5AIDA+Xs7Kz79+8rbdq01k4HAIAkLSw4WBs7dtTR+fMjPd7m6FFlLFQo9uOHhalhw4Zq3ry5mjVrFutxACSMt+la26lEF2unAACSpHt7p1g7BQCQJDkmstvNy47YkiDn2dOvaoKc500kso8GAAAkBefWrtWKunWjPF538WLlb9pUJpvobz+0e/du7d27V127djXHbG1ttXLlyjfKFQAAAACAtxlFAAAA8FpGeLjunDihf3/8UX+PGBFlu09++025X1EciExwcLCGDh2qEf8bt1SpUqoQg2WDAAAAAAD4r8S4J4C1UAQAAACRenL3rvaMGqW9o0e/tm3u+vVVd/Fi2adOHaNzHD9+XK1atdKBAwfMsSlTplAEAAAAAAAgjlAEAAAAZvfOnNGi4sUV8uhRtNp/tnu3spQrF+PzhIeH6/vvv1efPn0UFBQkSUqRIoV8fHzUp0+fGI8HAAAAAMDLmAjwAkUAAADeYld379bSqlXl6OKiR9euvba9s6en8jZsqDK9eytVpkyxOqe/v7/atGmjzZs3m2MFChSQr6+vSpUqFasxAQAAAABA5CgCAADwlnlw5Yo2fP65Lvz+uzkWVQEghaOjslWqpNpz5ihtzpxvdF7DMOTr66uuXbsqMDDQHO/Ro4dGjBghJyenNxofAAAAAIDn2BPgBYoAAAC8JR5dv67pWbK8tp1n3boq1KaN8jVqFKfnDw0N1YQJE8wFgBw5cmjBggWqXr16nJ4HAAAAAAC8QBEAAIBk7GlAgNa2bKlza9ZE2cYhXTo13bJFbsWKxWsudnZ28vX1VenSpdWkSRN9//33SpcuXbyeEwAAAADwdmIiwAsUAQAASGbCQkK0f+JEbfvmm1e2+2D+fBVu0ybe8njw4IFu3bolT09Pc6xw4cI6duyYcufOHW/nBQAAAAAAL1AEAAAgGTjp56fVjRu/tp2zp6dKdu2qUj16xGs+27dvV+vWrZU6dWrt3btXDg4O5mMUAAAAAAAA8Y09AV6gCAAAQBJjGIau7tqlCxs26MmdOzo0depr+7w3bJjK9ukjG1vbeM0tKChIPj4+Gj16tAzDkCQNGTJEw4cPj9fzAgAAAACAyFEEAAAgCTAMQ6d/+UUnf/5ZJ5cufW17Z09PpcqUSR8tX67U0dgMOC4cOXJELVu21OHDh82xihUrqm3btglyfgAAAAAAnmMiwAsUAQAASGTCw8Lkv2mTHt+8qQsbN+r08uUKefQoWn3bnj6t9HnyxHOGlsLCwjR+/Hh99913Cg4OlvRsE+ChQ4eqd+/eso3n2QcAAAAAACBqFAEAALCiJ3fv6tG1a7p1+LA2demip3fvRruvjZ2dPpg3T865csklf345ZcgQj5lG7vz58/Ly8tJff/1ljhUpUkS+vr4qVqxYgucDAAAAAIDEngAvowgAAEACMgxDe0aN0l99+8a4b+ayZZXSzU1F27dXzho1ZJ8qVTxkGH0BAQEqWbKkAgICJD27wOrdu7eGDh1qsREwAAAAAACwHooAAADEswdXrmh7//46tnBhjPrlqFpVBVq0kL2zszw//FD2qVPHU4axky5dOnXt2lVDhw6Vh4eHFi5cqMqVK1s7LQAAAAAAmAnwEooAAADEsdCgIN39919t7NhR1/7++7XtXfLlU6qsWZWtQgXl/ugjZSlbNgGyjB3DMCwupAYMGCA7Ozt1795dadOmtWJmAAAAAAAgMhQBAAB4Q2EhIbqwYYOOLlig08uXR6uPx/vvq+7ixVZZxz827t+/r+7du+udd95Rv379zHE7OzsNGDDAipkBAAAAABAREwFeoAgAAEAsBPr76/z69drYoUO0+1QZO1bFOnRIdMv6vM6WLVvk5eUlf39/pUiRQnXq1FGJEiWsnRYAAAAAAIgGigAAAETD/QsXdPmvvxQUEKDdw4fr8Y0br+1T4LPP5JwrlyoOHiyTjU0CZBm3nj59qv79+2v8+PHmmJOTk/z9/SkCAAAAAAASNfYEeIEiAAAAUbj5zz9aUbeuHl65Eq32OapWVbm+fZWzRg3Z2NrGc3bx6+DBg2rZsqWOHz9ujlWtWlULFiyQu7u7FTMDAAAAAAAxQREAAICX3Dx0SNv69tWF9euj1b765MnKUrZsot7MNyZCQ0M1atQoDRo0SKGhoZIkBwcHjRgxQj169JBNEpzRAAAAAAB4+zAR4AWKAACAt961PXu09euvdXnbtle2c3B2Vt5PP5VHrVpyLVZMGQoUSKAME8bVq1fVqFEj7dq1yxwrXry4fH19VbhwYStmBgAAAAAAYosiAADgrWMYhq7t3q29Y8bo9C+/vLZ9o99/l0etWgmQmXWlT59e9+7dkyTZ2NioT58+8vHxkb29vZUzAwAAAAAgZtgT4AWKAACAZC8oMFB/dOqk6/v26d6pU9Hq86Gvr/J++qnsnJziObvEw8nJSb6+vmrVqpXmzp2rChUqWDslAAAAAABihRrACxQBAADJzsOrV7Vr6FDJMHT/wgVd2LDhtX1sHRzUbOtWZSlXLgEyTByWLVumokWLKl++fOZY6dKldfToUdkm8Y2NAQAAAADAM29UBHj69KkcHR3jKhcAAGIlPDRU27/7Todnz9bTu3ej3S9DwYIq16+f8jRoIPtUqeIxw8Tl3r176tKlixYvXqyyZctqx44dSpHixSUBBQAAAAAAQFJnw1QAsxgXAcLDwzV8+HDNmDFDN27c0KlTp+Tp6akBAwbIw8NDbdu2jY88AQCIwDAMLatVS/6bNr22rZOrqwp+9pnK9e8vpwwZ3tq1Af/44w+1adNGV65ckSTt2bNHv/zyixo3bmzlzAAAAAAAQHywiWmHYcOGacGCBRo9erTFRoGFCxfWnDlz4jQ5AAD+yzAMBZw9q93Dh2ucjc0rCwAVhw7V5ydOqNONG+p886aqTZiglBkzvpUFgMePH6tbt26qVauWuQCQLl06/fjjj2rUqJGVswMAAAAAIG6ZTAnzSApiPBNg0aJFmjVrlmrUqKGOHTua48WKFdOJEyfiNDkAAJ57dOOGfmvWTJe2bImyzTuNG6vOggWyS5ky4RJLAvbu3atWrVrp5MmT5ljNmjU1f/58Zc+e3YqZAQAAAACA+BbjIsCVK1eUJ0+eCPHw8HCFhITESVIAgLdbWEiITv/yi24dOqQD33+vkEePXtk+pZubvrxxI4GySzpCQkI0fPhwDRs2TGFhYZIkR0dHjR49Wp07d5aNTYwnBAIAAAAAkCS8jasARCXGRYCCBQvqr7/+kru7u0Xcz89PJUqUiLPEAADJW8iTJwoODNTFP/7Q2VWrdG3PHqXLnTta6/tLklOGDMrXrJlKdu0ql3z54jnbpGn//v0aMmSIDMOQJJUpU0aLFi1S/vz5rZwZAAAAAABIKDEuAgwcOFBeXl66cuWKwsPDtWLFCp08eVKLFi3Sb7/9Fh85AgCSkSs7duin996L9FjghQuv7V959GiV+eormbiL/bXeffdd9ezZU5MmTdKAAQPUr18/2dnZWTstAAAAAADinQ0TAcxiXAT4+OOPtXr1ag0ZMkSpUqXSwIEDVbJkSa1evVq1atWKjxwBAEnY04AA7Rs/Xv5//KGru3bFqK97rVoq1qGDMpcpozQ5cjCV7zWuX78uNzc3i2V+hg8frs8++0wlS5a0YmYAAAAAAMBaYlwEkKRKlSpp48aNcZ0LACCZuH3smK7u3Knfv/jitW3zNWmikEePnv3YX66cnDJkkI2tbQJkmXwYhqHFixerc+fOGjx4sLp3724+5ujoSAEAAAAAAPDW4UbCF2JcBPD09NTevXuVIUMGi3hAQIBKliypc+fOxVlyAICk49LWrVpatWq029dbulT5mzSJv4TeEnfu3FHHjh3l5+cnSerTp4/ef/99FShQwMqZAQAAAACAxCDGRYALFy4oLCwsQjwoKEhXrlyJk6QAAImbYRh6fOOGLv/1l/aOHavre/a8tk+uOnVU/fvvlS53bqrxcWTt2rVq27atrl+/bo59+umnypIlixWzAgAAAADA+vjp4YVoFwFWrVpl/vOGDRvk7Oxsfh4WFqZNmzbJw8MjxglMnTpVY8aM0fXr11WsWDFNnjxZZcuWjbJ9QECA+vfvrxUrVuju3btyd3fXxIkT9eGHH8b43ACA6DEMQzcPHdL+iRN1fNGiaPVxcnXVO40aqbC3t7KUKRPPGb5dHj58qN69e2vmzJnmmIuLi2bMmKHGjRtbMTMAAAAAAJDYRLsI0KBBA0nP1lLy8vKyOGZnZycPDw+NGzcuRidfunSpevXqpRkzZqhcuXKaOHGiateurZMnT8rNzS1C++DgYNWqVUtubm7y8/NTtmzZdPHiRaVLly5G5wUARC3kyRM9uXVLe8eO1ZW//tLNQ4di1L/hmjXypDAbb3bu3KnWrVvr7Nmz5lidOnU0d+5cZgAAAAAAAPA/JjEV4LloFwHCw8MlSbly5dLevXuVMWPGNz75+PHj1b59e3l7e0uSZsyYoTVr1mjevHnq06dPhPbz5s3T3bt3tXPnTtnZ2UlSrGYfAACeMQxDJ3/+WYemT9flrVtj3D9Vliwq5OWlrO++q9wffcQyP/Hs119/1aeffmr+NzllypQaP368vvjiC957AAAAAAAQqRjvCXD+/Pk4OXFwcLD279+vvn37mmM2NjaqWbOmdu3aFWmfVatWqXz58urcubNWrlwpV1dXtWjRQt9++61sbW3jJC8ASK6CHz3SyZ9/1oX163V29WqFPnkS4zHSv/OOinfqpPwtWihVJDO2EL9q1Kghd3d3nT9/XuXLl9eiRYuUJ08ea6cFAAAAAECiY8O9cmYxLgJI0qNHj7R161b5+/srODjY4li3bt2iNcbt27cVFhamTJkyWcQzZcqkEydORNrn3Llz+vPPP/XZZ59p7dq1OnPmjL788kuFhITIx8cn0j5BQUEKCgoyPw8MDIxWfgCQHBiGoT2jR+uvSGZXvU62ihXlWry4SvXoIedcuWRDsdXq0qRJo4ULF+qvv/7SN998oxQpYvXPOAAAAAAAeIvE+NeDgwcP6sMPP9Tjx4/16NEjubi46Pbt20qZMqXc3NyiXQSIjfDwcLm5uWnWrFmytbVVqVKldOXKFY0ZMybKIsDIkSM1ePDgeMsJABKL4EePdOfoUd0+dkz3Tp3SnlGjot03c5kyqjJmjLJWqCDb/y23Buu6cOGCunbtqsmTJ1ssfVepUiVVqlTJeokBAAAAAJAEsGzuCzEuAvTs2VP169fXjBkz5OzsrN27d8vOzk4tW7ZU9+7doz1OxowZZWtrqxs3bljEb9y4ocyZM0faJ0uWLLKzs7NY+qdAgQK6fv26goODZW9vH6FP37591atXL/PzwMBA5ciRI9p5AkBiFBoUpIeXL+vfn35SwNmzOrZgQbT7vtOokQp89plyVK0qRzZWT3QMw9CCBQvUvXt3PXjwQA8ePNCff/4pGxsba6cGAAAAAACSoBgXAQ4dOqSZM2fKxsZGtra2CgoKkqenp0aPHi0vLy81bNgwWuPY29urVKlS2rRpkxo0aCDp2Z3+mzZtUpcuXSLtU7FiRS1evFjh4eHmH0NOnTqlLFmyRFoAkCQHBwc5ODjE9GUCQKIT+vSpDk2bpi1ffRXjvu/276/C3t5y9vSkEp6I3bx5U1988YVWrlxpjl24cEGXLl2Su7u7FTMDAAAAACBp4eePF2JcBLCzszP/AO/m5iZ/f38VKFBAzs7OunTpUozG6tWrl7y8vFS6dGmVLVtWEydO1KNHj+Tt7S1Jat26tbJly6aRI0dKkjp16qQpU6aoe/fu6tq1q06fPq0RI0bE6xJEAGBNwY8e6c9u3XTc11fhISHR6pOnQQOldXeXW4kSylaxotKzcWySsHLlSrVv3163bt0yx9q0aaNJkyYpbdq0VswMAAAAAAAkZTEuApQoUUJ79+5V3rx5VaVKFQ0cOFC3b9+Wr6+vChcuHKOxmjZtqlu3bmngwIG6fv26ihcvrvXr15s3C/b397dY/iBHjhzasGGDevbsqaJFiypbtmzq3r27vv3225i+DABItEKePNHy2rV1+a+/Xtu2kJeXbO3tVbZPH6V1d2fz3iQoMDBQPXv21Lx588yxjBkzavbs2eaZcgAAAAAAIGZsmApgZjIMw4hJh3379unBgweqVq2abt68qdatW2vnzp3Kmzev5s6dq+LFi8dTqnEjMDBQzs7Oun//PndWAkgUwkNDdffUKW3q3FmXtmx5Zds0OXLIvWZNvTdsmFJnzZowCSLe7NixQy1bttSFCxfMsfr162v27NnmgjgAJCVv07W2U4nIlzAFgIR2b+8Ua6cAAJIkxxjfbh6/Gs7dnyDnWdG2VIKc503E+KMpXbq0+c9ubm5av359nCYEAG+D4EePtKVnTx2ePTta7cv17avyPj5KwR4nyUpgYKC5AJA6dWpNmjRJ3t7e7NsAAAAAAMAb4qv1C3FWnzlw4IAGDhyo3377La6GBIBkwzAM3b9wQf5//KEDkyfr9pEjr+2Tu359fbxihWxSJLJSOuJMnTp11KFDBx0/flwLFy5Urly5rJ0SAAAAAABIZmL0y9KGDRu0ceNG2dvbq127dvL09NSJEyfUp08frV69WrVr146vPAEgyQk4f167hw3T0ZfWen+VAp99pgwFCqjMN9/I1s4unrNDQgsLC5Ofn5+aNGlicaf/xIkTZWdnJ1v2cwAAAAAAIM4wy/6FaBcB5s6dq/bt28vFxUX37t3TnDlzNH78eHXt2lVNmzbV0aNHVaBAgfjMFQASNcMwdH3vXq3z8tLdEyei1cejdm19tGyZ7NOkiefsYE1nz54176Hz4MEDtWvXznzM0dHRipkBAAAAAIDkLtpFgEmTJmnUqFH6+uuvtXz5cjVu3FjTpk3TkSNHlD179vjMEQASrbCQEJ1ZuVKrGzeOVvuc1asrpZubynzzjTKVKBHP2cHaDMPQ7Nmz1atXLz169EiS9NVXX6lx48Zydna2cnYAAAAAACRfTAR4IdpFgLNnz6rx/37katiwoVKkSKExY8ZQAADwVnl47ZrWtW6t1Nmz69iCBa9t75AunUp07qyyffvKPlWq+E8Qicb169fVrl07rVmzxhzz9PTUokWLKAAAAAAAAIAEE+0iwJMnT5QyZUpJz9ZTcnBwUJYsWeItMQBILG4dPaq/+vTRuZd+zH0Vj9q1lb9ZMxVu0yZ+E0Oi5efnp44dO+rOnTvmWPv27TV+/HilTp3aipkBAAAAAPB2sGEqgFmMNgaeM2eO+ceL0NBQLViwQBkzZrRo061bt7jLDgCsJOTxY/09YoT+HjlSRnj4a9vnadBA7373nTKXKpUA2SGxCggIUNeuXfXDDz+YY5kyZdLcuXNVt25dK2YGAAAAAADeVtEuAuTMmVOzZ882P8+cObN8fX0t2phMJooAAJIcIzxct48e1e4RI3Ry6dJo9ak6bpzyfvqpnDJmZJkfmA0cONCiAPDpp59qxowZEQrmAAAAAAAgfjEP4IVoFwEuXLgQj2kAQMJ5fPu2bh48qGt//60dAwZEu1/tOXOUv3lz2f1vaTTgvwYNGqTly5fr4cOHmjJlilq2bCkT0w8BAAAAAIAVxWg5IABIikKDgvTA318rGzbU7aNHo93PJkUKFWnXThUGDVKqTJniMUMkVQ8fPrRY49/FxUXLly9X1qxZlTNnTitmBgAAAADA242b8l6gCAAgWTEMQ4dnz9afXbsqLDg4Rn0969aVZ716KtqunWxS8J9HRC00NFQjRozQtGnTdPDgQWXJksV87N1337ViZgAAAAAAAJb4lQtAkmcYhnYOHqxdgwdHu49L/vxKmzOncn/8sTxq1VL6vHnjMUMkJ6dOnVKrVq20Z88eSVLbtm21Zs0a7jAAAAAAACARseFruhlFAABJ1tnVq7W6SROFPn362rYmGxvlb9ZMOapWVdH27RMgOyQ3hmFo2rRp+vrrr/XkyRNJkq2trUqXLq2wsDClYPYIAAAAAABIhPjFAkCScWHjRh2dN08nlix5bdu07u5q/McfSp8nTwJkhuTuypUr8vb21saNG82xvHnzytfXV+XKlbNiZgAAAAAAIDLM2H8hVkWAs2fPav78+Tp79qwmTZokNzc3rVu3Tjlz5lShQoXiOkcAb6nghw91++hRXd+zR3927/7a9u41a+rjFStknyZNAmSHt8VPP/2kL7/8UgEBAeZY586dNWrUKKVKlcp6iQEAAAAAAERDjIsAW7duVZ06dVSxYkVt27ZNw4cPl5ubm/755x/NnTtXfn5+8ZEngLdAWEiIzq9bp02dO+vB5cvR6uOSP78+mD9fWdmMFfGgc+fOmjZtmvl51qxZNX/+fL3//vtWzAoAAAAAALwOEwFeiHERoE+fPho2bJh69eqlNC/dbVu9enVNmTIlTpMDkLyFBQdrSeXKuvXPP9Fa11+SUrq5qe6PPyp75cqytbeP5wzxtqtevbq5CNCsWTNNnTpVLi4uVs4KAAAAAAAg+mJcBDhy5IgWL14cIe7m5qbbt2/HSVIAki/DMHT/wgXNzZtXRlhYtPoU+OwzZSxSRPmbNZOzu3s8Zwi88Omnn6pLly6qWLGimjVrZu10AAAAAABANLEnwAsxLgKkS5dO165dU65cuSziBw8eVLZs2eIsMQDJh2EYunvypNa3aaNrf//92vZZypVTmW++UZ6PP5aNrW0CZAhIf//9t1asWKFRo0ZZxCdPnmyljAAAAAAAAN5cjIsAzZo107fffqtly5bJZDIpPDxcO3bsUO/evdW6dev4yBFAEnLt7791dvVqnVq+XGly5NDFjRtf28e9Vi19snq1Ujg4JECGgKWQkBANGTJEI0aMUHh4uIoXL67mzZtbOy0AeOusWrUq2m0/+uijeMwEAAAAyYENEwHMYlwEGDFihDp37qwcOXIoLCxMBQsWVFhYmFq0aKHvvvsuPnIEkATcOnpUC4sUsYjdPXEiyvbpcudWrjp1VP3775meBas5fvy4WrVqpQMHDphjixYtUrNmzfh7CQAJrEGDBtFqZzKZFBbNJQUBAAAAxKIIYG9vr9mzZ2vAgAE6evSoHj58qBIlSihv3rzxkR+AROzS1q06MmeOjv/wQ7Tap8+bV1XGjFHu+vVlsrGJ5+yAqIWHh2vSpEnq27evgoKCJEkpUqSQj4+P+vTpQwEAAKwgPDzc2ikAAAAgGeG7/QsxLgJs375d7733nnLmzKmcOXPGR04AEiHDMHR1506dWLpUB6OxRvoH8+crS7lySuvuLlsHB9b2R6Lh7++vNm3aaPPmzeZYgQIF5Ovrq1KlSlkxMwAAAAAAgLgX4yJA9erVlS1bNjVv3lwtW7ZUwYIF4yMvAFZgGIYeXLqk07/8osCLF3Xn339lhIVFa13/5+otXar8TZrEY5ZA7BiGIV9fX3Xt2lWBgYHmeI8ePTRixAg5OTlZMTsAwH89evRIW7dulb+/v4KDgy2OdevWzUpZAQAAIKlgHsALMS4CXL16VUuWLNFPP/2k//u//1PRokX12WefqXnz5sqePXt85AggngQ/eqS9o0fr2MKFCg4M1NN792I1TuM//lCOKlVkkyLG/0kBEtTy5cvNBYAcOXJowYIFql69upWzAgD818GDB/Xhhx/q8ePHevTokVxcXHT79m2lTJlSbm5uFAEAAACAGIjxotwZM2ZUly5dtGPHDp09e1aNGzfWwoUL5eHhwQ8pQBLhv2WLxqVIoe9Tp9auIUMUePFitAsANnZ2+mD+fH1565Z6G4Z6G4bca9SgAIBEz2QyadasWXJ1dVWrVq10+PBh/t0CgESqZ8+eql+/vu7duycnJyft3r1bFy9eVKlSpTR27FhrpwcAAIAkwMZkSpBHUvBGv9rlypVLffr0UbFixTRgwABt3bo1rvICEA8ubNwov/fff227XB9+qAwFCyrPRx8pXZ48cnRxka29PRuqIEl5+PChTp8+rRIlSphjmTJl0uHDh5U5c2YrZgYAeJ1Dhw5p5syZsrGxka2trYKCguTp6anRo0fLy8tLDRs2tHaKAAAAQJIR6yLAjh079OOPP8rPz09Pnz7Vxx9/rJEjR8ZlbgDiwL0zZ7SlVy+dXb06yjb5mzVThcGDlT5vXn7oR7Kwfft2eXl56dGjRzp69KgyZsxoPkYBAAASPzs7O9nYPJu07ObmJn9/fxUoUEDOzs66dOmSlbMDAABAUsBPXC/EuAjQt29fLVmyRFevXlWtWrU0adIkffzxx0qZMmV85AcghgzD0K3Dh+VbqpSMsLAo29mlSqXm27fLrXjxhEsOiGdBQUHy8fHR6NGjZRiGpGdLSvj6+lo5MwBATJQoUUJ79+5V3rx5VaVKFQ0cOFC3b9+Wr6+vChcubO30AAAAgCQlxkWAbdu26euvv1aTJk0s7qwEYB2GYejChg3a4eOj63v2vLa9U4YM+mzvXqXLlSsBsgMSzpEjR9SyZUsdPnzYHKtYsaIGDRpkvaQAALEyYsQIPXjwQJI0fPhwtW7dWp06dVLevHk1b948K2cHAACApIDVLl6IcRFgx44d8ZEHgGg6+9tvurxtm4IfPtTZVav08MqV1/ZxcnVVpREjVKRtW/4DiGQnLCxM48eP13fffafg4GBJz5aRGDJkiL7++mvZ2tpaOUMAQEyVLl3a/Gc3NzetX7/eitkAAAAASVu0igCrVq1SnTp1ZGdnp1WrVr2y7UcffRQniQF4JjQoSKdXrNDFP/7Q0Rjc+ZYqc2ZVHT9eBZo3j8fsAOs6f/68vLy89Ndff5ljhQsXlq+vr4qz1BUAAAAAAG8t7oN9IVpFgAYNGuj69etyc3NTgwYNomxnMpkU9oo1yAG83qPr17V7xAidWLxYT+7ciVHfxhs3Kmf16jL9byM9IDkLDg5WpUqVdOV/s2FMJpN69+6toUOHysHBwcrZAQDeRK5cuV45e/HcuXMJmA0AAACQtEWrCBAeHh7pnwHEnUvbtmlplSrRbv/xihVKnTWrUmXNqjTZsvHDP9469vb2Gj58uNq0aSMPDw8tXLhQlStXtnZaAIA40KNHD4vnISEhOnjwoNavX6+vv/7aOkkBAAAgSbFhKoBZjPcEWLRokZo2bRrhLsvg4GAtWbJErVu3jrPkgOQqPDRUl//6S0cXLNDxRYtk6+CgsKCgKNunf+cdpc6aVe/2769MpUvLMV26hEsWSETCwsIs1vhv3bq1Hj16pJYtWypt2rRWzAwAEJe6d+8eaXzq1Knat29fAmcDAAAAxJ2pU6dqzJgxun79uooVK6bJkyerbNmykbZdsGCBvL29LWIODg56+vRpjM5pMgzDiEkHW1tbXbt2TW5ubhbxO3fuyM3NLdEvBxQYGChnZ2fdv3+fH4yQ4Pw3b9bP1atHq21hb29VGjFCqTJnjuesgMTv/v376t69u2xtbTV37lxrpwMAiEJ8X2ufO3dOxYsXV2BgYJyPHVNOJbpYOwUAkCTd2zvF2ikAgCTJMca3m8evL1ccT5DzTGtYMNptly5dqtatW2vGjBkqV66cJk6cqGXLlunkyZMRfm+XnhUBunfvrpMnT5pjJpNJmTJlilGOMf5oDMOIdH3Oy5cvy9nZOabDAcna/QsXdPmvv3Tx9991/IcfXts+z8cfq7yPjzKVKJEA2QFJw5YtW+Tl5SV/f39Jzzag//jjj62cFQDAGvz8/OTi4mLtNAAAAIBYGT9+vNq3b2++u3/GjBlas2aN5s2bpz59+kTax2QyKfMb3iQc7SJAiRIlZDKZZDKZVKNGDaVI8aJrWFiYzp8/rw8++OCNkgGSg30TJujQtGkKOHPmtW2zV6qkol98oTwNGsg+deoEyA5IOp4+far+/ftr/Pjx5liaNGliPOUNAJD0PP/u8ZxhGLp+/bpu3bqladOmWTEzAAAAJBWR3chuTcHBwdq/f7/69u1rjtnY2KhmzZratWtXlP0ePnwod3d3hYeHq2TJkhoxYoQKFSoUo3NHuwjQoEEDSdKhQ4dUu3ZtpX7pB0t7e3t5eHjo008/jdHJgeQgPDRUv3z0kc6vWxftPu3OnlU6T894zApI2g4ePKiWLVvq+PEXU/eqVKmiBQsWyMPDw3qJAQASxMcff2zxpc3Gxkaurq6qWrWq8ufPb8XMAAAAAEtBQUEK+s9enw4ODhH21L19+7bCwsIiLOWTKVMmnThxItKx8+XLp3nz5qlo0aK6f/++xo4dqwoVKujYsWPKnj17tHOMdhHAx8dHkuTh4aGmTZvK0dEx2icBkptbR47o2MKF2jduXLTal+vXT5nLlJHnhx/K1t4+nrMDkq7Q0FCNGjVKgwYNUmhoqKRn/3COGDFCPXr0kI2NjZUzBAAkhEGDBlk7hdfqNaKbtVMAAElSx2WHrZ0CAEiSFjQvau0ULCTULwgjR47U4MGDLWI+Pj5xck1bvnx5lS9f3vy8QoUKKlCggGbOnKmhQ4dGe5wY7wng5eUV0y5AshDy5Im29Oypf2bOfG1bJ1dXtdi5U+nz5EmAzIDk4e7du6pbt652795tjhUvXly+vr4qXLiwFTMDACQ0W1tbXbt2LcLmaHfu3JGbm5vCwsKslBkAAACSioRaDqhv377q1auXRey/swAkKWPGjLK1tdWNGzcs4jdu3Ij2mv92dnYqUaKEzkRjGfKXRasI4OLiolOnTiljxoxKnz79K9/Au3fvxigBIDELfvBAOwYO1P6JE1/btlSvXqo6ZoxM3KkMxEq6dOnMS83Z2NioT58+8vHxkT2zZwDgrWMYRqTxoKAg/l0AAABAohLZ0j+Rsbe3V6lSpbRp0ybz0vvh4eHatGmTunTpEq1zhYWF6ciRI/rwww9jlGO0igATJkxQmjRpzH9ObJsqAHEl6P59Xd6+Xf5//PHaH/4zFimiYh07Kl+TJkqZMWPCJAgkYzY2Npo3b54aNmyoSZMmqUKFCtZOCQCQwL7//ntJz+7amjNnjsU+ZGFhYdq2bRt7AgAAACBabBLhT9i9evWSl5eXSpcurbJly2rixIl69OiRvL29JUmtW7dWtmzZNHLkSEnSkCFD9O677ypPnjwKCAjQmDFjdPHiRbVr1y5G541WEeDlJYDatGkToxMAiZlhGPpn5kydXLpUl7ZsiVafdxo10gfz58v+pS+lAGJu2bJlcnNzU5UqVcyxHDlyaM+ePRSbAeAtNWHCBEnPrtFmzJghW1tb8zF7e3t5eHhoxowZ1koPAAAAeCNNmzbVrVu3NHDgQF2/fl3FixfX+vXrzZsF+/v7W+yHeO/ePbVv317Xr19X+vTpVapUKe3cuVMFCxaM0XlNRlRzbaNw4MAB2dnZqUiRIpKklStXav78+SpYsKAGDRqU6KfnBgYGytnZWffv31fatGmtnQ6sZOu332rv6NHRbl+0fXtVHTdO9v+bEQMg9u7du6cuXbpo8eLFypEjh44cOSJnZ2drpwUAiANxda1drVo1rVixQunTp4/D7OJW/3WnrJ0CAEiSrgQ8tXYKACAp8W0M3GvViQQ5z/iPEv9M1RgvXt6hQwedOvXsgvfcuXNq2rSpUqZMqWXLlumbb76J8wSBuHRl506NNZleWQCwT5tWxTp2VO25c/XFxYvqbRh6f9YsCgBAHPjjjz9UpEgRLV68WJJ06dIl/fjjj1bOCgCQ2GzevDlRFwAAAACApCRaywG97NSpUypevLikZ0s5VKlSRYsXL9aOHTvUrFkzTYzGBqpAQgt58kRT0qdXWFBQpMfda9ZU1fHjlbFQITb2BeLB48eP1adPH02ePNkcc3Z21tSpU9WiRQsrZgYASIw+/fRTlS1bVt9++61FfPTo0dq7d6+WLVtmpcwAAACQVLDU8AsxLgIYhqHw8HBJz+7orFevnqRn6zjfvn07brMD3oBhGLp74oTmv2KNrO6PHskuZcoEzAp4++zdu1etWrXSyZMnzbEaNWpo/vz5ypEjhxUzAwAkVtu2bdOgQYMixOvUqaNx48YlfEIAAABAEhbjIkDp0qU1bNgw1axZU1u3btX06dMlSefPnzdvYABY073Tp7W6SRPdPHQoyjadrl9XKv6+AvEqJCREw4cP17BhwxQWFiZJcnR01OjRo9W5c2eLjW4AAHjZw4cPI91rzM7OToGBgVbICAAAAEmNDRMBzGL8C8zEiRN14MABdenSRf3791eePHkkSX5+fqpQoUKcJwhE1/V9+zQxVSrNfeedKAsAVceNU2/DoAAAJIBLly5pzJgx5gJA6dKldfDgQXXt2pUCAADglYoUKaKlS5dGiC9ZskQFXzHLEwAAAEBEMZ4JULRoUR05ciRCfMyYMbK1tY2TpICYuLZ3r34sWzbK49nee08VBg2Se40aCZgVAE9PT40ZM0bdunXTd999p/79+8vOzs7aaQEAkoABAwaoYcOGOnv2rKpXry5J2rRpkxYvXiw/Pz8rZwcAAICkgC0BXohxEeC5/fv3699//5UkFSxYUCVLloyzpIBXeXz7ti5v3aodPj66c+xYlO3q/fST8jdrloCZAW+3y5cvy8XFRSlf2mejU6dOqlq1KndtAgBipH79+vr11181YsQI+fn5ycnJScWKFdOff/4pFxcXa6cHAAAAJCkxLgLcvHlTTZs21datW5UuXTpJUkBAgKpVq6YlS5bI1dU1rnMEdOfEif9v797je6z/P44/PzuPzRDmtJyPbSyWY04hOihJ5DgjKZEsisgxFkUqyvmsKCJRK4ZCvs5zNmci5BCzYbN9rt8f/Vz52MiwXfvM4+523W7X9b4On+dnrtbH53W932/90KKFzqbSC+VmL//2mwrXqpUBqQBI/0zC/dVXX+mNN95Q+/bt9dlnn5n7bDYbBQAAwF155pln9Mwzz0iSYmNj9fXXX6tXr17avHmzOdQcAAAAcCsudAUwpXlQ5u7duysuLk67du3S+fPndf78ee3cuVOxsbF688030yMjHmC7Z8/WxzabppUrd9sCgIubm9pu3KhehkEBAMhA586dU8uWLdW2bVtdvHhRn3/+uaKioqyOBQDIIn777TeFhoaqYMGCGjVqlJ544gn973//szoWAAAA4FTS3BMgMjJSy5cvV7ly5cy28uXLa9y4cXryySfvazg8uI6tXKlv/n/819T4FCyoQo8/rqp9+ypfcHDGBQNg+umnn9SxY0edOnXKbGvTpg3DwwEA7smpU6c0ffp0TZkyRbGxsWrRooUSEhK0aNEiepcBAADgjqX56fcsLM1FALvdnurEju7u7rLb7fclFB5cyYmJ+v7FF3VoyZJU9z8zZ47KtGghF7e7ns4CwD2Ki4tTr169NGHCBLMtd+7cGj9+vF566SULkwEAnF2TJk3022+/6ZlnntGYMWPUuHFjubq6avz48VZHAwAAAJxWmr9JfeKJJ9SjRw99/fXXKliwoCTpxIkT6tmzp+rXr3/fA+LBYE9K0uhUikvXvXrsmHIEBGRgIgCpWbdundq1a6eDBw+abU899ZQmT55s/j8BAIC79dNPP+nNN9/U66+/rlKlSlkdBwAAAE6MKQH+leZeEWPHjlVsbKyKFi2qEiVKqESJEipWrJhiY2P1+eefp0dGZGGGYWhxixa3LAC0/PVX9TIMCgBAJvDbb7/p8ccfNwsA2bJl0/jx47V06VIKAACA+2LNmjW6dOmSKleurKpVq2rs2LE6e/as1bEAAAAAp5bmngABAQHasmWLoqKitGfPHklSuXLl1KBBg/seDlnbgcWLtej551PdV7BGDb3444/y9PPL4FQAbqVmzZqqXr261q5dq+rVq2vmzJkqWbKk1bEAAFlItWrVVK1aNY0ZM0bz5s3T1KlTFR4eLrvdrmXLlikgIEC+vr5WxwQAAIATcKErgClNRYB58+Zp8eLFSkxMVP369dW9e/f0yoUs7Pjq1Zpbu3aq+0o3b67nvv02gxMBuBOurq6aMWOGvv32W/Xq1UtuzM0BAEgn2bNnV8eOHdWxY0fFxMRoypQp+vDDD9WnTx81bNhQixcvtjoiAAAA4DTueDigL7/8Uq1atdKmTZu0f/9+vfHGG+rdu3d6ZkMWdHL9+lsWAN622ykAAJnE0aNH1aBBA/3vf/9zaC9RooT69OlDAQAAkGHKlCm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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:52:41,450 INFO:Model CvT evaluation completed in 167.47 seconds.\n", "2025-01-13 20:52:41,450 INFO:\n", "=== Evaluating Swin on Test Datasets ===\n", "/tmp/ipykernel_7736/1849592376.py:359: 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", "2025-01-13 20:52:41,723 INFO:Loaded model weights from Swin_best.pth\n", "2025-01-13 20:52:41,723 INFO: === Dataset: a ===\n", "2025-01-13 20:52:43,045 INFO:Total samples: 3181\n", "2025-01-13 20:52:54,466 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": [ "2025-01-13 20:52:54,536 INFO: === Dataset: b ===\n", "2025-01-13 20:52:55,879 INFO:Total samples: 3181\n", "2025-01-13 20:53:07,476 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:53:07,549 INFO: === Dataset: c ===\n", "2025-01-13 20:53:08,885 INFO:Total samples: 3181\n", "2025-01-13 20:53:20,388 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:53:20,458 INFO: === Dataset: d ===\n", "2025-01-13 20:53:21,780 INFO:Total samples: 3181\n", "2025-01-13 20:53:33,515 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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NG2dYLBbj5MmTtlq3bt2MB10C/PcY0dHRRsmSJY3atWvbap988okhyTh//vwDc4eGhhpOTk52f2aGYRgzZ840JBmbN2+21VLq8wAAAInjaNfmffr0MSQZu3fvTtT7a9KkieHi4mIcPXrUVjt16pSRKVMmo3r16rba3LlzDUlG3bp1jdjYWLvzWa1W48qVK7Zau3btjIwZM9qdJ6Hr6DiSjGHDhtmeZ8mSJd53iP9q166dkT9/ftvz7777zpBkjB492m67Zs2aGRaLxThy5Ijd+VxcXOxqcd8Xpk6d+tDzxr2PiRMnGvv377e7Dp8+fbrh6elp3LhxI8HPIKHr0U6dOhkeHh7G7du3bbWGDRvavbc4cX9XChYsGO9YCf09iomJMapWrWr4+PgYFy5cMLp162ZkyJDB2Llz50Pfo2EYRpkyZQxvb2/j4sWLttrvv/9uODk5GQEBAbbasGHDDElG+/bt7fZ//fXXjRw5cjz0HNHR0Ya3t7dRpkwZu+8ns2bNMiQZNWrUeGROAEgOTAcEwBQvvfSStm7dqsaNG+v333/XhAkTVK9ePeXNm9duKPHzzz8vT09PbdiwQdK9u4qeeeYZBQQEKCwsTDdv3pRhGNq0aZOqVav2yPN6enrazenv4uKiChUq6NixY4nKvXr1auXMmVM5c+aUv7+/QkNDFRQUZLurJc61a9cSnI7n3+Jej4yMtP3/R+3zMHHHeZJjPEqXLl3snlssFr355ptauXKl3YJgixYtUt68eVW1alVJ96aOuXLlilq1aqULFy7YHlarVRUrVtS6deseet6VK1eqQoUKtuNJ9/4sO3bsqBMnTujAgQN22wcFBdndLRT3dyOxf87/9e233yo2NlbNmze3y58rVy4VKVLElj9LliySpJ9++inRQ4MfZeXKlcqdO7fdCBEPDw/bXfP/5u7ubvv5xo0bunDhgipXrizDMLR79+5Ene/fx7h8+bKuXr2qatWq2Q1Nj5sqYNmyZYqNjU3wOIsXL1bx4sVVrFgxu8+sdu3akvTIP/MHScrnAQAAEsfRrs2Tct0bExOj1atXq0mTJipYsKCtnjt3brVu3VqbNm2yHS9Ox44d7aZLrFatmmJiYnTy5MlHni+xsmbNqu3bt+vUqVOJ3mflypWyWq3q2bOnXf3dd9+VYRi26Zfi1K1b126EZalSpZQ5c+YkXRM/99xzKlWqlL7++mtJ0oIFC/Taa6/Jw8Mjwe3/fS157do1XbhwQdWqVdPNmzf1559/Jvq87dq1szvWgzg5OSk4OFjXr19X/fr1NWPGDA0aNEjly5d/6H6nT5/Wnj17FBgYaDetUalSpfTSSy9p5cqV8fbp3Lmz3fNq1arp4sWL8f7+/Ntvv/2mc+fOqXPnznbfTwIDA23fHQAgNdAEAGCaF154Qd9++60uX76sHTt2aNCgQbp27ZqaNWtm+6Wu1WpVpUqVbHMmbty4UdWqVVPVqlUVExOjbdu26cCBA7p06VKivmg888wzdhf0kpQtWzZdvnw5UZkrVqyoNWvWaNWqVfroo4+UNWtWXb58Od7w1EyZMunatWsPPVbc63FfXjJnzvzIfR4mc+bMdsdNbhkyZLCbVzVOixYtdOvWLdsXxOvXr2vlypV68803bZ/1X3/9JUmqXbu2rYkS91i9evUjF5w7efKknn322Xj14sWL217/t/9OhxQ3XVNi/5z/66+//pJhGCpSpEi8/AcPHrTlL1CggPr27asvvvhCXl5eqlevnqZPn25bD+BxnDx5UoULF4739zahzyM8PNz2RcbT01M5c+ZUjRo1JCnRGX744Qe9+OKLcnNzU/bs2ZUzZ0599tlndvu3aNFCVapU0TvvvCMfHx+1bNlS33zzjV1D4K+//tIff/wR7/MqWrSopMdfZDApnwcAAEg8R7o2T8p17/nz53Xz5s0HXkvGxsbGW+Mpua8lEzJhwgTt379fvr6+qlChgoYPH/7IX86fPHlSefLkidf8SOw1sZS07z5xWrdurcWLF+vIkSPasmWLWrdu/cBt//jjD73++uvKkiWLMmfOrJw5c9oaPUm5Ji5QoECity1UqJCGDx+unTt36rnnntOQIUMeuU/cZ/WgvxcXLlzQjRs37OqP8/ci7jxFihSxqzs7O9s1pQAgpbEmAADTubi46IUXXtALL7ygokWLKigoSIsXL9awYcMkSVWrVtWYMWN0+/Ztbdy4UYMHD1bWrFlVsmRJbdy4UT4+PpKUqC8acfPT/5fxn4W0HsTLy0t169aVJNWrV0/FihXTq6++qilTpqhv37627YoXL67du3crKipKrq6uCR5r7969cnZ2tl0QFitWTHv27FF0dHSCc14+SuHChZUhQwbt27cvUdv/9wtXnH8v2vVvrq6ucnKK3zt+8cUX5efnp2+++UatW7fW999/r1u3bqlFixa2beJ+ORwaGqpcuXLFO0aGDMn7z9GT/jn/V2xsrG1xu4SO/e85TD/++GMFBgZq2bJlWr16tXr27Klx48Zp27ZtCTZRkktMTIxeeuklXbp0SQMGDFCxYsWUMWNGRUREKDAw8IF37P9b3Fy+1atX14wZM5Q7d245Oztr7ty5dgvCubu7a8OGDVq3bp1WrFihVatWadGiRapdu7ZWr14tq9Wq2NhY+fv7a9KkSQmei/lPAQBImxzh2rxYsWKSpH379qlMmTJJeHeJ87i5knJ93bx5c1WrVk3/+9//tHr1ak2cOFHjx4/Xt99++1hrlSUkua6JW7VqpUGDBqlDhw7KkSOHXn755QS3u3LlimrUqKHMmTNr5MiRKlSokNzc3BQWFqYBAwYk6no0TmJGAfzb6tWrJUmnTp3SxYsXE/zO8aSS+zsGAKQmmgAA0pS4YZunT5+21apVq6bo6Gh9/fXXioiIsH2hqF69uu2LRtGiRW1fOFJTw4YNVaNGDY0dO1adOnVSxowZJUmvvvqqtm7dqsWLF9sNcY5z4sQJbdy4UXXr1rVd4DZq1Ehbt27V0qVL1apVqyRn8fDwUO3atfXLL7/o77//fuQvWePuXLly5Ypd/XGGOTdv3lxTpkxRZGSkFi1aJD8/P7344ou21+OGIXt7e9uaKEmRP39+HTp0KF49bkhx/vz5k3zMhDzoi1uhQoVkGIYKFChgu5P9Yfz9/eXv768PPvhAW7ZsUZUqVTRz5kyNHj36oedJSP78+bV//34ZhmG3338/j3379unw4cOaN2+eAgICbPU1a9bEO+aDzr906VK5ubnpp59+smtezZ07N962Tk5OqlOnjurUqaNJkyZp7NixGjx4sNatW2cbev7777+rTp06j3y/KfF5AACAJ5dWr83r168vq9Wq+fPnP3Jx4Jw5c8rDw+OB15JOTk7JdnNCUq+vc+fOra5du6pr1646d+6cypYtqzFjxjywCZA/f379/PPP8aYeTe5r4v/Kly+fqlSpovXr16tLly4PvIFn/fr1unjxor799ltVr17dVj9+/Hi8bZNy/fcoM2fO1Jo1azRmzBiNGzdOnTp10rJlyx66T9xn9aC/F15eXrbvdk8i7jx//fWXbVpMSbpz546OHz+u0qVLP/E5ACAxmA4IgCnWrVuX4B0TcXMv/ntYZsWKFeXs7Kzx48cre/bseu655yTd+wKybds2/frrr4m60yilDBgwQBcvXtTs2bNttU6dOsnb21v9+/ePN6z39u3bCgoKkmEYGjp0qK3euXNn5c6dW++++64OHz4c7zznzp2z/RL5QYYNGybDMNS2bVu7Ofrj7Nq1S/PmzZN074LUarXa5nSNM2PGjEe/6f9o0aKFoqKiNG/ePK1atUrNmze3e71evXrKnDmzxo4dqzt37sTb//z58w89foMGDbRjxw5t3brVVrtx44ZmzZolPz8/lShRIsmZExJ3of/fL25vvPGGrFarRowYEe/vrWEYunjxoqR789PevXvX7nV/f385OTkpKirK7jz/PceDNGjQQKdOndKSJUtstZs3b2rWrFl228XdmfTvfIZhaMqUKYl+n1arVRaLxe5utRMnTui7776z2+7SpUvxjhl3F17c+2zevLkiIiLs/ncR59atW3bDq1Pi8wAAAInnaNfmvr6+6tChg1avXq2pU6fGez02NlYff/yx/vnnH1mtVr388statmyZTpw4Ydvm7NmzWrBggapWrWqbXuhJZc6cWV5eXo+8vo6JiYk3NY63t7fy5Mljd834Xw0aNFBMTIymTZtmV//kk09ksViSbQRBQkaPHq1hw4apR48eD9wmoevR6OjoBL9fZMyY8YmmzIxz/Phx9e/fX02bNtX777+vjz76SMuXL1dISMhD98udO7fKlCmjefPm2V2H7t+/X6tXr1aDBg2eOJt0r5GWM2dOzZw5U9HR0bZ6cHBwoq9/ASA5MBIAgCl69Oihmzdv6vXXX1exYsUUHR2tLVu22O4iDwoKsm3r4eGhcuXKadu2bWrUqJHtrpHq1avrxo0bunHjhqlNgPr166tkyZKaNGmSunXrJmdnZ+XIkUNLlixRw4YNVbZsWb3zzjsqUaKEzpw5o+DgYB05ckRTpkxR5cqVbcfJli2b/ve//6lBgwYqU6aM2rRpo3LlykmSwsLC9PXXX6tSpUoPzVK5cmVNnz5dXbt2VbFixdS2bVsVKVJE165d0/r167V8+XJbIyFLlix68803NXXqVFksFhUqVEg//PDDY83VXrZsWRUuXFiDBw9WVFSU3VRA0r0vRJ999pnatm2rsmXLqmXLlsqZM6fCw8O1YsUKValSJd6XmX8bOHCgvv76a9WvX189e/ZU9uzZNW/ePB0/flxLly5NcJqixxH3eQ8ePFgtW7aUs7OzGjVqpEKFCmn06NEaNGiQTpw4oSZNmihTpkw6fvy4/ve//6ljx47q16+ffvnlF3Xv3l1vvvmmihYtqrt37yo0NFRWq1VNmza1O8/PP/+sSZMmKU+ePCpQoIAqVqyYYKYOHTpo2rRpCggI0K5du5Q7d26FhobGW4y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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:53:33,582 INFO: === Dataset: e ===\n", "2025-01-13 20:53:33,977 INFO:Total samples: 911\n", "2025-01-13 20:53:37,593 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:53:37,665 INFO: === Dataset: f ===\n", "2025-01-13 20:53:43,229 INFO:Total samples: 12911\n", "2025-01-13 20:54:28,961 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": [ "2025-01-13 20:54:29,032 INFO: === Dataset: g ===\n", "2025-01-13 20:54:31,667 INFO:Total samples: 6000\n", "2025-01-13 20:54:53,441 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:54:53,513 INFO: === Dataset: h ===\n", "2025-01-13 20:54:56,048 INFO:Total samples: 6000\n", "2025-01-13 20:55:18,003 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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e77zzjjZu3KgLFy4oMjLSbgEAAAAyMlN7AixdulT9+/fXrFmzVKVKFU2ZMkWNGjXSoUOH5Ovrm2D7RYsWadCgQZo7d66qVaumw4cPq0uXLrJYLJo8ebIJ7yDlhIUe1IWTUWbHAAAADubYsWPq3LmzNm/ebGsLCAhQSEiIypUrZ2IyIP240xumfv36du1MDAwAAJBx0RPgLlOLAJMnT1a3bt0UFBQkSZo1a5ZWrVqluXPnatCgQQm237p1q6pXr64OHTpIkvz8/NS+fXvt2LEjTXOnhoXDNtp+dvdyMS8IAABwGBERESpbtqyuXr0q6fZF7oABAzRq1Ci5urqanA5IPzZs2GB2BAAAAMA0phUBYmJitHv3bg0ePNjW5uTkpAYNGmjbtm2J7lOtWjUtXLhQO3fuVOXKlXX06FGtXr1anTp1SqvYqeZGVIzt546j6pgXBAAAOIzChQvrxRdf1Jdffik/Pz8tWLBANWvWNDsWkO7Url3b7AgAAABIY/QEuMu0IsD58+cVFxenPHny2LXnyZNHf/zxR6L7dOjQQefPn1eNGjVkGIZiY2PVvXt3vffee/c9T3R0tKKjo22v0/uYnzkLeKlGq9JmxwAAAA5i+vTpyps3r4YPHy4vLy+z4wDp1ubNm/XZZ5/p6NGjCg0NVYECBRQSEqKiRYuqRo0aZscDAAAAUo3pEwMnx8aNGzV27FjNnDlTe/bs0ddff61Vq1Zp1KhR991n3Lhx8vHxsS2FChVKw8QAAAAp48qVK+rSpYuWLFli154tWzZ99NFHFACAB1i+fLkaNWokd3d37dmzx/aQ0JUrVzR27FiT0wEAACBVWNJocQCmFQFy5colq9WqM2fO2LWfOXNGefPmTXSfoUOHqlOnTnrttdcUEBCgl156SWPHjtW4ceMUHx+f6D6DBw/WlStXbMvff/+d4u8FAAAgNW3cuFFly5bV/Pnz1aNHD508edLsSIBDGT16tGbNmqU5c+bI2dnZ1l69enXt2bPHxGQAAABA6jOtCODi4qKKFStq/fr1trb4+HitX79eVatWTXSf69evy8nJPrLVapUkGYaR6D6urq7y9va2WwAAABzBzZs39fbbb6tu3bqKiIiQJMXFxem3334zORngWA4dOqRatWolaPfx8dHly5fTPhAAAABSncViSZPFEZg2J4Ak9e/fX507d1alSpVUuXJlTZkyRdeuXVNQUJAkKTAwUAUKFNC4ceMkSc2aNdPkyZP19NNPq0qVKvrrr780dOhQNWvWzFYMAAAAyAjCw8PVsWNHHTx40NZWp04dBQcHq0iRIiYmAxxP3rx59ddff8nPz8+uPSwsTMWKFTMnFAAAAJBGTC0CtG3bVufOndOwYcN0+vRplS9fXmvWrLFNFhwREWH35P/7778vi8Wi999/XydPnlTu3LnVrFkzjRkzxqy3AAAAkKJiY2M1fvx4jRgxQrGxsZJu92wcO3as+vbtm6BXJICH69atm9566y3NnTtXFotFp06d0rZt2zRgwAANHTrU7HgAAABIBY7ylH5aMLUIIEm9evVSr169El23ceNGu9dZsmTR8OHDNXz48DRIBgAAkLZOnDih9u3ba9u2bba28uXLa+HChXrqqadMTAY4tkGDBik+Pl7169fX9evXVatWLbm6umrAgAHq3bu32fGQQQTVKa43Gz2h3D5uOvj3FQ1ZHK7w45cS3fbrAbVV7cncCdp/3PevOk7bIknK5eWqoa0CVLt0Hnm7O2v7n+c1ZPFeHTt7NVXfBwDHt2bFV/o2NESXL15QkeIl1bXnQJXwL5Potj+u/p82rVulv48fkSQVK1lK7bu+abf9js0/ad13y3X0zz90NeqKJnz6pfxKPJkm7wVAyuBRMgAAgHTCzc1Nf/75pyTJyclJQ4YM0Y4dOygAAI/JYrFoyJAhunjxog4cOKDt27fr3LlzGj58uE6dOmV2PGQAL1YqqBFtymrStwf13Kgf9ds/l7W4b03l8nJNdPuuM7cq4O1vbUvt4WsVGxevb3f/Y9smuGc1Fc6VVV1mbFXDUT/qnwvXFdq/pjxcGAoXwP1t3bhWCz77WK06dtP4TxeqSLEnNGZwb125dDHR7Q/+ulvV6zbS8ImzNHrqPOXMnUejB/XSxfNnbdtE37wh/zLl9cprFM7hWJgT4C6KAAAAAOlEnjx5NHv2bJUoUUJhYWEaPXq0XFxczI4FZBguLi4qXbq0KleuLE9PT/32228qVKiQ2bGQAbzR8Al9ufmYlmw9ocP/RumdhXt0IyZO7ar7Jbr95eu3dC4y2rbUKuWrGzFx+vaX20WAYnk8Val4Tg36Mlx7j1/SkTNX9e6Xe+TmbFWLyvzNAri/75Z/qfqNW6ju881VsEgxdXtrsFxc3bThh5WJbt9n8Gg1at5afiWeVIHCfure/30ZhqH94Ttt29Rq2FStOnVTQIXKafU2gBRBEeAuigAAAAAmWb58uc6fP2/X9tJLL+nAgQOqWrWqSakAAMnhbLWobJFs2vT73admDUPa/PsZVSqeM0nH6FCjqL7Z9beux8RJklyy3P6qfvNWnN0xo2PjVaVkrhRMDyAjib11S0cP/6GAClVsbU5OTgqoUFmHD+5L0jGio28qNjZWnl4+qRUTgAkoAgAAAKSxS5cuqUOHDmrVqpV69OghwzDs1ru6Jj58BAAg/cnh6aosViedi7xp134uMlq+3m4P3f9pv+wqVdBHizYfs7X9dTpK/1y4piEvl5GPh7OcrRb1ev5JFcjhIV+fhx8TQOYUeeWy4uPjlC17Drv2bNlz6PKlC0k6xpefT1OOnLl46h8ZgyWNFgdg+sTAAAAAmcm6desUFBSkkydPSpKWLVumTZs2qXbt2iYnA3A/0dHRio6Otmsz4m7JYnU2KREykvY1iurgP5ftJhGOjTPUdeY2Te5SSYemvqjYuHht+v2s1u//VxZHudsAwOF8syRYWzau1YiPPpOLCw+lABkJRYB0ICz0oC6cjDI7BgAASEXXr1/Xu+++q+nTp9vasmXLphkzZqhWrVomJgMyrn37Hjz0waFDh5J0nHHjxumDDz6wa8v6dGt5VmzzyNmQcVy8Gq3YuHjl/s9T/7m9XXX2P70D/svDxaoWzxTShJW/JVi3L+KyGoz8UV7uWeRiddKFqzFaPbiefj2R+OSeAODtk01OTlZd/s8kwJcvXVS27A8enmxlaIi+WRKsoeNnqkixkqkZE0gzjjJef1qgCJAOLBy20fazuxeT/wEAkNHs2rVLnTp1srvh2KBBA82bN08FCxY0MRmQsZUvX14WiyXBkFuSbO1J+XI4ePBg9e/f366tZN9VKZYTju1WnKF9Jy6rZilfrdl7SpJksUg1Svlq7k9HHrhvs0oF5eLspOXbI+67TdSNWElSUV9PlfPLrvErEhYMAECSsjg7q9gT/joQvlOVq9eRJMXHx+tA+C49/+L9C9crls7X14vmasi46Sr+ZOk0SgsgLVEESAduRMXYfu44qo55QQAAQIq6deuWxowZo9GjRysu7vbkjm5ubpowYYJ69uwpJyemZwJS07Fjxx6+URK4urommKuDoYBwr8/WHdbUrs/o1+OXFH7soro1KCkPlyxasuW4JGla12f076UbGvu/A3b7ta9RVGvCT+nStZgEx2xWsYAuRMXon4vXVaqAt0a3K6/vw0/q54Nn0uItAXBQL7R8RTMmjFCxJ0qrxJNPafX/Fin65g3VadRMkjR9/DDlyOWrDq/2knR7CKCvFnymPoNHyzdvPl2+eF6S5ObuITd3D0nS1cgrOn/2tC5eOCdJOvXPCUlSthw5lS0Hk5Uj/aInwF0UAdKRnAW8VKMVFVcAADKK7777zm4IkWeeeUYLFiyQv7+/iamAzKNIkSJmR0AmseKXf5TTy1XvvFhaub3d9NvfV9R+apjOR92eS6JADg/F/6dHSvE8nnq2ZC61mbwp0WP6+rhrRJtyyu3tprNXbuirbRH6+LuDqf5eADi2anWeU+TlS/pq/ixdvnRBfsWf0Htjp9mGAzp/9rQslrsPoqz7brlib93S5JHv2h2nVaduahP4hiTpl22bNPOju9e0U8a8l2AbAOmbxUisb2wGFhkZKR8fH125ckXe3t5mx5EkdS44RRdORilnAS/N/6ev2XEAAEAKMQxDL7/8sr799lsNHTpU7733npydeXoYGVd6vNb+r4CAAK1evVqFChV6rOPk7bYshRIBwOP5YWgjsyMAgCSpXGEvsyPYKTHg+zQ5z18fNU6T8zwOegIAAACkkMuXLytbtmy21xaLRbNnz9bx48f1zDPPmBcMgM3x48d169Yts2MAAAAAaYaBaAEAAB6TYRhauHCh/Pz89O2339qty507NwUAAAAAAEhjFoslTRZHQBEAAADgMVy4cEFt2rRRp06ddOXKFb322ms6d+6c2bEA3EfNmjXl7u5udgwAAAAgzTAckMnCQg/qwskos2MAAIBH8P3336tr1646ffq0ra1hw4aM+w+kY6tXrzY7AgAAANKAgzyknyYoAphs4bCNtp/dvVzMCwIAAJLs6tWrGjBggD777DNbW44cOTRr1iy1bt3axGQA7ufPP//Uhg0bdPbsWcXHx9utGzZsmEmpAAAAgNRHEcBkN6JibD93HFXHvCAAACBJtm3bpk6dOunIkSO2tsaNG+uLL75Qvnz5TEwG4H7mzJmjHj16KFeuXMqbN6/d2K0Wi4UiAAAAQAbkKOP1pwWKAOlEzgJeqtGqtNkxAADAAyxYsEBBQUG2p4g9PDw0efJkvf7661xgAunY6NGjNWbMGL377rtmRwEAAADSHEUAAACAJKpbt668vLx05coVVa1aVQsWLFCJEiXMjgXgIS5dusRQXQAAAJkMz2nd5WR2AAAAAEdRqFAhzZw5U2PGjNGmTZsoAAAOonXr1lq7dq3ZMQAAAABT0BMAAAAgEcePH9eQIUM0c+ZM+fj42No7dOhgYioAj6JEiRIaOnSotm/froCAADk7O9ut79Onj0nJAAAAkFqcnOgKcAdFAAAAgHsYhqHg4GC99dZbioqKkrOzs4KDg82OBeAxzJ49W56envr555/1888/262zWCwUAQAAAJChUQQAAAD4f2fPntXrr7+uFStW2No2btyoixcvKkeOHCYmA/A4jh07ZnYEAAAApDHmBLiLOQEAAAAkrVy5UgEBAXYFgC5dumjfvn0UAIAMxDAMGYZhdgwAAAAgzVAEAAAAmVpkZKReffVVvfjiizp79qwkKVeuXPrf//6nefPmydvb2+SEAFLCggULFBAQIHd3d7m7u6ts2bIKCQkxOxYAAABSicViSZPFETAcEAAAyLQ2b96swMBAHT9+3NbWrFkzzZkzR3ny5DEvGIAUNXnyZA0dOlS9evVS9erVJUlhYWHq3r27zp8/r379+pmcEAAAAEg9FAEAAECmtW/fPlsBwNPTU1OnTlVQUJDDPM0BIGmmTZumTz/9VIGBgba25s2b66mnntKIESMoAgAAAGRAfK27iyKAicJCD+rCySizYwAAkGm9+eabWrlypW7cuKH58+eraNGiZkcCkAr+/fdfVatWLUF7tWrV9O+//5qQCAAAAEg7zAlgooXDNtp+dvdyMS8IAACZQFxcnNatW2fXZrFYtHTpUm3YsIECAJCBlShRQl999VWC9qVLl6pkyZImJAIAAEBqY06Au+gJYKIbUTG2nzuOqmNeEAAAMrgjR44oMDBQW7du1bp169SgQQPbumzZspkXDECa+OCDD9S2bVtt2rTJNifAli1btH79+kSLAwAAAEBGQk+AdCBnAS/VaFXa7BgAAGQ4hmFo9uzZKleunLZu3SpJeu211xQTE/OQPQFkJC1bttSOHTuUM2dOffPNN/rmm2+UK1cu7dy5Uy+99JLZ8QAAAJAK6AlwFz0BAABAhvTvv//qtdde0+rVq21txYoV04IFC+TiwjB8QGZTsWJFffnll2bHAAAAANIcRQAAAJDhLFu2TN27d9eFCxdsbd26ddOkSZPk5eVlYjIAacnJyemhT2dZLBbFxsamUSIAAACkFQd5SD9NUAQAAAAZxuXLl9W7d28tXLjQ1pYnTx59/vnneuGFF0xMBsAM//vf/+67btu2bfrkk08UHx+fhokAAACAtEcRAAAAZBjdunXTsmXLbK9ffvllzZo1S7lz5zYxFQCzvPjiiwnaDh06pEGDBunbb7/VK6+8opEjR5qQDAAAAKnNUcbrTwtMDAwAADKMcePGycPDQ97e3lqwYIGWLVtGAQCAJOnUqVPq1q2bAgICFBsbq71792r+/PkqUqSI2dEAAACAVEVPAAAA4LBiYmLsJvktUaKEli5dqrJly6pw4cImJgOQXly5ckVjx47VtGnTVL58ea1fv141a9Y0OxYAAABSGR0B7qInAAAAcDixsbEaOXKkKlSooOvXr9ute+GFFygAAJAkTZgwQcWKFdN3332nxYsXa+vWrRQAAAAAkOnQEwAAADiUQ4cOKTAwUDt37pQkvfPOO5o+fbrJqQCkR4MGDZK7u7tKlCih+fPna/78+Ylu9/XXX6dxMgAAAKQ25gS4iyIAAABwCIZhaObMmRo4cKBu3LghSbJarcqZM6cMw+ACD0ACgYGB/H8DAAAAMj2KAAAAIN07efKkgoKCtG7dOlvbE088oQULFqhKlSomJgOQngUHB5sdAQAAACbhWZC7mBMAAACka4sXL1aZMmXsCgA9e/ZUeHg4BQAAAAAAAB6CngAAACBdMgxDXbp00YIFC2xt+fPn17x58/Tcc8+ZmAwAAAAAkN4xLORd9AQAAADpksViUenSpW2v27Vrp/3791MAAAAAAAAgGegJAAAA0q0BAwZo69atat++vdq1a2d2HAAAAACAg6AjwF0UAQAAQLqwfft27dq1S71797a1Wa1WrVixwsRUAAAAAAA4NooAAADAVDExMRo1apTGjh0rSapYsaKqVatmcioAAAAAgCNjToC7mBMAAACY5uDBg6patapGjx6t+Ph4xcfHa/r06WbHAgAAAAAgw6AIAAAA0lx8fLymTJmiChUqaM+ePZKkLFmyaNSoUVqwYIHJ6QAAAAAAjs5iSZvFETAcEAAASFMRERHq0qWLNmzYYGsrVaqUQkJCVLFiRROTAQAAAACQ8dATAAAApAnDMLRgwQIFBATYFQD69u2r3bt3UwAAAAAAAKQYi8WSJosjoCcAAABIE7Gxsfr4448VGRkpSSpUqJCCg4NVr149k5MBAAAAAJBx0RMAAACkCWdnZ4WEhMjV1VWdOnXSvn37KAAAAAAAAFIFcwLcRU8AAACQKqKionTu3DkVK1bM1lamTBn99ttvKl68uInJAAAAAADIPOgJAAAAUlxYWJjKlSunFi1aKDo62m4dBQAAAAAAQGpjToC7KAIAAIAUEx0drUGDBqlWrVo6duyY9u/fr5EjR5odCwAAAACATIvhgAAAQIrYv3+/OnbsqH379tnaqlevrldffdXEVAAAAACAzMhBHtJPE/QEAAAAjyUuLk4TJ05UpUqVbAUAZ2dnffjhh/r555/t5gQAAAAAAABpi54AAADgkR07dkydO3fW5s2bbW0BAQEKCQlRuXLlTEwGAAAAAMjMHGW8/rRAEQAAADySy5cvq0KFCrp8+bKk2xdYAwYM0KhRo+Tq6mpuOAAAAAAAIInhgAAAwCPKli2bevfuLUny8/PTxo0bNWHCBAoAAAAAAADTWSyWNFkcAT0BAABAkhmGYXeRM3ToUDk7O+utt96St7e3ickAAAAAAEBi6AkAAAAe6sqVK+rSpYvGjRtn1+7s7KyhQ4dSAAAAAAAApCsWS9osjoCeAAAA4IE2btyozp07KyIiQlmyZFHjxo319NNPmx0LAAAAAAAkAT0BAABAom7evKm3335bdevWVUREhCTJ3d3d9jMAAAAAAOkVcwLcRU8AAACQQHh4uDp27KiDBw/a2urUqaPg4GAVKVLExGQAAAAAACA56AkAAABsYmNjNWbMGFWuXNlWAHB1ddWkSZO0fv16CgAAAAAAAIfAnAB30RMAAABIkk6dOqVWrVpp27Zttrby5csrJCREZcqUMTEZAAAAAAB4VPQEAAAAkqTs2bPr0qVLkiQnJye999572rFjBwUAAAAAAIDDYU6AuygCAAAASbcn/Q0JCZG/v782b96sMWPGyMXFxexYAAAAAAAkG8MB3cVwQAAAZFKhoaEqW7asnnzySVtbpUqVdODAAVmtVhOTAQAAAACAlPJYPQFu3ryZUjkAAEAauXTpkl555RW1adNGgYGBio2NtVtPAQAAAAAA4OicLJY0WRxBsosA8fHxGjVqlAoUKCBPT08dPXpUkjR06FB98cUXKR4QAACknB9//FEBAQFatGiRJGnnzp363//+Z3IqAAAAAACQWpJdBBg9erSCg4M1YcIEu3GCy5Qpo88//zxFwwEAgJRx/fp19enTRw0bNtTJkyclSdmyZdOXX36pVq1amZwOAAAAAICUxZwAdyW7CLBgwQLNnj1br7zyit1wAeXKldMff/yRouEAAMDj27VrlypUqKBp06bZ2ho0aKD9+/erQ4cOsjjKVQsAAAAAAEi2ZBcBTp48qRIlSiRoj4+P161bt1IkFAAAeHy3bt3SiBEjVLVqVR06dEiS5Obmpk8++UQ//PCDChYsaHJCAAAAAABSh8ViSZPFESS7CFC6dGlt3rw5QfuyZcv09NNPp0iozCAs9KAunIwyOwYAIAPbvXu3Ro4cqbi4OEnSM888o/DwcPXu3VtOTsm+BAAAAAAAAI9pxowZ8vPzk5ubm6pUqaKdO3c+cPvLly+rZ8+eypcvn1xdXfXEE09o9erVyTpnluSGHDZsmDp37qyTJ08qPj5eX3/9tQ4dOqQFCxbou+++S+7hMq2Fwzbafnb3crn/hgAAPKJnn31W/fr109SpUzV06FC99957cnZ2NjsWAAAAAACpzikdPqS/dOlS9e/fX7NmzVKVKlU0ZcoUNWrUSIcOHZKvr2+C7WNiYtSwYUP5+vpq2bJlKlCggE6cOKFs2bIl67zJfgzwxRdf1Lfffqsff/xRWbNm1bBhw/T777/r22+/VcOGDZN7uEzrRlSM7eeOo+qYFwQAkGGcPn1a8fHxdm1jxozRzp07NXz4cAoAAAAAAACYaPLkyerWrZuCgoJUunRpzZo1Sx4eHpo7d26i28+dO1cXL17UN998o+rVq8vPz0+1a9dWuXLlknXeRxoLoGbNmlq3bp3Onj2r69evKywsTM8999yjHCrTy1nASzValTY7BgDAgRmGoS+//FL+/v52k/9Kt+cAqFChgknJAAAAAAAwR3qbEyAmJka7d+9WgwYNbG1OTk5q0KCBtm3blug+K1euVNWqVdWzZ0/lyZNHZcqU0dixY23D/iZVsosAxYoV04ULFxK0X758WcWKFUvu4QAAwGO4cOGC2rRpo44dO+rKlSsaNGiQfv/9d7NjAQAAAACQKURHRysyMtJuiY6OTrDd+fPnFRcXpzx58ti158mTR6dPn0702EePHtWyZcsUFxen1atXa+jQoZo0aZJGjx6drIzJLgIcP3480UpDdHS0Tp48mdzDAQCAR7R69WqVKVNGy5Yts7W1bNlS+fLlMzEVAAAAAADms1jSZhk3bpx8fHzslnHjxqXIe4iPj5evr69mz56tihUrqm3bthoyZIhmzZqVrOMkeWLglStX2n7+4Ycf5OPjY3sdFxen9evXy8/PL1knl27Phjxx4kSdPn1a5cqV07Rp01S5cuX7bn/58mUNGTJEX3/9tS5evKgiRYpoypQpatKkSbLPDQCAI7p69aoGDBigzz77zNaWI0cOzZo1S61btzYxGQAAAAAAmcvgwYPVv39/uzZXV9cE2+XKlUtWq1Vnzpyxaz9z5ozy5s2b6LHz5csnZ2dnWa1WW1upUqV0+vRpxcTEyMXFJUkZk1wEaNGihaTbYyl17tzZbp2zs7P8/Pw0adKkpB5OknmzIQMA4Ki2bt2qwMBAHTlyxNbWuHFjffHFF/QAAAAAAADg/1mU9PH6H4erq2uiN/3/y8XFRRUrVtT69ett99rj4+O1fv169erVK9F9qlevrkWLFik+Pl5OTrcH9Tl8+LDy5cuX5AKAlIzhgOLj4xUfH6/ChQvr7Nmzttfx8fGKjo7WoUOH9MILLyT5xJJ5syEDAOCIvvnmG9WsWdNWAPDw8NCsWbO0atUqCgAAAAAAAKRz/fv315w5czR//nz9/vvv6tGjh65du6agoCBJUmBgoAYPHmzbvkePHrp48aLeeustHT58WKtWrdLYsWPVs2fPZJ03yT0B7jh27Fhyd0nUndmQ731TyZkNecWKFcqdO7c6dOigd999165LBAAAGVH9+vVVpEgRHTt2TFWrVtWCBQtUokQJs2MBAAAAAJDuOKVNR4Bkadu2rc6dO6dhw4bp9OnTKl++vNasWWObLDgiIsL2xL8kFSpUSD/88IP69eunsmXLqkCBAnrrrbf07rvvJuu8yS4CSNK1a9f0888/KyIiQjExMXbr+vTpk6RjPGg25D/++CPRfY4ePaqffvpJr7zyilavXq2//vpLb775pm7duqXhw4cnuk90dLTdbMyRkZFJygcAQHrj5eWl+fPna/PmzXrnnXeUJcsj/TMOAAAAAABM0qtXr/sO/7Nx48YEbVWrVtX27dsf65zJvnsQHh6uJk2a6Pr167p27Zpy5Mih8+fPy8PDQ76+vkkuAjyKe2dDtlqtqlixok6ePKmJEyfetwgwbtw4ffDBB6mWCQCA1HD8+HH17t1b06ZNk5+fn629Zs2aqlmzpnnBAAAAAABwABZLOuwKYJIkzwlwR79+/dSsWTNdunRJ7u7u2r59u06cOKGKFSvqo48+SvJxHnU25CeeeOK+syEnZvDgwbpy5Ypt+fvvv5OcEQCAtGYYhubNm6eyZcvqu+++U5cuXRQfH292LAAAAAAA4KCSXQTYu3ev3n77bTk5OclqtSo6OlqFChXShAkT9N577yX5OPfOhnzHndmQq1atmug+1atX119//WV3M+RhsyG7urrK29vbbgEAID06e/asXnrpJXXt2lVRUVGSbvcIoIANAAAAAEDyWCxpsziCZBcBnJ2dbZMT+Pr6KiIiQpLk4+OT7JsUZs2GDABAerNixQqVKVNGK1assLV16dJF+/btU5EiRUxMBgAAAAAAHFmy5wR4+umntWvXLpUsWVK1a9fWsGHDdP78eYWEhKhMmTLJOpZZsyEDAJBeREZGql+/fpo7d66tLVeuXJozZ45atGhhXjAAAAAAAByYk6M8pp8Gkl0EGDt2rG2IgjFjxigwMFA9evRQyZIl9cUXXyQ7gBmzIQMAkB5s2bJFHTt21PHjx21tzZo105w5c2wFcQAAAAAAgMeR7CJApUqVbD/7+vpqzZo1KRoIAIDMIjIy0lYA8PT01NSpUxUUFCQLTysAAAAAAPBY+Gp9V7LnBLifPXv26IUXXkipwwEAkOE1btxYb7zxhmrWrKl9+/apa9euFAAAAAAAAECKSlYR4IcfftCAAQP03nvv6ejRo5KkP/74Qy1atNAzzzyj+Pj4VAkJAICji4uL09KlS2UYhl37lClTtGHDBhUtWtSkZAAAAAAAZDwWiyVNFkeQ5CLAF198ocaNGys4OFjjx4/Xs88+q4ULF6pq1arKmzevDhw4oNWrV6dmVgAAHNKRI0dUq1YttWvXLsH8OW5ubrJarSYlAwAAAAAAGV2SiwBTp07V+PHjdf78eX311Vc6f/68Zs6cqf3792vWrFkqVapUauYEAMDhGIah2bNnq1y5ctq6dask6e2339aVK1dMTgYAAAAAQMZmsaTN4giSXAQ4cuSIWrduLUl6+eWXlSVLFk2cOFEFCxZMtXAAADiq06dPq1mzZnrjjTd07do1SVKxYsW0evVq+fj4mJwOAAAAAABkFlmSuuGNGzfk4eEh6fZ4Sq6ursqXL1+qBQMAwFEtW7ZM3bt314ULF2xt3bp10+TJk+Xp6WliMgAAAAAAMgcnR3lMPw0kuQggSZ9//rnt5kVsbKyCg4OVK1cuu2369OmTcukAAHAgly9fVu/evbVw4UJbW548efTFF1+oadOmJiYDAAAAAACZVZKLAIULF9acOXNsr/PmzauQkBC7bSwWC0UAAECmNWzYMLsCQMuWLTVr1qwEBXMAAAAAAJC66AdwV5KLAMePH0/FGAAAOL4RI0Zo+fLlunr1qqZPn66OHTvKQvdDAAAAAABgomQNBwQAAO66evWq3Rj/OXLk0PLly5U/f34VLlzYxGQAAAAAAGRuPJR3l5PZAQAAcDSxsbEaOXKkSpQooX///ddu3bPPPksBAAAAAAAApBv0BAAAIBkOHz6sTp06aefOnZKkV199VatWreIJAwAAAAAA0hEnvqbb0BMAAIAkMAxDM2bMUPny5W0FAKvVqkqVKikuLs7kdAAAAAAAAImjJwAAAA9x8uRJBQUFad26dba2kiVLKiQkRFWqVDExGQAAAAAASAw99u96pJ4AR44c0fvvv6/27dvr7NmzkqTvv/9ev/32W4qGAwDAbIsXL1aZMmXsCgA9e/ZUeHg4BQAAAAAAAJDuJbsI8PPPPysgIEA7duzQ119/ratXr0qSfv31Vw0fPjzFAwIAYJaePXuqQ4cOunz5siQpf/78+uGHHzR9+nRlzZrV3HAAAAAAAOC+LJa0WRxBsosAgwYN0ujRo7Vu3Tq5uLjY2uvVq6ft27enaDgAAMxUr14928/t2rXT/v379dxzz5mYCAAAAAAAIHmSPSfA/v37tWjRogTtvr6+On/+fIqEAgAgPWjZsqV69eql6tWrq127dmbHAQAAAAAAScScAHcluydAtmzZ9O+//yZoDw8PV4ECBVIkFAAAaW3Hjh169913E7RPmzaNAgAAAAAAAHBYye4J0K5dO7377rsKDQ2VxWJRfHy8tmzZogEDBigwMDA1MgIAkGpu3bqlkSNHauzYsYqPj1f58uXVvn17s2MBQKazcuXKJG/bvHnzVEwCAACAjMCJjgA2yS4CjB07Vj179lShQoUUFxen0qVLKy4uTh06dND777+fGhkBAEgVBw8eVKdOnbRnzx5b24IFC9SuXTu6DQJAGmvRokWStrNYLIqLi0vdMAAAAEAGkuwigIuLi+bMmaOhQ4fqwIEDunr1qp5++mmVLFkyNfIBAJDi4uPjNXXqVA0ePFjR0dGSpCxZsmj48OEaNGgQBQAAMEF8fLzZEQAAAJCB8N3+rmQXAcLCwlSjRg0VLlxYhQsXTo1MAACkmoiICHXp0kUbNmywtZUqVUohISGqWLGiickAAAAAAABSXrKLAPXq1VOBAgXUvn17dezYUaVLl06NXAAApCjDMBQSEqLevXsrMjLS1t63b1+NHTtW7u7uJqYDAPzXtWvX9PPPPysiIkIxMTF26/r06WNSKgAAADgK+gHclewiwKlTp7RkyRItXrxYH374ocqWLatXXnlF7du3V8GCBVMjIwAAKWL58uW2AkChQoUUHBysevXqmZwKAPBf4eHhatKkia5fv65r164pR44cOn/+vDw8POTr60sRAAAAAEgGp+TukCtXLvXq1UtbtmzRkSNH1Lp1a82fP19+fn7cSAEApFsWi0WzZ89W7ty51alTJ+3bt49/twAgnerXr5+aNWumS5cuyd3dXdu3b9eJEydUsWJFffTRR2bHAwAAgANwsljSZHEEyS4C3Kto0aIaNGiQPvzwQwUEBOjnn39OqVwAADyWq1evKjw83K4tT5482rdvnxYsWKBs2bKZEwwA8FB79+7V22+/LScnJ1mtVkVHR6tQoUKaMGGC3nvvPbPjAQAAAA7lkYsAW7Zs0Ztvvql8+fKpQ4cOKlOmjFatWpWS2QAAeCRhYWEqV66cGjdurPPnz9uty5s3r0mpAABJ5ezsLCen219VfH19FRERIUny8fHR33//bWY0AAAAOAiLJW0WR5DsIsDgwYNVtGhR1atXTxEREZo6dapOnz6tkJAQPf/886mREQCAJImOjtagQYNUq1YtHT16VGfOnFG/fv3MjgUASKann35au3btkiTVrl1bw4YN05dffqm+ffuqTJkyJqcDAAAAHEuyJwbetGmTBg4cqDZt2ihXrlypkQkAgGTbv3+/OnbsqH379tnaqlevrhEjRpgXCgDwSMaOHauoqChJ0pgxYxQYGKgePXqoZMmSmjt3rsnpAAAA4AgsjvKYfhpIdhFgy5YtqZEDAIBHEhcXp8mTJ+v9999XTEyMpNvDSIwcOVIDBw6U1Wo1OSEAILkqVapk+9nX11dr1qwxMQ0AAADg2JJUBFi5cqUaN24sZ2dnrVy58oHbNm/ePEWCAQDwMMeOHVPnzp21efNmW1uZMmUUEhKi8uXLmxcMAAAAAACYio4AdyWpCNCiRQudPn1avr6+atGixX23s1gsiouLS6lsAADcV0xMjGrWrKmTJ09Kuv1v0IABAzRq1Ci5urqanA4A8DiKFi36wO7bR48eTcM0AAAAgGNLUhEgPj4+0Z8BADCLi4uLxowZoy5dusjPz0/z589XrVq1zI4FAEgBffv2tXt969YthYeHa82aNRo4cKA5oQAAAOBQnOgKYJPsOQEWLFigtm3bJnjKMiYmRkuWLFFgYGCKhQMA4F5xcXF2Y/wHBgbq2rVr6tixo7y9vU1MBgBISW+99Vai7TNmzNAvv/ySxmkAAAAAx+aU3B2CgoJ05cqVBO1RUVEKCgpKkVAAANzrypUr6tKli15//XW7dovFojfffJMCAABkEo0bN9by5cvNjgEAAAAHYLGkzeIIkt0TwDCMRMfn/Oeff+Tj45MioQAAuGPjxo3q3LmzIiIiJN2egP7FF180ORUAwAzLli1Tjhw5zI4BAAAAOJQkFwGefvppWSwWWSwW1a9fX1my3N01Li5Ox44d0/PPP58qIQEAmc/Nmzc1ZMgQTZ482dbm5eWlmzdvmpgKAJAW7nz3uMM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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:55:18,070 INFO: === Dataset: i ===\n", "2025-01-13 20:55:20,571 INFO:Total samples: 6000\n", "2025-01-13 20:55:42,240 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": [ "2025-01-13 20:55:42,308 INFO: === Dataset: j ===\n", "2025-01-13 20:55:44,856 INFO:Total samples: 6000\n", "2025-01-13 20:56:06,275 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:56:06,348 INFO: === Dataset: k ===\n", "2025-01-13 20:56:08,919 INFO:Total samples: 6000\n", "2025-01-13 20:56:30,512 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": [ "2025-01-13 20:56:30,581 INFO: === Dataset: l ===\n", "2025-01-13 20:56:38,565 INFO:Total samples: 18911\n", "2025-01-13 20:57:45,939 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": [ "2025-01-13 20:57:46,010 INFO:Model Swin evaluation completed in 304.56 seconds.\n", "2025-01-13 20:57:46,010 INFO:\n", "=== Evaluating CaiT on Test Datasets ===\n", "/tmp/ipykernel_7736/1849592376.py:359: 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", "2025-01-13 20:57:46,182 INFO:Loaded model weights from CaiT_best.pth\n", "2025-01-13 20:57:46,182 INFO: === Dataset: a ===\n", "2025-01-13 20:57:47,514 INFO:Total samples: 3181\n", "2025-01-13 20:57:57,921 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": [ "2025-01-13 20:57:57,991 INFO: === Dataset: b ===\n", "2025-01-13 20:57:59,350 INFO:Total samples: 3181\n", "2025-01-13 20:58:09,640 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:58:09,711 INFO: === Dataset: c ===\n", "2025-01-13 20:58:11,116 INFO:Total samples: 3181\n", "2025-01-13 20:58:21,412 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": [ "2025-01-13 20:58:21,496 INFO: === Dataset: d ===\n", "2025-01-13 20:58:22,837 INFO:Total samples: 3181\n", "2025-01-13 20:58:33,222 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": [ "2025-01-13 20:58:33,294 INFO: === Dataset: e ===\n", "2025-01-13 20:58:33,695 INFO:Total samples: 911\n", "2025-01-13 20:58:37,207 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:58:37,277 INFO: === Dataset: f ===\n", "2025-01-13 20:58:42,715 INFO:Total samples: 12911\n", "2025-01-13 20:59:22,927 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:59:22,998 INFO: === Dataset: g ===\n", "2025-01-13 20:59:25,550 INFO:Total samples: 6000\n", "2025-01-13 20:59:44,493 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 20:59:44,560 INFO: === Dataset: h ===\n", "2025-01-13 20:59:47,084 INFO:Total samples: 6000\n", "2025-01-13 21:00:06,132 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": [ "2025-01-13 21:00:06,199 INFO: === Dataset: i ===\n", "2025-01-13 21:00:08,717 INFO:Total samples: 6000\n", "2025-01-13 21:00:27,656 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": [ "2025-01-13 21:00:27,724 INFO: === Dataset: j ===\n", "2025-01-13 21:00:30,421 INFO:Total samples: 6000\n", "2025-01-13 21:00:49,491 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": [ "2025-01-13 21:00:49,562 INFO: === Dataset: k ===\n", "2025-01-13 21:00:52,177 INFO:Total samples: 6000\n", "2025-01-13 21:01:11,345 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:01:11,418 INFO: === Dataset: l ===\n", "2025-01-13 21:01:19,657 INFO:Total samples: 18911\n", "2025-01-13 21:02:18,562 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": [ "2025-01-13 21:02:18,636 INFO:Model CaiT evaluation completed in 272.63 seconds.\n", "2025-01-13 21:02:18,637 INFO:\n", "=== Evaluating DeiT on Test Datasets ===\n", "/tmp/ipykernel_7736/1849592376.py:359: 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", "2025-01-13 21:02:18,888 INFO:Loaded model weights from DeiT_best.pth\n", "2025-01-13 21:02:18,888 INFO: === Dataset: a ===\n", "2025-01-13 21:02:20,263 INFO:Total samples: 3181\n", "2025-01-13 21:02:30,608 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:02:30,676 INFO: === Dataset: b ===\n", "2025-01-13 21:02:32,031 INFO:Total samples: 3181\n", "2025-01-13 21:02:42,231 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:02:42,301 INFO: === Dataset: c ===\n", "2025-01-13 21:02:43,640 INFO:Total samples: 3181\n", "2025-01-13 21:02:53,818 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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94eHhKT5DpKZ48eJG586dzef9+/c3JNndk164cMEoUaKEERgYaN7HJV+vbNmyRnx8vLlv8ueF/fv33/K6N/8tTJs2zcifP79579a6dWujQYMGab4H/70fTUhIMCpUqGA0bNjQbjxv3rx2ry1Z8v18u3bt0tx2s5MnTxq+vr5GkyZNjPj4eKNKlSrGAw88YMTGxt7yNZ4+fdpwdXU1nnjiCbv732nTphmSjLlz55pj9evXNyQZCxcuNMfi4+ONgIAA4/nnn7/ldf744w/DycnJeO6551LcZ3PvCiA7sRIAQI6WL18+XbhwQdK/pUo2bdpkzvKOiYlRTEyMzp49q6ZNm+qPP/5IsaQ3sw0bNkyFChVSQECA6tatq99++00TJ060K3uTHG9qJX1ulj9/fsXFxUmS+b+3O+ZWMuMct1KiRAk1bdrUbuyhhx5S5cqVtWzZMnMsMTFRK1asUIsWLcx6scuXL5e3t7eaNGli/t5iYmJUtWpV5cuXT5s3b07zuidPnlRERIS6dOkiX19fc7xixYpq0qRJqst8e/ToYfe8bt26Onv2rPkeZdTy5ctVtmxZlSlTxi7+hg0bSpIZv4+PjyTpiy++UFJS0h1d62aJiYn6+uuv1bJlS7sVImXLlk3xu5BkV583NjZWMTExql+/vo4cOWK3tDwtbm5uZvO5xMREnT171ixptHfvXnM/Hx8f/f3339qzZ0+q5zEMQytXrlSLFi1kGIbde9a0aVPFxsbanS+9kpKStHr1arVo0cKuVnGy1MpbAQCAzJNT7s3j4uLSfc/7448/6vTp0+rVq5fZl0CSmjdvrjJlyqQopSOlfi955MiRuwv6Jt7e3pKkr7/+OkMrGdetW6caNWrYlUDKly+funXrpqioKB04cMBu/+DgYLm6uprPk0uZZuS1vPjii7py5Yq++uorXbhwQV999VWapYAk+/vRc+fOKTY2VnXr1s3wvd9/fwdpCQgI0PTp07VhwwbVrVtXERERmjt3rry8vG553LfffquEhAT179/frvly165d5eXlleLvIl++fHY9K1xdXVWjRo3bvperV69WUlKShg4dmqLJM/euALITSQAAOdrFixfNG/w///xThmFoyJAhKlSokN1j2LBhkv5t0JWVunXrpg0bNujLL7/UgAEDdOXKFbM+aLLkeJM/IKXlwoUL5r7JN6m3O+ZWMuMct3Kr0kY7duwwP+Rt2bJFp0+ftiuT88cffyg2NlZ+fn4pfncXL1685e/t6NGjkqSHH344xbayZcsqJiZGly5dshv/b0ml5HJN6e0/8F9//PGHfv311xSxP/TQQ5Ju/N21adNGderU0auvvip/f3+1bdtWn3322R0nBM6cOaMrV66odOnSKbal9n7s2LFDjRs3NvsmFCpUyOxHkJ4kQFJSkj744AOVLl1abm5uKliwoAoVKqR9+/bZHf/WW28pX758qlGjhkqXLq3evXubJY+S4z5//rxmzZqV4j0LDg6WdGf/rZ45c0ZxcXGqUKFCho8FAAB3L6fcm3t5eaX7nvdW95JlypQxtydzd3dPUdqnQIECd3wfmZoSJUooJCREn3zyiQoWLKimTZtq+vTpt71fO3r0aJr3xMnbb5YZ98SFChVS48aNtXjxYn3++edKTEy0mwD1X1999ZUeffRRubu7y9fXV4UKFdJHH32UrnvRm6X12SM1bdu2VfPmzbV792517dpVjRo1uu0xaf1duLq6qmTJkiney/vvvz/Fl/bp+bs4fPiwnJycsryJNADcDm3VAeRYf//9t2JjY1WqVClJMr9IHThwYKqzoCWZ+2aV0qVLq3HjxpKkp59+Ws7Ozho0aJAaNGhgzkwuVaqU8uTJo3379qV5nvj4eB08eDDFMfv377/j2MqUKSPp3zqYLVu2vO3+ac08+W9SI9nNs3pu1qZNG4WGhmr58uXq37+/PvvsM3l7e+vJJ58090lKSpKfn58WLVqU6jkyUkM1PdLqiWAYxh2dLykpSUFBQZo0aVKq24sVKybp3/do27Zt2rx5s9auXav169dr2bJlatiwob755pss6dWQ7PDhw2rUqJHKlCmjSZMmqVixYnJ1ddW6dev0wQcfpCsRMXbsWA0ZMkQvv/yyRo0aJV9fXzk5Oal///52x5ctW1YHDx7UV199pfXr12vlypWaMWOGhg4dqhEjRpj7dujQQZ07d071WhUrVsycFw4AALJFTro3L1OmjMLDw/XXX3+Z92GZ5W7u1zJyfz1x4kR16dJFX3zxhb755hu99tprGjdunHbt2qX777//jmO4WWbdE7dv315du3ZVdHS0mjVrZq5+/a/vvvtOzzzzjOrVq6cZM2aocOHCcnFx0bx587R48eIMXTOtzx6pOXv2rH788UdJ0oEDB5SUlJRi1v3dyuzPFwCQ3UgCAMixwsLCJMn8UFGyZElJkouLi/lFvNUGDx6s2bNn65133tH69eslSXnz5lWDBg20adMmHT16VMWLF09x3Geffab4+Hg9/fTTkiRPT081bNhQmzZtuuMPM4899pgKFCigJUuW6O23377tB5jkmUDnz5+3u5H/76yX2ylRooRq1KihZcuWqU+fPvr888/VsmVLubm5mfs8+OCD+vbbb1WnTp0M3dBLMt+/gwcPptj2+++/q2DBgsqbN2+GzpmWtD64Pfjgg/r555/VqFGj2y7bdXJyUqNGjdSoUSNNmjRJY8eO1eDBg7V582Y1btw4Q8t+CxUqJA8PD/3xxx8ptv33/fjyyy8VHx+vNWvW2M36Sq3UUloxrFixQg0aNNCcOXPsxs+fP6+CBQvajeXNm1dt2rRRmzZtlJCQoFatWmnMmDEKDQ1VoUKFlD9/fiUmJt72v9WMvh9eXl765Zdf0n0MAADIHDnp3rxFixZasmSJPv30U4WGht5y35vvJZNLOSY7ePBgqvfqd+rm++ubpXV/HRQUpKCgIL3zzjv6/vvvVadOHc2cOVOjR49Odf/ixYuneU+cvD0rPPfcc+revbt27dplVwb0v1auXCl3d3d9/fXXdp8F5s2bl2LfzCyF07t3b124cEHjxo1TaGioJk+erJCQkFsec/PfRfLfsvRv0+bIyMhM+5t+8MEHlZSUpAMHDqhy5cqZck4AuBOUAwKQI23atEmjRo1SiRIl9NJLL0mS/Pz89Pjjj+vjjz/WyZMnUxxz5syZ7A5TPj4+6t69u77++mtFRESY4++8844Mw1CXLl105coVu2MiIyP15ptvqnDhwurevbs5PmzYMBmGoY4dO+rixYsprvXTTz9pwYIFacbi6empt956S7/99pveeuutVGelfPrpp9q9e7ekf29IJWnbtm3m9kuXLt3yGmlp06aNdu3apblz5yomJsauFJD0by3RxMREjRo1KsWx169fT/FB6WaFCxdW5cqVtWDBArv9fvnlF33zzTd66qmnMhxvWvLmzZvqUuUXX3xRx48f1+zZs1Nsu3LlilmO6J9//kmxPflmPz4+3ryGlPLDYWqcnZ3VtGlTrV69WseOHTPHf/vtN3399dcp9pXsZyPFxsam+qErb968qV7f2dk5xd/N8uXLU9TzPXv2rN1zV1dXlStXToZh6Nq1a3J2dtbzzz+vlStXpvqF/c3/rWbk/XByclLLli315ZdfmrO9bsZMLAAAskZOuzd/4YUXFBQUpDFjxmjnzp0ptl+4cEGDBw+WJFWrVk1+fn6aOXOmeT8mSf/73//022+/qXnz5pkWV2r314mJiZo1a5bdfnFxcbp+/brdWFBQkJycnOxi/K+nnnpKu3fvtnvNly5d0qxZsxQYGJhlJWfy5cunjz76SMOHD1eLFi3S3M/Z2Vk2m81u5UNUVJRWr16dYt+07kczasWKFVq2bJneffddDRo0SG3bttU777yjQ4cO3fK4xo0by9XVVR9++KHdPeScOXMUGxubaX8XLVu2lJOTk0aOHJliZS73rgCyEysBAFjuf//7n37//Xddv35dp06d0qZNm7RhwwYVL15ca9assWvgNX36dD322GMKCgpS165dVbJkSZ06dUo7d+7U33//rZ9//jnb4+/Xr58mT56sd999V0uXLpUk1atXT++//75CQkJUsWJFdenSRYULF9bvv/+u2bNnKykpSevWrTNnC0lS7dq1NX36dPXq1UtlypRRx44dVbp0aV24cEFbtmzRmjVr0pwVlOyNN97Qr7/+qokTJ2rz5s164YUXFBAQoOjoaK1evVq7d+/W999/L0l64okn9MADD+iVV17RG2+8IWdnZ82dO1eFChWy+8I5PV588UUNHDhQAwcOlK+vb4qZM/Xr11f37t01btw4RURE6IknnpCLi4v++OMPLV++XFOmTLllbdH33ntPzZo1U61atfTKK6/oypUrmjp1qry9vTV8+PAMxXorVatW1bJlyxQSEqLq1asrX758atGihTp27KjPPvtMPXr00ObNm1WnTh0lJibq999/12effaavv/5a1apV08iRI7Vt2zY1b95cxYsX1+nTpzVjxgzdf//9ZgO3Bx98UD4+Ppo5c6by58+vvHnzqmbNmmnWPR0xYoTWr1+vunXrqlevXrp+/bqmTp2q8uXL25WceuKJJ+Tq6qoWLVqoe/fuunjxombPni0/P78UH8yrVq2qjz76SKNHj1apUqXk5+enhg0b6umnn9bIkSMVHBys2rVra//+/Vq0aJHd7KjkawUEBKhOnTry9/fXb7/9pmnTpql58+ZmneB3331XmzdvVs2aNdW1a1eVK1dO//zzj/bu3atvv/3WTJhk9P0YO3asvvnmG9WvX1/dunVT2bJldfLkSS1fvlzbt29Pc3k6AABIH0e4N3dxcdHnn3+uxo0bq169enrxxRdVp04dubi46Ndff9XixYtVoEABjRkzRi4uLho/fryCg4NVv359tWvXTqdOndKUKVMUGBioAQMGZFpc5cuX16OPPqrQ0FD9888/8vX11dKlS1N84b9p0yb16dNHrVu31kMPPaT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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:02:53,887 INFO: === Dataset: d ===\n", "2025-01-13 21:02:55,227 INFO:Total samples: 3181\n", "2025-01-13 21:03:05,226 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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5Yf/+/Q887r2/C1OnTjWyZ89unru9/PLLRu3ate/7HvzzfDQuLs4oVaqUUadOHbt61qxZ7V7bHXfO51u2bHnfx+51+vRpw9fX16hfv74RGxtrlC1b1ihQoIARHR39wNd47tw5w93d3WjQoIHd+e/UqVMNScacOXPMWq1atQxJxoIFC8xabGyskSdPHuPFF1984HHufDbs2rWrXb1Vq1aGJGPYsGEP3B8AUhIjAQCkW9myZdOVK1ck/T1Vyfr1682rvKOiohQVFaULFy6oYcOG+v333xMN6U1pw4YNU+7cuZUnTx7VqFFDBw8e1MSJE+2mvbmTN6kpfe6VPXt2xcTESJL5//+2z4OkxHM8SKFChdSwYUO72mOPPaaQkBAtWrTIrMXHx2vJkiVq0qSJOV/s4sWL5ePjo/r165t/blFRUSpfvryyZcumDRs23Pe4p0+f1t69e9W+fXv5+vqa9dKlS6t+/fpJDvN944037O7XqFFDFy5cMN8jRy1evFglSpRQ8eLF7fLXqVNHksz8OXPmlCR9/fXXSkhIeKhj3Ss+Pl5r1qxR06ZN7UaIlChRItGfhSS7+Xmjo6MVFRWlWrVq6dixY3ZDy+/Hw8PDXHwuPj5eFy5cMKc02r17t7ldzpw59ddff+nHH39M8nkMw9DSpUvVpEkTGYZh9541bNhQ0dHRds+XXI6+HwAAIGWll3PzmJiYZJ/z/vTTTzp37py6du1qrksgSY0bN1bx4sUTTaUjJX0ueezYsf8W+h4+Pj6SpDVr1vzrlJX3WrVqlSpVqmQ3BVK2bNn0+uuv6/jx4zpw4IDd9qGhoXJ3dzfv35nK1JHX8sorr+jGjRtasWKFrly5ohUrVtx3KiDJ/nz00qVLio6OVo0aNRw+9/vnn8H95MmTR9OmTdPatWtVo0YN7d27V3PmzFGOHDkeuN93332nuLg49e7d227x5U6dOilHjhyJfi+yZctmt2aFu7u7KlWq9K/v5Z3PKj179rSr9+7dOzkvDwBSFE0AAOnW1atXzRP8I0eOyDAMDRkyRLlz57a7DRs2TNLfC3Slptdff11r167V//73P/Xp00c3btww5we9407eOx+Q7ufKlSvmtndOUv9tnwdJied4kAdNbbR161bzQ97GjRt17tw5u2lyfv/9d0VHR8vf3z/Rn93Vq1cf+Of2xx9/SJIef/zxRI+VKFFCUVFRunbtml39n1Mq3ZmuKbnrD/zT77//rl9//TVR9scee0zS3d+75s2bq1q1anrttdcUEBCgFi1a6IsvvnjohsD58+d148YNFStWLNFjSb0fW7duVb169cx1E3Lnzm2uR5CcJkBCQoLef/99FStWTB4eHvLz81Pu3Lm1b98+u/3ffvttZcuWTZUqVVKxYsXUrVs3c8qjO7kvX76smTNnJnrPQkNDJT3cf6uOvh8AACBlpZdz8xw5ciT7nPdB55LFixc3H7/D09Mz0dQ+uXLleujzyKQUKlRIffv21ccffyw/Pz81bNhQ06ZN+9fztT/++OO+58R3Hr9XSpwT586dW/Xq1dPChQv15ZdfKj4+3u4CqH9asWKFnnzySXl6esrX11e5c+fWhx9+mKxz0Xvd77NHUlq0aKHGjRtr586d6tSpk+rWrfuv+9zv98Ld3V2FCxdO9F4++uijidZTS87vxR9//CEXFxcVKVLErs65KwArsLQ6gHTpr7/+UnR0tIoWLSpJ5hep/fr1u+9Vv3e2TS3FihVTvXr1JEnPPvusXF1dNWDAANWuXVsVKlQwM2TJkkX79u277/PExsbq0KFDifbZv3//Q2crXry4pL/nwWzatOm/bp/UosCSEjU17rj3qp57NW/eXGFhYVq8eLF69+6tL774Qj4+Pnr66afNbRISEuTv769PP/00yedwZA7V5LjfmgiGYTzU8yUkJCg4OFiTJk1K8vHAwEBJf79HmzZt0oYNG7Ry5UqtXr1aixYtUp06dfTtt9+myloNdxw9elR169ZV8eLFNWnSJAUGBsrd3V2rVq3S+++/n6xGxNixYzVkyBB16NBBo0aNkq+vr1xcXNS7d2+7/UuUKKFDhw5pxYoVWr16tZYuXarp06dr6NChGjFihLlt69at1a5duySPVbp06ZR54QAAIE2kp3Pz4sWLa8+ePfrzzz/N87CU8l/O1xw5v544caLat2+vr7/+Wt9++6169uypcePGaceOHXr00UcfOsO9UuqcuFWrVurUqZPOnDmjRo0amaNf/2nz5s167rnnVLNmTU2fPl158+aVm5ub5s6dq4ULFzp0zPt99kjKhQsX9NNPP0mSDhw4oISEBLur+1NCSn++AAAr0AQAkC5FRERIkvmhonDhwpIkNzc384t4qw0aNEizZs3S4MGDtXr1aklS1qxZVbt2ba1fv15//PGHChYsmGi/L774QrGxsXr22WclSd7e3qpTp47Wr1//0B9mqlevrly5cumzzz7TwIED//UDzJ0rgS5fvmx3Iv/Pq17+TaFChVSpUiUtWrRI3bt315dffqmmTZvKw8PD3KZIkSL67rvvVK1aNYdO6CWZ79+hQ4cSPfbbb7/Jz89PWbNmdeg57+d+H9yKFCmin3/+WXXr1r3vNne4uLiobt26qlu3riZNmqSxY8dq0KBB2rBhg+rVq/ev+98rd+7c8vLy0u+//57osX++H//73/8UGxur5cuX2131ldRUS/fLsGTJEtWuXVuzZ8+2q1++fFl+fn52taxZs6p58+Zq3ry54uLi1KxZM40ZM0ZhYWHKnTu3smfPrvj4+H/9bzW13g8AAJCy0tO5eZMmTfTZZ5/pk08+UVhY2AO3vfdc8s5UjnccOnQoyXP1h3Xv+fW97nd+HRwcrODgYA0ePFjbtm1TtWrVNGPGDI0ePTrJ7QsWLHjfc+I7j6eGF154QZ07d9aOHTvspgH9p6VLl8rT01Nr1qyx+ywwd+7cRNs6cg74b7p166YrV65o3LhxCgsLU3h4uPr27fvAfe79vbjzuyz9vWhzZGRkiv1OFyxYUAkJCTp69Kjd1f+cuwKwAtMBAUh31q9fr1GjRqlQoUJ69dVXJUn+/v566qmn9NFHH+n06dOJ9jl//nxax1TOnDnVuXNnrVmzRnv37jXrgwcPlmEYat++vW7cuGG3T2RkpN566y3lzZtXnTt3NuvDhg2TYRhq06aNrl69muhYu3bt0vz58++bxdvbW2+//bYOHjyot99+O8mrUj755BPt3LlTkswhqZs2bTIfv3bt2gOPcT/NmzfXjh07NGfOHEVFRdlNBST9PZdofHy8Ro0alWjf27dvJ/qgdK+8efMqJCRE8+fPt9vul19+0bfffqtnnnnG4bz3kzVr1iSHKr/yyis6efKkZs2aleixGzdumNMRXbx4MdHjISEhkv4e/XHnGFLiD4dJcXV1VcOGDfXVV1/pxIkTZv3gwYNas2ZNom0l+6uRoqOjk/zQlTVr1iSP7+rqmuj3ZvHixYnm871w4YLdfXd3d5UsWVKGYejWrVtydXXViy++qKVLl+qXX35JdJx7/1tNrfcDAACknPR2bv7SSy8pODhYY8aM0fbt2xM9fuXKFQ0aNEiSVKFCBfn7+2vGjBnm+ZgkffPNNzp48KAaN26cYrmSOr+Oj4/XzJkz7baLiYnR7du37WrBwcFycXGxy/hPzzzzjHbu3Gn3mq9du6aZM2cqKChIJUuWTImXkUi2bNn04Ycfavjw4WrSpMl9t3N1dZXNZrMb+XD8+HF99dVXiba93/moo5YsWaJFixbpnXfe0YABA9SiRQsNHjxYhw8ffuB+9erVk7u7uz744AO789/Zs2crOjo6xX4vGjVqJEn64IMP7Orh4eEp8vwA4AhGAgCw1DfffKPffvtNt2/f1tmzZ7V+/XqtXbtWBQsW1PLly+0W8Jo2bZqqV6+u4OBgderUSYULF9bZs2e1fft2/fXXX/r555/TPH+vXr0UHh6ud955R59//rkkqWbNmnrvvffUt29flS5dWu3bt1fevHn122+/adasWUpISNCqVavMq4UkqWrVqpo2bZq6du2q4sWLq02bNipWrJiuXLmijRs3avny5fe9KuiO/v3769dff9XEiRO1YcMGvfTSS8qTJ4/OnDmjr776Sjt37tS2bdskSQ0aNFCBAgXUsWNH9e/fX66urpozZ45y585t9wVrcrzyyivq16+f+vXrJ19f30RXztSqVUudO3fWuHHjtHfvXjVo0EBubm76/ffftXjxYk2ePPmBc4u+++67atSokapUqaKOHTvqxo0bmjJlinx8fDR8+HCHsj5I+fLltWjRIvXt21cVK1ZUtmzZ1KRJE7Vp00ZffPGF3njjDW3YsEHVqlVTfHy8fvvtN33xxRdas2aNKlSooJEjR2rTpk1q3LixChYsqHPnzmn69Ol69NFHzQXcihQpopw5c2rGjBnKnj27smbNqsqVK9933tMRI0Zo9erVqlGjhrp27arbt29rypQpeuKJJ+ymnGrQoIHc3d3VpEkTde7cWVevXtWsWbPk7++f6IN5+fLl9eGHH2r06NEqWrSo/P39VadOHT377LMaOXKkQkNDVbVqVe3fv1+ffvqp3dVRd46VJ08eVatWTQEBATp48KCmTp2qxo0bm/MEv/POO9qwYYMqV66sTp06qWTJkrp48aJ2796t7777zmyYpNb7AQAAHo4znJu7ubnpyy+/VL169VSzZk298sorqlatmtzc3PTrr79q4cKFypUrl8aMGSM3NzeNHz9eoaGhqlWrllq2bKmzZ89q8uTJCgoKUp8+fVIs1xNPPKEnn3xSYWFhunjxonx9ffX5558n+sJ//fr16t69u15++WU99thjun37tiIiIswLKe5nwIAB+uyzz9SoUSP17NlTvr6+mj9/viIjI7V06dIUnwLnXveb4vFejRs31qRJk/T000+rVatWOnfunKZNm6aiRYsmOk8rX768vvvuO02aNEn58uVToUKFVLlyZYcynTt3Tl26dFH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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:03:05,306 INFO: === Dataset: e ===\n", "2025-01-13 21:03:05,693 INFO:Total samples: 911\n", "2025-01-13 21:03:08,925 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": [ "2025-01-13 21:03:08,998 INFO: === Dataset: f ===\n", "2025-01-13 21:03:14,401 INFO:Total samples: 12911\n", "2025-01-13 21:03:53,889 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": [ "2025-01-13 21:03:53,961 INFO: === Dataset: g ===\n", "2025-01-13 21:03:56,577 INFO:Total samples: 6000\n", "2025-01-13 21:04:15,233 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:04:15,299 INFO: === Dataset: h ===\n", "2025-01-13 21:04:17,916 INFO:Total samples: 6000\n", "2025-01-13 21:04:36,459 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:04:36,525 INFO: === Dataset: i ===\n", "2025-01-13 21:04:39,092 INFO:Total samples: 6000\n", "2025-01-13 21:04:57,795 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": [ "2025-01-13 21:04:57,863 INFO: === Dataset: j ===\n", "2025-01-13 21:05:00,517 INFO:Total samples: 6000\n", "2025-01-13 21:05:19,314 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": [ "2025-01-13 21:05:19,385 INFO: === Dataset: k ===\n", "2025-01-13 21:05:21,975 INFO:Total samples: 6000\n", "2025-01-13 21:05:40,481 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": [ "2025-01-13 21:05:40,551 INFO: === Dataset: l ===\n", "2025-01-13 21:05:48,663 INFO:Total samples: 18911\n", "2025-01-13 21:06:46,460 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": [ "2025-01-13 21:06:46,532 INFO:Model DeiT evaluation completed in 267.89 seconds.\n", "2025-01-13 21:06:46,532 INFO:\n", "=== Evaluating DeiT3 on Test Datasets ===\n", "/tmp/ipykernel_7736/1849592376.py:359: 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", "2025-01-13 21:06:46,768 INFO:Loaded model weights from DeiT3_best.pth\n", "2025-01-13 21:06:46,769 INFO: === Dataset: a ===\n", "2025-01-13 21:06:48,114 INFO:Total samples: 3181\n", "2025-01-13 21:06:58,296 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": [ "2025-01-13 21:06:58,367 INFO: === Dataset: b ===\n", "2025-01-13 21:06:59,703 INFO:Total samples: 3181\n", "2025-01-13 21:07:09,921 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:07:09,993 INFO: === Dataset: c ===\n", "2025-01-13 21:07:11,322 INFO:Total samples: 3181\n", "2025-01-13 21:07:21,611 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:07:21,681 INFO: === Dataset: d ===\n", "2025-01-13 21:07:23,058 INFO:Total samples: 3181\n", "2025-01-13 21:07:33,072 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": [ "2025-01-13 21:07:33,146 INFO: === Dataset: e ===\n", "2025-01-13 21:07:33,542 INFO:Total samples: 911\n", "2025-01-13 21:07:36,847 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:07:36,918 INFO: === Dataset: f ===\n", "2025-01-13 21:07:42,646 INFO:Total samples: 12911\n", "2025-01-13 21:08:22,259 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:08:22,332 INFO: === Dataset: g ===\n", "2025-01-13 21:08:24,946 INFO:Total samples: 6000\n", "2025-01-13 21:08:44,013 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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Gjx9vWCwW4/Tp04ZhGMaVK1cMScb7779/39zXr183cufObXTu3NmmPSIiwvDy8rJpt+fziIiIMLJly2a0aNHCpn3EiBFJPg8AAJA5r81/++03Q5LRu3fvB6531zfffGNIMsaMGWPT/uqrrxoWi8U4duyYtU2S4erqatN293j/HObz7rn/eyicf19H3xUcHGwUKVLE+r53795Grly5jPj4+Pvm/vfnGxsba/j4+Bhly5Y1bt26ZV3vu+++MyQZw4YNszmeJJtrQMO4832hcuXK9z3mP8/jqaeeMgzDMKpUqWJ07NjRMIw714Gurq7GwoULk/0MkruW3L59uyHJCA0NtbY9aDigu9fza9euTXbZv6/3PvnkE0OSsWjRImPHjh2Gs7NzkiGMkjNlyhTrdnfFxsYagYGBhqenp3WYqZMnTxqSjMcee8zmb3PFihWGJOPbb7994HF69uxpWCwWm+95ly5dMry9vQ1JxsmTJx+aFQDsxXBAADIET09PXb9+XdKdIUx+/PFHvf7667p+/boiIyMVGRmpS5cuqXHjxjp69GiS7q3/RZ8+fbR+/XotXLhQTZo0UUJCQpInqh+kVKlSypcvn/z9/dWhQweVKFFCa9asUfbs2a3r3D235Lom33V3WVRUlM1/P2ibh4mKivpP2z9McHCwPDw8bNpatmypuLg465M3kvT999/r6tWr1qe4DMPQ8uXL1bx5cxmGYf0dR0ZGqnHjxrp27Zr27Nlz3+OuXr1aktSvXz+b9v79+0uSVq1aZdNepkwZ6xPu0p2n/EuVKqUTJ048wlnb9zeaO3du/fHHHzp69OgjHevffvjhB8XGxqpnz542w+Qk13PCzc3NOlFaQkKCLl26JE9PT5UqVeqBn+8//fP3e+PGDUVGRqpGjRoyDEN79+61ruPq6qpNmzbpypUrye5n/fr1unr1qlq3bm3z+3Z2dlb16tW1cePGlH4ENjZs2KD4+Hh169bNpr1nz56PtD8AAOB41+b2XjevXr1azs7O6tWrl017//79ZRiG1qxZY9PesGFDFS9e3Pq+XLlyypUr1yNfSyYnd+7cunHjhnXIyJT49ddfdeHCBXXr1k3u7u7W9mbNmql06dJJroklqUuXLjbva9eubfd5tGnTRl999ZViY2O1bNkyOTs737c3yD+vJePi4nTp0iWVKFFCuXPnTvH1qCQVLVrU2qP4Yd588001btxYPXv2VLt27VS8eHGNGzfuodutXr1a+fPnV+vWra1tLi4u6tWrl6Kjo7V582ab9Vu2bGnT+/vu942HfZ5r165VYGCgKlSoYG3z9vbWG2+8kZLTA4BHQhEAQIYQHR1tvWg/duyYDMPQ0KFDlS9fPpvX8OHDJclmjMf/qnTp0mrYsKGCgoL03XffKTo62npzOiWWL1+u9evXa/HixXr66ad14cKFJDfG757b3S9Tyfl3oSBXrlwP3eZhcuXK9Z+2f5iiRYsmaStfvrxKly6tJUuWWNuWLFmivHnzWrsMX7x4UVevXtXs2bOT/I5DQkIkPfh3fPr0aTk5OalEiRI27fnz51fu3Ll1+vRpm/bkuoXnyZPnvjesH8aev9FRo0bp6tWreuKJJxQQEKC3335b+/fvf6TjSrKeW8mSJW3a8+XLZ/MlRLozVv6HH36okiVLys3NTXnz5lW+fPm0f/9+Xbt2LUXHCw8PV/v27eXt7W0dO/bumLd39+Hm5qYJEyZozZo18vX1VZ06dTRx4kRFRERY93O3CNKgQYMkn9n333//yP+bvvt5/PtvwdvbO8nnAQAAUsbRrs3tvW4+ffq0ChYsmKRocHf4mbS+lkxOt27d9MQTT6hJkyYqXLiwOnToYDPvQHLu5kxuaJzSpUsnOQ93d3frnFd3Pcp5tGrVSteuXdOaNWv02Wef6fnnn79vAebWrVsaNmyYde6Fu9ejV69eTfH1qJT8944HmTt3rm7evKmjR49qwYIFSb6fJef06dMqWbKk9SGau1L6d3H32vNhn+fp06eTXLtKSa9nASA1MScAANP9/fffunbtmvWi5+4kUwMGDLjv0x5peYH06quv6q233tKRI0eSvaD+tzp16ihv3rySpObNmysgIEBvvPGGdu/ebb2AvHvhuH//fpsnPv7p7o3hMmXKSLpz4S5JBw4cuO82D1O6dGnt3btXf/31l/z8/B66/v0mYE1ISJCzs3OS9vtdTLds2VJjx45VZGSkcubMqZUrV6p169bKlu3OPzt3f8dt27ZNMnfAXXfH3n+UvP+WXHZJKS70/Js9f6N16tTR8ePHtWLFCn3//ff69NNP9eGHH2rWrFnq1KnTIx0/pcaNG6ehQ4eqQ4cOGj16tLy9veXk5KQ+ffrYTOZ2PwkJCWrUqJEuX76sd999V6VLl1aOHDl05swZtW/f3mYfffr0UfPmzfXNN99o3bp1Gjp0qMaPH68ff/xRFStWtK4bFham/PnzJznW3b8NAABgLke8Ni9RooSyZcumAwcOpEmG/3ItabFYkl3v35Px+vj4aN++fVq3bp3WrFmjNWvWaP78+QoKCkoyMe2jut952KtAgQKqV6+eJk2apK1bt2r58uX3Xbdnz56aP3+++vTpo8DAQHl5eclisahVq1Ypuh69KyU38f9p06ZNiomJkXTn+1RgYKBd26dEan/HAIC0xDduAKa7O/nn3S8VxYoVk3Sn62XDhg3TPc+tW7ckya4nU+7y9PTU8OHDFRISoi+//FKtWrWSJDVp0kTOzs4KCwu77+TAoaGhypYtm5577jmbbRYtWvTIE/s2b95cn3/+uRYtWqRBgwY9dP08efLo6tWrSdpPnz5t/b2kRMuWLTVy5EgtX75cvr6+ioqKsn4W0p2n1nPmzKmEhIRH+h0XKVJEiYmJOnr0qM2EYefPn9fVq1dVpEgRu/eZnPsVGez9G/X29lZISIhCQkIUHR2tOnXqaMSIEdYiQEqLGZKs53b06FGb38nFixeTPHW0bNky1a9fX3PnzrVpv3r1qrVw9aDjHzhwQEeOHNHChQtt/m7v1029ePHi6t+/v/r376+jR4+qQoUKmjRpkhYtWmTtQu/j4/PQz+xRPo9jx47ZPCF26dKlVH06DwCArMIRr82zZ8+uBg0a6Mcff0zRwy9FihTRDz/8oOvXr9s8wX7o0CHr8tSSJ0+eZIeH+fdT5ZLk6uqq5s2bq3nz5kpMTFS3bt30ySefaOjQockWWu7mPHz4sLXH7V2HDx9O1fP4tzZt2qhTp07KnTu3mjZtet/1li1bpuDgYE2aNMnadvv27STfOey5/nuYc+fOqWfPnnr22Wfl6upqLWA97PMoUqSI9u/fr8TERJveAKn9d1GkSBEdO3YsSXtybQCQWhgOCICpfvzxR40ePVpFixa1joHo4+OjevXq6ZNPPtG5c+eSbHPx4sVUOXZy3Zbj4uIUGhoqDw8P6xP59nrjjTdUuHBhTZgwwdrm5+enkJAQ/fDDD/r444+TbDNr1iz9+OOP6tixowoXLmzdpnPnzvr+++81ffr0JNskJiZq0qRJ+vvvv++b5dVXX1VAQIDGjh2r7du3J1l+/fp1DRkyxPq+ePHi2rFjh824q999953++uuvlJ38/3vyyScVEBCgJUuWaMmSJSpQoIDq1KljXe7s7KxXXnlFy5cv1++//55k+4f9ju9+0ZgyZYpN++TJkyXdGQc1Ndyd1+HfX1Ls+Ru9dOmSzTJPT0+VKFHC+mSSJOXIkSPZ4ySnYcOGcnFx0fTp022eMvr3ZyHd+Zz//STS0qVLk4zbe7/j33266Z/7MAxDU6dOtVnv5s2bun37tk1b8eLFlTNnTut5Nm7cWLly5dK4ceMUFxeXJOs/PzN7Po9nnnlG2bJlS/K/qxkzZjx0WwAAYMuRr82HDx8uwzDUrl07RUdHJ1m+e/du6xP1TZs2VUJCQpLrhQ8//FAWi0VNmjT5D2diq3jx4jp06JDN5/Tbb79p69atNuv9+5rRycnJ2jP2n9eN/1SlShX5+Pho1qxZNuusWbNGf/75Z6pdEyfn1Vdf1fDhw/XRRx/J1dX1vusldz06ffr0JD0h7Ln+e5jOnTsrMTFRc+fO1ezZs5UtWzZ17NjxoU/oN23aVBERETbDmsbHx2v69Ony9PS0Don5XzVu3Fjbt2/Xvn37rG2XL1/WZ599lir7B4Dk0BMAQLpZs2aNDh06pPj4eJ0/f14//vij1q9fryJFimjlypU2k1nNnDlTtWrVUkBAgDp37qxixYrp/Pnz2r59u/7++2/99ttv/znPW2+9paioKNWpU0eFChVSRESEPvvsMx06dEiTJk2Sp6fnI+3XxcVFvXv31ttvv621a9dan+z/8MMPdejQIXXr1s2mfd26dVqxYoXq1q1r84SMJE2aNEnHjx9Xr1699NVXX+n5559Xnjx5FB4erqVLl+rQoUM2T9gnl+Wrr75Sw4YNVadOHb3++uuqWbOmXFxc9Mcff2jx4sXKkyePxo4dK0nq1KmTli1bpueee06vv/66jh8/bvMUtz1atmypYcOGyd3dXR07dkwytub//vc/bdy4UdWrV1fnzp1VpkwZXb58WXv27NEPP/ygy5cv33ff5cuXV3BwsGbPnq2rV6+qbt262rlzpxYuXKgWLVqofv36dudNzt0vnEuWLNETTzwhb29vlS1bVmXLlk3x32iZMmVUr149Va5cWd7e3vr111+1bNky9ejRw3qcypUrS5J69eqlxo0by9nZ+b6/13z58mnAgAEaP368nn/+eTVt2lR79+7VmjVrbJ7ul6Tnn39eo0aNUkhIiGrUqKEDBw7os88+S9Kro3jx4sqdO7dmzZqlnDlzKkeOHKpevbpKly6t4sWLa8CAATpz5oxy5cql5cuXJ3nC/siRI3rmmWf0+uuvq0yZMsqWLZu+/vprnT9/3noeuXLl0scff6x27dqpUqVKatWqlfLly6fw8HCtWrVKNWvWtH4Rt+fz8PX1Ve/evTVp0iS98MILeu655/T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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:08:44,082 INFO: === Dataset: h ===\n", "2025-01-13 21:08:46,656 INFO:Total samples: 6000\n", "2025-01-13 21:09:05,432 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": [ "2025-01-13 21:09:05,499 INFO: === Dataset: i ===\n", "2025-01-13 21:09:08,078 INFO:Total samples: 6000\n", "2025-01-13 21:09:26,747 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:09:26,813 INFO: === Dataset: j ===\n", "2025-01-13 21:09:29,312 INFO:Total samples: 6000\n", "2025-01-13 21:09:48,097 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:09:48,170 INFO: === Dataset: k ===\n", "2025-01-13 21:09:50,714 INFO:Total samples: 6000\n", "2025-01-13 21:10:09,217 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:10:09,287 INFO: === Dataset: l ===\n", "2025-01-13 21:10:17,189 INFO:Total samples: 18911\n", "2025-01-13 21:11:15,272 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": [ "2025-01-13 21:11:15,343 INFO:Model DeiT3 evaluation completed in 268.81 seconds.\n", "2025-01-13 21:11:15,343 INFO:\n", "=== Evaluating Twins_SVT on Test Datasets ===\n", "/tmp/ipykernel_7736/1849592376.py:359: 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", "2025-01-13 21:11:15,448 INFO:Loaded model weights from Twins_SVT_best.pth\n", "2025-01-13 21:11:15,448 INFO: === Dataset: a ===\n", "2025-01-13 21:11:16,833 INFO:Total samples: 3181\n", "2025-01-13 21:11:26,720 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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AAAAAwL9RBAAsFOYM08bojUnaNq8jr+r61k3lRAAA3NmhQ4fUqVMnbdu2TZI0depU9e/f3+JUAAAAAHATw5LeZL/zJgBSS2h8aJK287J5qbxX+VROAwDA7RmGoZkzZ6pq1apmAcDhcCg6OtriZAAAAACAW6EnAGCRbdHbtPnaZnP5Ae8HVNu3dqLbOuSQw+ZIq2gAACRw+vRpvfDCC/rhhx/Mtvvvv1+LFi1S7dqJ//8XAAAAAFglvfYEmDlzpiZNmqTQ0FBVqVJF06dPV61atRLdtnHjxtqwYUOC9ubNm2vlypVJPic9AQCLHI477Lacy5FLXjavRB8UAAAAVvr0009VqVIltwJAr169tGvXLgoAAAAAAJBES5cuVf/+/TV8+HDt3LlTVapUUdOmTXX+/PlEt//yyy919uxZ87Fv3z45HA49++yzyTovRQDAAvFGvP5x/mMuN/JtpLJeZS1MBABAQk6nU+3bt1f79u116dIlSVLBggX1/fffa8aMGfLz87M4IQAAAAAkzmazpckjOaZMmaJu3bopODhY5cuX1+zZs+Xn56d58+Ylun3u3LmVP39+87FmzRr5+flRBAAygr9i/3JbrupTVR42RucCAKQvDodDOXLkMJfbtWunvXv36rHHHrMwFQAAAACkHzExMYqIiHB7xMTEJNguNjZWO3bsUJMmTcw2u92uJk2aaPPmzQm2T8zcuXPVrl07ZcuWLVkZKQIAFrjiumI+z27PbmESAABub/LkyapZs6aWLFmiJUuWKHfu3FZHAgAAAIA7s6XNY/z48QoICHB7jB8/PkGcsLAwOZ1OBQUFubUHBQUpNDT0ji9n27Zt2rdvn1566aXkvhNMDAykNcMw3CYEbuTbyMI0AADctGXLFv3999965plnzDZ/f39t3bo13U6qBSTFzp075enpqUqVKkmSli9frvnz56t8+fIaMWKEvLy8LE4IAACAjGrQoEHq37+/W5u3t3eKn2fu3LmqVKnSLScRvh16AgBp7N+9ACR6AgAArBcXF6ehQ4eqXr16Cg4O1tGjR93WUwBARvfyyy/r0KFDkqSjR4+qXbt28vPz0+eff64333zT4nQAAABIDWk1J4C3t7dy5Mjh9kisCJA3b145HA6dO3fOrf3cuXPKnz//bV9LVFSUPv30U7344ot39V5QBADSmCHDbTnQI9CiJAAASPv379eDDz6oMWPGyOVyKTIyUlOmTLE6FpCiDh06pKpVq0qSPv/8czVs2FCLFy/WggUL9MUXX1gbDgAAAFmCl5eXqlevrrVr15ptLpdLa9euVZ06dW677+eff66YmBh17Njxrs5NEQCwUBmvMlZHAABkUS6XS1OnTtUDDzygnTt3SpI8PDw0evRoTZ061dpwQAozDEMul0uS9OOPP6p58+aSpCJFiigsLMzKaAAAAEgladUTIDn69++vOXPmaOHChTpw4IBeeeUVRUVFKTg4WJLUuXNnDRo0KMF+c+fOVatWrZQnT567ei+YEwBIIy7DpTgjTrFGrNVRAABZ3MmTJ9W1a1etW7fObCtXrpxCQkJUvXp1C5MBqaNGjRoaM2aMmjRpog0bNuh///ufJOnYsWMJJmYDAAAAUkvbtm31zz//aNiwYQoNDVXVqlW1evVq85r05MmTstvd79s/ePCgfvnlF/3www93fV6KAEAaiHBGaFnksgTzAQAAkJYMw1BISIj69OmjiIgIs/21117TuHHj5Ovra2E6IPVMnTpVzz//vL7++msNGTJEpUqVkiQtW7ZMdevWtTgdAAAAUkN6ndusd+/e6t27d6Lr1q9fn6CtTJkyMgwj4cbJQBEASANH4o4kWgDws/lZkAYAkFVFRkZq0KBBZgGgSJEiWrBggR5++GGLkwGpq3Llytq7d2+C9kmTJsnhcFiQCAAAAEg7FAGAVBLtitaB2AOKNqIVGh9qtudz5JOfzU/Z7dn1gM8DFiYEAGQ12bNn17x58/T444+rc+fOmjZtmnLmzGl1LCDNxMbG6vz58+b8ADfcd999FiUCAABAakmvPQGsQBEASCUbozfqQOyBBO21fGqplFcpCxIBALKaK1eu6Nq1a8qXL5/Z1rRpU+3atUtVq1a1LhiQxg4dOqQXX3xRmzZtcms3DEM2m01Op9OiZAAAAEDqowgApJLLzssJ2jzlqYIeBdM+DAAgy/nll1/UuXNnlS1bVitXrnS7C4YCALKa4OBgeXh46Ntvv1WBAgW4KwwAACAr4JLPRBEASCFHY4/qx6s/KtqITrCutX9r2WRTPkc+edu9LUgHAMgqYmJiNHz4cE2cOFGGYejYsWOaM2eOunfvbnU0wDK///67duzYobJly1odBQAAAEhzFAGAFLI7ZneiBQAfm48KexTmjjMAQKrbu3evOnbsqD179pht9erVU5MmTSxMBVivfPnyCgsLszoGAAAA0hC/xd1ktzrAzJkzVaxYMfn4+Kh27dratm3bbbefOnWqypQpI19fXxUpUkT9+vXTtWvX0igtcGvhrnDzeZAjSPkd+VXIo5Ae9nuY/+gAAFKV0+nUpEmTVKNGDbMA4OnpqXfeeUcbNmxQiRIlLE4IWGvChAl68803tX79el24cEERERFuDwAAACAzs7QnwNKlS9W/f3/Nnj1btWvX1tSpU9W0aVMdPHhQgYGBCbZfvHixBg4cqHnz5qlu3bo6dOiQunbtKpvNpilTpljwCoCb/l0EeDb7s3LYHBamAQBkFceOHVOXLl20ceNGs61SpUoKCQlRlSpVLEwGpB83esM88sgjbu1MDAwAAJB5cVPuTZYWAaZMmaJu3bopODhYkjR79mytXLlS8+bN08CBAxNsv2nTJtWrV08dOnSQJBUrVkzt27fX1q1b0zQ3kBi77HLJJUkUAAAAaeLkyZOqXLmyIiMjJV2/yB0wYIBGjx4tb2/moAFuWLdundURAAAAAMtYVgSIjY3Vjh07NGjQILPNbrerSZMm2rx5c6L71K1bVx9//LG2bdumWrVq6ejRo1q1apU6deqUVrGRyey8tlM7ru2QU/d+99eNAkBue+57PhYAAElx33336amnntInn3yiYsWKadGiRWrQoIHVsYB0p1GjRlZHAAAAQBqjJ8BNlhUBwsLC5HQ6FRQU5NYeFBSkP//8M9F9OnTooLCwMNWvX1+GYSg+Pl49evTQ4MGDb3memJgYxcTEmMuM+YkbDMPQ5ujNild8ih7Xz+6XoscDAOB2ZsyYofz582v48OHKnj271XGAdGvjxo364IMPdPToUX3++ecqVKiQQkJCVLx4cdWvX9/qeAAAAECqsXxi4ORYv369xo0bp1mzZmnnzp368ssvtXLlSo0ePfqW+4wfP14BAQHmo0iRImmYGOlZrGLNAoBDDuW057znR35HftX2qW3xKwMAZEbh4eHq2rWrPv30U7f2nDlz6t1336UAANzGF198oaZNm8rX11c7d+40bxIKDw/XuHHjLE4HAACAVGFLo0cGYFlPgLx588rhcOjcuXNu7efOnVP+/PkT3Wfo0KHq1KmTXnrpJUnXJ72LiopS9+7dNWTIENntCWsagwYNUv/+/c3liIgICgGQJH0f9b35PNARqOdyPGdhGgAAbm39+vXq0qWLTp48qeXLl6tBgwYqVKiQ1bGADGPMmDGaPXu2Onfu7FZIq1evnsaMGWNhMgAAACD1WdYTwMvLS9WrV9fatWvNNpfLpbVr16pOnTqJ7nP16tUEP/Q7HNcnYDUMI9F9vL29lSNHDrcHIEn/xP9jPg/yCLrNlgAAWOPatWt6/fXX9dBDD+nkyZOSJKfTqT/++MPiZEDGcvDgQTVs2DBBe0BAgC5fvpz2gQAAAJDqbDZbmjwyAst6AkhS//791aVLF9WoUUO1atXS1KlTFRUVpeDgYElS586dVahQIY0fP16S1LJlS02ZMkXVqlVT7dq1dfjwYQ0dOlQtW7Y0iwFAYvbH7E8wAXCUEWU+r+/LOLAAgPRl165d6tixo/bv32+2NW7cWAsWLFDRokUtTAZkPPnz59fhw4dVrFgxt/ZffvlFJUqUsCYUAAAAkEYsLQK0bdtW//zzj4YNG6bQ0FBVrVpVq1evNicLPnnypNud/2+//bZsNpvefvttnT59Wvny5VPLli01duxYq14CMoiN0Rt1zbiW6Lpc9lxy2CgiAQDSh/j4eE2YMEEjRoxQfPz1uWu8vb01btw4vfbaa4kOfwjg9rp166ZXX31V8+bNk81m05kzZ7R582YNGDBAQ4cOtToeAAAAUkFGuUs/LdiMW42jk0lFREQoICBA4eHhDA2UBUS7ovV3/N/6Luo7GTJkk00+Nh9zvafNU3V966qMVxkLUwIAcN2JEyfUvn17bd682WyrWrWqPv74Y1WoUMHCZEDSpNdrbcMwNG7cOI0fP15Xr16VdL24NmDAAI0ePfqujulbrXdKRkQm8PJzDdWvyyMKypNDew+dVv8Jn+u3P07ccvveHRqr27MNVCR/Ll24HKWvftylodNXKCb2egF4wAuPqdXDVXR/sSBFx8Rp6+6jGjJtuf46cT6tXhIyiEvbZ1gdAenMp4s/0cL5cxUW9o/uL1NWAwcPVaXKlRPd9vDhvzRr+vs6sP8PnTlzWm+8NUgdO3d128bpdOp/M6dr5bcrdCEsTPkCA/XkU0+re4+e/MgKNz6W3m6eUNG+36TJeU683zJNznMv0tmfBkg5cUacFkUscusBkM+RT+1ztLcwFQAAt+bj46O//vpLkmS32zVo0CANGzZMXl5eFicDMjabzaYhQ4bojTfe0OHDhxUZGany5cvLx8dHZ86cUcGCBa2OiAzumcce0ITXn1afsUu1fd9x9e7wkFbM6qUqrUbpn0uRCbZv+3gNje77lHqM+ESbdx9V6aKBmjOqkwxJb03+UpLU4IFSmr30Z+3444Q8PBwa2bulvv1fb1VrPUZXr8Wm8SsEkFGs/m6V3p04Xm8PH6lKlarok5CFeuXlF7X829XKkydPgu2vRUercJHCerTp43p3wvhEjzl/7hx9vnSJRo+boJKlSmn/vn0a9vYg+WfPruc7dk7tlwTcNYpUN9GfHJnWJeelBEMA5XXktSgNAAB3FhQUpA8//FClSpXSL7/8ojFjxlAAAFKQl5eXypcvr1q1asnf319//PGHihQpYnUsZAJ9Oz6s+V9uUsiKLfrzaKj6jP1U0ddi1aVVnUS3f7BKcW3+/aiWrv5NJ89e1Notf+qz1b+pRoWbc7481XuWPv5mqw4cDdXeQ6fVffjHuq9AblUrz2cWwK2FLJyv1s88p1ZPt1HJUqX09vCR8vHx0ddffpHo9hUrVVb/AW+pWfMWt7zu/P33XWr88CNq2KixChW6XjCoU7e+9u3dk5ovBbhnTAx8E0UAZFp/xP5hPi/gKKAmfk3UyK+RhYkAAHD3xRdfKCwszK3t6aef1r59+1SnTuI/HAEA0hdPD4eqlSuin7YeNNsMw9BPWw+qVuXiie6zZfcxVStfxPzRv1ihPGpar4JW//JHottLUg7/68OaXgq/moLpAWQmcbGxOrD/Dz1Yp67ZZrfb9eCDdbVn9667Pm7VqtW0bcsWHT9+TJJ08M8/tWvXDtVv0PCeMwNIGwwHhEwpzojTnpibFen8HvlVwZuxlAEA6cOlS5fUq1cvLVmyRM8884w+++wztztIvL29LUwHAEiOvLn85eHh0PmLV9zaz1+IUJliQYnus3T1b8qTK5vWzu8nm2zy9HTow883atK8HxLd3mazadKAZ7Rp1xHtP3I2xV8DgMzh0uVLcjqdCYb9yZMnj44dO3rXx33hpe6KjIxUqyeayeFwyOl0qs+r/dTiiSfvNTKQujLGTfppgiIAMh2n4dSpuFNubeW9y1uUBgAAd2vWrFFwcLBOnz4tSVq2bJl+/vlnNWpEbzUgvYqJiVFMTIxbm+FyymZ3WJQIGV2D6qX1xgtN9er4pdq+94RKFsmrd994Rme7Pa535qxOsP3UQc+pQqkCeiT4PQvSAsjqvl/9nVat/EbjJ05WqVKl9OefBzTpnfHKly9QT7Z62up4AJKAIgAyFcMw9NmVz3Teed5sK+5ZnLkAAACWu3r1qt566y3NmDHDbMuZM6dmzpyphg3pSg2khj17bj9W8cGDB2+7/obx48dr5MiRbm2OoJryLFDrrrMh8wi7FKn4eKcCc2d3aw/Mk0OhFyIS3Wd4zxZasnKbFny1WZL0x+Ez8vP11sy322vCR9/LMAxz2/feelbNG1RUkxen6vT5y6n2OgBkfLly5pLD4dCFCxfc2i9cuKC8ee/+d5H3Jk/UCy92V7PmLSRJpe8vo7NnzmjuRx9QBEC6llHG608LFAGQqcQYMW4FAEnKZc9lURoAAK7bvn27OnXq5PaDY5MmTTR//nwVLlzYwmRA5la1alXZbDa3H1RvuNGelC+HgwYNUv/+/d3aAhu8lWI5kbHFxTu168ApPVS7jL5Zf73wZLPZ9FCt+zV76c+J7uPr4yWXy/1z6XK5/n9f6cZH9r23ntWTD1fRY92m6cSZC/89DAC48fTyUrnyFbR1y2Y9/EgTSdf/27J162a1a9/xro97Lfqa7Hb3/790OBwJ/jsGIP2iCIBM5VT8zWGAAuwBquZdTWW9y1qYCACQlcXFxWns2LEaM2aMnE6nJMnHx0cTJ05Ur169ZLfbLU4IZG7Hjh1LkeN4e3snmKuDoYDwb+9//JPmjOqkHftP6rd9x9W7w0Py8/XWouVbJEkfje6kM+fDNWz6CknSqp/3qW/Hh7T74N/atve4ShbJp2GvPKFVP+81f1SbOug5tW1WQ8/2+1CRUdcUlOd6T4PwyGu6FhNnzQsFkO516hKsoYPfUoUKFVWxUmV9HLJQ0dHRavV0a0nSkEFvKjAwSK/2e13S9cmEjxw5cv15XKzOnz+nPw8ckJ+fn+4ren3y8kaNH9KcD2crf4GCKlmqlP48cEAhC+frqafbWPMigSSiJ8BNFAGQqay7us58nteRV1V8qliYBgCQ1X377bduQ4jUrFlTixYtUtmyFKiBtFD0/3+8AFLbsh92Km8ufw17pYWC8mTXnoOn9VSvmeZkwUXy53a7Y/adj1bLMAwN7/mECgYGKOxSpFb+vE8jZnxjbvPyc9eHilvz0Wtu5+o2LEQff7M19V8UgAzp8WbNdeniRc2a8b7Cwv5RmbLlNOuDj5Tn/4cDCj17VnbbzRtRzv9zXm2faWUuL5w/Twvnz1ONmrU0d0GIJGngkLc18/1pGjd6pC5evKB8gYF65tm2evmVXmn62gDcPZuRWN/YTCwiIkIBAQEKDw9Xjhw5rI6De2AYhi64LshluMy2z658Jqeu32nZMltLlfAqYVU8AABkGIZat26tb775RkOHDtXgwYPl6elpdSwg1WSEa+1KlSpp1apVKlKkyD0dx7da7xRKBAD35tL2GXfeCADSgE86u9281IDv0uQ8h99tlibnuRfp7E8DJN3yyOU6EX8i0XW57LkoAAAA0tzly5eVM2dOc9lms+nDDz/U8ePHVbNmTeuCATAdP35ccXEMpQIAAICsg4FokSHFGXG3LABIUi4HkwEDANKOYRj6+OOPVaxYMX3zzTdu6/Lly0cBAAAAAADSmM1mS5NHRkBPAGQoh2MP66/Yv8whfyTJ3+bvdte/t81bFb0rWhEPAJAFXbhwQT169NCyZcskSS+99JL27dunfPnyWZwMQGIaNGggX19fq2MAAAAAaYYiADKMa65rWh212q0AIEl5HHn0kN9DFqUCAGRl3333nV544QWFhoaabY8++ijj/gPp2KpVq6yOAAAAgDSQQW7STxMUAZBhRBvRCQoADjlU1qusRYkAAFlVZGSkBgwYoA8++MBsy507t2bPnq1nn33WwmQAbuWvv/7SunXrdP78eblcLrd1w4YNsygVAAAAkPooAiBDiDfi9XHEx+ZySc+SaujXUN42b3nbvC1MBgDIajZv3qxOnTrpyJEjZluzZs00d+5cFShQwMJkAG5lzpw5euWVV5Q3b17lz5/fbexWm81GEQAAACATyijj9acFigDIEM7Fn5NLN+/Yyu3IrRz2HBYmAgBkRYsWLVJwcLB5F7Gfn5+mTJmi7t27c4EJpGNjxozR2LFj9dZbb1kdBQAAAEhzFAGQLkW7orUnZo8iXZGSpCgjym19Ne9qVsQCAGRxDz30kLJnz67w8HDVqVNHixYtUqlSpayOBeAOLl26xFBdAAAAWQz3ad1EEQDp0m/XftPOmJ2JrqvpU1O+dt80TgQAgFSkSBHNmjVLx48f15tvvikPDy6lgIzg2Wef1Q8//KAePXpYHQUAAABIc3xzRbriMlyKM+J0yXUp0fUOOVTcs3gapwIAZEXHjx/XkCFDNGvWLAUEBJjtHTp0sDAVgLtRqlQpDR06VFu2bFGlSpXk6enptr5v374WJQMAAEBqsdvpCnADRQCkG+fjz2t55HJdNa66tbfybyU/m58kKbs9u3zsPlbEAwBkEYZhaMGCBXr11Vd15coVeXp6asGCBVbHAnAPPvzwQ/n7+2vDhg3asGGD2zqbzUYRAAAAAJkaRQCkG4diDyUoADjkUAGPAvKyeVmUCgCQlZw/f17du3fX8uXLzbb169fr4sWLyp07t4XJANyLY8eOWR0BAAAAaYw5AW6yWx0AkKQrrivaEbPDXM7vyK/insX1WLbHKAAAANLEihUrVKlSJbcCQNeuXbVnzx4KAEAmYhiGDMOwOgYAAACQZigCIF34MepHt+WGfg31pP+Tut/rfosSAQCyioiICL344ot66qmndP78eUlS3rx59dVXX2n+/PnKkSOHxQkBpIRFixapUqVK8vX1la+vrypXrqyQkBCrYwEAACCV2Gy2NHlkBAwHhHTh3xMB+9n8lM+Rz8I0AICsYuPGjercubOOHz9utrVs2VJz5sxRUFCQdcEApKgpU6Zo6NCh6t27t+rVqydJ+uWXX9SjRw+FhYWpX79+FicEAAAAUg9FAFgu3ojXFdcVc7lrQFd52PhoAgBS3549e8wCgL+/v6ZNm6bg4OAMczcHgKSZPn26/ve//6lz585m25NPPqkKFSpoxIgRFAEAAAAyIb7W3cQvrbDcqfhTbsueNk+LkgAAspqePXtqxYoVio6O1sKFC1W8eHGrIwFIBWfPnlXdunUTtNetW1dnz561IBEAAACQdpgTAJYyDENHY4+ay/d53GdhGgBAZuZ0OrVmzRq3NpvNpqVLl2rdunUUAIBMrFSpUvrss88StC9dulSlS5e2IBEAAABSG3MC3ERPAFjq7/i/tS92n7l8nydFAABAyjty5Ig6d+6sTZs2ac2aNWrSpIm5LmfOnNYFA5AmRo4cqbZt2+rnn3825wT49ddftXbt2kSLAwAAAEBmQk8AWOqC84LbckGPghYlAQBkRoZh6MMPP1SVKlW0adMmSdJLL72k2NhYi5MBSEtt2rTR1q1blSdPHn399df6+uuvlTdvXm3btk1PP/201fEAAACQCugJcBM9AWCZk3EntSF6g7n8oM+DKuBRwMJEAIDM5OzZs3rppZe0atUqs61EiRJatGiRvLy8LEwGwArVq1fXJ598YnUMAAAAIM1RBIBldl7b6bYc6BFoURIAQGazbNky9ejRQxcu3Oxx1q1bN02ePFnZs2e3MBmAtGS32+94d5bNZlN8fHwaJQIAAEBaySA36acJigCwzOn40+bzMl5lmBQYAHDPLl++rD59+ujjjz8224KCgvTRRx/piSeesDAZACt89dVXt1y3efNmvf/++3K5XGmYCAAAAEh7FAFgibPxZxWvm3dcPer3qBw2h4WJAACZQbdu3bRs2TJzuXXr1po9e7by5ctnYSoAVnnqqacStB08eFADBw7UN998o+eff16jRo2yIBkAAABSW0YZrz8tMDEwLHE+/rzbsp2PIgAgBYwfP15+fn7KkSOHFi1apGXLllEAACBJOnPmjLp166ZKlSopPj5ev//+uxYuXKiiRYtaHQ0AAABIVfQEgCWOxR0znzf2bUxlDgBwV2JjY90m+S1VqpSWLl2qypUr6777GGYOgBQeHq5x48Zp+vTpqlq1qtauXasGDRpYHQsAAACpjJ8bb+L2a1jibPxZ87m/3d/CJACAjCg+Pl6jRo3SAw88oKtXr7qte+KJJygAAJAkTZw4USVKlNC3336rJUuWaNOmTRQAAAAAkOXQEwCpzjAMnYk/o6vGzR9pHDaHZFx/XtSTLtgAgKQ7ePCgOnfurG3btkmS3nzzTc2YMcPiVADSo4EDB8rX11elSpXSwoULtXDhwkS3+/LLL9M4GQAAAFIbI4/cRBEAqW7rta3aem1rout8bb7ysPExBADcmWEYmjVrlt544w1FR0dLkhwOh/LkySPDMLjAA5BA586d+W8DAAAAsjx+fUWqOxN/5pbr8jrypmESAEBGdfr0aQUHB2vNmjVm2/33369Fixapdu3aFiYDkJ4tWLDA6ggAAACwCPeC3EQRAKkq3ojXqfhT5nIdnzrmnf+eNk+V8ixlVTQAQAaxZMkS9ezZU5cvXzbbevXqpYkTJ8rPz8+6YAAAAAAAZAAUAZCqjsUdc1t+wOcBhv8BACSJYRjq2rWrFi1aZLYVLFhQ8+fP12OPPWZhMgAAAABAesewkDfZrQ6AzMkwDJ2LP6ez8WfNNj+bHwUAAECS2Ww2lS9f3lxu166d9u7dSwEAAAAAAIBk4BdZpIqN0Ru1K2aXW1td37oWpQEAZFQDBgzQpk2b1L59e7Vr187qOAAAAACADIKOADdRBECqOBl3MkFbLkcuC5IAADKKLVu2aPv27erTp4/Z5nA4tHz5cgtTAQAAAACQsVEEQKq44LogSbLLruo+1RXkCFIBRwGLUwEA0qPY2FiNHj1a48aNkyRVr15ddevSewwAAAAAcPeYE+AmigBIcf/E/2M+N2QwDBAA4Jb279+vTp06aefOnWbbjBkzKAIAAAAAAJBCKALgnl11XVWkK9Jc/vdkwIYMKyIBANI5l8ul999/XwMHDlRMTIwkycPDQ8OHD9fAgQMtTgcAAAAAyOjoCHATRQDckxNxJ7QicoVcciW6vpZPrTROBABI706ePKmuXbtq3bp1Zlu5cuUUEhKi6tWrW5gMAAAAAIDMx251AGRsR+OO3rIAIEkB9oA0TAMASM8Mw9CiRYtUqVIltwLAa6+9ph07dlAAAAAAAACkGJvNliaP5Jo5c6aKFSsmHx8f1a5dW9u2bbvt9pcvX1avXr1UoEABeXt76/7779eqVauSdU56AuCeXHJeMp+X9iwtX7uvuZzbnlv3e91vRSwAQDoUHx+v9957TxEREZKkIkWKaMGCBXr44YctTgYAAAAAQOpbunSp+vfvr9mzZ6t27dqaOnWqmjZtqoMHDyowMDDB9rGxsXr00UcVGBioZcuWqVChQjpx4oRy5syZrPNSBMA9CY0PNZ/X9KmpfB75LEwDAEjPPD09FRISoho1aui5557T+++/n+wLFwAAAAAAkiI9zgkwZcoUdevWTcHBwZKk2bNna+XKlZo3b16i8+PNmzdPFy9e1KZNm+Tp6SlJKlasWLLPy3BAuCcBjpvD/eRx5LEwCQAgvbly5YqOHj3q1laxYkX98ccfWrRoEQUAAAAAAECWERsbqx07dqhJkyZmm91uV5MmTbR58+ZE91mxYoXq1KmjXr16KSgoSBUrVtS4cePkdDqTdW56AuCuxRvxCnOGSZLssstuo6YEALjul19+UefOneXv76/t27fL29vbXFeyZEkLkwEAAAAAsoK7Ga//bsTExCgmJsatzdvb2+17sCSFhYXJ6XQqKCjIrT0oKEh//vlnosc+evSofvrpJz3//PNatWqVDh8+rJ49eyouLk7Dhw9PckZ+tcVdO+c8Zz6/3eTAAICsIyYmRgMHDlTDhg117Ngx7d27V6NGjbI6FgAAAAAAqWL8+PEKCAhwe4wfPz5Fju1yuRQYGKgPP/xQ1atXV9u2bTVkyBDNnj07WcehJwDuimEY+iPmD3O5kEchC9MAANKDvXv3qmPHjtqzZ4/ZVq9ePb344osWpgIAAAAAZEVpNSfAoEGD1L9/f7e2//YCkKS8efPK4XDo3Llzbu3nzp1T/vz5Ez12gQIF5OnpKYfDYbaVK1dOoaGhio2NlZeXV5Iy0hMAd+V0/GkdiD1gLhfwKGBhGgCAlZxOpyZNmqQaNWqYBQBPT0+988472rBhg0qUKGFxQgAAAAAAUoe3t7dy5Mjh9kisCODl5aXq1atr7dq1ZpvL5dLatWtVp06dRI9dr149HT58WC7XzVFYDh06pAIFCiS5ACBRBMBduuC84LZc3LO4RUkAAFY6duyYHnroIb355puKjY2VJFWqVEnbt2/XW2+95Xa3AgAAAAAAacVms6XJIzn69++vOXPmaOHChTpw4IBeeeUVRUVFKTg4WJLUuXNnDRo0yNz+lVde0cWLF/Xqq6/q0KFDWrlypcaNG6devXol67wMB4S7sifm5lAPj2d7XAU9ClqYBgBghcuXL+uBBx7Q5cuXJV2/wBowYIBGjx6d6F0PAAAAAABkZW3bttU///yjYcOGKTQ0VFWrVtXq1avNyYJPnjwpu/3mfftFihTR999/r379+qly5coqVKiQXn31Vb311lvJOi9FANwVD9vNj06QI+g2WwIAMqucOXOqT58+Gj16tIoVK6aFCxeqYcOGVscCAAAAACDZd+mnld69e6t3796Jrlu/fn2Ctjp16mjLli33dE6KALhnOR05rY4AAEgjhmG4XUgNHTpUnp6eevXVV5UjRw4LkwEAAAAAgMQwJwDuiU3ps6IGAEhZ4eHh6tq1q8aPH+/W7unpqaFDh1IAAAAAAACkKzZb2jwyAnoCAACA21q/fr26dOmikydPysPDQ82aNVO1atWsjgUAAAAAAJKAIgCS7O+4v7U6arWijCirowAA0sC1a9c0ZMgQTZkyxWzz9fXVyZMnKQIAAAAAANK19DongBUoAiDJ9sXuS1AA8LH5WJQGAJCadu3apY4dO2r//v1mW+PGjbVgwQIVLVrUwmQAAAAAACA5mBMASXbBecF8ns+RT4U8CukRv0csTAQASGnx8fEaO3asatWqZRYAvL29NXnyZK1du5YCAAAAAAAgQ2BOgJvoCYAkiTfiFeYMM5ef9H9S/nZ/CxMBAFLamTNn9Mwzz2jz5s1mW9WqVRUSEqKKFStamAwAAAAAANwtegIgSaKNaLflbLZsFiUBAKSWXLly6dKlS5Iku92uwYMHa+vWrRQAAAAAAAAZjs1mS5NHRkBPANzRr9G/al/MPnO5qEfRDPMBBwAkna+vr0JCQtSpUyfNnTtXdevWtToSAAAAAAB3hZ8vb6IIgNuKdkXrt2u/ubUxDBAAZA6ff/65KleurDJlyphtNWrU0L59++RwOCxMBgAAAAAAUso9FQGuXbsmHx+flMqCdCLKFaXjccdlyNA145rZ7ilPBXkEqZpPNQvTAQDu1aVLl9S7d28tXrxYtWrV0q+//ioPj5uXBBQAAAAAAAAZnZ2uAKZkzwngcrk0evRoFSpUSP7+/jp69KgkaejQoZo7d26KB0TachkuLb2yVD9e/VFrr67Vr9G/muuKehZVm+xtlMeRx8KEAIB78eOPP6pSpUpavHixJGnbtm366quvLE4FAAAAAABSS7KLAGPGjNGCBQs0ceJEeXl5me0VK1bURx99lKLhkPaijWhdcV1JdF2QR1AapwEApJSrV6+qb9++evTRR3X69GlJUs6cOfXJJ5/omWeesTgdAAAAAAApy2ZLm0dGkOzhgBYtWqQPP/xQjzzyiHr06GG2V6lSRX/++WeKhkPai3JFmc/zOfKpincVSdfnASjiUcSqWACAe7B9+3Z16tRJBw8eNNuaNGmi+fPnq3DhwhYmAwAAAAAAqS3ZRYDTp0+rVKlSCdpdLpfi4uJSJBSsczjusPnc1+arCt4VLEwDALgXcXFxGjt2rMaMGSOn0ylJ8vHx0cSJE9WrVy/Z7cnuEAgAAAAAQIZgyyi36aeBZBcBypcvr40bN6po0aJu7cuWLVO1akwYmxEZhqFzznO64rqiC84LZnsRT+78B4CMbMeOHRo1apQMw5Ak1axZU4sWLVLZsmUtTgYAAAAAANJKsosAw4YNU5cuXXT69Gm5XC59+eWXOnjwoBYtWqRvv/02NTIilf0R+4fWXl2boD2/I78FaQAAKeXBBx9Uv379NG3aNA0dOlSDBw+Wp6en1bEAAAAAAEh1djoCmJI9DsBTTz2lb775Rj/++KOyZcumYcOG6cCBA/rmm2/06KOPpkZGpLIz8WcStNllVy5HLgvSAADuVmhoqFwul1vb2LFjtW3bNg0fPpwCAAAAAAAAWVCyewJIUoMGDbRmzZqUzgILRLuidSD2gLlc3bu6/Ox+KuJRRNns2SxMBgBIKsMwtHjxYvXq1UsjR47Uq6++aq7z8fHRAw88YGE6AAAAAADSHnMC3JTsngAlSpTQhQsXErRfvnxZJUqUSJFQSDv/LgBIUmWfynrA5wHl88hnUSIAQHJcuHBBzz33nDp27Kjw8HANHDhQBw4cuPOOAAAAAAAgS0h2T4Djx4/L6XQmaI+JidHp06dTJBTSTrQRbT7Pbs+uHPYcFqYBACTHqlWr9OKLLyo0NNRsa9OmjQoUKGBhKgAAAAAArEdHgJuSXARYsWKF+fz7779XQECAuex0OrV27VoVK1Ys2QFmzpypSZMmKTQ0VFWqVNH06dNVq1atW25/+fJlDRkyRF9++aUuXryookWLaurUqWrevHmyzw3pt2u/mc+b+DWxMAkAIKkiIyM1YMAAffDBB2Zb7ty5NXv2bD377LMWJgMAAAAAAOlNkosArVq1knR9LKUuXbq4rfP09FSxYsU0efLkZJ186dKl6t+/v2bPnq3atWtr6tSpatq0qQ4ePKjAwMAE28fGxurRRx9VYGCgli1bpkKFCunEiRPKmTNnss6LmxxyyKnrPTtyOnJaGwYAcEebNm1S586ddeTIEbOtWbNmmjt3Lj0AAAAAAAD4fzbRFeCGJBcBXC6XJKl48eLavn278ubNe88nnzJlirp166bg4GBJ0uzZs7Vy5UrNmzdPAwcOTLD9vHnzdPHiRW3atEmenp6SdFe9D3DTv/8xMBQQAKRvX3/9tdq0aWP+f7Kfn5+mTJmi7t27M+ERAAAAAABIVLInBj527FiKFABiY2O1Y8cONWlycwgau92uJk2aaPPmzYnus2LFCtWpU0e9evVSUFCQKlasqHHjxiU6RwGSJ48jj9URAAB38Mgjj6ho0aKSpDp16mj37t16+eWXKQAAAAAAAPAfdlvaPDKCZE8MLElRUVHasGGDTp48qdjYWLd1ffv2TdIxwsLC5HQ6FRQU5NYeFBSkP//8M9F9jh49qp9++knPP/+8Vq1apcOHD6tnz56Ki4vT8OHDE90nJiZGMTEx5nJERESS8mUV8Yq3OgIAIImyZ8+uhQsXauPGjXrzzTfl4XFX/zcOAAAAAACykGT/erBr1y41b95cV69eVVRUlHLnzq2wsDD5+fkpMDAwyUWAu+FyuRQYGKgPP/xQDodD1atX1+nTpzVp0qRbFgHGjx+vkSNHplqmjCzCSUEEANKr48ePq0+fPpo+fbrb0HcNGjRQgwYNrAsGAAAAAEAGQK/5m5I9HFC/fv3UsmVLXbp0Sb6+vtqyZYtOnDih6tWr6913303ycfLmzSuHw6Fz5865tZ87d0758+dPdJ8CBQro/vvvl8PhMNvKlSun0NDQBD0Sbhg0aJDCw8PNx6lTp5KcMbM7GX/SfB7lirIwCQDgBsMwNH/+fFWuXFnffvutunbtas4BAAAAAAAAkFzJLgL8/vvvev3112W32+VwOBQTE6MiRYpo4sSJGjx4cJKP4+XlperVq2vt2rVmm8vl0tq1a1WnTp1E96lXr54OHz7s9mPIoUOHVKBAAXl5eSW6j7e3t3LkyOH2yOouOi9qbdRa7Y3Za7ZV8a5iYSIAgCSdP39eTz/9tF544QVduXJF0vUeARSwAQAAAABIHpstbR4ZQbKLAJ6enrLbr+8WGBiokyev300eEBCQ7B8p+vfvrzlz5mjhwoU6cOCAXnnlFUVFRSk4OFiS1LlzZw0aNMjc/pVXXtHFixf16quv6tChQ1q5cqXGjRunXr16JfdlZGkbrm7Qvth9Ou88b7YF2AMsTAQAWL58uSpWrKjly5ebbV27dtWePXvMyYABAAAAAACSK9lzAlSrVk3bt29X6dKl1ahRIw0bNkxhYWEKCQlRxYoVk3Wstm3b6p9//tGwYcMUGhqqqlWravXq1eZkwSdPnjQLDpJUpEgRff/99+rXr58qV66sQoUK6dVXX9Vbb72V3JeRpUW6It2W/W3+KurJD0wAYIWIiAj169dP8+bNM9vy5s2rOXPmqFWrVtYFAwAAAAAgA7NnlNv004DNMAwjOTv89ttvunLlih566CGdP39enTt31qZNm1S6dGnNnTtXVatWTaWoKSMiIkIBAQEKDw/PskMDhYSH6KLrojzlqY4BHeVv85fdluxOIQCAe/Trr7+qY8eOOn78uNnWsmVLzZkzxyyIA0BGkpWutX2r9bY6AgBIki5tn2F1BACQJPkk+3bz1NV67o40Oc+XL1ZPk/Pci2T/aWrUqGE+DwwM1OrVq1M0ENKOTTblsGfuL2cAkJ5FRESYBQB/f39NmzZNwcHBsnG3AgAAAAAA94Sv1jel2O3fO3fu1BNPPJFSh0MqORF3QhddF62OAQCQ1KxZM7388stq0KCB9uzZoxdeeIECAAAAAAAASFHJKgJ8//33GjBggAYPHqyjR49Kkv7880+1atVKNWvWlMvlSpWQSBnXXNf0TeQ3Nxv4nQkA0ozT6dTSpUv131H4pk6dqnXr1ql48eIWJQMAAAAAIPOx2Wxp8sgIklwEmDt3rpo1a6YFCxZowoQJevDBB/Xxxx+rTp06yp8/v/bt26dVq1alZlbco6vGVTnlNJdLe5a2MA0AZB1HjhxRw4YN1a5dO82dO9dtnY+PjxwOh0XJAAAAAABAZpfkIsC0adM0YcIEhYWF6bPPPlNYWJhmzZqlvXv3avbs2SpXrlxq5kQKOBN/xnxe0KOgmmRrYmEaAMj8DMPQhx9+qCpVqmjTpk2SpNdff13h4eEWJwMAAAAAIHOz2dLmkREkuQhw5MgRPfvss5Kk1q1by8PDQ5MmTVLhwoVTLRxS1r+LAAH2AAuTAEDmFxoaqpYtW+rll19WVFSUJKlEiRJatWqVAgL4bzAAAAAAAEgbHkndMDo6Wn5+fpKuj6fk7e2tAgUKpFowpDz7v2o+ZbzKWJgEADK3ZcuWqUePHrpw4YLZ1q1bN02ZMkX+/v4WJgMAAAAAIGuwZ5Tb9NNAkosAkvTRRx+ZP17Ex8drwYIFyps3r9s2ffv2Tbl0SDXZ7NmsjgAAmc7ly5fVp08fffzxx2ZbUFCQ5s6dqxYtWliYDAAAAAAAZFVJLgLcd999mjNnjrmcP39+hYSEuG1js9koAgAAsqxhw4a5FQDatGmj2bNnJyiYAwAAAACA1EU/gJuSXAQ4fvx4KsZAWvgj9g+rIwBApjZixAh98cUXioyM1IwZM9SxY0fZ6H4IAAAAAAAslKzhgJBxxRvxbsveNm+LkgBA5hEZGek2xn/u3Ln1xRdfqGDBgrrvvvssTAYAAAAAQNbGTXk32e+8CTKDMGeY23J2e3aLkgBAxhcfH69Ro0apVKlSOnv2rNu6Bx98kAIAAAAAAABIN+gJkAXEGXH6/Mrn5nIRjyIWpgGAjO3QoUPq1KmTtm3bJkl68cUXtXLlSu4wAAAAAAAgHbHzNd1ET4AsINIVKZdc5nIhj0IWpgGAjMkwDM2cOVNVq1Y1CwAOh0M1atSQ0+m0OB0AAAAAAEDi6AmQBcQZcebzAHuAavnUsjANAGQ8p0+fVnBwsNasWWO2lS5dWiEhIapdu7aFyQAAAAAAQGLosX/TXfUEOHLkiN5++221b99e58+flyR99913+uOPP1I0HFLGeed583kuRy7+AQBAMixZskQVK1Z0KwD06tVLu3btogAAAAAAAADSvWQXATZs2KBKlSpp69at+vLLLxUZGSlJ2r17t4YPH57iAXHv7P/6M+ey57IwCQBkLL169VKHDh10+fJlSVLBggX1/fffa8aMGcqWLZu14QAAAAAAwC3ZbGnzyAiSXQQYOHCgxowZozVr1sjLy8tsf/jhh7Vly5YUDYeUl8tBEQAAkurhhx82n7dr10579+7VY489ZmEiAAAAAACA5En2nAB79+7V4sWLE7QHBgYqLCwsRUIBAJAetGnTRr1791a9evXUrl07q+MAAAAAAIAkYkj0m5LdEyBnzpw6e/ZsgvZdu3apUKFCKRIKKWtPzB6rIwBAurd161a99dZbCdqnT59OAQAAAAAAAGRYye4J0K5dO7311lv6/PPPZbPZ5HK59Ouvv2rAgAHq3LlzamTEPXAaTp1znjOXPeVpYRoASH/i4uI0atQojRs3Ti6XS1WrVlX79u2tjgUAWc6KFSuSvO2TTz6ZikkAAACQGdjpCGBKdhFg3Lhx6tWrl4oUKSKn06ny5cvL6XSqQ4cOevvtt1MjI+6BSy635eJexS1KAgDpz/79+9WpUyft3LnTbFu0aJHatWtHt0EASGOtWrVK0nY2m01OpzN1wwAAAACZSLKLAF5eXpozZ46GDh2qffv2KTIyUtWqVVPp0qVTIx9SUGGPwvK2eVsdAwAs53K5NG3aNA0aNEgxMTGSJA8PDw0fPlwDBw6kAAAAFnC5XHfeCAAAAEgivtvflOwiwC+//KL69evrvvvu03333ZcamQAASDUnT55U165dtW7dOrOtXLlyCgkJUfXq1S1MBgAAAAAAkPKSXQR4+OGHVahQIbVv314dO3ZU+fLlUyMXAAApyjAMhYSEqE+fPoqIiDDbX3vtNY0bN06+vr4WpgMA/FdUVJQ2bNigkydPKjY21m1d3759LUoFAACAjIJ+ADcluwhw5swZffrpp1qyZIneeecdVa5cWc8//7zat2+vwoULp0ZGAABSxBdffGEWAIoUKaIFCxbo4YcftjgVAOC/du3apebNm+vq1auKiopS7ty5FRYWJj8/PwUGBlIEAAAAAJLBntwd8ubNq969e+vXX3/VkSNH9Oyzz2rhwoUqVqwYP6QAANItm82mDz/8UPny5VOnTp20Z88e/n8LANKpfv36qWXLlrp06ZJ8fX21ZcsWnThxQtWrV9e7775rdTwAAABkAHabLU0eGUGyiwD/Vrx4cQ0cOFDvvPOOKlWqpA0bNqRULqSQ3TG7rY4AAJaIjIzUrl273NqCgoK0Z88eLVq0SDlz5rQmGADgjn7//Xe9/vrrstvtcjgciomJUZEiRTRx4kQNHjzY6ngAAABAhnLXRYBff/1VPXv2VIECBdShQwdVrFhRK1euTMlsSAGn406bz7PZs1mYBADSzi+//KIqVaqoWbNmCgsLc1uXP39+i1IBAJLK09NTdvv1ryqBgYE6efKkJCkgIECnTp2yMhoAAAAyCJstbR4ZQbLnBBg0aJA+/fRTnTlzRo8++qimTZump556Sn5+fqmRD3cp3Bmurde2KtQZarY96POghYkAIPXFxMRo+PDhmjhxogzDkHR9SImQkBCLkwEAkqNatWravn27SpcurUaNGmnYsGEKCwtTSEiIKlasaHU8AAAAIENJdhHg559/1htvvKHnnntOefPmTY1MSAG/XftNB2IPuLX52n0tSgMAqW/v3r3q2LGj9uzZY7bVq1dPI0aMsC4UAOCujBs3TleuXJEkjR07Vp07d9Yrr7yi0qVLa968eRanAwAAQEZgyyi36aeBZBcBfv3119TIgRR21bjqtlzBq4K8bd4WpQGA1ON0OjVlyhS9/fbbio2NlXR9GIlRo0bpjTfekMPhsDghACC5atSoYT4PDAzU6tWrLUwDAAAAZGxJKgKsWLFCzZo1k6enp1asWHHbbZ988skUCYaUE5wjWDkcOayOAQAp7tixY+rSpYs2btxotlWsWFEhISGqWrWqdcEAAAAAAICl6AhwU5KKAK1atVJoaKgCAwPVqlWrW25ns9nkdDpTKhtSiIct2R0+ACDdi42NVYMGDXT69PUJ0G02mwYMGKDRo0fL25ueTwCQkRUvXvy23bePHj2ahmkAAACAjC1Jvw67XK5EnyP9Oh9/3uoIAJCqvLy8NHbsWHXt2lXFihXTwoUL1bBhQ6tjAQBSwGuvvea2HBcXp127dmn16tV64403rAkFAACADMVOVwBTsm8RX7Rokdq2bZvgLsvY2Fh9+umn6ty5c4qFw92LNCLN5zbxgQeQOTidTrcx/jt37qyoqCh17NhROXIw7BkAZBavvvpqou0zZ87Ub7/9lsZpAAAAgJQzc+ZMTZo0SaGhoapSpYqmT5+uWrVqJbrtggULFBwc7Nbm7e2ta9euJeuc9uSGDA4OVnh4eIL2K1euJAgE6/jafG8+t/veZksASP/Cw8PVtWtXde/e3a3dZrOpZ8+eFAAAIIto1qyZvvjiC6tjAAAAIAOw2dLmkRxLly5V//79NXz4cO3cuVNVqlRR06ZNdf78rUd1yZEjh86ePWs+Tpw4kez3ItlFAMMwEh2f8++//1ZAQECyAyDlGYahaCNakhRg528CIGNbv369KleurIULF2revHlavny51ZEAABZZtmyZcufObXUMAAAA4K5MmTJF3bp1U3BwsMqXL6/Zs2fLz89P8+bNu+U+NptN+fPnNx9BQUHJPm+ShwOqVq2abDabbDabHnnkEXl43NzV6XTq2LFjevzxx5MdACnviuuK+TzclbDXBgBkBNeuXdOQIUM0ZcoUsy179uzJ7vIGAMh4bnz3uMEwDIWGhuqff/7RrFmzLEwGAACAjCKxG9mtFBsbqx07dmjQoEFmm91uV5MmTbR58+Zb7hcZGamiRYvK5XLpgQce0Lhx41ShQoVknTvJRYBWrVpJkn7//Xc1bdpU/v7+5jovLy8VK1ZMbdq0SdbJkfKiXdHacm2LuZzPkc/CNABwd3bt2qWOHTtq//79ZlujRo20YMECFStWzLpgAIA08dRTT7l9abPb7cqXL58aN26ssmXLWpgMAAAAcBcTE6OYmBi3Nm9v7wRz6oaFhcnpdCa4kz8oKEh//vlnoscuU6aM5s2bp8qVKys8PFzvvvuu6tatqz/++EOFCxdOcsYkFwGGDx8uSSpWrJjatm0rHx+fJJ8EaWf7te06EHvAXM7jyGNhGgBInvj4eE2YMEEjRoxQfHy8pOv/xzlu3Di99tprstuTPYodACADGjFihNUR7ih00/tWRwAASVKuhoOtjgAAkqToTeOsjuAmrX5BGD9+vEaOHOnWNnz48BS5pq1Tp47q1KljLtetW1flypXTBx98oNGjRyf5OEkuAtzQpUuX5O6CNPTf4X9Kepa0KAkAJM/FixfVokULbdlyszdT1apVFRISoooVK1qYDACQ1hwOh86ePavAwEC39gsXLigwMFBOp9OiZAAAAMgo0mo4oEGDBql///5ubf/tBSBJefPmlcPh0Llz59zaz507p/z58yfpXJ6enqpWrZoOHz6crIxJKojkzp1bYWFhkqRcuXIpd+7ct3zAOjFGjI7GHTWXO2TvoFJepSxMBABJlzNnTnOoObvdrsGDB2vr1q0UAAAgCzIMI9H2mJgYeXl5pXEaAAAA4Na8vb2VI0cOt0diRQAvLy9Vr15da9euNdtcLpfWrl3rdrf/7TidTu3du1cFChRIVsYk9QR47733lD17dvN5eptUAdedjDvptpzTkdOaIABwF+x2u+bNm6fWrVtr2rRpqlu3rtWRAABp7P33rw+xY7PZ9NFHH7nNQ+Z0OvXzzz8zJwAAAACSxJ4Of8Lu37+/unTpoho1aqhWrVqaOnWqoqKiFBwcLEnq3LmzChUqpPHjx0uSRo0apQcffFClSpXS5cuXNWnSJJ04cUIvvfRSss6bpCLAv4cA6tq1a7JOgLQTa8Sazwt6FJSnzdPCNABwe59//rkCAwPVqFEjs61IkSLatm0bxWYAyKLee+89Sdd7AsyePVsOh8Nc5+XlpWLFimn27NlWxQMAAADuSdu2bfXPP/9o2LBhCg0NVdWqVbV69WpzsuCTJ0+6zYd46dIldevWTaGhocqVK5eqV6+uTZs2qXz58sk6r824VV/bW9i5c6c8PT1VqVIlSdLy5cs1f/58lS9fXiNGjEj33XMjIiIUEBCg8PBw5ciRw+o4Keq7yO90KO6QJKmhb0NV86lmcSIASOjSpUvq3bu3Fi9erCJFimjv3r0KCAiwOhYAIAWk1LX2Qw89pC+//FK5cuVKwXQpKzzaZXUEAJAk5X/kbasjAICk9DcxcP8Vf6bJeaY8mf57qiZ7kuSXX35Zhw5d/6H56NGjatu2rfz8/PT555/rzTffTPGASDpfu6/53NuWcNwpALDajz/+qEqVKmnx4sWSpFOnTumTTz6xOBUAIL1Zt25dui4AAAAAABlJsosAhw4dUtWqVSVdH8qhUaNGWrx4sRYsWKAvvvgipfMhiQzD0O6Y3eZybgeTNANIP65evaq+ffvq0Ucf1enTpyVJAQEB+vjjj/XKK69YnA4AkN60adNGEyZMSNA+ceJEPfvssxYkAgAAQEZjs9nS5JERJLsIYBiGXK7rXV9//PFHNW/eXNL1cZzDwsJSNh2S7LzzvNuyr833FlsCQNravn27HnjgAU2fPt1se+SRR7R37149//zzGeb/MAEAaefnn382v2f8W7NmzfTzzz9bkAgAAADIuJJdBKhRo4bGjBmjkJAQbdiwQS1atJAkHTt2zJzAAGkvXvFuywEOxtcGYK24uDiNGDFCderU0cGDByVJPj4+ev/99/XDDz+oSJEiFicEAKRXkZGRic415unpqYiICAsSAQAAIKOx29LmkREkuwgwdepU7dy5U71799aQIUNUqlQpSdKyZctUt27dFA+I5HvA+wGrIwCATp06pUmTJsnpdEq6XkTetWuX+vTp4zbTPQAA/1WpUiUtXbo0Qfunn36q8uXLW5AIAAAAyLg8krtD5cqVtXfv3gTtkyZNksPhSJFQAICMr0SJEpo0aZL69u2rt99+W0OGDJGnp6fVsQAAGcDQoUPVunVrHTlyRA8//LAkae3atVq8eLGWLVtmcToAAABkBIw+fFOyiwA37NixQwcOHJAklS9fXg88wN3nVjoXf87qCACyuL///lu5c+eWn5+f2fbKK6+ocePG3LUJAEiWli1b6uuvv9a4ceO0bNky+fr6qkqVKvrpp5+UO3duq+MBAAAAGUqyiwDnz59X27ZttWHDBuXMmVOSdPnyZT300EP69NNPlS9fvpTOiCQ4GXfSfG4TZS4AaccwDC1evFi9evVS586d9f7775vrbDYbBQAAwF1p0aKFOf9YRESElixZogEDBmjHjh3mUHMAAADArdjpCmBK9qDMffr0UWRkpP744w9dvHhRFy9e1L59+xQREaG+ffumRkbchmEYCo0P1Yn4E2ZbKa9SFiYCkJVcuHBBbdu2VceOHRUeHq7p06dr7dq1VscCAGQSP//8s7p06aKCBQtq8uTJevjhh7VlyxarYwEAAAAZSrJ7AqxevVo//vijypUrZ7aVL19eM2fO1GOPPZai4XBnZ+LPaFmk+7io/nZ/i9IAyEq+++47vfDCCwoNDTXbnn/+eYaHAwDck9DQUC1YsEBz585VRESEnnvuOcXExOjrr7+mdxkAAACSLNl3v2diyX4vXC5XohM7enp6yuVypUgoJN05p/tcAP42f/nZ/G6xNQDcu8jISPXo0UPNmzc3CwC5c+fWZ599po8//li5cuWyOCEAIKNq2bKlypQpoz179mjq1Kk6c+aMpk+fbnUsAAAAIENLdk+Ahx9+WK+++qqWLFmiggULSpJOnz6tfv/X3p2Hx3T+bxy/J3tCBA0hRGNfKsRSaqdodNGiSlF7VSlVQS21K7GUakuprdZ+qeqipVpSaVE/e1BL1F5qV4lYss38/ujl6FRoQpIzE++X61zXzHO2e8YRk/mc53n69lXDhg0zPCDu7reE37ThxgbjeVH3omrk00guFupcADLH5s2b1b59ex05csRoe/rppzVnzhzj/wQAAO7X999/rzfffFM9evRQyZIlzY4DAAAAJ8aUALel+9viadOmKS4uTsHBwSpevLiKFy+uokWLKi4ujrt0stiG6xvsnod4hsjHhV4AADLHL7/8otq1axsFAB8fH82cOVOrVq2iAAAAyBAbN27U1atXVaVKFVWvXl3Tpk3TxYsXzY4FAAAAOLV09wQICgrSzp07FRkZqQMHDkiSypYtq0aNGmV4ONxbohKNx8Xdi6uIWxET0wDI7mrVqqUaNWpo06ZNqlGjhhYuXKgSJZiIHACQcZ544gk98cQTmjp1qpYtW6Z58+YpPDxcVqtVa9euVVBQkHx9fc2OCQAAACfgQlcAQ7qKAMuWLdPKlSuVmJiohg0bqnfv3pmVC+lQwLWAnsv5nNkxAGRzrq6uWrBggZYvX67+/fvLzS3ddWQAANIkR44c6tKli7p06aKYmBjNnTtX48eP16BBg9S4cWOtXLnS7IgAAACA00jzcEAzZsxQmzZttH37dv3+++964403NGDAgMzMBgAwyYkTJ9SoUSP93//9n1178eLFNWjQIAoAAIAsU7p0aU2cOFGnTp3S//73P7PjAAAAwElYLFmzOIM0FwGmTZumESNGKCYmRtHR0VqwYIE+/vjjzMwGAMhiNptN8+fPV0hIiCIjI9W+fXtdu3bN7FgAAMjV1VXNmjWjFwAAAACQTmkuAhw9elQdO3Y0nrdt21bJyck6c+ZMpgQDAGSt8+fPq0WLFurcubOuXr0qSUpMTNSJEydMTgYAAAAAAJA+LpasWZxBmosACQkJypEjx+0dXVzk4eGhGzduZEowAED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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:11:26,789 INFO: === Dataset: b ===\n", "2025-01-13 21:11:28,159 INFO:Total samples: 3181\n", "2025-01-13 21:11:38,141 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": [ "2025-01-13 21:11:38,211 INFO: === Dataset: c ===\n", "2025-01-13 21:11:39,582 INFO:Total samples: 3181\n", "2025-01-13 21:11:49,498 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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zpsO27dq1M/Lly+cwfvbsWcNutxujR482x5577jmjYsWKxvXr182xuLg4o3bt2kapUqXum/Obb74xJBljx451GG/VqpVhs9mMI0eOOLwmFxcXh7E//vjDkGRMnz79vse513JAcXFxRqlSpYxGjRo5/J6vXbtmFCtWzHj++efNMS8vL6NXr173PU5ylr/5/fffDUlGz549Hcbbt2+f4Pd37dq1BPsHBwcn+Gf3fn//iT3Hm2++abi7u5u/u7179xqSjBUrVtwz94kTJwwnJydj3LhxDuP79+83smXL5jCenPcjJCTEsNvtxquvvmrExsY6PHbn7wYAAKtxbn5bSp+br1692pBkfPLJJ0nafurUqYYk44svvjDHYmJiDD8/P8PT09MIDw83DMMwjh8/bkgycufObVy8eDHB8e5cXij+/PjupXDuPo+O16BBA6NBgwbm/aT8buKPEb9kzvnz5w0XFxfjhRdecDgPmjFjhiHJmD9/vsPxkvI3ci9FihQxmjZtaty8edPInz+/uaTogQMHDEnGzz//nOh7kNi55NKlSw1JxpYtW8yx+y0HJMmw2+3GX3/9lehjd39+GTJkiGG3240tW7aYf0t3L2GUmP79+xuSjF9++cUcu3r1qlGsWDGjaNGi5nsc/89g2bJljejoaHPbadOmGZKM/fv33/c4/v7+ht1uT3TZJM5fAdyJmQAAHkrVqlXl6empLVu2SLp1VdFjjz0mf39/7dmzR9euXZNhGNq6davq1av3wOfz9PRUhw4dzPsuLi6qWbOmwzI43t7e+t///ucwXTa53NzctHPnTnOK6MKFC9WlSxcVKFBAffr0UXR0tLmtj4+PmjRpojVr1igyMlLSrauqli1bpho1auiJJ5546ByJiYyMVN68eZU3b16VLFlSgwYNUp06dbR69WrZbDZzu6tXr0rSfa9Min8s/mqw+P9PytVM9xIeHv5I+z9It27dElxN06ZNG50/f95hivrKlSsVFxenNm3aSLo1Jfenn35S69atdfXqVYWFhSksLEwXLlxQo0aNFBISotOnT9/zuOvWrZOTk5N5BXu8t99+W4ZhJLiaqWHDhipRooR5v1KlSsqZM6fD32py/P777woJCVH79u114cIFM39kZKSee+45bdmyRXFxcZJu/TOwc+dOnTlz5qGOdbd169ZJUoLXnlgTXTc3N/PnGzdu6MKFCypZsqS8vb3N5Yge5M7niP9d1atXT9euXdPff/8tSfLy8pIkff/99/e8eumrr75SXFycWrdubb5fYWFhyp8/v0qVKqVNmzYlKc/dvvnmG8XFxWn48OGy2x1Pke78ZxAAgPSGc/OUOzdP7nnzunXrlD9/fvPqc0lydnZW3759FRERkWBpyzZt2jjM8o3/fTzsuWRiHuZ38+OPPyomJkb9+/d3OA/q1q2bcubMmWAZm6T8jTyIk5OTWrduraVLl0q61RC4cOHC9/wbvfNc8vr16woLC9NTTz0lSUk+H5WkBg0aqFy5cknaduTIkSpfvrw6deqknj17qkGDBgnOnROzbt061axZU3Xr1jXHPD091b17d504cUIHDhxw2D4gIMChQXdS/i7i4uL0zTffqFmzZqpRo0aCxzl/BXAnigAAHoqTk5P8/PzM6cW//PKL6tWrp7p16yo2NlY7duzQgQMHdPHixSR90HjssccSnKT4+Pjo0qVL5v333ntPnp6eqlmzpkqVKqVevXolWDM9Kby8vDRx4kSdOHFCJ06c0Lx581S6dGnNmDFDY8aMcdj29ddfV2RkpFavXi1J2r59u06cOJEqSwFlz55dGzZs0IYNG7RgwQKVLVtW58+fdzjZlW5/IIkvBiTm7kJB/Hqq99vnQXLmzPlI+z9IsWLFEozFr5G/fPlyc2z58uWqUqWK+UHvyJEjMgxDw4YNM4so8bcRI0ZIurVO672cPHlSBQsWTPBBL34Jm5MnTzqMP/744wme4+6/1eQICQmRJHXq1ClB/s8//1zR0dHmWvgTJ07Un3/+qcKFC6tmzZoaOXLkI31gPHnypOx2u0NRQ5JKly6dYNuoqCgNHz7c7JuQJ08e5c2bV5cvX06wVv+9/PXXX3r11Vfl5eWlnDlzKm/evOaHx/jnKFasmAYOHKjPP/9cefLkUaNGjTRz5kyHY4SEhMgwDJUqVSrBe3bw4MH7/r7v5+jRo7Lb7Un+UAgAQHrBuXnKnZsn97z55MmTKlWqVIILCJJ6LhlfEHjYc8nEPMzvJj7n3eeBLi4uKl68eILXkZS/kaRo3769Dhw4oD/++ENLlixR27Zt7/nl9cWLF9WvXz/5+vrKzc1NefPmNT9DJPV8VEr8c8e9uLi4aP78+Tp+/LiuXr2qBQsWJOnL9ZMnTyZ6Tp2Sfxf//vuvwsPDzSVSAeB+KAIAeGh169bV7t27df36dfODhre3typUqKBffvnF/BCSlA8a91pP0bhjbdCyZcvq0KFDWrZsmerWratVq1apbt265he9D6NIkSJ64403tG3bNnl7e2vx4sUOj7/00kvy8vIyG1YtWbJETk5Oatu27UMf816cnJzUsGFDNWzYUJ07d9bGjRsVGhqaYA3Q+BPHffv23fO54h+L/zIzvpHv/v37HzpfmTJldPjw4UduMHWvBlp3FzukWw2L49f1v3nzpk6fPq1t27aZswAkmVfJDxo0yCyi3H0rWbLkI2W+U1L+VpMjPv+kSZPumd/T01OS1Lp1ax07dkzTp09XwYIFNWnSJJUvXz5Za68+rD59+mjcuHFq3bq1vvzyS/3www/asGGDcufObb6G+7l8+bIaNGigP/74Q6NHj9a3336rDRs26KOPPpIkh+eYPHmy9u3bp/fff19RUVHq27evypcvbzYsjouLk81m0/r16xN9vz777LPUeRMAAEjHODdPGSlx3nw/j3Iuea8vn+8+v06N383dUuqcuFatWipRooT69++v48ePq3379vfctnXr1po7d6569Oihr776Sj/88IPZ1Dcp56PxEvvccT/xfSiuX79uXsCT0lL6MwYA3I0iAICHVq9ePcXExGjp0qU6ffq0+YGifv365geNJ554Qr6+vil2TA8PD7Vp00YLFizQqVOn1LRpU7PJ0qPw8fFRiRIldPbsWYdxV1dXtWrVSj/88IPOnTunFStW6Nlnn1X+/Pkf6XhJUaBAAQ0YMEDffvutduzYYY6/9NJLkm41UEtMbGyslixZIh8fH7PpW7NmzSRJX3zxxUPnadasmaKiorRq1aokbe/j4+PQyFW61fT17vf4Qdq0aaOwsDBt3LhRK1askGEYDkWA4sWLS7o17Tq+iHL37X7TuYsUKaIzZ84kuNorfnma+IZ1j+peH9rir8LPmTPnPfPf2RitQIEC6tmzp7755hsdP35cuXPn1rhx4x54nMQUKVJEcXFxDs3YJOnQoUMJtl25cqU6deqkyZMnq1WrVnr++edVt27dBL/jex1/8+bNunDhghYuXKh+/frppZdeUsOGDR2mw9+pYsWK+uCDD7Rlyxb98ssvOn36tGbPni3p1ntmGIaKFSuW6PsVPy08ue9HiRIlFBcXl2B6NgAAGQHn5injiSeeUOnSpbV69WpFREQ8cPsiRYooJCQkwZfQKX0uKSV+fi0lvKpcSv7vJj7n3eeBMTExOn78eIq+jru1a9dOmzdvVtmyZVWlSpVEt7l06ZI2btyowYMHa9SoUXr11Vf1/PPPm58F7pSSy+Ds27dPo0ePVkBAgKpWraquXbsmadZBkSJFEj2nTsm/i7x58ypnzpz6888/H/m5AGR+FAEAPLRatWrJ2dlZH330kXLlyqXy5ctLuvUBZMeOHfr555+TdKVRUl24cMHhvouLi8qVKyfDMHTjxo0kPccff/yhsLCwBOMnT57UgQMHEp2y+frrr+vGjRt688039e+//6bKUkD30qdPH7m7u+vDDz80x2rXrq2GDRtqwYIF+u677xLsM3ToUB0+fFjvvvuueZWLn5+fXnzxRX3++ef65ptvEuwTExOjQYMG3TdLjx49VKBAAb399ts6fPhwgsfPnz+vsWPHmvdLlChhrksbb86cOfecCXAvDRs2VK5cubR8+XItX75cNWvWdJjCmy9fPj399NP67LPPEi0w/Pvvv/d9/iZNmig2NlYzZsxwGP/kk09ks9nUuHHjZOW9Fw8PD0lK8MGtevXqKlGihD7++ONEP2jG54+NjU3wgSNfvnwqWLCgw3q5Hh4eSZ4OHf/aPv30U4fxqVOnJtjWyckpwZVI06dPT/D7vNfrjL+66c7niImJ0axZsxy2Cw8P182bNx3GKlasKLvdbr7OFi1ayMnJSaNGjUqQyTAMh39XJOf9aN68uex2u0aPHp3ggzxXYQEA0jvOzVPOqFGjdOHCBXXt2jXBeYkk/fDDD+Z5eJMmTRQaGuqwfOXNmzc1ffp0eXp6qkGDBimWq0SJEtqxY4fDzNzvvvtO//zzj8N2D/O7adiwoVxcXPTpp586nPfMmzdPV65cUdOmTVPsddyta9euGjFihCZPnnzPbRI7l5QSP2+91/loct24cUOdO3dWwYIFNW3aNC1cuFDnzp3TgAEDHrhvkyZNtGvXLgUHB5tjkZGRmjNnjooWLZoiy0/a7XY1b95c3377rX799dcEj3P+CuBO2awOACDjcnd3V/Xq1bVjxw41a9bMvOKifv36ioyMVGRkZIp+0HjhhReUP39+1alTR76+vjp48KBmzJihpk2bJrlx14YNGzRixAi9/PLLeuqpp+Tp6aljx45p/vz5io6O1siRIxPs06BBAz322GNavXq13Nzc1KJFixR7TQ+SO3duBQQEaNasWTp48KC5FFBgYKCee+45vfLKK2rfvr3q1aun6OhoffXVV9q8ebPatGljNliLFxgYqBdeeEEtWrRQs2bN9Nxzz8nDw0MhISFatmyZzp49q48//vieWXx8fPT111+rSZMmqlKlijp06KDq1atLutWIa+nSpfLz8zO379q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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:11:49,567 INFO: === Dataset: d ===\n", "2025-01-13 21:11:50,918 INFO:Total samples: 3181\n", "2025-01-13 21:12:00,720 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": [ "2025-01-13 21:12:00,788 INFO: === Dataset: e ===\n", "2025-01-13 21:12:01,175 INFO:Total samples: 911\n", "2025-01-13 21:12:04,571 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:12:04,642 INFO: === Dataset: f ===\n", "2025-01-13 21:12:10,065 INFO:Total samples: 12911\n", "2025-01-13 21:12:47,780 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:12:47,850 INFO: === Dataset: g ===\n", "2025-01-13 21:12:50,353 INFO:Total samples: 6000\n", "2025-01-13 21:13:08,257 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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fJOn48eNxJmYDAAAAkkvz5s114cIFDRw4UKGhoSpVqpRWrVplXpOeOnXK7sn/jz/+WDabTR9//LHOnDmjbNmyKSAgQCNGjEjUeSkCpEJbbm4xf3axuViYBAAApCWGYSgkJETdu3dXeHi42d6zZ0+NHDlSHh4eFqYDks+ECRPUunVrLVu2TP3791eBAgUkSUuWLFGlSpUsTgcAAIDkkBp7AkhSt27d1K1bt3jXrVu3zu51bG/tQYMGPdE5KQKkQreN2+bP/h7xjwcFAACQWBEREerXr59ZAPD19VVwcLBq1aplcTIgeZUoUUL79u2L0z527NhEdaMGAAAAHBFFgFTMy+algq4FrY4BAADSiAwZMmjWrFl6+eWXFRgYqIkTJypTpkxWxwJSTFRUlM6fP2/ODxDrueeesygRAAAAkktq7QlgBYoAAAAAadS1a9d069YtZcuWzWyrV6+edu/erVKlSlkXDEhhhw4d0ltvvaXffvvNrt0wDNlsNkVHR1uUDAAAAEh+FAEAAADSoE2bNikwMFCFChXSihUr7J6CoQCAp01QUJDSpUunH374Qc8++yxPhQEAADwNuOQzUQQAAABIQyIjIzVo0CCNGTNGhmHo+PHjmjFjhjp27Gh1NMAye/bs0c6dO1WoUCGrowAAAAApjiIAAABAGrFv3z61adNGe/fuNdsqV66sOnXqWJgKsF6RIkV08eJFq2MAAAAgBdH78x4nqwNMmTJFfn5+cnd3V4UKFbR9+/aHbj9hwgS98MIL8vDwkK+vr3r16qVbt26lUFoAAIDUJzo6WmPHjlXZsmXNAoCLi4s++eQTrV+/Xvny5bM4IWCt0aNH64MPPtC6det06dIlhYeH2y0AAABAWmZpT4BFixapd+/emjZtmipUqKAJEyaoXr16OnjwoLJnzx5n+/nz56tv376aNWuWKlWqpEOHDql9+/ay2WwaP368Be8AAADAWsePH1e7du20ceNGs6148eIKCQlRyZIlLUwGpB6xvWFq165t187EwAAAAGkXPQHusbQIMH78eHXo0EFBQUGSpGnTpmnFihWaNWuW+vbtG2f73377TZUrV1arVq0kSX5+fmrZsqW2bduWormT0+Gow4owIqyOAQAAHMCpU6dUokQJRUTcvXaw2Wzq06ePhg0bJjc3N4vTAanH2rVrrY4AAAAAWMayIkBUVJR27typfv36mW1OTk6qU6eOtmzZEu8+lSpV0ty5c7V9+3aVL19ex44d08qVK9W2bduUip3stty8995dbC4WJgEAAKndc889p9dee03z5s2Tn5+f5syZo6pVq1odC0h1qlevbnUEAAAApDB6AtxjWRHg4sWLio6Olo+Pj127j4+P/v7773j3adWqlS5evKgqVarIMAzduXNHnTp10kcfffTA80RGRioyMtJ8ndrH/Lxt3DZ/9vfwtzAJAABwBJMnT1aOHDk0aNAgZciQweo4QKq1ceNGffHFFzp27JgWL16sXLlyKSQkRHnz5lWVKlWsjgcAAAAkG8snBk6MdevWaeTIkZo6dap27dqlb775RitWrNCwYcMeuM+oUaPk7e1tLr6+vimY+PF52bxU0LWg1TEAAEAqERYWpvbt22vhwoV27ZkyZdKnn35KAQB4iKVLl6pevXry8PDQrl27zIeEwsLCNHLkSIvTAQAAIFnYUmhxAJYVAbJmzSpnZ2edO3fOrv3cuXPKkSNHvPsMGDBAbdu21dtvv63ixYvr9ddf18iRIzVq1CjFxMTEu0+/fv0UFhZmLqdPn07y9wIAAJCc1q1bpxIlSmj27Nnq3Lmzzpw5Y3UkwKEMHz5c06ZN04wZM+Ticm/IzcqVK2vXrl0WJgMAAACSn2VFAFdXV5UpU0Zr1qwx22JiYrRmzRr5+8c/DM6NGzfk5GQf2dnZWZJkGEa8+7i5uSljxox2CwAAgCO4deuW3nvvPdWsWVOnTp2SJEVHR+uvv/6yOBngWA4ePKhq1arFaff29tbVq1dTPhAAAACSnc1mS5HFEVg2J4Ak9e7dW+3atVPZsmVVvnx5TZgwQdevX1dQUJAkKTAwULly5dKoUaMkSQEBARo/frxKly6tChUq6MiRIxowYIACAgLMYgAAAEBasHv3brVp00b79+8322rUqKHg4GDlyZPHwmSA48mRI4eOHDkiPz8/u/ZNmzYpX7581oQCAAAAUoilRYDmzZvrwoULGjhwoEJDQ1WqVCmtWrXKnCz41KlTdk/+f/zxx7LZbPr444915swZZcuWTQEBARoxYoRVbwEAACBJ3blzR6NHj9bgwYN1584dSXd7No4cOVI9e/aM0ysSwKN16NBB7777rmbNmiWbzaazZ89qy5Yt6tOnjwYMGGB1PAAAACQDR3lKPyVYWgSQpG7duqlbt27xrlu3bp3d63Tp0mnQoEEaNGhQCiQDAABIWSdPnlTLli21ZcsWs61UqVKaO3euihYtamEywLH17dtXMTExql27tm7cuKFq1arJzc1Nffr0Uffu3a2OhzTirToF1b1BYWX39tBfp6/owzk7tevYpQdu36neCwqqXVC5n/HU5WuR+m7HaQ39eo8ib9+d765nQBG9UtZXBZ/NqFu3o7X98AUNWbhHR0KvpdRbAuCgVn67SN8umqOrly/JL//z6tDjAz1fuFi82546flTzv/qfjh46oAvn/tWbXd/Tq01b220THR2thbO/0PrVK3X18iVlzppNteoFqFnbt7nJCjgIHiVLRQ5HHVaEEWF1DAAAYBF3d3cdPnxYkuTk5KT+/ftr27ZtFACAJ2Sz2dS/f39dvnxZf/75p7Zu3aoLFy5o0KBBOnv2rNXxkAa8XuE5DW/1osZ8+6dqDvhRf566qiUf1FTWjG7xbt/EP48GNiulMd/uU8UPV6jHl9vUqMJzGvBGKXObyoWya+Yvh1RvyM9qPPpXuTg7aemHteTpxlC4AB5s068/adb/xqtFu44aP32+/PIX1JAPuurqlcvxbh8ZeUs5cuZSYMceypwla7zbfLMgWKuWL1HHHh9q0uylatexh75dOFsrvlmYnG8FeGLMCXAPRYBUZMvNe0/9udhcLEwCAACs4OPjo+nTp6tAgQLatGmThg8fLldXV6tjAWmGq6urihQpovLly8vLy0t//fWXfH19rY6FNKBL/UKas+6o5m88poNnw9X7q+26EXlHravlj3f78gWzadvhC1q65aROX7yutX+G6pstJ/VivizmNm+MXacFG4/r7zNh+uvUVXWdvlW+WdOrpF+WeI8JAJK0fPE8vdTwddWu/5p8/fKpc+/+cnN315ofl8e7fcFCRdW+Uy9VrVVP6Vzivxd18K8/VL5ydZX1ryqfHDlVqXodlSpbUYf//jM53wrwxCgC3EMRIBW5bdw2f/b38LcwCQAASAlLly7VxYsX7dpef/11/fnnn/L351oAAByBi7OTSvpl0fq/Qs02w5DW/xWqcgXif6p2++ELKuWXRS/me0aSlCdbetUtmVOr/3hwz5SMHndvzl29HpWE6QGkJbdv39bRQwdUokwFs83JyUklX6ygg3/tfezjvlC0pPbu2q4zp09Kko4fOaQDf+7Ri+UrP3FmACnD8jkBEJeXzUsFXQtaHQMAACSTK1euqGvXrlqwYIGaNm2qr7/+2u4JEje3+IePAACkPs9kcFM6ZyddCLtl134h/Jaez5kx3n2WbjmpZzK4aeWAOrLJJpd0Tpq15rA++35/vNvbbNLINmW09eB5HfgnLMnfA4C04VrYVcXERCtTZvseQ96Zs+ifUyce+7hNWgXp5o3r6tausZycnBUTE63Wb3VV9boNnjAxkMwc4yH9FEERAAAAIAWtXr1aQUFBOnPmjCRpyZIl2rBhg6pXr25xMgAPEhkZqcjISLs2I/q2bM4M4YnHU7lQdvUKKKr3g3/X70cvKp9PBo1qU0Z9XiumT5fHHV5jbLtyKpzbWw2GrbYgLYCn3eZ1q7X+lx/V++OR8vXLp+NHDmrWlHHK8kw21Xo5wOp4ABKAIgAAAEAKuHHjhj788ENNnjzZbMuUKZOmTJmiatWqWZgMSLv27n340AcHDx5M0HFGjRqlIUOG2LW5F28sj5JNHjsb0o5L1yJ1JzpG2bzd7dqzZXTXuau34t3no6Yl9PXm4wpZf1SSdOCfMHm6pdNnb5bXuO/+lGHc23Z0YFnVK5VTDUf8orNXbibb+wDg+DJ4Z5KTk3OcSYDDrlxW5izPPPZxg6dNUJOW7VW1Vj1Jkl++grpwLlRL539FEQCpmqOM158SKAIAAAAksx07dqht27Z2Nxzr1Kmjr776Srlz57YwGZC2lSpVSjabTcZ/76j+v9j2hHw57Nevn3r37m3XlqfTt0mWE47tdnSM/jhxWdWK+Gjlzn8k3R2+p3rRHJqx+lC8+3i4plPMfX+W0f/fYJNNhu7+PDqwrBqWya1XR67RqQvXk+9NAEgTXFxclP/5wtq7a7sqVqkpSYqJidHeXdvV4PXmj33cqMhbsjnZTyvq5OQkw4h5orwAUg5FAAAAgGRy+/ZtjRgxQsOHD1d0dLQkyd3dXWPGjFHXrl3ldN+XKQBJ6/jx40lyHDc3tzhzdTAUEP5r6o9/a0pHf+05flm7jl1Sp3ovyNMtneZvOHZ3/Tv++vfKDQ37+g9J0k+7z6hL/ULad/KKORzQR01L6KfdZxTz/0Wrse3Kqqm/n1pP2KCIW7eV/f97GoTfuK1bt6OteaMAUr3X3mitiZ8MUoHni6hg4aL6fsl83bp1U7VfflWSNGHkAD2TLbvadugu6e716umTd/+36s6d27p88byOHTkoDw8PPZvrOUlSWf9qWjJ3prJlzyHfvPl1/PDf+m7xXNWu/5o1bxJIIHoC3EMRAAAAIJn88MMPdkOIlCtXTnPmzFGhQoUsTAU8PfLkyWN1BDwlvt12Ss9kcFe/JiWU3dtdf566ojfGrtWF8LvDAeV+xtO8uS9Jny7/U4YMfdS0hJ7N7KFL4ZFateeMhi/+w9zmrTrPS5J+6F/H7lxdp2/Rgo1JU+ACkPZUqVVPYWFXtCD4f7py+ZLy5n9Bg0ZPVqb/Hw7owvlQu6f6L1+6oN4dWpqvly0K0bJFISpasoxGTJghSerY4wPNmzVVX0wcpbArV5Q5azbVC2iiZoEdU/bNAXhsNiO+vrFpWHh4uLy9vRUWFqaMGTNaHcfOzKszFWFEyMvmpbcyvWV1HAAA8IQMw1Djxo31/fffa8CAAfroo4/k4sLTw0i7UvO1dqzixYtr5cqV8vX1faLjZGk7P4kSAcCT2Tyap7EBpA6Fc6a3OoKdAn1+TJHzHPm0foqc50nQEwAAACCJXL16VZkyZTJf22w2TZ8+XSdOnFC5cuWsCwbAdOLECd2+fdvqGAAAAECKYSBaAACAJ2QYhubOnSs/Pz99//33duuyZctGAQAAAAAAUpjNZkuRxRFQBAAAAHgCly5dUrNmzdS2bVuFhYXp7bff1oULF6yOBeABqlatKg8PD6tjAAAAACmG4YBSicNRhxVhRFgdAwAAJMKPP/6oN998U6GhoWZb3bp1GfcfSMVWrlxpdQQAAACkAAd5SD9FUARIJbbc3GL+7GLjxgEAAKlZRESE+vTpoy+++MJsy5Ili6ZNm6Y33njDwmQAHuTw4cNau3atzp8/r5iYGLt1AwcOtCgVAAAAkPwoAqQSt417k5P5e/hbmAQAADzMli1b1LZtWx09etRsq1+/vmbOnKlnn33WwmQAHmTGjBnq3LmzsmbNqhw5ctiN3Wqz2SgCAAAApEGOMl5/SqAIkMp42bxU0LWg1TEAAEA85syZo6CgIPMpYk9PT40fP14dO3bkAhNIxYYPH64RI0boww8/tDoKAAAAkOIoAgAAACRQzZo1lSFDBoWFhcnf319z5sxRgQIFrI4F4BGuXLnCUF0AAABPGZ7TusfJ6gAAAACOwtfXV1OnTtWIESO0YcMGCgCAg3jjjTf0888/Wx0DAAAAsAQ9AQAAAOJx4sQJ9e/fX1OnTpW3t7fZ3qpVKwtTAXgcBQoU0IABA7R161YVL15cLi4udut79OhhUTIAAAAkFycnugLEoggAAADwH4ZhKDg4WO+++66uXbsmFxcXBQcHWx0LwBOYPn26vLy8tH79eq1fv95unc1mowgAAACANI0iAAAAwP87f/68OnbsqOXLl5tt69at0+XLl5UlSxYLkwF4EsePH7c6AgAAAFIYcwLcw5wAAAAAkr777jsVL17crgDQvn177d27lwIAkIYYhiHDMKyOAQAAAKQYigAAAOCpFh4errfeekuvvfaazp8/L0nKmjWrvv32W3311VfKmDGjxQkBJIU5c+aoePHi8vDwkIeHh0qUKKGQkBCrYwEAACCZ2Gy2FFkcAcMBAQCAp9bGjRsVGBioEydOmG0BAQGaMWOGfHx8rAsGIEmNHz9eAwYMULdu3VS5cmVJ0qZNm9SpUyddvHhRvXr1sjghAAAAkHwoAgAAgKfW3r17zQKAl5eXJk6cqKCgIId5mgNAwkyaNEn/+9//FBgYaLa9+uqrKlq0qAYPHkwRAAAAIA3ia909FAEAAMBTq0uXLvruu+908+ZNzZ49W3nz5rU6EoBk8O+//6pSpUpx2itVqqR///3XgkQAAABAymFOAAAA8FSIjo7W6tWr7dpsNpsWLVqktWvXUgAA0rACBQro66+/jtO+aNEiFSxY0IJEAAAASG7MCXAPPQEAAECad/ToUQUGBuq3337T6tWrVadOHXNdpkyZrAsGIEUMGTJEzZs314YNG8w5ATZv3qw1a9bEWxwAAAAA0hJ6AgAAgDTLMAxNnz5dJUuW1G+//SZJevvttxUVFWVxMgApqUmTJtq2bZueeeYZLVu2TMuWLVPWrFm1fft2vf7661bHAwAAQDKgJ8A99AQAAABp0r///qu3335bK1euNNvy5cunOXPmyNXV1cJkAKxQpkwZzZs3z+oYAAAAQIqjCAAAANKcJUuWqFOnTrp06ZLZ1qFDB40bN04ZMmSwMBmAlOTk5PTIp7NsNpvu3LmTQokAAACQUhzkIf0UQREAAACkGVevXlX37t01d+5cs83Hx0dffvmlXnnlFQuTAbDCt99++8B1W7Zs0eeff66YmJgUTAQAAACkPIoAAAAgzejQoYOWLFlivm7cuLGmTZumbNmyWZgKgFVee+21OG0HDx5U37599f3336t169YaOnSoBckAAACQ3BxlvP6UwMTAAAAgzRg1apQ8PT2VMWNGzZkzR0uWLKEAAECSdPbsWXXo0EHFixfXnTt3tGfPHs2ePVt58uSxOhoAAACQrOgJAAAAHFZUVJTdJL8FChTQokWLVKJECT333HMWJgOQWoSFhWnkyJGaNGmSSpUqpTVr1qhq1apWxwIAAEAyoyPAPfQEAAAADufOnTsaOnSoXnzxRd24ccNu3SuvvEIBAIAkacyYMcqXL59++OEHLViwQL/99hsFAAAAADx16AkAAAAcysGDBxUYGKjt27dLkj744ANNnjzZ4lQAUqO+ffvKw8NDBQoU0OzZszV79ux4t/vmm29SOBkAAACSG3MC3EMRAAAAOATDMDR16lS9//77unnzpiTJ2dlZzzzzjAzD4AIPQByBgYH8bwMAAACeehQBAABAqnfmzBkFBQVp9erVZtvzzz+vOXPmqEKFChYmA5CaBQcHWx0BAAAAFuFZkHuYEyAVOBx1WBFGhNUxAABIlRYsWKBixYrZFQC6du2q3bt3UwAAAAAAAOAR6AmQCmy5ucX82cXmYmESAABSD8Mw1L59e82ZM8dsy5kzp7766iu99NJLFiYDAAAAAKR2DAt5Dz0BUoHbxm3zZ38PfwuTAACQethsNhUpUsR83aJFC+3bt48CAAAAAAAAiUBPgFTEy+algq4FrY4BAECq0adPH/32229q2bKlWrRoYXUcAAAAAICDoCPAPRQBAABAqrB161bt2LFD3bt3N9ucnZ21fPlyC1MBAAAAAODYKAIAAABLRUVFadiwYRo5cqQkqUyZMqpUqZLFqQAAAAAAjow5Ae5hTgAAAGCZ/fv3y9/fX8OHD1dMTIxiYmI0efJkq2MBAAAAAJBmUAQAAAApLiYmRhMmTNCLL76oXbt2SZLSpUunYcOGac6cORanAwAAAAA4OpstZRZHwHBAAAAgRZ06dUrt27fX2rVrzbbChQsrJCREZcqUsTAZAAAAAABpDz0BAABAijAMQ3PmzFHx4sXtCgA9e/bUzp07KQAAAAAAAJKMzWZLkcUR0BMAAACkiDt37uizzz5TeHi4JMnX11fBwcGqVauWxckAAAAAAEi76AkAAABShIuLi0JCQuTm5qa2bdtq7969FAAAAAAAAMmCOQHuoScAAABIFteuXdOFCxeUL18+s61YsWL666+/lD9/fguTAQAAAADw9KAnAAAASHKbNm1SyZIl1ahRI0VGRtqtowAAAAAAAEhuzAlwD0UAAACQZCIjI9W3b19Vq1ZNx48f1759+zR06FCrYwEAAAAA8NRiOCAAAJAk9u3bpzZt2mjv3r1mW+XKlfXWW29ZmAoAAAAA8DRykIf0UwQ9AQAAwBOJjo7W2LFjVbZsWbMA4OLiok8++UTr16+3mxMAAAAAAACkLHoCAACAx3b8+HG1a9dOGzduNNuKFy+ukJAQlSxZ0sJkAAAAAICnmaOM158SKAIAAIDHcvXqVb344ou6evWqpLsXWH369NGwYcPk5uZmbTgAAAAAACCJ4YAAAMBjypQpk7p37y5J8vPz07p16zRmzBgKAAAAAAAAy9lsthRZHAE9AQAAQIIZhmF3kTNgwAC5uLjo3XffVcaMGS1MBgAAAAAA4kNPAAAA8EhhYWFq3769Ro0aZdfu4uKiAQMGUAAAAAAAAKQqNlvKLI6AngAAAOCh1q1bp3bt2unUqVNKly6d6tevr9KlS1sdCwAAAAAAJAA9AQAAQLxu3bql9957TzVr1tSpU6ckSR4eHubPAAAAAACkVswJcA89AQAAQBy7d+9WmzZttH//frOtRo0aCg4OVp48eSxMBgAAAAAAEoOeAAAAwHTnzh2NGDFC5cuXNwsAbm5uGjdunNasWUMBAAAAAADgEJgT4B56AgAAAEnS2bNn1bRpU23ZssVsK1WqlEJCQlSsWDELkwEAAAAAgMdFTwAAACBJypw5s65cuSJJcnJy0kcffaRt27ZRAAAAAAAAOBzmBLiHIgAAAJB0d9LfkJAQFSpUSBs3btSIESPk6upqdSwAAAAAABKN4YDuYTggAACeUosXL1aJEiX0wgsvmG1ly5bVn3/+KWdnZwuTAQAAAACApPJEPQFu3bqVVDkAAEAKuXLlilq3bq1mzZopMDBQd+7csVtPAQAAAAAA4OicbLYUWRxBoosAMTExGjZsmHLlyiUvLy8dO3ZMkjRgwADNnDkzyQMCAICk88svv6h48eKaP3++JGn79u369ttvLU4FAAAAAACSS6KLAMOHD1dwcLDGjBljN05wsWLF9OWXXyZpOAAAkDRu3LihHj16qG7dujpz5owkKVOmTJo3b56aNm1qcToAAAAAAJIWcwLck+giwJw5czR9+nS1bt3abriAkiVL6u+//07ScAAA4Mnt2LFDL774oiZNmmS21alTR/v27VOrVq1kc5SrFgAAAAAAkGiJLgKcOXNGBQoUiNMeExOj27dvJ0koAADw5G7fvq3BgwfL399fBw8elCS5u7vr888/108//aTcuXNbnBAAAAAAgORhs9lSZHEEiS4CFClSRBs3bozTvmTJEpUuXTpJQgEAgCe3c+dODR06VNHR0ZKkcuXKaffu3erevbucnBJ9CQAAAAAAAJ7QlClT5OfnJ3d3d1WoUEHbt29/6PZXr15V165d9eyzz8rNzU3PP/+8Vq5cmahzpktsyIEDB6pdu3Y6c+aMYmJi9M033+jgwYOaM2eOfvjhh8QeDgAAJJOKFSuqV69emjhxogYMGKCPPvpILi4uVscCAAAAACDZOaXCh/QXLVqk3r17a9q0aapQoYImTJigevXq6eDBg8qePXuc7aOiolS3bl1lz55dS5YsUa5cuXTy5EllypQpUedN9GOAr732mr7//nv98ssvSp8+vQYOHKgDBw7o+++/V926dRN7OAAAkERCQ0MVExNj1zZixAht375dgwYNogAAAAAAAICFxo8frw4dOigoKEhFihTRtGnT5OnpqVmzZsW7/axZs3T58mUtW7ZMlStXlp+fn6pXr66SJUsm6ryPNRZA1apVtXr1ap0/f143btzQpk2b9NJLLz3OoQAAwBMyDEPz5s1ToUKF7Cb/le7OAfDiiy9alAwAAAAAAGuktjkBoqKitHPnTtWpU8dsc3JyUp06dbRly5Z49/nuu+/k7++vrl27ysfHR8WKFdPIkSPNYX8TKtFFgHz58unSpUtx2q9evap8+fIl9nAAAOAJXLp0Sc2aNVObNm0UFhamvn376sCBA1bHAgAAAADgqRAZGanw8HC7JTIyMs52Fy9eVHR0tHx8fOzafXx8FBoaGu+xjx07piVLlig6OlorV67UgAEDNG7cOA0fPjxRGRNdBDhx4kS8lYbIyEidOXMmsYd76h2OOqwII8LqGAAAB7Ry5UoVK1ZMS5YsMduaNGmiZ5991sJUAAAAAABYz2ZLmWXUqFHy9va2W0aNGpUk7yEmJkbZs2fX9OnTVaZMGTVv3lz9+/fXtGnTEnWcBE8M/N1335k///TTT/L29jZfR0dHa82aNfLz80vUyaW7syGPHTtWoaGhKlmypCZNmqTy5cs/cPurV6+qf//++uabb3T58mXlyZNHEyZMUIMGDRJ97tRgy817XT1cbIzVDAB4tIiICPXp00dffPGF2ZYlSxZNmzZNb7zxhoXJAAAAAAB4uvTr10+9e/e2a3Nzc4uzXdasWeXs7Kxz587ZtZ87d045cuSI99jPPvusXFxc5OzsbLYVLlxYoaGhioqKkqura4IyJrgI0KhRI0l3x1Jq166d3ToXFxf5+flp3LhxCT2cJOtmQ05Nbhu3zZ/9PfwtTAIAcAS//fabAgMDdfToUbOtfv36mjlzJj0AAAAAAAD4fzYlfLz+J+Hm5hbvTf/7ubq6qkyZMlqzZo15rz0mJkZr1qxRt27d4t2ncuXKmj9/vmJiYuTkdHdQn0OHDunZZ59NcAFASsRwQDExMYqJidFzzz2n8+fPm69jYmIUGRmpgwcP6pVXXknwiSXrZkNOjbxsXiroWtDqGACAVGzZsmWqWrWqWQDw9PTUtGnTtGLFCgoAAAAAAACkcr1799aMGTM0e/ZsHThwQJ07d9b169cVFBQkSQoMDFS/fv3M7Tt37qzLly/r3Xff1aFDh7RixQqNHDlSXbt2TdR5E9wTINbx48cTu0u8YmdD/u+bSsxsyMuXL1e2bNnUqlUrffjhh3ZdIgAASItq166tPHny6Pjx4/L399ecOXNUoEABq2MBAAAAAJDqOKVMR4BEad68uS5cuKCBAwcqNDRUpUqV0qpVq8zJgk+dOmU+8S9Jvr6++umnn9SrVy+VKFFCuXLl0rvvvqsPP/wwUedNdBFAkq5fv67169fr1KlTioqKslvXo0ePBB3jYbMh//333/Huc+zYMf36669q3bq1Vq5cqSNHjqhLly66ffu2Bg0aFO8+kZGRdrMxh4eHJygfAACpTYYMGTR79mxt3LhRH3zwgdKle6z/jAMAAAAAAIt069btgcP/rFu3Lk6bv7+/tm7d+kTnTPTdg927d6tBgwa6ceOGrl+/rixZsujixYvy9PRU9uzZE1wEeBz/nQ3Z2dlZZcqU0ZkzZzR27NgHFgFGjRqlIUOGJFsmAACSw4kTJ9S9e3dNmjRJfn5+ZnvVqlVVtWpV64IBAAAAAOAAbLZU2BXAIgmeEyBWr169FBAQoCtXrsjDw0Nbt27VyZMnVaZMGX366acJPs7jzob8/PPPP3A25Pj069dPYWFh5nL69OkEZwQAIKUZhqGvvvpKJUqU0A8//KD27dsrJibG6lgAAAAAAMBBJboIsGfPHr333ntycnKSs7OzIiMj5evrqzFjxuijjz5K8HH+OxtyrNjZkP39/ePdp3Llyjpy5IjdzZBHzYbs5uamjBkz2i0AAKRG58+f1+uvv64333xT165dk3S3RwAFbAAAAAAAEsdmS5nFESS6CODi4mJOTpA9e3adOnVKkuTt7Z3omxRWzYYMAEBqs3z5chUrVkzLly8329q3b6+9e/cqT548FiYDAAAAAACOLNFzApQuXVo7duxQwYIFVb16dQ0cOFAXL15USEiIihUrlqhjWTUbMgAAqUV4eLh69eqlWbNmmW1Zs2bVjBkz1KhRI+uCAQAAAADgwJwc5TH9FJDoIsDIkSPNIQpGjBihwMBAde7cWQULFtTMmTMTHcCK2ZABAEgNNm/erDZt2ujEiRNmW0BAgGbMmGEWxAEAAAAAAJ5EoosAZcuWNX/Onj27Vq1alaSBAAB4WoSHh5sFAC8vL02cOFFBQUGy8bQCAAAAAABPhK/W9yR6ToAH2bVrl1555ZWkOhwAAGle/fr19c4776hq1arau3ev3nzzTQoAAAAAAAAgSSWqCPDTTz+pT58++uijj3Ts2DFJ0t9//61GjRqpXLlyiomJSZaQAAA4uujoaC1atEiGYdi1T5gwQWvXrlXevHktSgYAAAAAQNpjs9lSZHEECS4CzJw5U/Xr11dwcLBGjx6tihUrau7cufL391eOHDn0559/auXKlcmZFQAAh3T06FFVq1ZNLVq0iDN/jru7u5ydnS1KBgAAAAAA0roEFwEmTpyo0aNH6+LFi/r666918eJFTZ06Vfv27dO0adNUuHDh5MwJAIDDMQxD06dPV8mSJfXbb79Jkt577z2FhYVZnAwAAAAAgLTNZkuZxREkuAhw9OhRvfHGG5Kkxo0bK126dBo7dqxy586dbOEAAHBUoaGhCggI0DvvvKPr169LkvLly6eVK1fK29vb4nQAAAAAAOBpkS6hG968eVOenp6S7o6n5ObmpmeffTbZggEA4KiWLFmiTp066dKlS2Zbhw4dNH78eHl5eVmYDAAAAACAp4OTozymnwISXASQpC+//NK8eXHnzh0FBwcra9asdtv06NEj6dIBAOBArl69qu7du2vu3Llmm4+Pj2bOnKmGDRtamAwAAAAAADytElwEeO655zRjxgzzdY4cORQSEmK3jc1mowgAAHhqDRw40K4A0KRJE02bNi1OwRwAAAAAACQv+gHck+AiwIkTJ5IxBgAAjm/w4MFaunSpIiIiNHnyZLVp00Y2uh8CAAAAAAALJWo4IAAAcE9ERITdGP9ZsmTR0qVLlTNnTj333HMWJgMAAAAA4OnGQ3n3OFkdAAAAR3Pnzh0NHTpUBQoU0L///mu3rmLFihQAAAAAAABAqkFPAAAAEuHQoUNq27attm/fLkl66623tGLFCp4wAAAAAAAgFXHia7qJngAAACSAYRiaMmWKSpUqZRYAnJ2dVbZsWUVHR1ucDgAAAAAAIH70BAAA4BHOnDmjoKAgrV692mwrWLCgQkJCVKFCBQuTAQAAAACA+NBj/57H6glw9OhRffzxx2rZsqXOnz8vSfrxxx/1119/JWk4AACstmDBAhUrVsyuANC1a1ft3r2bAgAAAAAAAEj1El0EWL9+vYoXL65t27bpm2++UUREhCTpjz/+0KBBg5I8IAAAVunatatatWqlq1evSpJy5sypn376SZMnT1b69OmtDQcAAAAAAB7IZkuZxREkugjQt29fDR8+XKtXr5arq6vZXqtWLW3dujVJwwEAYKVatWqZP7do0UL79u3TSy+9ZGEiAAAAAACAxEn0nAD79u3T/Pnz47Rnz55dFy9eTJJQAACkBk2aNFG3bt1UuXJltWjRwuo4AAAAAAAggZgT4J5E9wTIlCmT/v333zjtu3fvVq5cuZIkFAAAKW3btm368MMP47RPmjSJAgAAAAAAAHBYie4J0KJFC3344YdavHixbDabYmJitHnzZvXp00eBgYHJkREAgGRz+/ZtDR06VCNHjlRMTIxKlSqlli1bWh0LAJ463333XYK3ffXVV5MxCQAAANICJzoCmBJdBBg5cqS6du0qX19fRUdHq0iRIoqOjlarVq308ccfJ0dGAACSxf79+9W2bVvt2rXLbJszZ45atGhBt0EASGGNGjVK0HY2m03R0dHJGwYAAABIQxJdBHB1ddWMGTM0YMAA/fnnn4qIiFDp0qVVsGDB5MgHAECSi4mJ0cSJE9WvXz9FRkZKktKlS6dBgwapb9++FAAAwAIxMTFWRwAAAEAawnf7exJdBNi0aZOqVKmi5557Ts8991xyZAIAINmcOnVK7du319q1a822woULKyQkRGXKlLEwGQAAAAAAQNJLdBGgVq1aypUrl1q2bKk2bdqoSJEiyZELAIAkZRiGQkJC1L17d4WHh5vtPXv21MiRI+Xh4WFhOgDA/a5fv67169fr1KlTioqKslvXo0cPi1IBAADAUdAP4J5EFwHOnj2rhQsXasGCBfrkk09UokQJtW7dWi1btlTu3LmTIyMAAEli6dKlZgHA19dXwcHBqlWrlsWpAAD32717txo0aKAbN27o+vXrypIliy5evChPT09lz56dIgAAAACQCE6J3SFr1qzq1q2bNm/erKNHj+qNN97Q7Nmz5efnx40UAECqZbPZNH36dGXLlk1t27bV3r17+e8WAKRSvXr1UkBAgK5cuSIPDw9t3bpVJ0+eVJkyZfTpp59aHQ8AAAAOwMlmS5HFESS6CPBfefPmVd++ffXJJ5+oePHiWr9+fVLlAgDgiURERGj37t12bT4+Ptq7d6/mzJmjTJkyWRMMAPBIe/bs0XvvvScnJyc5OzsrMjJSvr6+GjNmjD766COr4wEAAAAO5bGLAJs3b1aXLl307LPPqlWrVipWrJhWrFiRlNkAAHgsmzZtUsmSJVW/fn1dvHjRbl2OHDksSgUASCgXFxc5Od39qpI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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:13:08,323 INFO: === Dataset: h ===\n", "2025-01-13 21:13:10,816 INFO:Total samples: 6000\n", "2025-01-13 21:13:28,687 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": [ "2025-01-13 21:13:28,754 INFO: === Dataset: i ===\n", "2025-01-13 21:13:31,484 INFO:Total samples: 6000\n", "2025-01-13 21:13:49,332 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": [ "2025-01-13 21:13:49,400 INFO: === Dataset: j ===\n", "2025-01-13 21:13:51,969 INFO:Total samples: 6000\n", "2025-01-13 21:14:09,845 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:14:09,914 INFO: === Dataset: k ===\n", "2025-01-13 21:14:12,508 INFO:Total samples: 6000\n", "2025-01-13 21:14:30,342 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": [ "2025-01-13 21:14:30,410 INFO: === Dataset: l ===\n", "2025-01-13 21:14:38,470 INFO:Total samples: 18911\n", "2025-01-13 21:15:33,029 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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yc3NziB04cMCQZMyePfu257nxN7NkyRKHuM1mMypUqGC0bt3a4Xu+du2aUaZMGaNVq1b2mL+/vzF48ODbnqddu3ZGSEjIbbe5Yf/+/YYk48UXX3SI9+zZM833d+3atTT779y5M83f7u1+/9M7xvPPP294eXnZv7t9+/YZkoxPPvnklnmfPHnSsFgsxuTJkx3iBw8eNFxcXBzimfk8DCPt7ycAALkV7fObsrp9vm7dOkOS8f7772do+5kzZxqSjBUrVthjycnJRsOGDQ0fHx8jJibGMAzDCA8PNyQZBQsWNK5cuZLmfF999ZU9dqONvGfPHodz3aqt0rx5c6N58+b25Yx8NzfOER4ebhiGYVy6dMlwc3MzHnvsMcNqtdq3mzNnjiHJWLx4scP5MvI7cishISFGu3btjNTUVKNIkSLGxIkTDcMwjMOHDxuSjB9++CHdzyC99uSqVasMSca2bdvssenTpzu8t3+SZJjNZuP3339Pd92/r2FGjx5tmM1mY9u2bfbfpZkzZ97xPb700kuGJGP79u32WGxsrFGmTBmjdOnS9s/4xt9glSpVjKSkJPu2s2bNMiQZBw8evO15/v09AsA/0RMAwD2pU6eOfHx8tG3bNknXnygqUaKE+vTpo7179+ratWsyDEM//vijmjZtesfj+fj4OIxn6ubmpvr16zsMgxMQEKC///7boatsZnl6eurnn3+2dw9dunSpnnvuORUtWlRDhw5VUlKSfdsCBQqobdu2+vLLLxUfHy/p+hNVq1evVr169VSxYsW7ziM98fHxKly4sAoXLqzy5cvrlVdeUePGjbVu3TqZTCb7drGxsZJ026eSbqy78STYjf/PyJNMtxITE3NP+9/JgAED0jxJ061bN126dMmhe/ratWtls9nUrVs3Sde7437//ffq2rWrYmNjFRERoYiICEVGRqp169b666+/dPbs2Vued8OGDbJYLPYn2G94+eWXZRhGmieZWrZsqXLlytmXa9asKT8/P4ff1czYv3+//vrrL/Xs2VORkZH2/OPj4/Xoo49q27Ztstlskq7/Dfz88886d+7cXZ3r3zZs2CBJad57epPoenp62n9OSUlRZGSkypcvr4CAAPtwRHfyz2Pc+K6aNm2qa9eu6c8//5Qk+fv7S5K++eYbew+Df/vss89ks9nUtWtX++cVERGhIkWKqEKFCtqyZUuG8gEAID+hfZ517fPMtp03bNigIkWK2J8+lyRXV1cNGzZMcXFxaYa37Natm0NP3xvfx922J9NzN9/Nd999p+TkZL300ksym2/eNhowYID8/PzSDGOTkd+RO7FYLOratatWrVol6fqEwCVLlrzl7+g/25OJiYmKiIjQQw89JEkZbpNKUvPmzVW1atUMbTt+/HhVq1ZNoaGhevHFF9W8efM07ef0bNiwQfXr11eTJk3sMR8fHw0cOFAnT57U4cOHHbbv16+fwwTd2fF7AeD+QxEAwD2xWCxq2LChvWvx9u3b1bRpUzVp0kRWq1W7du3S4cOHdeXKlQxdZJQoUcLhRrd0vZF/9epV+/Lrr78uHx8f1a9fXxUqVNDgwYPTjJmeEf7+/po2bZpOnjypkydPatGiRapUqZLmzJmjiRMnOmz7zDPPKD4+XuvWrZMk7dixQydPnsyWbpkeHh7atGmTNm3apCVLlqhKlSq6dOmSQ0NXunkxcqMYkJ5/FwpujKV6u33uxM/P7572v5MyZcqkid0YI3/NmjX22Jo1a1S7dm37Rd6xY8dkGIbGjBljL6LceI0bN07SzYnV0nPq1CkVK1YszUXejSFsTp065RAvVapUmmP8+3c1M/766y9J1yd7/nf+H330kZKSkuxj4U+bNk2HDh1SyZIlVb9+fY0fP/6eLgpOnTols9nsUNSQpEqVKqXZNiEhQWPHjrXPm1CoUCEVLlxYUVFRacbqv5Xff/9dTz/9tPz9/eXn56fChQvbLxxvHKNMmTIaOXKkPvroIxUqVEitW7fW3LlzHc7x119/yTAMVahQIc1n9scff9z2+wYAIL+ifZ517fPMtp1PnTqlChUqONw4lzLenrxRELjb9mR67ua7uZHnv9uCbm5uKlu2bJr3kZHfkYzo2bOnDh8+rAMHDmjlypXq3r17muPecOXKFQ0fPlzBwcHy9PRU4cKF7dcRGW2TSulfe9yKm5ubFi9erPDwcMXGxmrJkiW3zO+fTp06lW672pm/FwDuPxQBANyzJk2aaM+ePUpMTLRfZAQEBKh69eravn27/QIkIxcZtxpL0fjHuKBVqlTRkSNHtHr1ajVp0kSffvqpmjRpYr/RezdCQkL07LPP6qefflJAQIA+/vhjh/VPPPGE/P397ZNVrVy5UhaLRd27d7/rc96KxWJRy5Yt1bJlS/Xt21ebN2/WhQsX0oz/eaPR+Ntvv93yWDfW3Xi65cZEvgcPHrzr/CpXrqyjR48qOTn5ro8h6ZaTZ/272CFdn7D4xrj+qampOnv2rH766Sd7LwBJ9qfkX3nlFXsR5d+v8uXL31PO/5SR39XMuJH/9OnTb5m/j4+PJKlr1646ceKEZs+erWLFimn69OmqVq1apsZdvVtDhw7V5MmT1bVrV/3vf//Tt99+q02bNqlgwYL293A7UVFRat68uQ4cOKAJEyboq6++0qZNm/TOO+9IksMx3nvvPf3222964403lJCQoGHDhqlatWr2CYttNptMJpM2btyY7uf14YcfZs+HAABALkf7PGtkRdv5du6lPXmrm8//bmNnx3fzb1nVLm7QoIHKlSunl156SeHh4erZs+ctt+3atasWLlyoQYMG6bPPPtO3335rn9Q3I23SG9K79ridG/NQJCYm2h/iyWpZfZ0BABJFAABZoGnTpkpOTtaqVat09uxZ+8VEs2bN7BcZFStWVHBwcJad09vbW926ddOSJUt0+vRptWvXzj7B0r0oUKCAypUrp/PnzzvE3d3d1blzZ3377be6ePGiPvnkEz3yyCMqUqTIPZ0vI4oWLaoRI0boq6++0q5du+zxJ554QtL1ydPSY7VatXLlShUoUMA+4Vv79u0lSStWrLjrfNq3b6+EhAR9+umnGdq+QIECDhO5Stcnff33Z3wn3bp1U0REhDZv3qxPPvlEhmE4FAHKli0r6XqX6xtFlH+/bteVOyQkROfOnUvzpNeN4WluTFZ3r251wXbjKXw/P79b5v/PSdGKFi2qF198UV988YXCw8NVsGBBTZ48+Y7nSU9ISIhsNpvDRGySdOTIkTTbrl27VqGhoXrvvffUuXNntWrVSk2aNEnzHd/q/Fu3blVkZKSWLl2q4cOH64knnlDLli0dusL/U40aNfTWW29p27Zt2r59u86ePav58+dLuv6ZGYahMmXKpPt53egSntnPAwCAvI72edaoWLGiKlWqpHXr1ikuLu6O24eEhOivv/5KcxM6q9uTUvptbCntU+VS5r+bG3n+uy2YnJys8PDwLH0f/9ajRw9t3bpVVapUUe3atdPd5urVq9q8ebNGjRqlt99+W08//bRatWplvx74p6xsA/7222+aMGGC+vXrpzp16qh///4Z6nUQEhKSbrs6O34vAOBWKAIAuGcNGjSQq6ur3nnnHQUGBqpatWqSrl987Nq1Sz/88EOGnjLKqMjISIdlNzc3Va1aVYZhKCUlJUPHOHDggCIiItLET506pcOHD6fbXfOZZ55RSkqKnn/+eV2+fDlbhgK6laFDh8rLy0v/+c9/7LFGjRqpZcuWWrJkib7++us0+7z55ps6evSoXnvtNfsTLg0bNtTjjz+ujz76SF988UWafZKTk/XKK6/cNpdBgwapaNGievnll3X06NE06y9duqRJkybZl8uVK2cfk/aGBQsW3LInwK20bNlSgYGBWrNmjdasWaP69es7dN8NCgpSixYt9OGHH6ZbYLh8+fJtj9+2bVtZrVbNmTPHIf7+++/LZDKpTZs2mcr3Vry9vSUpzUVb3bp1Va5cOb377rvpXmTeyN9qtaa52AgKClKxYsUcxsr19vbOcFfoG+/tgw8+cIjPnDkzzbYWiyXNU0izZ89O833e6n3eeLLpn8dITk7WvHnzHLaLiYlRamqqQ6xGjRoym83299mxY0dZLBa9/fbbaXIyDMPh34rMfB4AAOR1tM+zzttvv63IyEj1798/TdtEkr799lt7W7xt27a6cOGCwxCWqampmj17tnx8fNS8efMsy6tcuXLatWuXQ+/cr7/+WmfOnHHY7m6+m5YtW8rNzU0ffPCBQxtr0aJFio6OVrt27bLsffxb//79NW7cOL333nu33Ca99qSUftv1Vm3SzEpJSVHfvn1VrFgxzZo1S0uXLtXFixc1YsSIO+7btm1b7d69Wzt37rTH4uPjtWDBApUuXTrDcxIAwL1wcXYCAPI+Ly8v1a1bV7t27VL79u3tT1s0a9ZM8fHxio+Pz9KLjMcee0xFihRR48aNFRwcrD/++ENz5sxRu3btMjxp16ZNmzRu3Dg9+eSTeuihh+Tj46MTJ05o8eLFSkpK0vjx49Ps07x5c5UoUULr1q2Tp6enOnbsmGXv6U4KFiyofv36ad68efrjjz/sQwEtX75cjz76qJ566in17NlTTZs2VVJSkj777DNt3bpV3bp1s0+udsPy5cv12GOPqWPHjmrfvr0effRReXt766+//tLq1at1/vx5vfvuu7fMpUCBAvr888/Vtm1b1a5dW7169VLdunUlXZ+Ea9WqVWrYsKF9+/79+2vQoEHq1KmTWrVqpQMHDuibb75RoUKFMvUZuLq6qmPHjlq9erXi4+PTzXHu3Llq0qSJatSooQEDBqhs2bK6ePGidu7cqb///lsHDhy45fHbt2+vhx9+WG+++aZOnjypWrVq6dtvv9W6dev00ksvpRkv/26VK1dOAQEBmj9/vnx9feXt7a0GDRqoTJky+uijj9SmTRtVq1ZN/fr1U/HixXX27Flt2bJFfn5++uqrrxQbG6sSJUqoc+fOqlWrlnx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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:15:33,099 INFO:Model Twins_SVT evaluation completed in 257.76 seconds.\n", "2025-01-13 21:15:33,100 INFO:\n", "=== Evaluating Twins_PCPVT on Test Datasets ===\n", "/tmp/ipykernel_7736/1849592376.py:359: 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", "2025-01-13 21:15:33,218 INFO:Loaded model weights from Twins_PCPVT_best.pth\n", "2025-01-13 21:15:33,219 INFO: === Dataset: a ===\n", "2025-01-13 21:15:34,572 INFO:Total samples: 3181\n", "2025-01-13 21:15:40,235 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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Dw8PD+Pfff81tn3rqKSNXrlxGdHS02bZy5UpDkjFt2rRYj/8kwwE9mGnp0qVG1qxZDTc3N7O7tGEYxvjx4w1JxnfffRfn8S5fvmxIMpo3b24YhmFMmDDhkfs8yksvvWRIMq5cuRKv7eMaTqZ9+/ZG3rx5zeUTJ04Ykgxvb2/jwoULDttOmzbNkGTs37/fob1EiRJG3bp1zeWhQ4caGTNmNI4cOeKwXd++fQ1nZ2fj9OnTcea8cOGC4erqajRs2NDh5zxp0iRDkjFr1iyH1xSf3/+4xDUc0Jtvvmlkz57dCA0NdWhv1aqV4ePjY9y8edMwjPj9XSVk+JvIyEgjICDAKFeunMPwS9OnTzckOfz8oqKiYgzRdOXKFSMwMNB44403zLaH/f7fex0PWrhwoSHJ2LBhg9nm4+MTY6iBB9ntdqNw4cJGo0aNHIa2unnzppE/f36jQYMGZltChwOKLePIkSMNm81mnDp1Kl7HAADgQVybP1xKuza/du2aIcl48cUX47X9nj17DEnGW2+95dDeq1cvQ5Lx22+/mW158+aNcd1z4cIFw83NzWFYzXvXx/8dCue/19H3DBw40OF37LPPPjMkGRcvXowz971zPDhkTrly5YyAgADj0qVLZtvevXsNJycno127djHO9+A1oGHc/byQJUuWOM/54OvImDGjYRiG8fLLLxv16tUzDMMwoqOjjWzZshmDBw+O9T24ffu2w8/+3utwc3MzhgwZYrY9bDige38zU6dOjXXdfz+//PLLL4YkY9iwYeYwUbENYfRfy5YtM/d70Msvv2zYbDbj6NGjZpskw9XV1aFt7969hiRj4sSJDz1PfK/RAaRd9AQAYCpfvry8vLy0YcMGSXfvKsqVK5fatWunXbt26ebNmzIMQ5s2bTKHn3kYLy8vtWnTxlx2dXVV5cqVdfz4cbPN19dX//77r3bs2PHE+WfOnKmsWbMqICBAVapU0e+//66ePXua3Yvv3UWVKVOmBB23fv36ypo1q3Lnzq1WrVrJy8tL3333nXLmzGlu06ZNG/3777/meyfdvTvF1dXVvAs9MT2Y6eWXX1bGjBn1ww8/OHSXvn79uqSHv9576+69N4/7Hj0oMY7xMC1atIhxh3bz5s2VIUMGLV682Gw7cOCADh48qJYtW5ptS5YsUY0aNZQ5c2aFhoaaj/r16ys6Otrh5/dfq1evVmRkpLp37y4np/v/fXbs2FHe3t5avny5w/bx+f1PCMMw9M0336hp06YyDMMhf6NGjXTt2jWz23ti/l1J0h9//KELFy7o3XffdZhksEOHDvLx8XHY1tnZ2dzGbrfr8uXLioqKUqVKlWLtlh8bDw8P8/nt27cVGhqqp59+WpIcjuHr66tt27bF2cV6z549ZjfxS5cume/XjRs3VK9ePW3YsCHew0A9LOONGzcUGhqqatWqyTAM7d69+7GOCQDAg7g2j11KuTZPaP4VK1ZIUoy7uz/44ANJinEtWaJECYefa9asWVW0aNHHvpaMja+vryTp+++/j/c10blz57Rnzx516NBBfn5+ZnuZMmXUoEED83U+6N1333VYrlGjhi5dumS+h/HRunVrrVu3TiEhIfrtt98UEhIS61BA0t3hR+9dr0dHR+vSpUvmUEfxvR69d5ygoKB4bduwYUO98847GjJkiJo3by53d3dNmzbtkfutWLFCzs7O6tq1q0P7Bx98IMMwYvQirl+/vgoWLGgulylTRt7e3o/8vUiMa3QAqRtFAAAmZ2dnVa1a1exevHHjRtWoUUPPPPOMoqOjtXXrVh08eFCXL1+O1weNXLlyxRhzMnPmzLpy5Yq53KdPH3l5ealy5coqXLiwOnfu/Mjup3F58cUXtWrVKq1evVrbtm1TaGioxo4da14Aent7S7r/5Xh8TZ48WatWrdLatWt18OBBHT9+XI0aNXLYplWrVnJ2dja7Hd++fVvfffedGjdu7DBET2K5l2np0qV67rnnFBoaKjc3N4dt7n0gedjr/W+h4HHfowclxjEeJn/+/DHa/P39Va9ePYchgRYvXqwMGTKYQ8xI0t9//62VK1cqa9asDo/69etLki5cuBDneU+dOiVJKlq0qEO7q6urChQoYK6/Jz6//wlx8eJFXb16VdOnT4+R/96Hk3v5E/PvSrr/2gsXLuzQ7uLiogIFCsTYfu7cuSpTpozc3d2VJUsWZc2aVcuXL9e1a9fidb7Lly+rW7duCgwMlIeHh7JmzWr+3B88xujRo3XgwAHlzp1blStX1qBBgxw+AP3999+S7o7T+t/37Msvv1RERES8M/3X6dOnzQ+/Xl5eypo1q2rVqhUjIwAAj4tr89illGvzhOY/deqUnJycVKhQIYf2bNmyydfXN8a1ZGxDFj3JtWRsWrZsqerVq+utt95SYGCgWrVqpa+//vqhBYG4romlu0Ps3Lvh4kH/fS33fgYJeS3PPfecMmXKpMWLF+urr77SU089FeO9vMdut+uzzz5T4cKF5ebmJn9/f2XNmlX79u1L0HVazpw5HW6AeZRPP/1Ufn5+2rNnjz7//HMFBAQ8cp9Tp04pR44cMYpJxYsXN9c/6El+L570Gh1A6hb7INEA0q1nnnlGw4cP1+3bt7Vx40Z9/PHH8vX1ValSpbRx40YFBgZKUrw+aMQ1przxwJjexYsX1+HDh/XTTz9p5cqV+uabbzRlyhQNGDAgQeNESnc/2Nz7Mjc2xYoVkyTt379f5cqVi/dxK1eurEqVKj10m3sTkn7zzTeaPHmyfvzxR12/ft0ckzSxPZipWbNmeuaZZ9S6dWsdPnxYXl5eku5fOO7bt0/NmjWL9Tj79u2TdPdOI8nxPYprn0d58Bjx+T2x2WwxJr2SZI6n+V8P3oH9oFatWikoKEh79uxRuXLl9PXXX6tevXry9/c3t7Hb7WrQoIE+/PDDWI9RpEiRR+aNr/j8/ifEvQ9jbdq0Ufv27WPdpkyZMpIS9+8qoebPn68OHTqoWbNm6t27twICAuTs7KyRI0c6TFz9MK+++qo2b96s3r17q1y5cvLy8pLdbtezzz7r8KH01VdfVY0aNfTdd9/p119/1ZgxYzRq1Ch9++23aty4sbntmDFj4vybv/f3khDR0dFq0KCBLl++rD59+qhYsWLKmDGjzpw5ow4dOjx27wIAAP6La/OYUsq1ube3t3LkyKEDBw4kaL//FmLi8iTXknGd47/X1x4eHtqwYYPWrl2r5cuXa+XKlVq8eLHq1q2rX3/99bHnCPuvxLgudnNzU/PmzTV37lwdP35cgwYNinPbESNGqH///nrjjTc0dOhQ+fn5ycnJSd27d0/QdVpcnzvisnv3bvOmnP379yfaBNQPetz3MjGu0QGkbvQEAOCgRo0aioyM1MKFC3XmzBnzA0XNmjW1ceNGbdy4UUWKFDE/cCSGjBkzqmXLlpo9e7ZOnz6tJk2amB92ElPjxo3l7Oys+fPnJ+px73n99dd1+fJl/fzzz1qwYIG8vb3VtGnTJDnXg+5dvJ09e1aTJk0y25955hn5+vpqwYIFcX6hPm/ePEnS888/b+6TOXNmLVy4MM59HuXea47v+5w5c2ZdvXo1Rvt/73p5lGbNmsnV1VWLFy/Wnj17dOTIkRiTrBUsWFDh4eGqX79+rI+HTRKXN29eSdLhw4cd2iMjI3XixAlzfWKI7YNb1qxZlSlTJkVHR8eZ/8G7jR71dxXfD6DS/dd+7876e+7cuaMTJ044tC1dulQFChTQt99+q7Zt26pRo0aqX79+jL/nuM5/5coVrVmzRn379tXgwYP10ksvqUGDBrH2OJCk7Nmz67333tOyZct04sQJZcmSRcOHD5cks6u0t7d3nO+Zi4tLgt+P/fv368iRIxo7dqz69OmjF198UfXr13/opG8AADwOrs0fX3Jcmz///PM6duyYtmzZ8sht8+bNK7vdHuN66vz587p69WqiXksm5PrayclJ9erV07hx43Tw4EENHz5cv/32m9auXRvrseO6JpakQ4cOyd/fXxkzZnyyFxCH1q1ba/fu3bp+/Xqskynfs3TpUtWpU0czZ85Uq1at1LBhQ9WvXz/Ge5KQ679HuXHjhoKCglSiRAm9/fbbGj16dLyG1cqbN6/Onj0bo0fJoUOHzPWJIb7X6ADSLooAABxUqVJFLi4uGjVqlPz8/FSyZElJdz+AbN26VevXr4/XnUbxdenSJYdlV1dXlShRQoZh6M6dO4l2HknKnTu3OnbsqF9//VUTJ06Msd5ut2vs2LH6999/H+v4zZo1k6enp6ZMmaKff/7ZHAsyOdSuXVuVK1fW+PHjzQs5T09P9erVS4cPH9bHH38cY5/ly5drzpw5atSokTneuqenp/r06aO//vpLffr0ifWOkvnz52v79u1xZqlataqeffZZffnll1q2bFmM9ZGRkerVq5e5XLBgQR06dEgXL1402/bu3Zvgrue+vr5q1KiRvv76ay1atEiurq4xejO8+uqr2rJli3755ZcY+1+9elVRUVFxHr9+/fpydXXV559/7vC+zJw5U9euXVOTJk0SlPdhMmbMGONDirOzs1q0aKFvvvkm1jvOHnz/4vN3de/DWWwfEP+rUqVKypo1q6ZOnarIyEizfc6cObHmlBzvRtq2bVuMD8eenp6xnj+2/SVp/PjxDsvR0dExui4HBAQoR44cioiIkCRVrFhRBQsW1Keffqrw8PAYr+vB9ywh70dsGQ3D0IQJEx65LwAACcG1ecq+Nv/www+VMWNGvfXWWzp//nyM9ceOHTOvD5577jlJMa9pxo0bJ0mJei1ZsGBBXbt2zez1K90dy/+7775z2O7y5csx9r3XK+Pe9dR/Zc+eXeXKldPcuXMdrpsOHDigX3/91XydSaFOnToaOnSoJk2apGzZssW5nbOzc4xrySVLlujMmTMObQm5/nuUPn366PTp05o7d67GjRunfPnyqX379nG+j/c899xzio6OdriZS5I+++wz2Ww2NW7c+ImzSfG/Rge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Xr6pr164KDg422wIDAzVz5kw1adLEwmQAAAAAkD5RBACQYoXevqaT///lv7PNyWwv6pPLqkgAgEdo1qyZ1q9fby63aNFCU6dOlb+/v4WpAAAAAKQ39AS4jyIAgBTpyLV/9fam8Yo27DHWuTjxTxcApFRDhw5VrVq1lClTJk2aNElt2rTh4hsAAAAALMQ3aQBSpF2hR2MtAPi6eimTi4cFiQAAsbHb7XJyut9bq0aNGpoxY4YaNGigPHnyWJgMAAAAQLrGvUgmigAAUqSQW5fN57WylVZer0A525xUK3sZegIAQAoQFRWlESNGaNOmTVq5cqVDIeDNN9+0MBkAAAAA4EF8kwYgRTp87V/zed0c5VU3RznrwgAAHBw5ckRt27bV9u3bJUnjx49Xz549LU4FAAAAAPcxLOl9FAEAWM4wDJ0MP69Ie5TZ5ubsYj4v5J3DilgAgP8wDENTpkxR7969devWLUmSs7Oz+RwAAAAAkPJQBABgucG752vN2d1xrnd3dk3GNACA2Jw5c0ZvvPGGfv31V7OtSJEimjdvnqpUqWJhMgAAAACIiZ4A9zk9ehMASFrrz+2Lc13GDO7ydvVMxjQAgP9atGiRSpcu7VAA6Ny5s3bv3k0BAAAAAABSOHoCAEhWUfZoLT6+XkceGPM/yoiWJPm4ZlTd7OXMdmebk+rkKEtPAACwSHR0tNq0aaNFixaZbTly5NDs2bPVsGFDC5MBAAAAwMPRE+A+igAAktW2i4c09dBPsa7L4ZlFPUu3SOZEAIC4ODs7y9vb21xu1aqVJk+eLD8/PwtTAQAAAAASgiIAgGT1z42LsbY725zUONdTyZwGAPAoY8eO1e7du9WzZ0+1atXK6jgAAAAAED90BDBRBACQbA5f+1eTD/5gLncu8YLqZC8rSfJ0dlMmxv4HAEtt3bpV//77r15++WWzzcvLS9u2baMrLVK1Xbt2ycXFRaVLl5Ykff/995o9e7ZKlCihQYMGydWVoQcBAACQdjExMIBks+bMboflwt45FeiRWYEemSkAAICF7ty5o/79+6t69eoKCgrS8ePHHdZTAEBq98477+jIkSOSpOPHj6tVq1by9PTUkiVL9OGHH1qcDgAAAEnBZrMlyyM1oAgAIEnduHNbwUdX69N9S7T5wp9m+wt5nlb5LAUtTAYAkKSDBw/q6aef1rBhw2S32xUeHq5x48ZZHQtIVEeOHFG5cuUkSUuWLFHNmjW1YMECzZkzR99884214QAAAIAkxnBAAJLUNyc3asbhn2O0v12siZxs1CEBwCp2u12ff/65+vbtq4iICElShgwZNHDgQPXt29fidEDiMgxDdrtdkrR69Wo9//zzkqTcuXMrNDTUymgAAABIIqnlLv3kQBEAQJI6e/NyjLbKWYvKxzWjBWkAAJJ0+vRpdejQQWvXrjXbihcvruDgYFWsWNHCZEDSqFSpkoYNG6b69etr/fr1+uKLLyRJJ06cUGBgoMXpAAAAgKRFEQBAshlasb3yeWVTXq8Aq6MAQLpkGIaCg4P1/vvvKywszGzv3r27RowYIQ8PDwvTAUln/Pjxev3117Vs2TJ9/PHHKlSokCRp6dKlqlatmsXpAAAAkBToCXAfRQAAySavV6DyZeJuOwCwSnh4uPr162cWAHLnzq05c+aobt26FicDklaZMmW0f//+GO1jxoyRs7OzBYkAAACA5EMRAMBjO3z1H20I2a9owx7nNoeunk7GRACAh8mUKZNmzZqlZ599Vu3atdOECRPk6+trdSwg2URGRurChQvm/AD35MmTx6JEAAAASCr0BLiPIgCAx3I7OlLdt36h8KjbVkcBAMTh+vXrun37trJmzWq2NWrUSLt371a5cuWsCwYksyNHjujNN9/U5s2bHdoNw5DNZlN0dLRFyQAAAICkRxEAwGO5EhGeoAJAdk8/5c6Y9dEbAgASxaZNm9SuXTsVK1ZMy5cvd7gLhgIA0pugoCBlyJBBP/30k7Jnz85dYQAAAOkBl3wmigAAEmz3paPqumWKuVwhSyF1KNwwzu1tNpuK++ZRBifG3AWApBYREaGBAwdq9OjRMgxDJ06c0IwZM/T2229bHQ2wzJ49e7Rz504VK1bM6igAAABAsqMIACDBfjy11WE5n1egyvsXsigNAOCe/fv3q02bNtq3b5/ZVr16ddWvX9/CVID1SpQoodDQUKtjAAAAIBnR+/M+J6sDTJ48Wfny5ZO7u7uqVKmi7du3P3T78ePHq2jRovLw8FDu3LnVo0cP3b7NmORAcoiIvqNf/92po9fPmm2lMufTqwVqWZgKABAdHa0xY8aoUqVKZgHAxcVFn3zyidavX68CBQpYnBCw1qhRo/Thhx9q3bp1unTpksLCwhweAAAAQFpmaU+AxYsXq2fPnpo6daqqVKmi8ePHq1GjRjp8+LACAgJibL9gwQL17dtXs2bNUrVq1XTkyBF16NBBNptN48aNs+AVAOnLwmNrNfPISoe2oRXby9/dx6JEAIATJ06offv22rhxo9lWunRpBQcHq2zZshYmA1KOe71h6tWr59DOxMAAAABpFz0B7rO0CDBu3Dh17NhRQUFBkqSpU6dq+fLlmjVrlvr27Rtj+82bN6t69epq3bq1JClfvnx67bXXtG3btmTNDaRXx6+fc1jOlTGr/NwyWZQGAHD69GmVKVNG4eHhku5e5Pbq1UtDhw6Vm5ubxemAlGPt2rVWRwAAAAAsY1kRIDIyUjt37lS/fv3MNicnJ9WvX19btmyJdZ9q1app/vz52r59uypXrqzjx49rxYoVatu2bXLFBtKlQ1f/0ci9i3Q6/ILZ1rdsK9XJXlZONstHFQOAdCtPnjx68cUX9dVXXylfvnyaN2+eatSoYXUsIMWpVYuhCwEAANIbegLcZ1kRIDQ0VNHR0QoMDHRoDwwM1KFDh2Ldp3Xr1goNDdUzzzwjwzAUFRWld999Vx999FGc54mIiFBERIS5zJifQMItO/W7Qy8AJ9lUI7CkPDNwlykAWG3SpEnKli2bBg4cqEyZ6J0FxGXjxo2aNm2ajh8/riVLlihnzpwKDg5W/vz59cwzz1gdDwAAAEgyqeoW3nXr1mnEiBGaMmWKdu3apW+//VbLly/X0KFD49xn5MiR8vHxMR+5c+dOxsRA6hZt2LX1wl86Fna/AJArY1a9U7yJvF0zWpgMANKfa9euqUOHDlq0aJFDu6+vrz799FMKAMBDfPPNN2rUqJE8PDy0a9cu8yaha9euacSIERanAwAAQJKwJdMjFbCsCODv7y9nZ2edP3/eof38+fPKli1brPv0799fbdu21VtvvaXSpUvrpZde0ogRIzRy5EjZ7fZY9+nXr5+uXbtmPv75559Efy1AWrXkxAb13j5Dh67d/7v5rMo7al2wroWpACD9WbduncqUKaO5c+eqU6dOOnPmjNWRgFRl2LBhmjp1qmbMmCEXFxezvXr16tq1a5eFyQAAAICkZ1kRwNXVVRUrVtSaNWvMNrvdrjVr1qhq1aqx7nPz5k05OTlGdnZ2liQZhhHrPm5ubvL29nZ4AIifw1cdi2b+bt7yd/exKA0ApD+3b9/WBx98oDp16uj06dOSpOjoaP35558WJwNSl8OHD6tmzZox2n18fHT16tXkDwQAAIAkZ7PZkuWRGlg2J4Ak9ezZU+3bt1elSpVUuXJljR8/Xjdu3FBQUJAkqV27dsqZM6dGjhwpSWratKnGjRun8uXLq0qVKjp69Kj69++vpk2bmsUAAE/uxPUQfXbgGx16oAjQufgLapirojI48bcGAMlh9+7datOmjQ4ePGi21a5dW3PmzFHevHktTAakPtmyZdPRo0eVL18+h/ZNmzapQIEC1oQCAAAAkomlRYCWLVvq4sWLGjBggEJCQlSuXDmtXLnSnCz49OnTDnf+/+9//5PNZtP//vc/nTlzRlmzZlXTpk01fPhwq14CkCZ9e3KTdl865tDWMFdF+bkx3jQAJLWoqCiNGjVKgwYNUlRUlKS7PRtHjBih7t27x+gVCeDROnbsqG7dumnWrFmy2Ww6e/astmzZol69eql///5WxwMAAEASSC136ScHmxHXODppVFhYmHx8fHTt2jWGBgJi8e+Ni2q/fowi7Xe/ePJxzajnc1fRu8WftzgZAKR9p06d0muvvaYtW7aYbeXKldP8+fNVsmRJC5MB8ZNSr7UNwzDnErt586aku8W1Xr16aejQoY91TI/yXRIzItKAd16tqR7t6ykwi7f2HzmjnqOW6I8/T8W67S8zuqlmpcIx2n/eeEDNu06VJAX4ZdKwbi+qftXi8vHy0KZdR9Vz9BIdO30xSV8HUp8rOyZZHQEpzKIFX2nu7JkKDb2oIkWLqe9H/VW6TJlYt/1mydf68YdlOnr0b0lSiRIl9X63ng7br171q5Z8vUh//fmnrl27qsVLl6lY8eLJ8lqQurhbert5THm7/pgs5zn1edNkOc+T4FYyAKajYWf02tqRZgFAkqZV70YBAACSibu7u/7+++4HMCcnJ3388cfatm0bBQDgCdlsNn388ce6fPmyDhw4oK1bt+rixYsaOHCgzp49a3U8pAEvN6ygUR+8pOHTflbV1qO078gZ/TCls7Jm9op1+1YfzFC++v3MR4UWwxQVFa1vV+02t/n6s7eVP5e/Xuk+TU+/9olOn7usFVPfl6e7a3K9LACp0MqfV+jT0SP1znudtWjJdypatJg6vfOmLl26FOv2f+zYpsbPNdGXs+Yp+KtFCsyWXZ3efkPnz583t7l166bKl6+g7j17JdfLABIFcwLcRxEAgGn/5ZMOy94unkwEDADJKDAwUNOnT1ehQoW0adMmDRs2TK6ufNkDJBZXV1eVKFFClStXlpeXl/7880/lzp3b6lhIA7q2qavZ325W8A9bdeh4iN4fvki3bkeqfbOqsW5/Jeymzl+6bj7qPV1MN29HmkWAQnkCVKVMfnUdvkg7D57W36cuqOuIxXJ3c9GrjSsm50sDkMoEz52t5i+/qmYvtVDBQoX0v4GD5e7urmXffhPr9iNHj1XL115XseLFlb9AQQ0aMkx2u13bt97vmdr0hWZ6970uqlI19n/TgJSKIsB9FAEAmPZcvj8PQGHvnJpavZvcnF0sTAQAads333yj0NBQh7aXXnpJBw4cUFU+ZAFAquCSwVnli+fWb9sOm22GYei3bYdVuUz+eB2jfbNqWvLLLt28HSlJcnO9O57C7cj7PXQNw1BkZJSqlSuYiOkBpCV3IiP118E/9XTVamabk5OTnn66mvbt3f2QPe+7ffuWoqKi5O3DDYFAWkIRAIBp24VD5vM2heopt1dWC9MAQNp15coVtW7dWi+//LI6deqk/07R5ObmZlEyAEBC+Wf2UoYMzrpw+bpD+4VLYcqW5dFzY1QqmVelCufQnO82m22HT4bo9LnLGvr+C/LN5CGXDM76oEN95cqWWdn8+WIOQOyuXL2i6OhoZcmSxaE9S5YsMW48icv4sZ8qa0CAQyEBSLVsyfRIBVLYdA0AnkSUPVoHr55yGNM/ITwzuOlG1G1J0tMBTPIDAElh1apVCgoK0pkzZyRJS5cu1YYNG1SrVi2LkwGIS0REhCIiIhzaDHu0bE7OFiVCWtK+WVXtP3LGYRLhqCi7Wn0wQ18MfF3nNoxRVFS0ftt2WCs3/alUMuoAgFRo5ozpWvnzCs2cM4+bUoA0hiIAkIb03j5Df4QeeeLjeLt4yjMD/+EDQGK6efOm+vTpo0mTJpltvr6+mjx5smrWrGlhMiDt2rdv30PXHz58+KHr7xk5cqQGDx7s0OYc+JRcsld+7GxIO0KvhCsqKloBfpkc2gOyeCvkUthD9/V0d9UrjSpq6BfLY6zb/dc/errVJ/L2cperSwaFXgnXhnm9tPPg6UTNDyDtyOybWc7OzjEmAb506ZL8/f0fuu/c2TM1e+Z0TftytooULZaUMYFkk1rG608OFAGANMJu2BOlACBJebwCEuU4AIC7duzYobZt2zp84Vi/fn3Nnj1buXLlsjAZkLaVK1dONpstxpBbksz2+Hw47Nevn3r27OnQFlCjT6LlROp2Jypau//6R3WqFNWP6+4Wnmw2m+pULqKpizc8dN/mDcrLzTWDFq7YEec2YeF3e+oWzJNVFUrk0eApPyVeeABpiourq4qXKKltW7eobr36kiS73a5t27ao1Wtt4txv9swZ+nL6VH0xfaZKliqdXHEBJCOKAEAKt/bsXq34d7ui7dEP3e7Bj7ZZ3X3UONdTj3U+9wyuapiz4mPtCwBwdOfOHQ0fPlzDhg1TdPTdf8fd3d01evRode7cWU5OTM8EJKUTJ04kynHc3NxiDIvAUEB40Ofzf9OMIW218+Bp/XHgpLq0riNPDzfN+36rJOnLoW119sI1DZj4g8N+HZpV1Y/r9unytRsxjtm8fnldvBKuf0Iuq1ThHPq098v6cd0+rdl6KMa2AHBP2/ZB6v9RH5UsWUqlSpfR/OC5unXrlpq91FyS9HG/DxUQEKhuPT6QJM36crqmTPpcn4weqxw5cir04kVJkqenpzwzZpQkXbt6VefOndPFixckSSdP3v3/1d/fX/5ZmUsQKRc9Ae6jCACkYBHRdzRy70Ldio5M0H65MvqrY7HnkigVACC+fvrpJ4chRJ566inNmzdPxYrRxRpIDnnz5rU6AtKJpb/ukn9mLw3o1ESBWTJp3+EzerHzZHOy4NzZ/GS3O/ZIKZw3QNUrFFKTdyfFdkhly+qtUR80V0CWTAoJDdNXP23TyOkrk/y1AEjdnm38nK5cvqwpkz5XaOhFFS1WXFOmfaks/z8cUMi5c3Ky3b8RZcniRbpz544+6NHV4TjvvtdFnTq/L0lat/Y3DfhfP3Ndn149YmwDIGWzGbH1jU3DwsLC5OPjo2vXrsnb29vqOEinbkVF6PSNi4/c7sadW+q29YsEHdvD2U0flnlF9XNWeNx4AIBEYhiGmjdvrh9//FH9+/fXRx99JBcXF6tjAUkmNVxrly5dWitWrFDu3Lmf6Dge5bskUiIAeDJXdsReSAKA5Oaewm43L9Tr52Q5z9FPGyfLeZ5ECvvRAGnfpdtharN+lMLv3ErQfk9lLaphFds/cjsXpwxyceJPGwCscPXqVfn6+prLNptN06dP18mTJ/XUU483TBuAxHXy5EnduXPH6hgAAABAsmEgWiCZ7br0d4ILAJKUO2NWeWZwf+SDAgAAJD/DMDR//nzly5dPP/74o8O6rFmzUgAAAAAAgGRms9mS5ZEa8G0hkAwio6O06PhaHQs7p5Bbl832Mn75VTBTjkfu7+eWSc3yVUvKiACAx3Tp0iW9++67Wrp0qSTprbfe0oEDB5SVSdKAFKlGjRry8PCwOgYAAACQbCgCAMlgQ8g+zTgccxyy+jkq6KV81S1IBABIDD///LPeeOMNhYSEmG0NGjRg3H8gBVuxYoXVEQAAAJAMUslN+smCIgCQBG5FRehKZLi5fDTsbIxt/NwyqVpgieSMBQBIJOHh4erVq5emTZtmtvn5+Wnq1Kl65ZVXLEwGIC5///231q5dqwsXLshutzusGzBggEWpAAAAgKRHEQBIZH9eOaWe26bqZlRErOs/KP2yqgYUl59bJsbvB4BUaMuWLWrbtq2OHTtmtjVu3FgzZ85U9uzZLUwGIC4zZsxQp06d5O/vr2zZsjmM3Wqz2SgCAAAApEGpZbz+5MA3kEAi2xiyP84CgCQV8c6pQI/MyZgIAJBY5s2bp6CgIPMuYk9PT40bN05vv/02F5hACjZs2DANHz5cffr0sToKAAAAkOwoAgAJtO3CIW06f0CGYcS6/sCVk+bziv6FldnVy1wum6WgivvmSeqIAIAkUqdOHWXKlEnXrl1T1apVNW/ePBUqVMjqWAAe4cqVKwzVBQAAkM5wn9Z9FAGABLgWeUP9/pipO/boeG3/ZpFnVdovfxKnAgAkl9y5c2vKlCk6efKkPvzwQ2XIwKUUkBq88sor+vXXX/Xuu+9aHQUAAABIdnxyBR5gGIZuRN1W7Pf4S6fDL8S7AJDd009FfXInXjgAQLI6efKkPv74Y02ZMkU+Pj5me+vWrS1MBeBxFCpUSP3799fWrVtVunRpubi4OKzv2rWrRckAAACQVJyc6ApwD0UA4P9F2aP1/pbJDsP5PEzNbKUVVKRhHGttyucVqAxOzomWDwCQPAzD0Jw5c9StWzddv35dLi4umjNnjtWxADyB6dOny8vLS+vXr9f69esd1tlsNooAAAAASNMoAgD/76+rp+NdAJCk/JmyqZB3zqQLBABIdhcuXNDbb7+t77//3mxbt26dLl++LD8/PwuTAXgSJ06csDoCAAAAkhlzAtxHEQD4f2F3bprPs3v6KU/GgDi3zebpp+b5nkmOWACAZPLDDz+oY8eOunDhgtnWoUMHTZgwQd7e3hYmA5CYDOPuwI82PhUCAAAgnaAIAPy/b09uMp/XzlZW75VoamEaAEByCQsLU48ePTRr1iyzzd/fXzNmzFCzZs2sCwYgUc2bN09jxozR33//LUkqUqSIevfurbZt21qcDAAAAEmBmz7uowgA/D9Xp/sTxBXxYZgfAEgPNm7cqHbt2unkyZNmW9OmTTVjxgwFBgZaFwxAoho3bpz69++vLl26qHr16pKkTZs26d1331VoaKh69OhhcUIAAAAg6VAEAP7fpvMHzOcV/AtbmAQAkFz27dtnFgC8vLw0YcIEBQUFcccIkMZMnDhRX3zxhdq1a2e2vfDCCypZsqQGDRpEEQAAACAN4mPdfRQBgP/n7uyq29GR5nMAQNr33nvv6YcfftCtW7c0d+5c5c+f3+pIAJLAuXPnVK1atRjt1apV07lz5yxIBAAAACQfJ6sDACnFvQKAJHlmcLMwCQAgKURHR2vVqlUObTabTYsXL9batWspAABpWKFChfT111/HaF+8eLEKF6YHKAAAQFpks9mS5ZEa0BMAkBQRfcd8nt3Dz8IkAICkcOzYMbVr106bN2/WqlWrVL9+fXOdr6+vdcEAJIvBgwerZcuW2rBhgzknwO+//641a9bEWhwAAAAA0hJ6AgCSLkWEmc/P3bpsYRIAQGIyDEPTp09X2bJltXnzZknSW2+9pcjIyEfsCSAtadGihbZt26YsWbJo2bJlWrZsmfz9/bV9+3a99NJLVscDAABAEqAnwH30BEC6sPTERs0/ukaR9juxrrcbhvm8TvayyRULAJCEzp07p7feeksrVqww2woUKKB58+bJ1ZW5X4D0pmLFivrqq6+sjgEAAAAkO4oASBdmHv5Z4VG347Wtt2vGJE4DAEhqS5cu1bvvvqtLly6ZbR07dtTYsWOVKVMmC5MBSE5OTk6PvDvLZrMpKioqmRIBAAAguaSSm/STBUUApAu3/n/SXxcnZ2V7yJj/AR6+ejlfjeSKBQBIZFevXtX777+v+fPnm22BgYH68ssv9fzzz1uYDIAVvvvuuzjXbdmyRZ9//rnsdnsyJgIAAACSH0UApCsFMmXXlzV6Wh0DAJBEOnbsqKVLl5rLzZs319SpU5U1a1YLUwGwyosvvhij7fDhw+rbt69+/PFHvf766xoyZIgFyQAAAJDUUst4/cmBiYEBAECaMXLkSHl6esrb21vz5s3T0qVLKQAAkCSdPXtWHTt2VOnSpRUVFaU9e/Zo7ty5yps3r9XRAAAAgCRFTwCkafsvn9Ckg98r2qCbNwCkRZGRkQ6T/BYqVEiLFy9WmTJllCdPHguTAUgprl27phEjRmjixIkqV66c1qxZoxo1GP4RAAAgraMjwH30BECaNv/oGh28etpc9nB2szANACCxREVFaciQIapQoYJu3rzpsO7555+nAABAkjR69GgVKFBAP/30kxYuXKjNmzdTAAAAAEC6Q08ApFkXb13V5gsHzeXsHn56vVBdCxMBABLD4cOH1a5dO23fvl2S9OGHH2rSpEkWpwKQEvXt21ceHh4qVKiQ5s6dq7lz58a63bfffpvMyQAAAJDUmBPgPooASJMu3Q5Ty7XDHdrm1+4rV2d+5QEgtTIMQ1OmTFHv3r1169YtSZKzs7OyZMkiwzC4wAMQQ7t27fi3AQAAAOke34giTTp07R/dsUeby3m9AuTi5GxhIgDAkzhz5oyCgoK0atUqs61IkSKaN2+eqlSpYmEyACnZnDlzrI4AAAAAi6TUe0EmT56sMWPGKCQkRGXLltXEiRNVuXLlOLe/evWqPv74Y3377be6fPmy8ubNq/Hjx+u5556L9zmZEwBpTkR0pMbsW2IuZ3Hz1mdV3uUuMABIpRYuXKhSpUo5FAA6d+6s3bt3UwAAAAAAAKQaixcvVs+ePTVw4EDt2rVLZcuWVaNGjXThwoVYt4+MjFSDBg108uRJLV26VIcPH9aMGTOUM2fOBJ2XngBIc34/f1CXIsLM5VYFayurh691gQAAj8UwDHXo0EHz5s0z23LkyKHZs2erYcOGFiYDAAAAAKR0KfGG4HHjxqljx44KCgqSJE2dOlXLly/XrFmz1Ldv3xjbz5o1S5cvX9bmzZvl4uIiScqXL1+Cz0tPAKQ5YXduOizXzV7OmiAAgCdis9lUokQJc7lVq1bav38/BQAAAAAAQIoRERGhsLAwh0dERESM7SIjI7Vz507Vr1/fbHNyclL9+vW1ZcuWWI/9ww8/qGrVqurcubMCAwNVqlQpjRgxQtHR0bFuHxeKAEjTPir7mgLoBQAAqVavXr30wgsvaOHChVq4cKH8/PysjgQAAAAASAVstuR5jBw5Uj4+Pg6PkSNHxsgTGhqq6OhoBQYGOrQHBgYqJCQk1tdw/PhxLV26VNHR0VqxYoX69++vsWPHatiwYQl6LxgOCAAApAhbt27Vjh079P7775ttzs7O+v777y1MBQAAAABA3Pr166eePXs6tLm5uSXKse12uwICAjR9+nQ5OzurYsWKOnPmjMaMGaOBAwfG+zgUAZCmGIahr46usToGACABIiMjNXToUI0YMUKSVLFiRVWrVs3iVAAAAACA1Cy55gRwc3OL15f+/v7+cnZ21vnz5x3az58/r2zZssW6T/bs2eXi4iJnZ2ezrXjx4goJCVFkZKRcXV3jlZHhgJCmHL72r0JuXTGXXZycH7I1AMBqBw8eVNWqVTVs2DDZ7XbZ7XZNmjTJ6lgAAAAAACQqV1dXVaxYUWvW3L+B2W63a82aNapatWqs+1SvXl1Hjx6V3W43244cOaLs2bPHuwAgUQRAGmEYhk6Fn9f+yycc2qtkLWZRIgDAw9jtdo0fP14VKlTQrl27JEkZMmTQ0KFDNW/ePIvTAQAAAABSu+SaEyAhevbsqRkzZmju3Ln666+/1KlTJ924cUNBQUGSpHbt2qlfv37m9p06ddLly5fVrVs3HTlyRMuXL9eIESPUuXPnBJ2X4YCQJozcu0g//7vDoe3NIs8qk6unRYkAAHE5ffq0OnTooLVr15ptxYsXV3BwsCpWrGhhMgAAAAAAkk7Lli118eJFDRgwQCEhISpXrpxWrlxpThZ8+vRpOTndv28/d+7c+uWXX9SjRw+VKVNGOXPmVLdu3dSnT58EnZciANKE9SH7YrTlzJjFgiQAgLgYhqHg4GC9//77CgsLM9u7d++uESNGyMPDw8J0AAAAAIC0JLnmBEioLl26qEuXLrGuW7duXYy2qlWrauvWrU90TooASJVuR0dq4bG1Onn97kQaEdF3JEmZXDxUP0cF5c+UTbWzl7UyIgDgP6KiovTZZ5+ZBYDcuXNrzpw5qlu3rsXJAAAAAABIuygCIFVac2a3Zh35JUZ7gLuvepZuYUEiAMCjuLi4KDg4WJUqVdKrr76qzz//XL6+vlbHAgAAAACkQSm0I4AlKAIgVbpw+2qMNmebkxrnrpz8YQAAsbp+/bouXryoAgUKmG2lSpXSn3/+qYIFC1qYDAAAAACA9IMiAFIdwzAcegH0K9tKFf0Ly8PZVd6uGS1MBgC4Z9OmTWrXrp28vLy0Y8cOubm5mesoAAAAAAAAklpKnRPACk6P3gRIWc7cDHVYLuqTS4EemSkAAEAKEBERob59+6pmzZo6ceKE9u/fryFDhlgdCwAAAACAdIueAEh11p7b67Bc0DuHRUkAAA/av3+/2rRpo3379plt1atX15tvvmlhKgAAAABAekRHgPvoCYBU5cyNUE0/tMJcfo45AADActHR0RozZowqVapkFgBcXFz0ySefaP369Q5zAgAAAAAAgORFTwCkKiG3rjgs1wgsZVESAIAknThxQu3bt9fGjRvNttKlSys4OFhly5a1MBkAAAAAID1jToD7KAIgVfn9/J/m8+dzV9Ez2SgCAIBVrl69qgoVKujq1auS7l5g9erVS0OHDnWYCBgAAAAAAFiH4YCQqpy4HmI+z+6ZxcIkAABfX1+9//77kqR8+fJp3bp1Gj16NAUAAAAAAIDlbDZbsjxSA3oCIMXbHXpU20MPyzAMnbt5yWyvl6OcdaEAIJ0yDMPhIqd///5ycXFRt27d5O3tbWEyAAAAAAAQG4oASNEu3rqq7lu/kF1GjHVeLh4WJAKA9OnatWvq1q2bihQpoo8++shsd3FxUf/+/S1MBgAAAABATKnkJv1kQREAKdqZm5diLQAU98ktbxdPCxIBQPqzbt06tW/fXqdPn1aGDBnUuHFjlS9f3upYAAAAAAAgHigCIMW6FRWh97dMNpfr5SivF/NUlbOTs0r45kk1Y24BQGp1+/Ztffzxxxo3bpzZ5uHhodOnT1MEAAAAAACkaHx3eB9FAKRYOy4edlgu7J1T5f0LWZQGANKX3bt3q02bNjp48KDZVrt2bc2ZM0d58+a1MBkAAAAAAEgIJ6sDAHG5GR3psPxc7soWJQGA9CMqKkrDhw9X5cqVzQKAm5ubxo4dqzVr1lAAAAAAAACkCjZb8jxSA3oCIMXacuH+3addSzRTZjcvC9MAQNp39uxZvfzyy9qyZYvZVq5cOQUHB6tUqVIWJgMAAAAAAI+LngBIsTK73v/S3z2Dq4VJACB9yJw5s65cuSJJcnJy0kcffaRt27ZRAAAAAAAApDo2my1ZHqkBRQCkSIZh6JuTm8zlQt45LEwDAOmDh4eHgoODVaxYMW3cuFHDhw+XqytFWAAAAABA6sNwQPcxHBBSpL/DzjgsZ8zgblESAEi7lixZojJlyqho0aJmW6VKlXTgwAE5OztbmAwAAAAAACSWJyoC3L59W+7ufDmLxHPieoj2Xz6hf2+EOrTn8QqwKBEApD1XrlxRly5dtGDBAlWuXFm///67MmS4f0lAAQAAAAAAkNo5pZbb9JNBgocDstvtGjp0qHLmzCkvLy8dP35cktS/f3/NnDkz0QMi/ThzI1Tt1o/WmP1LtPD4WrO9VYHa1oUCgDRm9erVKl26tBYsWCBJ2r59u7777juLUwEAAAAAgKSS4CLAsGHDNGfOHI0ePdphnOBSpUrpyy+/TNRwSF+OXPs31vbivnmSOQkApD03b95U165d1aBBA505c3fINV9fX3311Vd6+eWXLU4HAAAAAEDiYk6A+xI8HNC8efM0ffp01atXT++++67ZXrZsWR06dChRwyF92XP5uPm8bvZyqpy1qHJlzKoyfvktTAUAqd+OHTvUtm1bHT582GyrX7++Zs+erVy5clmYDAAAAAAAJLUEFwHOnDmjQoUKxWi32+26c+dOooRC+rQz9Ij5vIJ/ITXJU8XCNACQ+t25c0fDhw/XsGHDFB0dLUlyd3fX6NGj1blzZzk5JbhDIAAAAAAAqYIttdymnwwS/Om/RIkS2rhxY4z2pUuXqnz58okSCumTq5OL+bxW9jIWJgGAtGHnzp0aMmSIWQB46qmntHv3br3//vsUAAAAAAAASCcS3BNgwIABat++vc6cOSO73a5vv/1Whw8f1rx58/TTTz8lRUakE3+HnTGf+7hktDAJAKQNTz/9tHr06KEJEyaof//++uijj+Ti4vLoHQEAAAAASOWc6AhgSvBtgC+++KJ+/PFHrV69WhkzZtSAAQP0119/6ccff1SDBg2SIiMAAIiHkJAQ2e12h7bhw4dr+/btGjhwIAUAAAAAAADSoQT3BJCkGjVqaNWqVYmdBenQztC/Ne/vVboZFWG2Bbj7MmYXACSAYRhasGCBOnfurMGDB6tbt27mOnd3d1WoUMHCdAAAAAAAJD++X7wvwT0BChQooEuXLsVov3r1qgoUKJAooZB+TPnrR+26dFSHrv1jtuXwzGJhIgBIXS5duqRXX31Vbdq00bVr19S3b1/99ddfVscCAAAAAAApRIJ7Apw8edKcYPBBEREROnPmTCx7ALG7FRWhI9f+NZedbU7ydvHUK/lrWJgKAFKPFStW6M0331RISIjZ1qJFC2XPnt3CVAAAAAAAWI+OAPfFuwjwww8/mM9/+eUX+fj4mMvR0dFas2aN8uXLl+AAkydP1pgxYxQSEqKyZctq4sSJqly5cpzbX716VR9//LG+/fZbXb58WXnz5tX48eP13HPPJfjcsE5kdJRarx1pLvu5ZdL3DQZbmAgAUo/w8HD16tVL06ZNM9v8/Pw0depUvfLKKxYmAwAAAAAAKU28iwDNmjWTdHcspfbt2zusc3FxUb58+TR27NgEnXzx4sXq2bOnpk6dqipVqmj8+PFq1KiRDh8+rICAgBjbR0ZGqkGDBgoICNDSpUuVM2dOnTp1Sr6+vgk6L6x34vo5hUaEmct5Msb8eQMAYtq8ebPatWunY8eOmW2NGzfWzJkz6QEAAAAAAMD/s4muAPfEuwhgt9slSfnz59eOHTvk7+//xCcfN26cOnbsqKCgIEnS1KlTtXz5cs2aNUt9+/aNsf2sWbN0+fJlbd68WS4uLpL0WL0PYJ2Lt65q5pGVOnE9xKG9f/nXLUoEAKnHsmXL1KJFC/P/ZE9PT40bN05vv/02Ex4BAAAAAIBYJXhi4BMnTiRKASAyMlI7d+5U/fr174dxclL9+vW1ZcuWWPf54YcfVLVqVXXu3FmBgYEqVaqURowYEescBUiZvj6xQcv/2a6DV0+bba/mr6UAD1/rQgFAKlGvXj3lzZtXklS1alXt3btX77zzDgUAAAAAAAD+w8mWPI/UIMETA0vSjRs3tH79ep0+fVqRkZEO67p27RqvY4SGhio6OlqBgYEO7YGBgTp06FCs+xw/fly//fabXn/9da1YsUJHjx7Ve++9pzt37mjgwIGx7hMREaGIiAhzOSwsLNbtkPQu3Q7TyfDzDm1+bpnUIGcFixIBQOqSKVMmzZ07Vxs3btSHH36oDBke679xAAAAAACQjiT424Pdu3frueee082bN3Xjxg35+fkpNDRUnp6eCggIiHcR4HHY7XYFBARo+vTpcnZ2VsWKFXXmzBmNGTMmziLAyJEjNXgwE85abUPIfg3YOVfRht1sm1mjpwpkyq4MTs4WJgOAlOnkyZN6//33NXHiRIeh72rUqKEaNWpYFwwAAAAAgFSAXvP3JXg4oB49eqhp06a6cuWKPDw8tHXrVp06dUoVK1bUp59+Gu/j+Pv7y9nZWefPO94Zfv78eWXLli3WfbJnz64iRYrI2fn+l8bFixdXSEhIjB4J9/Tr10/Xrl0zH//880+8MyLxbAo54FAAcHd2VU5PfwoAAPAfhmFo9uzZKlOmjH766Sd16NDBnAMAAAAAAAAgoRJcBNizZ48++OADOTk5ydnZWREREcqdO7dGjx6tjz76KN7HcXV1VcWKFbVmzRqzzW63a82aNapatWqs+1SvXl1Hjx51+DLkyJEjyp49u1xdXWPdx83NTd7e3g4PJK8/r5zSz//uMJcb5qyo0U+9pYwu7hamAoCU58KFC3rppZf0xhtv6Pr165Lu9giggA0AAAAAQMLYbMnzSA0SXARwcXGRk9Pd3QICAnT69N0JXn18fBL8JUXPnj01Y8YMzZ07V3/99Zc6deqkGzduKCgoSJLUrl079evXz9y+U6dOunz5srp166YjR45o+fLlGjFihDp37pzQl4FkNHzPAofloCINVd6/kEVpACBl+v7771WqVCl9//33ZluHDh20b98+czJgAAAAAACAhErwnADly5fXjh07VLhwYdWqVUsDBgxQaGiogoODVapUqQQdq2XLlrp48aIGDBigkJAQlStXTitXrjQnCz59+rRZcJCk3Llz65dfflGPHj1UpkwZ5cyZU926dVOfPn0S+jKQjC7evmY+L+dXUDk9/S1MAwApS1hYmHr06KFZs2aZbf7+/poxY4aaNWtmXTAAAAAAAFIxp9Rym34ysBmGYSRkhz/++EPXr19XnTp1dOHCBbVr106bN29W4cKFNXPmTJUrVy6JoiaOsLAw+fj46Nq1awwNlAzshl21lveSJHm5eGhFw2FMygEA/+/3339XmzZtdPLkSbOtadOmmjFjhlkQB4DUJD1da3uU72J1BACQJF3ZMcnqCAAgSXJP8O3mSav5zJ3Jcp5v36yYLOd5Egn+0VSqVMl8HhAQoJUrVyZqIKQtp8Mvms9vR0VSAACAB4SFhZkFAC8vL02YMEFBQUH8WwkAAAAAwBPio/V9CZ4TIC67du3S888/n1iHQxpx5mao+bxkZsa0BoAHNW7cWO+8845q1Kihffv26Y033qAAAAAAAAAAElWCigC//PKLevXqpY8++kjHjx+XJB06dEjNmjXTU089JbvdniQhkXpNO7TcfJ7XK8DCJABgrejoaC1evFj/HYVv/PjxWrt2rfLnz29RMgAAAAAA0h6bzZYsj9Qg3kWAmTNnqnHjxpozZ45GjRqlp59+WvPnz1fVqlWVLVs2HThwQCtWrEjKrEiF7A982VUjW2kLkwCAdY4dO6aaNWuqVatWmjlzpsM6d3d3OTs7W5QMAAAAAACkdfEuAkyYMEGjRo1SaGiovv76a4WGhmrKlCnav3+/pk6dquLFiydlTqQBTwfwOwIgfTEMQ9OnT1fZsmW1efNmSdIHH3yga9euWZwMAAAAAIC0zWZLnkdqEO8iwLFjx/TKK69Ikpo3b64MGTJozJgxypUrV5KFQ9qRMYO71REAIFmFhISoadOmeuedd3Tjxg1JUoECBbRixQr5+PhYnA4AAAAAAKQXGeK74a1bt+Tp6Snp7nhKbm5uyp49e5IFQ+oXZY/WqfDzVscAgGS3dOlSvfvuu7p06ZLZ1rFjR40bN05eXl4WJgMAAAAAIH1wSi236SeDeBcBJOnLL780v7yIiorSnDlz5O/v77BN165dEy8dUrV15/aaz+3/mQgTANKiq1ev6v3339f8+fPNtsDAQM2cOVNNmjSxMBkAAAAAAEiv4l0EyJMnj2bMmGEuZ8uWTcHBwQ7b2Gw2igAwnQ6/YD53dUpQvQkAUqUBAwY4FABatGihqVOnxiiYAwAAAACApEU/gPvi/c3syZMnkzAG0rr/lW9tdQQASHKDBg3SN998o/DwcE2aNElt2rSRje6HAAAAAADAQtyejWRho/YGIA0KDw93GOPfz89P33zzjXLkyKE8efJYmAwAAAAAgPSNm/Luc7I6ANKu29F3rI4AAEkiKipKQ4YMUaFChXTu3DmHdU8//TQFAAAAAAAAkGLQEwBJZs3Z3Q8sMTEwgLThyJEjatu2rbZv3y5JevPNN7V8+XLuMAAAAAAAIAVx4mO6iZ4ASDJ5MwWaz3N7BViYBACenGEYmjx5ssqVK2cWAJydnVWpUiVFR0dbnA4AAAAAACB29ARAott76bjG7F+if29cNNt8XDJamAgAnsyZM2cUFBSkVatWmW2FCxdWcHCwqlSpYmEyAAAAAAAQG3rs3/dYPQGOHTum//3vf3rttdd04cIFSdLPP/+sP//8M1HDIXVacmKDToWfV7RhlyS5OmVQBidni1MBwONZuHChSpUq5VAA6Ny5s3bv3k0BAAAAAAAApHgJLgKsX79epUuX1rZt2/Ttt98qPDxckrR3714NHDgw0QMidYmIvqP1IfvM5bxeAepS4kW5ObtYmAoAHk/nzp3VunVrXb16VZKUI0cO/fLLL5o0aZIyZqSHEwAAAAAAKZXNljyP1CDBRYC+fftq2LBhWrVqlVxdXc32unXrauvWrYkaDqnPuAPfOCx/Ub2bXspX3aI0APBk6tataz5v1aqV9u/fr4YNG1qYCAAAAAAAIGESPCfA/v37tWDBghjtAQEBCg0NTZRQSL0OXf3HfJ47Y1ZlzOBmYRoAeDItWrRQly5dVL16dbVq1crqOAAAAAAAIJ6YE+C+BBcBfH19de7cOeXPn9+hfffu3cqZM2eiBUPqsOzUZi09sVFR9ihJ0vlbV811X1TvKifbY007AQDJ7t4wd6NGjXJonzhxokWJAAAAAAAAnlyCiwCtWrVSnz59tGTJEtlsNtntdv3+++/q1auX2rVrlxQZkUJF2aM1+eAPuh0dGWOdr6uXfFwZLxtAynfnzh0NGTJEI0aMkN1uV7ly5fTaa69ZHQsA0p0ffvgh3tu+8MILSZgEAAAAaYETHQFMCS4CjBgxQp07d1bu3LkVHR2tEiVKKDo6Wq1bt9b//ve/pMiIFMpuGGYBwNnmJC8XD0mSm5OL2hduYGU0AIiXgwcPqm3bttq1a5fZNm/ePLVq1YpugwCQzJo1axav7Ww2m6Kjo5M2DAAAAJCGJLgI4OrqqhkzZqh///46cOCAwsPDVb58eRUuXDgp8iEFW3R8nfm8VOZ8mlSti3VhACAB7Ha7JkyYoH79+ikiIkKSlCFDBg0cOFB9+/alAAAAFrDb7VZHAAAAQBrCZ/v7ElwE2LRpk5555hnlyZNHefLkSYpMSCX+unrKfO7v7mNhEgCIv9OnT6tDhw5au3at2Va8eHEFBwerYsWKFiYDAAAAAABIfAkuAtStW1c5c+bUa6+9pjZt2qhEiRJJkQupwKbzf5rP3y76nIVJAODRDMNQcHCw3n//fYWFhZnt3bt314gRI+Th4WFhOgDAf924cUPr16/X6dOnFRnpOAdV165dLUoFAACA1IJ+APcluAhw9uxZLVq0SAsXLtQnn3yiMmXK6PXXX9drr72mXLlyJUVGpEBXI8MdljO58OUZgJTvm2++MQsAuXPn1pw5c1S3bl2LUwEA/mv37t167rnndPPmTd24cUN+fn4KDQ2Vp6enAgICKAIAAAAACeCU0B38/f3VpUsX/f777zp27JheeeUVzZ07V/ny5eOLlHQkLPKmw3ImV0+LkgBA/NhsNk2fPl1Zs2ZV27ZttW/fPv7fAoAUqkePHmratKmuXLkiDw8Pbd26VadOnVLFihX16aefWh0PAAAAqYCTzZYsj9QgwUWAB+XPn199+/bVJ598otKlS2v9+vWJlQspXK9t083nDXJUsDAJAMQuPDxcu3fvdmgLDAzUvn37NG/ePPn6+loTDADwSHv27NEHH3wgJycnOTs7KyIiQrlz59bo0aP10UcfWR0PAAAASFUeuwjw+++/67333lP27NnVunVrlSpVSsuXL0/MbEihouzROnfrsrmcxyvAwjQAENOmTZtUtmxZNW7cWKGhoQ7rsmXLZlEqAEB8ubi4yMnp7keVgIAAnT59WpLk4+Ojf/75x8poAAAASCVstuR5pAYJnhOgX79+WrRokc6ePasGDRpowoQJevHFF+XpyXAwaVXIzcuadeQXhd6+Jkmyy3BY37JALStiAUAMERERGjhwoEaPHi3DuPtvVY8ePRQcHGxxMgBAQpQvX147duxQ4cKFVatWLQ0YMEChoaEKDg5WqVKlrI4HAAAApCoJLgJs2LBBvXv31quvvip/f/+kyIQUZuHxdfr53x2xrquQpbA8MrglcyIAiGn//v1q06aN9u3bZ7ZVr15dgwYNsi4UAOCxjBgxQtevX5ckDR8+XO3atVOnTp1UuHBhzZo1y+J0AAAASA1sqeU2/WSQ4CLA77//nhQ5kALZDbuOXw/R6fALsa73cHZT0zxPJ3MqAHAUHR2tcePG6X//+58iIyMl3R1GYsiQIerdu7ecnZ0tTggASKhKlSqZzwMCArRy5UoL0wAAAACpW7yKAD/88IMaN24sFxcX/fDDDw/d9oUXXkiUYLCWYRjqvHmSDlw56dAeXKuPAjx8JEkuThnk4pTgOhIAJJoTJ06offv22rhxo9lWqlQpBQcHq1y5ctYFAwAAAAAAlqIjwH3x+ga3WbNmCgkJUUBAgJo1axbndjabTdHR0YmVDRa6HHE9RgEgYwZ3ZfPMLHdnV2tCAcADIiMjVaNGDZ05c0bS3f+DevXqpaFDh8rNjWHKACA1y58//0O7bx8/fjwZ0wAAAACpW7yKAHa7PdbnSJu2XvhLP53eai5n9/RT9YCSqpOjLAUAACmGq6urhg8frg4dOihfvnyaO3euatasaXUsAEAi6N69u8PynTt3tHv3bq1cuVK9e/e2JhQAAABSFSe6ApgSPJbLvHnz1LJlyxh3WUZGRmrRokVq165dooVD8ouIjtSAnfN0KzrCbCvqk1vdSr1kYSoAuCs6OtphjP927drpxo0batOmjby9vS1MBgBITN26dYu1ffLkyfrjjz+SOQ0AAACQeCZPnqwxY8YoJCREZcuW1cSJE1W5cuVYt50zZ46CgoIc2tzc3HT79u0EndMpoSGDgoJ07dq1GO3Xr1+PEQipz42oCIcCgKtTBjXIUd7CRAAgXbt2TR06dNDbb7/t0G6z2fTee+9RAACAdKJx48b65ptvrI4BAACAVMBmS55HQixevFg9e/bUwIEDtWvXLpUtW1aNGjXShQsX4tzH29tb586dMx+nTp1K8HuR4J4AhmHEOj7nv//+Kx8fnwQHQMoybv9S8/lT/kU0tGIHZXRxtzARgPRu3bp1at++vU6fPi3p7gT0L774osWpAABWWLp0qfz8/KyOAQAAADyWcePGqWPHjubN9FOnTtXy5cs1a9Ys9e3bN9Z9bDabsmXL9kTnjXcRoHz58rLZbLLZbKpXr54yZLi/a3R0tE6cOKFnn332icLAepvO/2k+z+0VQAEAgGVu376tjz/+WOPGjTPbMmXKlOAubwCA1OfeZ497DMNQSEiILl68qClTpliYDAAAAKlFbDeyWykyMlI7d+5Uv379zDYnJyfVr19fW7ZsiXO/8PBw5c2bV3a7XRUqVNCIESNUsmTJBJ073kWAZs2aSZL27NmjRo0aycvLy1zn6uqqfPnyqUWLFgk6OVKWMzdCFW3cn/i5baH6FqYBkJ7t3r1bbdq00cGDB822WrVqac6cOcqXL591wQAAyeLFF190+NDm5OSkrFmzqnbt2ipWrJiFyQAAAABHERERioiIcGhzc3OLMaduaGiooqOjFRgY6NAeGBioQ4cOxXrsokWLatasWSpTpoyuXbumTz/9VNWqVdOff/6pXLlyxTtjvIsAAwcOlCTly5dPLVu2lLs7d4inNZ8+MBRQUZ9c8ndnjG0AySsqKkqjRo3SoEGDFBUVJenuf5wjRoxQ9+7d5eSU4KlsAACp0KBBg6yO8EgXtnxudQQAkCRlfqaP1REAQJJ0a+soqyM4SK5vEEaOHKnBgwc7tA0cODBRrmmrVq2qqlWrmsvVqlVT8eLFNW3aNA0dOjTex0nwnADt27dP6C5IJc7dvGQ+r529rIVJAKRHly9fVpMmTbR161azrVy5cgoODlapUqUsTAYASG7Ozs46d+6cAgICHNovXbqkgIAARUdHW5QMAAAAqUVyDQfUr18/9ezZ06Htv70AJMnf31/Ozs46f/68Q/v58+fjPea/i4uLypcvr6NHjyYoY7wKIn5+fgoNDZUkZc6cWX5+fnE+kHqdeaAI0KZQPQuTAEiPfH19zaHmnJyc9NFHH2nbtm0UAAAgHTIMI9b2iIgIubq6JnMaAAAAIG5ubm7y9vZ2eMRWBHB1dVXFihW1Zs0as81ut2vNmjUOd/s/THR0tPbv36/s2bMnKGO8egJ89tlnypQpk/k8pU2qgCd3PfKm1REApHNOTk6aNWuWmjdvrgkTJqhatWpWRwIAJLPPP787xI7NZtOXX37pMA9ZdHS0NmzYwJwAAAAAiBenFPgVds+ePdW+fXtVqlRJlStX1vjx43Xjxg0FBQVJktq1a6ecOXNq5MiRkqQhQ4bo6aefVqFChXT16lWNGTNGp06d0ltvvZWg88arCPDgEEAdOnRI0AmQOkQ9MCGwl4uHhUkApBdLlixRQECAatWqZbblzp1b27dvp9gMAOnUZ599JuluT4CpU6fK2dnZXOfq6qp8+fJp6tSpVsUDAAAAnkjLli118eJFDRgwQCEhISpXrpxWrlxpThZ8+vRph/kQr1y5oo4dOyokJESZM2dWxYoVtXnzZpUoUSJB503wnAC7du2Si4uLSpcuLUn6/vvvNXv2bJUoUUKDBg2ie24aUCZzfqsjAEjDrly5oi5dumjBggXKnTu39u/fLx8fH3M9BQAASL9OnDghSapTp46+/fZbZc6c2eJEAAAASK1SYk8ASerSpYu6dOkS67p169Y5LH/22WfmjTJPIsGTJL/zzjs6cuSIJOn48eNq2bKlPD09tWTJEn344YdPHAgAkHatXr1apUuX1oIFCyRJ//zzj7766iuLUwEAUpq1a9dSAAAAAAASSYKLAEeOHFG5cuUk3R3KoVatWlqwYIHmzJmjb775JrHzAQDSgJs3b6pr165q0KCBzpw5I0ny8fHR/Pnz1alTJ4vTAQBSmhYtWmjUqFEx2kePHq1XXnnFgkQAAABIbWw2W7I8UoMEFwEMw5Ddfnf8+NWrV+u5556TdHcc59DQ0MRNBwBI9Xbs2KEKFSpo4sSJZlu9evW0f/9+vf7666nmP0wAQPLZsGGD+TnjQY0bN9aGDRssSAQAAACkXgkuAlSqVEnDhg1TcHCw1q9fryZNmki6O37nvQkMkPrYH5gYGAASw507dzRo0CBVrVpVhw8fliS5u7vr888/16+//qrcuXNbnBAAkFKFh4fHOteYi4uLwsLCLEgEAACA1MbJljyP1CDBRYDx48dr165d6tKliz7++GMVKlRIkrR06VJVq1Yt0QMieaw7t9d8bliYA0Da8c8//2jMmDGKjo6WdLeIvHv3br3//vsOM90DAPBfpUuX1uLFi2O0L1q0SCVKlLAgEQAAAJB6ZUjoDmXKlNH+/ftjtI8ZM0bOzs6JEgrJLzTi/h1VzgzNASARFChQQGPGjFHXrl31v//9Tx9//LFcXFysjgUASAX69++v5s2b69ixY6pbt64kac2aNVqwYIGWLl1qcToAAACkBnzFeV+CiwD37Ny5U3/99ZckqUSJEqpQoUKihULyGbt/qdae26tbURFm28v5a1qYCEBq9e+//8rPz0+enp5mW6dOnVS7dm3u2gQAJEjTpk21bNkyjRgxQkuXLpWHh4fKli2r3377TX5+flbHAwAAAFKVBBcBLly4oJYtW2r9+vXy9fWVJF29elV16tTRokWLlDVr1sTOiCTy742LWnZqc4x2LxcPC9IASK0Mw9CCBQvUuXNntWvXTp9//rm5zmazUQAAADyWJk2amPOPhYWFaeHCherVq5d27txpDjUHAAAAxMWJrgCmBA/K/P777ys8PFx//vmnLl++rMuXL+vAgQMKCwtT165dkyIjksCRa//ql393mssZM7grV8aseiV/DRXxzmlhMgCpyaVLl9SyZUu1adNG165d08SJE7VmzRqrYwEA0ogNGzaoffv2ypEjh8aOHau6detq69atVscCAAAAUpUE9wRYuXKlVq9ereLFi5ttJUqU0OTJk9WwYcNEDYek8fe1M3pz4ziHtno5yql3mVctSgQgNfr555/1xhtvKCQkxGx7/fXXGR4OAPBEQkJCNGfOHM2cOVNhYWF69dVXFRERoWXLltG7DAAAAPGW4Lvf07AEvxd2uz3WiR1dXFxkt9sTJRSS1qFr/8RoK+abx4IkAFKj8PBwvfvuu3ruuefMAoCfn5++/vprzZ8/X5kzZ7Y4IQAgtWratKmKFi2qffv2afz48Tp79qwmTpxodSwAAAAgVUtwT4C6deuqW7duWrhwoXLkyCFJOnPmjHr06KF69eolekAkvm9ObDSfP5vrKTXOVUnlsxSyMBGA1GLLli1q27atjh07ZrY1btxYX375pfl/AgAAj+vnn39W165d1alTJxUuXNjqOAAAAEjFmBLgvgT3BJg0aZLCwsKUL18+FSxYUAULFlT+/PkVFhbGXTqpQET0HR27fs5crpK1mP6vvTuPs7H8/zj+PrPPmDFoGIOx780wIbInRItC2XeSiGRQlKxloggR2bJERCnfSDEoJPvYG9lb7NuYYdZzfn/4uXUyNMPMueeM19Pjfjzu+7q39zlu48z53Nd1VwooJQv/KgD8h59//lm1atUyCgA+Pj6aNm2aVqxYQQEAAJAhNm7cqKtXr6py5cqqVq2aJk+erPPnz5sdCwAAAHBq6e4JEBwcrJ07dyoyMlIHDx6UJJUrV04NGjTI8HDIeNeSE+yWawQyriqAtKlZs6aqV6+uTZs2qXr16po3b55KlqQXEQAg4zz22GN67LHHNGHCBC1evFizZ89WeHi4rFarVq9ereDgYPn5+ZkdEwAAAE7AhZueDekqAixevFjLly9XYmKi6tevrz59+mRWLmSSITs+M+YfzVtGPm6eJqYB4ExcXV01d+5cLVmyRAMGDJCbW7rryAAApEmOHDnUtWtXde3aVdHR0Zo1a5bef/99DRo0SA0bNtTy5cvNjggAAAA4jTQPBzR16lS1adNG27dv1++//65XX31VAwcOzMxsyASHY/425kv4BZmYBEBWduLECTVo0EC//vqrXXuJEiU0aNAgCgAAAIcpU6aMxo4dqz///FNffPGF2XEAAADgJCwWx0zOIM1FgMmTJ2vYsGGKjo5WVFSU5s6dq08++SQzsyGDJVmT7YYDeqlMYxPTAMiKbDab5syZo9DQUEVGRqpDhw6Ki4szOxYAAHJ1dVXTpk3pBQAAAACkU5qLAEePHlWnTp2M5bZt2yo5OVmnTp26y17ISjafPWjM5/PKJU9XDxPTAMh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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:15:40,305 INFO: === Dataset: b ===\n", "2025-01-13 21:15:41,645 INFO:Total samples: 3181\n", "2025-01-13 21:15:47,335 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": [ "2025-01-13 21:15:47,404 INFO: === Dataset: c ===\n", "2025-01-13 21:15:48,740 INFO:Total samples: 3181\n", "2025-01-13 21:15:54,364 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": [ "2025-01-13 21:15:54,433 INFO: === Dataset: d ===\n", "2025-01-13 21:15:55,753 INFO:Total samples: 3181\n", "2025-01-13 21:16:01,419 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": [ "2025-01-13 21:16:01,491 INFO: === Dataset: e ===\n", "2025-01-13 21:16:01,872 INFO:Total samples: 911\n", "2025-01-13 21:16:04,202 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": [ "2025-01-13 21:16:04,269 INFO: === Dataset: f ===\n", "2025-01-13 21:16:09,788 INFO:Total samples: 12911\n", "2025-01-13 21:16:30,451 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": [ "2025-01-13 21:16:30,520 INFO: === Dataset: g ===\n", "2025-01-13 21:16:33,101 INFO:Total samples: 6000\n", "2025-01-13 21:16:43,116 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": [ "2025-01-13 21:16:43,184 INFO: === Dataset: h ===\n", "2025-01-13 21:16:45,730 INFO:Total samples: 6000\n", "2025-01-13 21:16:55,787 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": [ "2025-01-13 21:16:55,855 INFO: === Dataset: i ===\n", "2025-01-13 21:16:58,419 INFO:Total samples: 6000\n", "2025-01-13 21:17:08,454 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": [ "2025-01-13 21:17:08,522 INFO: === Dataset: j ===\n", "2025-01-13 21:17:11,057 INFO:Total samples: 6000\n", "2025-01-13 21:17:21,122 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:17:21,193 INFO: === Dataset: k ===\n", "2025-01-13 21:17:23,706 INFO:Total samples: 6000\n", "2025-01-13 21:17:33,760 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": [ "2025-01-13 21:17:33,832 INFO: === Dataset: l ===\n", "2025-01-13 21:17:41,706 INFO:Total samples: 18911\n", "2025-01-13 21:18:11,714 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": [ "2025-01-13 21:18:11,784 INFO:Model Twins_PCPVT evaluation completed in 158.68 seconds.\n", "2025-01-13 21:18:11,784 INFO:\n", "=== Evaluating PiT on Test Datasets ===\n", "/tmp/ipykernel_7736/1849592376.py:359: 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", "2025-01-13 21:18:11,924 INFO:Loaded model weights from PiT_best.pth\n", "2025-01-13 21:18:11,925 INFO: === Dataset: a ===\n", "2025-01-13 21:18:13,250 INFO:Total samples: 3181\n", "2025-01-13 21:18:21,029 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": [ "2025-01-13 21:18:21,099 INFO: === Dataset: b ===\n", "2025-01-13 21:18:22,424 INFO:Total samples: 3181\n", "2025-01-13 21:18:30,463 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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bFBAQoHnz5qlOnTpWxwIAAABATwATcyIAwMnc3PzXz8+Pq/4BwEKurq6aO3euunbtqp07d1IAAAAAAJDpMBMAADKxuzX/ZQYAAGScmJgY9enTR126dFHNmjXN8RIlSujjjz+2MBkAAACAZOgJYKIIAACZGM1/ASBzWLt2rTp06KAjR45o/fr12rFjh3LkyGF1LAAAAAC4K4oAAJABUrqiPzWSrvqn+S8AWOPKlSsaPHiwPvzwQ3MsKipKv//+u2rVqmVhMgAAAAB3RE8AE0UAAMgAd7qiPzVo/gsAGS8yMlLt2rXTX3/9ZY7Vr19fc+bMUdGiRS1MBgAAAACpRxEAADLAzc18b76iPzW46h8AMta1a9c0btw4DR8+XNeuXZN0/e/isWPHqnfv3nJxYW1RAAAAINOjJ4CJIgAApLPIyEhFR0dLut7MNzQ01NpAAIDb2r9/v9q2bavNmzebY5UrV1Z4eLgeffRRC5MBAAAAwL2hHAIA6SwiIsL8mWa+AJC5Xb58WZGRkZIkFxcXDRkyRJs3b6YAAAAAADgbm0vG3JwAMwEAIB3c3Ag4qbmvJJb1AYBMrnz58hozZoymTZumefPmqWbNmlZHAgAAAID74hylCgBwMkmNgKOjo2UYhiTJz89PVapUsTgZAOBm3333ndm3JUnfvn21Y8cOCgAAAACAM7PZMubmBCgCAEA6uLkRsI+Pj/z8/JgFAACZyLlz59SmTRs1a9ZMISEhdo+5uroqR44cFiUDAAAAkCZYDsjEckAAcJ9uXvonSdISQDQCBoDMZ/Xq1QoODtbRo0clSe+9957at2+vsmXLWpwMAAAAANIeRQAAuE9JS/+khEbAAJB5XLp0Se+8846mTJlijvn4+Gjq1KkqU6aMhckAAAAApDknWaonI1AEAIDbSOkK/5QkXfVvs9nk7e1tjnt4eLAEEABkElu3blXbtm21d+9ec+ypp57SrFmzVKRIEQuTAQAAAED6oggAALdxpyv8U+Lr65tsXWkAgLWuXr2qMWPGaPTo0UpISJAkeXl56b333lO3bt3k4uIca3gCAAAAcJCTrNefESgCAMBt3Nzc9+Yr/FPCVf8AkDlNnz5dI0aMMO8/9thjCg8PV+nSpS1MBQAAAAAZhyIAgEwjtcvvZBSa+wKA8+vSpYtmzZql33//XUOHDtXgwYPl5uZmdSwAAAAA6Y2eACaKAAAyDUeX38koNPcFAOdx+fJleXl5mffd3Nz0+eef6/z583rssccsTAYAAAAA1qAIAMBySTMATp48KSl1y+9kFJb5AQDnYBiGPv/8c/Xr10/ff/+9KlWqZD5WpkwZ64IBAAAAsISNmQAmigAALHfrDAAa7AIAHHHmzBm9+eabWrRokSSpbdu2+u233+Tp6WlxMgAAAACwHkUAAJa7uQGvr68vV94DAFJt+fLl6tixo06cOGGOVa5cWVevXqUIAAAAADzAmAlwA0UAAOkmtY1+b27AywwAAEBqXLhwQQMGDNC0adPMsbx582ratGl65ZVXLEwGAAAAAJkLRQAA6cbRRr804AUApMamTZvUrl077d+/3xxr0qSJZs6cqUKFClmYDAAAAECmwUQAE0UAAOnm5mV+7tbolwa8AIDUmDJlinr37q3ExERJUvbs2TVhwgR16dKF6b4AAAAAkAKKAADSnbe3t0JDQ62OAQDIAmrUqGF+2V+zZk3NmzdPJUuWtDgVAAAAgMyGi4RuoAgAAAAAp/HYY49p5MiRkqS3335b2bJxOgsAAAAAd8KnJgD35U7Nf5Ma/gIAcC8OHTqkCRMmaMKECXZf9g8ePNjCVAAAAACcATMBbqAIAOC+pKb5Lw1/AQCOMAxDc+bMUe/evXX+/HkVKFBAQ4cOtToWAAAAADgligAAbutOV/knSbra/3bNf2n4CwBwxMmTJ9WlSxctWbLEHJs3b57eeusteXp6WpgMAAAAgDNhJsANFAEA3FZqrvJP4uvrq5CQkHROBADIypYuXarOnTvr5MmT5lhwcLAmTpxIAQAAAAAA7hFFAAC3lTQD4HZX+Sfhan8AwP2IjY1V3759NWvWLHOsQIECmj59upo3b25dMAAAAABOi5kAN1AEAGC6dfmfpKV+vL29FRoaamU0AEAW9fPPP6t9+/Y6dOiQOfb8889rxowZ8vX1tS4YAAAAAGQRFAEAmG63/A+NfQEA6WXJkiVmASBnzpyaNGmSgoODuWoHAAAAwP3hI4WJIgAAU0rL/7DUDwAgPY0ZM0YrV65Uvnz5NHfuXBUrVszqSAAAAACQpVAEAB5wNy8BxPI/AID0lJCQoO3bt6tatWrmmKenp1avXi0/Pz+5urpamA4AAABAVsLs4htcrA4AwFpJSwBFR0fLMAxJLP8DAEh7+/fvV926dVWnTh39/fffdo899NBDFAAAAAAAIJ1QBAAecDcvAeTj4yM/Pz+W/wEApBnDMDR9+nRVrFhRGzdu1JUrV9ShQwez8AwAAAAA6cFms2XIzRmwHBAASSwBBABIeydOnFCnTp20bNkyc6x48eKaMGGC05wsAwAAAICzowgAAACANLd48WK98cYbOnPmjDnWpUsXjR8/Xjlz5rQwGQAAAIAHARce3UARAMjibm78m5KkZsAAAKSF6Oho9erVS+Hh4eaYn5+fZs6cqaZNm1qYDAAAAAAeTBQBgCwuqfHv3dAMGACQFpo3b66ffvrJvP/yyy8rLCxM+fPntzAVAAAAgAcNMwFuoAgAZEE3X/2fdKW/zWaTt7d3itt7eHjQDBgAkCZGjRqlevXqKVeuXJoyZYratm3LyTcAAAAAWIgiAJAFpXT1v6+vr0JCQixKBADIqhITE+Xi4mLer1OnjmbMmKGnnnpKDz/8sIXJAAAAADzQuBbJ5HL3TQA4m6T1/202m3x8fOTn58eV/gCANHXt2jWNHDlSzzzzjBITE+0e69ixIwUAAAAAAMgkmAkAOLmUGv8mLQHk7e2t0NBQq6IBALKovXv3ql27dtqyZYskaeLEierXr5/FqQAAAADgBpYlvYGZAICTS1r6Jzo62rwZhiGJZr8AgLRlGIamTp2qSpUqmQUAV1dXXb582eJkAAAAAOAcpk6dqoCAAHl6eqpGjRrmZ6uU1K9fXzabLdmtadOmDh2TmQCAk7t56Z+bG//S7BcAkJaOHj2q119/Xd9//7059sgjj2jevHmqUaOGhckAAAAAILnMOBNgwYIF6tevn8LCwlSjRg1NnDhRjRs31p49e+Tr65ts+6+//lrx8fHm/TNnzqhixYpq0aKFQ8elCABkESz9AwBIL/Pnz1e3bt107tw5c6x79+567733lD17dguTAQAAAIDzmDBhgjp37qzg4GBJUlhYmJYtW6ZZs2Zp4MCBybbPmzev3f358+cre/bsFAEAAACQNhISEtS2bVvNnz/fHHvooYc0e/ZsPf300xYmAwAAAIA7y2wzAeLj47Vt2zYNGjTIHHNxcVGjRo20adOmVD3HzJkz1apVK+XIkcOhY1MEAJxESg2ApRtNgAEASGuurq7KnTu3eb9Vq1aaOnVqsqtRAAAAAOBBFRcXl+z7Og8Pj2S9Ok+fPq2EhAT5+fnZjfv5+Wn37t13Pc6WLVv0xx9/aObMmQ5npDEw4CRSagBME2AAQHobP368HnvsMX355Zf68ssvKQAAAAAAcA62jLmNHTtW3t7edrexY8em+cuZOXOmAgMDVb16dYf3ZSYAkInc7mp/6cYV/7c2AJZoAgwASBubN2/Wf//9p1deecUcy5kzp3799ddMN5UWcERkZKTc3NwUGBgoSVqyZIlmz56tcuXKafjw4XJ3d7c4IQAAAJzVoEGD1K9fP7uxlC7WzZ8/v1xdXRUVFWU3HhUVpYIFC97xGBcvXtT8+fM1cuTIe8pIEQDIRJKu9r8TX19fhYSEZFAiAMCD4OrVqxo5cqRCQ0OVPXt2ValSRcWLFzcfpwAAZ/fGG29o4MCBCgwM1IEDB9SqVSu9+OKLWrhwoS5duqSJEydaHREAAABpLKM+x6S09E9K3N3dVbVqVa1Zs0bNmzeXJCUmJmrNmjXq0aPHHfdduHCh4uLi1LZt23vKyHJAQCaSNAPAZrPJx8cn2c3Pz48r/gEAaeqvv/7S448/rtGjRysxMVEXLlzQhAkTrI4FpKm9e/eqUqVKkq5/gKpbt66++OILzZkzR4sXL7Y2HAAAAB4Y/fr104wZMzR37lz9/fff6tq1qy5evKjg4GBJUlBQkF3j4CQzZ85U8+bNlS9fvns6LjMBgAx0p+V+pBtL/nh7eys0NDQjowEAHjCJiYn66KOPNHDgQPPfpWzZsikkJEQDBw60OB2QtgzDUGJioiTphx9+0HPPPSdJ8vf31+nTp62MBgAAgHSSGWc0t2zZUqdOndKwYcN04sQJVapUSStXrjSbBR85ckQuLvbX7e/Zs0fr16/X999/f8/HpQgAZKDULPcj0eQXAJC+jhw5og4dOmjt2rXmWNmyZRUeHq6qVatamAxIH9WqVdPo0aPVqFEj/fTTT/rkk08kSQcPHjQ/cAEAAAAZoUePHrdd/mfdunXJxkqXLi3DMO7rmBQBgHSS0lX/d2rum4QmvwCA9GIYhsLDw9WzZ0/Fxsaa43369FFoaKi8vLwsTAekn4kTJ+q1117Tt99+qyFDhqhkyZKSpEWLFqlWrVoWpwMAAEB6yIwzAaxCEQBIJ3e66p/mvgAAK1y4cEGDBg0yCwD+/v6aM2eOGjZsaHEyIH1VqFBBu3btSjb+/vvvy9XV1YJEAAAAQMahCACkk5ub/N581T9X+gMArJIrVy7NmjVLzzzzjIKCgjRp0iT5+PhYHQvIMPHx8Tp58qTZHyDJww8/bFEiAAAApBdmAtxAEQBIQzcvAUSTXwCA1c6fP68rV66oQIEC5ljjxo21fft2VapUybpgQAbbu3evOnbsqI0bN9qNG4Yhm82mhIQEi5IBAAAA6Y8iAJCGUloCiCa/AAArrF+/XkFBQSpTpoyWLVtmdxUMBQA8aIKDg5UtWzZ99913KlSoEFeFAQAAPAg45TNRBADSSGRkpFkASFoCiKV/AAAZLS4uTiEhIXrvvfdkGIYOHjyoGTNmqEuXLlZHAyyzY8cObdu2TWXKlLE6CgAAAJDhKAIAaSQiIsL8mca/AAAr7Nq1S23bttXOnTvNsdq1a6tRo0YWpgKsV65cOZ0+fdrqGAAAAMhAzP68wcXqAFOnTlVAQIA8PT1Vo0YNbdmy5Y7bT5w4UaVLl5aXl5f8/f3Vt29fXblyJYPSAreX1AhYElf/AwAyVEJCgt5//31Vq1bNLAC4ubnpf//7n3766ScVL17c4oSAtcaNG6e3335b69at05kzZxQbG2t3AwAAALIyS2cCLFiwQP369VNYWJhq1KihiRMnqnHjxtqzZ498fX2Tbf/FF19o4MCBmjVrlmrVqqW9e/eqQ4cOstlsmjBhggWvALguMjJS0dHRkiQfHx9VqVLF2kAAgAfGwYMH1b59e/3yyy/mWGBgoMLDw1WxYkULkwGZR9JsmCeffNJunMbAAAAAWRczAW6wtAgwYcIEde7cWcHBwZKksLAwLVu2TLNmzdLAgQOTbb9x40bVrl1bbdq0kSQFBASodevW+vXXXzM0N3Crm5cCohEwACCjHDlyRBUqVNCFCxckXT/JHTBggEaNGsW/R8BN1q5da3UEAAAAwDKWFQHi4+O1bds2DRo0yBxzcXFRo0aNtGnTphT3qVWrlj777DNt2bJF1atX14EDB7R8+XK1a9cuo2IDdiIjIxUREaGTJ0+aYywFBADIKA8//LBeeOEFff755woICNC8efNUp04dq2MBmU69evWsjgAAAIAMxkyAGywrApw+fVoJCQny8/OzG/fz89Pu3btT3KdNmzY6ffq0nnjiCRmGoWvXrunNN9/U4MGDb3ucuLg4u7XaWfMTaSkiIkJRUVHmfT8/P5YCAgBkqClTpqhgwYIKCQlRrly5rI4DZFq//PKLpk2bpgMHDmjhwoUqXLiwwsPDVaxYMT3xxBNWxwMAAADSjeWNgR2xbt06hYaG6uOPP1ZkZKS+/vprLVu2TKNGjbrtPmPHjpW3t7d58/f3z8DEyOqSCkw2m01+fn7MAgAApJuYmBh16NBB8+fPtxv38fHRBx98QAEAuIPFixercePG8vLyUmRkpHkOFxMTo9DQUIvTAQAAIF3YMujmBCwrAuTPn1+urq52V1FLUlRUlAoWLJjiPkOHDlW7du3UqVMnBQYG6sUXX1RoaKjGjh2rxMTEFPcZNGiQYmJizNu///6b5q8F8Pb2VkhICLMAAADpYt26dapQoYLmzp2rrl276ujRo1ZHApzK6NGjFRYWphkzZsjNzc0cr127tiIjIy1MBgAAAKQ/y4oA7u7uqlq1qtasWWOOJSYmas2aNapZs2aK+1y6dEkuLvaRXV1dJUmGYaS4j4eHh3Lnzm13AwAAcAZXrlxR//791aBBAx05ckSSlJCQoD///NPiZIBz2bNnj+rWrZts3NvbW9HR0RkfCAAAAOnOZrNlyM0ZWNYTQJL69eun9u3bq1q1aqpevbomTpyoixcvKjg4WJIUFBSkwoULa+zYsZKuN1ydMGGCKleurBo1amjfvn0aOnSomjVrZhYDAAAAsoLt27erbdu2+uuvv8yx+vXra86cOSpatKiFyQDnU7BgQe3bt08BAQF24+vXr1fx4sWtCQUAAABkEEuLAC1bttSpU6c0bNgwnThxQpUqVdLKlSvNZsFHjhyxu/L/3Xfflc1m07vvvqujR4+qQIECatasmcaMGWPVS8ADKjIyUhEREYqJibE6CgAgi7l27ZrGjRun4cOH69q1a5Kuz2wMDQ1Vnz59ks2KBHB3nTt3Vu/evTVr1izZbDYdO3ZMmzZt0oABAzR06FCr4wEAACAdOMtV+hnB0iKAJPXo0UM9evRI8bF169bZ3c+WLZtCQkIUEhKSAcmA24uIiLDrZ+Hh4WFhGgBAVnH48GG1bt1amzZtMscqVaqkzz77TI8++qiFyQDnNnDgQCUmJurJJ5/UpUuXVLduXXl4eGjAgAHq2bOn1fGQRbzxal31bf+k/PLl1q69R9Vv3EL99ufh227fo019dW5RR/4F8+hM9EV988N2DZ28VHHx1wvAA15/Ws0bVtQjAX66HHdVv/5+QEMmLdE/h09m1EsC4KTmf/G55s6eqdOnT+mR0mU0cPBQBVaokOK2+/b9o48nf6S///pTx44d1VvvDFLboA522yQkJOiTqZO17LulOnP6tAr4+ur5F15Ulze78SUr4CS4lAxwQGRkpEaMGKGTJ6+feNtsNvn5+alZs2YWJwMAZAWenp76559/JEkuLi4aMmSIfv31VwoAwH2y2WwaMmSIzp49qz/++EObN2/WqVOnFBISomPHjlkdD1nAK09X0bj+L2rMtBWq2Wacdu49qqUfd1eBPDlT3L7lM9U0qtcLCp22QpVeGq03R3yuVxpX1ciez5vb1KlSUmELfla9oA/0XNcpypbNVd990kPZPd0z6mUBcEIrVyzXB++N1Rvdumv+wm9UunQZdX2jo86cOZPi9lcuX1YR/yLq1be/8ucvkOI2s2fO0MIFX2rQkGH6JmK5+vQdoDmzPtUXn4en50sB7hs9AW6wfCYA4ExunQHg6+vLzBQAQJrx8/PT9OnT9fbbb2vevHmqWbOm1ZGALMXd3V3lypUz7//++++qUqWKEhISLEyFrKBX24aa/fVGhS/dLEnqOWa+mtR5VO2b19QHs1cn2/7xisW0accBLVj5myTpyPGz+mrlb3qsfIC5zQs9Prbbp0vIZ/r3x/+pcjl/bYjcn34vBoBTC587Wy+98qqav/iyJOndkBH6+ed1+vbrxerYuUuy7csHVlD5wOuzBD76cHyKz7ljx3bVb/ik6tarL0kqXLiIVixfpj927UyfFwGkEWf5gj4jMBMAcEBcXJwkZgAAANLG4sWLdfr0abuxF198UX/88QcFAABwEm7ZXFW5rL9+/HWPOWYYhn78dY+qVyiW4j6bfz+oyuX8Ve3R643eAwrnU+Paj2rl+j9ve5zcOT0lSediLqVhegBZydX4eP391596vGYtc8zFxUWPP15LO3/ffs/PW6lSZW3ZvFmHDh2UJO3ZvVvbt2/TE3Xq3ndmABmDmQBAKkVGRio6OlqS5O3tzQwAAMA9O3funLp3764vv/xSr7zyir766iu7q1ToNQMAziN/npzKls1VJ8+etxs/eSZWpQP8UtxnwcrflC9PDq2Z3Vc22eTm5qrpC3/R+7O+T3F7m82m9we8oo3b9+uv/cfT/DUAyBrORZ9TQkKC8uXLZzeeL18+HTx44J6f9/VOXXThwgU1f66JXF1dlZCQoJ69+6rpc8/ffWfASkwEMFEEAFIpIiLC/JkvZwAA92r16tUKDg7W0aNHJUmLFi3Szz//rHr16lmcDMDtxMXFmTNCkxiJCbK5uFqUCM6uTtVSeuv1xuo9doG27jqsEv759cFbr+h452f0vxkrk20/cdCrerRkIT0Z/KEFaQE86FatXKHlyyI09r3xKlmypHbv/lvv/2+sChTw1fPNX7Q6HoBUoAgA/L/IyEhFREQk+4CXJCYmxvyZZYAAAI66dOmS3nnnHU2ZMsUc8/Hx0dSpU1W3LlOpgfSwc+ed1yres2fPHR9PMnbsWI0YMcJuzNXvMbkVqn7P2ZB1nD53QdeuJcg3by67cd98uXXiTGyK+4R0a6ovl23RnG82SZL+3HdM2b08NPXd1hr36SoZhmFu++E7LfRsnfJq1HGijp6MTrfXAcD55fHJI1dX12RNgM+cOaP8+fPf8/N+OP49vd6xi5o821SSVOqR0jp+7JhmfjqNIgAyNXoC3EARAPh/tzb9vR0/Pz9VqVIlAxIBALKKrVu3ql27dnZfODZq1EizZ89WkSJFLEwGZG2VKlWSzWaz+0I1SdJ4aj4cDho0SP369bMb863zTprlhHO7ei1B2//+Vw1qlFbEuuuFJ5vNpgbVH1HYgp9T3MfL012JifZ/LhMTE/9/Xynpj+yH77TQ8w0r6unOk3T42JlbnwYA7Li5u6tsuUf16+ZNavhkI0nX/2759ddNatW67T0/75XLV+TiYv/vpaura7K/xwBkXhQBgP93c9Nfb2/vFLfx8PBgFgAAINWuXr2qMWPGaPTo0UpISJAkeXp66r333lP37t3l4uJicUIgazt48GCaPI+Hh0ey5SBZCgg3++izHzVjZDtt++uIfvvjkHq0aaDsXh6at2SzJOnTUe107GSMhk1eKkla/vMf6tW2gX7f85+27DqkEv4FNKzrc1r+8y7zS7WJg15VyybV1KLvdF24eEV++a7PNIi5cEVX4q5a80IBZHrt2gdr6OB39Oij5VU+sII+C5+ry5cvq/mLL0mShgx6W76+furdt7+k682E9+/ff/3nq/E6eTJKu//+W9mzZ9fDRa83L69Xv4FmTA9TwUIPqUTJktr9998KnztbL7z4sjUvEkglZgLcQBEAuIW3t7dCQ0OtjgEAyAK+++47uyVEHnvsMc2bN09lypSxMBXw4Cj6/19eAOlt0feRyp8np4Z1bSq/fLm0c89RvdB9qtks2L9gXrsrZv/36UoZhqGQbs/pIV9vnT53Qct+/kPDp9zoQ/bGq9eXilv9aR+7Y3UeFq7PIn5N/xcFwCk90+RZnTt7Vh9P+UinT59S6TJl9fG0T5Xv/5cDOnH8uFxsNy5EOXnqpFq+0ty8P3f2LM2dPUvVHquumXPCJUkDh7yrqR9NUuioETp79owK+PrqlRYt9UbX7hn62gDcO5uR0tzYLCw2Nlbe3t6KiYlR7ty5rY6DTGTw4MGKjo6Wj48PRQAAQJowDEMvvfSSIiIiNHToUA0ePFhubm5WxwLSjTOcawcGBmr58uXy9/e/r+fxqtwjjRIBwP05t3XK3TcCgAzgmckuNy85YEWGHGffB00y5Dj3I5P9aoCMl9QQ+ObGvwAA3IukYnISm82m6dOn69ChQ3rsscesCwbAdOjQIV29ylIqAAAAeHCwEC0eeEkNgZMmxdy63isAAHdjGIY+++wzBQQEKCIiwu6xAgUKUAAAAAAAgAxms9ky5OYMKALggXdzQ2A/Pz8a/wIAHHLmzBm9+uqrateunWJiYtSpUyedOnXK6lgAbqNOnTry8vKyOgYAAACQYVgOCPh/3t7eCgkJsToGAMCJrFixQq+//rpOnDhhjj311FOs+w9kYsuXL7c6AgAAADKAk1yknyEoAgAAADjowoULGjBggKZNm2aO5c2bV2FhYWrRooWFyQDczj///KO1a9fq5MmTSkxMtHts2LBhFqUCAAAA0h9FAGRpSU1/k5b8SQkNgQEAjti0aZPatWun/fv3m2NNmjTRzJkzVahQIQuTAbidGTNmqGvXrsqfP78KFixot3arzWajCAAAAJAFOct6/RmBIgCytKSmv6lBQ2AAwN3MmzdPwcHB5lXE2bNn14QJE9SlSxdOMIFMbPTo0RozZozeeecdq6MAAAAAGY4iALK0m5v+ent733Y7Dw8PGgIDAO6qQYMGypUrl2JiYlSzZk3NmzdPJUuWtDoWgLs4d+4cS3UBAAA8YLhO6waKAMhybl4CKGmpH29vb4WGhlqcDADg7Pz9/fXxxx/r0KFDevvtt5UtG6dSgDNo0aKFvv/+e7355ptWRwEAAAAyHJ9ckeWktAQQS/0AABx16NAhDRkyRB9//LHdbLI2bdpYmArAvShZsqSGDh2qzZs3KzAwUG5ubnaP9+rVy6JkAAAASC8uLkwFSEIRAFnOrUsAsdQPAMARhmFozpw56t27t86fPy83NzfNmTPH6lgA7sP06dOVM2dO/fTTT/rpp5/sHrPZbBQBAAAAkKVRBECWxRJAAABHnTx5Ul26dNGSJUvMsXXr1uns2bPKmzevhckA3I+DBw9aHQEAAAAZjJ4AN7hYHQAAACAzWLp0qQIDA+0KAB06dNDOnTspAABZiGEYMgzD6hgAAABAhqEIgCwlMjJS0dHRVscAADiR2NhYdezYUS+88IJOnjwpScqfP7+++eYbzZ49W7lz57Y4IYC0MG/ePAUGBsrLy0teXl6qUKGCwsPDrY4FAACAdGKz2TLk5gxYDghZSkREhPkzzYABAHfzyy+/KCgoSIcOHTLHmjVrphkzZsjPz8+6YADS1IQJEzR06FD16NFDtWvXliStX79eb775pk6fPq2+fftanBAAAABIPxQBkCVERkYqIiLCvIJTEs2AAQB3tXPnTrMAkDNnTk2aNEnBwcFOczUHgNSZPHmyPvnkEwUFBZljzz//vB599FENHz6cIgAAAEAWxMe6GygCIEuIiIhQVFSUed/Pz09VqlSxMBEAwBl069ZNS5cu1eXLlzV37lwVK1bM6kgA0sHx48dVq1atZOO1atXS8ePHLUgEAAAAZBx6AiBLiIuLk3R9rS8/Pz9mAQAAkklISNDq1avtxmw2mxYsWKC1a9dSAACysJIlS+qrr75KNr5gwQKVKlXKgkQAAABIb/QEuIGZAHB6NzcD9vb2VkhIiLWBAACZzv79+xUUFKSNGzdq9erVatSokfmYj4+PdcEAZIgRI0aoZcuW+vnnn82eABs2bNCaNWtSLA4AAAAAWQkzAeD0aAYMALgdwzA0ffp0VaxYURs3bpQkderUSfHx8RYnA5CRXn75Zf3666/Kly+fvv32W3377bfKnz+/tmzZohdffNHqeAAAAEgHzAS4gZkAcFo0AwYA3Mnx48fVqVMnLV++3BwrXry45s2bJ3d3dwuTAbBC1apV9fnnn1sdAwAAAMhwFAHgtGgGDAC4nUWLFunNN9/UmTNnzLHOnTtr/PjxypUrl4XJAGQkFxeXu16dZbPZdO3atQxKBAAAgIziJBfpZwiKAHBaNzcD9vX1ZRYAAEDR0dHq2bOnPvvsM3PMz89Pn376qZ577jkLkwGwwjfffHPbxzZt2qSPPvpIiYmJGZgIAAAAyHgUAeA0kpb/SfryPyYmRhLNgAEAN3Tu3FmLFi0y77/00ksKCwtTgQIFLEwFwCovvPBCsrE9e/Zo4MCBioiI0GuvvaaRI0dakAwAAADpzVnW688INAaG00ha/ic6OlrR0dEyDEMSzYABADeMHTtW2bNnV+7cuTVv3jwtWrSIAgAASdKxY8fUuXNnBQYG6tq1a9qxY4fmzp2rokWLWh0NAAAASFfMBIDTuHn5H29vb0nXCwAsAwQAD674+Hi7Jr8lS5bUggULVKFCBT388MMWJgOQWcTExCg0NFSTJ09WpUqVtGbNGtWpU8fqWAAAAEhnTAS4gSIAMq07Lf8TGhpqZTQAgMWuXbum0NBQffXVV9qyZYuyZ89uPsba/wCSvPfeexo3bpwKFiyoL7/8MsXlgQAAAICsjiIAMq2k5X9uxfI/APBg27Nnj4KCgrRlyxZJ0ttvv60pU6ZYnApAZjRw4EB5eXmpZMmSmjt3rubOnZvidl9//XUGJwMAAEB6oyfADRQBkKncfPV/0pX/LP8DAJAkwzD08ccf66233tLly5clSa6ursqXL58Mw+AED0AyQUFB/N0AAACABx5FAGQqKV397+vrq5CQEIsSAQAyg6NHjyo4OFirV682xx555BHNmzdPNWrUsDAZgMxszpw5VkcAAACARbgW5AYXqwMAN7u5+a+Pj4/8/Py48h8AHnBffvmlypcvb1cA6N69u7Zv304BAAAAAACAu2AmACyX0hJANP8FABiGoQ4dOmjevHnm2EMPPaTZs2fr6aeftjAZAAAAACCzY1nIGygCwHIpLQFE818AgM1mU7ly5cz7rVq10tSpU5U3b14LUwEAAAAA4FwoAiDD3Xzlv6RkDYBp/gsASDJgwABt3LhRrVu3VqtWrayOAwAAAABwEkwEuIEiADJcSlf+SzQABoAH3ebNm7V161b17NnTHHN1ddWSJUssTAUAAAAAgHOjCIAMd3PzX29vb0ni6n8AeIDFx8dr1KhRZi+YqlWrqlatWhanAgAAAAA4M3oC3EARABkqMjJS0dHRkmj+CwCQ/vrrL7Vr106RkZHm2JQpUygCAAAAAACQRlysDoAHS0REhPkzzX8B4MGVmJioiRMnqkqVKmYBIFu2bBo1apTmzZtncToAAAAAgLOz2TLm5gyYCYAMExkZadcLgOV/AODBdOTIEXXo0EFr1641x8qWLavw8HBVrVrVwmQAAAAAAGQ9zARAhrl5FoCfn5+qVKliYRoAQEYzDEPz5s1TYGCgXQGgT58+2rZtGwUAAAAAAECasdlsGXJz1NSpUxUQECBPT0/VqFFDW7ZsueP20dHR6t69uwoVKiQPDw898sgjWr58uUPHZCYAMkxSQ2CJWQAA8CC6du2aPvzwQ8XGxkqS/P39NWfOHDVs2NDiZAAAAAAApL8FCxaoX79+CgsLU40aNTRx4kQ1btxYe/bska+vb7Lt4+Pj9dRTT8nX11eLFi1S4cKFdfjwYfn4+Dh0XIoAyBA3NwT28fFhFgAAPIDc3NwUHh6uatWq6dVXX9VHH33k8IkLAAAAAACpkRnX658wYYI6d+6s4OBgSVJYWJiWLVumWbNmaeDAgcm2nzVrls6ePauNGzfKzc1NkhQQEODwcVkOCBmChsAA8OA5f/68Dhw4YDdWvnx5/fnnn5o3bx4FAAAAAADAAyM+Pl7btm1To0aNzDEXFxc1atRImzZtSnGfpUuXqmbNmurevbv8/PxUvnx5hYaGKiEhwaFjMxMAaS4yMlIRERF2y//ExMSYP7MUEABkfevXr1dQUJBy5syprVu32hWAS5QoYWEyAAAAAMCD4F7W678XcXFxdt+DStcvgr71QujTp08rISFBfn5+duN+fn7avXt3is994MAB/fjjj3rttde0fPly7du3T926ddPVq1cVEhKS6ozMBECai4iIUFRUlKKjo82bYRiSaAgMAFldXFycBg4cqLp16+rgwYPatWuXRo4caXUsAAAAAADSxdixY+Xt7W13Gzt2bJo8d2Jionx9fTV9+nRVrVpVLVu21JAhQxQWFubQ8zATAGkuqfJls9nk7e1tjnt4eDALAACysF27dqlt27bauXOnOVa7dm117NjRwlQAAAAAgAdRRvUEGDRokPr162c3ltJy6Pnz55erq6uioqLsxqOiolSwYMEUn7tQoUJyc3OTq6urOVa2bFmdOHFC8fHxcnd3T1VGigBIN97e3goNDbU6BgAgnSUkJGjChAl69913FR8fL+l6E+BRo0ZpwIABdicrAAAAAABkJSkt/ZMSd3d3Va1aVWvWrFHz5s0lXb/Sf82aNerRo0eK+9SuXVtffPGFEhMT5eJyfVGfvXv3qlChQqkuAEgsBwQAAO7DwYMH1aBBA7399ttmASAwMFBbt27VO++8QwEAAAAAAGAJm82WITdH9OvXTzNmzNDcuXP1999/q2vXrrp48aKCg4MlSUFBQRo0aJC5fdeuXXX27Fn17t1be/fu1bJlyxQaGqru3bs7dFxmAiBNRUZGKjo62uoYAIAMEB0drSpVqph/79tsNg0YMECjRo1K1VUQAAAAAAA8SFq2bKlTp05p2LBhOnHihCpVqqSVK1eazYKPHDliXvEvSf7+/lq1apX69u2rChUqqHDhwurdu7feeecdh45LEQBpKiIiwvyZL4AAIGvz8fFRz549NWrUKAUEBGju3LmqW7eu1bEAAAAAAHD4Kv2M0qNHj9su/7Nu3bpkYzVr1tTmzZvv65gUAZCmkpoCS6IJMABkQYZh2J1IDR06VG5uburdu7dy585tYTIAAAAAAJASigC4L5GRkYqIiDC//I+JiZF0/erQKlWqWBkNAJCGYmJi1Lt3bz3yyCMaPHiwOe7m5qahQ4damAwAAAAAgOQy6UQAS1AEwH2JiIhQVFRUsnGWAgKArGPdunVq3769jhw5omzZsqlJkyaqXLmy1bEAAAAAAEAqUATAPUmaAXDy5ElJ19fY8vb2lnS9AMB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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:18:30,532 INFO: === Dataset: c ===\n", "2025-01-13 21:18:31,897 INFO:Total samples: 3181\n", "2025-01-13 21:18:39,851 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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4du2azXO3/3wAAED2MOPe/JdffjEkGX379k3X8V999ZUhyRgzZozN+Ouvv25YLBbj6NGj1jFJhrOzs81YyvWmT59uHUu5P16+fLnNa955H53izvfft29fw8PDw0hMTLxr7pRrbN682TAMw0hISDC8vb2NKlWq2NwHff3114YkY8SIETbXk2RzD2gYNz8v1KxZ867XvP19PPnkk4ZhGEatWrWMzp07G4Zx8z7Q2dnZWLx4cZo/g7TuJXfs2GFIMpYsWWIdW758uc17u13K/fyGDRvSfO7Ozy9z5swxJBmffPKJsXPnTsPR0dHo16/ffd/jlClTrOelSEhIMOrVq2cUKFDAiIuLMwzj5v20JOORRx6x+cyzevVqQ5IRFhZ2z+uMGDHCkGSsWrUq1XPcvwLICdgOCECO1rx5cxUtWlSlSpVSmzZtVKBAAX355ZcqUaJEll73iSeeUNGiReXr66tOnTqpfPnyWr9+vdzd3a3HXLp0SZLSXJqcIuW5uLg4m/9/r3PuJy4u7qHOv5/AwEC5ubnZjLVu3Vo3btywzryRpG+//VYxMTFq3bq1pJuzr1auXCl/f38ZhqHo6Gjro0WLFoqNjVV4ePhdr7tu3TpJN/ss3G7gwIGSpLVr19qMV65c2aapXNGiRfXEE0/o+PHjD/Cub26z8/333+uNN97QpUuXrNnPnz+vFi1a6M8//7Quwfby8tJvv/2mP//884GudafvvvtOCQkJ6t27t802OWmtnHBxcbH2aEhKStL58+dVoEABPfHEE/f8+d7u9j/fK1euKDo6WvXr15dhGNq3b5/1GGdnZ23ZskUXL15M83U2btyomJgYtW3b1ubP29HRUXXr1tXmzZvT+yNI9bqXLl3S4MGDU+2Rm55thAAAQNbIznvzjN43r1u3To6OjurTp4/N+MCBA2UYhtavX28z3rx5c5umxFWrVpWHh8cD30umxcvLS1euXLFuGZkee/bs0dmzZ9WjRw+b+6AXX3xRFStWTHVPLElvv/22zfcNGzbM8Pto166dVq1apYSEBK1YsUKOjo7WVbB3uv1e8saNGzp//rzKly8vLy+vdN+PSlKZMmWsK4rvp1u3bmrRooV69+6tDh06qFy5cgoJCbnveevWrVOxYsXUtm1b65iTk5P69Omjy5cv64cffrA5vnXr1jarv1M+b9zv57ly5UpVq1YtzZ8Z968AcgK2AwKQo82cOVOPP/648uXLJx8fHz3xxBPZ0qR25cqV8vDw0Llz5zRt2jSdOHEi1S/GUz6QpBQD0nJnocDDw+O+59xPZn84uVOZMmVSjVWrVk0VK1bUsmXL1LlzZ0k3twIqUqSIdcnwuXPnFBMTo7lz52ru3Llpvvbt+3je6dSpU3JwcFD58uVtxosVKyYvLy+dOnXKZjytZeGFChW66y+s7+fo0aMyDEPDhw/X8OHD0zzm7NmzKlGihEaPHq3//Oc/evzxx1WlShX961//UocOHazbCmVUynurUKGCzXjRokVtPoRIUnJysqZOnaqPPvpIJ06csNnvNb1L8SMiIjRixAitWbMm1c8rNjZW0s1iw/jx4zVw4ED5+Pjo6aef1ksvvaSAgAAVK1ZMkqxFkJS/A3dK+fueUSlbC1SpUuWBzgcAAFkjO+/NM3rffOrUKT366KOpigYp289k9b1kWnr06KEvvvhCLVu2VIkSJfT888/rjTfe0L/+9a+7npOSM62tcSpWrKitW7fajLm6ulp7XqV4kPfRpk0bDRo0SOvXr9enn36ql1566a4FmGvXrmncuHFauHChTp8+bdNzIeVeMj3S+txxL/Pnz1e5cuX0559/avv27ak+n6Xl1KlTqlChQqq/p+n9e5FyL36/n+exY8f02muv3TcPAJiFIgCAHK1OnTqqVatWtl+3UaNG1n0b/f395efnpzfffFN79+613kCm3DgeOHBA1atXT/N1Dhw4IOnmrHXp5o27JB08ePCu59xPxYoVtW/fPv31118qVarUfY+/28yTpKQkOTo6phq/281069atNXbsWEVHR6tgwYJas2aN2rZtq3z5bv5TktJIrH379ql6B6RIzy/J0ztTJq3sklI1fkuvlPyDBg2664yklAJFo0aNdOzYMa1evVrffvutPv74Y3344YeaPXu2unTp8kDXT6+QkBANHz5cnTp10vvvv6/ChQvLwcFB/fr1s2nmdjdJSUl67rnndOHCBb377ruqWLGi8ufPr9OnT6tjx442r9GvXz/5+/vrq6++0jfffKPhw4dr3Lhx+v777/XUU09Zjw0NDbUWBm6X8ncDAADkDtl5b16+fHnly5dPBw8ezJLXf5h7SYvFkuZxdzbj9fb21v79+/XNN99o/fr1Wr9+vRYuXKiAgIBUjWkf1N3eR0YVL15cTZo00aRJk7Rt2zatXLnyrsf27t1bCxcuVL9+/VSvXj15enrKYrGoTZs26bofTZGeX+LfbsuWLYqPj5d08/NUvXr1MnR+emT2ZwwAyCn4dA4A91GgQAEFBwcrKChIX3zxhdq0aSNJatmypRwdHRUaGnrX5sBLlixRvnz5rLN9Us755JNPHrixr7+/vz7//HN98sknGjJkyH2PL1SokGJiYlKNnzp1SmXLlk33dVu3bq1Ro0Zp5cqV8vHxUVxcnPVnId2ctV6wYEElJSWpefPm6X7dFKVLl1ZycrL+/PNPm4ZhUVFRiomJUenSpTP8mmm5W5Eh5Wfh5OSUrvyFCxdWUFCQgoKCdPnyZTVq1EgjR460FgEysuw35b39+eefNn8m586dSzXraMWKFWratKnmz59vMx4TE2PTcOxu1z948KCOHDmixYsX2/y9vdsy9XLlymngwIEaOHCg/vzzT1WvXl2TJk3SJ598Yl1C7+3tfd+fWUZ+Himv++uvv6ZaGQIAAPIGd3d3NWvWTN9//326Jr+ULl1a3333nS5dumQzg/3QoUPW5zNLoUKF0lyZe+escklydnaWv7+//P39lZycrB49emjOnDkaPnx4mvc5KTkPHz6carXl4cOHM/V93Kldu3bq0qWLvLy89MILL9z1uBUrVigwMFCTJk2yjl2/fj3VZ47M3AbnzJkz6t27t55//nk5OztbJ+7c7+dRunRpHThwQMnJyTarATL770W5cuX066+/ZsprAUBWoCcAAKTDm2++qZIlS2r8+PHWsVKlSikoKEjfffedZs2aleqc2bNn6/vvv1fnzp1VsmRJ6zldu3bVt99+q+nTp6c6Jzk5WZMmTdLff/991yyvv/66/Pz8NHbsWO3YsSPV85cuXdKwYcOs35crV047d+5UQkKCdezrr7/WX3/9lb43//8qVaokPz8/LVu2TMuWLVPx4sXVqFEj6/OOjo567bXXtHLlyjRvgM+dO3fP10/5oDFlyhSb8cmTJ0u6uQ9qZkjp63DnhxRvb281adJEc+bM0ZkzZ1Kdd3v+8+fP2zxXoEABlS9f3jozSZLy58+f5nXS0rx5czk5OWn69Ok2s4zu/FlIN3/Od85EWr58ubVfwf2unzK76fbXMAxDU6dOtTnu6tWrun79us1YuXLlVLBgQev7bNGihTw8PBQSEqIbN26kynr7zywjP4/nn39eBQsW1Lhx41JlYBYWAAB5R3BwsAzDUIcOHXT58uVUz+/du9c6o/6FF15QUlKSZsyYYXPMhx9+KIvFopYtW2ZarnLlyunQoUM29zq//PKLtm3bZnPcnfeMDg4O1pWxt9833q5WrVry9vbW7NmzbY5Zv369/vjjj0y7J07L66+/ruDgYH300Udydna+63Fp3Y9Onz491UqIjNz/3U/Xrl2VnJys+fPna+7cucqXL586d+5833vDF154QZGRkVq2bJl1LDExUdOnT1eBAgXUuHHjh84mSa+99pp++eUXffnll6me4/4VQE7ASgAASAcnJyf17dtX77zzjjZs2GCd2f/hhx/q0KFD6tGjh834N998o9WrV6tx48Y2M2QkadKkSTp27Jj69OmjVatW6aWXXlKhQoUUERGh5cuX69ChQzYz7NPKsmrVKjVv3lyNGjXSG2+8oQYNGsjJyUm//fabPvvsMxUqVEhjx46VJHXp0kUrVqzQv/71L73xxhs6duyYzSzujGjdurVGjBghV1dXde7cOdXemv/73/+0efNm1a1bV127dlXlypV14cIFhYeH67vvvtOFCxfu+trVqlVTYGCg5s6dq5iYGDVu3Fi7du3S4sWL9fLLL6tp06YZzpsWNzc3Va5cWcuWLdPjjz+uwoULq0qVKqpSpYpmzpypZ555Rn5+furatavKli2rqKgo7dixQ3///bd++eUXSTe3d2rSpIlq1qypwoULa8+ePVqxYoV69eplvU7NmjUlSX369FGLFi3k6Oh41z/XokWLatCgQRo3bpxeeuklvfDCC9q3b5/Wr19vM7tfkl566SWNHj1aQUFBql+/vg4ePKhPP/001aqOcuXKycvLS7Nnz1bBggWVP39+1a1bVxUrVlS5cuU0aNAgnT59Wh4eHlq5cmWqFQdHjhzRs88+qzfeeEOVK1dWvnz59OWXXyoqKsr6Pjw8PDRr1ix16NBBNWrUUJs2bVS0aFFFRERo7dq1atCggfWDeEZ+Hh4eHvrwww/VpUsX1a5dW+3atVOhQoX0yy+/6OrVq5m2fB4AAORs9evX18yZM9WjRw9VrFhRHTp0UIUKFXTp0iVt2bJFa9as0ZgxYyTdXC3btGlTDRs2TCdPnlS1atX07bffavXq1erXr98D3fveTadOnTR58mS1aNFCnTt31tmzZzV79mw9+eST1obG0s378AsXLqhZs2YqWbKkTp06penTp6t69eo2K19v5+TkpPHjxysoKEiNGzdW27ZtFRUVpalTp8rX11f9+/fPtPdxJ09PT40cOfK+x7300ksKDQ2Vp6enKleurB07dui7775L1Z+qevXqcnR01Pjx4xUbGysXFxc1a9ZM3t7eGcq1cOFCrV27VosWLbJOrpo+fbrat2+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5wYBsduTIEXXu3Fnbt2+3GTcMQxaLRUlJSSYlAwAAALIeRQAgF7jX1j808gWAvGnr1q0KCAhQxYoVtXbtWptZMBQAkNcEBQUpX758+vrrr1W8eHFmhQEAAOQF3PJZUQQA7FjKCoCzZ89KYusfAMDN7eCCg4M1YcIEGYahEydOaN68eerWrZvZ0QDT7N+/X3v37lXFihXNjgIAAABkO4oAgB27cwUADX8BIG87ePCg2rdvrwMHDljHGjRooObNm5uYCjBf5cqVFR0dbXYMAAAAZCNWf97iYHaAmTNnytfXV66urqpbt6527dp1z+OnTJmiJ554Qm5ubipVqpT69++v69evZ1NaIGe5vfmvj48Ps/4BII9KSkrSxIkTVatWLWsBwMnJSf/73//0ww8/qGzZsiYnBMw1fvx4/fe//9WWLVt0/vx5xcXF2TwAAACA3MzUlQDLli3TgAEDNHv2bNWtW1dTpkxRixYtdPjwYXl7e6c6/rPPPtPgwYO1YMEC1a9fX0eOHFHHjh1lsVg0efJkE94BkP1ubwJ8e/NfVgAAQN504sQJBQYG6qeffrKO+fn5KTQ0VNWqVTMxGZBzpKyGefbZZ23GaQwMAACQe7ES4BZTiwCTJ09W165dFRQUJEmaPXu21q5dqwULFmjw4MGpjt++fbsaNGigdu3aSZJ8fX3Vtm1b/fzzz9maGzBTWk2Aaf4LAHlTRESEqlatqsuXL0u6eZM7aNAgvf/++/zbANxm8+bNZkcAAAAATGNaESAhIUF79+7VkCFDrGMODg5q3ry5duzYkeY59evX1yeffKJdu3apTp06On78uNatW6cOHTpkV2zAFGnN/k9pAkzzXwDIux577DH95z//0aeffipfX18tWbJEDRs2NDsWkOM0btzY7AgAAADIZqwEuMW0IkB0dLSSkpLk4+NjM+7j46NDhw6leU67du0UHR2tZ555RoZhKDExUW+//baGDh161+vEx8db902XxJ6fsEtpzf6nCTAAQJJmzJihYsWKKTg4WAULFjQ7DpBj/fTTT5ozZ46OHz+u5cuXq0SJEgoNDVWZMmX0zDPPmB0PAAAAyDKmNwbOiC1btigkJEQfffSRwsPDtWrVKq1du1bvv//+Xc8ZN26cPD09rY9SpUplY2Igc9zeANjLy4smwACQB8XGxqpjx45aunSpzbiXl5c++OADCgDAPaxcuVItWrSQm5ubwsPDrfdWsbGxCgkJMTkdAAAAsoQlmx52wLSVAEWKFJGjo2Oq2c1RUVEqVqxYmucMHz5cHTp0UJcuXSTdbHp35coVdevWTcOGDZODQ+qaxpAhQzRgwADr93FxcRQCYFfCw8MVExMj6WYDYD6oAkDes2XLFgUGBioiIkKrV69Ww4YNVaJECbNjAXZjzJgxmj17tgICAmwKaQ0aNNCYMWNMTAYAAABkPdNWAjg7O6tmzZratGmTdSw5OVmbNm1SvXr10jzn6tWrqX7R7+joKEkyDCPNc1xcXOTh4WHzAOxJWFiY9WuaPAJA3nL9+nUNHDhQTZs2VUREhCQpKSlJv/32m8nJAPty+PBhNWrUKNW4p6endbIFAAAAcheLxZItD3tg2koASRowYIACAwNVq1Yt1alTR1OmTNGVK1cUFBQkSQoICFCJEiU0btw4SZK/v78mT56sp556SnXr1tXRo0c1fPhw+fv7W4sBQG5ze08LtgACgLxj3759at++vX7//XfrWJMmTbRo0SKVLl3axGSA/SlWrJiOHj0qX19fm/GtW7eqbNmy5oQCAAAAsompRYDWrVvr3LlzGjFihCIjI1W9enVt2LDB2iw4IiLCZub/e++9J4vFovfee0+nT59W0aJF5e/vr7Fjx5r1FoAsEx4errCwMMXGxkq6uedzjRo1TE4FAMhqiYmJGj9+vEaOHKnExERJN1eChYSEqF+/fmlufwjg3rp27aq+fftqwYIFslgs+ueff7Rjxw4NGjRIw4cPNzseAAAAsoC9zNLPDqYWASSpV69e6tWrV5rPbdmyxeb7fPnyKTg4WMHBwdmQDDBXWFiYTc8MtgICgNzv1KlTatu2rXbs2GEdq169uj755BM9+eSTJiYD7NvgwYOVnJysZ599VlevXlWjRo3k4uKiQYMGqXfv3mbHQy7x1qtPq/+bDeVTuIAOHo3UgMlh2vPH32ke+82MLmpUI/UqlPXbD+nVQUskSfndnDWmewv5N6qswp7uOvnPRX20fLs+/mpXlr4PAPZv+dJP9cniBTp/PloVHq+oQe8O05N+VdM89quVX2jt12t0/OifkqSKlSurR6/+1uMTb9zQrJlTtX3rjzr9998qULCAatetp159Bqqot3e2vScAD8f0IgCA1MLDw60FAIvFIm9vb7YCAoA8wNXVVX/+efMDmIODg4YMGaIRI0bI2dnZ5GSAfbNYLBo2bJjeeecdHT16VJcvX1blypXl6uqqf/75R48++qjZEWHnXn/WT+P7vKDeE7/S7t/+Vq/W9bXmwyBVaztZ5y5eSXV8myGfytnp1pa2hT3dtWtxb636/lfr2Pg+L6hJzXIKGvWFTp25qOZ1K2jqwH/rTHSc1m49lC3vC4D92fjNOk2ZNF6Dh43Uk35VtfTTJerTo6uWr16nwoUfSXX83j271eJfL6hqtafk7OKiJQs/Vu/uXbR0ZZi8fXx0/fp1Hf7jd3Xq2l2PP1FRcXGxmjxhnAb266Eln60w4R0C6cdKgFtYTw7kQLc3A/b29lZwcDBbAQFAHuDj46O5c+eqfPny2rp1q8aMGUMBAMhEzs7Oqly5surUqaMCBQrot99+U6lSpcyOhVygT5tntHDNboWuDdehk2fVe8JqXYtPUOBLNdM8/uKla4q6cNn6eLZ2eV2Nv6FV3x+0HvO0X2l9si5cP+07oYjIGC1YvVsHjkaqVmX+zgK4u89CF+vlV1vJ/+VXVbZceQ1+b6RcXV0V9tWqNI9/f9xEvd66nR6vWEm+ZcpqWPD7Moxk7d51c2VqgYIFNWPOAj3XoqVK+5aRX9Xqemfwezr0+2+KPPNPdr41IMNoDHwLRQAgB6IZMADkDStXrlR0dLTN2CuvvKJff/1V9erVMykVACAjnPI56qknHtX3e45axwzD0Pe7j6lOlcfS9RqB/rW0/LsDunr9hnVs58FTeqlhJT1axEOS1KhGWVUoVUTf7fozc98AgFzjxo0EHfrjN9Wue+s+0sHBQbXr1tPBA/vT9RrXr19XYmKiPDw973rM5cuXZLFYVKCgx8NGBpBN2A4IyCFSGgHHx8fTDBgAcrmLFy+qZ8+e+vzzz/X666/riy++sJlBQh8YALAfRbzclS+fo85euGwzfvbCZT1Ruuh9z69VqaSqlCum7iG2s3QHTA7TzHdf0bE1g3UjMUnJyYZ6/O9Lbdt/MjPjA8hFYi7GKCkpSYUfsd32p/Ajj+jUyRPpeo0ZUz5QkaLeqlO3fprPx8fHa8bUSXr+Xy+qQIECD50ZyFL2MUk/W1AEAHKIOxsBS/wSCAByo40bNyooKEinT5+WJK1YsUI//vijGjdubHIyAHcTHx9vs1JTkozkRFkc+DiFhxfoX0sHj55J1US4x+v1VOfJUnrtnSWKiIzRM9V9NeX/ewJs3nPMpLQAcrPFC+Zp4zfrNevjxWn+PiLxxg0N/W9/GYahd4cFm5AQwIPirhXIArfP6k+vlNn/FotFnp6ecnFxYSsgAMhFrl69qnfffVczZsywjnl5eWnmzJlq1KiRicmA3OvAgQP3fP7w4cPpep1x48Zp1KhRNmOOJZ+RU6mGD5wNuUd0zFUlJibJu7DtjFjvwgUUeeHSPc91d3VSq+ZV9f7H39mMuzrn06i3n1frIZ9qw/abf09/PRapqhWKq1+7hhQBAKTJq5CXHB0ddeH8eZvxC+fP65EiRe557ieLF2jxgnmaMWeBKjz+RKrnE2/c0JD/9teZM//oo7kLWQUAu2Av+/VnB4oAQBZIa1Z/eqU0AgYA5B67d+9Whw4dbH7h2Lx5cy1cuFAlS5Y0MRmQu1WvXl0Wi0WGYaR6LmU8PR8OhwwZogEDBtiMeT8/JtNywr7dSEzSvsP/qGnN8gr78Q9JN/9+Na1VTrNX7rjnua8285OLk6M+37DPZtwpn6OcnfIpOdn2725SsiEHB36hASBtTk7OqljpSe3etVNNmjWXJCUnJ2vPrp1q1ebNu563ZOHHWjh/jqZ9NE+Vn6yS6vmUAsBfEac0a95ieXkVyrL3ACBrUAQAskDKCoCUWf3pxex/AMhdbty4obFjx2rMmDFKSkqSJLm6umrChAnq2bOnHBwcTE4I5G4nTqRv/+P7cXFxSbUtAlsB4XbTlm7VvPde195Df2vP73+rV+sGcnd11pKvwyVJHw9/Xf+ci9OI2d/anNfxpVoK++kPXYi7ZjN+6Wq8fgw/rpBeLXUt/oYiImPU8KkyerPlU3p32rpse18A7E+7DoEaNXyIKlWuoier+Gnpp0t07do1vfSfVyRJwe+9K29vH/Xsc7O4vXjhPM39aLreH/eBij9aQtHR5yRJ7u7ucnfPr8QbNzT4nX469MfvmjxtlpKSk6zHeHp6ysnJ2Zw3CqQDKwFu4c4VyEKenp4KCQkxOwYAwCRff/21zRYitWvX1pIlS1SxYkUTUwF5R+nSpc2OgDxixaaDKuKVXyO6NpdP4YI68OcZ/WfAQp29eLNZcCkfr1Sz+is8VkQNqvvqxb4L0nzNgBFLNbp7Cy0a+YYKebgrIjJGI+d8q3lf/pzl7weA/XquxQu6ePGi5s6apvPR0Xr8iUqa+tFcPfLIze2Aos6ckYPl1kSUVV8s1Y0bNzR4UF+b1+nyVk91695LZ8+e1Y9bvpcktW/9is0xs+YtVs3adbL4HQHIDBYjrbWxuVhcXJw8PT0VGxsrDw8Ps+Mglxo6dKhiYmLk5eVFEQAA8jDDMPTqq68qLCxMw4cP19ChQ+Xk5GR2LCDL2MO9tp+fn9atW6dSpUo91Ou41R+aSYkA4OFEbmJ7MgA5g6dbzlrpXH7Q+my5ztEPWmbLdR4GKwGATBYeHq6YmBizYwAATJBSAE5hsVg0d+5cnTx5UrVr1zYvGACrkydP6saNG2bHAAAAALJNzirPALlAWFiY9es7944FAOROhmHok08+ka+vr82/A5JUtGhRCgAAAAAAkM0sFku2POwBRQAgk6U0BZZEk18AyAPOnz+vN954Qx06dFBsbKy6dOmic+fOmR0LwF00bNhQbm5uZscAAAAAsg3bAQGZ6PatgLy8vFSjRg1zAwEAstT69evVqVMnRUZGWseee+459v0HcrB169aZHQEAAADZwE4m6WcLigBAJmIrIADIGy5fvqxBgwZpzpw51rHChQtr9uzZatWqlYnJANzNn3/+qc2bN+vs2bNKTk62eW7EiBEmpQIAAACyHkUAIAPCw8MVFhZms+XP7WJjY61fsxUQAOROO3bsUIcOHXTs2DHrWMuWLTV//nwVL17cxGQA7mbevHnq3r27ihQpomLFitns3WqxWCgCAAAA5EL2sl9/dqAIAGRAWFiYoqKi7nucj48PWwEBQC60ZMkSBQUFWWcRu7u7a/LkyerWrRs3mEAONmbMGI0dO1bvvvuu2VEAAACAbEcRAMiAlBUAFotFnp6eaR7j4uLCKgAAyKWaNm2qggULKjY2VvXq1dOSJUtUvnx5s2MBuI+LFy+yVRcAAEAewzytWygCAPdx+xZAKdv9eHp6KiQkxORkAIDsVqpUKX300Uc6efKk/vvf/ypfPm6lAHvQqlUrffvtt3r77bfNjgIAAABkOz65AveR1hZANP0FgNzv5MmTGjZsmD766COb1V/t2rUzMRWAB1G+fHkNHz5cO3fulJ+fn5ycnGye79Onj0nJAAAAkFUcHFgKkIIiAHAP4eHh1gJAyhZAbPcDALmbYRhatGiR+vbtq0uXLsnJyUmLFi0yOxaAhzB37lwVKFBAP/zwg3744Qeb5ywWC0UAAAAA5GoUAYB7CAsLs37t7e2t4OBgE9MAALLa2bNn1a1bN61evdo6tmXLFl24cEGFCxc2MRmAh3HixAmzIwAAACCb0RPgFgezAwA5WUojYEnM/geAXG7NmjXy8/OzKQB07NhRBw4coAAA5CKGYcgwDLNjAAAAANmGIgBwF+Hh4YqJiZEkeXl5qUaNGuYGAgBkibi4OHXu3Fn/+c9/dPbsWUlSkSJF9OWXX2rhwoXy8PAwOSGAzLBkyRL5+fnJzc1Nbm5uqlq1qkJDQ82OBQAAgCxisViy5WEP2A4IuIvbtwKiETAA5E4//fSTAgICdPLkSeuYv7+/5s2bJx8fH/OCAchUkydP1vDhw9WrVy81aNBAkrR161a9/fbbio6OVv/+/U1OCAAAAGQdigDAHcLDwxUWFmadDSqxFRAA5FYHDhywFgAKFCigqVOnKigoyG5mcwBIn+nTp2vWrFkKCAiwjv373//Wk08+qZEjR1IEAAAAyIX4WHcLRQDgDmFhYYqKirJ+7+Pjw1ZAAJBL9ejRQ2vWrNG1a9e0ePFilSlTxuxIALLAmTNnVL9+/VTj9evX15kzZ0xIBAAAAGQfegIAd0hpBmyxWOTj48MqAADIJZKSkrRx40abMYvFomXLlmnz5s0UAIBcrHz58vriiy9SjS9btkwVKlQwIREAAACyGj0BbmElAHCb25sBe3p6Kjg42NxAAIBMcezYMQUEBGj79u3auHGjmjdvbn3Oy8vLvGAAssWoUaPUunVr/fjjj9aeANu2bdOmTZvSLA4AAAAAuQkrAYDb0AwYAHIXwzA0d+5cVatWTdu3b5ckdenSRQkJCSYnA5CdXnvtNf3888965JFH9NVXX+mrr75SkSJFtGvXLr3yyitmxwMAAEAWYCXALawEAP5feHi4TS8AtgECAPt25swZdenSRevWrbOOlS1bVkuWLJGzs7OJyQCYoWbNmvr000/NjgEAAABkO4oAwP+7fRUAzYABwL6tWLFCb7/9ts6fP28d69q1qyZNmqSCBQuamAxAdnJwcLjv7CyLxaLExMRsSgQAAIDsYieT9LMFRQDg/6U0BJZYBQAA9iomJka9e/fWJ598Yh3z8fHRxx9/rJdeesnEZADM8OWXX971uR07dmjatGlKTk7OxkQAAABA9qMIgDwjPDxcYWFhNr/sv11sbKykmw0iWQUAAPapa9euWrFihfX7V199VbNnz1bRokVNTAXALP/5z39SjR0+fFiDBw9WWFiY3nzzTY0ePdqEZAAAAMhq9rJff3agMTDyjLCwMEVFRSkmJibNh2EYkmgIDAD2bNy4cXJ3d5eHh4eWLFmiFStWUAAAIEn6559/1LVrV/n5+SkxMVH79+/X4sWLVbp0abOjAQAAAFmKlQDIM1JWAFgsFnl6eqZ5jIuLC1sBAYAdSUhIsGnyW758eS1btkxVq1bVY489ZmIyADlFbGysQkJCNH36dFWvXl2bNm1Sw4YNzY4FAACALMZCgFsoAiBXudeWPynb/Xh6eiokJCS7owEAMlFiYqJCQkL0xRdfaNeuXXJ3d7c+x97/AFJMmDBB48ePV7FixfT555+nuT0QAAAAkNtRBECukrLlz72w3Q8A2LfDhw8rICBAu3btkiT997//1YwZM0xOBSAnGjx4sNzc3FS+fHktXrxYixcvTvO4VatWZXMyAAAAZDV6AtxCEQB2K61Z/ymz/e+25Q/b/QCA/TIMQx999JHeeecdXbt2TZLk6OioRx55RIZhcIMHIJWAgAD+twEAAAB5HkUA2K17zfr39vZWcHBwNicCAGSV06dPKygoSBs3brSOPf7441qyZInq1q1rYjIAOdmiRYvMjgAAAACTMBfkFooAsFt3a/TLbH8AyF0+//xz9ejRQzExMdaxnj17asKECTa9AAAAAAAAQGoUAWB3UrYBotEvAORuhmGoY8eOWrJkiXXs0Ucf1cKFC/X888+bmAwAAAAAkNOxLeQtDmYHADIqZRsgwzAk0egXAHIri8WiypUrW79v06aNDh48SAEAAAAAAIAMYCUAcrT7Nf/19vZm6x8AyMUGDRqk7du3q23btmrTpo3ZcQAAAAAAdoKFALdQBECORvNfAMg7du7cqd27d6t3797WMUdHR61evdrEVAAAAAAA2De2A0KOdnvzXy8vL+vDx8eHFQAAkEskJCRo+PDhatCggfr166ft27ebHQkAAAAAYOcsFku2PDJq5syZ8vX1laurq+rWratdu3bd8/iYmBj17NlTxYsXl4uLix5//HGtW7cuQ9dkJQByrPDwcMXExEii+S8A5Fa///67OnTooPDwcOvYjBkzVL9+fRNTAQAAAACQ+ZYtW6YBAwZo9uzZqlu3rqZMmaIWLVro8OHD8vb2TnV8QkKCnnvuOXl7e2vFihUqUaKETp06JS8vrwxdlyIAcqywsDDr1zT/BYDcJTk5WdOmTdPgwYOtq77y5cun4OBgDR482OR0AAAAAAB7lxN7AkyePFldu3ZVUFCQJGn27Nlau3atFixYkOZn4QULFujChQvavn27nJycJEm+vr4Zvi7bASFHCg8Pt+kFwNY/AJB7REREqHnz5urfv7+1AFCpUiXt3LlT7733nvLlY44CAAAAAMA+xMfHKy4uzuaR8ln3dgkJCdq7d6+aN29uHXNwcFDz5s21Y8eONF97zZo1qlevnnr27CkfHx9VqVJFISEhSkpKylBGigDIkW5fBeDj46MaNWqYmAYAkBkMw9CSJUvk5+enzZs3W8f79eunvXv3qmbNmiamAwAAAADkJtnVE2DcuHHy9PS0eYwbNy5VnujoaCUlJcnHx8dm3MfHR5GRkWm+h+PHj2vFihVKSkrSunXrNHz4cE2aNEljxozJ0M+CqXbIkW6vlrEKAAByh8TERH344YeKi4uTJJUqVUqLFi1Ss2bNTE4GAAAAAMCDGTJkiAYMGGAzlllbmycnJ8vb21tz586Vo6OjatasqdOnT2vixIkKDg5O9+tQBECOER4errCwMMXHxys2NlaS5OXlxSoAAMglnJycFBoaqlq1aumNN97QtGnTMtzMCAAAAACA9MiungAuLi7p+qV/kSJF5OjoaLMFuiRFRUWpWLFiaZ5TvHhxOTk5ydHR0TpWqVIlRUZGKiEhQc7OzunKyHZAyDHCwsIUFRWlmJgYGYYhiYbAAGDPLl26pOPHj9uMValSRb/99puWLFlCAQAAAAAAkGc4OzurZs2a2rRpk3UsOTlZmzZtUr169dI8p0GDBjp69KiSk5OtY0eOHFHx4sXTXQCQWAkAE9w+4/92KbP/LRaLPD095eLiwlZAAGCntm7dqoCAABUoUEC7d++2KeqWK1fOxGQAAAAAgLzAkl1LATJgwIABCgwMVK1atVSnTh1NmTJFV65cUVBQkCQpICBAJUqUsPYU6N69u2bMmKG+ffuqd+/e+vPPPxUSEqI+ffpk6LoUAZDtUmb83423t3eG9rQCAOQc8fHxCg4O1oQJE6yrukaPHq2xY8eanAwAAAAAAHO1bt1a586d04gRIxQZGanq1atrw4YN1mbBERERcnC4tXlPqVKl9M0336h///6qWrWqSpQoob59++rdd9/N0HUpAiDbpawASJnxfztm/wOA/Tp48KDat2+vAwcOWMcaNGigzp07m5gKAAAAAJAX5cCFAJKkXr16qVevXmk+t2XLllRj9erV086dOx/qmhQBYBpPT0+FhISYHQMA8JCSkpI0efJkvffee0pISJB0swnw+++/r0GDBtk0MAIAAAAAANmLIgAAAHhgJ06cUGBgoH766SfrmJ+fn0JDQ1WtWjUTkwEAAAAA8rKc2BPALBQBAADAA4mJiVGNGjUUExMj6eYN1qBBg/T+++/bNAIGAAAAAADmcbj/IQAAAKl5eXmpd+/ekiRfX19t2bJFEyZMoAAAAAAAADCdxWLJloc9YCUAAABIN8MwbG5yhg8fLicnJ/Xt21ceHh4mJgMAAAAAAGmhCIBsER4errCwMMX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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:18:39,920 INFO: === Dataset: d ===\n", "2025-01-13 21:18:41,284 INFO:Total samples: 3181\n", "2025-01-13 21:18:49,072 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:18:49,140 INFO: === Dataset: e ===\n", "2025-01-13 21:18:49,533 INFO:Total samples: 911\n", "2025-01-13 21:18:52,267 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": [ "2025-01-13 21:18:52,336 INFO: === Dataset: f ===\n", "2025-01-13 21:18:57,803 INFO:Total samples: 12911\n", "2025-01-13 21:19:28,089 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:19:28,158 INFO: === Dataset: g ===\n", "2025-01-13 21:19:30,690 INFO:Total samples: 6000\n", "2025-01-13 21:19:45,342 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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Z23/11VeGJGPkyJF27a+++qphs9mMgwcPmm2SDFdXV7u22+ebMmWK2Xb7+njJkiV2x/z3dfRt/37/b731luHp6WnExcXdM/ftc2zcuNEwDMOIjY01fH19jdKlSxvXr183t/v6668NScbgwYPtzifJ7hrQMG59X6hQocI9z3n3+3jyyScNwzCMihUrGu3btzcM49Z1oKurqzFv3rwkP4OkriW3bdtmSDLmz59vti1ZssTuvd3t9vX82rVrk1z37+u9Tz75xJBkLFiwwNi+fbvh7Oxs9OzZ877vcdKkSeZ+t8XGxhpBQUFGzpw5jejoaMMwbl1PSzIeeeQRu+88y5cvNyQZK1eu/M/zdO/e3bDZbHbf886fP2/4+PgYkowjR47cNysApDWGAwKQYdWrV0958+aVv7+/mjVrppw5c+rLL79UgQIF0vS8jz/+uPLmzauAgAC1a9dOxYsX15o1a5Q9e3Zzm8uXL0tSkl2Tb7u9Ljo62u6//2uf+4mOjn6o/e+nTZs28vDwsGtr2rSpbt68aT55I0nffPONoqKi1LRpU0m3nr5atmyZgoODZRiGzp07Zy4NGjTQpUuXFBERcc/zrl69WtKteRbu1qdPH0nSqlWr7NpLlSplN6lc3rx59fjjj+vw4cMP8K5vDbPz3Xff6fXXX9fly5fN7OfPn1eDBg30119/mV2wvb299fvvv+uvv/56oHP927fffqvY2Fh1797dbpicpHpOuLm5mXM0xMfH6/z588qZM6cef/zx//x873b3v+/Vq1d17tw5ValSRYZhaNeuXeY2rq6u2rRpky5evJjkcdavX6+oqCg1b97c7t/b2dlZlStX1saNG5P7EdjZsGGD4uLi1KVLF7v27t27P9DxAABA6kjPa/OUXjevXr1azs7O6tGjh117nz59ZBiG1qxZY9der149u0mJy5QpI09Pzwe+lkyKt7e3rl69ag4ZmRy//PKLzpw5oy5dutjNFdC4cWOVLFky0TWxJHXq1MnudfXq1VP8Plq0aKEvvvhCsbGxWrp0qZydnc1esP9297XkzZs3df78eRUvXlze3t7Jvh6VpCJFipg9iu/njTfeUIMGDdS9e3e1bt1axYoV0+jRo++73+rVq5UvXz41b97cbHNxcVGPHj105coVbd682W77pk2b2vX+vv19436f59q1axUUFKRy5cqZbT4+PmrZsmVy3h4ApAuGAwKQYU2bNk2PPfaYsmXLJj8/Pz3++OPpMkntsmXL5OnpqbNnz+rDDz/UkSNHEt0Yv/2F5HYxICn/LhR4enred5/7Se0vJ/9WpEiRRG1ly5ZVyZIltXjxYrVv317SraGA8uTJY3YZPnv2rKKiojRjxgzNmDEjyWPfPY7nvx07dkxOTk4qXry4XXu+fPnk7e2tY8eO2bUn1S08d+7c97xhfT8HDx6UYRgaNGiQBg0alOQ2Z86cUYECBTR8+HC9+OKLeuyxx1S6dGk999xzat26tTmsUErdfm8lSpSwa8+bN6/dlxDp1lj5kydP1kcffaQjR47Yjfea3K74kZGRGjx4sFasWJHo87p06ZKkW8WGsWPHqk+fPvLz89Mzzzyj559/XiEhIcqXL58kmUWQ278D/3b79z2lbn8e//5d8PHxSfR5AACA9JOe1+YpvW4+duyY8ufPn6hocHv4mbS+lkxKly5d9Pnnn6thw4YqUKCA6tevr9dff13PPffcPfe5nTOpoXFKliypLVu22LW5u7ubc17d9iDvo1mzZurbt6/WrFmjhQsX6vnnn79nAeb69esaM2aM5s6dq+PHj9vNuXD7WjI5kvre8V9mz56tYsWK6a+//tKPP/6Y6PtZUo4dO6YSJUok+j1N7u/F7WvP+32ex44ds5sI+7Z/X88CgJUoAgDIsCpVqqSKFSum+3lr1KihPHnySJKCg4MVGBioli1baufOneYF5O0Lxz179tg98XG3PXv2SLr11Lp068Jdkvbu3XvPfe6nZMmS2rVrl/7++2/5+/vfd/t7TcAaHx8vZ2fnRO33uphu2rSpRo0apXPnzilXrlxasWKFmjdvrmzZbv0ZuT2RWKtWrRLNHXBbcm6S32/C2NuSyi4p0cRvyXU7f9++fe/5RNLti/gaNWro0KFDWr58ub755hvNmjVLH3zwgaZPn64OHTo80PmTa/To0Ro0aJDatWunESNGyMfHR05OTurZs6fdZG73Eh8fr2effVYXLlzQu+++q5IlSypHjhw6fvy42rZta3eMnj17Kjg4WF999ZXWrVunQYMGacyYMfruu+/01FNPmduGh4ebhYG73f7dAAAAmUN6XpsXL15c2bJl0969e9Pk+A9zLWmz2ZLc7t+T8fr6+mr37t1at26d1qxZozVr1mju3LkKCQlJNDHtg7rX+0ipRx99VLVq1dKECRO0detWLVu27J7bdu/eXXPnzlXPnj0VFBQkLy8v2Ww2NWvWLFnXo7cl5yb+3TZt2qSYmBhJt75PJXXT/WGl9ncMAMhI+IYOAP8hZ86cGjJkiEJDQ/X555+rWbNmkqSGDRvK2dlZ4eHh95wceP78+cqWLZv5tM/tfRYsWPDAE/sGBwfr008/1YIFC9S/f//7bp87d25FRUUlaj927JiKFi2a7PM2bdpUw4YN07Jly+Tn56fo6Gjzs5BuPbWeK1cuxcfHq169esk+7m2FCxdWQkKC/vrrL7sJw06fPq2oqCgVLlw4xcdMyr2KDLc/CxcXl2Tl9/HxUWhoqEJDQ3XlyhXVqFFDQ4cONYsAyS1mSDLf219//WX3b3L27NlETx0tXbpUtWvX1uzZs+3ao6KizMLVf51/7969OnDggObNm2f3e3uvburFihVTnz591KdPH/31118qV66cJkyYoAULFphd6H19fe/7mT3I53Hw4EG7J8TOnz+fqk/nAQCAjCt79uyqU6eOvvvuu2Q9/FK4cGF9++23unz5st0T7H/++ae5PrXkzp07yZ65/36qXJJcXV0VHBys4OBgJSQkqEuXLvrkk080aNCgJJ8Sv51z//79iXpb7t+/P1Xfx7+1aNFCHTp0kLe3txo1anTP7ZYuXao2bdpowoQJZtuNGzcSfedIyfXf/Zw8eVLdu3dX/fr15erqaj64c7/Po3DhwtqzZ48SEhLsegOk9u9F4cKFdfDgwUTtSbUBgFWYEwAA7qNly5YqWLCgxo4da7b5+/srNDRU3377rT7++ONE+0yfPl3fffed2rdvr4IFC5r7dOzYUd98842mTJmSaJ+EhARNmDBB//zzzz2zvPrqqwoMDNSoUaO0bdu2ROsvX76sgQMHmq+LFSum7du3KzY21mz7+uuv9ffffyfvzf+/J554QoGBgVq8eLEWL16sRx99VDVq1DDXOzs765VXXtGyZcv022+/Jdr/7Nmz/3n82180Jk2aZNc+ceJESbfGQU0Nt+d1+PeXFF9fX9WqVUuffPKJTp48mWi/u/OfP3/ebl3OnDlVvHhx88kkScqRI0eS50lKvXr15OLioilTptg9ZfTvz0K69Tn/+0mkJUuWmPMV3O/8t59uuvsYhmFo8uTJdttdu3ZNN27csGsrVqyYcuXKZb7PBg0ayNPTU6NHj9bNmzcTZb37M0vJ51G3bl1ly5Yt0f+upk6det99AQBA5jFkyBAZhqHWrVvrypUridbv3LnTfKK+UaNGio+PT3S98MEHH8hms6lhw4aplqtYsWL6888/7a51fv31V23dutVuu39fMzo5OZk9Y+++brxbxYoV5evrq+nTp9tts2bNGv3xxx+pdk2clFdffVVDhgzRRx99JFdX13tul9T16JQpUxL1hEjJ9d/9dOzYUQkJCZo9e7ZmzJihbNmyqX379vd9Qr9Ro0Y6deqUFi9ebLbFxcVpypQpypkzp2rWrPnQ2aRb18Xbtm3T7t27zbYLFy5o4cKFqXJ8AEgN9AQAgPtwcXHRW2+9pbfffltr1641n+z/4IMP9Oeff6pLly527evWrdPy5ctVs2ZNuydkJGnChAk6dOiQevTooS+++ELPP/+8cufOrcjISC1ZskR//vmn3RP2SWX54osvVK9ePdWoUUOvv/66qlatKhcXF/3+++9atGiRcufOrVGjRkmSOnTooKVLl+q5557T66+/rkOHDtk9xZ0STZs21eDBg+Xu7q727dsnGlvzf//7nzZu3KjKlSurY8eOKlWqlC5cuKCIiAh9++23unDhwj2PXbZsWbVp00YzZsxQVFSUatasqR07dmjevHlq0qSJateuneK8SfHw8FCpUqW0ePFiPfbYY/Lx8VHp0qVVunRpTZs2TdWqVVNgYKA6duyookWL6vTp09q2bZv++ecf/frrr5JuDe9Uq1YtVahQQT4+Pvrll1+0dOlSdevWzTxPhQoVJEk9evRQgwYN5OzsfM9/17x586pv374aM2aMnn/+eTVq1Ei7du3SmjVr7J7ul6Tnn39ew4cPV2hoqKpUqaK9e/dq4cKFiXp1FCtWTN7e3po+fbpy5cqlHDlyqHLlyipZsqSKFSumvn376vjx4/L09NSyZcsSPWF/4MAB1a1bV6+//rpKlSqlbNmy6csvv9Tp06fN9+Hp6amPP/5YrVu3Vvny5dWsWTPlzZtXkZGRWrVqlapWrWp+EU/J5+Hn56e33npLEyZM0AsvvKDnnntOv/76q/l5pOZTZQAAIOOqUqWKpk2bpi5duqhkyZJq3bq1SpQoocuXL2vTpk1asWKFRo4cKelWb9natWtr4MCBOnr0qMqWLatvvvlGy5cvV8+ePR/o2vde2rVrp4kTJ6pBgwZq3769zpw5o+nTp+vJJ580JzSWbl2HX7hwQXXq1FHBggV17NgxTZkyReXKlbPr+Xo3FxcXjR07VqGhoapZs6aaN2+u06dPa/LkyQoICFCvXr1S7X38m5eXl4YOHXrf7Z5//nmFh4fLy8tLpUqV0rZt2/Ttt98mmp+qXLlycnZ21tixY3Xp0iW5ubmpTp068vX1TVGuuXPnatW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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:19:45,409 INFO: === Dataset: h ===\n", "2025-01-13 21:19:47,917 INFO:Total samples: 6000\n", "2025-01-13 21:20:02,469 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:20:02,536 INFO: === Dataset: i ===\n", "2025-01-13 21:20:05,044 INFO:Total samples: 6000\n", "2025-01-13 21:20:19,824 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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iDB8fHyMgIMC4ceOGud3XX39tSDKGDBlidz5JdveAhnH780KFChXuec6/X8eTTz5pGIZhVKxY0WjXrp1hGLfvA11dXY158+Yl+x4kdy+5bds2Q5Ixf/58s23JkiV21/Z3d+7n16xZk+y6f35++eijjwxJxoIFC4zt27cbzs7ORq9eve57jZMmTTL3uyMuLs4ICgoyPDw8jJiYGMMwbt9PSzLy5s1r95ln+fLlhiTjq6+++tfz/PP3CACZBcMBAXAI9evXV/78+eXn56dmzZrJw8NDX3zxhQoVKpSu53388ceVP39++fv7q23btipRooRWr16tHDlymNtcuXJFkpLtmnzHnXUxMTF2//1v+9xPTEzMf9r/flq3bq3s2bPbtTVt2lS3bt0yn7yRbk/ceunSJTVt2lTS7aevli1bpuDgYBmGoejoaHNp0KCBLl++rMjIyHued9WqVZJuz7Pwd3379pUkrVy50q69dOnSdpPK5c+fX48//riOHDnyAFd9e5id7777Tq+//rquXLliZj9//rwaNGig33//3eyC7e3trV9++UW///77A53rn7799lvFxcWpe/fudsPkJNdzws3NzZyjISEhQefPn5eHh4cef/zxf31//+7vv99r164pOjpaVatWlWEY2rNnj7mNq6urNm7cqIsXLyZ7nHXr1unSpUtq3ry53e/b2dlZVapU0YYNG1L6FgAAAAeQkffmqb1vXrVqlZydndWjRw+79r59+8owDK1evdquvX79+naTEpcpU0aenp4PfC+ZHG9vb127ds0cMjIlfvzxR509e1ZdunSxG2O+cePGKlWqVJJ7Yknq1KmT3esaNWqk+jpatGihzz//XHFxcVq6dKmcnZ3NXrD/9Pd7yVu3bun8+fMqUaKEvL29U3w/KklFixY1exTfzxtvvKEGDRqoe/fuCgkJUfHixTVmzJj77rdq1SoVKFBAzZs3N9tcXFzUo0cPXb16VZs2bbLbvmnTpna9v+983kjLvwsAyEgMBwTAIUyfPl2PPfaYsmXLJl9fXz3++OMZMkntsmXL5OnpqXPnzmnKlCk6evRoki/G73wguVMMSM4/CwWenp733ed+0vrDyT8VLVo0SVvZsmVVqlQpLV68WO3atZN0eyigfPnymV2Gz507p0uXLmnmzJmaOXNmssf++zie/3T8+HE5OTmpRIkSdu0FChSQt7e3jh8/bteeXLfw3Llz3/ML6/v5448/ZBiGBg8erMGDBye7zdmzZ1WoUCGNGDFCL774oh577DEFBAToueeeU0hIiDmsUGrdubaSJUvatefPn9/uQ4gkJSYmavLkyfrggw909OhRu/FeU9oVPyoqSkOGDNGKFSuSvF+XL1+WdLvYMG7cOPXt21e+vr56+umn9fzzzys0NFQFChSQJLMIcudv4J/u/L0DAICsISPvzVN733z8+HEVLFgwSdHgzvAz6X0vmZwuXbros88+U8OGDVWoUCE9++yzev311/Xcc8/dc587OZMbGqdUqVLavHmzXZu7u7s559UdD3IdzZo1U79+/bR69WotXLhQzz///D0LMDdu3NDYsWM1d+5cnThxwm7OhTv3kimR3OeOfzN79mwVL15cv//+u7Zu3Zrk81lyjh8/rpIlSyb5O03p38Wde/G0/LsAgIxEEQCAQ6hcubIqVqyY4eetWbOm8uXLJ0kKDg5WYGCgWrZsqd27d5s3kHduHPft26dy5cole5x9+/ZJuv3UunT7xl2S9u/ff8997qdUqVLas2eP/vzzT/n5+d13+3tNwJqQkCBnZ+ck7fe6mW7atKlGjx6t6Oho5cqVSytWrFDz5s2VLdvtf1LuTCTWqlWrJHMH3JGSL8nvN2HsHclll5Rk4reUupO/X79+93wi6U6BombNmjp8+LCWL1+ub775Rh9//LHef/99zZgxQ+3bt3+g86fUmDFjNHjwYLVt21YjR45Unjx55OTkpF69etlN5nYvCQkJeuaZZ3ThwgW9/fbbKlWqlHLmzKkTJ06oTZs2dsfo1auXgoOD9eWXX2rt2rUaPHiwxo4dq++++05PPfWUuW1ERIRZGPi7O38bAAAga8jIe/MSJUooW7Zs2r9/f7oc/7/cS9pstmS3++dkvD4+Ptq7d6/Wrl2r1atXa/Xq1Zo7d65CQ0OTTEz7oO51Han1yCOPqHbt2powYYK2bNmiZcuW3XPb7t27a+7cuerVq5eCgoLk5eUlm82mZs2apeh+9I6UfIn/dxs3blRsbKyk25+ngoKCUrV/SqT1ZwwAsBqfygEghTw8PDR06FCFhYXps88+U7NmzSRJDRs2lLOzsyIiIu45OfD8+fOVLVs282mfO/ssWLDggSf2DQ4O1ieffKIFCxZowIAB990+d+7cunTpUpL248ePq1ixYik+b9OmTTV8+HAtW7ZMvr6+iomJMd8L6fZT67ly5VJCQoLq16+f4uPeUaRIESUmJur333+3mzDszJkzunTpkooUKZLqYybnXkWGO++Fi4tLivLnyZNHYWFhCgsL09WrV1WzZk0NGzbMLAKktJghyby233//3e53cu7cuSRPHS1dulR16tTR7Nmz7dovXbpkFq7+7fz79+/XoUOHNG/ePLu/23t1Uy9evLj69u2rvn376vfff1e5cuU0YcIELViwwOxC7+Pjc9/3LDXvBwAAQI4cOVS3bl199913KXr4pUiRIvr222915coVuyfYf/vtN3N9WsmdO3eyPXP/+VS5JLm6uio4OFjBwcFKTExUly5d9NFHH2nw4MFJesD+PefBgweT9LY8ePBgml7HP7Vo0ULt27eXt7e3GjVqdM/tli5dqtatW2vChAlm282bN5N85kjL+79Tp06pe/fuevbZZ+Xq6mo+uHO/96NIkSLat2+fEhMT7XoDpMffBQBkRswJAACp0LJlSz366KMaN26c2ebn56ewsDB9++23+vDDD5PsM2PGDH333Xdq166dHn30UXOfDh066JtvvtHUqVOT7JOYmKgJEybor7/+umeWV199VYGBgRo9erS2bduWZP2VK1c0aNAg83Xx4sW1fft2xcXFmW1ff/21/vzzz5Rd/P974oknFBgYqMWLF2vx4sV65JFHVLNmTXO9s7OzXnnlFS1btkw///xzkv3PnTv3r8e/80Fj0qRJdu0TJ06UdHsc1LRwZ16Hf35I8fHxUe3atfXRRx/p1KlTSfb7e/7z58/brfPw8FCJEiXMJ5MkKWfOnMmeJzn169eXi4uLpk6daveU0T/fC+n2+/zPJ5GWLFlizldwv/Pfebrp78cwDEOTJ0+22+769eu6efOmXVvx4sWVK1cu8zobNGggT09PjRkzRrdu3UqS9e/vWWreDwAAAEkaOnSoDMNQSEiIrl69mmT97t27zSfqGzVqpISEBE2bNs1um/fff182m00NGzZMs1zFixfXb7/9Znev89NPP2nLli122/3zntHJycnsGfv3+8a/q1ixonx8fDRjxgy7bVavXq1ff/01ze6Jk/Pqq69q6NCh+uCDD+Tq6nrP7ZK7H506dWqSnhBpef/XoUMHJSYmavbs2Zo5c6ayZcumdu3a3fcJ/UaNGun06dNavHix2RYfH6+pU6fKw8NDtWrV+s/ZACAzoycAAKSCi4uLevbsqTfffFNr1qwxn+x///339dtvv6lLly527WvXrtXy5ctVq1YtuydkJGnChAk6fPiwevTooc8//1zPP/+8cufOraioKC1ZskS//fab3RP2yWX5/PPPVb9+fdWsWVOvv/66qlWrJhcXF/3yyy9atGiRcufOrdGjR0uS2rdvr6VLl+q5557T66+/rsOHD9s9xZ0aTZs21ZAhQ+Tu7q527dolGVvzf//7nzZs2KAqVaqoQ4cOKl26tC5cuKDIyEh9++23unDhwj2PXbZsWbVu3VozZ87UpUuXVKtWLe3cuVPz5s1TkyZNVKdOnVTnTU727NlVunRpLV68WI899pjy5MmjgIAABQQEaPr06apevboCAwPVoUMHFStWTGfOnNG2bdv0119/6aeffpJ0e3in2rVrq0KFCsqTJ49+/PFHLV26VN26dTPPU6FCBUlSjx491KBBAzk7O9/z95o/f37169dPY8eO1fPPP69GjRppz549Wr16td3T/ZL0/PPPa8SIEQoLC1PVqlW1f/9+LVy4MEmvjuLFi8vb21szZsxQrly5lDNnTlWpUkWlSpVS8eLF1a9fP504cUKenp5atmxZkh4Hhw4dUr169fT666+rdOnSypYtm7744gudOXPGvA5PT099+OGHCgkJUfny5dWsWTPlz59fUVFRWrlypapVq2Z+EE/N+wEAACBJVatW1fTp09WlSxeVKlVKISEhKlmypK5cuaKNGzdqxYoVGjVqlKTbvWXr1KmjQYMG6dixYypbtqy++eYbLV++XL169Xqge997adu2rSZOnKgGDRqoXbt2Onv2rGbMmKEnn3zSnNBYun0ffuHCBdWtW1ePPvqojh8/rqlTp6pcuXJ2PV//zsXFRePGjVNYWJhq1aql5s2b68yZM5o8ebL8/f3Vu3fvNLuOf/Ly8tKwYcPuu93zzz+viIgIeXl5qXTp0tq2bZu+/fbbJPNTlStXTs7Ozho3bpwuX74sNzc31a1bVz4+PqnKNXfuXK1cuVLh4eHmw1VTp05Vq1at9OGHH6pLly733PeNN97QRx99pDZt2mj37t3y9/fX0qVLtWXLFk2aNCnFE08DgMMyACATmzt3riHJ2LVr179u17p1a6NIkSLJrtu1a5chyZg7d26Kzzt06FBDknHu3Lkk6y5fvmx4eXkZtWrVsmuPjY013n//faNChQpGzpw5jRw5chjly5c3Jk2aZMTFxSV7nvj4eOPjjz82atSoYXh5eRkuLi5GkSJFjLCwMGPPnj0pynrx4kVjyJAhRmBgoJEjRw7D3d3dCAgIMAYMGGCcOnXKbtsJEyYYhQoVMtzc3Ixq1aoZP/74o1GrVi27a9mwYYMhyViyZMk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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:20:19,890 INFO: === Dataset: j ===\n", "2025-01-13 21:20:22,400 INFO:Total samples: 6000\n", "2025-01-13 21:20:36,946 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": [ "2025-01-13 21:20:37,013 INFO: === Dataset: k ===\n", "2025-01-13 21:20:39,508 INFO:Total samples: 6000\n", "2025-01-13 21:20:54,415 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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q9nS86dOnW2JPr49XrFhh1ed/r6Of+u/r79mzp5EuXTrj8ePHMeb9dIwtW7YYhmEY4eHhhru7u1G0aFHj0aNHlnY//vijIckYNmyY1XiSrK4BDePJ54UyZcrEOOa/X0eRIkUMwzCMsmXLGm3btjUM48l1oKOjoxEQEBDtexDdteTu3bsNScbixYstsRUrVli9tn97ej2/cePGaI/99/PLnDlzDEnG119/bezZs8ewt7c3evXq9cLXOG3aNMt5T4WHhxsVK1Y0XF1djZCQEMMwnlxPSzIyZsxo9ZlnzZo1hiTjhx9+eO44T/83sm/fPuPKlStGkSJFjDx58hjnzp17YY4AkFhYDghAklWnTh1lzpxZHh4eat68uVxdXfX9998rR44cCTpugQIFlDlzZnl6eurTTz9Vvnz5tGHDBqVOndrS5t69e5IU7dTkp54eCwkJsfrv553zIiEhIa90/ot4e3vLxcXFKtasWTNFRERY7ryRpJ9//ll37txRs2bNJD25+2rVqlVq1KiRDMNQcHCw5VG3bl3dvXtXBw4ciHHc9evXS3qyz8K/9e3bV5K0bt06q3jhwoWtNpXLnDmzChQooDNnzrzEq36yzM6vv/6qjz/+WPfu3bPkfvPmTdWtW1cnT560TMFOnz69jh49qpMnT77UWP/1yy+/KDw8XN27d7daJie6mRNOTk6WPRoiIyN18+ZNubq6qkCBAs99f//t3z/fBw8eKDg4WJUqVZJhGDp48KCljaOjo7Zu3arbt29H28+mTZt0584dtWjRwurnbW9vrwoVKmjLli2xfQtiNHHiRPXs2VMTJkzQ0KFDX7k/AADw8hLz2jyu183r16+Xvb29evToYRXv27evDMPQhg0brOJ16tSxuju7ePHiSpcu3UtfS0Ynffr0evDggWXJyNjYv3+/rl+/ri5duljtFdCgQQMVLFgwyjWxJHXq1MnqedWqVeP8Olq2bKnvvvtO4eHhWrlypezt7S2zYP/r39eSERERunnzpvLly6f06dPH+npUknLnzm2ZUfwiHTp0UN26ddW9e3d5eXkpb968Gjt27AvPW79+vbJmzaoWLVpYYg4ODurRo4fu37+vbdu2WbVv1qyZ1ezvp583Yvt+Xrx4UdWrV1dERIS2b9+uXLlyxeo8AEgMLAcEIMmaMWOG3nrrLaVKlUpZsmRRgQIFEmWT2lWrVildunS6ceOGvvzyS509ezbKF+NPP5A8LQZE57+FgnTp0r3wnBeJ7w8n/5U7d+4osRIlSqhgwYJavny52rZtK+nJUkCZMmWyTBm+ceOG7ty5o7lz52ru3LnR9v3vdTz/6/z587Kzs1O+fPms4lmzZlX69Ol1/vx5q3h008LfeOONGL+wfpFTp07JMAz5+vrK19c32jbXr19Xjhw59Pnnn+v999/XW2+9paJFi+q9996Tl5eXZVmhuHr62vLnz28Vz5w5s9WHEEkym83y8/PTzJkzdfbsWav1XmM7FT8oKEjDhg3T2rVro7xfd+/elfSk2DBhwgT17dtXWbJk0dtvv62GDRuqdevWypo1qyRZiiBPfwf+6+nv+8vatm2b1q1bpwEDBrAPAAAASUBiXpvH9br5/Pnzyp49e5SiwdPlZxL6WjI6Xbp00bfffqt69eopR44cevfdd/Xxxx/rvffei/Gcp3lGtzROwYIFtXPnTquYs7OzZc+rp17mdTRv3lz9+vXThg0btGTJEjVs2DDGAsyjR480btw4LVy4UJcuXbLac+HptWRsRPe543nmz5+vvHnz6uTJk/rtt9+ifD6Lzvnz55U/f/4ov6ex/b14ei0e2/fTy8tLqVKl0t9//225ZgaApIIiAIAkq3z58ipbtmyij1utWjVlypRJktSoUSMVK1ZMn3zyif744w/LBeTTC8fDhw+rZMmS0fZz+PBhSU/uWpeeXLhL0pEjR2I850UKFiyogwcP6sKFC/Lw8Hhh+5g2YI2MjJS9vX2UeEwX082aNdOYMWMUHBystGnTau3atWrRooVSpXryZ+TpRmKtWrWKsnfAU7H5kjy2G8ZGl7ukKBu/xdbT/Pv16xfjHUlPCxTVqlXT6dOntWbNGv3888/66quvNHXqVM2ePVvt2rV7qfFja+zYsfL19dWnn36qUaNGKUOGDLKzs1OvXr2sNnOLSWRkpGV90gEDBqhgwYJKkyaNLl26pDZt2lj10atXLzVq1EirV6/WTz/9JF9fX40bN06//vqrSpUqZWkbGBgY7Yecp78bL6tIkSK6c+eOAgMD1bFjxzh/UAQAAPErMa/N8+XLp1SpUunIkSMJ0v+rXEuaTKZo2/13M153d3cdOnRIP/30kzZs2KANGzZo4cKFat26dZSNaV9WTK8jrrJly6YaNWpo8uTJ2rVrl1atWhVj2+7du2vhwoXq1auXKlasKDc3N5lMJjVv3jxW16NPxeZL/H/bunWrwsLCJD35PFWxYsU4nR8br/oZ48MPP9TixYvl5+encePGxWdqAPDKKAIAwHO4urpq+PDh8vHx0bfffqvmzZtLkurVqyd7e3sFBgbGuDnw4sWLlSpVKsvdPk/P+frrr196Y99GjRrpm2++0ddff61Bgwa9sP0bb7yhO3fuRImfP39eefLkifW4zZo108iRI7Vq1SplyZJFISEhlvdCenLXetq0aRUZGak6derEut+ncuXKJbPZrJMnT1ptGHbt2jXduXMn3qbSxlRkePpeODg4xCr/DBkyyMfHRz4+Prp//76qVaumESNGWIoAsS1mSLK8tpMnT1r9TG7cuBHlrqOVK1eqZs2amj9/vlX8zp07lsLV88Y/cuSITpw4oYCAAKvf25imqefNm1d9+/ZV3759dfLkSZUsWVKTJ0/W119/bZlC7+7u/sL3LC7vx1OZMmXSypUrVaVKFdWuXVs7d+5U9uzZ49wPAABIflKnTq1atWrp119/jdXNL7ly5dIvv/yie/fuWd3B/s8//1iOx5c33ngj2pm5/72rXJIcHR3VqFEjNWrUSGazWV26dNGcOXPk6+sbZQbsv/M8fvx4lNmWx48fT9DlZVq2bKl27dopffr0ql+/foztVq5cKW9vb02ePNkSCw0NjfKZ42Wu/2Jy5coVde/eXe+++64cHR0tN+686P3IlSuXDh8+LLPZbDUbICF+L6QnBZJ8+fJp2LBhcnNz08CBA+O1fwB4FewJAAAv8MknnyhnzpyaMGGCJebh4SEfHx/98ssvmjVrVpRzZs+erV9//VVt27ZVzpw5Lee0b99eP//8s6ZPnx7lHLPZrMmTJ+vixYsx5vLRRx+pWLFiGjNmjHbv3h3l+L179zRkyBDL87x582rPnj0KDw+3xH788UdduHAhdi/+/xUqVEjFihXT8uXLtXz5cmXLlk3VqlWzHLe3t1eTJk20atUq/fXXX1HOv3HjxnP7f/pBY9q0aVbxKVOmSHqyDmp8eLqvw38/pLi7u6tGjRqaM2eOrly5EuW8f+d/8+ZNq2Ourq7Kly+f5c4kSUqTJk2040SnTp06cnBw0PTp063uMvrveyE9eZ//eyfSihUrLPsVvGj8p3c3/bsPwzDk5+dn1e7hw4cKDQ21iuXNm1dp06a1vM66desqXbp0Gjt2rCIiIqLk+u/3LC7vx7/lzJlTv/zyix49eqR33nknynsPAABSruHDh8swDHl5een+/ftRjv/xxx+WO+rr16+vyMhI+fv7W7WZOnWqTCaT6tWrF2955c2bV//884/Vtc6ff/6pXbt2WbX773WLnZ2dZWbsv68b/61s2bJyd3fX7Nmzrdps2LBBf//9d7xdE0fno48+0vDhwzVz5kw5OjrG2C6669Hp06dHmQnxstd/0Wnfvr3MZrPmz5+vuXPnKlWqVGrbtu0L79CvX7++rl69quXLl1tijx8/1vTp0+Xq6qrq1au/cm7/5evrq379+mnQoEHRfk4EAFthJgAAvICDg4N69uyp/v37a+PGjZY7+6dOnap//vlHXbp0sYr/9NNPWrNmjapXr251h4wkTZ48WadPn1aPHj303XffqWHDhnrjjTcUFBSkFStW6J9//rG6wz66XL777jvVqVNH1apV08cff6zKlSvLwcFBR48e1dKlS/XGG29ozJgxkqR27dpp5cqVeu+99/Txxx/r9OnTVndxx0WzZs00bNgwOTs7q23btlHW1hw/fry2bNmiChUqqH379ipcuLBu3bqlAwcO6JdfftGtW7di7LtEiRLy9vbW3LlzdefOHVWvXl179+5VQECAGjdurJo1a8Y53+i4uLiocOHCWr58ud566y1lyJBBRYsWVdGiRTVjxgxVqVJFxYoVU/v27ZUnTx5du3ZNu3fv1sWLF/Xnn39KerK8U40aNVSmTBllyJBB+/fv18qVK9WtWzfLOGXKlJEk9ejRQ3Xr1pW9vX2MP9fMmTOrX79+GjdunBo2bKj69evr4MGD2rBhg9Xd/ZLUsGFDff755/Lx8VGlSpV05MgRLVmyJMqsjrx58yp9+vSaPXu20qZNqzRp0qhChQoqWLCg8ubNq379+unSpUtKly6dVq1aFWXGwYkTJ1S7dm19/PHHKly4sFKlSqXvv/9e165ds7yOdOnSadasWfLy8lLp0qXVvHlzZc6cWUFBQVq3bp0qV65s+SAel/fjv/Lly6eff/5ZNWrUUN26dfXrr7++8n4DAAAg6atUqZJmzJihLl26qGDBgvLy8lL+/Pl17949bd26VWvXrtXo0aMlPZktW7NmTQ0ZMkTnzp1TiRIl9PPPP2vNmjXq1avXS137xuTTTz/VlClTVLduXbVt21bXr1/X7NmzVaRIEcuGxtKT6/Bbt26pVq1aypkzp86fP6/p06erZMmSVjNf/83BwUETJkyQj4+PqlevrhYtWujatWvy8/OTp6enevfuHW+v47/c3Nw0YsSIF7Zr2LChAgMD5ebmpsKFC2v37t365ZdfouxPVbJkSdnb22vChAm6e/eunJycVKtWLbm7u8cpr4U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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:20:54,483 INFO: === Dataset: l ===\n", "2025-01-13 21:21:02,547 INFO:Total samples: 18911\n", "2025-01-13 21:21:48,244 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": [ "2025-01-13 21:21:48,314 INFO:Model PiT evaluation completed in 216.53 seconds.\n", "2025-01-13 21:21:48,315 INFO:Overall evaluation for all models completed in 2415.38 seconds.\n", "2025-01-13 21:21:48,319 INFO:Ensemble on Dataset a - Loss: , Acc: 91.07%, AUCROC: 0.9407062615101288, F1 Score: 0.5087\n", "2025-01-13 21:21:48,478 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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XX33V8PLycviZAgCQXXBdnT7X1Tffl48//vi2+/zbxIkTDUnGl19+abbFx8cbwcHBhre3txETE2MYRsp/Dv9+7du3b3c413+vgW/67+t/9tlnjUqVKt0x981zHD9+3DAMwzh79qzh5uZmPPHEEw7XjlOmTDEkGbNmzXI4nyRj3rx5ZltcXJxRqFAh4/nnn7/jeW++jqeeespISEgwChUqZIwcOdIwDMM4cOCAIcnYsGFDsu9Bctd7CxcuNCQZv/zyi9k2fvx4h9f2b5IMJycnY//+/ck+9t/PHoMGDTKcnJyMX375xViyZIkhyZg4ceJdX2OfPn0MSQ6/g5cuXTJKlixpBAQEmO/xunXrDElGhQoVjLi4OHPfSZMmGZKMffv23fE8yb0nmzdvTvLzAYCbGA4IQIaaOnWq1qxZ47D88MMPSfZr3bq1wx3sN+9Qvjm0jaenp9zc3LR+/frbdgtes2aNLl68qLZt2yoyMtJcnJ2dVadOHa1bty7JMV26dDHX8+TJo3LlyilXrlxq1aqV2V6uXDnlyZPHYZidm7p16+Zw90r37t3l4uKilStX3vY9WbJkiSpUqKDy5cs75GzYsKEkJZvzv2JjY1WwYEEVLFhQZcqUUf/+/VWvXj0tX77c4U6pS5cuSdId7266+VhMTIzDf1NyR9TtxMTE3Nfxd9O1a9ckd+S0bt1aZ8+e1fr16822pUuXym63q3Xr1pJudOv9+eef1apVK126dMl876OiotSkSRP99ddfOnXq1G3Pu3LlSjk7O6t3794O7W+++aYMw0jyu924cWOHO7qqVKkiHx+fZH+XUsvb21vSrZ+xu7u7nJxu/DOfmJioqKgoeXt7q1y5ctq5c2eKntPT09Ncj42NVWRkpOrWrSvDMLRr1y5zn/T4W0ypf2e8+TOsX7++rly5ooMHD97z8wIAkNlxXZ3U/VxXp/aad+XKlSpUqJDatm1rtrm6uqp37966fPlykmEp7/ZzSAt58uTRP//8k2S4pzv56aefFB8frz59+pjXjtKN62sfH58kw9h4e3s7zFHl5uam2rVrp+p1ODs7q1WrVlq4cKGkGxMCFy9e3HxP/uvf13vXrl1TZGSkHnroIUlK8XWtJDVo0EAVK1ZM0b7Dhw9XpUqV1KlTJ73++utq0KBBkmv+5KxcuVK1a9fWww8/bLZ5e3urW7duOnHihA4cOOCwf0hIiNzc3MztlP5e/Ps9uX79uqKiolSmTBnlyZMnVe8JgJyD4YAAZKjatWunaAKzBx54wGH75gXzzQ8m7u7u+uCDD/Tmm2/K399fDz30kJ5++ml17NhRhQoVknSjS68k86L/v3x8fBy2PTw8HLqLSpKvr6+KFSuWpMuxr69vsh+SypYt67Dt7e2twoUL33Fsxr/++kt//vlnknPfdHOCsDvx8PAwh/r5559/NG7cOJ09e9bh4lC69aHm0qVLt51w7L+Fgpvv052OuRsfHx/zedPDf7uPS9KTTz4pX19fLV68WI0aNZJ0YyigoKAgPfjgg5KkI0eOyDAMDRkyREOGDEn2uc+ePauiRYsm+9jJkydVpEiRJB8WK1SoYD7+b//9vZZu/G6nZHzbu7l8+bKkWz83u92uSZMmadq0aTp+/LjD2KUpHXooLCxMQ4cO1XfffZckY3R0tKT0+VtMjf379+vdd9/Vzz//bH54/29GAACyI66rk7qf6+p/X/OmxMmTJ1W2bFmHL86llF8H/vfnkBYGDBign376SbVr11aZMmX0xBNPqF27dqpXr95tj7mZs1y5cg7tbm5uKlWqVJLXkdzPMG/evNq7d2+qsrZr106ffPKJ9uzZowULFqhNmza3Hebp/Pnzeu+997Ro0aIkP8PUXO8l95nhdtzc3DRr1izVqlVLHh4emj179l3nqpJuvJ916tRJ0v7v34ubw5JK9/57cfXqVY0dO1azZ8/WqVOnHOYj4xoYQHIoAgDIlG43zuK/L2769Omj5s2b69tvv9Xq1as1ZMgQjR07Vj///LOqVasmu90u6cb4pTc/wPybi4vj/wJvd86UZLkfdrtdgYGB5niT/1W8ePG7Poezs7MaN25sbjdp0kTly5fXq6++6jDBbYUKFfTtt99q7969euSRR5J9rpsX8Dfvkrk5ke++fftue3fO3ZQvX167d+9WfHy8w50uqXW7Sbj+W+yQbnygbdGihb755htNmzZNERER+u233zRmzBhzn5u/I/379092EjJJKlOmzD3n/a/0/F36448/5OfnZ36AHTNmjIYMGaKXX35ZI0eOVL58+eTk5KQ+ffqYr/tOEhMT9fjjj+v8+fMaMGCAypcvr1y5cunUqVPq3Lmzw3Ok9d9iSl28eFENGjSQj4+PRowYodKlS8vDw0M7d+7UgAEDUvQ6AQDI7riuvuVO19X/vuZND/fz2m/35XNiYqLD81aoUEGHDh3S999/r1WrVmnZsmWaNm2ahg4dqvfee+/egv9HWv0M69Spo9KlS6tPnz46fvz4HecsaNWqlTZt2qS33npLQUFB8vb2lt1u15NPPpmq673kPjPcyerVqyXd6H3w119/paqIkFL3+n726tVLs2fPVp8+fRQcHCxfX1/ZbDa1adOGa2AAyaIIACBLK126tN588029+eab+uuvvxQUFKSPPvpIX375pTnsip+fn8MX5Onpr7/+0mOPPWZuX758WWfOnFGzZs1ue0zp0qW1Z88eNWrUKEV3l6RE4cKF1bdvX7333nvasmWL2V326aef1tixYzVv3rxkiwCJiYlasGCB8ubNa94x1Lx5c40dO1ZffvnlPRcBmjdvrs2bN2vZsmUOXaZvJ2/evLp48aJDW3x8vM6cOZOq87Zu3Vpz587V2rVr9eeff8owDHMoIEkqVaqUpBtdt+/ld6REiRL66aefdOnSJYfeADeHoSlRokSqn/NebN68WUePHnXomr106VI99thj+uKLLxz2vXjxojlRmnT7D5X79u3T4cOHNXfuXIeJpP89+fC/pdXfYmr+BtavX6+oqCh9/fXXDr/Px48fT/FzAACAG3L6dfWDDz6ocuXKafny5Zo0aZI51OLtlChRQnv37pXdbnfoDZAe14HJXRtLN+4qv3k9e1OuXLnUunVrtW7dWvHx8WrZsqVGjx6tQYMGycPDI9nXIUmHDh1yeK74+HgdP348XX/ebdu21ahRo1ShQgUFBQUlu8+FCxe0du1avffeexo6dKjZfrN3yr+l1Wcp6caNUSNGjFBISIh2796tLl26aN++ffL19b3jcSVKlNChQ4eStKf178XSpUvVqVMnffTRR2bbtWvXkv09AQBJYk4AAFnSlStXdO3aNYe20qVLK3fu3IqLi5N04254Hx8fjRkzRtevX0/yHOfOnUvzXDNmzHA416effqqEhAQ1bdr0tse0atVKp06d0syZM5M8dvXqVcXGxt5Tll69esnLy0vvv/++2Va3bl01btxYs2fP1vfff5/kmMGDB+vw4cN6++23zTtlgoOD9eSTT+rzzz/Xt99+m+SY+Ph49e/f/45ZXnvtNRUuXFhvvvmmDh8+nOTxs2fPatSoUeZ26dKl9csvvzjsM2PGjNv2BLidxo0bK1++fFq8eLEWL16s2rVrO9zB4+fnp0cffVSfffZZsgWGu/2ONGvWTImJiZoyZYpD+8cffyybzXbHn3taOXnypDp37iw3Nze99dZbZruzs3OSO4iWLFmSZI6DXLlySVKSDww370r693MYhqFJkyY57JfWf4u3y5Oc5DLGx8dr2rRpdz0WAADcwHX1Le+9956ioqLUpUsXJSQkJHn8xx9/NK+hmzVrpvDwcC1evNh8PCEhQZMnT5a3t7caNGhw19eYUqVLl9aWLVsUHx9vtn3//ff6+++/HfaLiopy2HZzc1PFihVlGEayPzfpxvWym5ubPvnkE4drqi+++ELR0dF66qmn0ux1/FeXLl00bNgwhy+y/yu56z1JmjhxYpJ9U3MdeSfXr19X586dVaRIEU2aNElz5sxRRESE+vbte9djmzVrpm3btmnz5s1mW2xsrGbMmKGAgIAUz0lwN8ld60+ePDnVn5cA5Bz0BACQoX744YdkJ+usW7dukrtY7uTw4cNq1KiRWrVqpYoVK8rFxUXffPONIiIi1KZNG0k3xvX89NNP1aFDB1WvXl1t2rRRwYIFFRYWphUrVqhevXpJvry9X/Hx8WauQ4cOadq0aXr44Yf1zDPP3PaYDh066KuvvtJrr72mdevWqV69ekpMTNTBgwf11VdfafXq1Ska7/W/8ufPr5CQEE2bNk1//vmnOQ7lvHnz1KhRIz377LNq166d6tevr7i4OH399ddav369Wrdu7fBl8s1jnnjiCbVs2VLNmzdXo0aNlCtXLv31119atGiRzpw5ow8//PC2WfLmzatvvvlGzZo1U1BQkNq3b68aNWpIujGZ18KFCxUcHGzu36VLF7322mt6/vnn9fjjj2vPnj1avXq1wx3sKeHq6qqWLVtq0aJFio2NTTbj1KlT9fDDDyswMFBdu3ZVqVKlFBERoc2bN+uff/7Rnj17bvv8zZs312OPPabBgwfrxIkTqlq1qn788UctX75cffr0cZgEOC3s3LlTX375pex2uy5evKjt27dr2bJlstlsCg0NVZUqVcx9n376afPupbp162rfvn2aP39+kr+z0qVLK0+ePJo+fbpy586tXLlyqU6dOipfvrxKly6t/v3769SpU/Lx8dGyZcuSjE+a1n+LN38vevfurSZNmsjZ2dl8nv+qW7eu8ubNq06dOql3797m+5BWQwoAAJCZcV2d1P1eV7du3Vr79u3T6NGjtWvXLrVt21YlSpRQVFSUVq1apbVr12rBggWSbkxc/Nlnn6lz587asWOHAgICtHTpUv3222+aOHFiiicYTokuXbpo6dKlevLJJ9WqVSsdPXrUoYfGTU888YQKFSqkevXqyd/fX3/++aemTJmip5566rZ5ChYsqEGDBum9997Tk08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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:48,552 INFO:Ensemble on Dataset b - Loss: , Acc: 88.81%, AUCROC: 0.9347661141804788, F1 Score: 0.4523\n", "2025-01-13 21:21:48,706 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:48,779 INFO:Ensemble on Dataset c - Loss: , Acc: 87.93%, AUCROC: 0.928644567219153, F1 Score: 0.4336\n", "2025-01-13 21:21:48,931 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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2bRsFAAAAAMDR2JxSZIuIiNDVq1fttoiIiDjpREZGateuXapXr54Zc3JyUr169bR169Z4X0LVqlW1a9cu7dixQ5J09OhRrV69Wi+99FKi3gpmAgBIFveP/E9oU1+W+wEAWKl06dIaMWKEvvzySwUHB6tKlSpWpwQAAAAgFRs1apSGDBliFxs0aJAGDx5sFwsLC1N0dLR8fHzs4j4+Pvr777/jfe5WrVopLCxM1atXl2EYioqK0nvvvaePPvooUTlSBACQLB7U5JemvgCA1OS7777TCy+8IDc3NzPWs2dPdezYUZ6enhZmBgAAAOCJ2Gwpcpp+/fqpV69edrF7P188iQ0bNmjkyJGaOnWqKleurMOHD6t79+4aNmyYBgxI+CBaigAAkkV8TX4Z5Q8ASC0uXbqkzp07a8GCBfrwww/1ySefmI85OztTAAAAAAAcXQo1BnZzc0vQl/45cuSQs7Ozzp49axc/e/asfH3jXzVjwIABatOmjdq1aydJ8vPzU3h4uDp06KD+/fvLySlhr5GeAACSVOiBZdo8vVycJr+1uxxS9Q675Vu8icUZAgDSu7Vr18rPz08LFiyQJI0ZM0YHDhywOCsAAAAAaZmrq6vKly+vdevWmbGYmBitW7fugcuQ3rhxI84X/c7OzpIkwzASfG5mAgBIUvcvA0STXwBAanHjxg19+OGHmjx5shnLkiWLpkyZouLFi1uYGQAAAIAkl0LLASVGr1691LZtW1WoUEGVKlXShAkTFB4erqCgIElSQECA8ubNq1GjRkmSGjVqpPHjx+vZZ581lwMaMGCAGjVqZBYDEoIiAJDO3d/A90nd2wDYM1sRlv8BAKQKO3fuVOvWrXXo0N1C9QsvvKBZs2bpqaeesjAzAAAAAOlF8+bNdf78eQ0cOFChoaHy9/fXmjVrzGbBJ0+etBv5//HHH8tms+njjz/WqVOnlDNnTjVq1EgjRoxI1HltRmLmDaQBV69eVebMmXXlyhV5e3tbnQ5guc3Ty8XbwPdJeWYvRgNgAIDlbt++rREjRmj48OGKjo6WJGXMmFFjxoxRp06dEryGJhImPV1rZ3y2i9UpAIAk6dLOyY/eCQBSgHsqG26esclXKXKem/9rlyLneRKp7EcDIKXF18D3SdEAGACQWkyfPl1Dhgwx71esWFEhISF65plnLMwKAAAAAFIORQDAgSXFUj73N/AFACAt6dChg2bNmqXff/9dAwYM0EcffSQXFxer0wIAAACQ3FJhTwCrUAQAHNj9TXifBA18AQBpwc2bN5UxY0bzvouLi+bNm6dr166pYsWKFmYGAAAAANagCAA4oNgZAOEXD98JPOFSPizfAwBwdIZhaN68eerVq5d+/PFH+fv7m48VL17cusQAAAAAWMLGTAATRQDAAd0/A8AzWxGa8AIA0q0LFy7ovffe05IlSyRJrVu31m+//SZ3d3eLMwMAAAAA61EEABzQvc18PbMVYRQ/ACDdWr16td555x2FhoaasWeffVa3b9+mCAAAAACkY8wEuIsiAOAA7m8AfG8zX2YAAADSo+vXr6t379768ssvzVi2bNn05ZdfqlmzZhZmBgAAAACpC0UAwAE8qAEwzXwBAOnR1q1b1aZNGx05csSMNWzYUDNnzlTu3LktzAwAAABAqsFEABNFACCF3T+qPyFiR/7f2wCYZr4AgPRo8uTJ6t69u2JiYiRJHh4eGj9+vDp06MB0XwAAAACIB0UAIIU9aFR/QtAAGACQ3lWuXNn8sr9KlSoKDg5WkSJFLM4KAAAAQGrDIKG7KAIAKezepr6xo/oTgpH/AABIFStW1NChQyVJH3zwgTJk4HIWAAAAAB6GT01ACgo9sEwR105LutPUt3aXx5sRAABAenD8+HGNHz9e48ePt/uy/6OPPrIwKwAAAACOgJkAd1EEAFLQ4U3Dzds09QUAIH6GYWjOnDnq3r27rl27ppw5c2rAAGbDAQAAAMDjoAgAJJP4GgCbDX4llvYBACAe586dU4cOHbRixQozFhwcrD59+sjd3d3CzAAAAAA4EmYC3OVkdQJAWhXbADji2mlzkxEjSfLMXky+xZtYnCEAAKnLypUr5efnZ1cACAoK0q5duygAAAAAAMBjYiYAkEwe1ACYBr8AANi7evWqevbsqVmzZpmxnDlzavr06WrcuLF1iQEAAABwWMwEuIsiAJAMaAAMAEDCbNy4UW3bttXx48fN2KuvvqoZM2YoV65c1iUGAAAAAGkERQAgGdAAGACAhFmxYoVZAPDy8tLEiRMVFBTEqB0AAAAAT4aPFCaKAEAyuLcZMEv/AADwYCNGjNCaNWuUPXt2zZ07VwULFrQ6JQAAAABIUygCAEnMbimgTHloAAwAwP+Ljo7Wnj17VKFCBTPm7u6utWvXysfHR87OzhZmBwAAACAtYXbxXU5WJwCkNSwFBABAXEeOHFHNmjVVo0YNHThwwO6xPHnyUAAAAAAAgGTCTAAgCYQeWKbDm4YrKvK6Iq6HmnGWAgIApHeGYWjGjBnq1auXwsPDJUmBgYHatm0bI3MAAAAAJBs+b9xFEQBIAoc3DVf4hUN2Mc/sxVgKCACQroWGhqpdu3ZatWqVGStUqJDGjx/PBTkAAAAApBCKAEASMBsB25zk5uWrDK5ezAIAAKRrS5cu1bvvvqsLFy6YsQ4dOujTTz+VlxfL5QEAAABIXgw8uosiAJBA9y75c7/YJYDcvHxVu8uhOI8DAJBeXL58Wd26dVNISIgZ8/Hx0cyZM/Xyyy9bmBkAAAAApE8UAYAEim/Jn/vRCBgAkN41btxYv/zyi3n/9ddf17Rp05QjRw4LswIAAACQ3jAT4C6KAIAePso/ltnw9/+X/LkfSwABACANGzZMtWrVUqZMmTR58mS1bt2ai28AAAAAsBBFAEAJG+UfyzNbEVXvsDuZMwIAwDHExMTIycnJvF+jRg3NmDFDL7zwgp5++mkLMwMAAACQrjEWyUQRAFDcxr4Pwmh/AADuiIqK0siRI7V582atWbPGrhDwzjvvWJgZAAAAAOBeFAGQrjxo2R8a+wIAkHCHDh1SmzZttGPHDknShAkT1KtXL4uzAgAAAIC7WJb0LooASFcetewPjX0BAHgwwzA0depU9enTRzdv3pQkOTs7m7cBAAAAAKkPRQCkC7EzAMIvHr4TiGfZH5b6AQDgwU6dOqW3335bP/74oxkrVqyYgoODVblyZQszAwAAAIC4mAlwF0UApAv3zwCguS8AAAm3cOFCderUSZcuXTJjnTt31pgxY+Th4WFhZgAAAACAR6EIgHTh3sa/ntmKMOIfAIAEiI6OVuvWrbVw4UIzlidPHs2ePVv169e3MDMAAAAAeDhmAtxFEQBp1r1NgO9t/MsMAAAAEsbZ2Vne3t7m/RYtWmjKlCnKli2bhVkBAAAAABKDIgDSrPiaANP4FwCAxPn000+1Z88e9erVSy1atLA6HQAAAABIGCYCmCgCIE0KPbDsbgHg/5sA0/gXAICH27Ztm/777z81a9bMjHl5eWn79u1MpYVD2717t1xcXOTn5ydJWrFihWbPnq2SJUtq8ODBcnV1tThDAAAAIPk4WZ0AkBwObxpu3vbMVkS1uxxS9Q675Vu8iYVZAQCQOt2+fVsDBgxQtWrVFBQUpKNHj9o9TgEAju7dd9/VoUN3BogcPXpULVq0kIeHhxYvXqwPPvjA4uwAAACQHGw2W4psjoAiANIksxGwxOh/AAAe4q+//tJzzz2n4cOHKyYmRtevX9f48eOtTgtIUocOHZK/v78kafHixapZs6bmz5+vOXPmaOnSpdYmBwAAACQzigBIc0IPLFPEtdOSJLdMeRj9DwBAPGJiYjRhwgSVK1dOu3fvliRlyJBBw4YN04QJE6xNDkhihmEoJiZGkvTTTz/ppZdekiTly5dPYWFhVqYGAACAZMJMgLvoCYA0596lgGgEDABAXCdPnlRgYKDWr19vxkqUKKGQkBCVL1/ewsyA5FGhQgUNHz5c9erV0y+//KIvvvhCknTs2DH5+PhYnB0AAACQvJgJgDTFriGwWAoIAIB7GYah4OBg+fn52RUAevTooV27dlEAQJo1YcIE7d69W126dFH//v1VpEgRSdKSJUtUtWpVi7MDAABAcmAmwF3MBECaYtcQOHsxlgICAOAe169fV79+/XT16lVJd5ZCmTNnjp5//nmLMwOSV5kyZbR///448bFjx8rZ2dmCjAAAAICUQxEAaQoNgQEAeLBMmTJp1qxZevHFFxUQEKCJEycqS5YsVqcFpJjIyEidO3fO7A8Q6+mnn7YoIwAAACQXRxmlnxIoAsBhhR5YpsObhtt98R9xPVQSDYEBAJCka9eu6datW8qZM6cZa9Cggfbs2SN/f3/rEgNS2KFDh/TOO+/o119/tYsbhiGbzabo6GiLMgMAAACSH0UAOKzDm4bbrf9/LxoCAwDSu82bNysgIEDFixfXqlWr7EbBUABAehMUFKQMGTLou+++U+7cuRkVBgAAkB5wyWeiCIBUJb7R/Q8SO+pfNie5efma8QyuXiwFBABItyIiIjRo0CCNGTNGhmHo2LFjmjFjhjp06GB1aoBl9u7dq127dql48eJWpwIAAACkOIoASFUeNrr/QTyzFVH1DruTKSMAABzH/v371bp1a+3bt8+MVatWTfXq1bMwK8B6JUuWVFhYmNVpAAAAIAUx+/MuJ6sTmDJligoUKCB3d3dVrlxZO3bseOj+EyZM0DPPPKOMGTMqX7586tmzp27dupVC2SK5mTMAbE5yy5TnkZtn9mKM+gcApHvR0dEaO3asKlSoYBYAXFxc9Mknn+iXX35RoUKFLM4QsNbo0aP1wQcfaMOGDbpw4YKuXr1qtwEAAABpmaUzARYtWqRevXpp2rRpqly5siZMmKAGDRro4MGDypUrV5z958+fr759+2rWrFmqWrWqDh06pMDAQNlsNo0fP96CV4DH8bAlf8zGvl6+qt0lcTMCAABIj44dO6a2bdtq06ZNZszPz08hISEqW7ashZkBqUfsbJi6devaxWkMDAAAkHYxE+AuS4sA48ePV/v27RUUFCRJmjZtmlatWqVZs2apb9++cfb/9ddfVa1aNbVq1UqSVKBAAbVs2VLbt29P0bzxZBKy5A+NfQEAeLSTJ0+qTJkyun79TmHdZrOpd+/eGjZsmNzc3CzODkg91q9fb3UKAAAAgGUsKwJERkZq165d6tevnxlzcnJSvXr1tHXr1niPqVq1qr7++mvt2LFDlSpV0tGjR7V69Wq1adMmpdLGE4idARB+8fCdwH0NfWPR2BcAgIR5+umn9dprr2nevHkqUKCAgoODVaNGDavTAlKdWrVqWZ0CAAAAUhgzAe6yrAgQFham6Oho+fj42MV9fHz0999/x3tMq1atFBYWpurVq8swDEVFRem9997TRx999MDzREREKCIiwrzPmp/WuX8GAA19AQB4cpMnT5avr68GDRqkTJkyWZ0OkGpt2rRJX375pY4eParFixcrb968CgkJUcGCBVW9enWr0wMAAACSjeWNgRNjw4YNGjlypKZOnardu3dr2bJlWrVqlYYNG/bAY0aNGqXMmTObW758+VIwY9zr3qa/NPQFACBxrly5osDAQC1cuNAuniVLFo0bN44CAPAQS5cuVYMGDZQxY0bt3r3bHCR05coVjRw50uLsAAAAkCxsKbQ5AMuKADly5JCzs7POnj1rFz979qx8feMuESNJAwYMUJs2bdSuXTv5+fmpSZMmGjlypEaNGqWYmJh4j+nXr5+uXLlibv/++2+SvxYkjpuXr6p32C3f4k2sTgUAAIewYcMGlSlTRnPnzlXHjh116tQpq1MCHMrw4cM1bdo0zZgxQy4uLma8WrVq2r2bmakAAABIOVOmTFGBAgXk7u6uypUra8eOHQ/ct3bt2rLZbHG2l19+OVHntKwI4OrqqvLly2vdunVmLCYmRuvWrVOVKlXiPebGjRtycrJP2dnZWZJkGEa8x7i5ucnb29tuAwAAcAS3bt3S+++/rzp16ujkyZOSpOjoaP35558WZwY4loMHD6pmzZpx4pkzZ9bly5dTPiEAAAAku/i+PE+OLTEWLVqkXr16adCgQdq9e7fKli2rBg0a6Ny5c/Huv2zZMp05c8bc/vjjDzk7O+uNN95I1HktXQ6oV69emjFjhubOnasDBw6oY8eOCg8PV1BQkCQpICDArnFwo0aN9MUXX2jhwoU6duyY1q5dqwEDBqhRo0ZmMQAAACAt2LNnj8qXL6/x48ebsdq1a2v//v2qX7++hZkBjsfX11eHDx+OE9+8ebMKFSpkQUYAAABIj8aPH6/27dsrKChIJUuW1LRp0+Th4aFZs2bFu3+2bNnk6+trbmvXrpWHh0eiiwCWNQaWpObNm+v8+fMaOHCgQkND5e/vrzVr1pjNgk+ePGk38v/jjz+WzWbTxx9/rFOnTilnzpxq1KiRRowYYdVLQAKFHlimiGunrU4DAIBULyoqSqNHj9bgwYMVFRUl6c7MxpEjR6pHjx5xZkUCeLT27dure/fumjVrlmw2m06fPq2tW7eqd+/eGjCAPlUAAABpUWJH6Se3yMhI7dq1y27Qu5OTk+rVq6etW7cm6DlmzpypFi1ayNPTM1HntrQIIEldunRRly5d4n1sw4YNdvczZMigQYMGadCgQSmQGZLS4U3DzdsZXL0szAQAgNTrxIkTatmypd0FoL+/v77++muVKlXKwswAx9a3b1/FxMSobt26unHjhmrWrCk3Nzf17t1bXbt2tTo9pBHvvllTPdvWlU92b+0/dEq9Ri/Wb3+eeOD+XVrVVvs3aiifb1ZduByu//20RwMmrVRE5J0CsJOTTR+/95JavlRRPtm9deb8FYV8u12fzFiTUi8JgINaOH+e5s6eqbCw8yr2THH1/WiA/MqUiXffw4f/0dRJn+vAX3/q9OlT6vNhP7UOCLTbZ+aML7Vu7Y86duyo3Nzd5e//rHr06q0CBZlNB0hSRESEIiIi7GJubm5yc3Ozi4WFhSk6OtocAB/Lx8dHf//99yPPs2PHDv3xxx+aOXNmonNkKBmSXeiBZQq/cMi8X6Qmo60AAIiPu7u7/vnnH0l3RoT0799f27dvpwAAPCGbzab+/fvr4sWL+uOPP7Rt2zadP39egwYN0unTzFbFk2tWv5xGv99EI778XlVajda+Q6e0cmpn5cwa/wCo5i9W0LBur2nkl9/Lv+lwvTdknpo1KK+hXV8193k/8AW1b1ZDPT9ZLP+mw/Xx5yvUq209dWpZK6VeFgAHtOb71Ro3ZpTe7dRZCxf/T888U1wd331HFy5ciHf/Wzdv6ql8T6lbz/eVI0fOePf5becONW/5lkIWfKMvZ8xWVFSU3mv/jm7cuJGcLwV4YinVE2DUqFHKnDmz3TZq1Kgkfz0zZ86Un5+fKlWqlOhjLZ8JgLTv3lkAntmLybd4EwuzAQAg9fLx8dH06dP1wQcfKDg4WFWqVLE6JSBNcXV1VcmSJc37v//+u8qVK6fo6GgLs0Ja0K3185q97FeFrNwmSeo6YqEa1iilto2raNzstXH2f65sQW3de1SL1vwmSTp55qK+WfObKpYucM8+hfTdL/u0ZvOf5j5vvlhBFUrlT/4XBMBhhcydrabN3lTjJq9Lkj4eNEQbN27Q8mVL9U77DnH2L+1XRqX97swS+PyzT+N9zi+m2486HjriE9WpUUUH/vpT5StUTOJXACSdlFoOqF+/furVq5dd7P5ZAJKUI0cOOTs76+zZs3bxs2fPytfX96HnCA8P18KFCzV06NDHypGZAEh2UZHXzdvMAgAA4K6lS5cqLCzMLtakSRP98ccfFAAAwEG4ZHDWsyXy6eftB82YYRj6eftBVSpTMN5jtv1+TM+WzGd+oV8gb3Y1qFbK/ML/zj5HVafSMyrydC5Jkl+xvKriX0g/bvkrGV8NAEd2OzJSB/76U89VqWrGnJyc9NxzVbXv9z1Jdp7r165JkrwzZ06y5wQcmZubm7y9ve22+IoArq6uKl++vNatW2fGYmJitG7dukd+/lu8eLEiIiLUunXrx8qRmQBIVvc2BHbLlIdZAAAASLp06ZI6d+6sBQsWqFmzZvrmm2/sRqnEd8EIAEidcmT1UoYMzjp38Zpd/NyFq3qmgE+8xyxa85uyZ/XUutk9ZZNNLi7Omr54k8bO+tHcZ9zstfL2ctfv//tY0dGGnJ1tGjTlOy38/rdkfT0AHNely5cUHR2t7Nmz28WzZ8+uY8eOJsk5YmJiNGb0SPk/W05FixZLkucEkk3q6gssSerVq5fatm2rChUqqFKlSpowYYLCw8MVFBQkSQoICFDevHnjLCc0c+ZMNW7cOM7fd0JRBECyoiEwAAD21q5dq6CgIJ06dUqStGTJEm3cuFG1arHGM5BaxdfszYiJls3J2aKM4OhqlC+qPm83UPdRi7Rz/wkVzpdD4/o005n2L5qNf5vVL6cWDSsq8KO5+uvIGZV5Jq/G9m6mM+evaN632y1+BQDSq5HDh+jIP/9oTsh8q1MBHFLz5s11/vx5DRw4UKGhofL399eaNWvMZsEnT56Uk5P94j0HDx7U5s2b9eOPP8b3lAlCEQBJKvTAMh3eNNxcAijieqj5GEsBAQDSsxs3bujDDz/U5MmTzViWLFk0ZcoU1axZ08LMgLRr3759D3384MGDD3081qhRozRkyBC7mLNPRbnkTnxTNqQ9YZeuKyoqWrmyZbKL58rurdALV+M9ZlCnl7Vg1Q7N+d9WSdKfh0/LI6ObpnzcUqO/+kGGYWhkj8YaN3utFv+wy9zn6dzZ1CfoBYoAAOKVNUtWOTs7x2kCfOHCBeXIkeOJn3/k8KHa+MsGzZr7tXwesX45kBqkVE+AxOrSpYu6dOkS72MbNmyIE3vmmWdkGMYTnZMiAJLU4U3DFX7hUJw4DYEBAOnZzp071aZNG7svHOvVq6fZs2frqaeesjAzIG3z9/eXzWaL90NTbDwhHw7ja/aWq8aHSZYnHNvtqGjtOfCv6lR+Rt9uuFN4stlsqlOpmKYt2hjvMRndXRUTY/97GRMT8//HSobx//sYMXb7RMcYcUYHAkAsF1dXlShZStu3bdXzdetJuvPflu3bt6pFy8dbR1y60+dk1Ihh+nndWs2cE6KnnsqXVCkDSCEUAZCkzCbANie5ed2pCmdw9WIWAAAgXbp9+7ZGjBih4cOHKzo6WpLk7u6uMWPGqHPnznyRAySzY8eOJcnzuLm5xenVwVJAuNfnX/+sGUPbaNdfJ/XbH8fVpVUdeWR0U/CKbZKkr4a10elzVzRw0kpJ0uqNf6hb6zr6/eB/2rH/uArny6mBHV/R6o37zeLA6o379eE7DfTvmUv668gZ+Rd/St1a11Hw8m2WvU4AqV+btkEa8NGHKlWqtEr7ldHXIXN18+ZNNW7SVJLUv98HypXLR917vi/pTjPhI0eO3Ll9O1Lnzp3V3wcOyMPDQ0/nv9O8fOSwIfp+9XeaMGmqPD08FXb+vCTJK1Mmubu7W/AqgYRJrTMBrEARAEkidhmg2OV/3Lx8VbtL3BkBAACkJ999953dEiIVK1ZUcHCwihcvbmFWQPqR//+/vACS25IfdytHVi8N7PiyfLJn0r6Dp/Ra5ylms+B8vtnsRv5/8tUaGYahQZ1eUZ5cmRV26bpWbfxDgyd/a+7Ta/RiDer0iiZ+1Fw5s3rpzPkrmrlki0ZO/z7FXx8Ax/Fiw5d06eJFTZ38ucLCzuuZ4iU09cuvlP3/lwMKPXNGTra7A1HOnT+n5s0am/fnzp6lubNnqULFSpo5J0SS9M2iBZKkdwLb2J1r6PBReu3/iwsAUjeb8aQLCjmYq1evKnPmzLpy5Yq8vb2tTifN2Dy9nN0yQJ7Zi6l6h90WZgQAgPUMw1DTpk317bffasCAAfroo4/k4uJidVpAsnGEa20/Pz+tXr1a+fI92VIGGZ+Nfx1XAEhpl3ZOfvROAJAC3FPZcPMivVOmcH54XMMUOc+TSGU/Gjiqe5cB8sxWhOV/AADp0uXLl5UlSxbzvs1m0/Tp03X8+HFVrFjRusQAmI4fP67bt29bnQYAAACQYliIFknKzctX1TvspgkwACBdMQxDX3/9tQoUKKBvv/3W7rGcOXNSAAAAAACAFGaz2VJkcwQUAQAAAJ7AhQsX9Oabb6pNmza6cuWK2rVrp/P/3ywNQOpTo0YNZcyY0eo0AAAAgBTDckB4YqEHlini2mmr0wAAIMV9//33evvttxUaGmrGXnjhBdb9B1Kx1atXW50CAAAAUoCDDNJPERQB8MQObxpu3s7g6mVhJgAApIzr16+rd+/e+vLLL81YtmzZNG3aNL3xxhsWZgbgQf755x+tX79e586dU0xMjN1jAwcOtCgrAAAAIPlRBMATCT2wTOEXDpn3aQgMAEjrtm7dqjZt2ujIkSNmrGHDhpo5c6Zy585tYWYAHmTGjBnq2LGjcuTIIV9fX7u1W202G0UAAACANMhR1utPCRQB8ETunQXgmb0YDYEBAGlacHCwgoKCzFHEHh4eGj9+vDp06MAFJpCKDR8+XCNGjNCHH35odSoAAABAiqMIgCcSFXndvM0sAABAWlenTh1lypRJV65cUZUqVRQcHKwiRYpYnRaAR7h06RJLdQEAAKQzjNO6y8nqBOCYQg8s0+bp5RRx/U4jRLdMeZgFAABI8/Lly6epU6dqxIgR2rhxIwUAwEG88cYb+vHHH61OAwAAALAEMwHwWA5vGm7XC4CGwACAtOb48ePq37+/pk6dqsyZM5vxVq1aWZgVgMdRpEgRDRgwQNu2bZOfn59cXFzsHu/WrZtFmQEAACC5ODkxFSAWRQAkml0zYJuTPLMVYSkgAECaYRiG5syZo+7du+vatWtycXHRnDlzrE4LwBOYPn26vLy89Msvv+iXX36xe8xms1EEAAAAQJpGEQCJZtcMOFsRVe+w28JsAABIOufOnVOHDh20YsUKM7ZhwwZdvHhR2bJlszAzAE/i2LFjVqcAAACAFEZPgLvoCYBEoxkwACAtWrlypfz8/OwKAIGBgdq3bx8FACANMQxDhmFYnQYAAACQYpgJgIcKPbBMhzcNt/vin2bAAIC05OrVq+rZs6dmzZplxnLkyKEZM2aocePG1iUGIEkFBwdr7Nix+ueffyRJxYoVU58+fdSmTRuLMwMAAEBysDEVwEQRAA91fwPge9EMGADg6DZt2qSAgAAdP37cjDVq1EgzZsyQj4+PdYkBSFLjx4/XgAED1KVLF1WrVk2StHnzZr333nsKCwtTz549Lc4QAAAASD4UARDHvaP/Y0f9y+YkNy9fc58Mrl4sBQQAcHj79u0zCwBeXl6aOHGigoKCGDECpDGTJk3SF198oYCAADP26quvqlSpUho8eDBFAAAAgDSIj3V3UQRAHPGN/qcBMAAgLerUqZNWrlypmzdvau7cuSpYsKDVKQFIBmfOnFHVqlXjxKtWraozZ85YkBEAAACQcmgMjDjM9f9tTnLLlEee2Ysx6h8A4PCio6O1du1au5jNZtOiRYu0fv16CgBAGlakSBF98803ceKLFi1S0aJFLcgIAAAAyc1ms6XI5giYCYAHcvPyVe0u8fcDAADAkRw5ckQBAQH69ddftXbtWtWrV898LEuWLNYlBiBFDBkyRM2bN9fGjRvNngBbtmzRunXr4i0OAAAAAGkJMwEAAECaZRiGpk+frrJly+rXX3+VJLVr106RkZEWZwYgJb3++uvavn27smfPruXLl2v58uXKkSOHduzYoSZNmlidHgAAAJIBMwHuYiYATLENgc1mwAAAOLAzZ86oXbt2Wr16tRkrVKiQgoOD5erqamFmAKxQvnx5zZs3z+o0AAAAgBRHEQCm+xsCZ3D1sjAbAAAe35IlS/Tee+/pwoULZqx9+/b69NNPlSlTJgszA5CSnJycHjk6y2azKSoqKoUyAgAAQEpxkEH6KYIiAEz3NgT2zFaEZsAAAIdz+fJlde3aVV9//bUZ8/Hx0VdffaVXXnnFwswAWOF///vfAx/bunWrPv/8c8XExKRgRgAAAEDKowiAONy8fFW9w26r0wAAINHat2+vJUuWmPebNm2qadOmKWfOnBZmBcAqr732WpzYwYMH1bdvX3377bd66623NHToUAsyAwAAQHJzlPX6UwKNgQEAQJoxatQoeXh4yNvbW8HBwVqyZAkFAACSpNOnT6t9+/by8/NTVFSU9u7dq7lz5yp//vxWpwYAAAAkK2YCAAAAhxUZGWnX5LdIkSJatGiRypQpo6efftrCzACkFleuXNHIkSM1adIk+fv7a926dapRo4bVaQEAACCZMRHgLooA6VzogWU6vGm4oiKvK+J6qNXpAACQIFFRURo5cqS++eYb7dixQx4eHuZjrP0PINaYMWM0evRo+fr6asGCBfEuDwQAAACkdRQB0rnDm4Yr/MIhu1gGVy+LsgEA4NEOHjyogIAA7dixQ5L0wQcfaPLkyRZnBSA16tu3rzJmzKgiRYpo7ty5mjt3brz7LVu2LIUzAwAAQHKjJ8BdFAHSuajI63du2Jzk5uWrDK5eKlJzgLVJAQAQD8MwNHXqVPXp00c3b96UJDk7Oyt79uwyDIMLPABxBAQE8N8GAAAApHsUASBJcvPyVe0uhx69IwAAFjh16pSCgoK0du1aM1asWDEFBwercuXKFmYGIDWbM2eO1SkAAADAIowFucvJ6gQAAAAeZsGCBSpdurRdAaBz587as2cPBQAAAAAAAB6BmQDpVGxDYJoBAwBSK8MwFBgYqODgYDOWJ08ezZ49W/Xr17cwMwAAAABAaseykHcxEyCdMhsCGzGSaAYMAEh9bDabSpYsad5v0aKF9u/fTwEAAAAAAIBEYCZAOhM7AyD84uE7AZuTPLMVoRkwACBV6t27t3799Ve1bNlSLVq0sDodAAAAAICDYCLAXRQB0hlzBsD/88xWRNU77LYwIwAA7ti2bZt27typrl27mjFnZ2etWLHCwqwAAAAAAHBsFAHSmajI63duMAMAAJBKREZGatiwYRo5cqQkqXz58qpatarFWQEAAAAAHBk9Ae6iCJBOuXn5MgMAAGC5v/76S23atNHu3Xf/TZo8eTJFAAAAAAAAkgiNgQEAQIqLiYnRhAkTVK5cObMAkCFDBg0bNkzBwcEWZwcAAAAAcHQ2W8psjoCZAOlEbEPgiOuhVqcCAEjnTp48qcDAQK1fv96MlShRQiEhISpfvryFmQEAAAAAkPYwEyCdMBsCGzGSpAyuXhZnBABIbwzDUHBwsPz8/OwKAD169NCuXbsoAAAAAAAAkozNZkuRzREwEyCdoCEwAMBqUVFR+uyzz3T16lVJUr58+TRnzhw9//zzFmcGAAAAAEDaRREgDYtdAigq8rq5DBANgQEAVnFxcVFISIgqVKigN998U59//rmyZMlidVoAAAAAgDTIQQbppwiKAGmYuQTQPVgGCACQUq5du6bz58+rUKFCZqx06dL6888/VbhwYQszAwAAAAAg/aAIkIbduwSQm5evMrh6sQwQACBFbN68WQEBAfLy8tLOnTvl5uZmPkYBAAAAAACQ3Bxlvf6UQBEgHXDz8lXtLocevSMAAE8oIiJCgwYN0pgxY2QYhiRp6NChGjFihMWZAQAAAACQPlEEAAAASWL//v1q3bq19u3bZ8aqVaumd955x8KsAAAAAADpERMB7nKyOgEkj9ADyxRx7bTVaQAA0oHo6GiNHTtWFSpUMAsALi4u+uSTT/TLL7/Y9QQAAAAAAAApi5kAadThTcPN2zQDBgAkl2PHjqlt27batGmTGfPz81NISIjKli1rYWYAAAAAgPSMngB3UQRIg0IPLFP4hbs9AGgGDABIDpcvX1a5cuV0+fJlSXcusHr37q1hw4bZNQIGAAAAAADWYTmgNOjeWQCe2YvJt3gTC7MBAKRVWbJkUdeuXSVJBQoU0IYNGzRmzBgKAAAAAAAAy9lsthTZHAEzAdKgqMjr5m1mAQAAkpJhGHYXOQMGDJCLi4u6d+8ub29vCzMDAAAAAADxYSZAGuaWKQ+zAAAASeLKlSsKDAzUqFGj7OIuLi4aMGAABQAAAAAAQKpis6XMllhTpkxRgQIF5O7ursqVK2vHjh0P3f/y5cvq3LmzcufOLTc3NxUrVkyrV69O1DmZCQAAAB5qw4YNatu2rU6ePKkMGTKoYcOGevbZZ61OCwAAAAAAh7Jo0SL16tVL06ZNU+XKlTVhwgQ1aNBABw8eVK5cueLsHxkZqRdeeEG5cuXSkiVLlDdvXp04cUJZsmRJ1HmZCZDGhB5Ypohrp61OAwCQBty6dUvvv/++6tSpo5MnT0qSMmbMaN4GAAAAACC1So09AcaPH6/27dsrKChIJUuW1LRp0+Th4aFZs2bFu/+sWbN08eJFLV++XNWqVVOBAgVUq1YtlS1bNlHnpQiQxtzbFDiDq5eFmQAAHNmePXtUvnx5jR8/3ozVrl1b+/fv12uvvWZhZgAAAAAAOJ7IyEjt2rVL9erVM2NOTk6qV6+etm7dGu8xK1euVJUqVdS5c2f5+PiodOnSGjlypKKjoxN1bpYDSmNoCgwAeBJRUVEaPXq0Bg8erKioKEmSm5ubRo4cqR49esjJifEDAAAAAIDU73HW638cERERioiIsIu5ubnJzc3NLhYWFqbo6Gj5+PjYxX18fPT333/H+9xHjx7Vzz//rLfeekurV6/W4cOH1alTJ92+fVuDBg1KcI58kk9D7l0KiKbAAIDEOn36tGrWrKmPP/7YLAD4+/vrt99+U69evSgAAAAAAABwn1GjRilz5sx226hRo5LkuWNiYpQrVy5Nnz5d5cuXV/PmzdW/f39NmzYtUc/DTIA0hKWAAABPImvWrLp06ZKkO1MS+/btq0GDBsnV1dXizAAAAAAASJzErtf/uPr166devXrZxe6fBSBJOXLkkLOzs86ePWsXP3v2rHx9feN97ty5c8vFxUXOzs5mrESJEgoNDVV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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:49,006 INFO:Ensemble on Dataset d - Loss: , Acc: 97.45%, AUCROC: 0.9857882136279925, F1 Score: 0.7840\n", "2025-01-13 21:21:49,154 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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61Hr16qW9e/eqatWqFqUCAAAA8NhstpS5OAGaAOkcCwEDAID06PLly2rXrp2aNWumIUOGONzn6uqqzJkzW5QMAAAAQJJgOiCTc6REsgg/uEyR185IurcQMCMAAABAWrd27Vr5+flpwYIFkqQxY8bo4MGDFqcCAAAAgORBEyAdO7I52LzOQsAAACCtu3nzprp3766GDRvq9OnTkqTs2bNr7ty5KlWqlMXpAAAAACQppgMyZbA6AFJO+MFlOrI52JwCKPJ6uHkf0wABAIC0bOfOnWrfvr0OHz5s1p577jnNmjVLTzzxhIXJAAAAACB50QRIR8xFgP8jc64STAMEAADSpDt37mjkyJEKDg5WTEyMJCljxowaM2aM3nnnHbm4MDAWAAAASJOcZL7+lEATIB359yLAHl4+ku5OA8QoAAAAkFZNnz5dw4YNM29XqlRJYWFhKlmypIWpAAAAACDl0ARI4/49BVDs9D8eXj6q0y3uiAAAAIC0pnPnzpo1a5Z+/fVXDRo0SB988IHc3NysjgUAAAAguTnJfP0pgSZAGhffFEAsAgwAANKqW7duKWPGjOZtNzc3zZs3T9euXVOlSpUsTAYAAAAA1mBipDQs/OCyew0Am4s8suRX5lwlmP4HAACkOYZhaO7cuSpUqJD27t3rcF+pUqVoAAAAAADpjM1mS5GLM2AkQBp2ZHOweT1zzmKq0Xm3hWkAAACSx8WLF/X2229ryZIlkqT27dvrl19+kaenp8XJAAAAAMB6NAHSMHMhYImz/wEAQJq0atUqvfHGGwoPDzdrTz/9tO7cuUMTAAAAAEjHnOUs/ZTAdEBpUPjBZdoy/Zl7CwFnyS+fUi0sTgUAAJB0rl+/rrfffltNmzY1GwA5c+bU4sWLFRYWpixZslicEAAAAABSB0YCpEH/XQyYhYABAEBasm3bNnXo0EFHjx41a40bN9bMmTOVL18+C5MBAAAASDUYCGCiCZAGhB9cpiObg83pf2JHAMjmosw5izEVEAAASDMmT56sd999V3a7XZKUKVMmjR8/Xp07d2a4LwAAAADEgyZAGvDfM/9jsRgwAABIa6pUqWJ+2V+1alWFhoaqWLFiFqcCAAAAkNpwktA9NAHSAHMBYJuLPLx8JN2dAogRAAAAIK2pVKmShg8fLkl67733lCEDh7MAAAAA8CB8anJy4QeXKfLaGUmSh5eP6nSLOyIAAADAGZ04cULjx4/X+PHjHb7s/+CDDyxMBQAAAMAZMBLgHpoATu7I5mDzOgsAAwCAtMAwDIWEhOjdd9/VtWvXlCdPHg0axAhHAAAAAHgULlYHwOMxpwKSmP4HAAA4vfPnz6tFixZ6/fXXde3aNUlSaGiobt++bXEyAAAAAM7EZrOlyMUZ0ARIIzyy5JdPqRZWxwAAAHhk33zzjfz8/LRixQqzFhQUpF27dsnT09PCZAAAAADgvJgOCAAAAJaKiIhQr169NGvWLLOWJ08eTZ8+Xc2bN7cuGAAAAACn5Sxn6acEmgAAAACwzKZNm9SxY0edOHHCrL344ouaMWOGvL29rQsGAAAAAGkETQAAAABYZsWKFWYDwMvLSxMnTlRQUBBn7QAAAAB4PHykMNEEAAAAgGVGjhyp1atXK1euXJozZ44KFy5sdSQAAAAASFNoAgAAACBFxMTEaM+ePapYsaJZ8/T01Nq1a5U3b165urpamA4AAABAWsLo4ntcrA4AAACAtO/o0aOqVauWatasqYMHDzrclz9/fhoAAAAAAJBMaAI4sfCDyxR57YzVMQAAAO7LMAxNnz5d5cuX108//aTbt28rMDBQhmFYHQ0AAABAGmaz2VLk4gyYDsiJHdkcbF7P4O5lYRIAAIC4wsPD9eabb2rlypVmrUiRIho/frzTHCwDAAAAgLOjCeDEoqOum9eL1RpkYRIAAABHS5cu1VtvvaWLFy+atc6dO2vcuHHy8uLkBQAAAADJixOP7qEJ4KT+PRWQR5b88inVwuJEAAAA0pUrV9SjRw+FhYWZtbx582rmzJlq2rSphckAAAAAIH2iCeCkmAoIAACkRs2bN9fGjRvN2y+//LKmTZum3LlzW5gKAAAAQHrDSIB7aAI4kfCDy3Rkc7Cio64r8nq4WWcqIAAAkFqMGDFCtWvXVpYsWTR58mS1b9+eg28AAAAAsBBNACdyZHOwblw87FDLnKsEUwEBAADL2O12ubi4mLdr1qypGTNm6LnnntOTTz5pYTIAAAAA6RrnIplcHr4JUgtzIWCbizyy5FfmXCUYBQAAACwRHR2t4cOH6/nnn5fdbne474033qABAAAAAACpBCMBnITDQsBePqrT7fBD9gAAAEgehw8fVocOHfTzzz9LkiZMmKDevXtbnAoAAAAA7mFa0nsYCeAkWAgYAABYzTAMTZkyRf7+/mYDwNXVVbdu3bI4GQAAAAA4hylTpsjX11eenp6qUqWK+dnqfiZMmKCSJUsqY8aMKliwoHr16qXbt28n6jkZCeAkzKmAxELAAAAg5Z0+fVqvv/66vv/+e7NWokQJhYaGqkqVKhYmAwAAAIC4UuNIgEWLFql3796aNm2aqlSpogkTJqhRo0Y6dOiQvL2942w/f/589e/fX7NmzVK1atV0+PBhBQYGymazafz48Ql+XkYCOBmPLPlZCBgAAKSohQsXys/Pz6EB0LVrV+3Zs4cGAAAAAAAk0Pjx49WpUycFBQWpTJkymjZtmjJlyqRZs2bFu/1PP/2k6tWrq127dvL19VXDhg3Vtm3bh44e+C+aAAAAAIhXTEyM2rZtq7Zt2+ry5cuSpPz582vNmjWaPHmyMmXKZHFCAAAAAIifzWZLkUtkZKQiIiIcLpGRkXHyREVFadeuXWrQoIFZc3FxUYMGDbRt27Z4X0O1atW0a9cu80v/Y8eOadWqVWrSpEmi3guaAAAAAIiXq6ursmbNat5u06aN9u/fr4YNG1qYCgAAAABSj9GjRytbtmwOl9GjR8fZ7sKFC4qJiVHevHkd6nnz5lV4eHi8j92uXTsNHz5cNWrUkJubm4oWLao6derogw8+SFRGmgAAAAC4r3HjxqlSpUpasGCBFixYoJw5c1odCQAAAAAezpYylwEDBujq1asOlwEDBiTJS9iwYYNGjRqlqVOnavfu3Vq2bJlWrlypESNGJOpxWBgYAAAAkqTt27fr77//VqtWrcyal5eXduzYkSoX1QISavfu3XJzc5Ofn58kacWKFZo9e7bKlCmjoUOHyt3d3eKEAAAAcFYeHh7y8PB46Ha5c+eWq6urzp0751A/d+6cfHx84t1n0KBB6tChg958801Jkp+fn27cuKHOnTtr4MCBcnFJ2Dn+jAQAAABI5+7cuaNBgwapevXqCgoK0rFjxxzupwEAZ/fWW2/p8OHDku7Oo9qmTRtlypRJixcv1nvvvWdxOgAAACSHlFoTIKHc3d1VoUIFrVu3zqzZ7XatW7dOVatWjXefmzdvxvmi39XVVZJkGEaCn5smAAAAQDp24MABPfvsswoODpbdbtf169c1fvx4q2MBSerw4cPy9/eXJC1evFi1atXS/PnzFRISoqVLl1obDgAAAOlG7969NWPGDM2ZM0cHDx5Uly5ddOPGDQUFBUmSAgICHKYSatasmT7//HMtXLhQx48f19q1azVo0CA1a9bMbAYkBNMBAQAApEN2u12fffaZ+vfvr8jISElShgwZNGTIEPXv39/idEDSMgxDdrtdkvTDDz/ohRdekCQVLFhQFy5csDIaAAAAkklqHNHcunVr/fPPPxo8eLDCw8Pl7++v1atXm4sFnzp1yuHM/w8//FA2m00ffvihTp8+rTx58qhZs2YaOXJkop6XJgAAAEA6c+rUKQUGBmr9+vVmrXTp0goLC1OFChUsTAYkj4oVKyo4OFgNGjTQxo0b9fnnn0uSjh8/bn7gAgAAAFJCt27d1K1bt3jv27Bhg8Pt2BO1hgwZ8ljPyXRAAAAA6YRhGAoNDZWfn59DA6Bnz57atWsXDQCkWRMmTNDu3bvVrVs3DRw4UMWKFZMkLVmyRNWqVbM4HQAAAJJDalsTwEqMBAAAAEgnrl+/rgEDBigiIkLS3alQQkJCVK9ePYuTAcmrXLly2r9/f5z62LFjEzWXKgAAAOCMaAIAAACkE1myZNGsWbP0/PPPKyAgQBMnTlT27NmtjgWkmKioKJ0/f95cHyDWk08+aVEiAAAAJBdnOUs/JdAEcALhB5cp8toZq2MAAAAnc+3aNd2+fVt58uQxa40aNdKePXvk7+9vXTAghR0+fFhvvPGGfvrpJ4e6YRiy2WyKiYmxKBkAAACQ/GgCOIEjm4PN6xncvSxMAgAAnMWWLVsUEBCgUqVKaeXKlQ5nwdAAQHoTFBSkDBky6Ntvv1W+fPk4KwwAACA94JDPRBMgFQs/uExHNgfrxqUjZq1YrUEWJgIAAKldZGSkhgwZojFjxsgwDB0/flwzZsxQ586drY4GWGbv3r3atWuXSpUqZXUUAAAAIMXRBEjFjmwO1o2Lh83bmXOVkE+pFhYmAgAAqdn+/fvVvn177du3z6xVr15dDRo0sDAVYL0yZcrowoULVscAAABACmL05z0uVgeYMmWKfH195enpqSpVqujnn39+4PYTJkxQyZIllTFjRhUsWFC9evXS7du3UyhtyoqOun73is1FmXOVYBQAAACIV0xMjMaOHauKFSuaDQA3Nzd99NFH2rhxo4oUKWJxQsBaH3/8sd577z1t2LBBFy9eVEREhMMFAAAASMssHQmwaNEi9e7dW9OmTVOVKlU0YcIENWrUSIcOHZK3t3ec7efPn6/+/ftr1qxZqlatmg4fPqzAwEDZbDaNHz/egleQfP69GLCHl49qdN5tcSIAAJAaHT9+XB07dtTmzZvNmp+fn8LCwlS+fHkLkwGpR+xomPr16zvUWRgYAAAg7WIkwD2WNgHGjx+vTp06KSgoSJI0bdo0rVy5UrNmzVL//v3jbP/TTz+pevXqateunSTJ19dXbdu21Y4dO1I0d0pgMWAAAPAwp06dUrly5XT9+t3RgzabTX379tWIESPk4eFhcTog9Vi/fr3VEQAAAADLWNYEiIqK0q5duzRgwACz5uLiogYNGmjbtm3x7lOtWjXNnTtXP//8sypXrqxjx45p1apV6tChQ0rFTjHmVEBiMWAAABC/J598Ui+99JLmzZsnX19fhYaGqmbNmlbHAlKd2rVrWx0BAAAAKYyRAPdY1gS4cOGCYmJilDdvXod63rx59ccff8S7T7t27XThwgXVqFFDhmEoOjpab7/9tj744IP7Pk9kZKQiIyPN284256dHlvwsBgwAAO5r8uTJ8vHx0ZAhQ5QlSxar4wCp1ubNm/XFF1/o2LFjWrx4sQoUKKCwsDAVLlxYNWrUsDoeAAAAkGwsXxg4MTZs2KBRo0Zp6tSp2r17t5YtW6aVK1dqxIgR991n9OjRypYtm3kpWLBgCiYGAABIGlevXlVgYKAWLlzoUM+ePbs++eQTGgDAAyxdulSNGjVSxowZtXv3bvMkoatXr2rUqFEWpwMAAECysKXQxQlY1gTInTu3XF1dde7cOYf6uXPn5OPjE+8+gwYNUocOHfTmm2/Kz89PLVq00KhRozR69GjZ7fZ49xkwYICuXr1qXv76668kfy0AAADJacOGDSpXrpzmzJmjLl266PTp01ZHApxKcHCwpk2bphkzZsjNzc2sV69eXbt377YwGQAAAJD8LGsCuLu7q0KFClq3bp1Zs9vtWrdunapWrRrvPjdv3pSLi2NkV1dXSZJhGPHu4+HhoaxZszpcAAAAnMHt27fVp08f1a1bV6dOnZIkxcTE6Pfff7c4GeBcDh06pFq1asWpZ8uWTVeuXEn5QAAAAEh2NpstRS7OwLI1ASSpd+/e6tixoypWrKjKlStrwoQJunHjhoKCgiRJAQEBKlCggEaPHi1JatasmcaPH6+nn35aVapU0ZEjRzRo0CA1a9bMbAYAAACkBXv27FH79u114MABs1anTh2FhISoUKFCFiYDnI+Pj4+OHDkiX19fh/qWLVtUpEgRa0IBAAAAKcTSJkDr1q31zz//aPDgwQoPD5e/v79Wr15tLhZ86tQphzP/P/zwQ9lsNn344Yc6ffq08uTJo2bNmmnkyJFWvQQAAIAkFR0drY8//lhDhw5VdHS0pLsjG0eNGqWePXvGGRUJ4OE6deqkd999V7NmzZLNZtOZM2e0bds29e3bV4MGDbI6HgAAAJKBs5ylnxIsbQJIUrdu3dStW7d479uwYYPD7QwZMmjIkCEaMmRICiQDAABIWSdPnlTbtm21bds2s+bv76+5c+fqqaeesjAZ4Nz69+8vu92u+vXr6+bNm6pVq5Y8PDzUt29fde/e3ep4SCPeerWWenWsr7y5smr/4dPq/fFi/fL7yXi3zZDBRf1eb6j2L1RRfu/sOnzynD6cuEJrfzpobuPiYtOHbzdR2yaVlDdXVp3956rC/rdDH81YnVIvCYCTWjh/nubMnqkLF/5RiZKl1P+DQfIrV+6+23+/5jtNmTRRZ06f1pOFfNWzd1/VrFVbknTnzh1N/myCtmzepL///ktZvLxUpWo1vdurj7y986bUSwLwmDiVDAAAIJXw9PTUn3/+KUlycXHRwIEDtWPHDhoAwGOy2WwaOHCgLl26pN9++03bt2/XP//8oyFDhujMmTNWx0Ma0KrhM/q4TwuN/OI7VW33sfYdPq1vpnZVnhxe8W4/9J1mevPlGuo9ZrGefjlYXy7ZokXjOql8ySfMbfoEPqdOrWqq10eL5d8yWB9+tkK9OzbQO21rp9TLAuCEVn+3Sp+MGa233umqhYu/VsmSpdTlrTd08eLFeLffu2e3+vfroxYtW2nRkuWqW6++enbvqj//PCzp7hpVfxw8oM5vd9Gixcs0fuJknTh+XO9265KSLwt4JKwJcA9NAAAAgFQib968mj59uooVK6YtW7YoODhY7u7uVscC0gx3d3eVKVNGlStXlpeXl37//XcVLFjQ6lhIA3q0r6fZy35S2Dfb9cexcHUfuVC3bkepY/Oq8W7f7oXKGjPze63ZckAnTl/UjMVbtGbrAb3boZ65zbPli+jbjfu0esvvOnX2kr7+Ya/Wbf9DFZ9iXRgA9xc2Z7ZatnpVzVu8rKLFiunDIcPk6emp5cuWxrv9vLmhqlajpgJff1NFihZVtx49VbpMGS2cP1eSlCVLFn3x5Ww1er6JfAsXUbny/howcJAO/P67ztJIRypHE+AemgAAAAAWWbp0qS5cuOBQa9GihX777TdVrRr/F0cAgNTFLYOrni5dUD/uOGTWDMPQjzsOqXK5wvHu4+6WQbej7jjUbt2OUrWni5q3t/96THUrl1SxJ70lSX4lCqiqfxF9v/WAACA+d6KidPDA73q2ajWz5uLiomefraZ9v+6Jd599e/fq2WcdjzurVa+hfXv33vd5rl+/LpvNpixZsyZJbgDJz/I1ARBX+MFlirxGNxUAgLTq8uXL6tq1qxYsWKBWrVrpq6++cjiDxMPDw8J0AIDEyJ3DSxkyuOr8pWsO9fMXI1TSN/75sn/YdlA92tfTlt1HdOyvC6pbuaRequcvV9d7/xZ8Mnutsnp56tevP1RMjCFXV5uGTPlWC7/7JVlfDwDndfnKZcXExChXrlwO9Vy5cun48WPx7nPhwgXlypU7zvYXLl6Id/vIyEhNGP+JGjdpKi+v+Kc8A1IN5zhJP0XQBEiFjmwONq9ncOc/qAAApCVr165VUFCQTp8+LUlasmSJNm3apNq1meMZSK0iIyMVGRnpUDPsMbK5uFqUCM6u79glmjqorX5dNkiGYejY3xcU+s12dXzpWXObVg2fUZvGlRT4wRwdOHpW5UoW0Ni+rXT2n6ua978dFqYHkF7duXNH/Xq/K8MwNHDwMKvjAEgEmgCpSPjBZTqyOVg3Lh0xa8VqDbIwEQAASCo3b97U+++/r8mTJ5u17Nmza8qUKapVq5aFyYC0a9++fQ+8/9ChQw+8P9bo0aM1bJjjlx2ueSvJLV/lR86GtOPC5euKjo6Rd84sDnXvXFkVfjHivvu82nuGPNwzKFe2zDrzz1UF93hJx0/fW7hzVM/m+mT2Wi1es0uS9PuRM3oyX071C3qOJgCAeOXInkOurq5xFgG+ePGicufOHe8+uXPn1sX/nPV/8eJF5f7P6IA7d+6oX5+eOnvmjGbMnsMoADgFZ5mvPyXQBEhFjmwO1o2Lh83bmXOVkE+pFhYmAgAASWHnzp3q0KGDwxeODRo00OzZs/XEE09YmAxI2/z9/WWz2WQYRpz7YusJ+XA4YMAA9e7d26HmXfP9JMsJ53YnOkZ7Dv6lulVK6n8b7jaebDab6lYuoWmLNj1w38ioaJ3556oyZHBR8/r+Wrp2t3lfRk932Q27w/YxdkMuLiztByB+bu7uKl3mKe3Yvk316jeQJNntdu3YsU1t2raPd59y/v7asX272gcEmrXt235SOX9/83ZsA+DUyZP6cnaosmfPkZwvA0AyoAmQikRHXb97xeaizDmLMQoAAAAnd+fOHY0cOVLBwcGKiYmRJHl6emrMmDHq2rUrX+QAyez48eNJ8jgeHh5x1upgKiD822dzf9SM4R2068Ap/fLbCXVrV1eZMnoodMV2SdKXIzrozPmrGjzpG0lSpbKFlN87u3499LcKeGfXwLeayMXFpvEhP5iPuWrTfr3/RiP9dfayDhw9K/9ST6hH+7oKXb7dktcIwDl06BikQR+8r6eeKquyfuU0N2yObt26peYtWkqSBg54T97eefVurz6SpNfaB+iNwA6aEzJLtWrV1urvVun3337ToKHDJd09nu3bq4cOHjygSVO+kD0mRhf++UeSlC1bNrm5u1vzQoEEYCTAPTQBUiEPLx/V6Lz74RsCAIBU7dtvv3WYQqRSpUoKDQ1VqVKlLEwFpB+FChWyOgLSiSXf71buHF4a3KWp8ubKon2HTuulrlPMxYIL+uSU3X5vRIqHh5uGdH1BhQvk1vWbkVqz9Xe9MShUV6/fMrfp/fFiDXnnBU38oLXy5PDS2X+uauaSrRo1/bsUf30AnMfzjZvo8qVLmjr5M1248I9KliqtqV98qVz/Px1Q+NmzcrHdOxHF/+lnNHrMJ5r82QRNmjBeTxby1YRJU1S8eAlJ0vnz57Rh/Y+SpFdffsnhub6cHapKlauk0CsD8DhsRnxjY9OwiIgIZcuWTVevXlXWrFmtjuNgw+QSirx2Rh5Z8qtOt8MP3wEAAKRqhmGoZcuW+t///qdBgwbpgw8+kJubm9WxgGSTmo+1Y/n5+WnVqlUqWLDgYz1Oxqe7JVEiAHg8l3dOfvhGAJACPFPZ6ebF+qZM4/zIJ41T5HkeRyr70QAAADivK1euKHv27OZtm82m6dOn68SJE6pUqZJ1wQCYTpw4oTt37lgdAwAAAEgxTEQLAADwmAzD0Ny5c+Xr66v//e9/DvflyZOHBgAAAAAApDCbzZYiF2dAEwAAAOAxXLx4Ua+++qo6dOigq1ev6s0339Q//79YGoDUp2bNmsqYMaPVMQAAAIAUw3RAAAAAj+i7777T66+/rvDwcLP23HPPMe8/kIqtWrXK6ggAAABIAU5ykn6KoAkAAACQSNevX1ffvn31xRdfmLWcOXNq2rRpeuWVVyxMBuB+/vzzT61fv17nz5+X3W53uG/w4MEWpQIAAACSH00AAACARNi2bZs6dOigo0ePmrXGjRtr5syZypcvn4XJANzPjBkz1KVLF+XOnVs+Pj4Oc7fabDaaAAAAAGmQs8zXnxJoAgAAACRQaGiogoKCzLOIM2XKpPHjx6tz584cYAKpWHBwsEaOHKn333/f6igAAABAiqMJAAAAkEB169ZVlixZdPXqVVWtWlWhoaEqVqyY1bEAPMTly5eZqgsAACCd4Tyte1ysDgAAAOAsChYsqKlTp2rkyJHatGkTDQDASbzyyiv6/vvvrY4BAAAAWIKRAAAAAPE4ceKEBg4cqKlTpypbtmxmvV27dhamAvAoihUrpkGDBmn79u3y8/OTm5ubw/09evSwKBkAAACSi4sLQwFi0QQAAAD4F8MwFBISonfffVfXrl2Tm5ubQkJCrI4F4DFMnz5dXl5e2rhxozZu3Ohwn81mowkAAACANI0mAAAAwP87f/68OnfurBUrVpi1DRs26NKlS8qZM6eFyQA8juPHj1sdAQAAACmMNQHuYU0AAAAASd988438/PwcGgCBgYHat28fDQAgDTEMQ4ZhWB0DAAAASDE0AVKJ8IPLFHntjNUxAABIdyIiIvTGG2/opZde0vnz5yVJuXPn1tdff63Zs2cra9asFicEkBRCQ0Pl5+enjBkzKmPGjCpXrpzCwsKsjgUAAIBkYrPZUuTiDJgOKJU4sjnYvJ7B3cvCJAAApB+bN29WQECATpw4YdaaNWumGTNmKG/evNYFA5Ckxo8fr0GDBqlbt26qXr26JGnLli16++23deHCBfXq1cvihAAAAEDyoQmQSkRHXTevF6s1yMIkAACkH/v27TMbAF5eXpo4caKCgoKc5mwOAAkzadIkff755woICDBrL774op566ikNHTqUJgAAAEAaxMe6e2gCpDIeWfLLp1QLq2MAAJAuvPPOO/rmm29069YtzZkzR4ULF7Y6EoBkcPbsWVWrVi1OvVq1ajp79qwFiQAAAICUw5oAAAAgXYiJidHatWsdajabTYsWLdL69etpAABpWLFixfTVV1/FqS9atEjFixe3IBEAAACSG2sC3MNIAAAAkOYdPXpUAQEB+umnn7R27Vo1aNDAvC979uzWBQOQIoYNG6bWrVtr06ZN5poAW7du1bp16+JtDgAAAABpCSMBAABAmmUYhqZPn67y5cvrp59+kiS9+eabioqKsjgZgJT08ssva8eOHcqVK5eWL1+u5cuXK3fu3Pr555/VogVTcQIAAKRFjAS4h5EAqUD4wWWKvHbG6hgAAKQpZ8+e1ZtvvqlVq1aZtSJFiig0NFTu7u4WJgNghQoVKmjevHlWxwAAAABSHE2AVODI5mDzegZ3LwuTAACQNixZskRvv/22Ll68aNY6deqkcePGKUuWLBYmA5CSXFxcHnp2ls1mU3R0dAolAgAAQEpxkpP0UwRNgFQgOuq6eb1YrUEWJgEAwLlduXJF3bt319y5c81a3rx59eWXX+qFF16wMBkAK3z99df3vW/btm367LPPZLfbUzARAAAAkPJoAqQiHlnyy6cUc5ICAPCoOnXqpCVLlpi3W7ZsqWnTpilPnjwWpgJglZdeeilO7dChQ+rfv7/+97//6bXXXtPw4cMtSAYAAIDk5izz9acEFgYGAABpxujRo5UpUyZlzZpVoaGhWrJkCQ0AAJKkM2fOqFOnTvLz81N0dLT27t2rOXPmqFChQlZHAwAAAJIVIwEAAIDTioqKcljkt1ixYlq0aJHKlSunJ5980sJkAFKLq1evatSoUZo0aZL8/f21bt061axZ0+pYAAAASGYMBLiHkQAAAMDpREdHa/jw4XrmmWd08+ZNh/teeOEFGgAAJEljxoxRkSJF9O2332rBggX66aefaAAAAAAg3WEkAAAAcCqHDh1SQECAfv75Z0nSe++9p8mTJ1ucCkBq1L9/f2XMmFHFihXTnDlzNGfOnHi3W7ZsWQonAwAAQHJjTYB7aAIAAACnYBiGpk6dqn79+unWrVuSJFdXV+XKlUuGYXCAByCOgIAA/tsAAACAdI8mAAAASPVOnz6toKAgrV271qyVKFFCoaGhqlKlioXJAKRmISEhVkcAAACARTgX5B7WBAAAAKnaggULVLZsWYcGQNeuXbVnzx4aAAAAAAAAPAQjAQAAQKpkGIYCAwMVGhpq1vLnz6/Zs2erYcOGFiYDAAAAAKR2TAt5DyMBAABAqmSz2VSmTBnzdps2bbR//34aAAAAAAAAJAIjAQAAQKrVt29f/fTTT2rbtq3atGljdRwAAAAAgJNgIMA9NAEAAECqsH37du3cuVPdu3c3a66urlqxYoWFqQAAAAAAcG40AQAAgKWioqI0YsQIjRo1SpJUoUIFVatWzeJUAAAAAABnxpoA97AmAAAAsMyBAwdUtWpVBQcHy263y263a/LkyVbHAgAAAAAgzaAJAAAAUpzdbteECRP0zDPPaPfu3ZKkDBkyaMSIEQoNDbU4HQAAAADA2dlsKXNxBkwHBAAAUtSpU6cUGBio9evXm7XSpUsrLCxMFSpUsDAZAAAAAABpDyMBAABAijAMQ6GhofLz83NoAPTs2VO7du2iAQAAAAAASDI2my1FLs6AkQAAACBFREdH69NPP1VERIQkqWDBggoJCVG9evUsTgYAAAAAQNrFSAAAAJAi3NzcFBYWJg8PD3Xo0EH79u2jAQAAAAAASBasCXAPIwEAAECyuHbtmv755x8VKVLErJUtW1a///67ihYtamEyAAAAAADSD0YCAACAJLdlyxaVL19ezZs3V2RkpMN9NAAAAAAAAMmNNQHuoQkAAACSTGRkpPr3769atWrp+PHj2r9/v4YPH251LAAAAAAA0i2mAwIAAEli//79at++vfbt22fWqlevrjfeeMPCVAAAAACA9MhJTtJPEYwEAAAAjyUmJkZjx45VxYoVzQaAm5ubPvroI23cuNFhTQAAAAAAAJCyGAkAAAAe2fHjx9WxY0dt3rzZrPn5+SksLEzly5e3MBkAAAAAID1zlvn6UwJNAAAA8EiuXLmiZ555RleuXJF09wCrb9++GjFihDw8PKwNBwAAAAAAJDEdEAAAeETZs2dX9+7dJUm+vr7asGGDxowZQwMAAAAAAGA5m82WIhdnwEgAAACQYIZhOBzkDBo0SG5ubnr33XeVNWtWC5MBAAAAAID4MBIAAAA81NWrVxUYGKjRo0c71N3c3DRo0CAaAAAAAACAVMVmS5mLM2AkAAAAeKANGzaoY8eOOnXqlDJkyKDGjRvr6aeftjoWAAAAAABIAEYCWCz84DJFXjtjdQwAAOK4ffu2+vTpo7p16+rUqVOSpIwZM5rXAQAAAABIrVgT4B5GAljsyOZg83oGdy8LkwAAcM+ePXvUvn17HThwwKzVqVNHISEhKlSokIXJAAAAAABAYjASwGLRUdfN68VqDbIwCQAAUnR0tEaOHKnKlSubDQAPDw+NGzdO69atowEAAAAAAHAKrAlwDyMBUgmPLPnlU6qF1TEAAOnYmTNn1KpVK23bts2s+fv7KywsTGXLlrUwGQAAAAAAeFSMBAAAAJKkHDly6PLly5IkFxcXffDBB9qxYwcNAAAAAACA02FNgHtoAgAAAEl3F/0NCwtTqVKltHnzZo0cOVLu7u5WxwIAAAAAINGYDugepgMCACCdWrx4scqVK6eSJUuatYoVK+q3336Tq6urhckAAAAAAEBSeayRALdv306qHAAAIIVcvnxZr732ml599VUFBAQoOjra4X4aAAAAAAAAZ+dis6XIxRkkuglgt9s1YsQIFShQQF5eXjp27JgkadCgQZo5c2aSBwQAAEnnhx9+kJ+fn+bPny9J+vnnn/X1119bnAoAAAAAACSXRDcBgoODFRISojFjxjjME1y2bFl9+eWXSRoOAAAkjZs3b6pHjx567rnndPr0aUlS9uzZNW/ePLVq1cridAAAAAAAJC3WBLgn0U2A0NBQTZ8+Xa+99prDdAHly5fXH3/8kaThAADA49u5c6eeeeYZTZo0yaw1aNBA+/fvV7t27WRzlqMWAAAAAACQaIluApw+fVrFihWLU7fb7bpz506ShAIAAI/vzp07Gjp0qKpWrapDhw5Jkjw9PfXZZ59pzZo1euKJJyxOCAAAAABA8rDZbClycQaJbgKUKVNGmzdvjlNfsmSJnn766SQJBQAAHt+uXbs0fPhwxcTESJIqVaqkPXv2qHv37nJxSfQhAAAAAAAAeExTpkyRr6+vPD09VaVKFf38888P3P7KlSvq2rWr8uXLJw8PD5UoUUKrVq1K1HNmSGzIwYMHq2PHjjp9+rTsdruWLVumQ4cOKTQ0VN9++21iHw4AACSTZ599Vr169dLEiRM1aNAgffDBB3Jzc7M6FgAAAAAAyc4lFZ6kv2jRIvXu3VvTpk1TlSpVNGHCBDVq1EiHDh2St7d3nO2joqL03HPPydvbW0uWLFGBAgV08uRJZc+ePVHPm+jTAF966SX973//0w8//KDMmTNr8ODBOnjwoP73v//pueeeS+zDAQCAJBIeHi673e5QGzlypH7++WcNGTKEBgAAAAAAABYaP368OnXqpKCgIJUpU0bTpk1TpkyZNGvWrHi3nzVrli5duqTly5erevXq8vX1Ve3atVW+fPlEPe8jzQVQs2ZNrV27VufPn9fNmze1ZcsWNWzY8FEeCgAAPCbDMDRv3jyVKlXKYfFf6e4aAM8884xFyQAAAAAAsEZKrQkQGRmpiIgIh0tkZGScPFFRUdq1a5caNGhg1lxcXNSgQQNt27Yt3tfwzTffqGrVquratavy5s2rsmXLatSoUea0vwmV6CZAkSJFdPHixTj1K1euqEiRIol9OAAA8BguXryoV199Ve3bt9fVq1fVv39/HTx40OpYAAAAAACkC6NHj1a2bNkcLqNHj46z3YULFxQTE6O8efM61PPmzavw8PB4H/vYsWNasmSJYmJitGrVKg0aNEjjxo1TcHBwojImek2AEydOxNtpiIyM1OnTpxP7cAAA4BGtWrVKb7zxhsPBwssvv6x8+fJZmAoAAAAAAOvZUmhNgAEDBqh3794ONQ8PjyR5bLvdLm9vb02fPl2urq6qUKGCTp8+rbFjx2rIkCEJfpwENwG++eYb8/qaNWuULVs283ZMTIzWrVsnX1/fBD9xrClTpmjs2LEKDw9X+fLlNWnSJFWuXPm+21+5ckUDBw7UsmXLdOnSJRUqVEgTJkxQkyZNEv3cAAA4o+vXr6tv37764osvzFrOnDk1bdo0vfLKKxYmAwAAAAAgffHw8EjQl/65c+eWq6urzp0751A/d+6cfHx84t0nX758cnNzk6urq1krXbq0wsPDFRUVJXd39wRlTHAToHnz5pLuzqXUsWNHh/vc3Nzk6+urcePGJfThJFm3GjIAAM7qp59+UkBAgI4ePWrWGjdurJkzZzICAAAAAACA/2dTCg0FSCB3d3dVqFBB69atM79rt9vtWrdunbp16xbvPtWrV9f8+fNlt9vl4nJ3Zv/Dhw8rX758CW4ASIlYE8But8tut+vJJ5/U+fPnzdt2u12RkZE6dOiQXnjhhQQ/sWTdasgAADij5cuXq2bNmmYDIFOmTJo2bZpWrlxJAwAAAAAAgFSud+/emjFjhubMmaODBw+qS5cuunHjhoKCgiRJAQEBGjBggLl9ly5ddOnSJb377rs6fPiwVq5cqVGjRqlr166Jet5Erwlw/PjxxO4Sr9jVkP/9ohKzGvKKFSuUJ08etWvXTu+//77DkAgAANKi+vXrq1ChQjp+/LiqVq2q0NBQFStWzOpYAAAAAACkOi6payCAJKl169b6559/NHjwYIWHh8vf31+rV682Fws+deqUeca/JBUsWFBr1qxRr169VK5cORUoUEDvvvuu3n///UQ9b6KbAJJ048YNbdy4UadOnVJUVJTDfT169EjQYzxoNeQ//vgj3n2OHTumH3/8Ua+99ppWrVqlI0eO6J133tGdO3fuuxBCZGSkIiMjzdsREREJygcAQGqTJUsWzZkzR5s3b9Z7772nDBke6Z9xAAAAAABgkW7dut13+p8NGzbEqVWtWlXbt29/rOdM9LcHe/bsUZMmTXTz5k3duHFDOXPm1IULF5QpUyZ5e3snuAnwKB5lNeTRo0dr2LBhyZYJAIDkcOLECXXv3l2TJk2Sr6+vWa9Zs6Zq1qxpXTAAAAAAAJyAzZYKhwJYJMFrAsTq1auXmjVrpsuXLytjxozavn27Tp48qQoVKuiTTz5J8OM86mrIJUqUuO9qyPEZMGCArl69al7++uuvBGcEACClGYah2bNnq1y5cvr2228VGBgou91udSwAAAAAAOCkEt0E2Lt3r/r06SMXFxe5uroqMjJSBQsW1JgxY/TBBx8k+HH+vRpyrNjVkKtWrRrvPtWrV9eRI0ccvgx52GrIHh4eypo1q8MFAIDU6Pz582rRooVef/11Xbt2TdLdEQE0sAEAAAAASBybLWUuziDRTQA3NzdzcQJvb2+dOnVKkpQtW7ZEf0lh1WrIAACkNitWrFDZsmW1YsUKsxYYGKh9+/apUKFCFiYDAAAAAADOLNFrAjz99NPauXOnihcvrtq1a2vw4MG6cOGCwsLCVLZs2UQ9llWrIQMAkFpERESoV69emjVrllnLnTu3ZsyYoebNm1sXDAAAAAAAJ+biLKfpp4BENwFGjRplTlEwcuRIBQQEqEuXLipevLhmzpyZ6ABWrIYMAEBqsHXrVrVv314nTpwwa82aNdOMGTPMhjgAAAAAAMDjSHQToGLFiuZ1b29vrV69OkkDAQCQXkRERJgNAC8vL02cOFFBQUGycbYCAAAAAACPhY/W9yR6TYD72b17t1544YWkejgAANK8xo0b66233lLNmjW1b98+vf766zQAAAAAAABAkkpUE2DNmjXq27evPvjgAx07dkyS9Mcff6h58+aqVKmS7HZ7soQEAMDZxcTEaNGiRTIMw6E+YcIErV+/XoULF7YoGQAAAAAAaY/NZkuRizNIcBNg5syZaty4sUJCQvTxxx/r2Wef1dy5c1W1alX5+Pjot99+06pVq5IzKwAATuno0aOqVauW2rRpE2f9HE9PT7m6ulqUDAAAAAAApHUJbgJMnDhRH3/8sS5cuKCvvvpKFy5c0NSpU7V//35NmzZNpUuXTs6cAAA4HcMwNH36dJUvX14//fSTJKlPnz66evWqxckAAAAAAEjbbLaUuTiDBDcBjh49qldeeUWS1LJlS2XIkEFjx47VE088kWzhAABwVuHh4WrWrJneeust3bhxQ5JUpEgRrVq1StmyZbM4HQAAAAAASC8yJHTDW7duKVOmTJLuzqfk4eGhfPnyJVswAACc1ZIlS/T222/r4sWLZq1Tp04aP368vLy8LEwGAAAAAED64OIsp+mngAQ3ASTpyy+/NL+8iI6OVkhIiHLnzu2wTY8ePZIuHQAATuTKlSvq3r275s6da9by5s2rmTNnqmnTphYmAwAAAAAA6VWCmwBPPvmkZsyYYd728fFRWFiYwzY2m40mAAAg3Ro8eLBDA+Dll1/WtGnT4jTMAQAAAABA8mIcwD0JbgKcOHEiGWMAAOD8hg4dqqVLl+r69euaPHmy2rdvLxvDDwEAAAAAgIUSNR0QAAC45/r16w5z/OfMmVNLly5V/vz59eSTT1qYDAAAAACA9I2T8u5xsToAAADOJjo6WsOHD1exYsV09uxZh/ueffZZGgAAAAAAACDVYCSAhcIPLlPktTNWxwAAJMLhw4fVoUMH/fzzz5KkN954QytXruQMAwAAAAAAUhEXPqabGAlgoSObg83rGdy9HrAlAMBqhmFoypQp8vf3NxsArq6uqlixomJiYixOBwAAAAAAED9GAlgoOuq6eb1YrUEWJgEAPMjp06cVFBSktWvXmrXixYsrLCxMVapUsTAZAAAAAACIDyP273mkkQBHjx7Vhx9+qLZt2+r8+fOSpO+++06///57koZLLzyy5JdPqRZWxwAAxGPBggUqW7asQwOga9eu2rNnDw0AAAAAAACQ6iW6CbBx40b5+flpx44dWrZsma5fv3s2+6+//qohQ4YkeUAAAKzStWtXtWvXTleuXJEk5c+fX2vWrNHkyZOVOXNma8MBAAAAAID7stlS5uIMEt0E6N+/v4KDg7V27Vq5u7ub9Xr16mn79u1JGg4AACvVq1fPvN6mTRvt379fDRs2tDARAAAAAABA4iR6TYD9+/dr/vz5cere3t66cOFCkoQCACA1ePnll9WtWzdVr15dbdq0sToOAAAAAABIINYEuCfRIwGyZ8+us2fPxqnv2bNHBQoUSJJQAACktB07duj999+PU580aRINAAAAAAAA4LQSPRKgTZs2ev/997V48WLZbDbZ7XZt3bpVffv2VUBAQHJkBAAg2dy5c0fDhw/XqFGjZLfb5e/vr7Zt21odCwDSnW+++SbB27744ovJmAQAAABpgQsDAUyJbgKMGjVKXbt2VcGCBRUTE6MyZcooJiZG7dq104cffpgcGQEASBYHDhxQhw4dtHv3brMWGhqqNm3aMGwQAFJY8+bNE7SdzWZTTExM8oYBAAAA0pBENwHc3d01Y8YMDRo0SL/99puuX7+up59+WsWLF0+OfAAAJDm73a6JEydqwIABioyMlCRlyJBBQ4YMUf/+/WkAAIAF7Ha71REAAACQhvDZ/p5ENwG2bNmiGjVq6Mknn9STTz6ZHJkAAEg2p06dUmBgoNavX2/WSpcurbCwMFWoUMHCZAAAAAAAAEkv0U2AevXqqUCBAmrbtq3at2+vMmXKJEcuAACSlGEYCgsLU/fu3RUREWHWe/bsqVGjRiljxowWpgMA/NeNGze0ceNGnTp1SlFRUQ739ejRw6JUAAAAcBaMA7gn0U2AM2fOaOHChVqwYIE++ugjlStXTq+99pratm2rJ554IjkyAgCQJJYuXWo2AAoWLKiQkBDVq1fP4lQAgP/as2ePmjRpops3b+rGjRvKmTOnLly4oEyZMsnb25smAAAAAJAILondIXfu3OrWrZu2bt2qo0eP6pVXXtGcOXPk6+vLFykAgFTLZrNp+vTpypMnjzp06KB9+/bx7xYApFK9evVSs2bNdPnyZWXMmFHbt2/XyZMnVaFCBX3yySdWxwMAAIATcLHZUuTiDBLdBPi3woULq3///vroo4/k5+enjRs3JlUuAAAey/Xr17Vnzx6HWt68ebVv3z6FhoYqe/bs1gQDADzU3r171adPH7m4uMjV1VWRkZEqWLCgxowZow8++MDqeAAAAIBTeeQmwNatW/XOO+8oX758ateuncqWLauVK1cmZTYAAB7Jli1bVL58eTVu3FgXLlxwuM/Hx8eiVACAhHJzc5OLy92PKt7e3jp16pQkKVu2bPrrr7+sjAYAAAAnYbOlzMUZJLoJMGDAABUuXFj16tXTqVOnNHHiRIWHhyssLEzPP/98cmQEACBBIiMj1b9/f9WqVUvHjh3TuXPn1KtXL6tjAQAS6emnn9bOnTslSbVr19bgwYM1b9489ezZU2XLlrU4HQAAAOBcEr0w8KZNm9SvXz+9+uqryp07d3JkAgAg0fbv36/27dtr3759Zq169eoaOnSodaEAAI9k1KhRunbtmiRp5MiRCggIUJcuXVS8eHHNmjXL4nQAAABwBjZnOU0/BSS6CbB169bkyAEAwCOJiYnR+PHj9eGHHyoqKkrS3Wkkhg8frn79+snV1dXihACAxKpYsaJ53dvbW6tXr7YwDQAAAODcEtQE+Oabb9S4cWO5ubnpm2++eeC2L774YpIEAwDgYY4fP66OHTtq8+bNZq1s2bIKCwuTv7+/dcEAAAAAAIClGAhwT4KaAM2bN1d4eLi8vb3VvHnz+25ns9kUExOTVNkAALivqKgo1axZU6dPn5Z099+gvn37asSIEfLw8LA4HQDgcRQuXPiBw7ePHTuWgmkAAAAA55agJoDdbo/3OgAAVnF3d9fIkSMVGBgoX19fzZkzR7Vq1bI6FgAgCfTs2dPh9p07d7Rnzx6tXr1a/fr1syYUAAAAnIoLQwFMiV4TIDQ0VK1bt45zlmVUVJQWLlyogICAJAsHAMC/xcTEOMzxHxAQoBs3bqh9+/bKmjWrhckAAEnp3Xffjbc+ZcoU/fLLLymcBgAAAHBuLondISgoSFevXo1Tv3btmoKCgpIkFAAA/3b16lUFBgaqc+fODnWbzaZ33nmHBgAApBONGzfW0qVLrY4BAAAAJ2CzpczFGSR6JIBhGPHOz/n3338rW7ZsSRIKAIBYGzZsUMeOHXXq1Cl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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:49,223 INFO:Ensemble on Dataset e - Loss: , Acc: 83.86%, AUCROC: 0.901748278210853, F1 Score: 0.6667\n", "2025-01-13 21:21:49,376 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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6aaR538XNy8IkAICUkCNHDl26dEmS5OTkpPfff187duygAAAAAAAASHdsNluq3NIDigBIspjoCPN+4VqDLEwCAEgJmTJlUkhIiIoXL65NmzZp1KhRcnNzszoWAAAAAAAOYzqgO5gOCA5zz5JXfsWbWh0DAPCIFi9erDJlyqhYsWJmW6VKlfT777/L2dnZwmQAAAAAACC5PNJIgJs3byZXDgAAkEouXbqk119/XS1atFBgYKBiYmLsnqcAAAAAAABI75xstlS5pQcOFwHi4uI0YsQI5cuXT15eXjp27JgkadCgQZo5c2ayB0TawKLAAJAx/PTTTypdurTmz58vSdq5c6f+97//WZwKAAAAAACkFIeLACNHjtTs2bM1duxYu3mCS5UqpS+//DJZwyHtYFFgAEjfrl+/rh49eui5557T6dOnJUnZs2fXvHnz9Oqrr1qcDgAAAACA5MWaAHc4XASYO3eupk+frtdff91uuoCyZcvqzz//TNZwSDtYFBgA0q9du3apQoUKmjRpktlWv359HThwQG3atJEtvVy1AAAAAAAAhzlcBDh9+rQKFy6coD0uLk63bt1KllBIu1gUGADSj1u3bmno0KGqWrWqDh8+LEny8PDQZ599ph9++EFPPPGExQkBAAAAAEgZNpstVW7pgcNFgJIlS2rTpk0J2pcsWaLy5csnSygAAPDodu/ereHDhys2NlaS9PTTT2vv3r3q3r27nJwcvgQAAAAAAADpkIujOwwePFjt27fX6dOnFRcXp2XLlunw4cOaO3euvvvuu5TICAAAHsIzzzyj3r17a+LEiRo0aJDef/99ubq6Wh0LAAAAAIAU55Q+OumnCoe7Ab7yyiv69ttv9dNPP8nT01ODBw/WoUOH9O233+q5555LiYwAACAJwsLCFBcXZ9c2atQo7dy5U0OGDKEAAAAAAADAY+ih5gKoWbOm1q5dq/Pnz+v69evavHmznn/++eTOBgAAksAwDM2bN0/Fixe3W/xXur0GQIUKFSxKBgAAAACANVgT4A6HpwMqWLCgdu3apZw5c9q1X758WRUqVNCxY8eSLRysEXZomUI3jVRMdITZFhURZmEiAMC9XLhwQW+//baWLFkiSerfv7+ef/55lShRwuJkAAAAAAAgLXC4CHDixAlzgcH/ioqK0unTp5MlFKwVummkIi8cSfQ5FzevVE4DALiX1atX680331RY2J1CbfPmzZUnTx4LUwEAAAAAYL100kk/VSS5CLBy5Urz/g8//KBs2bKZj2NjY7Vu3ToFBAQ4HGDKlCkaN26cwsLCVLZsWU2aNEmVK1e+5/aXL1/WwIEDtWzZMl28eFH58+fXhAkT9OKLLzp8biTOHAFgc5K7l5/Z7uLmpcK1BlmUCgAQLyIiQn379tUXX3xhtnl7e2vatGl67bXXLEwGAAAAAADSmiQXAZo0aSLp9lxK7du3t3vO1dVVAQEB+uSTTxw6+aJFi9SnTx9NmzZNVapU0YQJE9SgQQMdPnxYPj4+CbaPjo7Wc889Jx8fHy1ZskT58uXTyZMnlT17dofOi6Rx9/JTnW6JjwgAAFhj69atCgwM1NGjR822hg0baubMmYwAAAAAAADg/9nEUIB4SS4CxMXFSZIKFCigXbt2KVeuXI988vHjx6tjx44KDg6WJE2bNk2rVq3SrFmz1L9//wTbz5o1SxcvXtTWrVvl6uoqSQ81+gAAgPRo+fLlat68uflvcubMmTV+/Hh16tQp3SxGBAAAAAAAUpeTozscP348WQoA0dHR2r17t+rXr38njJOT6tevr23btiW6z8qVK1W1alV17dpVvr6+KlWqlEaPHp3oGgV4OGGHlinq2hmrYwAAElGvXj3lz59fklS1alX99ttveuuttygAAAAAAABwFydb6tzSA4cXBpakyMhI/fLLLzp16pSio6PtnuvRo0eSjhEeHq7Y2Fj5+vratfv6+urPP/9MdJ9jx47p559/1uuvv67Vq1crNDRUXbp00a1btzRkyJBE94mKilJUVJT5+OrVq0nK97gK3TTSvM8iwACQtmTJkkVz5szRpk2b9O6778rF5aH+GQcAAAAAAI8Rh7892Lt3r1588UVdv35dkZGR8vb2Vnh4uDJnziwfH58kFwEeRlxcnHx8fDR9+nQ5OzurYsWKOn36tMaNG3fPIsCYMWM0bNiwFMuU0ZiLAkssAgwAFjpx4oS6d++uSZMm2U19V7NmTdWsWdO6YAAAAAAApAOMmr/D4emAevfurcaNG+vSpUvKlCmTtm/frpMnT6pixYr6+OOPk3ycXLlyydnZWefOnbNrP3funPz8/BLdJ0+ePCpatKicnZ3NthIlSigsLCzBiIR4AwYM0JUrV8zb33//neSMjzP3LHnlV7yp1TEA4LFjGIa++uorlSlTRt99952CgoLMNQAAAAAAAAAc5XARYN++fXrnnXfk5OQkZ2dnRUVFyd/fX2PHjtX777+f5OO4ubmpYsWKWrdundkWFxendevWqWrVqonuU716dYWGhtp9GXLkyBHlyZNHbm5uie7j7u6urFmz2t0AAEiLzp8/r6ZNm+qNN97QtWvXJN0eEUABGwAAAAAAx9hsqXNLDxwuAri6usrJ6fZuPj4+OnXqlCQpW7ZsDn9J0adPH82YMUNz5szRoUOH1LlzZ0VGRio4OFiSFBgYqAEDBpjbd+7cWRcvXlTPnj115MgRrVq1SqNHj1bXrl0dfRkAAKQpK1asUKlSpbRixQqzLSgoSPv37zcXAwYAAAAAAHCUw2sClC9fXrt27VKRIkVUu3ZtDR48WOHh4QoJCVGpUqUcOlbLli3177//avDgwQoLC1O5cuW0Zs0ac7HgU6dOmQUHSfL399cPP/yg3r17q0yZMsqXL5969uyp9957z9GXAQBAmnD16lX17t1bs2bNMtty5cqlGTNmqEmTJtYFAwAAAAAgHXNKL930U4HNMAzDkR1+/fVXXbt2TXXr1tX58+cVGBiorVu3qkiRIpo5c6bKlSuXQlGTx9WrV5UtWzZduXKFqYH+I+zQMoVuGqnIi6GSESf3LHlVp9sRq2MBQIa2ZcsWtW3bVidOnDDbGjdurBkzZpgFcQBITx6na+1M5btZHQEAJEmXdk22OgIASJI8HO5unrKazdydKudZ9mbFVDnPo3D4R1OpUiXzvo+Pj9asWZOsgWCN0E0jFXnhzpf+Lm5eFqYBgMfD1atXzQKAl5eXJk6cqODgYNnorQAAAAAAwCPho/UdDq8JcC979uzRSy+9lFyHQyqLiY64fcfmJM+cRVW41iBrAwHAY6Bhw4Z66623VLNmTe3fv19vvPEGBQAAAAAAAJCsHBoJ8MMPP2jt2rVyc3NThw4dVLBgQf3555/q37+/vv32WzVo0CClciIFxE8BFBMdoaiIMEmSu5efanTaY3EyAMh4YmNjtWTJErVo0cLui/4JEybI1dVVzs7OFqYDAAAAACBjoZPdHUkuAsycOVMdO3aUt7e3Ll26pC+//FLjx49X9+7d1bJlS/3+++8qUaJESmZFMrt7CiCJaYAAICUcPXrUXEPn2rVr6tChg/mch4eHhckAAAAAAEBGl+TpgCZOnKiPPvpI4eHh+uabbxQeHq6pU6fqwIEDmjZtGgWAdCTs0DJtnl7h9iLAkmRzknuWvEwDBADJzDAMTZ8+XWXLltXWrVslSe+8846uXLlicTIAAAAAADI2my11bulBkkcCHD16VK+99pokqVmzZnJxcdG4ceP0xBNPpFg4pIy7RwB4ehdmCiAASGZhYWHq0KGDVq1aZbYVLFhQc+fOVbZs2SxMBgAAAAAAHidJLgLcuHFDmTNnlnR7PiV3d3flyZMnxYIh5dgtAuxdmN7/AJDMlixZorffflsXLlww2zp27Kjx48fLy4tp1wAAAAAASGlO6aWbfipwaGHgL7/80vzyIiYmRrNnz1auXLnstunRo0fypUOyil8ImEWAASBlXL58Wd27d9fXX39ttvn6+mrmzJlq1KiRhckAAAAAAMDjKslFgCeffFIzZswwH/v5+SkkJMRuG5vNRhEgDbt7GiAWAQaA5DV48GC7AkDz5s01bdq0BAVzAAAAAACQshgHcEeSiwAnTpxIwRhIDUwDBAApa+jQoVq6dKkiIiI0efJktW3bVjaGHwIAAAAAAAs5NB0QMgamAQKA5BEREWE3x7+3t7eWLl2qvHnz6sknn7QwGQAAAAAAjzc65d3hZHUAAADSm5iYGA0fPlyFCxfW2bNn7Z575plnKAAAAAAAAIA0g5EAj4mwQ8sUde2M1TEAIN07cuSI2rVrp507d0qS3nzzTa1atYoeBgAAAAAApCFOfEw3MRLgMRG6aaR5nwWBAcBxhmFoypQpKleunFkAcHZ2VqVKlRQbG2txOgAAAAAAgMQxEuAxYS4KLLEgMAA46PTp0woODtbatWvNtiJFiigkJERVqlSxMBkAAAAAAEgMI/bveKiRAEePHtUHH3yg1q1b6/z585Kk77//Xn/88UeyhkPyc8+SV37Fm1odAwDSjQULFqhUqVJ2BYCuXbtq7969FAAAAAAAAECa53AR4JdfflHp0qW1Y8cOLVu2TBERt3uY//bbbxoyZEiyBwQAwCpdu3ZVmzZtdPnyZUlS3rx59cMPP2jy5Mny9PS0NhwAAAAAALgnmy11bumBw0WA/v37a+TIkVq7dq3c3NzM9meffVbbt29P1nAAAFjp2WefNe+3atVKBw4c0PPPP29hIgAAAAAAAMc4vCbAgQMHNH/+/ATtPj4+Cg8PT5ZQAACkBc2bN1e3bt1UvXp1tWrVyuo4AAAAAAAgiVgT4A6HRwJkz55dZ8+eTdC+d+9e5cuXL1lCAQCQ2nbs2KH33nsvQfukSZMoAAAAAAAAgHTL4ZEArVq10nvvvafFixfLZrMpLi5OW7ZsUd++fRUYGJgSGfGIwg4tU9S1M1bHAIA06datWxo+fLhGjx6tuLg4lStXTq1bt7Y6FgA8dlauXJnkbV9++eUUTAIAAICMwImBACaHiwCjR49W165d5e/vr9jYWJUsWVKxsbFq06aNPvjgg5TIiEcUummked/FzcvCJACQthw8eFDt2rXTnj17zLa5c+eqVatWDBsEgFTWpEmTJG1ns9kUGxubsmEAAACADMThIoCbm5tmzJihQYMG6ffff1dERITKly+vIkWKpEQ+JIOY6AjzfuFagyxMAgBpQ1xcnCZOnKgBAwYoKipKkuTi4qIhQ4aof//+FAAAwAJxcXFWRwAAAEAGwmf7OxwuAmzevFk1atTQk08+qSeffDIlMiGFuGfJK7/iTa2OAQCWOnXqlIKCgrR+/XqzrUSJEgoJCVHFihUtTAYAAAAAAJD8HC4CPPvss8qXL59at26ttm3bqmTJkimRCwCAZGUYhkJCQtS9e3ddvXrVbO/Vq5dGjx6tTJkyWZgOAHC3yMhI/fLLLzp16pSio6PtnuvRo4dFqQAAAJBeMA7gDoeLAGfOnNHChQu1YMECffjhhypTpoxef/11tW7dWk888URKZAQAIFksXbrULAD4+/tr9uzZevbZZy1OBQC42969e/Xiiy/q+vXrioyMlLe3t8LDw5U5c2b5+PhQBAAAAAAc4OToDrly5VK3bt20ZcsWHT16VK+99prmzJmjgIAAvkgBAKRZNptN06dPV+7cudWuXTvt37+ff7cAII3q3bu3GjdurEuXLilTpkzavn27Tp48qYoVK+rjjz+2Oh4AAADSASebLVVu6YHDRYD/KlCggPr3768PP/xQpUuX1i+//JJcuZAMwg4t0+bpFRQVEWZ1FABIdREREdq7d69dm6+vr/bv36+5c+cqe/bs1gQDADzQvn379M4778jJyUnOzs6KioqSv7+/xo4dq/fff9/qeAAAAEC68tBFgC1btqhLly7KkyeP2rRpo1KlSmnVqlXJmQ2PKHTTSEVeOCIZcZIkFzcvixMBQOrYvHmzypYtq4YNGyo8PNzuOT8/P4tSAQCSytXVVU5Otz+q+Pj46NSpU5KkbNmy6e+//7YyGgAAANIJmy11bumBw0WAAQMGqECBAnr22Wd16tQpTZw4UWFhYQoJCdELL7yQEhnxkGKiI27fsTnJM2dRFa41yNpAAJDCoqKi1L9/f9WqVUvHjh3TuXPn1Lt3b6tjAQAcVL58ee3atUuSVLt2bQ0ePFjz5s1Tr169VKpUKYvTAQAAAOmLwwsDb9y4Uf369VOLFi2UK1eulMiEZObu5acanfZYHQMAUtSBAwfUtm1b7d+/32yrXr26hg4dal0oAMBDGT16tK5duyZJGjVqlAIDA9W5c2cVKVJEs2bNsjgdAAAA0gNbeummnwocLgJs2bIlJXIAAPBQYmNjNX78eH3wwQeKjo6WdHsaieHDh6tfv35ydna2OCEAwFGVKlUy7/v4+GjNmjUWpgEAAADStyQVAVauXKmGDRvK1dVVK1euvO+2L7/8crIEAwDgQY4fP6727dtr06ZNZlupUqUUEhKicuXKWRcMAAAAAABYioEAdySpCNCkSROFhYXJx8dHTZo0ued2NptNsbGxyZUNAIB7io6OVs2aNXX69GlJt/8N6tu3r0aMGCF3d3eL0wEAHkWBAgXuO3z72LFjqZgGAAAASN+SVASIi4tL9D4AAFZxc3PTqFGjFBQUpICAAM2ZM0e1atWyOhYAIBn06tXL7vGtW7e0d+9erVmzRv369bMmFAAAANIVJ4YCmBxeE2Du3Llq2bJlgl6W0dHRWrhwoQIDA5MtHAAA/xUbG2s3x39gYKAiIyPVtm1bZc2a1cJkAIDk1LNnz0Tbp0yZol9//TWV0wAAAADJZ8qUKRo3bpzCwsJUtmxZTZo0SZUrV05029mzZys4ONiuzd3dXTdv3nTonE6OhgwODtaVK1cStF+7di1BIAAAksOVK1cUFBSkTp062bXbbDZ16dKFAgAAPCYaNmyopUuXWh0DAAAA6YDNljo3RyxatEh9+vTRkCFDtGfPHpUtW1YNGjTQ+fPn77lP1qxZdfbsWfN28uRJh98Lh4sAhmEkOj/nP//8o2zZsjkcAACA+9mwYYPKlCmjOXPmaNasWVqxYoXVkQAAFlmyZIm8vb2tjgEAAAA8lPHjx6tjx44KDg5WyZIlNW3aNGXOnFmzZs265z42m01+fn7mzdfX1+HzJnk6oPLly8tms8lms6levXpycbmza2xsrI4fP64XXnjB4QAAACTm5s2bGjhwoMaPH2+2ZcmSxeEhbwCA9Cf+s0c8wzAUFhamf//9V1OnTrUwGQAAANKLxDqyWyk6Olq7d+/WgAEDzDYnJyfVr19f27Ztu+d+ERERyp8/v+Li4lShQgWNHj1aTz31lEPnTnIRoEmTJpKkffv2qUGDBvLy8jKfc3NzU0BAgJo3b+7QyQEASMzevXvVtm1bHTx40GyrXbu2Zs+erYCAAOuCAQBSxSuvvGL3oc3JyUm5c+dWnTp1VLx4cQuTAQAAAPaioqIUFRVl1+bu7p5gTd3w8HDFxsYm6Mnv6+urP//8M9FjFytWTLNmzVKZMmV05coVffzxx6pWrZr++OMPPfHEE0nOmOQiwJAhQyRJAQEBatmypTw8PJJ8EgAAkiImJkYfffSRhg4dqpiYGEm3/+EcPXq0evXqJScnh2exAwCkQ0OHDrU6wgOd2TLR6ggAIEnKUXew1REAQJJ0Y9NwqyPYSa1vEMaMGaNhw4bZtQ0ZMiRZrmmrVq2qqlWrmo+rVaumEiVK6IsvvtCIESOSfJwkFwHitW/f3tFdAAB4oIsXL6pRo0bavn272VauXDmFhISoVKlSFiYDAKQ2Z2dnnT17Vj4+PnbtFy5ckI+Pj2JjYy1KBgAAgPQitaYDGjBggPr06WPXdvcoAEnKlSuXnJ2dde7cObv2c+fOyc/PL0nncnV1Vfny5RUaGupQxiQVRLy9vRUeHi5JypEjh7y9ve95AwDgYWTPnt2cas7JyUnvv/++duzYQQEAAB5DhmEk2h4VFSU3N7dUTgMAAADcm7u7u7JmzWp3S6wI4ObmpooVK2rdunVmW1xcnNatW2fX2/9+YmNjdeDAAeXJk8ehjEkaCfDpp58qS5Ys5v20tqgCACD9c3Jy0qxZs9SsWTNNnDhR1apVszoSACCVffbZZ5Ju99r68ssv7dYhi42N1caNG1kTAAAAAEnilAa/wu7Tp4/at2+vSpUqqXLlypowYYIiIyMVHBwsSQoMDFS+fPk0ZswYSdLw4cP1zDPPqHDhwrp8+bLGjRunkydPqkOHDg6dN0lFgP9OARQUFOTQCQAASMzixYvl4+Oj2rVrm23+/v7auXMnxWYAeEx9+umnkm6PBJg2bZqcnZ3N59zc3BQQEKBp06ZZFQ8AAAB4JC1bttS///6rwYMHKywsTOXKldOaNWvMxYJPnTpltx7ipUuX1LFjR4WFhSlHjhyqWLGitm7dqpIlSzp0XofXBNizZ49cXV1VunRpSdKKFSv01VdfqWTJkho6dCjDc9OIsEPLFHXtjNUxACCBS5cuqVu3bpo/f778/f114MABZcuWzXyeAgAAPL6OHz8uSapbt66WLVumHDlyWJwIAAAA6VVaHAkgSd26dVO3bt0SfW7Dhg12jz/99FOzo8yjcHiR5LfeektHjhyRJB07dkwtW7ZU5syZtXjxYr377ruPHAjJI3TTSPO+i5vXfbYEgNTz008/qXTp0po/f74k6e+//9a8efMsTgUASGvWr19PAQAAAABIJg4XAY4cOaJy5cpJuj2VQ+3atTV//nzNnj1bS5cuTe58eEgx0RHm/cK1BlmYBACk69evq0ePHnruued0+vRpSVK2bNn09ddfq3PnzhanAwCkNc2bN9dHH32UoH3s2LF67bXXLEgEAACA9MZms6XKLT1wuAhgGIbi4uIk3e7R+eKLL0q6PY9zeHh48qbDI3PPkld+xZtaHQPAY2zXrl2qUKGCJk2aZLbVq1dPBw4c0Ouvv55u/sEEAKSejRs3mp8z/qthw4bauHGjBYkAAACA9MvhIkClSpU0cuRIhYSE6JdfflGjRo0k3Z6/M34BAwAAbt26paFDh6pq1ao6fPiwJMnDw0OfffaZfvzxR/n7+1ucEACQVkVERCS61pirq6uuXr1qQSIAAACkN0621LmlBw4XASZMmKA9e/aoW7duGjhwoAoXLixJWrJkiapVq5bsAQEA6dPff/+tcePGKTY2VtLtIvLevXvVvXt3u5XuAQC4W+nSpbVo0aIE7QsXLlTJkiUtSAQAAACkXy6O7lCmTBkdOHAgQfu4cePk7OycLKEAAOlfwYIFNW7cOPXo0UMffPCBBg4cKFdXV6tjAQDSgUGDBqlZs2Y6evSonn32WUnSunXrNH/+fC1ZssTidAAAAEgPmH34DoeLAPF2796tQ4cOSZJKliypChUqJFsoPJqwQ8sUde2M1TEAPGb++ecfeXt7K3PmzGZb586dVadOHXptAgAc0rhxYy1fvlyjR4/WkiVLlClTJpUtW1Y///yzvL29rY4HAAAApCsOFwHOnz+vli1b6pdfflH27NklSZcvX1bdunW1cOFC5c6dO7kzwkGhm0aa913cvCxMAuBxYBiG5s+fr65duyowMFCfffaZ+ZzNZqMAAAB4KI0aNTLXH7t69aoWLFigvn37avfu3eZUcwAAAMC9ODEUwOTwpMzdu3dXRESE/vjjD128eFEXL17U77//rqtXr6pHjx4pkREOiomOMO8XrjXIwiQAMroLFy6oZcuWatu2ra5cuaJJkyZp3bp1VscCAGQQGzduVPv27ZU3b1598sknevbZZ7V9+3arYwEAAADpisMjAdasWaOffvpJJUqUMNtKliypKVOm6Pnnn0/WcHg07lnyyq94U6tjAMigvv/+e73xxhsKCwsz215//XWmhwMAPJKwsDDNnj1bM2fO1NWrV9WiRQtFRUVp+fLljC4DAABAkjnc+z0Dc/i9iIuLS3RhR1dXV8XFxSVLKABA2hUREaG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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:49,453 INFO:Ensemble on Dataset f - Loss: , Acc: 91.36%, AUCROC: 0.9448540229934943, F1 Score: 0.2085\n", "2025-01-13 21:21:49,612 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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59Xdxp9/3p59+2pBkREVFGYZhGNevXzcSEhISPY+bm5vD69++fbshyZg7d26i57x69WqitvHjxxs2m804efKkYRhp/7fYq1cvIzWXKbd+/wEAyCm4rk6f6+pb78tHH32U7D7/FhISYkgyPvvsM7MtLi7OCAgIMDw9PY3o6GjDMFL+c/j3a9++fbvDuf57DXzLf1//008/bVSrVu2OuW+d4/jx44ZhGMbZs2cNV1dX47HHHnO4dpw6daohyZgzZ47D+SQZCxYsMNtiY2ONIkWKGM8999wdz3vrdTzxxBNGfHy8UaRIEWP06NGGYRjGgQMHDEnGhg0bknwPkrom/eKLLwxJxi+//GK2TZw40eG1/Zskw8nJydi/f3+S2/772WPw4MGGk5OT8csvvxhLliwxJBkhISF3fY19+/Y1JDn8Dl6+fNkoU6aM4efnZ77H69atMyQZVapUMWJjY819J0+ebEgy9u3bd8fz3Dp+yZIld80EIGdjOCAAlpg2bZrWrFnj8Pjhhx8S7de+fXuHO9hv3aF8a2ibW2OAr1+/PtluwWvWrNGlS5fUsWNHRUZGmg9nZ2c1aNBA69atS3TMvydVypcvnypVqqQ8efKoXbt2ZnulSpWUL18+h2F2bunRo4fD3Ss9e/ZUrly5tHLlymTfkyVLlqhKlSqqXLmyQ85HHnlEkpLM+V8xMTEqXLiwChcurPLly2vAgAFq1KiRli9f7nCn1OXLlyXpjnc33doWHR3t8N+U3BGVnOjo6Ps6/m66d++e6I6c9u3b6+zZs1q/fr3ZtnTpUtntdrVv317SzW69P//8s9q1a6fLly+b7/358+fVsmVL/fXXXwoLC0v2vCtXrpSzs7P69Onj0P7mm2/KMIxEv9stWrRwuKOrZs2a8vLySvJ3KbU8PT0l3f4Zu7m5ycnp5j/3CQkJOn/+vDw9PVWpUiXt3LkzRc/p4eFhLsfExCgyMlINGzaUYRjatWuXuU96/C0CAIA747o6sfu5rk7tNe/KlStVpEgRdezY0WxzcXFRnz59dOXKlUTDUt7t55AW8uXLp3/++SfRcE938tNPPykuLk59+/Y1rx2lm9fXXl5eiYax8fT0dJijytXVVfXr10/V63B2dla7du30xRdfSLo5IXDJkiXN9+S//n1Nev36dUVGRurBBx+UpBRf10pSs2bNVLVq1RTtO2LECFWrVk1du3bVa6+9pmbNmiW65k/KypUrVb9+fTVu3Nhs8/T0VI8ePXTixAkdOHDAYf/g4GCHua3S4/cCQM7GcEAALFG/fv0UTWBWqlQph/VbF8y3Ppi4ubnp/fff15tvvilfX189+OCDevLJJxUYGKgiRYpIutmlV5J50f9fXl5eDuvu7u4O3UUlydvbWyVKlEjU5djb2zvJD0kVKlRwWPf09FTRokUTjbn5b3/99ZcOHjyY6Ny33Jr06U7c3d3NoX7++ecfTZgwwZww9d9ufai5fPlyspNI/bdQcOt9utMxd+Pl5WU+b3r4b/dxSXr88cfl7e2txYsXq3nz5pJuDgXk7++vihUrSpKOHDkiwzA0dOhQDR06NMnnPnv2rIoXL57ktpMnT6pYsWKJPixWqVLF3P5v//29lm7+bqdkfNu7uXLliqTbPze73a7Jkydr+vTpOn78uMPYpSkdeujUqVMaNmyYvv3220QZo6KiJKXP3yIAALg7rqsTu5/r6n9f86bEyZMnVaFCBYcvzqWUXwf+9+eQFgYOHKiffvpJ9evXV/ny5fXYY4+pU6dOatSoUbLH3MpZqVIlh3ZXV1eVLVs20etI6meYP39+7d27N1VZO3XqpI8//lh79uzRwoUL1aFDh2SHebpw4YJGjhypRYsWJfoZ3romTYmkPjMkx9XVVXPmzFG9evXk7u6uuXPn3nGuqltOnjypBg0aJGr/9+/FrWFJpYz5vQCQs1EEAJCpJTfOovGvyVb79u2rNm3a6JtvvtHq1as1dOhQjR8/Xj///LNq164tu90u6eb4pbc+wPxbrlyO/ytM7pwpyXI/7Ha7atSoYY43+V8lS5a863M4OzurRYsW5nrLli1VuXJlvfLKKw4T3FapUkXffPON9u7dq6ZNmyb5XLcu4G/dJXNrIt99+/Yle3fO3VSuXFm7d+9WXFycw50uqZXcJFz/LXZINz/Qtm3bVl9//bWmT5+uiIgI/fbbbxo3bpy5z63fkQEDBiQ5CZkklS9f/p7z/ld6/i798ccf8vHxMT/Ajhs3TkOHDtVLL72k0aNHq0CBAnJyclLfvn3N130nCQkJevTRR3XhwgUNHDhQlStXVp48eRQWFqagoCCH50jrv0UAAJB2uK6+7U7X1f++5k0P9/Pak/vyOSEhweF5q1SpokOHDun777/XqlWrtGzZMk2fPl3Dhg3TyJEj7y34f6TVz7BBgwYqV66c+vbtq+PHj99xzoJ27dpp06ZNeuutt+Tv7y9PT0/Z7XY9/vjjKbquvSWpzwx3snr1akk3ex/89ddfqSoipFR6/00AAJ+2AWQL5cqV05tvvqk333xTf/31l/z9/fXhhx/qs88+M4dd8fHxcfiCPD399ddfevjhh831K1eu6MyZM2rdunWyx5QrV0579uxR8+bNU3R3SUoULVpU/fr108iRI7Vlyxazu+yTTz6p8ePHa8GCBUkWARISErRw4ULlz5/fvGOoTZs2Gj9+vD777LN7LgK0adNGmzdv1rJlyxy6TCcnf/78unTpkkNbXFyczpw5k6rztm/fXvPnz9fatWt18OBBGYZhDgUkSWXLlpV0s+v2vfyOlC5dWj/99JMuX77s0Bvgzz//NLdnhM2bN+vo0aMOXbOXLl2qhx9+WLNnz3bY99KlS+ZEaVLyHyr37dunw4cPa/78+Q4TSf978uF/S6u/xbT6GwAAAKmT06+rK1asqEqVKmn58uWaPHmyOdRickqXLq29e/fKbrc79AZIj+vApK6NpZt3ld+6nr0lT548at++vdq3b6+4uDg9++yzGjt2rAYPHix3d/ckX4ckHTp0yOG54uLidPz48XT9eXfs2FFjxoxRlSpV5O/vn+Q+Fy9e1Nq1azVy5EgNGzbMbL/VO+Xf0vI6cu/evRo1apSCg4O1e/dudevWTfv27ZO3t/cdjytdurQOHTqUqD2jPx8AwC3MCQAgS7t69aquX7/u0FauXDnlzZtXsbGxkm7eDe/l5aVx48bpxo0biZ7j3LlzaZ5r5syZDuf63//+p/j4eLVq1SrZY9q1a6ewsDDNmjUr0bZr164pJibmnrK8/vrryp07t9577z2zrWHDhmrRooXmzp2r77//PtExQ4YM0eHDh/X222+bd8oEBATo8ccf16effqpvvvkm0TFxcXEaMGDAHbO8+uqrKlq0qN58800dPnw40fazZ89qzJgx5nq5cuX0yy+/OOwzc+bMZHsCJKdFixYqUKCAFi9erMWLF6t+/foOd/D4+PjooYce0ieffJJkgeFuvyOtW7dWQkKCpk6d6tD+0UcfyWaz3fHnnlZOnjypoKAgubq66q233jLbnZ2dE91BtGTJkkRzHOTJk0eSEn2wvHVX0r+fwzAMTZ482WG/tP5bTC4PAABIH1xX3zZy5EidP39e3bp1U3x8fKLtP/74o3kN3bp1a4WHh2vx4sXm9vj4eE2ZMkWenp5q1qzZXV9jSpUrV05btmxRXFyc2fb999/r77//dtjv/PnzDuuurq6qWrWqDMNI8ucm3bxednV11ccff+xw3Td79mxFRUXpiSeeSLPX8V/dunXT8OHD9eGHHya7T1LXpJIUEhKSaN+0uo68ceOGgoKCVKxYMU2ePFnz5s1TRESE+vXrd9djW7durW3btmnz5s1mW0xMjGbOnCk/P78Uz0kAAGmFngAALPHDDz+Yd0H8W8OGDRPdxXInhw8fVvPmzdWuXTtVrVpVuXLl0tdff62IiAh16NBB0s1xPf/3v/+pS5cueuCBB9ShQwcVLlxYp06d0ooVK9SoUaNEX97er7i4ODPXoUOHNH36dDVu3FhPPfVUssd06dJFX375pV599VWtW7dOjRo1UkJCgv788099+eWXWr16dYrGe/2vggULKjg4WNOnT9fBgwfNcSgXLFig5s2b6+mnn1anTp3UpEkTxcbG6quvvtL69evVvn17hy+Tbx3z2GOP6dlnn1WbNm3UvHlz5cmTR3/99ZcWLVqkM2fO6IMPPkg2S/78+fX111+rdevW8vf3V+fOnVWnTh1JNyfz+uKLLxQQEGDu361bN7366qt67rnn9Oijj2rPnj1avXq1wx3sKeHi4qJnn31WixYtUkxMTJIZp02bpsaNG6tGjRrq3r27ypYtq4iICG3evFn//POP9uzZk+zzt2nTRg8//LCGDBmiEydOqFatWvrxxx+1fPly9e3b12ES4LSwc+dOffbZZ7Lb7bp06ZK2b9+uZcuWyWazKTQ0VDVr1jT3ffLJJ827lxo2bKh9+/bp888/T/R3Vq5cOeXLl08zZsxQ3rx5lSdPHjVo0ECVK1dWuXLlNGDAAIWFhcnLy0vLli1LND5pWv8t3vq96NOnj1q2bClnZ2fzeQAAwG1cVyd2v9fV7du31759+zR27Fjt2rVLHTt2VOnSpXX+/HmtWrVKa9eu1cKFCyXdnLj4k08+UVBQkHbs2CE/Pz8tXbpUv/32m0JCQlI8wXBKdOvWTUuXLtXjjz+udu3a6ejRow49NG557LHHVKRIETVq1Ei+vr46ePCgpk6dqieeeCLZPIULF9bgwYM1cuRIPf7443rqqafM97tevXoOPU3TWunSpTVixIg77uPl5aWmTZtqwoQJunHjhooXL64ff/xRx48fT7TvrevIIUOGqEOHDnJxcVGbNm3M4kBKjRkzRrt379batWuVN29e1axZU8OGDdO7776r559//o69UQYNGqQvvvhCrVq1Up8+fVSgQAHNnz9fx48f17JlyxLNIQEA6c4AgAw0d+5cQ1Kyj7lz5xqGYRjHjx83JBk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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:49,688 INFO:Ensemble on Dataset g - Loss: , Acc: 94.32%, AUCROC: 0.9957611111111111, F1 Score: 0.9459\n", "2025-01-13 21:21:49,836 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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8L5988sk9t/mncePGGZKMWbNmmW2xsbFGUFCQ4e3tbURHRxuGkfzfwz9f+44dO+ye69/nwHf8+/W/8MILxpNPPnnf3Hee49ixY4ZhGMbZs2cNNzc3o379+nbnjhMmTDAkGdOnT7d7PknGzJkzzbaYmBgjX758xosvvnjf573zOpo0aWLExcUZ+fLlM4YNG2YYhmHs37/fkGSsW7cuyfcgqXPSuXPnGpKM9evXm20ffvih3Wv7J0mGk5OT8dtvvyW57t/fPfr37284OTkZ69evNxYsWGBIMsaNG/fA19ijRw9Dkt1n8MqVK0bhwoWNgIAA8z1es2aNIckoWbKkERMTY247fvx4Q5Kxb9+++z5P06ZNDS8vL+PkyZNm2x9//GG4uLgk+1waQNbCcEAA0tXEiRO1atUqu+X7779PtF2rVq3s7mC/c4fynaFtPD095ebmprVr196zW/CqVat06dIltWnTRufOnTMXZ2dnVa5cWWvWrEm0z2uvvWb+nDNnTj3xxBPKli2bWrZsabY/8cQTypkzp90wO3e8/vrrdnevdO7cWS4uLlq+fPk935MFCxaoZMmSKlGihF3OOnXqSFKSOf/t2rVryps3r/LmzatixYqpT58+qlq1qpYuXWp3p9SVK1ck6b53N91ZFx0dbff/ybkj6l6io6P/0/4P0qlTp0R35LRq1Upnz57V2rVrzbaFCxcqISFBrVq1knS7W+9PP/2kli1b6sqVK+Z7f/78eTVo0EB//PGHTp48ec/nXb58uZydndW9e3e79t69e8swjESf7Xr16tnd0VWmTBnlyJEjyc9SSnl7e0u6+zt2d3eXk9Ptf+bj4+N1/vx5eXt764knntCuXbuSdUxPT0/z52vXruncuXOqUqWKDMPQ7t27zW3S4m8xOVavXq24uDi99dZbdu3dunV7qOMBAOBIOK9O7L+cV6f0nHf58uXKly+f2rRpY7a5urqqe/fuunr1aqJhKR/0e0gNOXPm1F9//ZVouKf7+fHHHxUbG6sePXqY547S7fPrHDlyJBrGxtvb226OKjc3N1WqVClFr8PZ2VktW7bU3LlzJd2eENjf3998T/7tn+ekN2/e1Llz5/TMM89IUrLPayWpZs2aKlWqVLK2DQsL05NPPqkOHTrorbfeUs2aNROd8ydl+fLlqlSpkqpVq2a2eXt76/XXX9fx48e1f/9+u+1DQ0Pl5uZmPk7O5yI+Pl4//vijmjVrpgIFCpjtxYoVS3ZvDABZD8MBAUhXlSpVStYEZo899pjd4zsnzHe+mLi7u2v06NHq3bu3/Pz89Mwzz+i5555TcHCw8uXLJ+l2l15J5kn/v+XIkcPusYeHR6Lukz4+Pnr00UcTdTn28fFJ8ktS8eLF7R57e3srf/78icbc/Kc//vhDBw4cuGfXzTsThN2Ph4eHOdTPX3/9pTFjxujs2bN2J8zS3S81V65cueeEY/8uFNx5n+63z4PkyJHDPG5a+Hf3cUlq2LChfHx8NH/+fNWtW1fS7aGAypUrp8cff1ySdPjwYRmGoYEDB2rgwIFJHvvs2bMqWLBgkutOnDihAgUKJPqyWLJkSXP9P/37cy3d/mwnZ3zbB7l69aqku7+3hIQEjR8/XpMmTdKxY8fsxi5N7tBDkZGRGjRokL799ttEGS9fviwpbf4Wk+vO+1usWDG79ty5c9t9yQYAIDPivDqx/3Je/c9z3uQ4ceKEihcvbnfhXEr+eeC/fw+p4d1339WPP/6oSpUqqVixYqpfv77atm2rqlWr3nOfOzmfeOIJu3Y3NzcVKVIk0etI6neYK1cu7d27N0VZ27Ztq08//VS//PKL5syZo9atW99zmKcLFy5oyJAhmjdvXqLf4Z1z0uRI6jvDvbi5uWn69OmqWLGiPDw89NVXXyVrrP0TJ06ocuXKidr/+bm4Myyp9HCfi7Nnz+rGjRuJzoGlxOfFAHAHRQAAGdK9xlk0/jHZao8ePdS0aVMtWbJEK1eu1MCBAzVq1Cj99NNPeuqpp5SQkCDp9vild77A/JOLi/1/Au/1nMnJ8l8kJCQoMDDQHG/y3/z9/R94DGdnZ9WrV8983KBBA5UoUUJvvPGG3QS3JUuW1JIlS7R3717VqFEjyWPdOYG/c5fMnYl89+3bd8+7cx6kRIkS2rNnj2JjY+3udEmpe03C9e9ih3T7C22zZs30zTffaNKkSTpz5ow2bdqkkSNHmtvc+Yz06dMnyUnIpNQ9kU7Lz9Kvv/4qX19f8wvsyJEjNXDgQHXs2FHDhg1T7ty55eTkpB49epiv+37i4+P17LPP6sKFC3r33XdVokQJZcuWTSdPnlRISIjdMVL7bxEAAKQezqvvut959T/PedPCf3nt97r4HB8fb3fckiVL6uDBg/ruu++0YsUKLVq0SJMmTdKgQYM0ZMiQhwv+L6n1O6xcubKKFi2qHj166NixY/eds6Bly5bavHmz+vbtq3Llysnb21sJCQlq2LBhss5r70jqO8P9rFy5UtLt3gd//PFHiooIyZXWfxMAcAffugE4tKJFi6p3797q3bu3/vjjD5UrV04ff/yxZs2aZQ674uvra3eBPC398ccfql27tvn46tWrOn36tBo3bnzPfYoWLapffvlFdevWTdbdJcmRP39+9ezZU0OGDNHWrVvN7rLPPfecRo0apZkzZyZZBIiPj9ecOXOUK1cu846hpk2batSoUZo1a9ZDFwGaNm2qLVu2aNGiRXZdpu8lV65cunTpkl1bbGysTp8+naLnbdWqlWbMmKHVq1frwIEDMgzDHApIkooUKSLpdtfth/mMFCpUSD/++KOuXLli1xvg999/N9enhy1btujIkSN2XbMXLlyo2rVra9q0aXbbXrp0yZwoTbr3l8p9+/bp0KFDmjFjht1E0v+cfPifUutvMSV/A3fe38OHD9t9KTt//nyq3lUHAEBWkNXPqx9//HE98cQTWrp0qcaPH28OtXgvhQoV0t69e5WQkGDXGyAtzgOTOjeWbt9Vfud89o5s2bKpVatWatWqlWJjY9WiRQuNGDFC/fv3l4eHR5KvQ5IOHjxod6zY2FgdO3YsTX/fbdq00fDhw1WyZEmVK1cuyW0uXryo1atXa8iQIRo0aJDZfqd3yj+l1ncp6faNUUOHDlVoaKj27Nmj1157Tfv27ZOPj8999ytUqJAOHjyYqD01Pxe+vr7y8PDQ4cOHE61Lqg0AJIk5AQA4pOvXr+vmzZt2bUWLFlX27NkVExMj6fbd8Dly5NDIkSN169atRMf4+++/Uz3XlClT7J7r888/V1xc3H3HZmzZsqVOnjypqVOnJlp348YNXbt27aGydOvWTV5eXvrggw/MtipVqqhevXr66quv9N133yXaZ8CAATp06JDeeecd806ZoKAgNWzYUF9++aWWLFmSaJ/Y2Fj16dPnvlnefPNN5c+fX71799ahQ4cSrT979qyGDx9uPi5atKjWr19vt82UKVPu2RPgXurVq6fcuXNr/vz5mj9/vipVqmR3sdjX11e1atXSF198kWSB4UGfkcaNGys+Pl4TJkywa//kk09ks9nSZUzOEydOKCQkRG5uburbt6/Z7uzsnOgOogULFiSa4yBbtmySlOiL5Z27kv55DMMwNH78eLvtUvtv8V55klK3bl25uLjo888/t2v/9+8DAADcG+fVdw0ZMkTnz5/Xa6+9pri4uETrf/jhB/McunHjxoqKitL8+fPN9XFxcfrss8/k7e2tmjVrPvA1JlfRokW1detWxcbGmm3fffed/vzzT7vtzp8/b/fYzc1NpUqVkmEYSf7epNvny25ubvr000/tzvumTZumy5cvq0mTJqn2Ov7ttdde0+DBg/Xxxx/fc5ukzkklady4cYm2Tcl55P3cunVLISEhKlCggMaPH6/w8HCdOXNGPXv2fOC+jRs31vbt27Vlyxaz7dq1a5oyZYoCAgKSPSfB/dzpBb5kyRKdOnXKbD98+HCS84IAgERPAADp7PvvvzfvgvinKlWqJLqL5X4OHTqkunXrqmXLlipVqpRcXFz0zTff6MyZM2rdurWk2+N6fv7552rfvr2efvpptW7dWnnz5lVkZKSWLVumqlWrpvrFwtjYWDPXwYMHNWnSJFWrVk3PP//8Pfdp3769vv76a7355ptas2aNqlatqvj4eP3+++/6+uuvtXLlymSN9/pvjzzyiEJDQzVp0iQdOHDAHIdy5syZqlu3rl544QW1bdtW1atXV0xMjBYvXqy1a9eqVatWdheT7+xTv359tWjRQk2bNlXdunWVLVs2/fHHH5o3b55Onz6tjz766J5ZcuXKpW+++UaNGzdWuXLl1K5dO5UvX17S7cm85s6dq6CgIHP71157TW+++aZefPFFPfvss/rll1+0cuVKuzvYk8PV1VUtWrTQvHnzdO3atSQzTpw4UdWqVVNgYKA6deqkIkWK6MyZM9qyZYv++usv/fLLL/c8ftOmTVW7dm0NGDBAx48fV9myZfXDDz9o6dKl6tGjh90kwKlh165dmjVrlhISEnTp0iXt2LFDixYtks1mU0REhMqUKWNu+9xzz5l3L1WpUkX79u3T7NmzE/2dFS1aVDlz5tTkyZOVPXt2ZcuWTZUrV1aJEiVUtGhR9enTRydPnlSOHDm0aNGiRHfYp/bf4p3PRffu3dWgQQM5Ozubx/k3Pz8/vf322/r444/1/PPPq2HDhvrll1/0/fffK0+ePKl6NxgAABkN59WJ/dfz6latWmnfvn0aMWKEdu/erTZt2qhQoUI6f/68VqxYodWrV2vOnDmSbk9c/MUXXygkJEQ7d+5UQECAFi5cqE2bNmncuHHJnmA4OV577TUtXLhQDRs2VMuWLXXkyBG7Hhp31K9fX/ny5VPVqlXl5+enAwcOaMKECWrSpMk98+TNm1f9+/fXkCFD1LBhQz3//PPm+12xYkW7nqaprVChQgoLC7vvNjly5FCNGjU0ZswY3bp1SwULFtQPP/ygY8eOJdr2znnkgAE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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:49,907 INFO:Ensemble on Dataset h - Loss: , Acc: 93.85%, AUCROC: 0.9963097777777778, F1 Score: 0.9417\n", "2025-01-13 21:21:50,055 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": [ "2025-01-13 21:21:50,126 INFO:Ensemble on Dataset i - Loss: , Acc: 98.90%, AUCROC: 0.9993681111111111, F1 Score: 0.9891\n", "2025-01-13 21:21:50,273 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": [ "2025-01-13 21:21:50,346 INFO:Ensemble on Dataset j - Loss: , Acc: 46.60%, AUCROC: 0.33056166666666664, F1 Score: 0.0686\n", "2025-01-13 21:21:50,496 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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4wpwANowEAAAAQLI1depUDR061LZcpkwZhYSEKF++fM+9T8MwdPiXXrZlz/R5lMrN+4VyAgAAAEBCcYxWBQAAAPAcOnTooJIlS8rZ2VlDhgzRli1bXqgBIEl3b5y0Wy76xowX2h8AAACABMCcADaMBAAAAECyce/ePXl4eNiWXVxcNHfuXN26dUtlypR54f3/s2+WDq7sZFfzyVLihfcLAAAAAAmFkQAAAABweIZhaM6cOcqePbv27t1r91z+/PnjpQFwcusX0RoALxUPfOH9AgAAAIh/FoslUR6OgJEAAAAAcGjXrl3TBx98oCVLlkiSWrVqpT/++EPu7u7xsv/TOybq6Np+0equnhlVoM64eDkGAAAAACQUmgAAAABwWCtXrtR7772nixcv2molSpTQgwcP4qUJsHq0V4z1cm1+U9psZV94/wAAAAAShqNcpZ8YuB0QAAAAHM7t27f1wQcfqH79+rYGQPr06bV48WKFhIQoTZo0L7T/yIg7T2wAlG29hgYAAAAAAIfBSAAAAAA4lG3btql169Y6ceKErVa3bl1Nnz5dWbJkeeH9n/ljio6s6R2tXvmD/fJMl/OF9w8AAAAgETAQwIaRAAAAAHAYEydOVKVKlWwNAE9PT02ZMkUrVqyIlwbArct/xtgAqNnrEg0AAAAAAA6JkQAAAABwGOXKlbPd27N8+fKaPXu2cufOHW/73zr9FbvlzAWaqHD9b+Ts4hFvxwAAAACQ8JgT4DGaAAAAAHAYZcqU0bBhwyRJH330kVKlir/T2XuhZ+2WC9adIP/iQfG2fwAAAAAwA00AAAAAJEmnT5/W2LFjNXbsWLs/9n/88cfxfizDMLRxckG7Gg0AAAAAwHExEuAxmgAAAABIUgzDUHBwsLp166Zbt24pU6ZMGjhwYIIec/usanbLBeuMS9DjAQAAAEBiYWJgAAAAJBmXL1/WW2+9pXfffVe3bt2SJM2ePVv3799PsGNaoyIUdmGXXe2lEu8l2PEAAAAAJDyLxZIoD0dAEwAAAABJwvLly1WkSBEtW7bMVgsKCtKuXbvk7u6eIMe8c+0vrRmT3q5Wq/dlhzmZBwAAAIBn4XZAAAAAMFVYWJh69OihGTNm2GqZMmXS1KlT1bBhwwQ99raZleyWM+asLWcXzwQ9JgAAAICEx4U9j9EEAAAAgGk2btyotm3b6vTp07baG2+8oWnTpsnX1zdBj20YVkU9uGNXK9Xs+wQ9JgAAAAAkNpoAAAAAMM2yZctsDQAvLy+NHz9eQUFBiXLVzvGNI+yW6/S/neDHBAAAAJBIGAhgQxMAAAAAphk5cqRWrVqlDBkyaNasWcqRI0eiHNca9UAnt46xLbt5ZU6U4wIAAABAYqMJAAAAgEQRFRWlPXv2qHTp0raau7u71qxZIz8/Pzk7OydKDmvUA60Zk86uVj5oc6IcGwAAAEDiYE6Ax5zMDgAAAIDk78SJE6pSpYoqV66sw4cP2z2XNWvWRGsASNLhX3pEqzESAAAAAEByRRMAAAAACcYwDE2dOlXFihXT1q1bdf/+fQUGBsowDNPy/LM32K5Wu2+oKVkAAAAAJByLxZIoD0dAEwAAAAAJ4uLFi2rQoIHef/993blzR5KUM2dOjR071rST5f3LguyWa/T4RxanxBuFAAAAACBlmzRpkgICAuTu7q5y5cppx44dT11/3Lhxypcvnzw8POTv768ePXro/v37cTomTQAAAADEu6VLl6pw4cJasWKFrdahQwft27dPFStWNCVT1IN7unh4iV3NxT2tKVkAAAAAJKykOBJg4cKF6tmzpwYPHqzdu3erWLFiqlOnji5fvhzj+vPmzVO/fv00ePBgHT58WNOnT9fChQv18ccfx+m4NAEAAAAQb27evKk2bdqoSZMmunbtmiTJz89PP/30k7799lt5eXmZlm3j5IJ2yzV7XjApCQAAAICUaOzYsWrfvr2CgoJUsGBBTZkyRZ6enpoxY0aM62/dulUVK1ZUy5YtFRAQoNq1a6tFixbPHD3wXzQBAAAAEG8aNmyokJAQ23Ljxo31559/qn79+iamejgKIOLuFdty5gKNlcotjYmJAAAAACSkxBoJEB4errCwMLtHeHh4tDwRERHatWuXatWqZas5OTmpVq1a2rZtW4yvoUKFCtq1a5ftj/4nT57UypUrVa9evTi9FzQBAAAAEG+GDx8ui8Uib29vzZ49W4sXL1bGjBlNzWQYhn79IpNdreibweaEAQAAAJCsjB49Wj4+PnaP0aNHR1vv6tWrioqKkp+fn13dz89PFy9ejHHfLVu21LBhw1SpUiW5uLgoV65cqlatGrcDAgAAQOKxWq12y5UrV9a0adN04MABtW7d2rQJgP/t6onVdsvZigUmiVwAAAAAEpAlcR79+/dXaGio3aN///7x8hLWr1+vUaNGafLkydq9e7e+//57rVixQsOHD4/TflLFSxoAAACkKJGRkRo1apQ2b96sVatWycnp8bUl7733nonJ7O2c/7qun15vVytU92tzwgAAAABIdtzc3OTm5vbM9TJmzChnZ2ddunTJrn7p0iVlzpw5xm0GDhyo1q1bq127dpKkIkWK6M6dO+rQoYMGDBhg9znsaRgJAAAAgDg5duyYKlasqMGDB2vNmjUaN26c2ZFidPvq4WgNgGINZ8li4RQYAAAASO4Sa06A2HJ1dVWpUqW0du1aW81qtWrt2rUqX758jNvcvXs32h/6nZ2dJT287WlsMRIAAAAAsWIYhiZPnqw+ffro3r17kh6egD76OqnZOr2C3XK+mqPlm+9Nk9IAAAAASOl69uyptm3bqnTp0ipbtqzGjRunO3fuKCgoSJLUpk0bZcuWzTanQIMGDTR27FiVKFFC5cqV0/HjxzVw4EA1aNDA1gyIDZoAAAAAeKZz587p3Xff1S+//GKr5c2bV7Nnz1a5cuVMTBYzw7DKsD6wLReqN1kvFWtjYiIAAAAAiSkpzgPWrFkzXblyRYMGDdLFixdVvHhxrVq1yjZZ8NmzZ+2u/P/kk09ksVj0ySef6Ny5c8qUKZMaNGigkSNHxum4FiMu4waSgbCwMPn4+Cg0NFTe3t5mxwEAAEjyFixYoA8//FA3btyw1Tp16qQxY8bI09PTxGRPdvmvldqzpKltuXa/W0nyQ0Byk5LOtT1qfWp2BACQJJ35oZfZEQBAkuSbxsXsCHYyBS1MlONcmdksUY7zIhgJAAAAgBhFRUWpVatWWrBgga2WNWtWzZw5U7Vr1zYx2bMd+F87u2UaAAAAAEDKwmeAx5gVDQAAADFydna2u5q7efPmOnDgQJJvAFw5vkqR4WG25aJvzDAxDQAAAACYi5EAAAAAeKIvv/xSe/bsUc+ePdW8eXOz4zxT1IN72r24iV3Nr0Ajk9IAAAAAMA0DAWwYCQAAAABJ0vbt27VkyRK7mpeXl37//XeHaABI0h8L3rBbLtZwlpycuO4lpdu9e7cOHDhgW162bJkaNmyojz/+WBERESYmAwAAABIeTQAAAIAU7sGDBxo4cKAqVqyooKAgnTx50u55R7mX5p8rOurmP9tsy96ZSyhzgcYmJkJS8f777+vYsWOSpJMnT6p58+by9PTU4sWL9dFHH5mcDgAAAAnBYrEkysMR0AQAAABIwQ4dOqRXXnlFI0aMkNVq1e3btzV27FizY8XZg/s3dW5/iF2tXJu1JqVBUnPs2DEVL15ckrR48WJVqVJF8+bNU3BwsJYuXWpuOAAAACCB0QQAAABIgaxWq8aNG6eSJUtq9+7dkqRUqVJp+PDhGjdunLnhnsPFw/Z/yC3d4ic5ObualAZJjWEYslqtkqRff/1V9erVkyT5+/vr6tWrZkYDAABAAmEkwGPcIBUAACCFOXv2rAIDA7Vu3TpbrUCBAgoJCVGpUqVMTPb8Dq3qZvs67UvllSGgmnlhkOSULl1aI0aMUK1atbRhwwZ98803kqRTp07Jz8/P5HQAAABAwmIkAAAAQAphGIZmz56tIkWK2DUAunfvrl27djlsA+B+2Dm75YJ1vjIpCZKqcePGaffu3ercubMGDBig3LlzS5KWLFmiChUqmJwOAAAACYGRAI8xEgAAACCFuH37tvr376+wsDBJD2+FEhwcrBo1apic7Pmd2j5Ox9Z9YldL41vYpDRIqooWLaoDBw5Eq3/++edydnY2IREAAACQeGgCAAAApBBp0qTRjBkz9Nprr6lNmzYaP3680qZNa3as53Yv9O9oDYBMueuZlAaOICIiQpcvX7bND/DIyy+/bFIiAAAAJBRHuUo/MdAEAAAASKZu3bql+/fvK1OmTLZanTp1tGfPHhUvXty8YPHkj/kN7JZzVuyrPFUGmpQGSdmxY8f03nvvaevWrXZ1wzBksVgUFRVlUjIAAAAg4dEEAAAASIY2b96sNm3aKH/+/FqxYoXdVTDJoQEgSXdvHLd9na/mZwoo28nENEjKgoKClCpVKv3000/KkiULV4UBAACkBJzy2dAEAAAASEbCw8M1ePBgjRkzRoZh6NSpU5o2bZo6dOhgdrR4dfmvn+2WaQDgafbu3atdu3Ypf/78ZkcBAAAAEh1NAAAAgGTiwIEDatWqlfbv32+rVaxYUbVq1TIxVfyLenBPe5a8bXYMOJCCBQvq6tWrZscAAABAImL052NOZgeYNGmSAgIC5O7urnLlymnHjh1PXX/cuHHKly+fPDw85O/vrx49euj+/fuJlBYAACDpiYqK0ueff67SpUvbGgAuLi769NNPtWHDBuXMmdPkhPHr6G8D7JbLtfnNpCRwFJ999pk++ugjrV+/XteuXVNYWJjdAwAAAEjOTB0JsHDhQvXs2VNTpkxRuXLlNG7cONWpU0dHjx6Vr69vtPXnzZunfv36acaMGapQoYKOHTumwMBAWSwWjR071oRXAAAAYK5Tp06pbdu22rRpk61WpEgRhYSEqFixYiYmSxh3rh3T37un2tXSZitrUho4ikejYWrWrGlXZ2JgAACA5IuRAI+Z2gQYO3as2rdvr6CgIEnSlClTtGLFCs2YMUP9+vWLtv7WrVtVsWJFtWzZUpIUEBCgFi1a6Pfff0/U3AAAAEnB2bNnVbRoUd2+fVvSw5Pc3r17a/jw4XJzczM5XfwzDKs2Ty1pV6vZ66JJaeBI1q1bZ3YEAAAAwDSmNQEiIiK0a9cu9e/f31ZzcnJSrVq1tG3bthi3qVChgubMmaMdO3aobNmyOnnypFauXKnWrVsnVmwAAIAk4+WXX9abb76puXPnKiAgQLNnz1blypXNjpVg/tkbbLfs7u2vVK5e5oSBQ6latarZEQAAAJDIGAnwmGlNgKtXryoqKkp+fn52dT8/Px05ciTGbVq2bKmrV6+qUqVKMgxDkZGR+uCDD/Txxx8/8Tjh4eEKDw+3LXPPTwAAkJxMnDhRmTNn1uDBg5UmTRqz4yQYwzB0aFVXu1rVTodNSgNHtGnTJn377bc6efKkFi9erGzZsikkJEQ5cuRQpUqVzI4HAAAAJBjTJwaOi/Xr12vUqFGaPHmydu/ere+//14rVqzQ8OHDn7jN6NGj5ePjY3v4+/snYmIAAID4ERoaqsDAQC1YsMCunjZtWn3xxRfJugEgSVdPrrFbrtCO20Ei9pYuXao6derIw8NDu3fvtl0kFBoaqlGjRpmcDgAAAAnCkkgPB2BaEyBjxoxydnbWpUuX7OqXLl1S5syZY9xm4MCBat26tdq1a6ciRYrorbfe0qhRozR69GhZrdYYt+nfv79CQ0Ntj7///jveXwsAAEBCWr9+vYoWLapZs2apY8eOOnfunNmREt2DezfsltNkKmRSEjiiESNGaMqUKZo2bZpcXFxs9YoVK2r37t0mJgMAAAASnmlNAFdXV5UqVUpr16611axWq9auXavy5cvHuM3du3fl5GQf2dnZWdLDIeIxcXNzk7e3t90DAADAEdy/f1+9evVS9erVdfbsWUlSVFSUDh48aHKyxHfgf+/Zvs5bY6SJSeCIjh49qipVqkSr+/j46ObNm4kfCAAAAAnOYrEkysMRmDYngCT17NlTbdu2VenSpVW2bFmNGzdOd+7cUVBQkCSpTZs2ypYtm0aPHi1JatCggcaOHasSJUqoXLlyOn78uAYOHKgGDRrYmgEAAADJwZ49e9SqVSsdOnTIVqtWrZqCg4OVPXt2E5MlLsMw9Mun9rc6cvfKYlIaOKrMmTPr+PHjCggIsKtv3rxZOXPmNCcUAAAAkEhMbQI0a9ZMV65c0aBBg3Tx4kUVL15cq1atsk0WfPbsWbsr/z/55BNZLBZ98sknOnfunDJlyqQGDRpo5EiuBgMAAMlDZGSkPvvsMw0ZMkSRkZGSHo5sHDVqlLp37x5tVGRyFnZpv7bNqBCtnrng2yakgSNr3769unXrphkzZshisej8+fPatm2bevfurYEDB5odDwAAAAnAUa7STwwW40n30UmmwsLC5OPjo9DQUG4NBAAAkpQzZ86oRYsW2rZtm61WvHhxzZkzR4UKpax74Fsjw7Xm8wzR6q9+dENOzi4xbIGkIKmeaxuGYZtL7O7du5IeNtd69+6t4cOHP9c+PWp9Gp8RkQy8/0ZJ9WhaTn7pU+vAicvqOXGN/jh64Ynrd25UWu0blJC/r7euhd7TD5uOauB36xX+IEqS5OXhqsGBlfVGpbzKlNZT+45fUu/Jv2rX0YuJ9ZLgIM780MvsCEhivl80X/NDZur6tavKlSefuvf5WAULF4lx3VMnjmv6lIk6euSQLl44ry49+6ppy9Z26+zd/Yfmh8zU0cOHdO3qFY38YryqVKuZGC8FDsY3TdI6T8/e9X+JcpwzXzdIlOO8iJRzKRkAAEAS5+7urr/++kuS5OTkpAEDBuj3339PcQ2AqMj7MTYAavcNpQGA52KxWDRgwABdv35df/75p7Zv364rV65o8ODBOn/+vNnxkAw0qZZfn31QQyNDNqv8BzO1/+RlLf+0mTKl9Yxx/WY1Cmp4u2oaFbJFxd/9Th98uVJNqubXsPeq2tb5pldd1SgVoHc//Uml20/Xr7tOa8WY5sqawSuxXhYAB7T2l5818asxCmzfUd/NWazcefOpV5f3deP6tRjXv3//nrK89JLe79xd6TNkjHmde/eUO08+9ew7ICGjA/GOOQEeowkAAACQRPj5+Wnq1KnKnTu3Nm/erBEjRsjV1dXsWInKMAz9+rn9B1AnZzfV6X9bFifmgMKLcXV1VcGCBVW2bFl5eXnp4MGD8vf3NzsWkoGujctq5sp9Cll9QEfOXlOXcat0L/yB2r5WNMb1XymYTdv+/EcLfzuks5dCtXbXaS1ad1il8z+c88TdNZUaVs6nAdPWa8uBv3Xy/E2NnL1ZJ87dVPs3SiTmSwPgYBbOna0GDZuo/htvKUfOXOrdf5Dc3d21YvkPMa5foFARderWW7Xq1HvieecrFSur/YddVaV6rYSMDsQ7mgCP0QQAAAAwydKlS3X16lW72ltvvaU///xT5cuXNymVeazWyGiTAEtSrT5XTEgDALHjkspJJfJm1m+7T9tqhiH9tvu0yhbMFuM22w+dU4m8mVU638M/+gdk8VGdsjm16veTkqRUzk5K5eyk+xGRdtvdj3igCoVpXAGI2YMHD3TsyCGVKveKrebk5KTSZV/Rwf37TEwGwGymTgwMAACQEt24cUOdOnXS/Pnz1aRJEy1atMjuChI3NzcT05njzrVj2jy1ZLR6nf63TUgDALGX0cdTqZyddPnGHbv65Rt3lM8/+q3NJGnhb4eUwdtDa8e1ksUiuaRy1tT/7dbn8x/OCXP7XoS2H/xH/VtV1NGz13Tpxh01rV5Q5Qpk04nzNxL8NQFwTKE3bygqKkrp09v/tydd+gw6c/qUSakAEznGRfqJgiYAAABAIlqzZo2CgoJ07tw5SdKSJUu0ceNGVa1a9RlbJl/7l7+nCwcXRqvTAEBSER4ervDwcLuaYY2UxYmPU3g+lYu9rD4ty6vb16u188gF5cqaTl90qqkL71TQp3O3SpLe/fQnfdu7nk4u7KzIKKv2/nVRi9YdUok8mU1ODwAAHA1nrQAAAIng7t276tu3ryZOnGirpU2bVpMmTVKVKlVMTGaui4e/j7EBULvfLRPSILnZv3//U58/evRorPYzevRoDR061K7mnKOmXHJyb2RIV0PvKjLKKt90qe3qvulS6+J/Rgc8Mjiwsub/elDBPz/8GT146oo83V00qcdr+mzeVhmGdOrCTdXuNU+e7i7y9nTVxet3FPLJmzp18WZCvyQADsonbTo5Ozvr+n8mAb5x/ZoyPGHSXyA5c5T79ScGmgAAAAAJbOfOnWrdurXdHxxr1aqlmTNn6qWXXjIxmfn2L3/Xbjlb0TYqXH+ySWmQ3BQvXlwWi0WGYUR77lE9Nh8O+/fvr549e9rVfBt+HW854dgeRFq159hFVS8ZoP9t/UuSZLFI1Utk15Rlu2PcxsPNRVar/c+l1Wr9/23tf2bv3n+gu/cfKK2Xm2qVzqEB09Yl0CsB4OhcXFyUN39B7drxu6pUqynp4X9bdu38XY2atjA5HQAz0QQAAABIIA8ePNDIkSM1YsQIRUVFSZLc3d01ZswYderUSU5OTiYnNJdhGDKsjye9rNhuh7wyFTQxEZKbU6fi5/7Hbm5u0ebq4FZA+Levl+7QtI9e166jF/TH0Qvq3Ki0PN1dNXvVwyv9v+v7us5fvaVB0zdIklZuP66ujcto3/FL2nHkvHJlTadBgVW0cvtxW3OgVukcslikY39fV66s6TSqQ3Ud+/uaZq86YNrrBJD0NXunjUYNGaD8BQupQKHCWjxvju7du6d6DRpKkkYM6q+Mvr76oHMPSQ/PV0+fPGH7+sqVS/rr6BF5eHrqJf+XJT0c0Xru77O2Y1w4d05/HT0ibx8f+WXOkrgvEIgDRgI8xpkrAABAAvnpp5/sbiFSpkwZzZ49W/nz5zcxVdJgGIZ++TSNXS11xgImpUFylT17drMjIIVYsv6IMvp4alBgZfmlS639Jy7rzf4LdfnmXUmSv6+33ZX/n87ZIsMwNDioirJm9NLV0Ltase24hszYaFvHJ7Wbhr1XVdkyptH1W/e1bNNRDZ65UZFR1kR/fQAcR83adXXzxg1NnzJR169dVe68+fXFhClK//+3A7p08YIs/7oQ5eqVy3r3nSa25QUhwVoQEqziJUtrwtRgSdLRQ3+q6wePR29O/GqMJOm119/UgCEjE+FVAXhRFiOmsbHJWFhYmHx8fBQaGipvb2+z4wAAgGTMMAw1atRI//vf/zRw4EB9/PHHcnFxMTtWkrB/eTtdOLjArsZEwI7PEc61ixQpopUrV8rf3/+F9uNR69N4SgQAL+bMD73MjgAAkiTfNEnrs07u3j8nynGOf1E3UY7zIhgJAAAAEE9u3ryptGnT2pYtFoumTp2q06dPq0yZMuYFS0LOH1ykA/+ZB0BiImAkntOnT+vBgwdmxwAAAAASTcq+ES0AAEA8MAxDc+bMUUBAgP73v//ZPZcpUyYaAP/v7o2TMTYAqnU9yf06AQAAAMQri8WSKA9HQBMAAADgBVy7dk1NmzZV69atFRoaqnbt2unKlStmx0pyDMPQpilFo9VLt/hJbql9TUiElKpy5cry8PAwOwYAAACQaLgdEAAAwHP6+eef9e677+rixYu22quvvsp9/2NwfONQu+U81YYqZ3nuYYzEt3LlSrMjAAAAIBE4yEX6iYImAAAAQBzdvn1bvXv31rfffmurpU+fXlOmTNHbb79tYrKk6+TWL+yWc7zS06QkSKn++usvrVu3TpcvX5bVarV7btCgQSalAgAAABIeTQAAAIA42LZtm1q3bq0TJ07YanXr1tX06dOVJUsWE5MlXfdunrFbrtb1hMPcOxPJw7Rp09SxY0dlzJhRmTNntvv5s1gsNAEAAACSIT5zPEYTAAAAIJZmz56toKAg21XEnp6eGjt2rDp06MAJ5lNERd61fe3u/ZLcUvuZmAYp0YgRIzRy5Ej17dvX7CgAAABAoqMJAAAAEEvVq1dXmjRpFBoaqvLly2v27NnKnTu32bGSvN9Datu+9slaxsQkSKlu3LjBrboAAABSGK7TeszJ7AAAAACOwt/fX5MnT9bIkSO1ceNGGgCxEPXgniLv37AtO7t4mpgGKdXbb7+tX375xewYAAAAgCkYCQAAABCD06dPa8CAAZo8ebJ8fHxs9ZYtW5qYyvH8+kUmu+WCdcaZEwQpWu7cuTVw4EBt375dRYoUkYuLi93zXbt2NSkZAAAAEoqTE0MBHqEJAAAA8C+GYSg4OFjdunXTrVu35OLiouDgYLNjOaRLR5fbLees0EfOLh4mpUFKNnXqVHl5eWnDhg3asGGD3XMWi4UmAAAAAJI1mgAAAAD/7/Lly+rQoYOWLVtmq61fv17Xr19X+vTpTUzmeK4cX62939uPmshVeYBJaZDSnTp1yuwIAAAASGTMCfAYcwIAAABIWr58uYoUKWLXAAgMDNT+/ftpADyH3Ysb2y2XD9oiJyeuP4H5DMOQYRhmxwAAAAASDU0AAACQooWFhem9997Tm2++qcuXL0uSMmbMqB9++EEzZ86Ut7e3yQkdz4VDi+2W02Z7Rd6Zi5mUBnho9uzZKlKkiDw8POTh4aGiRYsqJCTE7FgAAABIIBaLJVEejoDLsQAAQIq1adMmtWnTRqdPn7bVGjRooGnTpsnPz8+8YA5u/7Igu+VybX41KQnw0NixYzVw4EB17txZFStWlCRt3rxZH3zwga5evaoePXqYnBAAAABIODQBAABAirV//35bA8DLy0vjx49XUFCQw1zNkRSd+WOK3XKFdr+blAR4bMKECfrmm2/Upk0bW+2NN95QoUKFNGTIEJoAAAAAyRAf6x6jCQAAAFKsDz/8UMuXL9e9e/c0a9Ys5ciRw+xIDu3+rfM6sqa3XS1NpkImpQEeu3DhgipUqBCtXqFCBV24cMGERAAAAEDiYU4AAACQIkRFRWnNmjV2NYvFooULF2rdunU0AF6Q1RqpDRPz2tUqdthlUhrAXu7cubVo0aJo9YULFypPnjwmJAIAAEBCY06AxxgJAAAAkr0TJ06oTZs22rp1q9asWaNatWrZnkubNq15wZKRnXPq2C1nLtBYXhnymZQGsDd06FA1a9ZMGzdutM0JsGXLFq1duzbG5gAAAACQnDASAAAAJFuGYWjq1KkqVqyYtm7dKklq166dIiIiTE6WvBiGVTfP2d/7v3D9b0xKA0TXuHFj/f7778qQIYN+/PFH/fjjj8qYMaN27Niht956y+x4AAAASACMBHiMkQAAACBZunDhgtq1a6eVK1faajlz5tTs2bPl6upqYrLk58rx1XbLtfuGyuLkbFIaIGalSpXS3LlzzY4BAAAAJDqaAAAAINlZsmSJPvjgA127ds1Wa9++vb788kulSZPGxGTJ04nNo21fu3hkoAGAJMPJyemZV2dZLBZFRkYmUiIAAAAkFge5SD9R0AQAAADJxs2bN9WlSxfNmTPHVvPz89N3332n119/3cRkyVvYxd22r7kNEJKSH3744YnPbdu2TV9//bWsVmsiJgIAAAASH00AAACQbLRv315LliyxLTdq1EhTpkxRpkyZTEyVvB3+pZfdcqZcdZ6wJpD43nzzzWi1o0ePql+/fvrf//6nd955R8OGDTMhGQAAABKao9yvPzEwMTAAAEg2Ro8eLU9PT3l7e2v27NlasmQJDYAEFHZpv87u+tauxq2AkFSdP39e7du3V5EiRRQZGam9e/dq1qxZyp49u9nRAAAAgATFSAAAAOCwIiIi7Cb5zZ07txYuXKiiRYvq5ZdfNjFZ8hcZfkvbZlSwq1XvdsqkNMCThYaGatSoUZowYYKKFy+utWvXqnLlymbHAgAAQAJjIMBjjAQAAAAOJzIyUsOGDVPJkiV19+5du+def/11GgAJ7OY/v2vt2Cx2tWJvzZGrJ6MukLSMGTNGOXPm1E8//aT58+dr69atNAAAAACQ4jASAAAAOJSjR4+qTZs22rFjhyTpo48+0sSJE01OlTLcvXFSm6YUjfG5zPkbJm4YIBb69esnDw8P5c6dW7NmzdKsWbNiXO/7779P5GQAAABIaMwJ8BhNAAAA4BAMw9DkyZPVp08f3bt3T5Lk7OysDBkyyDAMTvAS0N+7v9Oh1d2f+Hyd/rcTLwwQB23atOG/DQAAAEjxaAIAAIAk79y5cwoKCtKaNWtstbx582r27NkqV66cicmSv7BL+5/YACjXdr3SZi2duIGAOAgODjY7AgAAAEzCtSCP0QQAAABJ2vz58/Xhhx/q5s2btlqnTp00ZswYeXp6mhcshfjv5L+SVKD2WL1cqoMJaQAAAAAAcUUTAAAAJEmGYSgwMFCzZ8+21bJmzaqZM2eqdu3aJiZLOazWSLvlom8GK0vBJialAQAAAIDY47aQjzmZHQAAACAmFotFBQsWtC03b95cBw4coAGQiK6e+MVumQYAAAAAADgeRgIAAIAkq3fv3tq6datatGih5s2bmx0nxTm4spPt67TZXjExCQAAAADEDQMBHqMJAAAAkoTt27dr586d6tKli63m7OysZcuWmZgq5bp384wi7l6xLWcp9LaJaQAAAAAAz4smAAAAMFVERISGDx+uUaNGSZJKlSqlChWiT0aLxGMYVm38ppBdzb9ke5PSAAAAAEDcMSfAY8wJAAAATHPo0CGVL19eI0aMkNVqldVq1cSJE82OleL98qm33XKeqkNksXDaCAAAAACOiE9zAAAg0VmtVo0bN04lS5bU7t27JUmpUqXS8OHDNXv2bJPTpWxndk6OVstZobcJSQAAAADg+VksifNwBNwOCAAAJKqzZ88qMDBQ69ats9UKFCigkJAQlSpVysRkkKQjv35kt1y73y2TkgAAAAAA4gMjAQAAQKIwDEOzZ89WkSJF7BoA3bt3165du2gAJAFXjq+yW67S8SD30QQAAADgkCwWS6I8HAEjAQAAQKKIjIzUV199pbCwMEmSv7+/goODVaNGDZOT4ZGrp9baLXukzW5SEgAAAABAfGEkAAAASBQuLi4KCQmRm5ubWrdurf3799MASEIiI27r7B/f2JaLvjnTxDQAAAAA8GKYE+AxRgIAAIAEcevWLV25ckU5c+a01QoXLqyDBw8qV65cJibDf1mtkVr7ZWa7Wjr/SialAQAAAADEJ0YCAACAeLd582YVK1ZMDRs2VHh4uN1zNACSnt2LmkSruafJYkISAAAAAIgfzAnwGE0AAAAQb8LDw9WvXz9VqVJFp06d0oEDBzRs2DCzY+EZrp361W751Y9umJQEAAAAABDfuB0QAACIFwcOHFCrVq20f/9+W61ixYp67733TEyFZ9k5r57dcu1+txzmahYAAAAAeBI+1jzGSAAAAPBCoqKi9Pnnn6t06dK2BoCLi4s+/fRTbdiwwW5OACQtl4/9pOtnNtqWPdLmoAEAAAAAAMkMIwEAAMBzO3XqlNq2batNmzbZakWKFFFISIiKFStmYjI8y997ZujQqq52tZJNl5iUBgAAAADiFxc4PUYTAAAAPJebN2+qZMmSunnzpqSHJ1i9e/fW8OHD5ebmZm44PNHFIz9q3w+totXLtl4jrwz5TEgEAAAAAEhI3A4IAAA8l7Rp06pLly6SpICAAK1fv15jxoyhAZBEndz6uVaP9oqxAVCgzldK91J5E1IBAAAAQMKwWCyJ8nAEjAQAAACxZhiG3UnOwIED5eLiom7dusnb29vEZHiay3/9rL82DI3xuUoddit1hryJnAgAAAAAkFhoAgAAgGcKDQ1Vt27dlDdvXn388ce2uouLiwYOHGhiMjxLVOR97VnydrR62Varlc6/ogmJAAAAACDhOchF+omCJgAAAHiq9evXq23btjp79qxSpUqlunXrqkSJEmbHQiytGx9gt1yu7XqlzVranDAAAAAAgETHnAAAACBG9+/fV69evVS9enWdPXtWkuTh4WH7GkmfYY1SVMRt27KHT3YaAAAAAABSBOYEeIyRAAAAIJo9e/aoVatWOnTokK1WrVo1BQcHK3v27CYmQ1z88pmP3XKlD/aZlAQAAAAAYBZGAgAAAJvIyEiNHDlSZcuWtTUA3Nzc9OWXX2rt2rU0ABzI9lnV7ZazFm4pJyeu/wAAAACQMlgsifNwBHwSBAAAkqTz58+rSZMm2rZtm61WvHhxhYSEqHDhwiYmQ1yFXdyr0PM77WqFX59iUhoAAAAAgJkYCQAAACRJ6dKl040bNyRJTk5O+vjjj/X777/TAHAwhmFo28xKdrWqnf+SxcJpHwAAAICUgzkBHuPTIAAAkPRw0t+QkBDlz59fmzZt0siRI+Xq6mp2LMTR9uCqdsvF3poj9zRZTEoDAAAAAObgdkCPcTsgAABSqMWLF6to0aLKly+frVa6dGn9+eefcnZ2NjEZnteB/3VQ2MXddjW/fG+alAYAAAAAkBS80EiA+/fvx1cOAACQSG7cuKF33nlHTZs2VZs2bRQZGWn3PA0Ax3Tj7y06/+c8u9qrfW86zPBUAAAAAIhPThZLojwcQZybAFarVcOHD1e2bNnk5eWlkydPSpIGDhyo6dOnx3tAAAAQf3799VcVKVJE8+Y9/GPxjh079MMPP5icCvHh3AH7BkDh+t/IyYlBnwAAAACQ0sW5CTBixAgFBwdrzJgxdvcJLly4sL777rt4DQcAAOLH3bt31bVrV7366qs6d+6cJClt2rSaO3eumjRpYnI6vKhLx/6nc/tm2ZaLNJiubEVbm5gIAAAAAMyVVOcEmDRpkgICAuTu7q5y5cppx44dT13/5s2b6tSpk7JkySI3NzflzZtXK1eujNMx49wEmD17tqZOnap33nnH7nYBxYoV05EjR+K6OwAAkMB27typkiVLasKECbZarVq1dODAAbVs2ZLbxTg4a9QD7V3awq6WOn1uk9IAAAAAAJ5k4cKF6tmzpwYPHqzdu3erWLFiqlOnji5fvhzj+hEREXr11Vd1+vRpLVmyREePHtW0adOULVu2OB03zmPEz507p9y5o3+wtFqtevDgQVx3BwAAEsiDBw80cuRIjRgxQlFRUZIkd3d3jRkzRp06dZKT0wtNDYQkwGqN1Jox6exqLh4Z5J2lhEmJAAAAACBpSIoXvI0dO1bt27dXUFCQJGnKlClasWKFZsyYoX79+kVbf8aMGbp+/bq2bt0qFxcXSVJAQECcjxvnT/8FCxbUpk2botWXLFmiEiX4wAkAQFKxa9cuDRs2zNYAKFOmjPbs2aMuXbrQAEgGoiLva81nae1qPlnLqkb3M7JY+P4CAAAAQFISERGhXbt2qVatWraak5OTatWqpW3btsW4zfLly1W+fHl16tRJfn5+Kly4sEaNGmX7nB9bcR4JMGjQILVt21bnzp2T1WrV999/r6NHj2r27Nn66aef4ro7AACQQF555RX16NFD48eP18CBA/Xxxx/brhyAY7t99bC2TCsTrV680RwT0gAAAABA0uOUSAMBwsPDFR4ebldzc3OTm5ubXe3q1auKioqSn5+fXd3Pz++Jt9k/efKkfvvtN73zzjtauXKljh8/rg8//FAPHjzQ4MGDY50xzpeJvfnmm/rf//6nX3/9ValTp9agQYN0+PBh/e9//9Orr74a190BAIB4cvHiRVmtVrvayJEjtWPHDg0ePJgGQDIRFXk/xgZA7b6hck+T1YREAAAAAJByjR49Wj4+PnaP0aNHx8u+rVarfH19NXXqVJUqVUrNmjXTgAEDNGXKlDjtJ84jASSpcuXKWrNmzfNsCgAA4plhGJo3b546deqkoUOHqlu3brbn3N3dVbJkSRPTIb4YhqE9S5rqyvGfoz1Xp/9tExIBAAAAQNKVWHMC9O/fXz179rSr/XcUgCRlzJhRzs7OunTpkl390qVLypw5c4z7zpIli1xcXOTs7GyrFShQQBcvXlRERIRcXV1jlTHOIwFy5sypa9euRavfvHlTOXPmjOvuAADAC7h27ZqaNm2qVq1aKTQ0VP369dPhw4fNjoUEcOB/7aM1ANL4FaMBAAAAAAAmcnNzk7e3t90jpiaAq6urSpUqpbVr19pqVqtVa9euVfny5WPcd8WKFXX8+HG7Uf/Hjh1TlixZYt0AkJ6jCXD69OkYJx4IDw/XuXPn4ro7AADwnFauXKnChQtryZIltlrjxo2VJUsWE1MhIRiGVRcOLrCreWUqpPKBG01KBAAAAABJm8WSOI+46Nmzp6ZNm6ZZs2bp8OHD6tixo+7cuaOgoCBJUps2bdS/f3/b+h07dtT169fVrVs3HTt2TCtWrNCoUaPUqVOnOB031rcDWr58ue3r1atXy8fHx7YcFRWltWvXKiAgIE4Hl6RJkybp888/18WLF1WsWDFNmDBBZcuWfeL6N2/e1IABA/T999/r+vXryp49u8aNG6d69erF+dgAADii27dvq3fv3vr2229ttfTp02vKlCl6++23TUyGhHJodXe75Vf7XJNTquhXlgAAAAAAkq5mzZrpypUrGjRokC5evKjixYtr1apVtsmCz549Kyenx9ft+/v7a/Xq1erRo4eKFi2qbNmyqVu3burbt2+cjhvrJkDDhg0lPbyXUtu2be2ec3FxUUBAgL788ss4HXzhwoXq2bOnpkyZonLlymncuHGqU6eOjh49Kl9f32jrR0RE6NVXX5Wvr6+WLFmibNmy6cyZM0qbNm2cjgsAgKPaunWr2rRpoxMnTthqdevW1fTp0xkBkAwZhqGIu5f1z54ZtpqHT3YaAAAAAADwDBYlzpwAcdW5c2d17tw5xufWr18frVa+fHlt3779hY4Z6ybAo/sO5ciRQzt37lTGjBlf6MCSNHbsWLVv39423GHKlClasWKFZsyYoX79+kVbf8aMGbp+/bq2bt0qFxcXSXqu0QcAADiiH3/8UY0bN7b9m+zp6amxY8eqQ4cOiTbhERLP9bObtHNu3Wj1cm3XmZAGAAAAAOCo4jwnwKlTp+KlARAREaFdu3apVq1aj8M4OalWrVratm1bjNssX75c5cuXV6dOneTn56fChQtr1KhRMc5RAABAclOzZk1lz55d0sMrAfbt26f333+fBkAydOOfbTE2ACTJLXX00ZIAAAAAAHtOlsR5OIJYjwT4tzt37mjDhg06e/asIiIi7J7r2rVrrPZx9epVRUVF2e539Iifn5+OHDkS4zYnT57Ub7/9pnfeeUcrV67U8ePH9eGHH+rBgwcaPHhwjNuEh4crPDzcthwWFharfAAAJDVp0qTRrFmztGnTJn300UdKleq5/hmHAzj9+3i7Zbc0WeXhk11F35xpUiIAAAAAgKOK818P9uzZo3r16unu3bu6c+eO0qdPr6tXr8rT01O+vr6xbgI8D6vVKl9fX02dOlXOzs4qVaqUzp07p88///yJTYDRo0dr6NChCZYJAICEcPr0aXXp0kUTJkywu/Vd5cqVVblyZfOCIcHdvXFKl4/9ZFvOV/NTBZSN+X6RAAAAAICYMWr+sTjfDqhHjx5q0KCBbty4IQ8PD23fvl1nzpxRqVKl9MUXX8R6PxkzZpSzs7MuXbpkV7906ZIyZ84c4zZZsmRR3rx55ezsbKsVKFBAFy9ejDYi4ZH+/fsrNDTU9vj7779jnREAgMRmGIZmzpypokWL6qefflJgYKBtDgAkf+F3LmnTlCJ2tayFm5uUBgAAAACQHMS5CbB371716tVLTk5OcnZ2Vnh4uPz9/TVmzBh9/PHHsd6Pq6urSpUqpbVr19pqVqtVa9euVfny5WPcpmLFijp+/LjdH0OOHTumLFmyyNXVNcZt3Nzc5O3tbfcAACApunz5st566y29++67unXrlqSHIwJoYKccV0+s+U/FIlfPF5+LCQAAAABSGoslcR6OIM5NABcXFzk5PdzM19dXZ8+elST5+PjE+Y8UPXv21LRp0zRr1iwdPnxYHTt21J07dxQUFCRJatOmjfr3729bv2PHjrp+/bq6deumY8eOacWKFRo1apQ6deoU15cBAECSsmzZMhUuXFjLli2z1QIDA7V//37bZMBI/u7fOmf72iNtgGr3Yy4jAAAAAMCLifOcACVKlNDOnTuVJ08eVa1aVYMGDdLVq1cVEhKiwoULx2lfzZo105UrVzRo0CBdvHhRxYsX16pVq2yTBZ89e9bWcJAkf39/rV69Wj169FDRokWVLVs2devWTX379o3rywAAIEkICwtTjx49NGPGDFstY8aMmjZtmho2bGheMJji3xMCv1zqA+5hCQAAAADPyYnPUzZxbgKMGjXKdouCkSNHqk2bNurYsaPy5Mmj6dOnxzlA586d1blzzJPdrV+/PlqtfPny2r59e5yPAwBAUrNlyxa1atVKp0+fttUaNGigadOm2RriSFkiwx9f+Z/Ov4KJSQAAAAAAyUWcmwClS5e2fe3r66tVq1bFayAAAFKKsLAwWwPAy8tL48ePV1BQEFd/p1Bn/vjGbtknS0mTkgAAAACA4+Oj9WNxnhPgSXbv3q3XX389vnYHAECyV7duXb3//vuqXLmy9u/fr3fffZcGQAp2ZE0fsyMAAAAAAJKhODUBVq9erd69e+vjjz/WyZMnJUlHjhxRw4YNVaZMGVmt1gQJCQCAo4uKitLChQtlGIZdfdy4cVq3bp1y5MhhUjIkRVU6HTE7AgAAAAA4NIvFkigPRxDrJsD06dNVt25dBQcH67PPPtMrr7yiOXPmqHz58sqcObP+/PNPrVy5MiGzAgDgkE6cOKEqVaqoefPm0ebPcXd3l7Ozs0nJkFQcWdvf9nUq97Ty8H7JxDQAAAAAgOQk1k2A8ePH67PPPtPVq1e1aNEiXb16VZMnT9aBAwc0ZcoUFShQICFzAgDgcAzD0NSpU1WsWDFt3bpVktSrVy+FhoaanAxJzZkdE2xfR96/aV4QAAAAAEgmLJbEeTiCWDcBTpw4obfffluS1KhRI6VKlUqff/65XnqJK9UAAPivixcvqkGDBnr//fd1584dSVLOnDm1cuVK+fj4mJwOScmp38fbLdfo/rdJSQAAAAAAyVGq2K547949eXp6Snp4PyU3NzdlyZIlwYIBAOColixZog8++EDXrl2z1dq3b6+xY8fKy8vLxGRIas7snKxjvw2wq7l4pDMpDQAAAAAkH06Ocpl+Ioh1E0CSvvvuO9sfLyIjIxUcHKyMGTPardO1a9f4SwcAgAO5efOmunTpojlz5thqfn5+mj59uurXr29iMiRVR379yG655NtLTUoCAAAAAEiuYt0EePnllzVt2jTbcubMmRUSEmK3jsVioQkAAEixBg0aZNcAaNy4saZMmRKtYQ4YhqHtwVXtaiUaL1Cm3HVMSgQAAAAAyQvjAB6LdRPg9OnTCRgDAADHN2TIEC1dulS3b9/WxIkT1apVK1kYfogY/PJpmmg137yvm5AEAAAAAJDcxel2QAAA4LHbt2/b3eM/ffr0Wrp0qbJmzaqXX37ZxGRIyu5cPx6tVun9vYkfBAAAAACSMS7Ke8zJ7AAAADiayMhIDRs2TLlz59aFCxfsnnvllVdoAOCp7t08bbdcs+d5pU6f25wwAAAAAIBkj5EAAADEwbFjx9S6dWvt2LFDkvTee+9pxYoVXGGAWLkXela7Fja0Lb9UPEip3LzNCwQAAAAAyZQTH9NtGAkAAEAsGIahSZMmqXjx4rYGgLOzs0qXLq2oqCiT08FRbJxc0G45Q0A1c4IAAAAAAFIMRgIAAPAM586dU1BQkNasWWOr5cmTRyEhISpXrpyJyeBITu+YaLecKU99ZS7Q2KQ0AAAAAJC8MWL/secaCXDixAl98sknatGihS5fvixJ+vnnn3Xw4MF4DQcAgNnmz5+vwoUL2zUAOnXqpD179tAAQKzt/f4dHV3bz65WsslCk9IAAAAAAFKSODcBNmzYoCJFiuj333/X999/r9u3b0uS9u3bp8GDB8d7QAAAzNKpUye1bNlSN2/elCRlzZpVq1ev1sSJE5U6dWpzw8FhrB7tpUtHl9nVygdtNikNAAAAAKQMFkviPBxBnJsA/fr104gRI7RmzRq5urra6jVq1ND27dvjNRwAAGaqUaOG7evmzZvrwIEDql27tomJ4GjuXDsWrVb5gwPyzlw88cMAAAAAAFKkOM8JcODAAc2bNy9a3dfXV1evXo2XUAAAJAWNGzdW586dVbFiRTVv3tzsOHAwEXevaPPUkna1ih12yTNdDpMSAQAAAEDKwZwAj8V5JEDatGl14cKFaPU9e/YoW7Zs8RIKAIDE9vvvv6tv377R6hMmTKABgDizRkVo3Xj7P/YXrDNOXhnymZQIAAAAAJBSxXkkQPPmzdW3b18tXrxYFotFVqtVW7ZsUe/evdWmTZuEyAgAQIJ58OCBhg0bplGjRslqtap48eJq0aKF2bHg4C4eWhqt5l+ynQlJAMexfPnyWK/7xhtvJGASAAAAJAdODASwiXMTYNSoUerUqZP8/f0VFRWlggULKioqSi1bttQnn3ySEBkBAEgQhw4dUuvWrbV7925bbfbs2WrevDnDBvFCDv7c2fa1s0tq1ep9ycQ0gGNo2LBhrNazWCyKiopK2DAAAABAMhLnJoCrq6umTZumgQMH6s8//9Tt27dVokQJ5cmTJyHyAQAQ76xWq8aPH6/+/fsrPDxckpQqVSoNHjxY/fr1owGAFxL14K6sUeG25cKvf2tiGsBxWK1WsyMAAAAgGeGz/WNxbgJs3rxZlSpV0ssvv6yXX345ITIBAJBgzp49q8DAQK1bt85WK1CggEJCQlSqVCkTkyG5uHZ6nd2yX743TUoCAAAAAMBzNAFq1KihbNmyqUWLFmrVqpUKFiyYELkAAIhXhmEoJCREXbp0UVhYmK3evXt3jRo1Sh4eHiamQ3Jy+a+Vtq/TvlSeq0+A53Tnzh1t2LBBZ8+eVUREhN1zXbt2NSkVAAAAHAWfxB6LcxPg/PnzWrBggebPn69PP/1URYsW1TvvvKMWLVropZdeSoiMAADEi6VLl9oaAP7+/goODlaNGjVMToXkJOLuFZ3bN8u2nDl/Q/PCAA5sz549qlevnu7evas7d+4offr0unr1qjw9PeXr60sTAAAAAIgDp7hukDFjRnXu3FlbtmzRiRMn9Pbbb2vWrFkKCAjgDykAgCTLYrFo6tSpypQpk1q3bq39+/fz7xbi3brxOeyW/fI1NCcI4OB69OihBg0a6MaNG/Lw8ND27dt15swZlSpVSl988YXZ8QAAAOAAnCyWRHk4gjg3Af4tR44c6tevnz799FMVKVJEGzZsiK9cAAC8kNu3b2vPnj12NT8/P+3fv1+zZ89W2rRpzQmGZGv1aK9oNXfvbCYkARzf3r171atXLzk5OcnZ2Vnh4eHy9/fXmDFj9PHHH5sdDwAAAHAoz90E2LJliz788ENlyZJFLVu2VOHChbVixYr4zAYAwHPZvHmzihUrprp16+rq1at2z2XOnNmkVEjObl3+M1qtTv/bJiQBkgcXFxc5OT38qOLr66uzZ89Kknx8fPT333+bGQ0AAAAOwmJJnIcjiHMToH///sqRI4dq1Kihs2fPavz48bp48aJCQkL02muvJURGAABiJTw8XP369VOVKlV08uRJXbp0ST169DA7FpK5yIg72jr9Fbvaq32umZQGSB5KlCihnTt3SpKqVq2qQYMGae7cuerevbsKFy5scjoAAADAscR5YuCNGzeqT58+atq0qTJmzJgQmQAAiLMDBw6oVatW2r9/v61WsWJFDRkyxLxQSPas1kit/dLPrlbsrRA5pXIzKRGQPIwaNUq3bt2SJI0cOVJt2rRRx44dlSdPHs2YMcPkdAAAAHAEFke5TD8RxLkJsGXLloTIAQDAc4mKitLYsWP1ySefKCIiQtLD20gMGzZMffr0kbOzs8kJkVxZox5ozZh0drVUbt7yy/emSYmA5KN06dK2r319fbVq1SoT0wAAAACOLVZNgOXLl6tu3bpycXHR8uXLn7ruG2+8ES/BAAB4llOnTqlt27batGmTrVa4cGGFhISoePHi5gVDsme1RkZrAEhSjR7nuNoEAAAAAJIAPpo9FqsmQMOGDXXx4kX5+vqqYcOGT1zPYrEoKioqvrIBAPBEERERqly5ss6dOyfp4b9BvXv31vDhw+Xmxq1YkLCOrv04Wq12v1s0AIB4kiNHjqf+Pp08eTIR0wAAAACOLVZNAKvVGuPXAACYxdXVVSNHjlRgYKACAgI0a9YsValSxexYSCHO/jHZbrl231AaAEA86t69u93ygwcPtGfPHq1atUp9+vQxJxQAAAAcihOf0WziPCfA7Nmz1axZs2hXWUZERGjBggVq06ZNvIUDAODfoqKi7O7x36ZNG925c0etWrWSt7e3icmQklw5vtpuuWavi7I4MfcEEJ+6desWY33SpEn6448/EjkNAAAA4Nic4rpBUFCQQkNDo9Vv3bqloKCgeAkFAMC/hYaGKjAwUB06dLCrWywWffjhhzQAkGgMw6rdixvb1VK5epmUBkh56tatq6VLl5odAwAAAA7AYkmchyOI80gAwzBiHO7+zz//yMfHJ15CAQDwyPr169W2bVudPXtW0sMJ6N98802TUyGl+uVT+4ZTwde+NikJkDItWbJE6dOnNzsGAAAA4FBi3QQoUaKELBaLLBaLatasqVSpHm8aFRWlU6dO6bXXXkuQkACAlOf+/fsaMGCAxo4da6ulSZNG9+/fNzEVUrI937e0W06dIa/8S7xrUhogeXv02eMRwzB08eJFXblyRZMnT37KlgAAAMBDzNv2WKybAA0bNpQk7d27V3Xq1JGX1+Oh766urgoICFDjxo2fsDUAALG3Z88etWrVSocOHbLVqlatquDgYAUEBJgXDCnSwZ+76J+9M6PVywdtNiENkDK8+eabdh/anJyclClTJlWrVk358+c3MRkAAADgeGLdBBg8eLAkKSAgQM2aNZO7u3uChQIApEyRkZH67LPPNGTIEEVGRkqS3NzcNGrUKHXv3l1OTnGeygZ4IUd+7RtjA+DVvjfl5BTnuyoCiKUhQ4aYHeHZrv1jdgIAkCR5e7iYHQEAkiT+gvBYnD+9tm3bNiFyAABSuOvXr6t+/fravn27rVa8eHGFhISocOHCJiZDSmWNDNeZnZOi1Yu9NYcGAJDAnJ2ddeHCBfn6+trVr127Jl9fX0VFRZmUDAAAAI6C2wE9FqtPsOnTp9exY8eUMWNGpUuX7qlv4PXr1+MtHAAg5UibNq3tVnNOTk7q16+fBg8eLFdXV5OTISWKuHdd68a9bFer3u2UXD0zmZQISFkMw4ixHh4ezr8LAAAAQBzFqgnw1VdfKU2aNLav6aIAAOKbk5OTZsyYoUaNGmn8+PGqUKGC2ZGQgu2cU8duOWuRVjQAgETw9ddfS3p41dZ3331nNw9ZVFSUNm7cyJwAAAAAiBUn/oRtE6smwL9vARQYGJhQWQAAKcjixYvl6+urqlWr2mr+/v7asWMHzWaYKjLijm5fPWxXK1R3gklpgJTlq6++kvRwJMCUKVPk7Oxse87V1VUBAQGaMmWKWfEAAAAAhxTnG9ru3r1bLi4uKlKkiCRp2bJlmjlzpgoWLKghQ4YwPBcA8FQ3btxQ586dNW/ePPn7++vAgQPy8fGxPU8DAGaKuHtV68YH2NVq97vFzyWQSE6dOiVJql69ur7//nulS5fO5EQAAABwVIwEeCzOkyS///77OnbsmCTp5MmTatasmTw9PbV48WJ99NFH8R4QAJB8/PrrrypSpIjmzZsnSfr77781d+5ck1MBD104uChaA8A9TTYaAIAJ1q1bRwMAAAAAiCdxbgIcO3ZMxYsXl/TwVg5Vq1bVvHnzFBwcrKVLl8Z3PgBAMnD37l117dpVr776qs6dOydJ8vHx0Zw5c9SxY0eT0wHSwZ+7aP/yd6PVq3Q6YkIaAI0bN9Znn30WrT5mzBi9/fbbJiQCAACAo7FYLInycARxbgIYhiGr1Srp4RWd9erVk/TwPs5Xr16N33QAAIe3c+dOlSxZUhMmPL6nes2aNXXgwAG98847DvMPJpKvLdNf0T97Z9rVshULVJ3+t/n5BEyyceNG2+eMf6tbt642btxoQiIAAADAccW5CVC6dGmNGDFCISEh2rBhg+rXry/p4f07/fz84j0gAMAxPXjwQEOGDFH58uV19OhRSZK7u7u+/vpr/fLLL/L39zc5ISCd2TlZty//aVcr+Np4Fa430aREACTp9u3bMc415uLiorCwMBMSAQAAwNE4WRLn4Qji3AQYN26cdu/erc6dO2vAgAHKnTu3JGnJkiWqUKFCvAcEADimv//+W59//rmioqIkPWwi79mzR126dJGTU5z/+QHiVcTdqzq0uqeO/Go/n1HNXpfkX+I9k1IBeKRIkSJauHBhtPqCBQtUsGBBExIBAAAAjitVXDcoWrSoDhw4EK3++eefy9nZOV5CAQAcX86cOfX555+ra9eu+uSTTzRgwAC5uLiYHQvQ7WtHtWVqqWj1Cu9tVyrX1CYkAvBfAwcOVKNGjXTixAnVqFFDkrR27VrNmzdPS5YsMTkdAAAAHAF3d30szk2AR3bt2qXDhw9LkgoWLKiSJUvGWygAgOP5559/lD59enl6etpqHTt2VLVq1bhqE0mG1RoZYwMgf63PlMa3sAmJAMSkQYMG+vHHHzVq1CgtWbJEHh4eKlasmH777TelT5/e7HgAAACAQ4lzE+Dy5ctq1qyZNmzYoLRp00qSbt68qerVq2vBggXKlClTfGcEACRhhmFo3rx56tSpk9q0aaOvv/7a9pzFYqEBgCQj4u4VrRufw66Wxq+oijWcrdTpc5uUCsCT1K9f3zb/WFhYmObPn6/evXtr165dtlvNAQAAAE/ixFAAmzjflLlLly66ffu2Dh48qOvXr+v69ev6888/FRYWpq5duyZERgBAEnXt2jU1a9ZMrVq1UmhoqCZMmKC1a9eaHQuwY416oL/3TI/WAJCkCu9upQEAJGEbN25U27ZtlTVrVn355ZeqUaOGtm/fbnYsAAAAwKHEeSTAqlWr9Ouvv6pAgQK2WsGCBTVp0iTVrl07XsMBAJKun3/+We+++64uXrxoq73zzjvcHg5JhmGN0pbvyujOtWMxPl+7b2giJwIQGxcvXlRwcLCmT5+usLAwNW3aVOHh4frxxx8ZXQYAAIBYi/PV78lYnN8Lq9Ua48SOLi4uslqt8RIKAJB03b59Wx988IHq1atnawCkT59eixYt0pw5c5QuXTqTEwLSg3s39MtnPk9sANTpf1sWJ+dETgXgWRo0aKB8+fJp//79GjdunM6fP68JEyaYHQsAAABwaHEeCVCjRg1169ZN8+fPV9asWSVJ586dU48ePVSzZs14DwgASDq2bdum1q1b68SJE7Za3bp19d1339n+TQDMZhiG1k/MG63u7vOyCtedpAw5qpuQCkBs/Pzzz+ratas6duyoPHnymB0HAAAADowpAR6L80iAiRMnKiwsTAEBAcqVK5dy5cqlHDlyKCwsjKt0ACAZ27hxoypVqmRrAHh6emrKlClasWIFDQAkKfdCz8gaec+uVrtvqKp+eIgGAJDEbd68Wbdu3VKpUqVUrlw5TZw4UVevXjU7FgAAAODQ4jwSwN/fX7t379batWt1+PBhSVKBAgVUq1ateA8HAEg6KlasqPLly2vLli0qX768Zs+erdy5mVAVSYvVGqlN3xS2q9XuG8qtfwAH8corr+iVV17RuHHjtHDhQs2YMUM9e/aU1WrVmjVr5O/vrzRp0pgdEwAAAA7AiaEANnFqAixcuFDLly9XRESEatasqS5duiRULgBAEuPs7KxZs2Zp8eLF6t27t1KlinMfGUhQx9YP1qltX9rV8tUcTQMAcECpU6fWu+++q3fffVdHjx7V9OnT9emnn6pfv3569dVXtXz5crMjAgAAAA4j1rcD+uabb9SiRQv98ccf+uuvv9SpUyf16dMnIbMBAExy5swZ1apVS9u3b7er58qVS/369aMBgCTjzvXj+vXLLFo92itaA0CSAspywQLg6PLly6cxY8bon3/+0fz5882OAwAAAAdhsSTOwxHEugkwceJEDR48WEePHtXevXs1a9YsTZ48OSGzAQASmWEYCg4OVpEiRbR27Vq1bt1ad+7cMTsWYCfi3nWtHu2l1aO9tPnb4oqKuBVtnUy5XlPtfmEmpAOQUJydndWwYUNGAQAAAABxFOsmwMmTJ9W2bVvbcsuWLRUZGakLFy4kSDAAQOK6fPmyGjVqpKCgIN269fCPqhERETpz5ozJyYDHDMPQunEvP3Wdyh8cUMmmS2SxxPo0BwAAAACQzDhZEufhCGJ9P4fw8HClTp3atuzk5CRXV1fdu3cvQYIBABLP8uXL1b59e12+fNlWCwwM1Pjx4+Xt7W1iMsDems/SxljPV3O0spfpLIujjMUEAAAAACCRxOmmzgMHDpSnp6dtOSIiQiNHjpSPj4+tNnbs2PhLBwBIUGFhYerRo4dmzJhhq2XMmFFTp07VW2+9ZWIywF7E3WtaNz57tHqd/rdNSAMAAAAASOqcuEjMJtZNgCpVqujo0aN2tQoVKujkyZO2Za6+AwDHsWPHDjVr1kynT5+21Ro0aKBp06bJz8/PvGDAfxxc1VX/7JkRrf7qRzdMSAMAAAAAgGOJdRNg/fr1CRgDAJDYPD09df78eUmSl5eXxo8fr6CgIBq6SFJObf8qxgZAlY4H5eTsYkIiAAAAAIAj4M8bj8XpdkAAgOSjcOHCGjlypJYvX65Zs2YpR44cZkcC7BxbN0inttvfZjDglR7KW20YzSoAAAAAAGLJyewAAICEFxUVpalTpyo8PNyu3qNHD61bt44GAJKUsIv7tG58QLQGQPHG85Wv+nAaAAAAAACAZ3KyJM7DETASAACSuRMnTqht27basmWLTp06pdGjR9uec3Z2NjEZEF3YxX3aNrNitHqlDruVOkNeExIBAAAAAODYGAkAAMmUYRiaOnWqihUrpi1btkiSvvjiC/39998mJwOeLKYGQMX2O2kAAAAAAADixJJI/3MEjAQAgGTo4sWLateunVasWGGr5cyZU7NmzZK/v7+JyYAn2zL9Fbtl/5LtVaD2WG7/AwAAAADAC3iukQCbNm1Sq1atVL58eZ07d06SFBISos2bN8drOABA3C1dulSFCxe2awC0b99ee/fuVaVKlUxMBjzZmZ2Tdfvyn3a1gnW+ogEAAAAAAHguzAnwWJybAEuXLlWdOnXk4eGhPXv22CaZDA0N1ahRo+I9IAAgdm7evKk2bdqoSZMmunbtmiTJz89PP/30k6ZOnao0adKYnBCI2c559XXk14/salU6HjQpDQAAAAAAyUucmwAjRozQlClTNG3aNLm4uNjqFStW1O7du+M1HAAg9r799luFhITYlhs3bqw///xT9evXNzEV8HQnt36h62c22NUqf3BAHmmzm5QIAAAAAJAcMBLgsTg3AY4ePaoqVapEq/v4+OjmzZvxkQkA8Bx69OihkiVLytvbW7Nnz9bixYuVMWNGs2MBT3Th0GL9tWGIXe2VwE3yTJfDnEAAAAAAACRDcZ4YOHPmzDp+/LgCAgLs6ps3b1bOnDnjKxcA4BmuXr1q90d+V1dXLViwQG5ubnr55ZdNTAY8XWTEHW2d/oru3TxlVy/Xdr18spQwKRUAAAAAIDlhjrnH4jwSoH379urWrZt+//13WSwWnT9/XnPnzlXv3r3VsWPHhMgIAPiXyMhIDR8+XNmzZ9fevXvtnsuTJw8NACRpN8//obVf+kVrABR9Y4bSZi1tUioAAAAAAJKvOI8E6Nevn6xWq2rWrKm7d++qSpUqcnNzU+/evdWlS5eEyAgA+H/Hjh1TmzZt9Pvvv0uSWrdurZ07d8rd3d3kZMCz7ZxXP9r9/yWpdMsVypC9qgmJAAAAAADJlaPcrz8xxLkJYLFYNGDAAPXp00fHjx/X7du3VbBgQXl5eSVEPgCAJMMw9M0336h37966d++eJMnZ2VlvvfWWnJ2dTU4HPJ1hGPrl0zTR6lkKNVORBt8xRBMAAAAAgAQU59sBPeLq6qqCBQuqbNmyL9wAmDRpkgICAuTu7q5y5cppx44dsdpuwYIFslgsatiw4QsdHwCSsnPnzum1115Tp06dbA2APHnyaMuWLRo2bJhcXFxMTgg83fFNI6LV8tcao6JvTKcBAAAAAABIEBZL4jwcQZxHAlSvXv2pH9h/++23OO1v4cKF6tmzp6ZMmaJy5cpp3LhxqlOnjo4ePSpfX98nbnf69Gn17t1blStXjtPxAMCRLFiwQB9++KFu3Lhhq3344YcaM2aMUqdObWIyIPZObvnMbvnVvjfl5BTnUxAAAAAAAPAc4jwSoHjx4ipWrJjtUbBgQUVERGj37t0qUqRInAOMHTtW7du3V1BQkAoWLKgpU6bI09NTM2bMeOI2UVFReueddzR06FDlzJkzzscEAEfQv39/tWjRwtYAyJo1q1atWqVJkybRAIDDOPrbALvlmj0v0AAAAAAAACQ4J4slUR6OIM6fwr/66qsY60OGDNHt27fjtK+IiAjt2rVL/fv3t9WcnJxUq1Ytbdu27YnbDRs2TL6+vnrvvfe0adOmpx4jPDxc4eHhtuWwsLA4ZQQAszRq1Eiff/65ov6vvfuOr/H8/zj+PiebRIyQQey9d2rXKDqUqlIrVlVrVlC0ti9BS81So1YppUurpQStVdQeFXtU7ZFIyHBy//7oz9HTBAlJThKvZx95PHqu+7rv+33HLU7O576uy2LRm2++qRkzZih79uz2jgUkSsyd69o4JV+8dkeX+GsDAAAAAACAlJNsj+K1a9dOVatW1ccff5zofa5duyaLxSJvb2+bdm9vbx09ejTBfbZs2aJ58+Zp3759iTpHcHCwRo4cmehMAJBWVKlSRePHj1fu3Ln15ptv2jsOkGixd28mWAB4vvcpO6QBAAAAADyLzOnjIf1U8cQLA//X9u3b5erqmlyHS9Dt27fVvn17zZkzR15eXonaZ/DgwQoLC7N+nT9/PkUzAsCT2LFjh9q1a6d79+7ZtPfr148CANKdDZP947XV6PqHXDI/fK0fAAAAAACQMpI8EqB58+Y2rw3D0MWLF/XHH39o6NChSTqWl5eXHBwcdPnyZZv2y5cvy8fHJ17/kydP6syZM2rSpIm1LS4uTpLk6Oio0NBQFSpUyGYfFxcXubi4JCkXAKSW2NhYjR49WmPHjpXFYlHx4sU1ZMgQe8cCkizi2lEd2zhUV0/8HG9bo8FJmy4QAAAAAICnlU6m608VSS4CeHp62rw2m80qVqyYRo0apYYNGybpWM7OzqpUqZJCQkLUrFkzSf98qB8SEqKePXvG61+8eHEdPHjQpm3IkCG6ffu2pkyZIn//+E8eAkBadeTIEbVv31579uyxtq1Zs0aDBw+Wg4ODHZMBSRNnidHWOZUT3NZw0O1UTgMAAAAAAP4tSUUAi8WiTp06qUyZMsqWLVuyBAgKClKHDh1UuXJlVa1aVZMnT1ZkZKQ6deokSQoMDFTu3LkVHBwsV1dXlS5d2mb/rFmzSlK8dgBIq+Li4jR16lQNGjTIunC5o6Ojhg0bRgEA6YphGDq3+zMdXdc/we0N+l+ViUcvAAAAAAB2YBa/j96XpDUBHBwc1LBhQ926dSvZArRq1Uoff/yxhg0bpvLly2vfvn1as2aNdbHgc+fO6eLFi8l2PgCwp3PnzumFF15Q3759rQWA4sWL6/fff9fQoUPl6Jhs67UDKW7dhOzxCgBmRzfVD/pbjQZHyMHJzU7JAAAAAABIm2bMmKH8+fPL1dVVAQEB2rlzZ6L2W7ZsmUwmk3VGnaRI8qdNpUuX1qlTp1SgQIEkn+xhevbsmeD0P5K0adOmR+67YMGCZMsBACnpiy++UI8ePRQeHm5te++99zR27Fi5ufFhKdIfIy42XtsLA67aIQkAAAAAALbS4sD05cuXKygoSLNmzVJAQIAmT56sRo0aKTQ0VLly5XrofmfOnFH//v1Vq1atJzpvkkYCSNL//vc/9e/fXz/++KMuXryo8PBwmy8AQML27Nlj/Tnp7++vkJAQffLJJxQAkK4YcRbtXt5cOxY1sGmv1nk7CwADAAAAAPAIkyZNUteuXdWpUyeVLFlSs2bNUqZMmfT5558/dB+LxaK2bdtq5MiRKliw4BOdN9EjAUaNGqV+/frppZdekiS9+uqrNvP8GoYhk8kki8XyREEAIKMbO3as1q5dq8qVK2vKlCnWNU2A9CIq/IJ+nVEswW1ZvMukchoAAAAAAB7OnEojAaKjo61TPt/n4uIiFxcXm7aYmBjt3r1bgwcPtraZzWY1aNBA27dvf+jxR40apVy5cqlLly7avHnzE2VMdBFg5MiReuedd7Rx48YnOhEAPEsiIiK0c+dO1atXz9rm6uqqbdu2ydPT047JgCdz5fhP2ruyZYLbqnXaksppAAAAAABIG4KDgzVy5EibtuHDh2vEiBE2bdeuXZPFYrGuhXuft7e3jh49muCxt2zZonnz5mnfvn1PlTHRRQDDMCRJderUeaoTAkBGt3XrVgUGBurvv//W3r17Vbx4ces2CgBIb279tUM7FtdPcFv1Lr8rU/bCcnB0TeVUAAAAAAA8mjmVFgUYPHiwgoKCbNr+OwrgSdy+fVvt27fXnDlz5OXl9VTHStLCwKa0uJoCAKQR0dHRGjFihCZMmKC4uDhJ0rvvvssIKqRbu758RTfObIrXnil7EdXqtjf1AwEAAAAAkMYkNPVPQry8vOTg4KDLly/btF++fFk+Pj7x+p88eVJnzpxRkyZNrG33P29ydHRUaGioChUqlKiMSSoCFC1a9LGFgBs3biTlkACQIRw8eFDt2rXTgQMHrG3Vq1fX3Llz7ZgKeHLRkZcTLABUabtG2fPWTP1AAAAAAAAkQVp7nt3Z2VmVKlVSSEiImjVrJumfD/VDQkLUs2fPeP2LFy+ugwcP2rQNGTJEt2/f1pQpU+Tv75/ocyepCDBy5EimsgCAf7FYLJo0aZKGDBmimJgYSZKTk5NGjRqlAQMGyMHBwc4JgSezeabtQr+VW/+oHPmft08YAAAAAAAygKCgIHXo0EGVK1dW1apVNXnyZEVGRqpTp06SpMDAQOXOnVvBwcFydXVV6dKlbfbPmjWrJMVrf5wkFQHefPNN5cqVK0knAICM6vTp0+rQoYPNyuylS5fW4sWLVb58efsFA57S2mB3m9eFagyiAAAAAAAASFdSa02ApGjVqpWuXr2qYcOG6dKlSypfvrzWrFljXSz43LlzMpvNyX5ek3F/xd/HcHBw0MWLF9N9ESA8PFyenp4KCwtTlixZ7B0HQDplGIbKly9vnf7HZDKpf//+Gj16dLIs/gLYg2EY+mWcR7z2FwbektmcpOcGADyjnqX32m4V4g/ZBgB7uLlrur0jAIAkyTWN/do4b+e5VDlPl6p5U+U8TyPRZYVE1goA4JlgMpk0ffp0mUwm5c+fX5s2bdKECRMoACBdS6gA8FzH3ygAAAAAAADSHZMpdb7Sg0T/Vn9/5WEAeFZFRUXJ1dXV+rpWrVr66quv1LBhwwz/tCMyvi2fVYjXVrfPWTlnymGHNAAAAAAAILnwaB8APEZ4eLj69OmjM2fOKCQkxGZuthYtWtgxGfB0DCNOl0NXaf+37eJte+H9GzI7ONshFQAAAAAATy/5Z9ZPvygCAMAjbNq0SR07dtTZs2clSVOmTFHfvn3tnAp4ejfO/qZdS19KcFvdPmcpAAAAAAAAkEFQEAGABERFRalfv36qV6+etQDg4eEhLy8vOycDnp5hGI8oAJxhCiAAAAAAQLpnMplS5Ss9YCQAAPzH3r171b59ex0+fNjaVqdOHS1YsED58+e3XzAgGRiGoXUfxf+Qv1Kr75SjQP108wYGAAAAAAAkDiMBAOD/3bt3T2PHjlVAQIC1AODi4qKJEydqw4YNFACQIWz4JI8MS4xNW6PBEfIq2IACAAAAAAAgwzCl0ld6wEgAANA/0//Uq1dP27dvt7aVL19eixcvVunSpe2YDEgehmHojy9f1r3oMJv2F96/YadEAAAAAACkHDMPulkxEgAAJLm6uqpMmTKSJLPZrA8++EA7duygAIAM4e6ts/plnIdunP3Npr1un9MsAAwAAAAAQAbHSAAA+H8TJ07U2bNnNWzYMFWvXt3ecYBkce30Bu1e9mq89sqtf5Rzppx2SAQAAAAAQMpjHMADFAEAPJNWrFih2NhYtWnTxtrm7u6uNWvW2DEVkLx+m1lad2+diddet88ZOWfySv1AAAAAAAAg1VEEAPBMuXnzpnr16qUlS5bI3d1d1apVU4ECBewdC0hWh3/uqb/2LYjXnj+gj4rW/R8LAAMAAAAAMjx+9X2ANQEAPDPWr1+vMmXKaMmSJZKkiIgIffHFF3ZOBSSf6IjLWhvsnmABoHDtoSpWbwwFAAAAAAAAnjGMBACQ4d25c0eDBg3StGnTrG2enp6aMWOGzXRAQHpkib2jAz+8pSuhqx7a54WBt2Q2808+AAAAAODZwUNwD/CJAIAMbdeuXWrfvr1CQ0OtbfXr19f8+fPl7+9vx2TA07l99bAO/9RTYX/vemifen0vyMnVMxVTAQAAAACAtIYiAIAMKTY2VmPGjNH//vc/WSwWSZKrq6smTJigHj16yGxmNjSkX9fPbNQfXzZ56PYC1fqp6PMjUzERAAAAAABpC5/8PEARAECGFBERoTlz5lgLAJUrV9bixYtVvHhxOycDnk5sVFiCBQBH16x6vtcJOTi62iEVAAAAAABIqygCAMiQsmXLps8//1yvvPKKhgwZog8++EBOTk72jgU8lb3ftIk393/usoEq0fBjOThlslMqAAAAAADSHtYEeIAiAIAM4a+//pKjo6N8fHysbY0aNdLJkyeVN29eOyYDnp5hGNo+v6ZuX94fb1vplz+1QyIAAAAAAJBeMDUSgHTNMAwtWbJEpUuXVpcuXWQYhs12CgBI725fOaRfxnnEKwCYzE5qNDjCTqkAAAAAAEjbTKn0lR5QBACQbl2/fl2tWrVSu3btFBYWpp9++kkLFiywdywg2YT9vVvb5j0Xr732u4fVcOBNOyQCAAAAAADpDdMBAUiXfv75Z3Xp0kUXL160trVp00bNmjWzXyggGR1Z857O750br73ee+fl5JbNDokAAAAAAEg/WBPgAUYCAEhXIiIi9O677+qll16yFgCyZ8+u5cuXa8mSJcqWjQ9Hkf7d/Ov3eAWAQjU/UKPBERQAAAAAAABAkjASAEC6sX37drVv314nT560tjVu3Fjz5s2Tn5+fHZMBycMwDJ3d9alCQwbatJdsPFX+FTrbKRUAAAAAAOkPT78/QBEAQLpw5MgR1axZU3FxcZKkTJkyaeLEierWrRvDu5AhnNgSrJObx8Rrr9jyG+Us1NAOiQAAAAAAQEZAEQBAulCyZEm1bt1aS5Ys0XPPPadFixapSJEi9o4FPLWIa0e1dU7lBLdlz1ebAgAAAAAAAE+Ah0YfoAgAIE2Ki4uT2Ww7cGv69OmqVKmSevXqJUdHfnwhfTu8prf+2vt5gttMZidV67xFHjlLpXIqAAAAAACQ0TA1EoA05+zZs6pfv76WLVtm0541a1b17duXAgDSvWunNzy0AFC3z1k1HHiTAgAAAAAAAE/BlEpf6QGfpAFIMwzD0KJFi9S7d2+Fh4dr//79qlWrlnLnzm3vaECyObNzmkJDBsdrL/faF/Ip3iz1AwEAAAAAgAyNIgCANOHq1avq1q2bvv32W2ubh4eHLl26RBEAGULMnWv6bWZpWWIibNqrtvtF2fyr2ykVAAAAAAAZE0sCPMB0QADsbtWqVSpdurRNAaBDhw46cOCAKlWqZMdkQPK4cHCpNk7JH68AULj2MAoAAAAAAAAgRTESAIDd3L59W++9954+//zB3OheXl6aPXu2XnvtNTsmA5LP2mD3BNtLvzJbucu0SeU0AAAAAAA8G8zpZsb+lEcRAIBd7Nu3T6+99prOnDljbWvSpInmzJkjb29v+wUDkoFhGDq1bYJO/DY63ja/Mm1V+uVZMjEuEQAAAAAApAKKAADswtfXVxER/0yN4u7urilTpqhTp058MIp0L+bONW2ckj/BbVXbr1O2PNVSNxAAAAAAAM8gPmJ6gCIAALvw9vbW7Nmz9cknn2jhwoUqUKCAvSMBT8wwDP0yLosk46F9Gg4Mk8nskHqhAAAAAAAARBEAQCqwWCyaNm2a2rdvrxw5cljbX3vtNTVt2lRmM2uUI326HPq99n3T9pF9ar1zUJmyUeQCAAAAACA1mVgTwIoiAIAUderUKQUGBmrr1q3atm2bli9fbjPlDwUApEeGYej2lUMPLQBkzlFUuYq+qqLPj0jdYAAAAAAAAP9BEQBAijAMQ3PnzlXfvn0VGRkpSVq5cqX279+v8uXL2zcc8BQssXe1/uOcCW7LlK2QanTdJbODcyqnAgAAAAAA/8aaAA9QBACQ7C5duqSuXbvqxx9/tLYVKFBAixYtogCAdM0wjAQLAFl8K6lax1/tkAgAAAAAAODRKAIASFbffPON3n77bV2/ft3a1rVrV02cOFEeHh52TAY8Ocu9KB368W1d+vObeNvyV+2tYvXH2iEVAAAAAAB4GDNrAlhRBACQLMLCwtSrVy8tXrzY2ubt7a25c+fqlVdesWMy4Olsn19b4Zf2JLit4aDbNmtcAAAAAAAApDUUAQAki9WrV9sUAJo3b65Zs2YpZ86E504H0jpL7B2t/zjXQ7fXfHsPBQAAAAAAANIofmV/gCIAgGTRunVrrVixQhs2bNC0adPUvn17PiBFuhQdcVln//hUp7dPjLfNq2BDlXttsRydM9shGQAAAAAAQNJRBADwRM6dO6e8efNaX5tMJs2ePVt37961aQfSi9ANQ3R+zxxZYiMT3F6l7Rplz1szlVMBAAAAAIAnwbOpD1AEAJAk9+7d07hx4zRy5Eh98803atKkiXUbU/8gvbl+ZpN2f9VchiXmkf0aDY5IpUQAAAAAAADJiyIAgEQ7duyYAgMDtWPHDknSW2+9pUOHDvHhP9Kd6MjL2jyrvCwxtx/ax690GxWuPVRunv6pmAwAAAAAACQHkxgKcB9FAACPZRiGZs6cqf79++vu3buSJLPZrLfffluenp52TgckXnTkFe1e3ky3Lx94aJ86PY/J1cMvFVMBAAAAAACkHIoAAB7pwoUL6tKli9auXWttK1KkiBYtWqTnnnvOjsmApAm/fFDbP6+W4LYyTebJt1RLFrMGAAAAACCDMPMrvhVFAAAPtWzZMnXv3l03b960tnXv3l0TJkxQ5syZ7ZgMSLy7Yee1/fMaio26EW+bT4nXVbzBeLm4+9ghGQAAAAAAQMqjCAAgQRMmTNDAgQOtr319fTV//nw1atTIjqmApPlz3fs698en8dqz+ddQhdeXycktmx1SAQAAAACAlMaaAA+Y7R0AQNrUunVr63z/rVq10qFDhygAIF05/tvoBAsAFVosV9V2aykAAAAAAACAZwIjAQAkyN/fX7Nnz5bFYlHr1q3tHQdIlEt/fqOj6wcqOuJivG3F6o1Vvqq9mPcfAAAAAIBnAL/+P8BIAADasWOHGjZsqPDwcJv2li1bUgBAunEvOlz7vwtMsABQ8+29yh/QmwIAAECSZLFYtG/fPpt1jwAAAICMiiIA8AyLjY3VsGHDVKNGDa1bt059+vSxdyTgidy+ckghk/wS3Fal7RplzlEklRMBANKS9957T/PmzZP0TwGgTp06qlixovz9/bVp0yb7hgMAAECKMKXSf+kB0wEBz6gjR46offv22rNnj03bnTt3lClTJjsmA5LmzM5pCg0ZbNPmU/INlWs6306JAABpzcqVK9WuXTtJ0g8//KDTp0/r6NGjWrx4sT788ENt3brVzgkBAACAlMNIAOAZExcXp8mTJ6tixYrWAoCjo6NGjRqlrVu3UgBAuhEbdUtrg93jFwBKNKcAAACwce3aNfn4+EiSfvrpJ73xxhsqWrSoOnfurIMHD9o5HQAAAFKC2ZQ6X+kBIwGAZ8i5c+fUqVMnbdiwwdpWvHhxLV68WJUrV7ZjMiDpNnySJ15biYYTlbdSNzukAQCkZd7e3jpy5Ih8fX21Zs0azZw5U5J0584dOTg42DkdAAAAkLIoAgDPiC+//FLvvPOOzeK/ffr0UXBwsNzc3OyYDEiaOEuszu6aHq/9uY6b5elbwQ6JAABpXadOndSyZUv5+vrKZDKpQYMGkqQdO3aoePHidk4HAACAlJBe5utPDRQBgGfEjRs3rAWAPHnyaMGCBapfv76dUwFJc/vKIW2b91y89kaDI+yQBgCQXowYMUKlS5fW+fPn9cYbb8jFxUWS5ODgoEGDBtk5HQAAAJCyKAIAz4ju3btr1apV8vb21tSpU5U1a1Z7RwIS7V5MpEImeie4LX/V3qmcBgCQHrVo0SJeW4cOHeyQBBlVt5a11bdDfXnnyKKDxy4oaPwK/XH4bIJ9HR3NGtC5odq9EiC/XFl17OxlDZnyvdZt+9Omn19OT/2vT1M1rFFKmVyddPL8NXUb8YX2HDmXGpcEIJ1atnSJFs6fp2vXrqposeIa9MFQlSlb9qH9f1n7s2ZMm6K/L1xQ3nz59V5Qf9WqXSfBvqNHDtPKr5ZrwMDBahfYMYWuAEgeJgYCWFEEADKgiIgI/fzzz3rjjTesbSaTSd9//71cXV3tmAx4Mg8rAAR02KSsfqxnAQB4vJCQEIWEhOjKlSuKi4uz2fb555/bKRUyihYNK2p8v9fUa8xy7Tp0Rj3b1NWqT3uoXLNRunoz/ojFEd2bqPXLVdR99FKFnr6sF6qX0PKJXVW34yTtD/1LkpTVw00bFgTp113H1aznp7p6M0KF8+bUzfA7qX15ANKRNT//pI8nBGvI8JEqU6aclixeqHe7ddH3P65Rjhw54vXft3ePBg3op97vBal2nbr6afUPeq9XDy1b+Y2KFClq0zdk/Tod3L9fOXPlSq3LAZBMzPYOACB5bd26VeXKlVPLli0VEhJis40CANIDwzB0/cwmbZ9fU2uD3bU22D1en1IvTlfDgWEUAAAAiTJy5Eg1bNhQISEhunbtmm7evGnzBTyt3u3qaf4327R41e86euqSeo1ZprtRMerQrFqC/du8UlUT5v2itVuO6MyF65qzYovWbj2iPu3rWfv06/SC/rp0U91GfKE/Dp/V2b+vK+T3ozr917XUuiwA6dDihfPVvEVLNXvtdRUqXFhDho+Uq6urvvvm6wT7L/likarXrKWOnd9SwUKF1LP3eypRsqSWLf3Cpt/ly5c1buxojZ3wsZwcnVLjUoCnZkqlr/SAkQBABhEdHa0RI0ZowoQJ1qfbevXqpUOHDslspt6H9OFeTKS2fFZO0RGXHtqH+f8BAEk1a9YsLViwQO3bt7d3FGRATo4OqlDCXx99/ou1zTAMbdgRqqplCyS4j7OTo6JiYm3a7kbFqHqFQtbXL9cpo/Xb/tSSCZ1Vs1IR/X3llmZ/tVnzv92WMhcCIN2LjYnRn0cOq0vXbtY2s9ms556rrgP79ya4z4F9+9S+Q0ebtuo1ampjyHrr67i4OH04aIA6duqiwoWLpEh2ACmLIgCQARw8eFDt2rXTgQMHrG3Vq1fXokWLKAAgzTq5dbxu/fW7bp7fJkdXT0Xf/vux+zTofzUVkgEAMpqYmBhVr17d3jGQQXllc5ejo4Ou3Lht037leriK5U94SsP12/9U73b1tGXPCZ06f011qxZT03rl5eDw4HnCArm91PWNWpr6xQZNmPeLKpXKp4nvt1DMPYuW/LAjRa8JQPp089ZNWSyWeNP+5MiRQ6dPn0pwn2vXrilHDq94/a9dfzDqaP68OXJwdFSbdoHJHxpIQWYWBbCiCACkYxaLRZMmTdKQIUMUExMjSXJyctKoUaM0YMAAOTg42DkhEF9sVJg2fJLbps0SG5lg30qtvleOAnVlMlHMAgA8ubfeektLly7V0KFDn2j/6OhoRUdH27QZcRaZzLzXwpPp/9FKfTq0tfZ/M1SGYejUX9e0aNXv6tD0OWsfs9mkPUfOafj0HyRJ+0P/UqnCvuraoiZFAACp5sjhQ1qyeJGWrfxGJj5QBdItigBAOnX69Gl16NBBmzdvtraVLl1aixcvVvny5e0XDHiEsIt79PuC2o/t51e6tQrXHiY3T/9USAUAyOiioqI0e/ZsrV+/XmXLlpWTk+1cxpMmTXrk/sHBwRo5cqRNm4N3FTn5Vk32rEh/rt2M0L17FuXK7mHTnitHFl26Hv7QfVoGzZGLs6NyeGbW31fD9L/eTXX6wnVrn0vXwvXnKdspEo+evqRm9csn+zUAyBiyZc0mBwcHXb9+3ab9+vXr8vLySnAfLy8vXb9+LX7//x8dsGf3H7px47oaN6hr3W6xWDTxo/FasniRfl63IZmvAkg+lK0eoAgApFPvvvuutQBgMpnUr18/jR49msV/kaYYcRaFXdytW3/9rktHv1PY3zvj9Xmu429yz1lSJrOjzGb+WQIAJL8DBw5YH5I4dOiQzbbEPNU4ePBgBQUF2bTlqjUw2fIhfYu9Z9HeP8+rbkAx/bDpn+k5TSaT6lYtqlnLf3vkvtEx9/T31TA5OprVrH55fb1uj3Xb9n2nVDRfLpv+RfLm0rmLN5L/IgBkCE7OzipRspR2/L5d9eo3kPTPfP47dmzXm63bJbhP2fLlteP339UusKO17fft21T2///dfOXVpgqoZjul3rtvd9ErTZqq2WvNU+Q6ACQ/Pm0B0qnp06erfPnyypkzpxYuXKjatR//dDWQGgzD0KHV7+jvg0se2c+rUCNVbPEVUykAAFLcxo0bn2p/FxcXubi42LTx7xf+beoXGzRnVHvtPnJOfxw6o55t6iqTm4sWff+7JGnu6Pb6+0qYhk1bJUmqUjqf/HJl1f7Qv5Q7V1Z92O0lmc0mTVrwYCHOaV9s0MYF/TSgc0N9vW6PqpTKr86v11DP0V/a5RoBpA/tO3TS0A8GqlSp0ipdpqy+WLxQd+/etX5g/+Hg95Url7f69O0nSWrbLlBdOrbXwgWfq3btOlrz8086fOiQho4YJUnKmjWbsmbNZnMOJ0cneXl5KX+Bgql7cUBSMRTAiiIAkE6EhYXJ09PT+rpw4cL68ccfVbFiRWXJksWOyYAHbpzbrF1LXnxsP/+Kb6tko0dPvQAAQHI7ceKETp48qdq1a8vNzU2GYTC/MZLFyl/2yCubu4a9+7K8c3joQOgFNe0xw7pYsL9PdsXFGdb+Li5OGt7jFRXI7aWIO9Fau/WwugxdpLCIu9Y+u4+cU6t+czSq16v64O0XdebCdQ346Gst+/mPVL8+AOlH4xdf0s0bN/Tp9Km6du2qihUvoU8/m6sc/z8d0KWLF2X+15pr5StUVPCEjzV96mRNmzxJefPl1+RpM1SkSFF7XQKAFGAyDMN4fLeMIzw8XJ6engoLC+ODU6QL4eHh6tOnj7Zt26a9e/cqU6ZM9o4E2Lhz87TO7JisezGRunh4WYJ9TGZHFajWT65Z8siv1JtycHJL5ZQAgNSQVt9rX79+XS1bttTGjRtlMpl0/PhxFSxYUJ07d1a2bNk0ceLEJB/TrULPFEgKAEl3c9d0e0cAAEmSaxp73HzHybBUOU9AIc/Hd7KzNPZHA+DfNm3apI4dO+rs2bOSpPfff1/Tp/MGD/YXdy9a2xfUkmGJVeSN4w/tV6dHqFyz5E7FZAAAxNe3b185OTnp3LlzKlGihLW9VatWCgoKeqIiAAAAAJBeUAQA0qCoqCh9+OGH+uSTT3R/sI6Hh4cqVapk52R41p39Y6aOrhvw2H7FG4xXvio9UiERAACP98svv2jt2rXKkyePTXuRIkWsD1sAAAAgY2HWxwfMj++S8mbMmKH8+fPL1dVVAQEB2rlz50P7zpkzR7Vq1VK2bNmULVs2NWjQ4JH9gfRm7969qly5siZNmmQtANSuXVsHDhxQp06d7Jw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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:50,570 INFO:Ensemble on Dataset k - Loss: , Acc: 51.18%, AUCROC: 0.5398214444444445, F1 Score: 0.0746\n", "2025-01-13 21:21:50,719 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:50,800 INFO:Ensemble on Dataset l - Loss: , Acc: 78.76%, AUCROC: 0.6703077926895804, F1 Score: 0.6178\n", "2025-01-13 21:21:50,962 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": [ "2025-01-13 21:21:51,034 INFO:\n", "=== Plotting Aggregated ROC Curves for Each Dataset ===\n", "2025-01-13 21:21:51,049 WARNING:Missing probabilities for model Ensemble on dataset a. Skipping this model in the ROC plot.\n", "2025-01-13 21:21:51,153 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": [ "2025-01-13 21:21:51,232 WARNING:Missing probabilities for model Ensemble on dataset b. Skipping this model in the ROC plot.\n", "2025-01-13 21:21:51,335 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": [ "2025-01-13 21:21:51,411 WARNING:Missing probabilities for model Ensemble on dataset c. Skipping this model in the ROC plot.\n", "2025-01-13 21:21:51,513 INFO:Saved aggregated ROC curve for c to results/roc_curves/Aggregated_ROC_c.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:51,589 WARNING:Missing probabilities for model Ensemble on dataset d. Skipping this model in the ROC plot.\n", "2025-01-13 21:21:51,690 INFO:Saved aggregated ROC curve for d to results/roc_curves/Aggregated_ROC_d.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:51,765 WARNING:Missing probabilities for model Ensemble on dataset e. Skipping this model in the ROC plot.\n", "2025-01-13 21:21:51,865 INFO:Saved aggregated ROC curve for e to results/roc_curves/Aggregated_ROC_e.png\n" ] }, { "data": { "image/png": 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o55p6XizP//rrr4CnoULwwFbvf+PGjQNg3759Ma8p0npefPFFevfuzYQJE5g+fTovvfQSs2fPZvbs2b43YN49QLHyfh2bN28O+3V4522F+jrCNU/Izc0NWXDGql+/fkyYMIEJEyYwatQoevXqBcCMGTOYMWNGo+O9w08hdOOIUPbu3Qt4Cmgv78fe51pSa147FpF+tjIyMhg7dqxv36DX3r17WbJkCTabjUsvvTTgHO/PzkknnRT2Z8e7Z8/7s9OvXz+eeuopnE4nN910E927d6dPnz5ceumlLT70d+fOnUD4n1FN03zPeY/1F+vssWDe78t9990X9vvy3HPPAYG/p4QQyUuaQwgh2py3KURtbW3IFs7eNy+zZs3ib3/7W6N/HQ/Vaa41nwPCDlnVdR3wbFIfNmxYxGuEuksW7nXDPf7tt99y3XXXYTQaeeyxxxgxYgQHHHAAdrsdTdN44YUXuO666+K+i+L9Orp169aomA0W3FCiNZ144okB3eHcbjeTJ09m+vTp3HrrrQwbNowjjjjC97zZbOawww7ju+++4+uvv46pscOqVasAAu60eT/esmULRUVF5Ofnt9BX5Ln2b7/91mpt972/luGE+1n2uvrqq5k1axazZ8/m3nvvBWDu3Lm4XC7GjBlDTk5OyNcbM2YM6enpEa/t/328+eabGTduHO+99x7Lly9n+fLlvPnmm7z55ptMnTqV//znPxQUFES8XluI9v0Kx/t9OfHEE+nXr1/EY3/3u9816TWEEG1LCichRJvavXs3H3zwAeCJm61YsSLssbt27eKjjz7i/PPPB/BF4cK1YQ73XFPPi4X3DsjBBx8csgV6OD169GDDhg1hXzfc4/Pnz0cpxc0338yf//znRs97o1Dx8n4d+fn5cX8dEH69paWllJWVNWlNoXgLxq+//povv/ySO+64o1EL9gsvvJDvvvuO+fPn8+STT0aM861Zs4Yff/wRIGBO02mnnUZmZiYVFRXMmTOH2267rcW+hgsvvJB3332Xjz/+mMLCwpCdASPxdnSrqKgI+fy2bduatb6TTjqJ/v37s3HjRlasWMGwYcN8PxPBMT3w/Oxs2rSJu+++m2OOOSau1+ratSvXXnst1157LQDr16/n6quvZuXKldxzzz2+SG9zeH9GvXeAQtmyZUvAsS3B+3vqwgsv5M4772yx6wohEkeiekKINjVr1izcbjfHH388ytOgJuR/3qLAf6aTNwr07bffsnHjxkbX/umnn/juu+8aPX700Udjt9vZt29fyDlH+/fv55NPPmnS13PGGWdgsVhYtmxZXNEr794G7wDgYK+//nrIx72zbUK1L66treWdd94JeZ73zXaoeTrgmRXUqVMnfvrpJ18hEQvvHcN58+Y1musDBMS9WoqmaTz11FNomsZnn33G0qVLA56/6aabyMrKYt++fUyePDnsderq6rj55psBGDJkSMBsnqysLP70pz8B8Le//c33xjqcyspK1q5dG9P6x48fT58+fairq+OPf/xj1DtE3377LTU1Nb7PvW/uf/7550bH7tmzhzVr1sS0jki8LednzZrFt99+y/fff0+vXr0444wzGh177rnnAp6fgeY65JBDuPvuuwFYt25ds68HDXvz3nrrLWpraxs9v3DhQkpKSsjMzAy7v68pvN8X7z92CCFSnxROQog25d23FK1pgDdi9f777/vy/3369GHEiBHous4f//jHgH9xLysr449//GPINyh2u51rrrkGgNtuuy1g74vD4eCmm26iqqqqSV9P165dufnmm6mqqmLEiBF8//33jY5xOBy89957rF+/3vfYpEmTsNvtLF++nGeffTbg+BUrVvj2PgTzzqmaPXt2wNdfW1vLDTfcEPYNfs+ePQHPHalQBY7ZbGbq1KkopRg1ahTLly9vdIzb7ebzzz8PmM00ZswYevTowfbt25k8eXJAEfDDDz/w0EMPhVxPcw0ePJixY8cC+IafenXu3JmZM2eiaRpPP/00t99+O9XV1QHH7Ny5kwsuuICvvvqKnJwcXn311UavMWXKFIYOHUppaSknnngiixcvbnSM2+1m4cKFHH300QEDdCMxm83MmzcPm83GwoULGTlyZMhft+LiYu677z6GDRuGw+HwPT58+HAAHnvsMUpLS32P79u3jyuvvJLKysqY1hHJhAkTMBgMzJs3z/fz6X0s2F133UVOTg5///vfefLJJ0PuT9qyZQtz5871ff7555/zwQcfNPpZVErx/vvvA6H/caApxo4dywEHHOAb0Ov/jwdbtmzhjjvuADzRwZZoNuJ14YUXcuyxx7Jq1SomTpwYch9TSUkJM2bMCPsPGkKIJNP2jfyEEB3VsmXLFKCsVqsqLi6OevzgwYMVoJ544gnfYzt37vTNXcnPz1ejR49Wo0aNUnl5eWrAgAHqggsuUIB67bXXAq5VUVGhjj76aAWojIwMdcEFF6hx48ap7t27q06dOvlaNT/88MMB50Vqc+zldDrVZZddpgBlMBjUUUcdpS666CJ18cUXq2HDhvlmMn344YcB57366qu+mUOHH364uvTSS9Upp5yiDAaDrx252WwOOKekpMTXjjo/P1+NHDlSXXTRRapLly4qMzNT3XLLLWHnHx1zzDEKUAcffLAaP368mjRpkrr77rsDjrnrrrt87bx/97vfqQsvvFBdcskl6tRTT1U5OTkKUM8//3zAOcuWLfO1c+/Xr5+65JJL1JlnnqnMZrMaPXp01PbZoUSa4+S1ceNGZTKZFKD+/e9/N3p+3rx5KjMz09dq+pxzzlGXXnqpOvnkk33n9evXL2Ir6IqKCjVu3Djf96SgoED9/ve/V5dddpk6++yzVV5enu9n+t13343561NKqVWrVvm+N5qmqcGDB6sxY8aocePGqeOPP14ZjUbfLKnq6mrfef4/A126dFEXXnihGj58uMrOzlaHHXaYGjlyZMR25MGPh3POOef4vm5N0yK25P7iiy98M7u6dOmiTj/9dDV+/Hj1+9//XvXr188358zL26Y+KytLnXrqqeqyyy5To0aN8n1d2dnZau3atTF/L6P9Pl21apXv16p3797q4osvVuedd56vNfzZZ5+tHA5HwDneduSRfgaj2blzpzryyCMVoNLT09XQoUPVJZdcokaPHq2OPPJI369xcFt9IURyksJJCNFmrrjiCgWoMWPGxHT8008/3Wi+jlKeuUs33nij6tmzp7JYLKpXr17qxhtvVEVFRb5hm6HmNVVUVKh7771XHXjggcpisahu3bqpK664Qm3btk1dffXVClD/+te/As6JpXDy+uCDD9To0aNVjx49lNlsVjk5OWrgwIHqkksuUa+//rqqqqpqdM6yZcvUmWeeqbKyspTdbleDBw9WM2fOVNu3b/e9UQ+2b98+dcMNN6h+/fopq9Wqunfvri6//HK1adOmiG/2tm3bpi677DJVUFDgKxx69+7d6LgVK1ao8ePHq969eyur1aoyMzPVQQcdpEaOHKleeumlkEXv999/r0aPHq3y8vKU1WpVAwcOVI888ohyOp2tVjgppdR1110XcR7Wvn371P3336+OO+44lZeXp8xms+rSpYs688wz1fPPP9/ozXI4K1euVH/4wx/UwIEDVVZWljKZTKpTp07q5JNPVg8//HDYGV7ROBwO9dJLL6kRI0aoHj16KKvVqmw2m+rbt68aM2aMeuONN0LOx9qxY4e68sorVZcuXZTFYlF9+/ZVd911l6qoqIg6xynWwsk7a4kog5O9CgsL1X333acGDx7sG5bcs2dPNXToUDV16lT1v//9z3fsL7/8ou6//351xhlnqAMOOEDZbDaVm5urDj/8cHXPPfeo3377LaY1esXy+3T79u3qxhtv9P3+z8zMVEOGDFHPP/98yDlLLVE4KeWZPzZjxgx12mmnqfz8fGUymVSXLl3UkUceqW688caQf1YJIZKTppQEb4UQ7UNpaSkHHnggZWVlFBYWxtz9zel0MmjQIDZu3Mi3337L4MGDW3ml0c2ZM4cJEyYwYsQI3nvvvUQvRwghhOjwZI+TECLleNtH+9u3bx8TJkygpKSE3//+9yGLpm+//bbRRvzKykpuuukmNm7cyOGHH96mRdP27dvZs2dPo8dXrFjh68Ll3aQvhBBCiMSSO05CiJSjaRo9e/Zk4MCB5Ofns3PnTtauXUtlZSUHHHAAy5cv97UC9tenTx+qq6s57LDD6NKlC3v37mXdunUUFxeTl5fHp59+ylFHHdVmX8esWbOYNGkSRxxxBAcccABGo5HNmzf7OgNOnDix0RBgIYQQQiSGFE5CiJRz33338dlnn7F582ZKSkqwWCz069eP3//+99x+++1hh5X+4x//YOHChaxfv56SkhIMBgO9e/fmrLPO4s477wxZbLWm9evX88QTT/Cf//yHwsJCqqqqyMnJ4cgjj+Tqq6/m0ksvbdP1CCGEECI8KZyEEEIIIYQQIgrZ4ySEEEIIIYQQUUjhJIQQQgghhBBRmBK9gLam6zq7du0iMzMTTdMSvRwhhBBCCCFEgiilqKiooHv37hgMke8pdbjCadeuXW2+AVwIIYQQQgiRvH777Td69uwZ8ZgOVzhlZmYCnm9OVlZWglcjhBBCCCGESJTy8nJ69erlqxEi6XCFkzeel5WVJYWTEEIIIYQQIqYtPNIcQgghhBBCCCGikMJJCCGEEEIIIaKQwkkIIYQQQgghopDCSQghhBBCCCGikMJJCCGEEEIIIaKQwkkIIYQQQgghopDCSQghhBBCCCGikMJJCCGEEEIIIaKQwkkIIYQQQgghopDCSQghhBBCCCGikMJJCCGEEEIIIaKQwkkIIYQQQgghopDCSQghhBBCCCGikMJJCCGEEEIIIaKQwkkIIYQQQgghopDCSQghhBBCCCGikMJJCCGEEEIIIaKQwkkIIYQQQgghopDCSQghhBBCCCGikMJJCCGEEEIIIaKQwkkIIYQQQgghokho4fTll18yYsQIunfvjqZpvPvuu1HPWbZsGYMHD8ZqtdK/f39mzZrV6usUQgghhBBCdGymRL54VVUVRxxxBFdffTWjR4+OevyWLVs4//zzuf7663nttdf47LPPuOaaaygoKODss89ugxULIYQQQohY6LoLV21Jopchkpw5LR9NS40QXEILp3PPPZdzzz035uNnzJhB3759efLJJwEYOHAgy5cv56mnnpLCSQghhBAiSez64U1+/vcduBxliV6KSEJuXWE0aACcdssWLPbOCV5RbFKjvKu3cuVKhg8fHvDY2WefzcqVK8Oe43A4KC8vD/hPCCGEEEK0Dl13SdEkwvp4tZNbnqulxqESvZS4JfSOU7z27NlD165dAx7r2rUr5eXl1NTUkJaW1uicRx55hAceeKCtliiEEEKIDkhiaQ3qqoukaBKNOF2Kfy2p4/2vXQAsWeVizEnmBK8qPilVODXF5MmTuf32232fl5eX06tXrwSuSAghhBDticTShIisqFzn4dcd/LRdR9Pg8jPMjB6WemVISq24W7duFBYWBjxWWFhIVlZWyLtNAFarFavV2hbLE0IIIUSKWLprHTM3fkS1y9Gs62hKZ8Laf2J1N+867d1n+8dQp9tiOFKht2CCy2BUGE0KtJa7ZqtQgQvUDJ5vgtI1aitDv49VmoYyGoIe8/zf6qpAQ+FU6WyrvhQAgwY56a6A40tUBjoG8rVyXkr7v7iX/csvv/Hxv78GIN1m5fIRwzB1zms4oKwElGL4h//jpx01ZGdnMevl5znvnDN9h5jT8uN+3URJqcJpyJAhfPDBBwGPffLJJwwZMiRBKxJCCCFEKpq58SO2Ve5t9nUynNVSNEXh1M1U1dhQqbW1Pom4Qz+sQNMDH/KWX048xZaDHKrTevqerwxzKYNyYCmuiHtl//38B9xVno9NJhN2oxkCruMpNZ4792Su+d9OXn31VQYMGBD36ySLhBZOlZWV/PLLL77Pt2zZwrp168jLy+OAAw5g8uTJ7Ny5kzlz5gBw/fXX889//pM///nPXH311Xz++efMmzePJUuWJOpLEEIIIUQK8t5pMqCRb8tq0jUG7P+R07d8EP3ADqxON/O/iqEoS+hkUDBdtWzDALPNEw0DaOFLtxwFoW6JKQUuhwm30xjyNLfJiKr/4rSgL87g1kE3Uew8HqOrCk1T2M1uLJbG17HjYKJ1KWR0invpde6Gym3IYf1w1WmYuuZT63Kzctc+TjugG1jTGDTySlYefSKaluy3/iJLaOG0evVqTjvtNN/n3r1IEyZMYNasWezevZvt27f7nu/bty9Llizhtttu45lnnqFnz5689NJL0opcCCGECKGl4miJYN1RS+bPlWjO1nm3m49OPmDAQL4t+venzuWixun0vfnWcHNi509D9if+dN9FOHyxNO/6NZQ7NbYOGFQVGgo36Wx3jG9WwVHrzkTF8Haz4Ig9HHTOJky2+lsiSmF01Pqe100mXBZr3JE7u70Gg0FRWWln1uxLUG6FAgxGjbyCzNguUueAmuqkq7z2GnPQNQPdXMV8vedPAc/pNbXoVdWg1mA0KzQNXA6NHV+HL2C3Rnm9HWU7+bHwJ1zuhrhfjcvza2QzWLCsz2JHWRrGJY9w0UUXsXbtWpYuXcqJJ54IJH9aMhYJLZxOPfVUVIQfwlmzZoU8Z+3ata24KiGEEKJ9aKk4WiIM+NGBqSq+N6oaOmZDXdyvVV1XHdNx/v2/LIZaLCFey6mbqa5NCxNLc4V4LPm4/WJeFebubfKaB537C5ldqoIe9X+r7QZi+3UKxeGyUpcZWCjtqYz1bCsYk7foTXdVQsn+gMcMgCGoYZ3ucOPeva/Jr/NDyfdUumtCPmfSPHfFVrkruOnoo9m3bx95eXnU1cX/+zGZpdQeJyGEEELEriXiaIlidu8DPHcHdFv0vTG9rJs5IuO/WAzOVl9bJN+VD8VtDm6CoIFuROmhI1fJSGkWimuOR3N6ihmDsXX3J5ksnl83pUNtuRWD04mmN2zIqUtPR2kGQDWKpUVTV2dm1aojsVR49t5omoY9y4rVHmMr7NJiUG5AAy259mmlqxruqFoIuYExO1dhEbjr12w0oLuhdI8NY0FGk1/LXdrwfU8zNfyMm4wmDu0ykLnGGh5c/xVuXeeII45g4cKF9O3bt8mvl4ykcBJCCCHagVCxvKJaz9D3fFsWC4ZPDTh+zZo1LF68GIcjOWN8ZQ5P0ZSbk8O0adNYsgmeXAlVQXVRncuFo66GhysPxkJii6bH83+hsku3hK4hFEe1k+pyB0pXnsokRkppnlibpshLD9NVIIpefbZx+OB1mM2R77ZZ0zx3Jmpq7Ly74KJGz0eKpcXm08BPS+M4tbTY833L7QTT54Y9rHLRUoofm4le2fQ7Y021Nehzd2E16DrGgs70+d8CALrEcJ0N8+ezYsoU6ioaN4qo1T2/Rhk9enD9jh2+x2tqarjuuut49dVXARg/fjwvvPACdru9KV9KUpPCSQghhGgHIsXy7KbGMaPFixdTWFjY5HhbazNrgAbpVjd11ft4bjkUhhmTlKmKsFPepusLVk02v1Z3Qk/KjRxmyGjeoNE9TTzv7MHvk50T+69NjdPKHlNe2OdDxdLajDVyg4vix2bi3LStjRYTG0NGfMXLiilTKF6/PuIxlqDI4xtvvMGrr76K0WjkiSee4JZbbkn5JhDhSOEkhBBCtAPhYnl2k5VJB53b6HiHw0FP+68cnvs15gTH26JZ+syzNOUeQ1up0bL5IPNJutiS821V8e4KdLdCAzQtzn1jGtgtOlZT0xojpJk9P5e6rlFbE7nwcDpN/LTmMLq5ikM+Hy6W1iasaTDyyoiH+O40GQwYuyZ+NpEhw07ePZPiOsd7p0kzGEgvKGj0vCUzk2EPPhjw2MSJE/n2228ZO3Ysp556apPXmwo0Fak7QztUXl5OdnY2ZWVlZGWlVt5bCCFEaoq3u120jnIKT4OvwGc9bZeVMoAe/e83i7OE83q8mfRFU1O9XfUBDpXb5PNLyt3oCvKzjbz0l8jxO5MtF4MhMUXT8vk/MXfKMmoq6u8aOht3gCupMqErjXy7g9mXro4aOYvHprpNrKxZiVOF/jmqUlUoFBlaBpNy4nsTn2yiRfHchUWN4nHJLjiaV7V7N0rXG8Xx/CmlmDlzJpdccgkZGU3fM5Us4qkNkvOfRoQQQoh2JN7udk3pKNdAJ9QGjuBInsVU226Lplo9k1+Le8bUBjsag8WExd65BVbVOuZOWcaO9UVBj4b+utPM9fuUokTO4rGyZiUleknU48xa86KCySDWKF688bhEChfNC47jeVVVVXH11Vczb948Pv74Y+bNm9duY3mhSOEkhBBCtLJ4u9tF6yjnDltTaaBsoALfpB5gW89RWctCts9ubxwqk/867iM/p/nto+1WjYkjcpq/qFbkvdNkMGjkFmRAWTHo9Q0gDA0/O2kWncuHlUC3XlEjZ/Hw3mnS0EjX0kMeY9bMDEkb0mKvmSixRPGaEo9LpFDRvFBxPIBffvmFUaNG8cMPP2A2mzn99NPbdK3JQAonIYQQIop4ona1LqioC5qVaSj3DKB0ZbH3q/M5sGgJJj38tQz1lZHDmMOXPRu/gXEaDKBpmN1uBu+PvG1fw8WRGSdg0aIXTc2Nt/kzpO/DnLsFtNi7uIWjmRxoGuhOK47fTgh4LjhSZ7LlckGCYnNxW/0lvPsqOELPxvG3fEMGc1d0oqbOUwzlnG+h++1pHPqxAcio73znBL2+eDEYIDuwycIG+rIBgI1QuhEAvdaBXlEFetPucNbmW8CoYd1byxljl0U48t2oA1aTnbvQc2fP2DU/ZaJ4kWyYP5/KnTsBSC8oCBvNA/jwww+57LLLKC0tpVu3brz99tsMGzasrZaaNFLkTxYhhBAiceIeJGsIHN3p5datHFS8hAxnYUyXcRmtOI0RZv+4dPaXutFwYTOE7lxmN5RgzWzcWjhYS8bbAAp6rIcWa5ZgAcCp29ldkh3yiGSP1IX07quw57eYDp37ZS92lDXcRTvoNju2AYE/G5UE/ayoGCa8WgGrJaY1RGKqcDRruGoqSaUoXiQrpkzxfRwumqfrOtOmTWPKlCkopRgyZAhvv/023bu3zWDkZCOFkxBCCBFFPFG7vVUNUTqjf/WkrFTuPxuTe57nUzQcxtBFAIDLYGVz3vmY3aHn5xiVTs+aco7r9D5DbA9i1aIXR+G0ZLzNtz6TZ91KgXK1wHWVEb20H51yGheSqRCpC8l7p0kzQE74FtwANW5P/NKgKXLTXVjq3+cqt8K1Tw/sfKdpkGYHc/Tvu6uwCPT6QamGpg13NdW4GDj7N4wFKVa4NkGqRfEi8Z/VFCqaB1BcXMyzzz6LUorrr7+eZ555Boul+YV2qpKuekIIIUQYa9as4a2Fb1NcVQqAAUPYwskb0XPrnm53Rg261KemHHWKqlodtw4mKtFQ5NQPdm0OXXex9OneuBxhBhyF8Z+eD1NnbOiG5TKko7QId7aaoLSmBqUUuXY7T108tkWvHU6jDnPJyL/rXf1epJwRNrrflYEh9BYhAPT6atyAIsvk8kXkbHsdnD32v01eTip2ghPNt2H+fBaPGwc0Hmgb7KuvvuLnn39m0qT2UTAGk656QgghRAtYvHgxFUWlNLRa0CmtLQ15rIZOelDzhWq/9JwNwO8f9L2DXZujrroo7qKpTktjpzMT5fIvlGJrk94UNnPbdVML3WEuGQW+/TroNju2A6N1Jmt4vtYvktdSEbn2Ej8TsYkU01u0aBFOp5MxY8YAMHToUIYOHdqm60tWUjgJIYQQYTgcnoJCAS4bZJnTsRobFwJdTOvpZ42/a93SZ55tiWXGzGlI4+f8y8lJD72foaXZzGZGDz6yTV4LQnSYS0bBXe80DUuWp6JWboVzf5jz3J5z0jQX5vq6qaUicu0pfiZiEyqmp+s6999/Pw8++CB2u53DDjuMgw8+OFFLTEpSOAkhhGg3lq2pZtbiUqodsafQLXU/Y6/9Ak0FFj3K4MLorkHDUzT9eFJX9m75a6PzDcrFY3UHYiE54mHeGF55TS0KRXZaGg+NvADwDGr9fap0nItBcDSvZLenGUJuQQazd9yauIVF6pZXWsymw7qw8txDcHb2FDxVeiUKSCuqY+S40LG7sJG6/2uF9YuUFjzUNpSq3bsBT0zv4DFjKCkp4fLLL+eDDz4A4Nprr+XAAw9sk/Wmkvbzp6cQQogOb9biUrYXuuI6py9fYCJEvMuvJ4PbqKErT4c7g3Jhp2HgZ4Yqwk58cbnWEhDDM3juuBht2anXbS5G4aJ5aZkJ3rwepVveyrMGUNIpraHrXX0KL5bYnUTqRDThhtqGYsnM5IcffmDkyJFs3rwZm83Giy++yOWXX97Kq0xNUjgJIYRoN7x3mgwa5GXH1uzAVFYHytPlTtca4l26pQo0HbdRY9eB+VTuP5uhda8zznVX0hRK/kLF8No6KtfWQkXz0jItXP7gqQlcFVG75Tntnm533qGxrsIiTBUODvrHTxFjdxKpE7EINdQ2FEtmJuXnnsvxxx9PdXU1vXv3ZsGCBQwePLitlppypHASQgiRME2J1kVSXOa5TZSXbWTetB6Nnl+yCV54fw15vy3G6K5vMV7/r/5Oq4H1p/r9a77BhaYpXK5s9KKp/G+ii6VP/x6XK3rRFNy1LpRQUbrmSJUYXuWipRQ/NhO9sjqm49eU5bCksACHu3Gr7DKXGdDIMjh4IG9NwxN/+5Stf2uhBYdgz3WR09OJwQi/HNmVVecOoM5/ZtUNh6Hh2Rvnrmvc9KHW7jnWOzRWOtuJSGKJ3vnzxvCiDbUFuOuuu6iuruaMM87gzTffpFOnTs1eb3uW/H/CCiGEaLeaEq2Lhd0aukPZkyuh57bFpNU1HkCrm3Q0Y+OiSOlW0s3gqi2JqYNd6K51IXSAKF0oxY/NxLlpW8zHLykZQKHbFvEYq6pr0+GrOQPTsKR5CrlV5w2gpGvTGlEER/MkhidCiSd65y/cUFt/jzzyCP3792fSpEmYTFIWRCPfISGEEAnTlGhdNJGGoVY5wah7O+VpOM2eAbTKUkZ5fydpTgW635sNZSGj9gRuGryPuuroba7j7VrX3qN0ofjuNBkMGLvmRz3eUerZr6ShyDY5Gz1vNer8vus+jNltV3warDWAQimos3reSmm6wl7u19ZdeebKKj10ER/cEU9ieCKcWKN3/iyZmSGH2q5du5bp06cza9YsLBYLJpOJ6667rkXX255J4SSEECLhwkXrWlNuTjbTpk1j1w9vsvqDG7EWO6A41JFPwW+wIsQzSzrdhy29U7vtWteajF3zY4qlGXs+DTsryOuRldhOef7uuhxK9qPldULL7QSqknRjJpP63hrfdaQjnohDLNG7SObOncu1115LbW0t/fv3529/a8U8azslf7oLIYRoU/77mrx7klrLmjVrmD3/baprK1AoDgPMLs88nKLaci76ZCoT1v4Tq7tpA2AdhnSMxqwOFbWLV/CeJndhKgyoDRLcXry0mE2Hd2PluYdQpaoSuzYhonA6ndx1110888wzAJx77rncdtttCV5VapLCSQgh2ildd+GqLYl+YBt7Y3Eh+/Z59jVZNUCDXKuJuuqWbyH94eK30Cr2ke7/YH2PAYdJw122vclFk9OQRp1mR3alRBZuT1NK7ecJ0V7c11IcT9zUrDUejCxEou3du5dx48bxxRdfAPCXv/yFBx54AKOxZaLRHY0UTkII0Q7t+uFNfv73HTE1M2hroy1AiFTe0mda/rWOCfNaPpuadl2TNZvvssahNHnzEU2oPU0pt58nRHtx/5biOYYchqQNSdTqhAhpzZo1XHjhhezYsYOMjAzmzJnDqFGjEr2slCaFkxBCtDO67kraoikVDLt2NRZ75KYFJlsu789fCNWxtdRu7yK1GPdG8yLtaVo+/yfmTlnmm8vkr2R3pe/jTXWbWFmzEqdq3CQCAKcDaqpBtUx7e58bDvP832CAbE/h5InoKdK1dK7MvrJlX090eP4tyL3txeOVmZlJRUUFBx98MAsXLmTgwIEtvMqORwonIYRIMdEieHXVRVI0NZHJmo09rz8GafAQl1hajEeK5s2dsowd6yPvfUrLtLCyZiUleoT4qQnIbOXInKoM+FQieqI1hGpBHkt7caUUmubp5DhgwAA++ugjBg4cSHZ2dquss6ORvxmEECKFJHMEL9WZrNkMPOtJKZqaIFqL8WjRPO+dJoNBI7eg8UyktEwLlz94KhvUSsATj0vX0hsdR1kx6LpvLS1K0yDNDmar7yGzZpaInmgVwS3Iw7UX97d7924uvvhipkyZwvDhwwE44YQTWn2tHYn87SCEECmiORG8WOJnLWX5nh94bfPn1LgaYld1TkVVrd7wnlaD3Kzo+4MsuxxkbKpCc0aOXhkcOhrgshrYNCyf+sZ5GDUwGivQUeRbs5h1yp1hr2Gy5fqKplVbtrJw7TpqnWEiYUBpTU3U9aeycPG7NWU5LCkswOFuKEyUPhAYiGYwYDQ3/jnLOQa69/gOw/rvQr7WoR8rIMMzzys91PfcyQaWUOU2g0EjvdzBpH+uanxYaTEoHXI7wfS5cXy1QiSWfzQP8MXzYm1B/tVXXzFmzBh2797N9ddfz/r162WgbSuQ76gQQiRYrN3vmhrBa+v42cvbv2abI6hFswGC289VuvWo1xqw3oleFT0K5W1qXmvQqLYEv/G2AdA5LTfmtuEL165jd1ls32ubuX1GtcLF75aUDKDQbQt9kg7srGj08EHXpWM7MFKh3DAktpLo3RXNNXVQsj/8Ada0qNcQIpmEiuZB9HieUooZM2Zwyy234HQ6+d3vfsfChQulaGol8l0VQogEau3oXSLiZ9UuT3tvAxr5tiwAisrcnrtNGhgNkG4zYLVoEa7iYXbvAxQK0G2Ro1fKrFF4YAYul+dNvckAmRawmcBusjLpoHNj/hq8d5o0TSMnLfybcJvZzOjBR8Z83VQSLn7nKPUUNhqKbJNfkWrQMGSmo9msBLPUb69QboUzTL2jKR272Y3VqEeM2Znr3AxZscdzVykUaxqMlGYNIrUER/OAqPG82tpabrzxRl5++WUAxowZwyuvvEJGRuO4q2gZUjgJIUSCtET3u2gRPP/4WUtaumsdMzd+5CuSvBx1inJ3hecGgiMd01fXAGAuc6Mr6JRjZN60SP3BYckmeHIlVDkhz30vRkpxmnP4/nfToq5rbxXo26BbBvwnxJaaWCJ40BDDy0lL46mLx0Z93dYUqeNcc+WcBd1vBEOI7UK8cWLDx8aGQuYwtyc2aTBq5HWLvlkdPB3oFIpMUyaTDvH7hfEfLBtPzG5ATC8rREIFx+8iiTeaV1FRwRlnnME333yDwWDgkUce4a677vI1hhCtQwonIYRoZeGieM3tfpfIDnAzN37Etsq9oZ+s/3tbd5rZX+oOeMpujf6X+pMrYXP9t+vQ+q1NbgV7KsOfEyw9THounggeJEcML5aOc00VOUIX7nG/WJ2K4xeFEB3oQgyWlZidaC/Cxe8iiaVzHkBGRgaHHnoomzdv5s033+TMM89syhJFnKRwEkKIVtRaUbxEd4ALFceDhkie5jaTvfNE0nIa3nzbrRoTR+REvXZV/c0gg+Zp7gCe/3eLMX2SboY7wjQ6izWCB8kTw4vWca45Ikbo/PegGQOjc5qmYc+yYk2LvbAM2YEueLCsxOxEOxIqfhdJtGieUgqHw4HNZkPTNJ5//nkeeOABevfu3WJrFpFJ4SSEEK2kKVG8WLvftVYEL5R/rljFgl3/xm1oiIrplqpGcTyIL5IXypJNwO41nLJ/MRblwOoqQwFd0uHrOKJ3n67x/Bcs1gheQ0e5OWyNsN6dp3Zi/dV9cKU179fCqTRq3KHv8Bz6sQZkYECRZWrZuF5tvme/UlpRHSPH/TfgOXdhEeg6xoLOYQfXxsQ/jse/A58rLfb8PydPuuCJlBYqlhdv/C6S6upq/vCHP1BSUsLixYsxGAykpaVJ0dTGpHASQohW4qotiatoStbhqwt2/RtnWnHI50LF8SC2SF4oT66Eg/cvJqOuEABvE3KrtXHDAYg/eucVLYIXy0BXgPVXHkVl71AbhOIXvZcc1IaNzzWPqcKBe/e+kM9FGlwbk1BxvGASzxMpLlIsL9b4XThbt25l1KhRrFu3DqPRyNdff82QITI/LBGS629nIYRoR3b98FbMxyY6eheJ706T0jDUNRQJmttC5s5hAXE8iD2SF0qVE4x6fcMJTSMnOxur1cqIESNCHh9P9M4rlghetIGuXq7M+oLOrbAVNf1uULnLhF6/d8hA6JlVaUY3Zi3yPKumMNW4GDj7N4wFjVu1RxtcG5PgOF4wieeJdiBcLC+WwbWRfPrpp1x88cUUFxfTuXNn5s2bJ0VTAmlKqZb/UziJlZeXk52dTVlZGVlZWdFPEEKIJtB1F588ltPo8XBRvNaI3i1bU82sxaVUO5r2x3xN/gYqen2FO60ENIXBkcEXF/2tyet5ackaVn62GM0d2IlPofD+TaTQsLnK0FBgsWIdMjTiNUtralBKkWu3N6n7nTeS99sx9sDIna4DCgxGTGEKJ0eNkzqzA80IdYWKH4bH/fI+Jbsr0XVFfo9MZu+4tekXaksBEbwIZCit6ABm9OxJ5c6dZPTo0exYHnj2Mz3xxBPcc8896LrOscceyzvvvEOvXr1aYLXCXzy1QfL906YQQrSRWAfPNkVddeguaG0ZxZu1uJTtha4mn+88fAXYG74/Rj2WMFl4Kz9bjLW2MObjdYNGSXV1TMc2tfudN5K3/h9nhY/chescZ2voL1dXplO0syr0cXFIy2ze97hNxRLB8ydxPCFidscdd/DUU08BcPXVV/Pss89is4UZPC3ajBROQogOqbUHz4Zy8BmPtu0g2vo7TQYN8rLj3xtTaHaiAygNc20uF3U/q1nr8d5pUmg4zdm+x/Wg4IOGwmgC24G9SLNH31/TnO533kiey9u/3D9yVz/Q1RBioCtA8Z4KdLfCXanYO8NAfo/m7WNIy7Rw+YOnNusabSpaBM+fxPGEiMv48eOZOXMmjz32GNddd53MZ0oSUjgJITqclhg82xTdB13cqtcPjuYVl3maNuRlG/njTftCDqyNqNZzB6VzWhYLRvw17GFr1qxh8eLFOByB1651QUUdvhie2en5fjvN2bz0TMMw29vemk9JdXXMcbtNdZtYWbMSp/Lsb9JrHayp2MSaDbFFEgM62NUPeTV3NqABdfthzXD/uz519f81lnTxulijcy1FOuKJDs6/k563g15z7Nmzh27dugFw9NFHs3XrVnJzc5t9XdFypHASQqSk5sTsmjt4tilM1mxMttb9CzBcNM9u1SIPrI3Cbgp9x8Vr8eLFFBaGjuCFCtApY+TrRbOyZiUlut+vvRWwxhdxC3d0UyJ3SROvizc611Ikgic6qFCd9JrSQU/XdR555BEefvhhvvzyS4455hgAKZqSkBROQoiUk4iYXXO0Vce8UNE8b4e7Z4pDD6yNxm6yMumgcyMe473TpGka2dkNEby9VeBWnn1AhvqUiTJaGXJG6A55sfLeadLQSNfScRUWge4GNDAYIp9MmA52BgN6NXFH7pIqXhdPdK6lSARPdGDBnfSa0kGvvLycCRMm8O677wKef4jyFk4i+UhXPSFEStF1F0uf7t3iRVOsg2ebwmTL5ct1dc3qcBeNpe5nrNVfYKAOgwYZGTpVrlq8f8Trnt1KGDDEVTjVuVzUOJ0E/03hVkZcyoRCw+oqR0NRa8pmxYD7fMfU6mmAhs1QzXldloR9DW9nvB59NQ4+qqEwCqdKVaFQ2PbXcfZFK8MOal0+/yfmTllGTUVg1C6pInYtGa+T7nVCNFuoQbbhVO3ejdL1JnfSW79+PaNGjWL9+vVYLBaef/55rr766qYsWzSDdNUTQrRbzur9LV40tcXg2VmL9zarw100ffkCK/Wd/BTUVID/vZeG1hA6pbWlzX49Y8A1PVwGG7V642YOBupi6o6X17+CEj3275GprDZgaGvwoNa5U5axY33o7oaQJBG71ojXSXROiCaLNMg2nKbE8xYtWsQVV1xBRUUFPXv25J133uG4446L+zqibUnhJIRIGbt+eJPvF1/TotdMZIyuJZnK6kB5OtbZ7VlU6hUBd5nAE6VLN9mwGmNv3V1aXYOudDS0gK5OtboNVR9301C4DVa2dD4LmyGwQDJrLg7N/IlcW+TueDazGXtaLXW4fBG8iLYWctDTP/oG1IYa1Oq902QwaOQWZAQ8lzQRu5aO10l0TohmCTfINpymxPOWLl3KyJEjATj55JOZP38+Xbp0iXutou1J4SSESAneTnihNCdm1xqDZyPJyzYyb1qPFr3mmjVreOklz1/2Ks3AlnNsFNXWoaPINqVzWPXR1DrrO9AB8YTCaoIGzC7ZBE+uhC2loCvolgFfT/LvdPdTk7+OKuXZK5XmMJF/yjcs3paPwx16z5LSdT6nH5phAEZzPhQDN3zn+a9eyW7P/KXcgozkjeRJZzohWlQ8UbtQvN3x0gsKWmSQbSinnHIKI0aM4MADD2T69OmYmziHTrQ9KZyEEAkVa3e8cJ3w2iJml+wWL17s+7jOoLOvtuH7VOfU2V3W/Gijd8Dskyths98vl3f8UaNOd81g2FvO4s3ZFLpjGPaoAzsjv0FKiUiexOuEaBFNidqF0pT4XSTr16+nd+/epKWlYTAYeOedd6RgSkEd952GECLhWqI7XlvE7JKd//ykwoNMvs55dpMV4/4cwBPTy0lr2ptz/wGzVfV9Gwwa9M2BO4Z4Pg/udNdUZs1M/xd/5HPVuf56imxTmGYR9QNqtTADaiFFInkSrxOixcQbtQulKfG7SObPn8/EiRO56KKLmDVrFpqmSdGUojr2uw0hRMK0xBDaU2/+BWtGtxZcVXTBQ2Zj5R1G2xRzPl3Aik+WgVMP+byh1tNc22mD8gIjFmWmd9GhQH3HOhQ5aWlRh8t6Y3hVIeqUzz/z/H9v/YijLunweYj3+ulaOpNyPHuNwnW1C6ZqHegVVZ7sH/Cx3ply3VMM5fXISnzMrrlWfwkl+z0fSyRPiGaLFMdri6hdrFwuF3/5y194/PHHAdi5cyc1NTXY7ZH3fIrkJYWTECIhXLUlzSqaTNZszPZOLbii2IQbMhsru1WLflCQFZ8sw1gR/TXdRs+1lVtr1MXOFsO/bgbH8CJJj+EfS6N1tQsU+oJJEbNrrndfbfhYInlCNFsscbyWjtrFq6ioiEsuuYRPP/0UgLvuuotp06ZhMslb71Qmv3pCiGaJdY9SsLrqWN9QN9ZWnfBCaU53PO8w2rjV32lSgG4L0yzBrFFzaAY23UB2VZeAaJ5/1C4S/xhelwhpu3RzQ0Qvkkhd7fy5C4tQuudr1LwDbA0a9i5ZyRGzay7/hhASyROi2aLF8Vo6ahevtWvXMnr0aLZu3YrdbueVV15h3LhxCVuPaDlSOAkhmqwl9ij5i7U7Xlt3wgulNbrjRaPbDPzr7/+MeMxtb82npK6aHHv0aF44XdI9nfJaSrSudlsPH417975GA2zbndxOcMxJiV6FEO1GMsTxgtXV1XHhhRfy22+/0a9fPxYuXMhhhx2W6GWJFiKFkxCiSVpij1Iwiz0fi71z3Oc1dd9RUxSXuUnL3YvtgC3c9larvxzFxiIs6BgBXSlue2t+xONVbhkDh9RgMpczs3RmzK9T44IRZ3s+NhpgZmng83rQPqRgtfkWMGrU7ClmUre/4HAbKHOZAQ13YRFbDx8d9rXdhU2/+5jUvC3IvS3HheigmtsiPJh3H1MyslgszJo1i6effprZs2eTm5ub6CWJFiSFkxCiSZq7RymYyZqNyda0v2Cau+8oXjk9tmCwVFNSHf3Y5votdxv9/D4P3rsUbOCQGmyZnthbpaqM/YWMkOkXz6sMro+sgDX6fqOqMo1CR2Abcauqw717X9RzDRntbMN0cAty2d8kOqiWahEeLNH7mLwKCwvZsGEDJ598MgCnn346p59+eoJXJVqDFE5CiIRr7p6l5uw7agqz2dMhrzktvmO13dBQwRgxkRGlG5PJXO75QEGGIfy+omB7q8Fd37QvxwZpQb8UrsIi0N2ABobQ+6xMNS5+ebT+e1PfRtxq1Pl9130YsyPfSTRk2Mm7pwXzgcnAvwV51x6yv0l0WC3RIjxYovcxea1atYrRo0dTUVHBqlWrOPjggxO9JNGKpHASQrSYWPcoBWvqniVvRM/b6rup+45WbdnKwrXrqHWGmRcUpLSmDqWIqcV3OGvWrGHx4sUBM5iCOdxO+jmrMNV6PrdZNQadXR7xulVKofAUTd624OH4tx/fW5/C65bRsL+pctFSih+biV5Z7YnT6TrGgs7suO+hMG3GLZTsrgRU+2gj7uWN3Pk3eYiFN6KXkwcPvdjy6xIiCcQSw0umFuEtaebMmdxwww3U1dVx8MEHo1Trx8VFYknhJIQIK1LHvFBd8Zq6R6mpgiN6TWn1DbBw7Tp2l8UfO4ylxXc4ixcvprCwMOpxAa9gjT1+Z9aa1n7cv8148WMzcW7aFvC8IcMeU5vxdtFG3Cs4chcvieiJdiyeGF6yROuaq66ujltuuYUZM2YAcOGFFzJnzhyysrISvDLR2qRwEkKE1NId81qDf0SvZxdT01p9g+9OUzzRu1hbfIfjvdOkaRrZ2dkhjymqLUfHk5+z2c10Gt4JDY10LUKvcDxF05C06P3Cg9uPB7cZ1yvr91MZDBi75vvidDU3fFf/cOg242mZlvbRRtzLP3KXkxffudY0ieiJdi3WGF6yROuaa9euXYwdO5avvvoKTdN44IEH+Mtf/oIhTIRZtC9SOAkhGmmNjnktxb+Dnn9Eb9bU7gHHxRO/K63xvDGOJ3q3Zs0aFs+ezcIIUTvwxO2qXLWNIhyGWh0NcFk11p9uDXjOpVzUqTqq6ywowG4xcf6xPVEo0rX0qBE8gOXzf+LJKc+FiNPB3oMGsPXEIVTn5oDBgKm8gkMe93Tgm1f/n6p14C4ZCAxEMxgwmvOhGLjhu/o4XvQ24ykvuCteTh5Mn5vYNQnRyuLtgNdeY3jh/POf/+Srr74iOzub1157jfPPPz/RSxJtSAonIUQjTemY15yuePEI1UEvVESvKfG7eKJ3sUbtACL9O6TTqNhXG3mdRiN4di7FFsEDIsbpNl95PI78hjsnWrWDop2h3iTVd8fTgRDPt6s4XijSFU90QE3tgNdeYnjR3H///ezdu5e7776bAQMGJHo5oo1J4SSEaLbmdsWLR3AHPbtVCxnRizd+F2/0LpaoHQTG7QxBJZQya9QcmkFnW2D77iq9ylcoWYxGjurdhQwtI+YIHuC70xQqTqfs9Xe4dB17SSl9/vtf8nsEvulxFxahdM+6jblZaLbAu2LtLo4XinTFEx1QUzrgtZcYXii1tbU8++yz3HLLLZhMJiwWCy+99FKilyUSRAonIURMInXMa2pXvHiE66DnieT9m3c3BUbymhK/CyVc97uy+rtZ2dnZTJs2LeC5pbvWMXPjR1S7HBTVWtFRdLZls2D41LCvs6luE5/v/YKKqipM+dloRo26QsUPw2E7sB3Pm5nPWBJ1zXsPGsDmKy/HbbVgMGrkFQQWRa4qQEFXcx1vf/onz16moK07bmdDF70+/1sQ9TXbndVfQsl+z8fSFU+kkOYOm+1o0btIfvvtNy666CK++eYbdu/ezRNPPJHoJYkEk8JJCBGTtu6YFyxcB71okbzmdL6D6JE8q9Xa6LGZGz9iW+XegMfspsbH+VtZs5La9CrM6QCer62uTKdoZ1Xca9585fE4unbyfb4nTCM+W0lRo655wdrdUNpYvftqw8cS0RMppKWGzXaU6F04X3zxBWPHjmXfvn3k5eVx9tlnJ3pJIglI4SSEaGTXD28legmNhOugFymS19zOdxA5kme1WhkxYkTjtbo85xjQyLdlYTdZmXTQuRFfx6k8X4dyKxyFCmo19s4wNIrQxcI/ipdrcmO1Ny4e081w5Wevez6p75oXrF0OpY2V/8wmieiJFNISw2bbc/QuGqUU//jHP7jjjjtwu90ceeSRLFiwgL59+yZ6aSIJSOEkhAig6y42fHZPopcRYNmaavaXNkT0briyzhfPa6lIHoSO5ZXW380K1f0O4LvixfDp4oDHimo9Q2rzbVkh43mb6jaxsmalr1gCqNQrQQNHoeKnszVPt7pXIq/Xf4CtP28Ur1uWgc86feEbYhvMXehpHmHsmt/+43jxDrH1dtLL7QTHnNR66xIiCuly13aqq6v5wx/+wGuvvQbA+PHjeeGFF7DbO+idd9GIFE5CCKBh2G2owbZAm3TMC2fW4lLfx3arFjKe19xIHkSO5cXS/S5YuHjeypqVlOhBk2frGwO6KhVpmZFjfV6hBtj6SzeHHmIbrEPE8Zo6xFZieiLBpMtd29m2bRvvvvsuRqORJ598kj/96U9oWtMGq4v2SQonIUTUYbcHn/Fom3TMC8cb0wOYOCLH1wjCG89riUgehI7lFdWWe4qmg8x0toXvnhcsUjzPe6fJf5ht8Z4K6sp0Nk9zcPWD58T0GsEDbP15h9nqTwQOsQ3WYeJ4TRliK8NrRRKQLndtZ+DAgcydO5ecnBxOPfXURC9HJCEpnITo4GIZdtt90MWt8tr+w2wj8XbS65RjJC13LyXVnmIg3nief7e7YNYdteSWNo7lxdoVLxbeiF6V8jR88A6zXT7/Jx4d9w4A+T0yOXHRoRGv443o7a3vG9ElHb6eBJWLljaK5XWoOJ6/4GieDLEVCSJd7pKXUoonnniCIUOGcOKJJwIwcuTIxC5KJDUpnIRoJ7xRu3jVVRdFLJpac7BtqGG2kXhjel7xxvNCdbvzGvBjQzEVKpYXrSteLIIjet5htnOnLPM9FstQ2eCIXnr9tyFSLK9DxPH8hYvmSfROtDHpcpecKisrufrqq5k/fz5du3bl559/Jjc3cZF0kRqkcBKiHYgWtWuq1h5sGzzMNhLvoFv/eU3xxvOCu935M7v3Qf3Q2ZpBWQFDaWPpihcL/4hejiHHN8zWO6wWiGmorH9Er2+OJ5IHNNxpCorldZg4nr9Q0TyJ3okEkC53yeeXX35h5MiR/Pjjj5jNZqZOnUpOTk6ilyVSgBROQqS4WKJ28fIOu22pwbbhInnBw2yDeYbbrvO1HH93U8Ng21y7nWP79In4usFd8jrXlpOPjgED+baggbYOhQJycnJ4bsK0EFfzCBWHA1jaZwgvH30pNebAOxrd+27nqOO+w2JxYrfXYDBARWUa//fyhd5XRl17NQowoLh1owumhW7Q4VWUlgMGI/mVRbz80rUAbKUDx/KCBQ+vlWieaAPhInkStUsuS5YsYfz48ZSVldGtWzfeeecdhg4dmuhliRQhhZMQKSJcFC9a1C5eJms29rz+LXqXKVokzzvMNlik4baxxPSCu+QZ6/8DndLa0pDnhBpo6y9cHO7lC8eyPadno8fPO2EJeTmBX4PDZaUuJ3SjiX0RXz1QWk0F7t2Nz+hwsbxgMrxWJEC0SJ5E7RJL13WmTZvGlClTUEoxdOhQ3n77bQqaeBdQdExSOAmRAlorihestaJ5kSJ53gheKOGG28baRS+4S15RbTm6745TVqPjww209RcuDleT5nlTZNDd5NeUNlzT5FmDrmtUV6dRV2dm1X+PwFIa+GupaWAzuLEYIjfK8Epz1jDpu/kYCzoHPN4hY3nBZHitSIBIkTyJ2iWepmn873//QynFH//4R55++mksluh7SoXwpymlYvtbup0oLy8nOzubsrIysrIav3ESItnououlT/eOq2jyRu3i1VLRPC9vRG/HXhe68nTFCxXJC2XVlq08t+wLwBPLi6V73tJd65j92QIsP5SgORWGWh0NcNsM7Duvc33h5OmQN6fq5LCDYcN5uctw5h83Bpf3rpTRQL9+Wzj+uDWYrS5AQ1M6lqoq3znmTqAZNeoKFXcdcmvMr9XhxDugNpLSYlC6Z3itxPREK/NG9Eo2bkTpOhk9ekgkL0lVVlbywQcfMG7cuEQvRSSReGoDueMkRBtqSue7eKN4rRG1a6rgiF64SF4oTemeN3PjR1j+V4SpKvDfg4K75NlN1pgGwwab//sxVHftEvDYcSesaxTFI6Px16lqZIhiRE0dUBuJxPREGwiO6EkkL3m8++67vPfee8ycORNN08jIyJCiSTRL4t9ZCdFBtEXcrrW74MXLP6LXs4spbCQvFG9MD2LvnlftcpDm9rymAnSbAWXWqDk0w9clz9shT69c5TkpzGDYUHx3mnQdS2UVaEFRvKo0THUODK7A/VyqRmNgxeExvUaH1ZQBtZFIBz3RRvwjerkHHSSRvCTgdru5//77eeihhwA47bTTuOKKKxK8KtEeJMe7KyHauZbufBcuitfSUbuWkpdtZNbU7jEfv2rLVt+QW//uecFd8oJ1ri3HUOv5ODcnh2nTQnfHq1y0lML6pgqhOtB5B9V624c7apxUlzu4yj4PpRnQlE63TAMAVaoGBWQZ07ntgA6+tyhe/vE8GVArUkCoznn+XfOu/vnnRC1N1CspKWH8+PF8+OGHANx6661ccsklCV6VaC+S7x2WEO2MrruoLv6lxYqmZIritZZwMb3gLnnB/NtOROqOV/zYTN/HoTrQBQ+qxQZmG5hp2A9VGbQ71DvMVsQhVDxP4nUiiUXqnCcRvcT74YcfGDlyJJs3b8Zms/Hiiy9y+eWXJ3pZoh1pv++8hEgCLR3PS7YoXmsJF9ML7pIXzNs1TzMbI3bH828IEaoDnf+g2nQtneI9FehuhSsrA6UZMKDo6rePyayZfcNsRRyC43kSrxNJLlznPOmal3iLFi1i/PjxVFVV0bt3bxYuXMhRRx2V6GWJdqZ9v/sSIoGixfOa0vkuWaN4wbzd9LwDbpsqOKZXWloKeLrkrT+98R2lolqrr2ve4MGDo17fWNCZjAtOC3hsU90mKlUlAHV7Fd+eUUHJ7kpKDjuE7RPHANAtA76WVF58QnXNk3ieSHLB0TwZZpu8OnfuTF1dHcOHD+eNN96gU6dOiV6SaIeS/x2YECnKWb0/bNHU3uN2zemmF87ixYt9H9cZ9IAuecHspshDbCNZWbPS97Gj1E3RTk9r8cLzTvU9ni6pvPhF6pon8TyRpMJF8ySWlxx0Xcdg8Ow3HTp0KF988QXHHnssJlP7/LtVJJ78ZAnRCnb98CbfL74m5HMdIW7XnG564fg3hCg8yIQBLeQQW2/XvKbyxvQANk9zYDBo5BZkQLrN9/gdksqLX7iueRLPE0ksVDRPYnnJYe3atVxxxRW88cYbHHbYYQAMGSJ/OIvW1X7fuQmRIN6IXijDrl2d0neavBE8b2EUjjeiF2s3Pf9ueXUuFzUOBzbAoRm497u1ONxOqiur0ACnDcoLjHS2ZbFg+NSw16xctDTsgFt3YVHIcxZ/sZTKwz0xvcqKNL4YPBHDsRp5BZk4qwDliemdPyDqlyT8rf4SSvZ7PpZYnkigUF3xIpFoXnKaO3cu1157LbW1tdx55518/PHHiV6S6CBS892bEEnMVVsSMqLXHuJ5wRG8aGKN6AV3yzP4PVdaV98Qov5zt9HzUbQ4XiwDboM76v2c9T+8V3W4bbhyPHe09lQ2HCMxvSZ499WGjyWWJxIoUle8SCSalxycTid33XUXzzzzDADnnnsur732WoJXJTqS1H0HJ0SSUnrohgjtIZ7nH8HLyzZGPNZu1WKO6Pl3y1NmC7rSAciwWrGYTL5uebpRo2ZQFr0zsqPG8Xx3msIMuDVk2Bt11NPSFN4S7at1Q0DXyTW5sdo91VK6WWJ6TeLfEEJieSKBwnXFi0Sieclh7969jBs3ji+++AKAv/71r9x///0YjZH/LhKiJaX2uzghkky4vU2n3vwL1oxuCVhR68jLNjJvWo8Wv252djY1RxxFSXU1uXY7T1w8FoDRnz7AvtoyOtuyI8bzQgk14Daayko7m7YPoFsWfD3JEP0EEZvcTnDMSYlehRASvUsxW7du5aSTTmLHjh1kZmYyZ84cRo4cmehliQ5ICichWkikvU2aIXX/Rcx/X1Nz24t7Be9pqq70ZOFKq2uoqakJOPbDRa+xz+iJProKi9h6+OiYXiPcPqZgy+f/xNwpy6ipqOPQjxvuOIkmCNVyHBrajgvRAuLdp+TPu2dJpJaePXtyyCGHkJ6ezrvvvsshhxyS6CWJDkoKJyFaSKS9TSZbbgJW1DJC7Wtqbnvx4D1NXrpBQylPHNBm9sTjZpV8DZ08f1TZqpy4d++L67WC9zEFmztlGTvWe4usjLiuLYJEajkOsr9JtIim7lPyJ3uWkl9dXR0AFosFk8nEW2+9hclkIiurcTdVIdqKFE5CtJBdP7wV8vFU39sUvK8pnr1L4YTc02Q0YjmwH2l2OzazmdGDjwSgxq8Zw5hlFRgLOsf8OqH2MQWrqfD85WwwaBjqG09omtx1apJwLcdB2o6LFtOUfUr+ZM9S8tu1axdjx47l8MMP5/nnnwcgLy8vyllCtL7UfTcnRBLRdRcbPrun0ePJvrcplvbi/q3FI+1r8o/fRVNW5rkzF7yn6YKTBvDitwuorCjjxxWfwwoozfTEHHPLXIx7PfY21r4I3g3fwQ3fhT2uZLcnJphbkEFet0wqVSV6R47rhYvbxcIbyZOW46KF+cfzpEV4+7ZixQrGjBnDnj17+PHHH/nLX/5Cz549E70sIQApnIRoEa7akpCPm+2d2ngl8YmnvXi0eF64+F0kVqsV/7fnMzd+xG9aJWQ13hOW5mz0UESBEbzo0jItjR7rkK3Ho8XtYiGRPNHCQsXzJG7XviilmDFjBrfccgtOp5NBgwaxcOFCKZpEUpHCSYhWcvAZjyZ9RC/W9uKxxPP843fZ2dlRX9tqtTJixAhe3bS5YT2u+mvoipxSJxg9He3SnHBV3vFRr+nPP4KXWxB571JapoXLHzyVDawMeLxDth6PFLeLhUTyRCsIjudJ3K59qa2t5YYbbuCVV14BYOzYsbz88stkZMi+U5FckvtdnRAprPugixO9hJBCdcmLp714uEief/xu2rRpMV2rctFS3HuLIcPG/sqt7Ev3XCOn1Mk/ntgVdxtx/w55/hG82TtuDXvOkk3wxtZNfH7QSjL1Kgz1N9a6ZcD5A+J6+dS3+kso2e/5WOJ2ogU1pxMeIPG8dkwpxQUXXMAnn3yCwWDg0Ucf5c4775S9piIpSeEkRDPougtXbQl11bFHwhKtuV3yokXyrFZrzNcqfmwmauxQAHbn7vc9bqt1R+2GF0qoeF6oCJ6/J1fCiSetJDurIW5Z5zR33Jiel8TtRAtqiU54IPG89kjTNG655RbWrl3L66+/zplnnpnoJQkRlhROQjTRrh/e5Od/3xGyBXkya26XvEiRPG/8LlZ6ZXXDx4aGBhVj/1sXtRteKMHxPG8EL5IqJ1jMng1UutKoqMhh8y9DOnZMDyRuJ1pUczvhgXTDa0+UUmzfvp3evXsDcP755/Prr7+SKYWxSHJSOAnRBN5ht6lWNPlrajyvKZE8gKW71vHPHxZT6qhCKUApeKAfumEroOE2eO6CdbZlM/blv8f51XhiekU7PW/OwsXzNtVt4pOylZQ7nXjLtBFnQ3paFQBZhnRu630l9I775VNLtEG1uZ3gmJPafl0iJcUSw5OonfCqrq7m2muv5aOPPmL16tX07dsXQIomkRKkcBKChshdrOqqiyIWTak+9DZYqHhePJE88HTM21tXAhr4un2H6EdhN8V3Xa+5U5b5Pg4Xz1tZsxKnqYS0MH/ymbUOks+TQbWiBcUTw5OoXce2ZcsWRo8ezbp16zAajaxcudJXOAmRCqRwEh1eS0fuTNbslB96Gyw4nhdvJA8aOuahwKibMSjluesEaEYDaRYLObZ0Jh10bpPW6I3pAWHjeU5VH8nTNapq0r1N+9CALLOZIdkdJJ8ng2pFC4o1hidRu47tk08+4ZJLLqG4uJjOnTszb948Tj311EQvS4i4tJ93dkI0QUtG7oZduxqLPR+TLbddFU1r1qyhtLQUiB7PW7VlKwvXrqPW2XjoUmlaDRg8RdNh2/py68NvgK5jLOgcd/c8r1Bd9PJ7ZHLimEPZVLfJc4dJNaylSnkieVU16Sz+eBJfx7+NKrnFOrxWBtWKOESL4kkMT0SilGL69OlMnjwZXdc55phjWLBgAb169Ur00oSIW/t5dydEDIIjedEid7EyWbOx5/VvVwWT1+LFi30fR4vnLVy7jt1lob+fuq2h+YOl2gG6DtCk7nlekbroraxZSYkeOn5Z52ynkbx4h9dKJE/EINYonsTwRCj/+te/uPvuuwGYOHEizz33HDabLcGrEqJp2t+7PCHCaK0ueO0xmufPf15TtHie906TpmnkpAW+Kd+uabgBg65z6idrMBZ0xpBhb1L3PK9IXfS8d5o0NNK1dN85O8vMfLWunUby4hleK5E8EaNYongSwxPhXHXVVcyZM4crrriC66+/XuYziZTWPt/pCREknkieN3IXq2SL5vkPuA3FO/Q2Gm8nPW8XPXtGBvO3bufVTZvDnlNa43njnpOWxlMXj6Vy0VKKH5vJyj6w+rIuAOhlbt768gDe7poPxcAN33n+a4KS3ZWUHTGQ/RecTlZvT6Gwtgx6fbSJk473RPeqatJ57cOG4mxvFejKM+C23ZIInmgB3oieRPFEvP773/9y3HHHYTAYsNls/Oc//8FoDNENSIgUk/B3e88++yzTp09nz549HHHEEfzf//0fxx13XNjjn376aZ5//nm2b99Op06dGDNmDI888ojc9hURuWpLYiqa2kPkLtSA21CiDb0N7qRXqyv2h4nhBbOZPVG44sdm4ty0jXeuGuR7TtUYKHVZYGf41sXxKDzvVBz5eVRXNjx29sErfR/XOMzsqWx8XocccCtEHIIjehLFE9Hous7DDz/M1KlT+etf/8rf/vY3ACmaRLuR0HeHb731FrfffjszZszg+OOP5+mnn+bss89mw4YNdOnSpdHxr7/+Ovfccw8vv/wyQ4cOZePGjVx11VVomsbf/x7/3BfRcez64a2ox7SXyF3wgNtQYhl6699Jr0uXLhTld/J9HhzD82czmxk9+EigYcBtra1hHba5NvLyLWi2prUdbyTd848mBg261Cfy0qwNDSF+Wj+k0d2ldDMdc8CtEHHwj+jlHnSQRPFERGVlZVx55ZW89957AOzfvx+llETzRLuS0HeIf//737n22muZOHEiADNmzGDJkiW8/PLL3HPPPY2O/+qrrxg2bBiXXXYZAH369OHSSy/l66+/btN1i9Si6y42fNb45yk4kpdskbt4eSN63ihe8IDb4I53727y/BeOo9oTu1NmC6WHHEpFTQ0o5YvhAb4onrdAajCHrYC7sL5xQ33fb22/hsE6hB1/P5+qoMZ7vXps4vCBKzGbG3fki2SA/pbvJbrU95moUlUoIEPL4O1zB8R1PSHao1iG1Abzj+hd/fPPrbU00Q78/PPPjBo1ig0bNmCxWHj++ee5+uqrE70sIVpcwt4l1tXV8e233zJ58mTfYwaDgeHDh7Ny5cqQ5wwdOpS5c+eyatUqjjvuOH799Vc++OADrrjiirCv43A4Aja3l5eXt9wXIVJCuMG2qR7JCxYc0QuO4kXqeBeKTekYAF3plFQ3FEbeGB40RPGi8vsXx60nDqE6xC/J2QevJDsr9iHEoVQGbevqMANthYginiG1wSSiJyJZuHAhV155JZWVlfTs2ZN33nkn4pYLIVJZwt417t+/H7fbTdeuXQMe79q1K+vD/OF+2WWXsX//fk488USUUrhcLq6//nruvffesK/zyCOP8MADD7To2kXqO/iMR9tV0QSBEb2eXUyNoniROt6F4tAM9dczkGv33Mrxj+FBQxQPgwFj19ANNQwZdgyZ6UAtAC6L2bfOLg3N7nzxOl1p1NamB18mIg3IsECa3y+pWTMzJE3yeEJA7ENqg0m3PBHJnj17GD9+PDU1NZxyyinMmzcv5FYLIdqLlHrnuGzZMqZNm8Zzzz3H8ccfzy+//MItt9zCgw8+yH333RfynMmTJ3P77bf7Pi8vL5eha4Lugy5O9BKaJFLHPP+I3qyp3alctJTtNzXE6FzXnAWZaWSUV3PL398N+xrr860s751JXZoRpWlkVFRzwp8/ZElhAfvcBp7hW9+xSh8IDEQzGDCaQxdOu4ZkUav94FlDVgZ16Z6iqEs6fD0J36DaUt0Tr8sypHNb9/Y2mbaVBA+89Q62FR1ecDRPOuOJ1tCtWzeef/551q5dy/Tp0zGb5S6/aN8SVjh16tQJo9EY0LULoLCwkG7duoU857777uOKK67gmmuuAeCwww6jqqqKP/zhD/zlL3/BYDA0OsdqtUYd2ilEqoilY543otcoRufWff93794X9vzlhw+g2N7wR4PF4WTJzs4UuiN0rtQJ2yWv8owq3x80OmlQ//vU29UueFCtxOviEG7grQy27fDCRfMkdiea6/vvv8fpdDJ48GAAJkyYwIQJExK8KiHaRsIKJ4vFwtFHH81nn33GyJEjAU8by88++4ybbrop5DnV1dWNiiNvi0ulQs+sESKWjnqpIlrHPP9ueY1idPUNGjAaMBZ0DvsadVZP4aIpRW6Nm5N21vCqZvE8hiLbFNS8waBhyEwP2yWv2FTq+7hq12nkGpzkZZt9Xe38B9XmGHIkXhePUANvZbCtIHQ0T2J3ornmzZvHxIkTyc/PZ/Xq1RLLEx1OQqN6t99+OxMmTOCYY47huOOO4+mnn6aqqsrXZe/KK6+kR48ePPLIIwCMGDGCv//97xx11FG+qN59993HiBEjZEaACClcR71UERzNC9cxz6ty0VKKb5rJ1spqX0e79ScexvLxw6ksLwelMHXNp8//FgSc5x1263A4qCorA6XIzs3lnNMvZ+6UZZTrxYAir0cWs3fcGnHNSzbBkyuhygmadR1myxwAlDubBX/IY2XNGziVkz3AzFJPBzyAdC2dK7PlDX9IwZE8L280TwbeppSmdLiLl0TzREtyuVzce++9TJ8+HfA065L3XaIjSmjhdPHFF7Nv3z6mTJnCnj17OPLII/noo498DSO2b98ecIfpr3/9K5qm8de//pWdO3fSuXNnRowYwcMPP5yoL0EkuXAd9Uy23DZeSdOEi+aFG14bqsvd0mEDAwbX2kJk0IOH3YIn5jp3yjJ2rC/yPZaWaYm65idXwub6b3tB7ke+xzWsjWJ5/iSiF0G4SJ6XRPNSSnM63MVLonmiuYqKirjkkkv49NNPAbj77rt5+OGHpXASHVLCm0PcdNNNYaN5y5YtC/jcZDIxdepUpk6d2gYrE+1BqJheKnXUCxXNizS8NjieZ8iw48rPBt2Npml0y8oK6Irn5T/sNjs7G6vVyogRI3jmxS/rL6fR/aA8Ln/w1Khr9s5nMmhgMjaMAhjZ61ycarXnddBI1xo650kHvChCRfK8JJqXcpra4S5eEs0TzbV27VpGjx7N1q1bSU9P5+WXX2bcuHGJXpYQCZMa7x6FaIJwMb1k7KgXrluefzTv5eM3NgybfQe2hriON55n9IvjaW/Nh+pqctLSeGT0yEbnrFmzhtLSUgCys7OZNm0ay+f/xAvjl1GyuxKA3IIMZvx8Q1xf0+/6f0SZ7rnTZbeYyDlwdUAsb1KOdM6LyhvRk0heUmpq5E5idCJVPProo2zdupX+/fuzcOFCBg0alOglCZFQUjiJdiuVYnrRuuXZrVrsw2bxzE6K1eLFi30feztQNiWiF8xl/gLqbzgZjVCpKn3PSSwvRsERPYnkJZXmRu4kRieS3QsvvEB+fj7Tpk0jJycn0csRIuGkcBIdSrLG9CJ1y/NG8/R3og+bBU/RlHdP7HdzvDE98DRgAaipqKt/qdgjesHcutv38dG9u5GhZQASy4uLf0Svaw+J5CWZ5kTuJEYnklFhYSFz5szhzjvv9EW3n3vuuUQvS4ikkXzvIIVoRYmM6UUcXlvqAjSya0t5/D/3Nz75Hfi+SybLLjuFOrsVU4TCCYCa/fDWfABKa2pCHuLtpFdW3zhC1Zp45oIvgS8bRfSWbILT5zTsX4pkbxUM6L0JTfN8nXaLiQf73x7lLOHj30HPP6L30IuJXZcAAuN5ErkT7cmqVasYPXo0O3fuxG63c+ONNyZ6SUIkHSmchGgjkeN4ni55VkdV2OG0yy47haKuOZ5Pqqvjfv3gbnrBnfRcNYqioCG23oief6e8WAw9YiX/3eT5WCN0B0ARRqgOehLRSxqh4nkSuROpbubMmdxwww3U1dVxyCGHcMYZZyR6SUIkJSmcRErTdVfYvUx11UUhH0+USHE8d2ERVkcVI396J+xw2jq7Z/+RBuTYY9/DBJ6iKbibnn8nPXe5mdJVdgwGjdwCT6QuLdPii+j5d8rrkk5UdmvDrSmLFv/+qA4tuIOedM1LKsHxPInciVRWV1fHLbfcwowZMwAYOXIks2fPJisrK8ErEyI5SeEkUtauH97k53/fgctRFv3gJBJqeO3Ww2/GvXsfxoLOjYbTepm83fHsdp66eGyLrSc7O5udi7pQs7OC/B4ZEQfcdkmHr2PYPjWztOFjkyZ/zDSJdNBLahLPE6lu165djB07lq+++gpN03jwwQeZPHlywPxMIUQgeUcjUpKuu1KqaFq2ppr9pQ3NElZt2crCteuodTpRNQ7cE4d7njAaPAVSCKH2Knn3Kfk3eIhVWVn0792Ta9bx7m8fYch30D0fjBqM/jT88S7lok7VoaNTU+cOf2BH5r+HKRTvviaRNELtaxIi1W3YsIH//ve/ZGdn8/rrr3PeeecleklCJD0pnERKclbvj7toMlmzE9aKfNbiUt/HdqvGwrXr2O1fuOT45d+i7F/y36sUvE+pKbwtyEN597ePwLg34A+KfbXxXd9uCn/9DinUHqZQZF9T0pB9TaI9Ou2005g1axZDhgyhf//+iV6OEClBCieRcnb98CbfL74mrnNM1mwGnvVkwlqR+3fSmzgih3c3efYAaZpGRnk1uHUAjHlZaLbwhUbwXiX/fUrZ2dlxr8tqtTJixAieefHLkM8rHGiAUhqayiLTArYI38IqvQpF/V4uDGSZ05l00Llxr6tdC97DFIrsa0oqsq9JtAe1tbXcdddd3HTTTRx88MEAXHHFFQlelRCpRQonkVK8Eb1Qhl27Gos9dJtuky03ofObjBmFFPTcjNHkZuH/XJS5XWDwFE23PvwG6HrE/U3RZGdnM23atJDPLZ//E3OnLPPNZgr28Lcfsf8vxag0RaWxnNGfPkCtCyrqAEO55yA9i/9cODXqOmaWzqRSVZKhZTApJ/ZZUh2S7GFKGP/oXSyk7bhIdb/99hsXXXQR33zzDcuWLWPdunUYjcboJwohAkjhJFKKq7YkZETPZM3Gntc/KYfbApjzN2OweCJ4pQpPezrAUu0A3XO3yZARX6e8WM2dsowd68N3GKz4Sxl6L88a3LjZV1v//TXgaySuIXE70X6Eit7FQuJ5IhV98cUXjB07ln379pGXl8ff//53KZqEaKLkfJcpRJwSGcOLieZplKAUZFXWgFvHUufk9G82YizojCHDTt49rXOHxnunyb/VuL/KDO9dJcjS7FjTzOytAnd9utCkWRnZS+J2ov0Ijt7FQuJ5ItUopfjHP/7BHXfcgdvt5sgjj2ThwoX06dMn0UsTImUl8TtNIWJz6s2/YM3oluhlBHTKC6aZPHuRlMvKHS8titp6PJzgLnrBnfH8Y3mVg6spGVGK6yFP0WYwGjAVeD72RvGUAgx6/T6mbPbv88Tx9laBrqBbBvynvp7bVLeJlTUrcarGX59XlaqK6+vpULzd9KRrXsJ4I3oSvRPtXU1NDddeey2vvfYaAJdffjn/+te/sMc5A1AIEUgKJ5FSlN64xbVmSI7IQaNOeX40b+ZNNW+t4broeTvj+cfyKv5Shl6g+44JiOFBQBQPwOW2sqcy8LrpDQ38WFmzkhI99LDhYGbNHP2gjia4m550zWtzwRE9id6J9spoNLJ161aMRiN///vfufnmm9E0LfqJQoiIpHASKaMp3fTakvdOk6Zp5KQFvikuKnPjdhnRS/s16zVCddHzdsaDwFiellH/l6QOpnIj9mwr1jRPQeMfxTNqgLJC9bl080vypZvhjiENn3vvNGlopGt+7dODmDUzQ9KGhH2+w/Lvpte1h3TNSwD/iF7uQQdJ9E60WxaLhbfffpuNGzdy8sknJ3o5QrQbUjiJlBCpm16ieSN63gG1aSYbJeuHBbQgLy51oaOR6yjFXRi+UUM43oieN5pns9gpXtjTVyh52ol/ScnuSpzD6nBOcKByPXebOtuzWXBBQ0e8JZvghg88H3fLgJURtlZtqtvEnDJPPM8bw0vX0qVjXiyCB916I3o5efDQi4lbV4qKtxNeKP4Rvat//rmlliZEwimlmD59Ovv37+fxxx8HoFu3bnTrlvgYuxDtiRROIiVE6qaXqKG2XsERvepqA9sLXUFHee7+WB1VTeqiFxzRqy52he2UVzu+JiCiFzyA9smVDR+nR0nUhYrnSQwvRuEG3UpEr0ma2gkvFInoifaksrKSq6++mvnz5wMwevRoTjjhhASvSoj2SQonkRJ2/fBWyMeToZuef0SvW1YWW9cfAHg6judle/Y0uQuLsDqqGPnTO03qoucf0evSpQvb3jd4XiNEp7yqzHJ0wIBGr4zOjQbQVvn1drgjSqIuOJ4nMbw4hBp0K4Ntm6wpnfBCke54oj3ZtGkTo0aN4scff8RsNvOPf/yD448/PtHLEqLdksJJJD1dd7Hhs3saPZ6obnrB3fNKqz3zmdx1FjavPpbiMk8Di1yLiyeW3YteWe2J50UYchvcLS+YN6KXnZ3N1KlTmfDi00AFuQUZzN5xK0t3rWPmxo+odjnQaz13m/JtWcw9tfH3zatbBpw/IPRz3g56Es+rFxy7i4V/NK8DDbptiUhdKNIJT4hAS5YsYfz48ZSVldGtWzfeeecdhg4dmuhlCdGuSeEkkp6rNnQnN7O9UxuvxCNc9zy3y8j+0oauf5ayYpybtgUcEy6eF65bXjBv97xgMzd+xLbKvQGPBUf04hEc0evw8bxwsbtYdLBoXktG6kKRmJ0QMH36dO6++26UUgwdOpS3336bgmbciRVCxEYKJ5GSDj7j0YRF9IK753k75pXv6kunHE80z27V+P2yJZ4TDAaMXfMjxvNCdcsL5t89L1i1y3O+AY18WxZ2k7VRRC8e/hG9HEOOxPNCxe5i0QGjeS0VqQtFYnZCePTt2xelFH/84x95+umnsVgsiV6SEB2CFE4iJXUfdHFCXnfVlq2U1EfzctLSuHDA+fztpf0A5FtdPPH13eiV9dG9+u55xq75YQfdBnfLy87OZtq0aQHHLN21jv9bvYiS8kqW/vgG/PgG+kOeOF6lsZzRnz5AUW25Zw22LBYMD+yg9+TKwH1Ne0PMqA0ebusf0bsyu2O98Q8QPLS2g8XugsUSw5NInRCtw+VyYTJ53raNGTOGb775hmOOOSbBqxKiY5HCSYg4LFy7zvexzWxm1uJS3+ehonkQuXtecEQvVBRv5saP2Gcog5zG5wcPtQ3VQW9zmJm1sQy3lYieDK31F08MTyJ1QrSchQsXcvfdd7N06VJ69OgBIEWTEAkghZNIeuE66iWCN6YHMHrwkUxf3TCradSWwGgeELV7XnC3vFBRPG8MDzdoJRoGo6H+HAKG2oaK53nvNBk06OI3szaW4bbSQQ8ZWhsk1hieROqEaBlut5upU6fy8MMPA569TU8//XRiFyVEByaFk0hq4TrqJYJ/TM9uTuPZ2RaKyzzzmjrlGDmm6DvcRI7mAb4OeO6tZeSWeu4Wuawa3w2D74oXw6eLA47fX1MOmqdo6vvXXszecWvYay/ZBKfPaSiYvLG8LunwdX395o3l7VFOZpZ6HpPueSGs/hJKPDHMjjC0VmJ4QiSXkpISxo8fz4cffgjArbfe6htuK4RIDCmcRFLRdVdAF7266tBDXhMx9NY/phc85NZu1WK+jrcD3oAfG1qPO40qIHIXoP7SWo1GWmbkDcDhonmxxPJAonkB3n214eMOENGTGJ4QyeP7779n1KhRbN68mbS0NF588UXGjx+f6GUJ0eFJ4SSSxq4f3uTnf9+ByxGmgKiXqI56/jE9x/4DAU8ErmcXExNH5MA7sV3HG70zuhtifjWDsuhss4U8vnh3JapSYZubxuUPnhrx2qGiebHE8kCieY34z2zqABE9ieEJkRyWL1/O2WefTXV1NX369GHhwoUceeSRiV6WEAIpnESS0HVXTEUTtH5HveABtw6norpGRxkdaBroTiv7dnpmSOVlG5k1tTuVi5ZSuHtfxOuuWbOGtxa+TX5VKfmAqdbzeE5ODs9NaOikt3z+T8ydsoyaijoAXLuN6Loiv0cmJ445NGSnPK9Q0Tx/m+o2UakqAYnl+YQbbuvtpJfbCY45qe3X1YpCxfIkhidEcjjqqKM48MAD6datG2+++Sb5+fmJXpIQop4UTiJh/GN5ddVFMRVNJmt2q8f0Qg64NfkSc7hdRvT6m0XeiF7xYzN9h0YacltRVEpwGC64k97cKcvYsb5xRNEb04vUKc8rPUzibmXNSt/HEsurF224bTuM6UWK5UkMT4i2V1paSnZ2NpqmkZ6ezqeffkp+fr6v/bgQIjnI70iRELHG8vyZrNkMPOvJVo/phRpw6y2UDBjRS/vRKceI3ap5Inrgm90ERB1yqwCXDbLM6WTZMxp10vPeaTIYNHILMgBP0eSN6YXrlOcVHM3z543pARLL84o03LadDrANF8uTGJ4QbW/NmjWMHj2a66+/nnvu8TRD6tq1a4JXJYQIRQon0eZijeUNu3Y1FntDRMFky23TvU05aWk8dfFYxt27k/2lbjrlGJk3rUfEc4wFncm44LSAx7xDbkvr72K5bFB0XlderB9Uu3z+T1w//jlfwVSy2xOlyy3IYPaOW33RvDvKgJnR43j+wg22zdAyGGAZEPP3ol2IFslr58Nt/eN5EssTIjm8+uqr/OEPf6C2tpZXXnmFW2+9FVuY/a5CiMSTwkm0OVdtSdSiyWTNxp7XPyFNIFpa8JBbt1ELGFTb1GheuDiePxls66cDRvL8hYrnSSxPiMRwOp3ceeed/OMf/wDgvPPOY+7cuVI0CZHkUv9dqWh32iqS11b8I3qOdI3Cg0zc6TeotinRvEhxPH8y2NZPB4zk+QuO50ksT4jEKCwsZNy4cXz55ZcA3Hfffdx///0YDIYEr0wIEU37eGcqUp5/LK+tI3n+/IfcOpyKqx7YRXGZO+SxlYuWUvzYTPTKatyFoedNrVmzhtLSUgB0m4FNp1jIUnbeOmMFsyqWAo2jeV7eYbbxRPMgMJ7XYQfbhorldZBIXjBvRE/ieUIknsPhYOjQofz6669kZmYyZ84cRo4cmehlCSFiJIWTSAoWez4We+dELyOuIbfFj83EuWlbwGPBHfUWL17s+1iZPedXlzkiRvO8giN6sUTzIHQ8r8NF8yLF8tp5JC9YcERP4nlCJI7VauWuu+7i6aef5t133+WQQw5J9JKEEHGQwkkIP1GH3PrxddIzGDB2zceQYW/UUc8b0wOoODQDcKC8HfrCRPO8/CN6fXNii+ZB43heh4zmhYvldYBIXjD/iF7uQQdJPE+INuZwONi9ezd9+vQB4LrrrmPChAmkpXWsf8QRoj2Qwkm0uV0/vJXoJUSVa7ezs7Ir4PYNuQ3H2DWfPv9bEPF6OTk57OlhhdqGQio4mhdOl3T4vAnv9TtcPC+UDhbLiyS9oICrf/450csQokPZtWsXY8aMobCwkNWrV5Obm4umaVI0CZGipHASbUrXXWz47J5EL6PJwu1rWrprHTM3fkS1yxFwfOfacozA/tpy9tZY0TSoS7fz8/23YDBqHD+TsLx7m4SIV6jW40KItrVixQrGjBnDnj17yMnJYcOGDZxwwgmJXpYQohmkcBJtylUboq82noYQqSDcvqaZGz9iW+XeRsfno2MEFDqa5sno6aThyskCYE9l9NeMdW+TEF7SelyIxFFK8fzzz3PLLbfgcrkYNGgQCxcupH///olemhCimaRwEgl38BmPpkzr8XD7mqpdnrayBjTybVm+4w3UATpKGXC5slG6lcrfTsFaWYk9y4rVHrkqirXtuBD+pPW4EIlRW1vLDTfcwCuvvALAuHHjmDlzJhkZGQlemRCiJaTGu1XRrnUfdHGilxA3/31NS3etY9+aMrJ2uynYpKPV+TWAcHo+cLuz2LVtKqbSck588WVm72idamhT3SYqVQy3sdqz1V9Cyf5Er6JF+UfvYiGtx4VIjMmTJ/PKK69gMBh49NFHufPOO9E0LfqJQoiUIIWTEM00c+NHAHTd6MJSpYDSRse4DVYAjI66Rm3HW9LKmpW+jztcC3Kvd19t+LidtB4PFb2LhcTzhGhbf/3rX/nPf/7Do48+yvDhwxO9HCFEC5PCSbSpVOioFy9vQwij23N3SaHhMGVjqP9HRrfRyua04VgL99P1g2WN2o63JG8rcqDjtSD38h96205ajwdH72Ih8TwhWp9Sis8//5wzzjgDgPz8fL755hu5yyREOyWFk2gzyd5R74UXPqXE7NnDVFTipKjECZoBd2ERWw+/GcDXSW99vpXn77uXsuoK8pWbfMBU67lOrSmbn46Yxtd+ncAn9Hya3J2fk98jkxPHjGn1ryVDy2CAZUCrv06rWf2l586RfxEUq9Jiz/9zO8ExJ7XsulpZuEieRO+ESD7V1dVce+21vP7667z44otcc801AFI0CdGOSeEk2kyyd9Rb4dyHN93m1s0ozQCA1VGFe/e+wGP7ZlFRVIoBMARdx22wSie85nr3VdjzW/OukYIxvWiRPIneCZEctmzZwujRo1m3bh1GozFg2LkQov2SwkkkVDJ11FNGhfffCV1bu5DrKMXmdjBq578xFnT2HWfIsOPKzgBHDQpw2UApI7puw6VlUNZ7hHTCay7vnSbN4BliGy9rWkrG9CJF8iR6J0Ry+OSTT7jkkksoLi6mc+fOzJ8/n1NOOSXRyxJCtIHkeMcqOqxEdtTzDrP9viCHD048Ai3b07RBd5h563H/vwSPBWDOpwtY8ckycOoYamvQ8BRNO8/qyo8bpgLQLYOAiB7A8vk/UbQztm5ooWyq28TKmpUB+5fCqVIpNjU3XCTPG7fLyYPpc9t+XS0ono54EskTInkppZg+fTqTJ09G13WOPfZY3nnnHXr16pXopQkh2ogUTqLNKN2d6CUE8A6z/fyCY6nKsfjuNmnu0Pn0FZ8sw1jhCnjMbdSocFh9n4eK6M2dssz3cVM66q2sWUmJHjrmGE7KdNSLFslLwbhdsKZ0xJNInhDJ59tvv+Wee+5BKcWkSZP45z//ic1mS/SyhBBtSAon0SZ2/fAm3y++JtHLCOAdZltn8xQZSoGr1s6pljB7rpy65zhAtxlQZg19UC7OinN9h4SK6NVU1Pk+bkpHPe+dJg2NdC096vFmzZw6HfUiRfJSNG4XLN6OeBLJEyI5HXPMMUybNo3c3Fz+8Ic/SBMIITogKZxEq9N1Fz//+45EL8PHG9FzFxbx02F9qcj2FCNupxXnjqFcO61HwPFr1qxh8eLFGGo9hZNuM/Cvv/8TgCWb4IYPPMd1y4DzIzSy83TUO7TJ607X0pmUMyn6ganAG9FrJ5G8SHE8id8Jkbo+/PBDDjnkEPr27QvAPfckb2dYIUTrk8JJtDpn9X5cjrJGj5us2QnpqOeN6AEsO+to3+PKbcRubfwviIsXL6awsNAX5VPmhmOebJg3K5304hEc0UvxSF4scTyJ3wmROnRd5+GHH2bq1KkcccQRrFixArvdnuhlCSESTAon0aoiRfQGnvVkQjrqeSN6GAw40xvy6aU7+/Lni3IaHe9tM6sAR7pGzaEZvueq/Po1SCe9OPhH9Lr2SPlIXrQ4nsTvhEgd5eXlXHnllSxatAiAoUOHYjLJ2yUhhBROohVFiuidevMvWDO6tfGKYNmaal4cPJkazJi7lJGWsdXzxN5yepQt4uO3F/Dx24HnlJV57pbpNgObTrHQuX4z8JJNsKfSc0y0mF5TeLvppVynvHD8O+j5R/QeejGx64pTqFiexPGEaB9+/vlnRo0axYYNG7BarTz//PNMnDgx0csSQiQJKZxEq3HVloSN6JntnRKwIpi1uJTd9q4AFPTZ5HvcumcbRr2a0tLw5/pH9KD1Y3rB3fRSplNeOKE66KVgRC9SLE/ieEKkroULF3LllVdSWVlJz549WbBgAccee2yilyWESCJSOIlWs+uHt0I+nqiIHkC1QwGgKR2joSFnp7k8RZGmaWRnZzc6z2q1sr5PLdAwHb61Y3r+3fRyDDmp0ykvnOAOeinaNS9cLE/ieEKkLrfbzSOPPEJlZSWnnHIK8+bNo0uXLolelhAiyUjhJFqFrrvY8Fnj7kOJiuj5OukN/DNYc8hP34rB6ilMsqoqcbk9cbjs7GymTZvW6Pylu9bx6Zo5Ia8dKabX1OG3m+o2Uak8OcB0LZ0rs1OvwAiw+kso2e/5OIU66EksT4iOwWg08s477/Cvf/2LqVOnYjan+B1+IUSrkMJJtChdd+GqLaGuuijk84mK6Hk76amDPC3FrX32+J7Tt271fWy1WoNPBWDmxo98H9tNoY8JpanDb1fWNOQAUz6iB56YnlcKxfMklidE+/X999+zbNkybr75ZgB69erFQw89lOBVCSGSmRROosXs+uFNfv73HSH3NQEcfMajCYvo+Trp1dNMuu9jm0HD++yIESNCnl/taojoTTro3JDHhNLU4bfemB6Q+hE9aIjpQUrF8ySWJ0T7NG/ePCZOnEh1dTUHHngg559/fqKXJIRIAVI4iRbh7aAXrmgC6D7o4jZcUUM8T6+sxl3ouQOmGQ2k5e4NiOlVV3oicTk5OQwePBjwRPNmbvzIVzAV1ZYD0NmWzWndj4jp9f1jetGG33o76HkLJm8nvQwtgwGWFm7X11ZCddHL7QTHnJTYdcVow/z5VO7cCUgsT4j2wuVyMXnyZJ544gkAhg8fzgknnJDgVQkhUoUUTqLZdN1FdfEvEYumRAy79R9066Np5PTY4vs0XExv5saP2Fa5t9E1WyumF9xBzyulY3op3kVvxZQpvo8llidE6tu/fz+XXHIJn332GQB33303Dz/8MEajMcErE0KkCimcRLNEi+eBp2hKRCc9/0G3xq75GDLsGDLT0Yxu3zHhYnreO00GNPJtWYCnaGqtmJ5/B710LR3wFE0pHdNL8S56/g0hJJYnRGpbs2YNo0ePZtu2baSnp/PKK68wduzYRC9LCJFipHASTRYtnjfs2tVY7PmYbLltVjT5x/O+75LJsstOoc5uxdQ1H4C0slVoJgfO8t9I27GHqiodDXDbDDxUvBg+XQw0RPPybVksGD41rjUsn/8Tc6cso2S3JwIYLabnL11LZ1LOpLheL+l4I3r+Q25TpIteKBk9enDwmDGJXoYQohl+/PFHtm3bRv/+/Vm4cCGDBg1K9JKEEClICifRZOEG3ILnLpM9r3+b32Xyj+ctu+wUirrmeJ6o9txXMtQn32w79mCpamgQ4TQq9tU2/lriieZ5zZ2yjB3rG7oKxtNNr10IjuilUDxPCNE+XXHFFTgcDsaMGUNOTk6ilyOESFGGRC9AtD+JiuZBYDyvzu4pejQg124n125Hd1px1VkxuDyDcBXgyjRSMyiLzrbsgP96Z3SJK5rn5Y3oGQwaPQ/Jj6ubXrvgH9Hr1iul4nlCiPahsLCQSy+9lL17G/aqXnPNNVI0CSGaRe44iRY17NrVbX6nKbh73k+H9eWzkw/BuXUjNrcbg2Ygze6565FW5kZXYMJTOOk2Ay889n9hr71kE5w+B6qcjZ/bWxV5XbkFGcz4+YYmf10pKXjQ7UMvJnY9TeTfUU8IkVq+/vprLrroInbu3ElVVRXvvfdeopckhGgnpHASLcpiz09oPA9g2VlHU7t3G4baWt9jpXWeZg/G+v+8lFmLeO0nV8Lmxs3uAqSncOO7Fpeig26DSUc9IVLTSy+9xI033khdXR2HHHIIjz/+eKKXJIRoR6RwEikvuHueM90G7obOefaMDCwmz496Uf0dJ6xVuE2KmkMzIl7be6fJoEGX9MbPp5vhjhRufNfiUnTQbTDpqCdEanE4HPzpT3/ihRdeAGDkyJHMnj2brKysBK9MCNGeSOEkUlKo4bbGrvn0+d8CjG/Nh188x+Xk5HDWmL8ya3EpRRnrKTt8BcroBJsLNEVnm813zSWbPHeY/GN53jhel3T4OsWb3TWb/0DbcFJw0G0k0lFPiOS3Z88eRo0axX//+180TePBBx9k8uTJGAyyjVsI0bKkcBIpKdRwW0OGPeSxsxaXsr3QhfPgFZARmLvz75oXKZYncTxCD7QNJ4VjekKI1JKWlkZxcTE5OTm8/vrrnHtu/E19hBAiFlI4iZQUarht3j2hbwlVOzyNIDDV30pSGlnGTHLttoCueeFieRLHqxc80DacFBt0K4RIPUp5/lzXNI3s7GwWLVqEyWSif//+CV6ZEKI9k8JJpDRvPC8WBg10oHNa5KG2EsuLIsUH2gohUlttbS1//OMfGTx4MDfffDMAhxxySIJXJYToCCQALFJO5aKluHfvC/ncqi1bKakfdhuPJZtgT2Xz1rV8/k9cP/A5SnY380LJyL/NeDsnrciFSF7bt2/npJNOYtasWdx1113s3r070UsSQnQgUjiJlFP82Ezfx8H7mhauXdekaz65suHjpu5nmjtlGTvWF6HrnghJWqalaRdKRu2kzXgspBW5EMlp6dKlHH300axevZq8vDzef/99CgoKEr0sIUQHIoWTSDm+/U3QaF9TrTPEpNoY+HfSa+p+ppqKOgAMBo2eh+Rz+YOnNu1CyaidtBmPhbQiFyK5KKV46qmnOPPMM9m/fz9HHnkk3377LcOHD0/00oQQHYzscRIpy1jQmYwLTgt4zL1vL7ZfN2OoL6AqHXXsPvZlMDrBUuU7Lrj1uLfteLcMOH9A89aVW5DBjJ9viPn4TXWbqFRJHO/zj+m1kzbjsZBW5EIknlKKiRMnMnv2bAAuv/xy/vWvf2G3h+6iKoQQrUkKJ9GuuLduwVBb6/u8SqsL2YI8XOvxRLQdX1nTkBM0a0nY97wDxfSEEMlF0zQOO+wwjEYjTz31FDfddBOapiV6WUKIDkoKJ9GuKJfb93HXrl1Z3bkacDZqQX7PZs8x/q3HE9V23KkacoJD0pKw73kHiukJIZKDw+HAavXM2bv99ts555xz+N3vfpfgVQkhOjopnETKW7NmDYsXL8bhcECdAwC3xcTSgUbcaS4ADHXpLLno/kbntkTr8eXzf2LulGVxd9PbVLeJlTUrqVKenGCGlsEASzNzgi1l9ZeeO02OGigt9jzWTmN6G+bPZ8WUKb69TVXSpUuIhFFK8fjjjzN37ly++uorMjMz0TRNiiYhRFKQwkmkvMWLF1NYWBjwmMus47YX+z436q3X4c7bTc8r1m56K2tWUqI35AWTKqb37quw57fAx9ppTG/FlCkUr1/f6HHpqCdE26qsrGTixIm8/fbbALz++utcd911CV6VEEI0kMJJNNmuH95K9BIAT6QDPFl4ZbagGzT2eofHKw1zbS4XdT+r1V7fv5te94PyYu6m543oaWjkGHKSK6bnjedpBs/AW2tau43pee80aQYD6fWtjS2ZmdJRT4g2tGnTJkaNGsWPP/6I2Wzm//7v//jDH/6Q6GUJIUQAKZxEk+i6iw2f3ZPoZQRwaxlUH3oUBrODiryfACed07JYMOKvAce1xLDbUOLppuffSS9dS+fK7AQWJf6xPC9vPC8nD6bPTcy62oD/sNv0ggKu37EjwSsSouNZsmQJ48ePp6ysjIKCAt555x2GDEmif0gSQoh6UjiJJnHVhmhJB5hsuW28kgZuHXQVfThZSwy7ba6k6qQXKpbn1U7jeV4y7FaIxHr11VeZMGECSimGDh3K22+/LUNthRBJSwon0WIOPuNRDIbk/5FqiWG3zZVUnfSCY3le7Tie5yXDboVIrDPPPJOCggJGjhzJU089hcXSevtRhRCiuZL/Xa5IGd0HXdxq165ctJTix2aiV1bjLmxoxPDq2yspLS0FQNPcmCye/U4GTcMddA3v0Nt4ht16O+Z59zGFEk83vaTrpOc/3DaFY3nBnfFi5e2gJ8NuhWg7+/bto3PnzgB069aN7777jk6dOiV4VUIIEZ0UTiIlFD82E+embQGPGTLsrPjiA180T/P7h8pQ8xGDh97GEtML7pgXSSzd9JKuk147GW4brjNerCSmJ0TbWLhwIRMmTGDGjBlcdtllAFI0CSFShhROoknauqOeXlnt+cBgwNg1H0OGnbx7JqE+/sh3jKugt+/jNLOZOlfgXSJvRM+gQd+c2GJ6/h3zcgsywh6XlmmJqZte0nXSayfDbUN1xouVdNATovW53W6mTp3Kww8/DMBrr73GpZdeihbqX7mEECJJSeEk4pbIjnrGrvn0+d8Clq2p5oH5X2FVnjfMbi2TrN7dKKmuJtdup9xkAlfDef6d9Lqkw+cx1AjL5/9E0U7P9XMLMpi949a41uqN5fnvZ/JG9JKmk14KDLeNJYbnjdxJZzwhkk9JSQnjx4/nww8/BOC2227j8ccfl6JJCJFypHAScUuGjnqzFpdiLPvC97lmiByTa0onvblTlvk+jnWorb/gWJ6/pIjo+XfSS+KYXjwxPIncCZFcvv/+e0aNGsXmzZtJS0vjpZde8kX0hBAi1UjhJFpEW3fUq3YosmmI4p146nl86wp/p6EpnfT8G0LEOtTWn38sL11L9z1u1szJE9HTDNC1R1LH9GKN4UnkTojksnv3boYMGUJVVRV9+vRh4cKFHHnkkYlelhBCNJkUTqJFtHZHPffufazueRzvHXEJ2p2fkln9BSY82bucnBwuv2gIn7w9g99yt7HdoHDXOkNeK7iTXqSued5uefk9MjlxzKExrze4c166ls6knEkxn9+mcvLgoRcTvYqYSAxPiNRSUFDAzTffzLfffssbb7xBfn5+opckhBDNIoWTSHrFj80EYNHvxrDH3pW+1e9hpaHTndVqBWCX5TecBkfAuXaTNeK1Y+maF29ML+k65wkhRBvZv38/TqfTN8T2oYceAsBoNCZyWUII0SKkcBJJz9tRr9bk2YdjqI/oKTSysjszYsQIANzeyU0KOqdlYzdZmXTQuRGvHa1rXqzd8vwlXec8IYRoA2vWrGH06NF069aNL774AqvVKgWTEKJdkcJJJC3v0Ft3YRGrex6H276Xvrzji+jl5mQzbdr9jc4zKwsLhk/1fe7fUc/LG9HzxvGa0jUPkrxzXjBvJz1HTUM3vSTm7abn7ZgnhEher776Kn/4wx+ora3FbDazZ88eevfuHf1EIYRIIVI4iZjousvXTa+uOraBsM3lP/R20e/G0IkPQkb0ognVUS84oteUrnmQ5J3zggV30oOU6qYnHfOESD5Op5M777yTf/zjHwCcd955vPbaa+Tk5CR2YUII0QqkcBJR7frhTX7+9x24HGVt+rr+Q28dtgzS6yN6mqbRpUsXX0QvmlAd9fwjet0PymtS1zxI8s55wfw76eXkeYqmFOmml3vQQdIxT4gkU1hYyLhx4/jyyy8BmDJlClOnTsVgMCR4ZUII0TqkcBIR6bqrzYsm/4gewJpDT6fEkk2+5gYFymyh9JBDeXXTZl7dtBmAYmMRTpunGHIrI6fPaSiY9nqSc4066oEnojfj5xuaveak65znH8vz8sbzcvJg+tw2X1Isg2z9+Q+1vfrnn1tzaUKIJpg4cSJffvklmZmZvPrqq1x44YWJXpIQQrQqKZxERK7akqhFk8ma3aLDb/0jegDv9j0fAIPRDS7QlU5JdXXAOb/lNhzv1NPZGiI9F+vg23YhVCzPK0HxvHgG2fqTiJ4Qyekf//gHV155JS+//DKHHHJIopcjhBCtTgonEdGuH96K+LzJms3As55s0eG3/hE9c79e1GXngQPQFOCJxeXa7QHnbDco38d15ed4TtegS316Lt0c++DbdiE4lueVwHherINs/clQWyGSh8PhYNmyZZx99tkA9O/fnxUrVqBpWoJXJoQQbUMKJxGWrrvY8Nk9jR4fdu1qLHbPIEOTLbfFiqbgiJ6xaz4HfDUX7d6dZDp+xOBs2OP01MVjAVi6ax0zN36Eu7I+l6dnU1Q2GPAUTV+3UnoueMhtUgjVNS9BsTwv/3ief/ROBtkKkVp27drFRRddxNdff82HH37oK56kaBJCdCTNesdbW1uLzWZrqbWIJOPtohfMnte/Re8weQVH9AwZDXeVOvEf38eaqWEuyMyNH7Gtcq/vc6fLil5/86k1o3lJOeQ2CbvmhYrnSfROiNSyfPlyxowZQ2FhoXTLE0J0aHG3vtF1nQcffJAePXqQkZHBr7/+CsB9993HzJkz417As88+S58+fbDZbBx//PGsWrUq4vGlpaXceOONFBQUYLVaOeigg/jggw/ifl0RXaiY3sFnPNoqRRMERfQG9CbvnobbRd6htwDGPn19H1e7HPXPayhXF0qLz8WgQb/c1o3m+XfTyzXkJkcHPf94Xm4n6NYr4V3z/ON5GT16kHfIIRK9EyJFKKV47rnnOO200ygsLOSwww5j9erVvrtNQgjR0cT9Dvihhx5i9uzZPP7441x77bW+xwcNGsTTTz/NpEmxZ6Peeustbr/9dmbMmMHxxx/P008/zdlnn82GDRvo0qVLo+Pr6uo488wz6dKlC2+//TY9evRg27Zt8i9grSBcTK/7oItb5fUqFy3FvXsf0BDRA1i2phpH6Y+Y8bwB181mjJ27+CJ6+2vLAXC7s9i5/R505eme93kb1QutPuQ2VHe8cJIknue1Yf58KnfuBCSeJ0Sqqamp4YYbbmDWrFkAXHzxxcycOZP09PTIJwohRDsWd+E0Z84cXnjhBc444wyuv/563+NHHHEE6+PsmPX3v/+da6+9lokTJwIwY8YMlixZwssvv8w99zR+0/7yyy9TXFzMV199hdnsiUb16dMn3i9BxCBcTK8lu+f5K36s4W6lf0Rv1uLSgJgeRk9MLzii53K3TUSvzUXqjhdOkgy1XTFliu9jiecJkVree+89Zs2ahcFg4LHHHuOOO+6Q/UxCiA4v7sJp586d9O/fv9Hjuq7jdDpDnBFaXV0d3377LZMnT/Y9ZjAYGD58OCtXrgx5znvvvceQIUO48cYbWbRoEZ07d+ayyy7j7rvvxmg0hjzH4XDgcDh8n5eXl8e8RhGoTWJ6EBDRq3Yosv1ies4ePUmjIaKnlIbL2ZnyknPpltEOu+eF644XThINtfWf1yTxPCFSy7hx4/jmm28455xzGD58eKKXI4QQSSHud8GHHnoo//nPf+jdu3fA42+//TZHHXVUzNfZv38/brebrl27BjzetWvXsHeufv31Vz7//HPGjx/PBx98wC+//MINN9yA0+lk6tSpIc955JFHeOCBB2JelwivtWJ6/owFncm44LTQT1qsuPPyAx/Ts9j92z10y2i9DnpJIUnid02R0aMHB48Zk+hlCCEiUErx4osvMmbMGPLy8tA0jSeeeCLRyxJCiKQSd+E0ZcoUJkyYwM6dO9F1nQULFrBhwwbmzJnD+++/3xpr9NF1nS5duvDCCy9gNBo5+uij2blzJ9OnTw9bOE2ePPn/2bvv8CbLr4Hj3yfpHnRQRimFgmzZIDJENoUfoiB7CoKgIqiAMlRAFBUUBIUXVFr2sjIERRDZo2wQkVWggIwi0D3TJnn/CEkbmo50kBbP57p6kdzPutMCzclz7nMYO3as6XlsbCz+/v6FOk+RN7/VbcRfVZ1h1ATTmIce7IgHDI1v4x2iueZ4FW1SPCig1Wd1tsITpgkjXh9fcCfMbh2Tcd1SMWIsQW4sPy6EKNoSExMZPnw4a9asYePGjfz666+oVFbXjhJCiCee1YHTSy+9xJYtW5g+fTqurq5MmTKFhg0bsmXLFjp06JDr8/j4+KBWq7l7967Z+N27dylbtqzFY3x9fbG3tzdLy6tZsyYRERFoNBocHBwyHePo6Iijo2Ou5yVs568qTqhVMZAhGDJLwFSriXSNQGuXnnqp1xl+to9zXVNoUnoqaYGUIc/NOqYism4pNx4tQS7rm4Qouq5evUr37t05c+YMarWa//3vf7KWSQghspCnBSstW7Zkx44d+bqwg4MDjRo1YufOnXTr1g0w3FHauXMnb731lsVjWrRowerVq9HpdKZPwy5duoSvr6/FoEkUM4oWAD0KOsUtfVgBlaOW1HLl0CmGQNu4tonEzoVeevxRxlLkQMGUIc9pHVMRWreUGxlLkHtVqybrm4Qoon7//Xf69u1LVFQUpUuX5scff6RVq1a2npYQQhRZVgdOlStX5tixY5Qsab7WJDo6moYNG5r6OuXG2LFjeeWVV2jcuDFNmjRh7ty5JCQkmKrsDR48GD8/Pz7//HMA3njjDebPn8/bb7/N6NGjCQsL47PPPmPMmDHWvgxRhKSXIn8KAJ3ixncLZnI0/BobT50mOTWV6KQkbqrs0KoNJa212hLooybmaV3TgZBzPLgVl/OOGNLyQpNCzYKlBH0CAG6KG1Udqub+wlml5BWxMuJ59WiKnquvL6+eP2/jWQkhHqXX65k1axaTJ09Gp9PRpEkT1q9fT/ny5W09NSGEKNKsDpyuXbuGVqvNNJ6SksKthz1bcqtPnz7cu3ePKVOmEBERQf369dm2bZupYMSNGzfM8qz9/f3Zvn077777LnXr1sXPz4+3336bCRMmZHUJkUd6XeafcWHJWIo8o42nTnMnJsb0PN7tmukvrF7nmOf0vJVT9pgeO7tnf6cyNCmUKJ3l0uxWp+nllJJXjNLxLJEUPSGKh9jYWBYtWoROp2PYsGHMnz8fJycnW09LCCGKvFwHTps3bzY93r59Ox4eHqbnWq2WnTt35qmn0ltvvZVlat6ePXsyjTVr1ozDhw9bfR2Re7fPruWvLcMf2/UyliLPKPlheXtFUfB0dkZRpZcld0rpnOf0vKS49PMM/KR1tvsa7zQpKLgq6Y0f7RV769P0skvJK2bpeJZIip4QxYOHhwcbNmzg6NGjjBgxQtY0CSFELuU6cDKuQ1IUhVdeecVsm729PQEBAcyePbtAJyceP50ujfO/j3ss14r/eTeRM4M4Z5fKocCqqBRDAKWotEzasInoJEOg4enszNd9evHcz+cA0Gs92NOvXr6vX9LPned61srVvq6KK8M881Hv/Pg+iLpveFzMU/JyIil6QhQ9v/76Kw8ePGDwYMMHNA0aNLCqhYgQQggrAiedTgdApUqVOHbsGD4+PoU2KWEbOl0aiZGXSUuJybTNztEDOyevAr1e5MwgUsOucyiwKpElnFCM5fTsMEvRc7J/jCXzCsumFemPi3lKnhCi+NDpdHz66adMmzYNe3t76tWrR716+f/gSQgh/ousXuMUHh5eGPMQNnb77FrO/z7OYtAEULPjbFSqPBVhzJIxRU9jZyg6rkdBgzc639KA4e5m2RIleLlh/QK9rk1kLAhRzFPyhBDFQ0xMDIMHDzal2g8fPpyaNWvaeFZCCFF85emdcEJCAnv37uXGjRtoNBqzbVLhrvgxpudlFTS1Hn0ZRzfLvbXywpiip737wDCgNhQA0SluRHi+RKlSfwOGFL3PX+7Gr2HQes1pFHfL88utAyHnWDllD1F3zJvXWqqcZ2SsoFdgvHygccuCPWchMlbKM65fyo40vBWi6Dh//jzdunXj0qVLODo6snDhQlPFWiGEEHljdeB06tQp/ve//5GYmEhCQgLe3t7cv38fFxcXSpcuLYFTMZSaeD/LoMnO0QN7l4JNyzSm6BllXJjs6Zd+R9OYojc7FJLdtmFM2FPIW0PjlVP2cPPCA9NzY0W97CrnGRVIo9ti6NFKebkh1fSEsK2NGzcyePBg4uPjKV++PBs2bOCZZ56x9bSEEKLYszpwevfdd+natSuLFi3Cw8ODw4cPY29vz8CBA3n77bcLY46iEGVXQc/O0aNQU/RQqbB/yh+Vu6splU1Rp5dBN6boJaSCSpViGu/m3zlP1zVW01OpFMpV8zZV1Muqcp5RniroPSEyVspz9fXNcX8Hd3eppieEjf3999/Ex8fTqlUrfvzxR0qXLm3rKQkhxBPB6nfEp0+f5rvvvkOlUqFWq0lJSaFy5crMmjWLV155hZdffrkw5ikKQXYV9Fq8dhwX7yoFHjRlpC5TkvvzxxKzeLFhPvr0bV4uLjxjobx9KScPxjXMemGzMR0vY8lxI2OKnpevG4vOvwkY0vTi9YZxqyrnZdXMNivGJrfFlKuvL6/fvGnraQghcmHy5Mn4+voyePBg7J+E4jpCCFFEWP2u2N7e3tSUtnTp0ty4cYOaNWvi4eHBP/9k09xTFCk5VdAr7KDJaMuWLelzIvtmtLnxaDqeJRmb3oYmhZoeW5WOl1Mz26xIRT0hRAH766+/mDZtGitWrMDFxQWVSsWwYflonyCEEMIiq98ZN2jQgGPHjlG1alVatWrFlClTuH//PitWrKB27dqFMUdRwGxRQS8rKSnpKXgPaImnKn93ZjKm43n5umXa7uzuYNb0NmNBCKvS8bJrZpuVJ6DJrRCiaFm3bh2vvvoqiYmJVKxYkTlz5th6SkII8cSy+t3xZ599RtzDdQ8zZsxg8ODBvPHGG1StWpWgoKACn6AoWI+7gh6kV9Ezrm0yNrzVONqT8LBfUyruOJf3Abv0ymy/hhkKQ/ybAGVLZj6vpbS8jOl4y26+k+s5uiluVHWoav2Le0Kb2Rqr6UmlPCGKprS0NCZNmsRXX30FQIcOHfjggw9sPCshhHiyWR04NW7c2PS4dOnSbNu2rUAnJApXWnLUY62gB5mr6Bkb3gKgNyxs0uGAfckrpn2c7O2ZHQpXsil2l11aXsZ0PGG9R6vpSaU8IYqO+/fv07dvX3bu3AnAhAkTmDFjBmq12sYzE0KIJ5uqoE508uRJXnjhhYI6nXjMCquCHphX0VP7lkLjaFhLpACenp6kqUpyn5agmFfUS3iYRadSwM7C39SMaXkl/dxNX+VrlDRLxxPWy1hNz7tGDamUJ0QR8ddff9G4cWN27tyJq6srP/74I1988YUETUII8RhY9S55+/bt7NixAwcHB4YPH07lypW5cOECEydOZMuWLQQGBhbWPEUhKowKehnT84yNbtVlShJwZgNJYydBcgxJak9+LzUNyqQZDkrWoyQb+jqd3+nCvw97z5bxPg2qrJvfWpuWB+lNb61ucGusplcMq+TlpZmtq68vr54/X9hTE0LkkqenJ4mJiVSpUoWNGzfK2mIhhHiMcv1OOSgoiNdeew1vb2+ioqJYvHgxc+bMYfTo0fTp04ezZ89Ss2bNwpyrKCQOLiUL/E7To+l5ACo3F8DQl8kJ0CugUTmAsZqesRy5HiLi04+zd09PB3Wxy1vz20c92vQ21xX1Hq2mV4yq5EkzWyGKJ71eb2oU7u/vz7Zt26hcuTKenp62nZgQQvzH5Prd8rx585g5cybvvfce69evp1evXvzf//0ff/31F+XLly/MOYoCdPvsusdyHbP0vDIlUbm54D3RWB5XMe3nQCKKYoiYFEVBURSc7e1xsDP81XS1ByfHFOIe3pQaVi1vzW8flbHprafKM/cV9TJW0yvjV6yq5EkzWyGKn7t379KnTx/eeecdunXrBkDDhg1tOykhhPiPynXgdOXKFXr16gXAyy+/jJ2dHV9++aUETcWITpfGxZ0TC/068T/vRnvnHpCenmeskBe5UEeDh3GToocXyv5KVGIiXi4ufN2nl8XzddmSCgqoo9QsbbKbpewG0ivo5Yer4spgj1wEP4+m6Hl6w6c/5Pv6hcVSWl7G9DtpZitE0XfkyBF69OjBrVu3uHz5Mp07d8bRsWDuugshhLBergOnpKQkXFwMqVaKouDo6IhvLj61FkVHWrLlEnV2Tl4Fep3Imell6Y3peekV8jJWedCTG4kxKeAJOq2OB7cyr895LBX0ilmKXnZpeZJ+J0TRt3jxYkaNGoVGo6FGjRps2rRJgiYhhLAxqxa2LF68GDc3Q1PRtLQ0li5dio+PefnqMWPGFNzsRKGr3u6LAl/fZErTA1N6nrFCHno9ysMS5K65XFakzxBflfQzf9P/aEPbQlPMUvSySsuT9DshiraUlBTGjBnD999/D0D37t1ZunQpJUqUsPHMhBBC5Podc4UKFfjhh/TUpLJly7JixQqzfRRFkcCpmClXu0+BnctYSc9URc+3FG4vtuHXsPRiD/Y6HWqtDgB3J4WkR85hbGp7r2o0UV2j0Tnp0ZYwlClXqVVWV8/LM2NqnjFgKiYpeo+StDwhio/k5GTatGnD4cOHURSFTz/9lIkTJ6JSFVjnECGEEPmQ68Dp2rVrhTgN8SR4tJJexjQ9I7Vel+05jE1t48bEoPM131eteYxvHh5NzTMq4il6Qojiy8nJiSZNmnDhwgVWr15N584FUwxHCCFEwSj4bqfiPytjJT37p/wzp+kB5eNjsz2Hsamt3vlhfp4O1DFq1BoVPb2eL/A5Zyljap6nt+Gxo3ORT9ETQhQver3ebA3xV199xdixY6lYsaKNZyaEEOJREjiJfPs1DL7akUBsr0UAKGo16jIl4R4QhKmRbVk3KHk3GUXRgh6iE5NISkpP1jsQco4Ht+JIbaFB72MInEq5eLDhxamP+yWl8/SGL1fa7vpCiCdWcnIyb7zxBuHh4ezYsQN7e3vs7e0laBJCiCJKAieRb7ND4WqqK5RwTR+0UCncWAxCpdZCGuj0OvQPKz842duz8oM9ACQPSA+mCqrhrRBCFCU3btygR48eHD9+HJVKxf79+2nbtq2tpyWEECIbsuJU5JsxFU+l0+IT+y9l1MmUdcPs6ykvGGfsMWtseIuCl4sLvh4evNywfuY0PQqu4a0QQhQVu3fvplGjRhw/fpySJUuyfft2CZqEEKIYkDtO/yG3z64r1PN7xz9gfcjrBJzZkOU+yzI8VhTFYtNblVqFFi2lnDxoU65eIcxUCCEeP71ez9y5c3nvvffQarU0aNCADRs2EBAQYOupCSGEyIU8BU5XrlxhyZIlXLlyhXnz5lG6dGl+++03KlSowNNPP13QcxQFQKdL4+LOiTadw56TidyP1uKdoX/TgZBzLPjpF+62v0/ap4ay43qP3DXGzaswTRjxegu5hEbH90HU/UKdQ2G4GBLCwSlT0MTFkXDnjq2nI4R4xAcffMDnn38OwODBg1m0aBHOzlKpUwghigurU/X27t1LnTp1OHLkCBs2bCA+3vAG9M8//2TqVBsu4hfZSkuOsjhu5+T12OawdEt0prGVU/Zwu/W/pPqmoffRG4pCPPxbWVjrm0KT0uuj2ysWuvBuytCfrBiVHz84ZQqRFy4Qf+sWep2hlLuDu3sORwkhHpeBAwfi5eXFN998w9KlSyVoEkKIYsbqwGnixIl8+umn7NixAwcHB9N427ZtOXz4cIFOThSu6u2+QKV6fNmaiSmZ7yQlxWnMSo/bRaspoXeholvpQlvflKpPr4/ezLlZ5h1SMrTlLUblxzVxcQAoKhVufn5416hBi08+sfGshPhvu5mhAXWtWrUIDw9n9OjRKIpiw1kJIYTIC6vfNf/111+sXr0603jp0qW5f7/4pTf9l5Wr3Sdfx8f/vJv1q/4iosWYvJ1Ar+fBrTjT08ddetwtzZ6q02eZB0oA0ZGGP718oHHLxzYfSzKm3+XEmJ7n6uvL6xnerAkhHj+9Xs8XX3zBtGnT+P3332nVqhUAHh4eNp6ZEEKIvLI6cPL09OTOnTtUqlTJbPzUqVP4+fkV2MRE0Rc5M4jF7T41PXfRJKJyc8n18Tp94a5lylFSIkT8k/X2IpCmZ0y/s4ak5wlhW3FxcQwdOpT169cDsHXrVlPgJIQQoviyOnDq27cvEyZMICQkBEVR0Ol0HDx4kPHjxzN4cPFJaxL5p4tPJNEhPVAafvFnvCcOs+GMrGQM3BSVodFtRo7ORSJNL2P6nauvb477O7i7S3qeEDZ06dIlunfvzrlz57C3t2f+/PmMGDHC1tMSQghRAKwOnD777DNGjRqFv78/Wq2WWrVqodVq6d+/Px9++GFhzFEUEfE/7yZyZhA7feoR3Kgfib0WEelWEjD0anrlx7ezPNZYUc+MHlJbaAwFIWzJ0xu+XGnbOWA5LU/S74QoPn755RcGDBhAbGwsvr6+rF+/nmbNLKyjFEIIUSxZHTg5ODjwww8/8NFHH3H27Fni4+Np0KABVatWLYz5iSIkcmYQqWHXCW73KTc8y5ttc7VQnC4jSxX1AJIHpK8vKqwqesVFdml5kn4nRNF2+PBhunbtCkCLFi0ICQnBNxd3iYUQQhQfVgdOBw4c4LnnnqNChQpUqFChMOYkCkFBNL/VxScCmNLzVDotJZNjcPdwZFwz12yPzVhRT5WhmJSpoh4UWhW94iKrtDxJvxOi6Hv22Wfp27cvJUuWZM6cOWZVZ4UQQjwZrA6c2rZti5+fH/369WPgwIHUqlWrMOYlClBem98aU/OMAZP27gMAFLUagNIl1Bx51zvL440ypum5ud1Eq9GhBrR2aei9Decq5eRBm3L1rJ6jVY7vI+zcz8R3fRjwP+x19LhlVSlP0vKEKF4uXLhAuXLlKFGiBIqisGLFCuzsHl+LByGEEI+X1X2cbt++zbhx49i7dy+1a9emfv36fPnll2a9KkTRktfmt8bUPO2de2jv3EsPNKzsP5IxTc/d/wY65eFaJ6Xwm92a2bSC0CbpgZ59SprhwWOunpexUW3GL2laK0TxsWHDBp555hmGDBmC7uG/XQmahBDiyWZ14OTj48Nbb73FwYMHuXLlCr169WLZsmUEBATQtm3bwpijKAS5aX5rvNOESoXatxRq31LYV62Iyj33JcfhkTQ9XUr6Bj2F3uzWTEoSqY7pr7nZwQgo6//Yq+c92qg245c0rRWiaNNqtUyePJkePXoQHx9PVFQUCQkJtp6WEEKIxyBfH49VqlSJiRMnUq9ePT766CP27t1bUPMShezR5rePpuVBemqeukxJAs5sMI0rQUB87q4z/+BR7tTdjmKfjEqdRvTdVPwfBlIqRcWvXT/N4Qy5cHwfbFph1sg2rIYXoc/7keqgTt/vzToklDDc2XJT3Kg67Nv8XzsbkpInxJMlMjKS/v37s337dgDeffddZs2aJXeahBDiPyLP/9sfPHiQVatW8dNPP5GcnMxLL73E559/XpBzE4+RMS3PEmua2j5qw+3fwS0KPaAFSl3OcMfJ3uobnpZtWpGpkW1oi5pE+WSdgmev5FAGsADk1LxWUvKEKD7OnDlD9+7duXr1Ks7OzixevJj+/fvbelpCCCEeI6sDp0mTJrF27Vpu375Nhw4dmDdvHi+99BIuLnl/cy1szywtr0xJ07jKzSVfTW21Ko3hgR7UOnvUaemB03Md2+T5vGaMd5oyNLJNdTZUtFJ0elzjU9P3VRTsHd1o5lX4vVWya14rlfKEKD60Wi29evXi6tWrVKpUiY0bN1KvXiEXsxFCCFHkWB047du3j/fee4/evXvj4+NTGHMSj5ExRS+rtLxH/RoGEblI09t9+zQzj2xE52DYWa2zJyCyFuq0k0Aqnp6eDGrXPfcTtZCOZxIdafgzYyPb6CDQx+OqdmdYxbwHfgVBUvKEKN7UajXLli1jxowZLF26lJIlS+Z8kBBCiCeO1YHTwYMHC2MewkYeTdHLKS1vdmj64+ya3gZd2kaCffraHpX+YVqePosDcmIhHS+Tx1wdTwjx5Lp//z6nTp2iQ4cOADRt2pQtW7bYeFZCCCFsKVeB0+bNm+ncuTP29vZs3rw5231ffPHFApmYeDwypujZP+WfY1peQoast3HZZLslGlPy9GCvdcTrQVn0D7QoqYA66+OyZCEdz4yj82OvjieEeDKdPHmS7t27c+/ePUJDQyUtTwghBJDLwKlbt25ERERQunRpunXrluV+iqKg1WoLam6ikMX/vNvQnwlDil6FQytzfWxZN+hS1fB49+3TBF3aRmJaCpq0NJJSU9GgAcWQoucXUZd3m1Rny5Yt/GuXhj6vd53APB1PCCEK2PLlyxk5ciTJyclUqVJFKuYJIYQwydVvBGNzv0cfi+ItcmaQ6XF+KucFXdrG9fh/0wcy9MdV6VXotCq2bNnC3bt3TeOOjo+h4a0QQuRSamoq48aN49tvDW0KunTpwsqVK/H09LTtxIQQQhQZVteDXr58OSkpKZnGNRoNy5cvL5BJiccjY8+m/FTOM6blqVCw1zmg1tqj1tpjl+qER1RFNPcqm/7OKIpCmTJl6Nq1a/4mL4QQBeTu3bu0a9fOFDRNmTKFzZs3S9AkhBDCjNU5CEOHDqVTp06ULl3abDwuLo6hQ4cyeLCsMylu1L6lcHvRutLgKYmpvF7zB5LiNER+Hg9eoESp8H9QHcVDhS4yjVt/NifGzZVyLpeITowGwMPDg6lTpxbCqxBCiLwJCgpi//79uLu7s3LlSlmrK4QQwiKrAye9Xo+iKJnGb968iYeHR4FMShR9ibEp3LxgKGGu0+pMf+q0OtSozIrnuSTvNT2WFD0hRFEzYcIEbt26xejRo6lRo4atpyOEEKKIynXg1KBBAxRFQVEU2rVrZ7ZgVqvVEh4eTqdOnQplkqLo0T+s8KBSKajUKrRoUalVqNSG7E+VWoXaTkUaoOg1puMkRU8IYWspKSnMnTuXd955B0dHR9RqNQsWLLD1tIQQQhRxuQ6cjNX0Tp8+TWBgIG5ubqZtDg4OBAQE0KNHjwKfoCiadFpD4OTl64adr5Z7yTHg5oiSZgic9C7OuDhdpyT7UekNTXA9PT1p2LBh1ifNTZPbbIRpwghNCiVVn0qCPsH6F1WALoaEEH/rlk3nIITI7Pbt2/To0YPDhw9z9epVvvvuO1tPSQghRDGR68DJuC4lICCAPn364OTkVGiTEsWHs7sDpja3SpppXJumpiT7ceSBaSzHNL18NrkNTQolShdlNmavZNOltxAdnDLF9NjB3d0mcxBCmDtw4AA9e/bk7t27eHp6ZtteQwghhHiU1VX1XnnlFQmahMnAT1qnP1HSVzbpop/CTjGk6OW6kl7GJrdePpm/yvpn2+Q2VW/ozqug4Ka44aXyoplzNl16C5EmzhRO0uKTT2wyByGEgV6v5//+7/9o06YNd+/epU6dOhw/fpzOnTvbempCCCGKkVzdcfL29ubSpUv4+Pjg5eVlsTiEUWRkzilVwvYSfjtoan6bWwdCzhEVUQEepmmW9HPnuZ61+OTX9DtN6sgHON25TTmHi8QQj54sKulZSsszpuPlocltmCaM+Icpga6KK8M8815ePS8uhoRwcMoUU8CUcOcOAG5+flTv2fOxzkUIkS4pKYk333yTpUuXAtCnTx+CgoJwdXW17cSEEEIUO7kKnL7++mvcH6Ybff3119kGTqJ4iPp2lelxbpvfrpyyB23fgabnzu4OAKSkpYLaMGZ/6yb65GSiE9N7RFlM0csuLS+bdLyshCaFmh7bIj3v4JQpRF64kGlc0vSEsK2IiAg2bdqESqVi5syZjBs3Tn6HCSGEyJNcBU6vvPKK6fGQIUMKay6ikNw+uy7TmC4hCeNbh9w2v02KS6+Op7ZTZUjTS0/RU+kMjxVFwcPDA0dHR8spehnT8jy908cdnbNNx8uKMU0PsEl6nvFOk6JS4errCxiCJknTE8K2KlWqxLp161Cr1bRr187W0xFCCFGMWd3H6eTJk9jb21OnTh0Afv75Z5YsWUKtWrWYNm0aDg4OBT5JkXc6XRoXd07Mcntumt8eCDnHl0v/4fzggaSVeFhN0cWZb0568M3JW/Bs+r6eLs5Ea1Lw8PDgs88+y3wyY4pePtLyMjJW0jNW0XNT3KjqUDXP58svV19fXr9502bXF+K/Tq/XM3fuXGrWrGlqkdGxY0cbz0oIIcSTwOriECNHjuTSpUsAXL16lT59+uDi4kJISAjvv/9+gU9Q5E9acpTFcbUm9zHzyil7OF+vESllfEBl+CujS9VxP1rL/WitdRMypujpDU1z85KWl5Gxkp7+4V0vW1XRE0LYXmJiIgMGDGDs2LH069ePiIgIW09JCCHEE8TqwOnSpUvUr18fgJCQEFq1asXq1atZunQp69evL+j5iUJQvd0XKPrc/+iT4jRoHR/eSdTpcNRo8L4fjUoBH0+1ab9crRvImKKXQ5W83MhYSc+WVfSEELZ19epVmjVrxpo1a7Czs2P69OmUKVPG1tMSQgjxBLE6VU+v16PTGe4W/PHHH7zwwgsA+Pv7c//+/YKdnSgU5Wr34Ta78nRs2RIqKl65x/14Ld6ean78zI+2mxW0gFXLrT294dMf8jQHS1wVVwZ75C8IE0IUT7///jt9+/YlKiqK0qVLExISwvPPP2/raQkhhHjCWB04NW7cmE8//ZT27duzd+9eFi5cCEB4eLh8uveEOBByjpVT9piKQUTdic9y36Ph19DpDWly7hGpREcnZblvQTCuaTLeaTKubbIVYxlyY/lxIcTjo9frmTlzJh988AE6nY4mTZqwfv16ypcvb+upCSGEeAJZHTjNnTuXAQMGsGnTJj744AOqVKkCwE8//UTz5s0LfILi8Vs5ZQ83LzzI1b4bT502lSL3CUsxjVssQV4AjGuaHmWrtU2PliGX8uNCPF6XL19Gp9MxfPhw5s+fX2j/9wghhBBWB05169blr7/+yjT+5ZdfolarLRwhihvjnSaVSsHL11BFT22nIs3Cvsmp6T2c1BnqRFgsQV4AMq5pclUMDSztFXubrW3KWIbcq1o1KT8uxGOkKArz588nMDCQXr162Xo6QgghnnBWB05GJ06c4Pz58wDUqlWLhg0bFtikRNHg5etG793vMDsUUqMBPaRodGaV9LT3/uWp6wmotDrUyYYxT09Py38fju+DqLytg3u07Lir4sowz9z1nyosF0NCiL91yzAfX19effjvQQhReH755RdWrlzJqlWrUKvVODk5SdAkhBDisbA6cPr333/p06cPe/fuxdPTE4Do6GjatGnD2rVrKVWqVEHPUdjQ7FC4kiEzLiUpPWhycVTQXgvHMVFndkyWqTKbVmTYyboy5I+m6BWFsuMHp0wxPZYUPSEKl06n49NPP2Xq1KkAtG7dmtdff93GsxJCCPFfYnU58tGjRxMfH8/ff/9NZGQkkZGRnD17ltjYWMaMGVMYcxT5cPvsunwdn2DIjEOlwFNeUC4u1rRtaFdP9GmGQEoPaJ1UlClTJus0vZQMhSOsLENeFMuOG9P0AEnRE6IQxcTE0L17d1PQNGrUKF599VUbz0oIIcR/jdV3nLZt28Yff/xBzZo1TWO1atViwYIF0p29iNHp0ri4c2KBnMvDXkeF8Aiuq87hUnMXZa/HsnKFHjuNHgVIc4IH/yvFd+2n5nwyLx9o3DJX17WUomfLsuPGKnqauDhTJT03Pz+q9+xpszkJ8SQ7d+4c3bt359KlSzg6OrJo0SKGDBli62kJIYT4D7I6cNLpdNjbZ06Tsre3N/V3EkVDWnLm6nMAdk5eVp8rMVnPjbtppD0fSpkTMTgm6s22a9UKLnYFX82qqKXoPVpFDyRNT4jCsnXrVvr06UN8fDz+/v5s2LCBxo0b23paQggh/qOsTtVr27Ytb7/9Nrdv3zaN3bp1i3fffZd27doV6OREwave7gtUKutrguiMcZJdKmqt4YkeSHVUSHFVkfy0B8OqdS64iT5U1FL0MlbRc/Pzw7tGDUnTE6KQlCtXDq1WS+vWrTlx4oQETUIIIWzK6nfQ8+fP58UXXyQgIAB/f38A/vnnH2rXrs3KlSsLfIKiYOne38u1yF1o72bfpymmXk2uvNgW9Kfx9d+GSkkh1V8LjukNZ/X29rg1fY6v++RQ0er4PkNhiOjIXM0xY5NbW6foZUzNA0zpea6+vrx+8+Zjn48QTzqtVmtqbVG/fn327dtH/fr1sbPLcxFYIYQQokBY/ZvI39+fkydPsnPnTlM58po1a9K+ffsCn5woeGlX/0GdlJ7upnJzsbjf3f+1JqWkN77e32Pv8K9hMK9ZcptWQMQ/6c9zqKhnqcltUWlwayTpeUIUvD///JN+/fqxZMkSnn32WQC5yySEEKLIsCpwWrduHZs3b0aj0dCuXTtGjx5dWPMSBSDLinoqFeoyJVG5ueA90XIvJK2jAwCKKgUAvV7BLtUVVycVaiUV0Fo8ziJjNT1FBWX8cqyo92iT26LS4NbV1xcwBE2SnidEwVqzZg3Dhg0jKSmJ9957j71796Ioiq2nJYQQQpjkOnBauHAho0aNomrVqjg7O7NhwwauXLnCl19+WZjzE3mUXUU9dZmSBJzZYHHbr2Fw9NXBpJVwA0B5uLZJrXFlT4/pHA2/xrId89DnNnDK2PTW0xs+/cHiblml59miya2lynmSmidE4UhLS2PChAnMmTMHgI4dO7JmzRoJmoQQQhQ5uS4OMX/+fKZOncrFixc5ffo0y5Yt4//+7/8Kc24iH7KqqKdKtssyPQ8MDW8TS3qDyvhXw7x63sZTp9FmqJ7oZKHCoplcNr01pufF6+PRP7ymrdPz4m/dQv/wtUpqnhAF7969ewQGBpqCpokTJ7J161a8vb1tPDMhhBAis1wHTlevXuWVV14xPe/fvz9paWncefiJvCj6fPb4oeiVLNPzIL3hLTodLg8iUevNA6fk1FTTY7VKxcsN62d/0Vw2vc2YnuemuNm0gp5UzhOi8N26dYvGjRuza9cuXF1dCQkJ4fPPPzcVhhBCCCGKmlyn6qWkpODq6mp6rlKpcHBwICkpKZujRFHift4LtW8p3F5sY3H7r2EQEW94bBcbT63Ti/i3SZzZPtp7/6J6GDx5ODvzTEBA1hfMmKaXy6a3tkrPs0TS84QoPL6+vjRo0ABHR0c2btzI008/bespCSGEENmyqjjERx99hItLepqXRqNhxowZeHh4mMaMKReiaMopTc9InaIh+qUY03NFaygWob0WbhpzdMyh4W0u0/SEEP8NqamppKWl4ezsjEqlYvny5eh0Ojw9PW09NSGEECJHuQ6cnn/+eS5evGg21rx5c65evWp6Lot5i75cpekBZbbuwekTezQYBt3/aQGAPi29KETXrl2zv1gu0/SEEE++iIgIevfujb+/PytXrkRRFEqUKGHraQkhhBC5luvAac+ePYU4DfE4qMr4ZJmmdyDkHFERFcDNDbvoWCrfv0mcsz0kA0luOD+oxsmTJ0FjKE+OgyMNGzbM3YVzSNML04QRr4+38tUUjoshIcTfumXraQjxRDl8+DA9evTg9u3blChRgqtXr/LUU0/ZelpCCCGEVXJdHEIUfyrXrNPlVk7ZgzYtvVqes7tDpn22bNlieqzYFdwC7tCk9BxBW1XSMzo4ZYrpsVTSEyL/fvjhB1q1asXt27epUaMGR48elaBJCCFEsSSB03+I15gBWW5LitOYHqvtVAz8pHWmfVJSUtL3CahUYPMyVtQDbFZJz8hYUQ+QSnpC5ENKSgojR45kxIgRaDQaunfvzpEjR6hevbqtpyaEEELkiVXFIUTxkfDbwUxjrp1aWNz3QMg5rvqUJ83TsN7Aq6wbz/WsxZw/LJ9bZ2+PulRp88Hj+wzFIDKua4qOtGrOboobVR2qWnVMQTE2vTU2vHXz86N6z542mYsQT4LevXuzefNmFEXh008/ZeLEiahU8lmdEEKI4ksCpydU5PyV0DF3+66csoe73XubnrvmJVtu0wqI+MfytmJQUc/Y9NZI0vSEyJ+xY8cSGhrKsmXL6Ny5s62nI4QQQuSbBE5PoNtn13K547Zc758Up0HrmL6maVxesuWMd5oUFXh6p487OheLinoZm956VasmaXpCWEmv1xMeHk7lypUBaNWqFeHh4Wb9/4QQQojiLE+B0/79+/nuu++4cuUKP/30E35+fqxYsYJKlSrx3HPPFfQchRXiNv3B32deh1zcNToQco6VU/YQdSe9ol1ZN+jySLac2l6Dq+cGoq9FWz5Rxka3nt7w5cpczTVME0ZoUigJ+oRc7f84uPr68ur587aehhDFSlJSEm+88Qbr16/n6NGj1KxZE0CCJiGEEE8UqxPO169fT2BgIM7Ozpw6dcpUMCAmJobPPvuswCcorHNv7nfo7NMyjds5emDn5GU2tnLKHm5eeIBOp8/+pIoex4j0xreo1TjZZ4jM8tjoNjQplChdFHoM17d1RT0hhPVu3LhBy5YtWbZsGYmJiRw+fNjWUxJCCCEKhdWB06effsqiRYv44YcfsM/w5rlFixaGPj/CpnQJSRbHa3acjUplfoPRWElPpVJQ2+XwV0Gb3vjWrWo1Xm5YP31bHhvdGqvpKSh4qbxsXlFPCGGd3bt306hRI06cOEHJkiXZvn07Q4cOtfW0hBBCiEJhdarexYsXef755zONe3h4EB0dXRBzEgWs9ejLOLqVzTT+b7WqXBn8LHoXR9Lc3UAPmrQ03l69mZgEDam6GKpeTkGdloKSargr5OnpyWdvvG75Qjk0us2Kq+LKYA/brIN6tJqeECJner2er7/+mvfffx+tVkuDBg3YsGEDAQEBtp6aEEIIUWisvuNUtmxZLl++nGn8wIEDpkXBwoaUzGl3ispys9przzUjpYwPGnd3jNl6aWlJxKTEgV0KpS9rcErQY5+iR3l4jKOjYyFN3DaM1fT0OkPzX6mmJ0TOVqxYwbhx49BqtQwaNIiDBw9K0CSEEOKJZ/Udp9dee423336b4OBgFEXh9u3bhIaGMn78eD766KPCmKPIpdtn13Kl+95c75/m8DDVUqejbAkVrvbgo/8LdKDXgyrNEE3pAQdnN7xLuNK1a9dCmLntSDU9IazXr18/li9fzksvvcRbb72Foig5HySEEEIUc1YHThMnTkSn09GuXTsSExN5/vnncXR0ZPz48YwePbow5ihyIbfV9IyV9K77VkTzUhcAHBISmNlKzdI/LkKpMACUe7HYpxgCJ52TinmzZ1k+YcaKetkwVtAzrmsCbFJNz5iaZwyYjCl6Uk1PiOwdOnSIZ555Bnt7e+zt7fn999+loa0QQoj/FKt/6ymKwgcffEBkZCRnz57l8OHD3Lt3j0/kk3qbym01PWMlvStNnzWN2aelsXRLNKlu6SmYjhHXTY/19tl8mpzLinrGCnrx+njTly2q6RlT8+Jv3SL+1i1J0RMiB3q9ns8//5znnnuO9957zzQuQZMQQoj/mjw3wHVwcKBWrVoFOReRD7mtpmespKfL0PB22FPxHDmvwkGdXjlPSUsPluJquWV94VxW1MtYQc9VSe/tYq/YP9ZqehlT81x9fQFD0CQpekJkFhcXx9ChQ1m/fj0AiYmJ6HQ6CZqEEEL8J1kdOLVp0ybbfPZdu3bla0Ki4GRVTQ9AURt+hmXdYNwgf3pPvmXa5uXigrO7PdHRkOoEKX5OOV8slxX1XBVXhnkOy9X8C5Orry+v37xp62kIUWRdunSJ7t27c+7cOezt7Zk/fz4jRoyw9bSEEEIIm7E6cKpfv77Z89TUVE6fPs3Zs2d55ZVXCmpewgrxP+9GdzfzOqOsqullpElLY9KGX3AKSEaxSzGNp2hTsz7o+D5Dil5KEkRHmoYtrWMyssV6pkddDAkh/tatnHcU4j/ul19+YcCAAcTGxlKuXDl++uknmjWTPmviyaXVaklNzeb3nhCiWHNwcCiQbAmrA6evv/7a4vi0adOIj4/P94SE9SJnBuX52KTUVO7ExKDKsMzIyd6eqLRk0wI4F7tHSpBvWgER/5iPOTqb1jFl53GuZ3rUwSlTTI9lTZMQlkVFRZmCpueee46QkBDKlrV851qI4k6v1xMRESF9KIV4wqlUKipVqoSDg0POO2cjz2ucHjVw4ECaNGnCV199VVCnFLmki0/M87F6/cOS43rQpjqiQs3LDeuz+MAfpn2GVetsfpBxXZOiAk9vQ1GIboNJ1V8yDD+yjsnoca9nepRxfRMga5qEyIKXlxdLly5l586dzJkzJ9+/ZIQoyoxBU+nSpXFxcZHS+kI8gXQ6Hbdv3+bOnTtUqFAhX//OCyxwCg0NxckpF2thRIGK/3k32jv3IOuCdpk4NHYGN8P9JGPgpE115PafzfHxVPNMgB+LH+6rQkWbcvUMT4wpesb0PE9v+HJl+omjDYGTrdYxPVpq/FHG0uNufn5U79nzcU5NiCLt3LlzREdH07x5cwC6d+9O9+7dbTwrIQqXVqs1BU0lS5a09XSEEIWoVKlS3L59m7S0NOzt8579ZHXg9PLLL5s91+v13Llzh+PHj0sDXBuInBmEXtGjddbmvPNDLt08UVTwsBo4AHqtYT2Ui2MOpcczpuhlU37cFoylxnMiaXpCpNuwYQOvvPIKzs7OnDhxAn9/f1tPSYjHwrimycXFxcYzEUIUNmP2hFarfbyBk4eHh9lzlUpF9erVmT59Oh07dszzRETeRPlc5t8O59E55T5wUpzSgyO9XiE1yYXY25WoUMaOoV09sz4wY4peGb9sy4/bgqVS44+S0uNCGGi1Wj766CM+//xzAJ555hnJGhD/SZKeJ8STr6D+nVsVOGm1WoYOHUqdOnXw8vLK+QBRqHS6NP5tdAGdQ+6Dpn+rVSVc3YIUveFukTbVgTsXn8XHU83SqeUsH2QpRe/THwxV9GKWm6roFYXKeSClxoXISWRkJP3792f79u0AjBs3ji+++AI7uwLL3hZCCCGeOFb9llSr1XTs2JHz589L4FQEpCVHoXNIs7jNztEDO6fMP6NrzzUjSfE0PVfpDPl6eUnRy6qKni0r5wkhsnfmzBm6d+/O1atXcXZ2JigoiH79+tl6WkIIIUSRZ3VB89q1a3P16tUCncSCBQsICAjAycmJZ599lqNHj+bquLVr16IoCt26dSvQ+RR3do4e1Ow4G5Uqc1yc5mAManS4KDF4348GyH2KXll/U4qe8U6TgoKb4oab4oaXysumlfOEENmbN28eV69epVKlSoSGhkrQJMQTaNq0aZn6bubFgwcPKF26NNeuXcv3uUTBOXfuHOXLlychoWhk+vyXWB04ffrpp4wfP55ffvmFO3fuEBsba/ZlrXXr1jF27FimTp3KyZMnqVevHoGBgfz777/ZHnft2jXGjx9Py5Ytrb7mkyLht4OZxlq8dpw271ynXO2+mbYtX3MAXA0/ckcliWecfsMtPgkfTzWtGmaxOFavy5SiR2Pz77mxit4wz2EM9hhMVYeq+XthQohC8+233zJ69GiOHz9OvXr1bD0dIYQVunbtSqdOnSxu279/P4qicObMGcaPH8/OnTsBCAgIQFGULL+GDBmS5fVmzJjBSy+9REBAQKZtgYGBqNVqjh07lmlb69ateeeddzKNL126FE9PT7Ox2NhYPvjgA2rUqIGTkxNly5alffv2bNiwwVT5tzDs2bOHhg0b4ujoSJUqVVi6dGmOx2zfvp2mTZvi7u5OqVKl6NGjh1lQuWfPHovf44iICNM+06ZNy7S9Ro0apu2RkZGMHj2a6tWr4+zsTIUKFRgzZgwxMTGmfWrVqkXTpk2ZM2dOgXwvRO7lOnCaPn06CQkJ/O9//+PPP//kxRdfpHz58nh5eeHl5YWnp2ee0vfmzJnDa6+9xtChQ6lVqxaLFi3CxcWF4ODgLI/RarUMGDCAjz/+mMqVK1t9zSdF1LerMo05uJS0eKcJYPetMBR1hgG92uJ+meh1hj+LWBU9IUTO7t27xyeffIJOZ/h37OLiwjfffIO3t7eNZyaEsNawYcPYsWMHNy2s412yZAmNGzembt26uLm5mUqsHzt2jDt37nDnzh3Wr18PwMWLF01j8+bNs3itxMREgoKCGDYsc3uRGzducOjQId56661s36/lxNgGYfny5UyaNImTJ0+yb98++vTpw/vvv28WLBSk8PBwunTpQps2bTh9+jTvvPMOw4cPN637zOqYl156ibZt23L69Gm2b9/O/fv3M1WbBvPv7507dyhdurTZ9qefftps+4EDB0zbbt++ze3bt/nqq684e/YsS5cuZdu2bZl+DkOHDmXhwoWkpVlesiEKR67XOH388ce8/vrr7N69u8AurtFoOHHiBJMmTTKNqVQq2rdvT2hoaJbHTZ8+ndKlSzNs2DD279+f7TVSUlJISUkxPc/LXbGiSpeQZN3+GX7aCgqpD57K3YFFtIqeECJ7J06c4OWXX+bGjRvY29szceJEW09JCJEPL7zwAqVKlWLp0qV8+OGHpvH4+HhCQkL48ssvAcNdjU2bNnH69GlKlSpl2s/4gUnp0qUz3fl51NatW3F0dKRp06aZti1ZsoQXXniBN954w3Tnw9nZ+g9XJ0+ezLVr17h06RLlyqUXqKpWrRr9+vUrtEqfixYtolKlSsyePRuAmjVrcuDAAb7++msCAwMtHnPixAm0Wi2ffvopKpXhvsP48eN56aWXSE1NNStxndP3187OjrJly1rcVrt2bVOAC/DUU08xY8YMBg4cSFpamqmIT4cOHYiMjGTv3r20a9fOqtcv8i7XgZPxdmmrVq0K7OL3799Hq9VSpkwZs/EyZcpwIYt+PAcOHCAoKIjTp0/n6hqff/45H3/8cX6nWqTE/7ybyJlB6O5FWnXcvwSQoncFwNPVBW1EGcC8It/JkydZt/EnVMm69EFjil4RdjEkhPhbt2w9DSGKjGXLljFy5EhSUlKoWrUqXbt2tfWUhCgWbrYfTtq/1v1+zS+70t6U/2NxzvvZ2TF48GCWLl3KBx98YCqxHBISglarLdA1i/v376dRo0aZxvV6PUuWLGHBggXUqFGDKlWq8NNPPzFo0CCrzq/T6Vi7di0DBgwwC5qM3Nzcsp1b586dsz3/d999x4ABAyxuCw0NpX379mZjgYGBFtMLjRo1aoRKpWLJkiUMGTKE+Ph4VqxYQfv27TP1Bapfvz4pKSnUrl2badOm0aJFC7PtYWFhlCtXDicnJ5o1a8bnn39OhQoVsrx2TEwMJUqUMKt86uDgQP369dm/f78ETo+RVVX1bN3rIC4ujkGDBvHDDz/g4+OTq2MmTZrE2LFjTc9jY2OLfYPHyJlBpIZdB2ddzjtncI0GpseuWRS+27JlC3EPojH9pFUUixS9g1OmmB5Lg1vxX5aamsrYsWOZP38+YPiEesWKFTl+uiyEMEj7NxLtnXu2nkaWXn31Vb788kv27t1L69atAcMdoB49emTqtZkf169ftxjQ/PHHHyQmJpruzAwcOJCgoCCrA6f79+8TFRVltr4ntxo3bpzjB+iPfiifUUREhMUP7WNjY0lKSrJ496xSpUr8/vvv9O7dm5EjR6LVamnWrBlbt2417ePr68uiRYto3LgxKSkpLF68mNatW3PkyBEaNmwIwLPPPsvSpUupXr06d+7c4eOPP6Zly5acPXsWdwvvX+7fv88nn3zCiBEjMm0rV64c169fz/b7IAqWVYFTtWrVcgyeIiNz/ymNj48ParWau3fvmo3fvXvX4i3MK1eucO3aNbNPTo15+3Z2dly8eJGnnjJPP3N0dMTR0THXcyoOdPGJhgcq62p7pJEeLY1rBsss3NQzpjXqgRRXhTaqaOj2eh5n+vgYm98C0uBW/GdFRETQu3dvUwrz1KlTmTJliimtRAiRM7vSj3/9nzXXrFGjBs2bNyc4OJjWrVtz+fJl9u/fz/Tp0wt0TklJSRZT5YKDg+nTp4/p7ke/fv147733uHLlSqb3YNnJT+EHZ2dnqlSpkufj8yIiIoLXXnuNV155hX79+hEXF8eUKVPo2bMnO3bsQFEUqlevTvXq1U3HNG/enCtXrvD111+zYsUKALM7ZXXr1uXZZ5+lYsWK/Pjjj5nWMcXGxtKlSxdq1arFtGnTMs3J2dmZxMTEwnnBwiKrAqePP/64QD/NcHBwoFGjRuzcudNUUlyn07Fz507eeuutTPvXqFGDv/76y2zsww8/JC4ujnnz5hX7O0nZMaXnxSeivfsAAFWp3P9H+2sYaBRDmp6DPoEuVV1ZBrhzAc/Y/UyerCVFm0pifAIKkOYE0U1UDDqqZKqiV5S5+flRvWdPW09DCJu4fv06hw8fpkSJEqxYsYIXX3zR1lMSotjJTcqcrQ0bNozRo0ezYMEClixZwlNPPVWgSynA8OF2VJR5r8bIyEg2btxIamoqCxcuNI1rtVqCg4OZMWMGACVKlLBY2CE6Otr0PrJUqVJ4enpmuTQjO/lN1StbtqzFD+1LlCiR5VqtBQsW4OHhwaxZs0xjK1euxN/fnyNHjlhcCwbQpEkTs+IPj/L09KRatWpcvnzZbDwuLo5OnTrh7u7Oxo0bM6UDguHnYU2wKvLPqsCpb9++mSqD5NfYsWN55ZVXaNy4MU2aNGHu3LkkJCQwdOhQAAYPHoyfnx+ff/45Tk5O1K5d2+x4Y/rJo+NPGlN6XgYq19yn0M3OUGvDjlTTYx/2Y6d7QHS04bnxfqJWreCSpisWaXpCCINnn32WVatWUbduXbNPPYUQT5bevXvz9ttvs3r1apYvX84bb7xR4MspGjRowMqVK83GVq1aRfny5dm0aZPZ+O+//87s2bOZPn06arWa6tWr8/vvv2c658mTJ6lWrRpgKAbWt29fVqxYwdSpUzOlBcbHx+Pk5GS2rscov6l6j6bYAezYsYNmzbLuQ5mYmJjp7r1abahObMx+suT06dP4+vpmuT0+Pp4rV66YpTrGxsYSGBiIo6MjmzdvzrJIxtmzZ+kpHxY/VrkOnAprfVOfPn24d+8eU6ZMISIigvr167Nt2zbTX/gbN25Imgnm6XnqMiVRubmQNLgk3M3+OKOE9FiJAE4CbQ2nQwMYfr5pjgo6dOjUCjp/PcPO34NuYwrwVQghClJKSgrjxo1j+PDhpmaXvXr1su2khBCFzs3NjT59+jBp0iRiY2Oz7cWUV4GBgUyaNImoqChTu5mgoCB69uyZ6cNqf39/Jk2axLZt2+jSpQtvvPEG8+fPZ8yYMQwfPhxHR0d+/fVX1qxZw5YtW0zHzZgxgz179vDss88yY8YMGjdujL29Pfv37+fzzz/n2LFjFtdn5jdV7/XXX2f+/Pm8//77vPrqq+zatYsff/yRX3/91bTP/Pnz2bhxo6kfVpcuXfj666+ZPn26KVVv8uTJVKxYkQYNDGvI586dS6VKlXj66adJTk5m8eLF7Nq1yyyIHD9+PF27dqVixYrcvn2bqVOnolarTYU9YmNj6dixI4mJiaxcudKsT2qpUqVMwdq1a9e4detWpiIXonBZXVWvMLz11lsWU/PA0EwsO7lpWFbcxf+827RQVV2mJAFnNqDTpbFjpmeujj8afo2YpDKAM/5xh6h4/xfGjd+BR6IOO+IB8PDw4MJzcE+XTKmkVDZsDwMvn2KRpicV9cR/0a1bt+jRowdHjhxh27ZtnDt3DgcHB1tPSwjxmAwbNoygoCD+97//WSzikF916tShYcOG/Pjjj4wcOZITJ07w559/8sMPmavsenh40K5dO4KCgujSpQuVK1dm3759fPDBB7Rv3x6NRkONGjUICQkxa+Dr7e3N4cOH+eKLL/j000+5fv06Xl5e1KlThy+//LJAl4dkVKlSJX799Vfeffdd5s2bR/ny5Vm8eLFZKfL79+9z5coV0/O2bduyevVqZs2axaxZs3BxcaFZs2Zs27bNlN6n0WgYN24ct27dwsXFhbp16/LHH3/Qpk0b03lu3rxJv379ePDgAaVKleK5557j8OHDprLxJ0+e5MiRIwCZgsPw8HBTM+I1a9bQsWNHKlasWCjfI2GZoi/MiKgIio2NxcPDw1TasTi40XygKU3PvmpFKhxaiSbxHrvnVcq0b4cJ0Zka4E7asIn1NzuQoneldfg0XDX/ZjquTJky/Fk7inuOqvTAqax/tmXIg6KDiNfH46a4Mcwzc4O8xyW4Zk0iH+ZIe9eowavnz9tsLkI8Dvv376dXr17cvXsXT09P1qxZY/ZmRAiRs+TkZMLDw6lUqVKh9Qsq7n799Vfee+89zp49K9k/RYhGo6Fq1aqsXr06U6lzYVl2/96tiQ3kX0ExYErTA7wnZh2gVG/3RaagCSA5NT1PT60zVs1TSMWdVNxx9yj9sFJhhhi6rH+xaXgrFfXEf4Ver2f+/Pm0bduWu3fvUqdOHY4fPy5BkxCiUHTp0oURI0ZwS7I6ipQbN24wefJkCZpswKriEMK21L6lcHuxTZbby9XuY/b8aPg1Np46TXRSUvqgzhAc6RQ3ruhH4eOp5ofP/AzbwpcZ/lSpcmx4G6YJI14fb/2LKERSUU88yVJSUhg5ciTLlhn+nfbt25fFixfj6upq45kJIZ5k2TWFFbZRpUqVx16OXRjIHadiSq/T5rjPxlOnuRMTUyjr00KT0sv02StZdNMVQhQYOzs7IiIiUKlUfPXVV6xevVqCJiGEEOIxkjtOxdDts2v5a8vwHPczpugpimLITc451sq1VH16+l8z56zLdwoh8kev16MoCmq1mtWrV3PmzBlat25t62kJIYQQ/zlyx6mY0enSOP/7uFztm5JkCG4iov1J0pr3Y9I9chNq9+3T3HNUWz0fN8WNqg5VrT5OCJE9vV7PnDlzePPNN01j3t7eEjQJIYQQNiJ3nIqZtOQo0lIyd+O2c/TAzsnLbCwxNgXcVYTTIH3wkYDJxdHQnyvo0rb0sbT/VKFFIYqchIQEhg8fztq1awFDb6a2bdvaeFZCCCHEf5sETk+Imh1nZ6qop9eBAmhJX4Nkn6ox+6kP7eoJQGJaimls2LWEwpyqECIbV69epXv37pw5cwY7Ozu+/vprsx4gQgghhLANCZyKsPifdxM5Mwjt3QfZ7td69GUc3crmeD4vBx2Kgz3okgHw8VTTqqGL2T6lklJpcz/F0uFCiEK2fft2+vXrR1RUFKVLl+ann36iZcui34RaCCGE+C+QNU5FWOTMIEPjW50OAJWbi8X9FFXu1iYlJuvR6tKfG9P0hBC2980339C5c2eioqJ49tlnOXnypARNQgghRBEigVMRZmp8q1JhX7Vits1vc3W+DEuX1Kr0ND0hhO1Vq1YNgOHDh7N37178/PxsPCMhhCgYiqKwadMmm1xbo9FQpUoVDh06ZJPrC8s0Gg0BAQEcP37c1lOxigROxYC6TEkqHFqJ24ttuH12XYGc07tE5jQ9IcTjlZqaXta/U6dOnDx5kh9++AFHR0cbzkoIUZQNGTIERVF4/fXXM20bNWoUiqIwZMgQs/27deuW5fkCAgJQFAVFUXB1daVhw4aEhIRkOwfjMcYCNhk9/fTTKIrC0qVLTWN37tyhc+fOOb62wrBo0SIqVapE8+bNM20bOXIkarXa4uvN6vu2Z88eFEUhOjraNKbRaJg1axb16tXDxcUFHx8fWrRowZIlS8z+ny9oZ86coWXLljg5OeHv78+sWbOy3X/p0qWmn/WjX//++69pvwULFlCzZk2cnZ2pXr06y5cvz/Kca9euRVGUTN+rDRs20LFjR0qWLImiKJw+fdpsu4ODA+PHj2fChAlWv25bksCpGNHp0ri4c2I+js+iWt7xfRATlefzFraLISEE16zJovLlLX4l3Llj6ykKYbVffvmFatWqceXKFdNY/fr1bTchIUSx4e/vz9q1a0lKSjKNJScns3r1aipUqGD1+aZPn86dO3c4deoUzzzzDH369MnxDo2/vz9LliwxGzt8+DARERGZmnOXLVu2UD8Q0mg0Fsf1ej3z589n2LDMGTuJiYmsXbuW999/n+Dg4HxdOzAwkC+++IIRI0Zw6NAhjh49yqhRo/j222/5+++/83zu7MTGxtKxY0cqVqzIiRMn+PLLL5k2bRrff/99lsf06dOHO3fumH0FBgbSqlUrSpcuDcDChQuZNGkS06ZN4++//+bjjz9m1KhRbNmyJdP5rl27xvjx4y2mlSckJPDcc88xc+bMLOczYMAADhw4UGjfo8IggVMxkpZsObh5tAy51TatAF2G7riOzlnvawMHp0wh8sIF4m/dsvilf7gGzMHd3cYzFSJnOp2Ojz/+mK5du3Lt2rVsf6kIIYQlDRs2xN/fnw0bNpjGNmzYQIUKFWjQoEE2R1rm7u5O2bJlqVatGgsWLMDZ2dniG+WMBgwYwN69e/nnn39MY8HBwQwYMAA7O/PaYxlT9ZYvX46bmxthYWGm7W+++SY1atQgMdGwROHs2bN07twZNzc3ypQpw6BBg7h//75p/9atW/PWW2/xzjvv4OPjQ2BgoMU5njhxgitXrtClS5dM20JCQqhVqxYTJ05k3759Zq/DGnPnzmXfvn3s3LmTUaNGUb9+fSpXrkz//v05cuQIVasWTq/LVatWodFoCA4O5umnn6Zv376MGTOGOXPmZHmMs7MzZcuWNX2p1Wp27dplFliuWLGCkSNH0qdPHypXrkzfvn0ZMWJEpt9VWq2WAQMG8PHHH1O5cuVM1xo0aBBTpkyhffv2Wc7Hy8uLFi1aWLxzWVRJVb1ixFKaXvV2X2QqQ261lCTAyfBYpYZug/N3vgKmiYsDQFGpcPX1tbiPg7s7LT755HFOSwirxcTEMGjQINMbklGjRmX7S04IYQOfjIbYx5yFUcILPvrWqkNeffVVlixZwoABAwBD0DJ06FD27NmTr6nY2dlhb2+f5V0cozJlyhAYGMiyZcv48MMPSUxMZN26dezduzfb1K7Bgwfzyy+/MGDAAA4dOsT27dtZvHgxoaGhuLi4EB0dTdu2bRk+fDhff/01SUlJTJgwgd69e7Nr1y7TeZYtW8Ybb7zBwYMHs7zW/v37qVatGu4WPlgNCgpi4MCBeHh40LlzZ5YuXcpHH32Ui++QuVWrVtG+fXuLAau9vT329vYWjoIbN25Qq1atbM89efJkJk+ebHFbaGgozz//PA4ODqaxwMBAZs6cSVRUFF5eOX+ovnz5clxcXOjZs6dpLCUlBScnJ7P9nJ2dOXr0KKmpqabXM336dEqXLs2wYcPYv39/jtfKSpMmTfJ1/OMmgVMRFf/zbrR37pmeZ5WmV652H4vHHw2/huLx8IaiYqieVyb+FPbEZX9hDy9oXDQrebn6+vL6zZu2noYQeXLu3Dm6detGWFgYjo6OLFq0yGwdghCiiIiNgqj7Oe9nYwMHDmTSpElcv34dgIMHD7J27dp8BU4ajYbZs2cTExOTq6bbr776KuPGjeODDz7gp59+4qmnnspVyvF3331H3bp1GTNmDBs2bGDatGk0atQIgPnz59OgQQM+++wz0/7BwcH4+/tz6dIlUyGdqlWr5rim5/r165QrVy7TeFhYGIcPHzbdsRs4cCBjx47lww8/RFGsqzgcFhZG69atrToGoFy5cpnW/TzK29s7y20RERFUqlTJbKxMmTKmbbkJnIKCgujfvz/OzumZRoGBgSxevJhu3brRsGFDTpw4weLFi0lNTeX+/fv4+vpy4MABgoKCcpx/bpQrV870d7g4kMCpiIqcGWR6rHJzsTpNb+Op05nGqkZtNT2WxedCPD7Hjh2jbdu2xMfHm9JrGjdubOtpCSEsKZHP9PfHdM1SpUrRpUsXli5dil6vp0uXLvj4+OTp8hMmTODDDz8kOTkZNzc3vvjiC7p06cJnn31mFsCcO3fObA1Vly5dGDlyJPv27SM4OJhXX301V9fz8vIiKCiIwMBAmjdvzsSJ6R8M//nnn+zevRs3N7dMx125csUUOBkDrewkJSVlunsChkAsMDDQ9P363//+x7Bhw9i1axft2rXL1Wsw0uuzWD+eAzs7O6pUqZKnYwtCaGgo58+fZ8WKFWbjH330ERERETRt2hS9Xk+ZMmV45ZVXmDVrFiqViri4OAYNGsQPP/yQ579vGTk7O5tSNIsDCZyKKFMpcsiyDHl2aXrJGaq46LR2oAY7fXpj265duxbQTIUQOalbty61atXCxcWFH3/8kVKlStl6SkKIrFiZMmdLr776Km+99RZgqISWV++99x5DhgwxrSky3nV5/fXX6d27t2m/R+/e2NnZMWjQIKZOncqRI0fYuHFjrq+5b98+1Go1d+7cISEhwZROFx8fT9euXS2u//TNkK7/aAEKS3x8fPjrr7/MxrRaLcuWLSMiIsJsLZZWqyU4ONgUOJUoUcLinZDo6GjUarXp+tWqVePChQu5eMXm8puqV7ZsWe7evWs2ZnxetmzZHK+/ePFi6tevnykAdXZ2Jjg4mO+++467d+/i6+vL999/j7u7O6VKleLMmTNcu3bN7H2k7uFaczs7Oy5evMhTTz2V4/WNIiMji9XvRAmciji1byncXmyDJvFepm3ZpelFPYze7yRVIU3tQNm4kzilRQPg6elJw4YNC23OBeFiSAgHp0xBExcnVfNEsRQdHY27uztqtRpHR0d+/fVXPD09My2aFkKIvOrUqRMajQZFUbIskJAbPj4+Fu9+eHt7Z5suBobg7auvvqJPnz65Sg8DOHToEDNnzmTLli1MmDCBt956i2XLlgGGwhfr168nICAg3/9fNmjQgIULF6LX603B4NatW4mLi+PUqVOo1WrTvmfPnmXo0KFER0fj6elJ9erVWbt2LSkpKWZZOidPnqRSpUqmtT79+/dn8uTJnDp1KtM6p9TUVDQajcUgL7+pes2aNeODDz4wW3e0Y8cOqlevnuPPIT4+nh9//JHPP/88y33s7e0pX748YCg5/sILL6BSqahRo0amYPTDDz8kLi6OefPm4e/vn+21H3X27Nk8FTSxFamq9wTKmKZ3PbUOANXvp1fHKQ5pehkr6UnVPFHc/PnnnzRs2NBsobGPj48ETUKIAqVWqzl//jznzp0zCwIeFRMTw+nTp82+8lpF7lE1a9bk/v37mUqTZ8WY6jVmzBg6d+7MqlWrWLduHT/99BNgKJoTGRlJv379OHbsGFeuXGH79u0MHToUrVabw9nNtWnThvj4eLNy10FBQXTp0oV69epRu3Zt01fv3r3x9PRk1apVgKFqoKIoDB48mBMnTnD58mWCg4OZO3cu48aNM53vnXfeoUWLFrRr144FCxbw559/cvXqVX788UeaNm1qVj0wI2OqXnZf2QVO/fv3x8HBgWHDhvH333+zbt065s2bx9ixY037bNy4kRo1amQ6dt26daSlpTFw4MBM2y5dusTKlSsJCwvj6NGj9O3bl7Nnz5pSNp2cnMy+b7Vr18bT0xN3d3dq165tKlYRGRnJ6dOnOXfuHAAXL17k9OnTREREmF1v//79dOzYMcvXWdRI4FRMWNP4NmOaXqrWkNur1hWvNL2MlfTc/PzwrlFDquaJYmHNmjU0a9aM8PBw1q1bR1xcDgVZhBAiH0qUKEGJEiWy3WfPnj00aNDA7Ovjjz8usDmULFnSrMBAdt5++21cXV1Nb8Tr1KnDZ599xsiRI7l16xblypXj4MGDaLVaOnbsSJ06dXjnnXfw9PREpbLubWvJkiXp3r27KRi6e/cuv/76Kz169Mi0r0qlonv37gQFGdaYe3p6sn//flJTU3nxxRepX78+33zzDXPmzGHkyJGm4xwdHdmxYwfvv/8+3333HU2bNuWZZ57hm2++YcyYMdSuXduqOeeWh4cHv//+O+Hh4TRq1Ihx48YxZcoURowYYdonJiaGixcvZjo2KCiIl19+GU9Pz0zbtFots2fPpl69enTo0IHk5GQOHTpEQECAVfPbvHkzDRo0MJWC79u3Lw0aNGDRokWmfUJDQ4mJiTGr6lfUKfq8rmorpmJjY/Hw8CAmJibH/2hs6Vrdl9HeuYfatxQVTv/IjpmemfZp83Y4Di6Z80LfXRdCVGIiaRpHDsX1RGtvR4erk3FINdx+/uzlTrBpBbvddQQFuJKo0vPAyQ6dolDKyYMN7afmOL+g6CDi9fG4KW4M87S8Bis/FpUvT/ytW7j5+UklPVEspKWlMWHCBFN58Y4dO7JmzZoc01yEELaRnJxMeHg4lSpVslhAQDwZzpw5Q4cOHbhy5YrFghPCdvr06UO9evWyXMdVkLL7925NbCB3nIqBAm98u2kFRPxDUAUnrrvacc/ZHt3D3F8Xu6KfxidEUXPv3j0CAwNNQdOkSZPYunWrBE1CCGFjdevWZebMmYSHh9t6KiIDjUZDnTp1ePfdd209FatIwn0xUOCNb1OSAEi0M8TNKr2ekho9Li4lGFatc57nKcR/UVpaGs8//zwXLlzAzc2NpUuXWkwDEUIIYRvSM6/ocXBw4MMPP7T1NKwmgVMRp1d0XMpl49tfw2B2KNyK6YJer0evV9DaPbJYVJMC0Q8b+z3MFS7p7MmGrjmn54VpwghNCiVVn0qCPsH6FyPEE8jOzo6PPvqIjz/+mI0bN+ZYXlYIIYQQxZOk6hVxWoc0i+OW0vRmh8KVKEjWuZCid0WDCzxMwTM1wk7K2GTMuu7YoUmhROmiiNfHo8ewNM5esbfqHEI8CVJTU7l8+bLpef/+/fnzzz8laBJCCCGeYBI4FUNZpeklmIrp6XBUEnAgEbv4BFweROLuYNyWoRaIs4tV103VGy6goOCmuOGl8qKZczOr5y9EcRYREUG7du1o3bq1WVlVWVwuhBBCPNkkVa8YyipNLyLe8NhRSaK5+0+kJdsT/eEVSvq54zQYkgEe9kTCywccHCE5OcfrGVP0jOl5roproVTSM7oYEkL8rVuFdn4h8urw4cP06NGD27dvU6JECS5dupSrDu1CCCGEKP7kjtMTYnZo+mO1YrgzpNca1jc5p99uSueYu34LkJ6i97jS8w5OmWJ6LE1vRVHx/fff06pVK27fvk3NmjU5duwYzz//vK2nJYQQQojHRAKnJ0R6mh5UcjwNQEx4eQAGftI68wHdBuf63BlT9B5Hep4mQ8NQaXorbC0lJYURI0YwcuRINBoNL7/8MkeOHKFatWq2npoQQgghHiMJnJ4wjkoipe2vk6ZxJOmeNyX93Hmu5yML1r18oHHLHM8VpgljecxysxS9wR6DqepQtTCmzsWQEIJr1iThzh0A3Pz8qF6MukmLJ9P06dP54YcfUBSFzz77jJ9++gl3uRMqhBBC/OdI4PSE0Weo/UBqapb75YYtUvQiL1xA/3AdlqTpiaJgwoQJNG/enK1btzJp0iQUxbpqlEII8SS5ePEiZcuWJS5DdoiwvUWLFtG1a1dbT+OJJ4HTE0rR6bA/ejpf57BVip6iUuFdo4ak6Qmb0Ov1bN++Hf3DTyFKlCjBgQMH6NSpk41nJoQQBhEREYwePZrKlSvj6OiIv78/Xbt2ZefOnbk6XlGUbL+mTZuW5bGTJk1i9OjRFu+816hRA0dHR7OKo0YBAQHMnTs30/i0adOoX79+gb6+vAoJCaFGjRo4OTlRp04dtm7dmu3+Q4YMsfj9e/rpp832W7BgAQEBATg5OfHss89y9OhR07bIyEhGjx5N9erVcXZ2pkKFCowZM4aYmBjTPkuXLs3yZ/Xvv/8C8Oqrr3Ly5En2799fgN8R8SgJnIqxX8Og7XJ4NgjuxuvNtqlSUrC7er1ArlPYKXqZrufry6vnz0uannjskpKSGDJkCJ06dWLevHmmcbnLJIQoKq5du0ajRo3YtWsXX375JX/99Rfbtm2jTZs2jBo1KlfnuHPnjulr7ty5lChRwmxs/PjxFo+7ceMGv/zyC0OGDMm07cCBAyQlJdGzZ0+WLVtm09eXF4cOHaJfv34MGzaMU6dO0a1bN7p168bZs2ezPGbevHlm37d//vkHb29vevXqZdpn3bp1jB07lqlTp3Ly5Enq1atHYGCgKeC5ffs2t2/f5quvvuLs2bMsXbqUbdu2MWxYevXiPn36mF3nzp07BAYG0qpVK0qXLg2Ag4MD/fv355tvvimk75AAKUde9Cn6LDcZG94+3BFIr6gnhLDOjRs36N69OydPnkSlks+UhBBF05tvvomiKBw9ehRXV1fT+NNPP82rr74KGJpya7Va1q1bZ9qempqKr68vc+bMYfDg9AJRHh4eKIqSq9YKP/74I/Xq1cPPzy/TtqCgIPr370+rVq14++23mTBhQqG9vsIwb948OnXqxHvvvQfAJ598wo4dO5g/fz6LFi2yeIyHhwceHh6m55s2bSIqKoqhQ4eaxubMmcNrr71mGlu0aBG//vorwcHBTJw4kdq1a7N+/XrT/k899RQzZsxg4MCBpKWlYWdnh7OzM87O6dWQ7927x65duwgKCjKbT9euXenQoQNJSUlm+4uCI4FTERZXM5K7nU9lud1YSU+lgDpNC2k6Krr99ZhmJ8STY/fu3fTu3Zv79+/j4+PDunXraNu2ra2nJYSwgRWNG5NgIdWsMLmWLcug48dz3C8yMpJt27YxY8YMs6DCyNPTE4ABAwbQq1cv4uPjcXNzA2D79u0kJibSvXv3PM9z//79NG7cONN4XFwcISEhHDlyhBo1ahATE8P+/ftp2TLnQlQZ5fb1WbJq1SpGjhyZ7fl/++23LOcUGhrK2LFjzcYCAwPZtGlTjvM2CgoKon379lSsWBEAjUbDiRMnmDRpkmkflUpF+/btCQ0Nzeo0xMTEUKJECezsLL9NX758OS4uLvR8JDOncePGpKWlceTIEVq3bp3reYvck8CpiNIrOu61uZmrfUu7QsUrEdyP1lKmvuEYnVZncd8UtcLAxt4k/vExD5JjC2y+QhRHer2er7/+mvfffx+tVkujRo1Yv3696ZeeEOK/JyEiosg2Yb98+TJ6vZ4aNWpku19gYCCurq5s3LiRQYMGAbB69WpefPHFfFUFvX79usXAae3atVStWtW0tqdv374EBQVZHTjl9vVZ8uKLL/Lss89mu4+lO2VGERERlClTxmysTJkyFtdrWXL79m1+++03Vq9ebRq7f/8+Wq3W4nkvXLhg8Tz379/nk08+YcSIEVley3h379G7Si4uLnh4eHD9esEs1RCZSeBURGkd0tA5aTON2zl6YOfklevzPNr8NsFOzXVXO0hOX3ToYueY94kKUYydO3fOFDS98sorLFy4UNIbhPiPc81FypqtrqnXZ52+n5GdnR29e/dm1apVDBo0iISEBH7++WfWrl2bn2mSlJSEk5NTpvHg4GAGDhxoej5w4EBatWrFt99+a1WgltvXZ4m7u7tNW0UsW7YMT09PunXrludzxMbG0qVLF2rVqpVlgY7Q0FDOnz/PihUrLG53dnYmMTExz3MQ2ZPAqZip2XE2KlXuf2yPNr/VP1zjrkKhpFMJXOwcGVatcwHOUIji4+mnn2bu3LkoimLKqxdC/LflJmXOVqpWrYqiKFnerchowIABtGrVin///ZcdO3bg7Oyc7+qgPj4+REVFmY2dO3eOw4cPc/ToUbN1TVqtlrVr1/Laa68BhgqlGSvFGUVHR5vWCVnz+h6V31S9smXLcvfuXbOxu3fv5mrtl16vJzg4mEGDBuHgkP6BtY+PD2q1OlfnjYuLo1OnTri7u7Nx40bs7S23gFm8eDH169enUaNGFrdHRkZSqlSpHOcs8kYCp2Kk9ejLOLrl8A84w6c1xua3J0+eJDo6GgBjAl9JpxJsaD81y9OEacKI18fnc8a5dzEkpMimRogny/bt2/H396dWLUNj6LfeesvGMxJCiNzx9vYmMDCQBQsWMGbMmEzrgKKjo03rgJo3b46/vz/r1q3jt99+o1evXlm+Gc+tBg0acO7cObOxoKAgnn/+eRYsWGA2vmTJEoKCgkyBU/Xq1Tlx4kSmc548eZLq1atb/foeld9UvWbNmrFz507eeecd09iOHTto1iznVix79+7l8uXLZpXwwFDprlGjRuzcudN0J0qn07Fz506z3z2xsbEEBgbi6OjI5s2bLd7VA4iPj+fHH3/k888/t7j9ypUrJCcn06BBgxznLPJGAqdiRFGpc9wn411uY5reli1bTGNaO8Mn6jml54UmpS9aLOzGt2BofmskjW9FYdDr9Xz++ed8+OGHVK1alaNHj5pVQxJCiOJgwYIFtGjRgiZNmjB9+nTq1q1LWloaO3bsYOHChZw/f960b//+/Vm0aBGXLl1i9+7d+b52YGAgw4cPR6vVolarSU1NZcWKFUyfPp3atWub7Tt8+HDmzJnD33//zdNPP827775Ly5YtmTFjBi+//DJarZY1a9YQGhrK//3f/+Xp9WWU31S9t99+m1atWjF79my6dOnC2rVrOX78ON9//71pn0mTJnHr1i2WL19udmxQUBDPPvtspu8BwNixY3nllVdo3LgxTZo0Ye7cuSQkJJiq7MXGxtKxY0cSExNZuXIlsbGxxMYa1qCXKlUKtTr9vd+6detIS0szS4vMaP/+/VSuXJmnnnoqz98HkT2pufsEM6bppaSkmMbuVVVTMSEtx/Q8Y/NboNAb30J681tAGt+KAhcXF0fPnj354IMP0Ov1tG7dOstP9IQQoiirXLkyJ0+epE2bNowbN47atWvToUMHdu7cycKFC832HTBgAOfOncPPz48WLVrk+9qdO3fGzs6OP/74A4DNmzfz4MEDi5X6atasSc2aNU0ls5s3b85vv/3Gb7/9RosWLWjdujWHDh1i586dZgGHNa+vIDVv3pzVq1fz/fffU69ePX766Sc2bdpkNrc7d+5w48YNs+NiYmJYv359prtNRn369OGrr75iypQp1K9fn9OnT7Nt2zZTwYiTJ09y5MgR/vrrL6pUqYKvr6/p659//jE7V1BQEC+//HKWd93WrFljusMnCoeiz89KvGIoNjYWDw8PU6nHoij+593cHj2J8DfMm661eTscB5f0vNVngyAiHsq6ge/Za6S63KdUlb8B0MfoWPbOUHbfPs262UGokrSkOsGDZmo2HI2CL1davHaYJozQpFCiddHo0eOmuDHM0/J/BgXhYkgIB6dMIerSJfQ6HW5+frx+M3fVBIXIjYsXL9K9e3fOnz+Pg4MD8+fPl18sQgiSk5MJDw+nUqVK8kGKFRYsWMDmzZvZvn27raciMvj7779p27Ytly5dkmwKC7L7925NbCCpekVQ5MygnHd6RGJMCqWqhpueq9IMfwZd2oazXmu6teiSZrlMuVFoUihRuvSFn4WdpndwyhQiMywClTQ9UZC2bNnCwIEDiY2NpVy5cqxfv56mTZvaelpCCFFsjRw5kujoaOLi4mxaxU6Yu3PnDsuXL5egqZBJ4FQE6eKtLyOp14OiTi9f3tavKgCJaSkYiyurdTDs/L9A1uubjCl6CgqeKs9CT9MzpugpKhVe1apJmp4oMHq9njlz5hAbG8tzzz1HSEhIrqojCSGEyJqdnR0ffPCBrachHtG+fXtbT+E/QQKnJ5CXiwuD+jyXadw7VUeb23HglXPfJlfFlcEegwtjepav5+vLq1ks+BQiLxRFYd26dXzzzTdMmTLFrESsEEIIIYS1pDhEERP/8260d+4V2PkcbyZjn/zwiS77NL3HUYL8YkgIwTVrsqh8eRaVL0/CnTuFej3x33Lu3Dlmzpxpel66dGk+/fRTCZqEEEIIkW9yx6mIycv6puy4n08PhByNXZwcnS3u+zhKkD+6pslI1jaJ/Fq/fj1DhgwhPj6egIAA+vTpY+spCSGEEOIJIoFTEZOX9U3ZUVLTiyZ2TXtY9KGb5RS8x1GCPOOaJldfX8AQNMnaJpFXWq2Wjz76yNQQsHXr1rRt29bGsxJCCCHEk0YCpyJKVcYn1/umJKai02afhqd1hIaaBPDygcYts93XTXGjqkPVXF8/ty6GhBB/6xZgWNMkZcdFfkVGRtK/f39TWdyxY8cyc+ZM7OzkvzYhhBBCFCx5d/EESIxNoWRud84iTe9xODhliumxpOaJ/Przzz/p3r074eHhODs7s3jxYvr372/raQkhhBDiCSXFIZ4AVvUwziJN73EwpukBkpon8i08PNzUzC40NFSCJiGEyIMhQ4bQrVu3fJ9Ho9FQpUoVDh06lP9JiQKj0WgICAjg+PHjtp7KE0ECp/+SXKTpFaSsKui5+flRvWfPxzYP8WTq1q0by5cv5/jx49SrV8/W0xFCiMfi3r17vPHGG1SoUAFHR0fKli1LYGAgBw8ezNP55s2bx9KlS/M9r0WLFlGpUiWaN2+eadvIkSNRq9WEhIRk2pZV4LZnzx4URSE6Oto0ptFomDVrFvXq1cPFxQUfHx9atGjBkiVLSE1NzXSOgnLmzBlatmyJk5MT/v7+zJo1K8djjh07Rrt27fD09MTLy4vAwED+/PNPi/tevnwZd3d3PD09zcZ/+OEHWrZsiZeXF15eXrRv356jR4+a7bNhwwY6duxIyZIlURSF06dPm213cHBg/PjxTJgwwarXLCyTwEkUGmMFvfhbt4i/dQv9w3LokqYn8uLevXv07t2bf/75xzQ2aNAgvL29bTgrIYR4vHr06MGpU6dYtmwZly5dYvPmzbRu3ZoHDx7k6XweHh6Z3rBbS6/XM3/+fIYNG5ZpW2JiImvXruX9998nODg4z9fQaDQEBgbyxRdfMGLECA4dOsTRo0cZNWoU3377LX///Xd+XkKWYmNj6dixIxUrVuTEiRN8+eWXTJs2je+//z7LY+Lj4+nUqRMVKlTgyJEjHDhwAHd3dwIDAzMFeKmpqfTr14+WLTN/sL1nzx769evH7t27CQ0Nxd/fn44dO3Lr4XpxgISEBJ577jmzVhyPGjBgAAcOHCi079F/iaxxEoVGKuiJgnLixAm6d+/OP//8w/3799m1a5etpySEEI9ddHQ0+/fvZ8+ePbRq1QqAihUr0qRJE9M+48eP58KFC/zyyy8AzJ07l3fffZfffvuNTp06AVClShUmTpzI8OHDGTJkCNHR0WzatAkwVCatW7cuTk5OLF68GAcHB15//XWmTZuW5bxOnDjBlStX6NKlS6ZtISEh1KpVi4kTJ1KuXDn++ecf/P39rX7tc+fOZd++fRw/fpwGDRqYxitXrkyvXr3QaDRWnzM3Vq1ahUajITg4GAcHB55++mlOnz7NnDlzGDFihMVjLly4QGRkJNOnTze91qlTp1K3bl2uX79OlSpVTPt++OGH1KhRg3bt2mVKc1y1apXZ88WLF7N+/Xp27tzJ4MGGpReDBg0C4Nq1a1m+Bi8vL1q0aMHatWv5RN6D5YvccSpGTl7/h0kbNvHuuhB6LQslwtiiyU2Fb7NTqO1TzA84vg/0OTe9XR6znKDoIBL0CYUyb2MFvddv3uTV8+clTU9YZenSpbRo0YJ//vmHqlWr8u2339p6SkIIYRNubm64ubmxadMmUlJSLO7TqlUrDhw4gFarBWDv3r34+PiwZ88eAG7dusWVK1do3bp1ltdZtmwZrq6uHDlyhFmzZjF9+nR27NiR5f779++nWrVquFvIKAkKCmLgwIF4eHjQuXPnPKcFrlq1ivbt25sFTUb29va4urpaPO7GjRum71tWX5999lmW1w0NDeX55583a6QeGBjIxYsXiYqKsnhM9erVKVmyJEFBQWg0GpKSkggKCqJmzZoEBASY9tu1axchISEsWLAgV9+DxMREUlNT85Rp0aRJE/bv32/1ccKc3HEqRrb+dZY7CYZCEGfja5rG7dSp2Dml3/p1sn/YvHbTCiBDI1sLFfVCk0KJ0pn/wy+s5rdCWEOj0TB27FjTL5QXXniBFStW5DulRAghsvNO48VERcTnvGMB8irrxtzjw3Pcz87OjqVLl/Laa6+xaNEiGjZsSKtWrejbty9169YFoGXLlsTFxXHq1CkaNWrEvn37eO+990x3lPbs2YOfn5/ZXY9H1a1bl6lTpwJQtWpV5s+fz86dO+nQoYPF/a9fv065cuUyjYeFhXH48GE2bNgAwMCBAxk7diwffvghiqLk+HofPVd2wV5WypUrl2ndz6OyC0QiIiKoVKmS2ViZMmVM27y8vDId4+7uzp49e+jWrZvpDk/VqlXZvn27qV3GgwcPGDJkCCtXrqREiRK5ei0TJkygXLlytG/fPlf7Z1SuXDmuX79u9XHCnAROxUhyWipgh6Io6Ej/5CNAe5K0ZHtQqVCh5uWG9Q0bUpIwC5wsVNQzNr1VUHBVXLFX7Aut+a0QuXXv3j1efvllDhw4ABhSHKZMmYJKJTfJhRCFKyoinge34nLe0UZ69OhBly5d2L9/P4cPH+a3335j1qxZLF68mCFDhuDp6Um9evXYs2cPDg4OODg4MGLECKZOnUp8fDx79+41pfllxRiEGfn6+vLvv/9muX9SUhJOTk6ZxoODgwkMDMTHx9Cb8n//+x/Dhg1j165dtGvXzqrXbVUF4Qzs7OyyDRILQ1JSEsOGDaNFixasWbMGrVbLV199RZcuXTh27BjOzs689tpr9O/fn+effz5X5/ziiy9Yu3Yte/bssfi9zomzszOJiYlWHyfMSeBUjMQkJYHKHU9nZzy1LkTEg0NiEpozPtz2qAwqFeVcLrE1YhkbU1Ig0Q2V8f8ZRZVtRT1XxZVhnpkXdeZVxma3QljL1dWVuLg4SpQowYoVK3jxxRdtPSUhxH+EV1m3In9NJycn/s6megAAmAFJREFUOnToQIcOHfjoo48YPnw4U6dOZciQIYBhndKePXtwdHSkVatWeHt7U7NmTQ4cOMDevXsZN25ctue3tzfPPFEUBZ0u69R/Hx8f/vrrL7MxrVbLsmXLiIiIMGtKrtVqCQ4ONgVOJUqUsHgnJDo6GrVabUrBq1atGhcuXMh23pbcuHGDWrVqZbvP5MmTmTx5ssVtZcuW5e7du2Zjxudly5a1eMzq1au5du0aoaGhpg/8Vq9ejZeXFz///DN9+/Zl165dbN68ma+++gowBIY6nQ47Ozu+//57Xn31VdP5vvrqK7744gv++OOPTEFtbkVGRlKqVKk8HSvSSeBUVClZf7LilOE/NK1ajd7L0/TcLWUvdxONlXVUGG+E6+2tuyWeX9LsVuSFXq9HURRcXFzYuHEjGo2G6tWr23paQoj/kNykzBU1tWrVMqXigWGdU3BwMHZ2dqaCEK1bt2bNmjVcunQpTylv2WnQoAELFy40/R8OsHXrVlPKoFqtNu179uxZhg4dSnR0NJ6enlSvXp21a9eSkpKCo6Ojab+TJ09SqVIlUxDXv39/Jk+ezKlTpzKtc0pNTUWj0Vhc55TfVL1mzZrxwQcfkJqaaprLjh07qF69usU0PTCsRVKpVGbpiMbnxgA0NDTUtA4N4Oeff2bmzJkcOnQIPz8/0/isWbOYMWMG27dvp3Hjxtm+juycPXvW4vowYR3JeymC4mpGcqX73iy3m1LxAIz/KPV6fFx0uDqmPRxW8FR0aB0h2VUhrtbj/QRNmt0Ka6SkpDBixAizBbqVKlWSoEkIITJ48OABbdu2ZeXKlZw5c4bw8HBCQkKYNWsWL730kmm/559/nri4OH755RdTkNS6dWtWrVqFr68v1apVK9B5tWnThvj4eLNy10FBQXTp0oV69epRu3Zt01fv3r3x9PQ0VYwbMGAAiqIwePBgTpw4weXLlwkODmbu3Llmd8beeecdWrRoQbt27ViwYAF//vknV69e5ccff6Rp06aEhYVZnJsxVS+7r+wCp/79++Pg4MCwYcP4+++/WbduHfPmzWPs2LGmfTZu3EiNGjVMzzt06EBUVBSjRo3i/Pnz/P333wwdOhQ7OzvatGkDQM2aNc2+L35+fqhUKmrXrm0KyGbOnMlHH31EcHAwAQEBREREEBERQXx8+hq8yMhITp8+zblz5wC4ePEip0+fJiIiwux17N+/n44dO2b/gxQ5ksCpiNErOu61uZnldi8XF57JUJHFGDj5eNkxsX8kSYkxgKEvw2cu8dxrriaslSMpftbnw1pDmt2KvLp16xatWrXihx9+YNq0aYSHh9t6SkIIUSS5ubnx7LPP8vXXX/P8889Tu3ZtPvroI1577TXmz59v2s/Ly4s6depQqlQp0xv6559/Hp1Ol+P6prwoWbIk3bt3NwVDd+/e5ddff6VHjx6Z9lWpVHTv3p2goCAAPD092b9/P6mpqbz44ovUr1+fb775hjlz5jBy5EjTcY6OjuzYsYP333+f7777jqZNm/LMM8/wzTffMGbMGGrXrl3grwsM76d+//13wsPDadSoEePGjWPKlClmpchjYmK4ePGi6XmNGjXYsmULZ86coVmzZrRs2ZLbt2+zbds2fB+2Z8mNhQsXotFo6NmzJ76+vqYvY3ofwObNm2nQoIGpFHzfvn1p0KABixYtMu0TGhpKTEwMPeX9WL4p+ryutiumYmNj8fDwICYmJtdVTB6ny8+8wJWX92QaT1U5s77UTDxd3fm6Ty+eDYKIeFCnphFw9TYVythRiR9MebdlypRhanwYLzfx4p6zPaWcPNjQfmqm8wZFBxGvj8dNccvXGqfgmjWJtJB77F2jBq+eP5/n84on2/79++nVqxd3797Fy8uLNWvWEBgYaOtpCSH+A5KTkwkPD6dSpUp5WmwvzJ05c4YOHTpw5coV3Nwe/zoxkbU+ffpQr169LNdx/Rdk9+/dmthA7jgVE+dKDkSvqLPcPrSrp1lPh65duz6OaZlkbHbr5ueHm58f3jVqSJqesMjYZb5t27bcvXuXunXrcvz4cQmahBCimKpbty4zZ86UrIEiRqPRUKdOHd59911bT+WJIMUhioHWoy+z7df98LCM5K9hkLHFhDopCXcuEB0dDYCnizMNNyyE6EjA8sLFME0YoUmhBdL0NmMFPWOzWyGy8/rrr/P9998D0K9fP3744YcsmxcKIYQoHoxV/UTR4eDgwIcffmjraTwx5I5TMaCozO80zQ5Nf6zS6VHSUtmyZYtpzDE5ESL+AX3WpUONjW/1GDI189P0ViroCWs988wzqNVq5syZw6pVqyRoEkIIIUSRJ3eciqGE1PTH3vej8bhwjhT/DGl69kmQjKF3k8pyel/GxreeKs98Nb2VCnoiN5KTk015xcOHD+e5554zq0IkhBBCCFGUyR2nYuZmcnlTmp46NQ33iPu43Llt2u7p6UlDO0NJ8t1VfLnnmP2P2FVxZbDHYKo6VM333KSCnrBEr9cze/Zs6tSpw4MHD0zjEjQJIYQQojiRwKmYOR/3tOmxSqeH1NQs9w0KSE9/crFzzHI/IQpLQkIC/fv3Z/z48Vy+fJnly5fbekpCCCGEEHkiqXrFTKo+/UfmfT8a+6Ons9w30S69Y/Wwap0Lc1pCZHL16lW6d+/OmTNnsLOzY+7cubz55pu2npYQQgghRJ7IHaciIv7n3dxoPhDdvchM205e/4eohxX1HtZyMKXp2V29br6zJgWi7rO7nDv3HA3rm0o5edCmXL3CnL4QZrZv307jxo05c+YMZcqUYdeuXYwaNQpFUXI+WAghhBCiCJI7TkVE5MwgUsOug3PmSnhb/zpreqzX6eGR957O7g7pT5IMAVZQzdKmIUnTE49TSEgIffr0Qa/X8+yzz7J+/Xr8/PxsPS0hhBBCiHyRO05FhC7+4R0lVeYfSXJa+jomfbLe9FilVlG+RkkGftI6w96G7Yl26eeRND3xOLVr145KlSoxYsQI9u7dK0GTEEIUQUuXLsXT0zPf59FoNFSpUoVDhw7lf1KiwGg0GgICAjh+/Litp/JEkcCpiFGV8s40FpOUBICLYo8uJf2OlJevG4tW1Oa5019DzMMUP53OkKbnbOjLZClNL0wTRrw+HiEKSkREhOmxt7c3x44d47vvvsPRUe52CiFEQYuIiGD06NFUrlwZR0dH/P396dq1Kzt37sz1Ofr06cOlS5cAaN26NYqiZPnVunXrLM+zaNEiKlWqRPPmzTNtGzlyJGq1mpCQkEzbhgwZQrdu3TKN79mzB0VRiI6ONo1pNBpmzZpFvXr1cHFxwcfHhxYtWrBkyRJSsymSlV9nzpyhZcuWODk54e/vz6xZs3I85tixY7Rr1w5PT0+8vLwIDAzkzz//NG2fNm2axe/xo/0MQ0JCqFGjBk5OTtSpU4etW7eabY+Pj+ett96ifPnyODs7U6tWLRYtWmTa7uDgwPjx45kwYUI+vwsiIwmcipGk+ymZBzetMDS71aUHVDml6YUmpXfQzU/jWyEAtmzZQvXq1fn+++9NY97emT8AEEIIkX/Xrl2jUaNG7Nq1iy+//JK//vqLbdu20aZNG0aNGpXr8zg7O1O6tOH9woYNG7hz5w537tzh6NGjAPzxxx+msQ0bNlg8h16vZ/78+QwbNizTtsTERNauXcv7779PcHBwHl6pgUajITAwkC+++IIRI0Zw6NAhjh49yqhRo/j222/5+++/83zu7MTGxtKxY0cqVqzIiRMn+PLLL5k2bZrZ77pHxcfH06lTJypUqMCRI0c4cOAA7u7uBAYGmgK88ePHm76vxq9atWrRq1cv03kOHTpEv379GDZsGKdOnaJbt25069aNs2fTl26MHTuWbdu2sXLlSs6fP88777zDW2+9xebNm037DBgwgAMHDhTa9+i/SAKnYkS3IzHzYEqS+XOVikSH9GDIUpqesfktkK/Gt+K/TafTMW3aNF588UViY2P58ccf0ev1OR8ohBAiz958800UReHo0aP06NGDatWq8fTTTzN27FgOHz5s2m/OnDnUqVMHV1dX/P39efPNN4mPT882yZiq5+3tTdmyZSlbtiylSpUCoGTJkqaxrD4MO3HiBFeuXKFLly6ZtoWEhFCrVi0mTpzIvn37+Oeff/L0eufOncu+ffvYuXMno0aNon79+lSuXJn+/ftz5MgRqlbNfx9KS1atWoVGoyE4OJinn36avn37MmbMGObMmZPlMRcuXCAyMpLp06dTvXp1nn76aaZOncrdu3e5ft1QzMvNzc30fS1btix3797l3LlzZsHnvHnz6NSpE++99x41a9bkk08+oWHDhsyfP9+0z6FDh3jllVdo3bo1AQEBjBgxgnr16pkCXwAvLy9atGjB2rVrC+E79N8kxSGKCX2Mjqg/oiDjnXBNCkTfNzxWqUAPKW7u3HPUApnT9MI0YYQmhZKgTwDATXHLd+PbiyEhxN+6la9ziOInOjqaQYMG8csvvwAwevRoZs+eLVXzhBDF3utfRBAZq32s1/QuoWbRxLI57hcZGcm2bduYMWNGptQuwGzNkkql4ptvvqFSpUpcvXqVN998k/fff5//+7//K7B579+/n2rVquHu7p5pW1BQEAMHDsTDw4POnTuzdOlSPvroI6uvsWrVKtq3b0+DBg0ybbO3t8fe3nLmzI0bN6hVq1a25548eTKTJ0+2uC00NJTnn38eB4f0AlyBgYHMnDmTqKgovLy8Mh1TvXp1SpYsSVBQEJMnT0ar1RIUFETNmjUJCAiweJ3FixdTrVo1WrZsaXbtsWPHmu0XGBjIpk2bTM+bN2/O5s2befXVVylXrhx79uzh0qVLfP3112bHNWnShP3792f7fRC5J4FTMaFN0KLTPfJpflLGO1CGN6wJacmA4T+RR9P0QpNCidJFmZ4XRJrewSlTTI8dLPzHKZ48f//9N927dycsLAxHR0e+++47XnnlFVtPSwghCkRkrJb70Y83cMqty5cvo9frqVGjRo77vvPOO6bHAQEBfPrpp7z++usFGjhdv36dcuXKZRoPCwvj8OHDphS/gQMHMnbsWD788EOrP2ALCwvLdo1VVsqVK8fp06ez3Se7tPKIiAgqVapkNlamTBnTNkuBk7u7O3v27KFbt2588sknAFStWpXt27djZ5f5LXdycjKrVq1i4sSJma5tvFbGa2dcT/ztt98yYsQIypcvj52dHSqVih9++IHnn3/e7Lhy5cqZ7naJ/JPAqZhI+jmGkn7uqO1UpJlGMwRSzi6QmGSWKvVomp4xRU9BwVPlWSBpepq4ONPjFg//kxBPrgcPHtC8eXNiY2OpUKECGzZsoFGjRraelhBCFBjvEuoie01r0qH/+OMPPv/8cy5cuEBsbCxpaWkkJyeTmJiIi4tLXqdqJikpCScnp0zjwcHBBAYG4uPjA8D//vc/hg0bxq5du2jXrp1V18hrCridnR1VqlTJ07F5lZSUxLBhw2jRogVr1qxBq9Xy1Vdf0aVLF44dO4azs7PZ/hs3biQuLi5PHz5+++23HD58mM2bN1OxYkX27dvHqFGjKFeuHO3btzft5+zsTGKihaUeIk8kcCoGtFFa3G6rWXbzHZ4NgohHC+J5+YC9IySmr3fKrumtq+LKYI/BBTpHNz8/qvfsWaDnFEVPyZIlmThxIjt27GDdunWmXHghhHhS5CZlzlaqVq2KoihcuHAh2/2uXbvGCy+8wBtvvMGMGTPw9vbmwIEDDBs2DI1GU2CBk4+PD3/99ZfZmFarZdmyZURERJjdZdFqtQQHB5sCpxIlSli8ExIdHY1arTalIlarVi3H12tJflP1jOuPMjI+L1vW8t+R1atXc+3aNUJDQ1E9bC+zevVqvLy8+Pnnn+nbt6/Z/osXL+aFF17IdHcpq2sbr5uUlMTkyZPZuHGjaX1Z3bp1OX36NF999ZVZ4BQZGSm/qwuQBE7FTIpGx6M1PXb7OBL5bxwqQEfmBrqF4WJICAenTCHhzp3Hcj1hO5GRkcTFxVGxYkUAJk6cyHvvvWcx7UAIIUTh8fb2JjAwkAULFjBmzJhM65yio6Px9PTkxIkT6HQ6Zs+ebXoD/+OPPxb4fBo0aMDChQvR6/WmFLytW7cSFxfHqVOnUKvT76SdPXuWoUOHmuZYvXp11q5dS0pKilnripMnT1KpUiXT2qX+/fszefJkTp06lWmdU2pqKhqNxuJ6r/ym6jVr1owPPviA1NRU01x27NhB9erVLabpgaGSoEqlMktHND7X6czfn4WHh7N7926zKngZr71z506zdMsdO3bQrJkhUyg1NZXU1FTTz9ZIrVZnus7Zs2ctrg8TeSNV9YqZxAwNcF0wlCcPCnBFqzfPx7ZUhrwgHZwyhcgLF9A//Acq65ueTH/++SeNGzema9euJCQYioooiiJBkxBC2MiCBQvQarU0adKE9evXExYWxvnz5/nmm29Mb6yrVKlCamoq3377LVevXmXFihVmPX4KSps2bYiPjzcrdx0UFESXLl2oV68etWvXNn317t0bT09PVq1aBRhKZSuKwuDBgzlx4gSXL18mODiYuXPnMm7cONP53nnnHVq0aEG7du1YsGABf/75J1evXuXHH3+kadOmhIWFWZybMVUvu6/sAqf+/fvj4ODAsGHD+Pvvv1m3bh3z5s0zK9qwceNGs/VmHTp0ICoqilGjRnH+/Hn+/vtvhg4dip2dHW3atDE7f3BwML6+vnTunLn68dtvv822bduYPXs2Fy5cYNq0aRw/fpy33noLMNyta9WqFe+99x579uwhPDycpUuXsnz5crp37252rv3799OxY8csX6ewjgROxUzG+hBDHf4AINEuwycbqKjoVtpiGfKCZFzbpKhUeNeoIeubnkCrV6+mWbNmhIeHEx8fzx25uyiEEDZXuXJlTp48SZs2bRg3bhy1a9emQ4cO7Ny5k4ULFwJQr1495syZw8yZM6lduzarVq3i888/L/C5lCxZku7du5uCobt37/Lrr7/So0ePTPuqVCq6d+9OUFAQYKgAuH//flJTU3nxxRepX78+33zzDXPmzGHkyJGm4xwdHdmxYwfvv/8+3333HU2bNuWZZ57hm2++YcyYMdSuXbvAXxeAh4cHv//+O+Hh4TRq1Ihx48YxZcoURowYYdonJiaGixcvmp7XqFGDLVu2cObMGZo1a0bLli25ffs227Ztw9fX17SfTqdj6dKlDBkyxOyunFHz5s1ZvXo133//PfXq1eOnn35i06ZNZq917dq1PPPMMwwYMIBatWrxxRdfMGPGDF5//XXTPqGhocTExNBTllIUGEX/H2u8Ehsbi4eHBzExMZQoUcLW0zG5VvdltHfuoQ/w4MrLe8y2hdjPIHWunmU336HKHC2pajX2aWlcPv8Cu8u585V/OSqeMhR+8PT05LPPPrN4jaDoIOL18bgpbgzzzNyszhqLypcn/tYt3Pz8eP3mzXydSxQtaWlpTJgwwdSromPHjqxZs0aa2gohnijJycmEh4dTqVIliwUORO6cOXOGDh06cOXKFdzc3Gw9HZFBnz59qFevXpbruP5Lsvv3bk1sIHeciglndwfzgYfxblDN0pS5lF5nL2OesBDWunfvHh07djQFTZMmTWLr1q0SNAkhhLCobt26zJw5k/DwcFtPRWSg0WioU6cO7777rq2n8kSRhQrFxMBPWlscT7RT4axNX9/UtWvXxzQj8SR688032b17N66urixbtsxiuoUQQgiR0ZAhQ2w9BfEIBwcHPvzwQ1tP44kjgVMxoFIrPNezFrO2p5CqNt5R0rO7nDv3nO0piSFw8vT0pGHDhrabqCj25s6dy927d1m4cCFPP/20racjhBBCCFFkSKpeMbLk7/Qfl71OS1DN0jacjXgSaDQatmzZYnru5+fHvn37JGgSQgghhHiEBE7FSGqGH9erdzeSaCc/PpF3ERERtGvXjhdffJH169fbejpCCCGEEEWavPMuBk7ShWeDIPVhozP7VA3vxSyHh89Vj/HHeDEkhOCaNaXxbTEXGhpKo0aNOHDgACVKlJCiIkIIIYQQOZDAqRhIUkoQEQ887EStNnWFVrI8prBI49vi7/vvv6dVq1bcvn2bmjVrcuzYMV544QVbT0sIIYQQokiTwKmIiQ2wfCdHpYC9Vot9Sirl70cYBp1dHuPMDKTxbfGVkpLCa6+9xsiRI0lNTeXll1/myJEjVKtWzdZTE0IIIYQo8qSqXhGiV/Tca3jR4jYPex3eF24BUFIfA14+4OAIyck5njdME0ZoUigJ+gSr53QxJISDU6aYAiZjip6rry+vnj9v9fmE7fzxxx8sXrwYRVGYMWMGEydORFEe/11LIYQQQojiSO44FSE6pzSL44l4kZKU3qvJhZyDpYxCk0KJ0kWhx9A0116xz/WxxtS8+Fu3iL91S1L0irEuXbowZcoUtm7dyqRJkyRoEkKI/7hp06ZRv379fJ/nwYMHlC5dmmvXruX7XKLgaDQaAgICOH78uK2n8sSQwKmI+9H+C3SKHeXiYk1jQ9N+tuocqfpUABQUvFReNHNulutjM6bmufn54ebnJyl6xYRer+f7778nIiLCNPbxxx/TqVMnG85KCCFEfgwZMgRFUVAUBXt7e8qUKUOHDh0IDg5GZ1oDnTvjx49n586dAAQEBJjOa+kruya3M2bM4KWXXiIgICDTtsDAQNRqNceOHcu0rXXr1rzzzjuZxpcuXYqnp6fZWGxsLB988AE1atTAycmJsmXL0r59ezZs2IBer7fmZVtlz549NGzYEEdHR6pUqcLSpUtzPGb79u00bdoUd3d3SpUqRY8ePTIFlSkpKXzwwQdUrFgRR0dHAgICCA4Otni+tWvXoigK3bp1Mxu/e/cuQ4YMoVy5cri4uNCpUyfCwsJM2x0cHBg/fjwTJkyw9mWLLEjgVMQdtuuDgz6BkimGu0w++iha6U/m6VyuiiuDPQZT1aFqrva/GBJC/C1DeqCrry+v37zJ6zdv8ur581Tv2TNPcxCPR1JSEkOGDGHkyJH06tWL1NRUW09JCCFEAenUqRN37tzh2rVr/Pbbb7Rp04a3336bF154gbQ0y9krlri5uVGyZEkAjh07xp07d7hz546pRcXFixdNY/PmzbN4jsTERIKCghg2bFimbTdu3ODQoUO89dZbWQYFuREdHU3z5s1Zvnw5kyZN4uTJk+zbt48+ffrw/vvvExMTk+dzZyc8PJwuXbrQpk0bTp8+zTvvvMPw4cPZvn17tse89NJLtG3bltOnT7N9+3bu37/Pyy+/bLZf79692blzJ0FBQVy8eJE1a9ZQvXr1TOe7du0a48ePp2XLlmbjer2ebt26cfXqVX7++WdOnTpFxYoVad++PQkJ6UszBgwYwIEDB/j777/z+d0QIGucigU7LLzpdXQu9OsenDLF9FhS84qP69ev8/LLL3Py5ElUKhXdu3fHzk7+qQshxJPC0dGRsmXLAobG5Q0bNqRp06a0a9eOpUuXMnz4cMAQcIwfP56ff/6ZlJQUGjduzNdff029evUAQ6repk2bOH36NKVKlTKd39vbG4DSpUtnuvPzqK1bt+Lo6EjTpk0zbVuyZAkvvPACb7zxBk2bNmXOnDk4O1v//mXy5Mlcu3aNS5cuUa5cOdN4tWrV6NevH05OTlafMzcWLVpEpUqVmD17NgA1a9bkwIEDfP311wQGBlo85sSJE2i1Wj799FNUD9vGjB8/npdeeonU1FTs7e3Ztm0be/fu5erVq6bvtaW7dVqtlgEDBvDxxx+zf/9+oqOjTdvCwsI4fPgwZ8+eNTWtX7hwIWXLlmXNmjWmvwNeXl60aNGCtWvX8olkC+WbvJsqBgI4CTzyKUS3wRC9q1Cva0zTAyQ1r5jYtWsXvXv35sGDB/j4+LBu3Tratm1r62kJIUSxMW3zL8QkJT3Wa3o4OzPtxfy1hWjbti316tVjw4YNpjfNvXr1wtnZmd9++w0PDw++++472rVrx6VLl0xv2PNr//79NGrUKNO4Xq9nyZIlLFiwgBo1alClShV++uknBg0aZNX5dToda9euZcCAAWZBk5Gbm1u2c+vcuXO25//uu+8YMGCAxW2hoaG0b9/ebCwwMNBieqFRo0aNUKlULFmyhCFDhhAfH8+KFSto37499vaGNeabN2+mcePGzJo1ixUrVuDq6sqLL77IJ598YhZYTp8+ndKlSzNs2DD2799vdp2UlBQAs6BRpVLh6OjIgQMHTH8HAJo0aZLpeJE3EjgVcY5KIqVUN7kZXSV90MsHGreEP3IOnMI0YcTr4626prGSnrGCnpufn6TmFXF6vZ45c+bw/vvvo9PpaNiwIRs2bKBixYq2npoQQhQrMUlJRCUm2noaeVKjRg3OnDkDwIEDBzh69Cj//vuvqcn5V199xaZNm/jpp58YMWJEgVzz+vXrFgOaP/74g8TERNOdmYEDBxIUFGR14HT//n2ioqKoUaOG1XNr3Lgxp0+fznafMmXKZLktIiIi0/YyZcoQGxtLUlKSxbtnlSpV4vfff6d3796MHDkSrVZLs2bN2Lp1q2mfq1evcuDAAZycnNi4cSP379/nzTff5MGDByxZsgQw/PyCgoKynH+NGjWoUKECkyZN4rvvvsPV1ZWvv/6amzdvcueOeWubcuXKcf369Wy/DyJ3JHAqBvQZ0qxcSLYqTS80KdT0OLfV9IyV9IwkTa/oS0xMZPHixeh0OgYPHsyiRYvylA4hhBD/dR42+L+zoK6p1+tNFVP//PNP4uPjTWuYjJKSkrhy5UqBXM94PkupcsHBwfTp08eUKt6vXz/ee+89rly5wlNPPZXr8+en8IOzszNVqlTJeccCFBERwWuvvcYrr7xCv379iIuLY8qUKfTs2ZMdO3agKAo6nQ5FUVi1ahUeHh4AzJkzh549e/J///d/pKWlMWjQIH744Qd8fHwsXsfe3p4NGzYwbNgwvL29UavVtG/fns6dO2f6njk7O5NYTD8MKGokcCoOMpSNHpr2syFNL5eMFfWAXFfTy1hJz6taNUnTKwZcXV3ZtGkTO3fu5I033pBS40IIkUf5TZmzpfPnz1OpUiUA4uPj8fX1Zc+ePZn2y2ndkjV8fHyIiooyG4uMjGTjxo2kpqaycOFC07hWqyU4OJgZM2YAUKJECYuFHaKjo00BRalSpfD09ORChg90cyu/qXply5bl7t27ZmN3796lRIkSWX44uWDBAjw8PJg1a5ZpbOXKlfj7+3PkyBGaNm2Kr68vfn5+ptcIhvVTer2emzdvkpCQwLVr1+jatatpu7Fiop2dHRcvXuSpp56iUaNGnD59mpiYGDQaDaVKleLZZ5+lcePGZnOKjIw0W8Mm8q5IBE4LFizgyy+/JOL/27vv+JrOP4Djn5u9JEFEEmJLYkZQGmqHUNSqEpvQaq2itopS41ejKDUqVsXeNWJVCGKLLWYoEjuJ7HV+f6S5dWVJkBt8333d1yv3Oc95zvecnOj93uc5zxMairOzM7/99hs1atRIt+4ff/zBihUruHjxIpAylnTy5MkZ1v+QWCnPqWd5N2WY3mt4eZiemcrstWbTe3UmPVnkNu/y9fXl9u3bfPvttwA4OjqmOyOPEEKID9/ff//NhQsXGDx4MABVq1YlNDQUPT29dCceeFtcXFxYuXKlRpmPjw9FixZly5YtGuV79uxhxowZTJgwAV1dXRwdHdmzZ0+aNs+cOYODgwOQ8txOx44d+fPPP/Hy8kozLDAyMhIjI6N0J0F606F6rw6xA9i7dy+urhl/ER0dHa2eFCKVrq4u8F/yU7t2bdavX09kZKT6Ga1r166ho6ND0aJFUalUXLhwQaONsWPH8uLFC2bPno29vb3GttQE7Pr165w6dSrNJBAXL17ExcUlw5jF69P6dORr165lyJAheHl5cebMGZydnXF3d+fRo0fp1vfz88PDw4MDBw4QEBCAvb09TZo04f6/H/bFf3I6TC+VDNHLmxRFYfLkyXz++ecMGDCAgICArHcSQgjxwYiLiyM0NJT79+9z5swZJk+eTKtWrWjRogXduqWMSnFzc8PV1ZXWrVuzZ88egoODOXr0KGPGjHmrC6K6u7tz6dIljV4nb29vvvzySypWrKjx8vT05MmTJ/j6+gLw7bffcu3aNQYOHMj58+cJCgpi5syZrF69mqFDh6rbmzRpEvb29tSsWZMVK1Zw+fJlrl+/zpIlS3BxcSEyMv1nuVOH6mX2ypfJZ52+ffty69Ythg8fztWrV/n9999Zt26dOjkFmDt3Lo0aNVK/b968OSdPnmTChAlcv36dM2fO0LNnT4oXL65OXjp16kTBggXp2bMnly9f5tChQwwbNoxevXphbGyMkZFRmmtnaWlJvnz5qFixIgYGBgCsX78ePz8/9ZTkjRs3pnXr1jRp0kTjPPz9/dOUiZzReuI0c+ZM+vTpQ8+ePSlfvjwLFizAxMQkw/n+fXx8+O6776hSpQpOTk7q5zpSF3D7EOV01NWbDNMDmUkvL3rx4gXt2rVjzJgxKIpC7969qVq1qrbDEkIIkYt8fX2xtbWlRIkSNG3alAMHDjBnzhy2bt2q7t1QqVTs3LmTunXr0rNnTxwcHOjYsSN37tzJtJcluypVqkTVqlVZt24dkDId97lz52jXrl2auhYWFjRq1Ahvb28ASpUqxaFDh7h69Spubm7UrFmTdevWsX79eo3F2gsUKMCxY8fo0qULP//8My4uLtSpU4fVq1czbdo0jSFvb1PJkiXZsWMHe/fuxdnZmRkzZrB48WKNqcifPHmi8cxYw4YNWbVqFVu2bMHFxYWmTZtiaGiIr6+venifmZkZe/fuJSwsjOrVq9O5c2datmzJnDlzshVfSEgIXbt2xcnJiYEDB9K1a1dWr16tUScgIIDw8HC+lEm+3gqV8i6XW85CfHw8JiYmbNiwQWM15O7duxMWFsbWrVuzbOPFixdYW1uzfv16WrRIOy45Li5OPWUjpKw8bW9vT3h4OObm5m/lPN6G4MptiQ97wO1vL2qUjzK5REXjAO4F1sJKec46s2kwLaVLvO2+n3gcG075v+PRjU3G0tKSyZMnq/f1DvMmUonETGWGp2XaheleljqT3vNr11CSkzErUoS+9+69/RMVORYUFESbNm24cuUKBgYGzJs3T2O6USGEEK8vNjaW27dvU7JkyXe2DtDHYseOHQwbNoyLFy+mGaYmtKtDhw44OzszevRobYeiVZn9vUdERGBhYfFauYFW7+4nT56QlJSU7lSPoaGhr9XGiBEjsLOzSzPPfqopU6ZgYWGhfr06LlSkSJ1JT/l3/K0M08tbtm3bRo0aNbhy5QpFihTh0KFDkjQJIYTIE5o3b87XX38tj03kMfHx8VSqVEljaKF4M+/11wJTp05lzZo1bN68OcNvi0aNGkV4eLj69c8//+RylO+Hl2fSK+DkJMP08pjbt28TERFBnTp1OH36NDVr1tR2SEIIIYTa999/L19O5zEGBgaMHTtWlid5i7Q6q56VlRW6urrpTvVoY2OT6b7Tp09n6tSp7Nu3j8qVK2dYz9DQUL3w2/sqORcHU8pMennTwIEDKVCgAB07dlSvPC6EEEIIIXKPVnucDAwMqFatmsbEDqkTPWQ21eMvv/zCxIkT8fX1TTNX/YdGR5WIkpTyoKcJsVqORuSWS5cu0bJlS/X6FiqViq5du0rSJIQQQgihJVofqjdkyBD++OMPli9fzpUrV/j222+JioqiZ8+eAHTr1o1Ro0ap6//vf//jxx9/ZMmSJZQoUYLQ0FBCQ0MznIryfVfc4CJh91MWs+uZmPVkGeL9t2HDBmrWrMn27dsZPny4tsMRQgghhBDkgQVwO3TowOPHjxk3bhyhoaFUqVIFX19f9YQRd+/e1ZihZf78+cTHx6eZVtHLy4vx48fnZui5ogCPuPncBStVOPWUM4CVtkMS70hSUhJjx45l6tSpQMqUpj///LOWoxJCCCGEEJAHEieA/v37079//3S3+fn5abwPDg5+9wG9R8xDktCNTdYoux5/nYCYAKKUqNdqI2j9eiJlJhytevbsGR4eHuoV1H/44QemTJmS7kroQgghhBAi98mnsjxCUSWTZJyU7f0KX0tU/5w6CUZATADPk/9bwVtflflzMUfGjVP/LNOQ574rV67QvHlzbt++jYmJCd7e3nTs2FHbYQkhhBBCiJdI4pQHPLi4hhtt/Ug2SMy68it0k/6bcq9ly5YAJCgJAKhQYaljiatxxhNtwH9TkQMyDbkWFCxYkISEBEqVKsXmzZsznSVSCCGEEEJoh9Ynh/jYJScncmXP0AyTplenIj+TqMdPP/3E6NGjKbTzMXr/TrRnaWlJ1apVNeqaqkzpZtGNsgZlXysWsyJFcHzl2THxbiQn/ze80traml27dnHy5ElJmoQQQuSa8ePHU6VKlVw51v79+ylXrhxJSdkfXSPenQULFqi/eBdZk8RJyxJjn5MYF57utmjMiVeZAGBCHAB/xRvy8OFDwsLC0I1NRvVv3fd9raqPyePHj3Fzc+PPP/9Ul1WsWJECBQpoMSohhBDvgx49eqBSqVCpVOjr61O4cGEaN27MkiVLNL6Uex0//PCDekmYEiVKqNtN79WjRw8AvvjiC4oVK4aRkRG2trZ07dqVBw8eZHms4cOHM3bsWHR1dTXKY2JiKFCgAFZWVsTFxaXZT6VSsWXLlnSvQ+vWrTXKbty4Qc+ePSlatCiGhoaULFkSDw8PTp069XoXJIfmzZtHiRIlMDIyombNmpw4cSLLfWbNmoWjoyPGxsbY29szePBgYmP/W3Zm/PjxaX4HTk5OGm188803lC5dGmNjYwoVKkSrVq24evWqevu5c+fw8PDA3t4eY2NjypUrx+zZszXa6NWrF2fOnMHf3/8Nr8LHQRInLXtwcW265dFYsN5wCooq5R+Yngb7AIj7N1VSqVQkGemQYASJ+XTl24L3xOnTp6lWrRoHDhxg6NChREW93gQeQgghRKqmTZsSEhJCcHAwu3btokGDBgwaNIgWLVqQmPj6w/7NzMwoWLAgACdPniQkJISQkBA2btwIQFBQkLos9QN3gwYNWLduHUFBQWzcuJGbN2+mmen4VYcPH+bmzZu0a9cuzbaNGzdSoUIFnJyc0k2QXtepU6eoVq0a165dY+HChVy+fJnNmzfj5OTE0KFDc9xuVtauXcuQIUPw8vLizJkzODs74+7uzqNHjzLcZ9WqVYwcORIvLy+uXLmCt7c3a9euZfTo0Rr1KlSooL7+ISEhHD58WGN7tWrVWLp0KVeuXGH37t0oikKTJk3UvXqnT5/G2tqalStXcunSJcaMGcOoUaOYO3euug0DAwM6derEnDlz3uJV+XDJM05alJycSND+kWnKJ3KI+8aV0deJowZ/YaWKoF7kIY06FhYWXG1oyOPYcAoZWaQZpve6ZEa93LNs2TL69u1LXFwcDg4ObN68GVNTU22HJYQQ4j1jaGiIjY0NAEWKFKFq1ap8+umnNGrUiGXLltG7d28AwsLC+OGHH9i6dStxcXFUr16dX3/9FWdnZyClV2PLli0EBgZSqFAhdfupIyCsra2xtLTUOPbgwYPVPxcvXpyRI0fSunVrEhISMlykfc2aNTRu3BgjI6M027y9venSpQuKouDt7U2HDh2yfT0URaFHjx6ULVsWf39/jWVsqlSpwqBBg7Ld5uuaOXMmffr0Ua8/umDBAnbs2MGSJUsYOTLtZzyAo0ePUrt2bTp16gSk9PZ5eHhw/PhxjXp6enrq33N6vv76a/XPJUqU4Oeff8bZ2Zng4GBKly5Nr169NOqXKlWKgIAANm3apDGbdcuWLWncuDExMTEYGxtn7wJ8ZCRx0qLE2Ofplj82Kk2ySg+IQ0nSheQkUFK731Xp7pNTMqPeuxcfH8+QIUOYN28ekPIP1J9//omFhYWWIxNCCPGqFqvhcXTuHrOQCWz3eLM2GjZsiLOzM5s2bVInTu3bt8fY2Jhdu3ZhYWHBwoULadSoEdeuXXsrw8OfPXuGj48PtWrVyjBpAvD391cnCS+7efOm+oO8oigMHjyYO3fuULx48WzFERgYyKVLl1i1apVG0pTq1eTvZZMnT2by5MmZtn/58mWKFSuWpjw+Pp7Tp08zatQodZmOjg5ubm4EBARk2F6tWrVYuXIlJ06coEaNGty6dYudO3fStWtXjXrXr1/Hzs4OIyMjXF1dmTJlSrpxAERFRbF06VJKliyJvb19hscODw9P87uvXr06iYmJHD9+nPr162e4r5DEKc8pdMaR5Nr//VrC7pfEFEClA4WLQKwJRMe8tePJjHrvVkJCAm5ubuqxwz/99BNjx45N9x92IYQQ2vc4GkIjtR1Fzjg5OXH+/HkgZXjciRMnePTokfo56OnTp7NlyxY2bNig0VuRXSNGjGDu3LlER0fz6aefsn379kzr37lzBzs7uzTlS5YsoVmzZuTPnx8Ad3d3li5dyvjx47MVz/Xr1wHSPAP0Ovr27ctXX32VaZ30Ygd48uQJSUlJFC5cWKO8cOHCGs8avapTp048efKEzz77DEVRSExMpG/fvhpD9WrWrMmyZctwdHQkJCSEn376iTp16nDx4kXyvfRF9++//87w4cOJiorC0dGRvXv3YmBgkO5xjx49ytq1a9mxY4dGuYmJCRYWFty5cyfT6yDkGac8Z32N9urfiqKoiHlunfLGsgD8/AcYpPzjF5eUwOPY9CeVeB1B69ezpFw5okJCAJlR713R19enXr16mJubs23bNsaNGydJkxBC5GGFTMDGLHdfhUzeTuyKoqBSpYxMOXfuHJGRkRQsWBAzMzP16/bt29y8efONjjNs2DDOnj3Lnj170NXVpVu3biiKkmH9mJiYNMP0kpKSWL58OV26dFGXdenShWXLlmV7kovMjp2VAgUKUKZMmUxfb3sxej8/PyZPnszvv//OmTNn2LRpEzt27GDiS19gN2vWjPbt21O5cmXc3d3ZuXMnYWFhrFu3TqOtzp07c/bsWQ4ePIiDgwNfffWVxiQTqS5evEirVq3w8vKiSZMmabYbGxsTHZ3LXa3vIelxymOeFTBD9cp8ASbEgqHmmNOoxFggpVvcRC/7M+odGTeOZy99GyLD9N6uyMhIzMzMgJQx5L1798720AMhhBC5702HzGnTlStXKFmyJJDy/yFbW1v8/PzS1Mts6NrrsLKywsrKCgcHB8qVK4e9vT3Hjh3D1TX9dSOtrKx4/lzz8YTdu3dz//79NM80JSUlsX//fho3bgxAvnz5CA9P+0VxWFiYesi7g4MDAFevXsXFxSVb5/ImQ/WsrKzQ1dXl4cOHGuUPHz7M9NmkH3/8ka5du6qHVFaqVImoqCi+/vprxowZk+FwQwcHB27cuKFRbmFhgYWFBWXLluXTTz8lf/78bN68GQ+P/27ky5cv06hRI77++mvGjh2bbkzPnj3TeM5NpE+++s6DUr83SU5KyWt75jsCrbtp1nnp2xVPh2bZPkbqED2Vjg4FnJxkmN5bEhcXR58+fWjQoIH6Gx9dXV1JmoQQQrxTf//9NxcuXFDPXFe1alVCQ0PR09NL04NiZWX11o6b2juU3lTiqVxcXLh8+bJGmbe3Nx07diQwMFDj1bFjR7y9vdX1HB0dOX36tMa+SUlJnDt3Tp0wValShfLlyzNjxox0e6vCwsIyjK1v375pYnj1ldFQPQMDA6pVq6ae0j31euzfvz/DJBIgOjo6TXKUOk17Rr1nkZGR3Lx5E1tb2wzbVRQFRVE0fheXLl2iQYMGdO/enUmTJqW7382bN4mNjc120vkxkh6nvCgZUIGSrIOVKpx6vwzJsGohIwsa2Dmr31+Pv06kkvHg7KD16zkybpx6iJ6prS29rlx5a6F/zO7du8eXX37J8ePHUalU/P3333z++efaDksIIcQHJi4ujtDQUJKSknj48CG+vr5MmTKFFi1a0K1byhetbm5uuLq60rp1a3755RccHBx48OABO3bsoE2bNlSvXj3bxz1+/DgnT57ks88+I3/+/Ny8eZMff/yR0qVLZ5oouLu7s3z5cvX7x48f89dff7Ft2zYqVqyoUbdbt260adOGZ8+eUaBAAYYMGYKnpydOTk40btyYqKgofvvtN54/f67usVGpVCxduhQ3Nzfq1KnDmDFjcHJyIjIykr/++os9e/Zw8ODBdGMrUKDAG02UMWTIELp370716tWpUaMGs2bNIioqSj3LXuo5FSlShClTpgApk0TNnDkTFxcXatasyY0bN/jxxx9p2bKlOoH64YcfaNmyJcWLF+fBgwd4eXmhq6ur7km6desWa9eupUmTJhQqVIh79+4xdepUjI2N1Z89Ll68SMOGDXF3d2fIkCGEhoYCKUnay71L/v7+lCpVitKlS+f4OnwsJHH6wATE/DeLi74q7Qw3MkTv3Th06BDt27fn0aNH5M+fn9WrV+Pu7q7tsIQQQnyAfH19sbW1RU9Pj/z58+Ps7MycOXPo3r27uidDpVKxc+dOxowZQ8+ePXn8+DE2NjbUrVs3zWQGr8vExIRNmzbh5eVFVFQUtra2NG3alLFjx6onoEhP586dGT58OEFBQTg6OrJixQpMTU1p1KhRmrqNGjXC2NiYlStXMnDgQDw8PFAUhZkzZzJy5EhMTEyoVq0ahw4d0jiPGjVqcOrUKSZNmkSfPn148uQJtra21KpVi1mzZuXofF9Hhw4dePz4MePGjSM0NJQqVarg6+urEdvdu3c1epjGjh2LSqVi7Nix3L9/n0KFCtGyZUuNHqF79+7h4eHB06dPKVSoEJ999hnHjh1TJzxGRkb4+/sza9Ysnj9/TuHChalbty5Hjx7F2jrl+fgNGzbw+PFjVq5cycqVK9VtFy9enODgYPX71atX06dPn3d1iT4oKuVNnqh7D0VERGBhYUF4eDjm5uZajSU++jEHZpfUKNtkPZW/X/QkXmWKbkIi1W9fYd28Surto0ePJiwsjCQjHS43NKCQkQWb3LzU273DvNU9Tp+bfk5Zg7Ia7S8oWpTI+/dR6eiQ38GB2hMnyqQQb0BRFH777TeGDh1KYmIilStXZvPmzZQqVUrboQkhhMhEbGwst2/fpmTJkumuLyTermHDhhEREcHChQu1HYp4yaVLl2jYsCHXrl37oJdJyezvPTu5gfQ45TFPEuyJV2kuinrmzBn++usv4uLi0n1AMj1mKjN10pQ6PC/+xQsZoveWTZw4ES+vlMTVw8ODP/74Qxa1FUIIIV4xZswYfv/9d5KTk2V22TwkJCSEFStWfNBJ09skiVMecyf+v7G+OskKJqoE/vrrrzQztij6r78Q7qvD80CG6L0tXbt2Zd68eYwcOZLvv/9ePQ2sEEIIIf5jaWmpsU6RyBvc3Ny0HcJ7RRKnPCZZ+e9XUuBJGD3rKew+mzI7ikqlwsLCAkNDQ66WiAUynsHmZS/PoGdqa4tBvnwyi94buHv3rnpa0pIlS3L9+nWtD/sUQgghhBDvlvSV5jHKv7No6iYkUkIvnnylVeppNC0sLJg8eTJ1+7TiXsGsk6ZXF7k1tbWl77179LpyRZ5rygFFUZg+fTqlS5dm586d6nJJmoQQQgghPnySOOVxf/31l/rn1BlrvK/5qssyW/w2dYie8u+aBjI8L+eioqLw8PBg2LBhJCYm4uvrm/VOQgghhBDigyFD9fK4lxcxa9myJQDRif+VZbb47ctD9FJn0BPZd/PmTdq0acOFCxfQ09Nj1qxZfPfdd9oOSwghhBBC5CJJnPIwg/grhEWHASkPVVatWpUDDwJ5HJsys17q4rfX468TEBNAgpJAlBIFQEJMNJH37wMyg96b8PX1xcPDg7CwMAoXLsz69eupU6eOtsMSQgghhBC5TBKnPMwk9r9VrjMbphcQE8Dz5Oca+yaEPlX/LEP0cubcuXN8/vnnKIpCzZo12bhxI0WKFNF2WEIIIYQQQgskccrDVEq8+ufMhuklKAkp9VFhqjJFX6XPizlb1fVkiF7OODs7q1fSnjNnTqarogshhBBCiA+bTA7xHkg21uXnZ3/Rdt9PPI2NAP4bpvcyU5UpnpaedLPohu7eawCYFSkiM+hlQ1BQEE+f/tdb9/vvv7Nw4UJJmoQQQnwwgoODUalUBAYGajuUXPHjjz/y9ddfazsM8QpfX1+qVKlC8r+TmL0PJHF6DyQpSTyODedxbDjJKEDms+mJnNm2bRs1atTAw8ODpKQkAHR1dbUclRBCCJFCpVJl+ho/fvxrtWNvb09ISAgVK1Z8twH/648//sDZ2RkzMzMsLS1xcXFhypQpAAwYMIBy5cqlu9/du3fR1dVlzpw5WZ57cHBwum2EhoYye/ZsxowZk2ZbQEAAurq6NG/ePM02Pz8/VKr/loR5WYkSJZg1a5ZG2YEDB/j8888pWLAgJiYmlC9fnqFDh3L/3+fN34XY2Fj69etHwYIFMTMzo127djx8+DDTfSIjI+nfvz9FixbF2NiY8uXLs2DBAo06ixYton79+pibm2d4Dc6cOUPjxo2xtLSkYMGCfP3110RGRmrUOXnyJI0aNcLS0pL8+fPj7u7OuXPn1NubNm2Kvr4+Pj4+Ob8IuUwSJy16cHHta9fVQUUhIwsKGVlQ3Mw609n0RPYkJyfj5eVFq1atiIiIIDY2lhf/zkgohBBC5BUhISHq16xZszA3N9co++GHH16rHV1dXWxsbNDTe/dPbCxZsoTvv/+egQMHEhgYyJEjRxg+fLj6Q7anpydXr17l6NGjafZdtmwZ1tbW9OzZU+M8XV1d6dOnj0aZvb19usdfvHgxtWrVonjx4mm2eXt7M2DAAA4dOsSDBw9yfI4LFy7Ezc0NGxsbNm7cyOXLl1mwYAHh4eHMmDEjx+1mZfDgwfz111+sX7+egwcP8uDBA9q2bZvpPkOGDMHX15eVK1dy5coVvv/+e/r378+2bdvUdaKjo2natCmjR49Ot40HDx7g5uZGmTJlOH78OL6+vly6dIkePXqo60RGRtK0aVOKFSvG8ePHOXz4MPny5cPd3Z2EhAR1vR49ejBnzpw3uxC5SfnIhIeHK4ASHh6u1TiSkhIU38mmaV5VZgYrxWYpSslpCcrX3w1Xvv32W6X34G+VNnvHZ9jW4ueLlVnPZimzr/6szC9SRJlfpIgyXUdHmQbK/CJFcvGs3j/Pnz9XWrRooQAKoAwYMECJj4/XdlhCCCHesZiYGOXy5ctKTEyMtkPJkaVLlyoWFhaKoihKWFiYoqOjo5w8eVJRFEVJSkpS8ufPr9SsWVNd/88//1SKFi2qKIqi3L59WwGUs2fPKoqiKAcOHFAAZd++fUq1atUUY2NjxdXVVbl69ap6/8DAQKV+/fqKmZmZki9fPqVq1arq42WmVatWSo8ePTKtU7VqVcXT01OjLDk5WSlZsqQyYsSINPXr1aunDBo0KMtjK4qiVKhQQZk7d26a8hcvXihmZmbK1atXlQ4dOiiTJk3S2J56TZ4/f55m3+LFiyu//vqroiiK8s8//ygGBgbK999/n+7x09v/bQgLC1P09fWV9evXq8uuXLmiAEpAQECG+1WoUEGZMGGCRlnVqlWVMWPGpKmb0TVYuHChYm1trSQlJanLzp8/rwDK9evXFUVRlJMnTyqAcvfu3QzrKIqi3LlzRwGUGzduvN6J51Bmf+/ZyQ1kcggtSYx9nm55NJY5bjM5MVE9BXkqmVEvY5cuXaJNmzZcv34dIyMjFi5cSLdu3bQdlhBCCC1aHbGa6OToXD2miY4JHuYeOd7fwsKCKlWq4OfnR/Xq1blw4QIqlYqzZ88SGRmJmZkZBw8epF69epm2M2bMGGbMmEGhQoXo27cvvXr14siRIwB07twZFxcX5s+fj66uLoGBgejr62cZm42NDQcPHuTOnTvp9vpASq/TyJEjmT17NqampkDKULnbt2/Tq1evbF6N/zx79ozLly9TvXr1NNvWrVuHk5MTjo6OdOnShe+//55Ro0ahUqmydYz169cTHx/P8OHD091uaWmZ4b7NmjXD398/w+3Fixfn0qVL6W47ffo0CQkJuLm5qcucnJwoVqwYAQEBfPrpp+nuV6tWLbZt20avXr2ws7PDz8+Pa9eu8euvv2YYx6vi4uIwMDBAR+e/gWvGxsYAHD58mDJlyuDo6EjBggXx9vZm9OjRJCUl4e3tTbly5ShRooR6v2LFilG4cGH8/f0pXbr0a8egLTJULw85k68dyao3y2VVOjqYFSmCWZEiFHBykhn1MpCcnEznzp25fv06xYoV48iRI5I0CSGEIDo5mkglMldfbyNRq1+/Pn5+fkBK0tG4cWPKlSvH4cOH1WVZJU6TJk2iXr16lC9fnpEjR3L06FFiY2OBlOeN3NzccHJyomzZsrRv3x5nZ+dM2wPw8vLC0tKSEiVK4OjoSI8ePVi3bp3GhACdOnUiISGB9evXq8uWLl3KZ599hoODQ3Yvhdrdu3dRFAU7O7s027y9venSpQuQ8qxNeHg4Bw8eTFMvK9evX8fc3BxbW9ts77t48WICAwMzfO3cuTPDfUNDQzEwMEiTmBUuXJjQ0NAM9/vtt98oX748RYsWxcDAgKZNmzJv3jzq1q372nE3bNiQ0NBQpk2bRnx8PM+fP2fkyJFAynBSgHz58uHn58fKlSsxNjbGzMwMX19fdu3alWaIqJ2dHXfu3Hnt42uT9DjlIcHGn8ALsHlxBsfHf6GjRGa5T9D69URVDgVrMyBlsdu+9+6961Dfezo6OqxYsYIff/wRb29vrKystB2SEEKIPMBExwRyeZIvEx2TN26jXr16eHt7k5SUxMGDB2nSpAk2Njb4+flRuXJlbty4Qf369TNto3LlyuqfUxOBR48eUaxYMYYMGULv3r35888/cXNzo3379q/VQ2Bra0tAQAAXL17k0KFDHD16lO7du7N48WJ8fX3R0dHB0tKStm3bsmTJEnr06EFERAQbN25k3rx5b3RNYmJiADAyMtIoDwoK4sSJE2zevBkAPT09OnTogLe3d5bX6FWKomS7lyqVNtaG/O233zh27Bjbtm2jePHiHDp0iH79+mFnZ6fRe5WZChUqsHz5coYMGcKoUaPQ1dVl4MCBFC5cWN0LFRMTg6enJ7Vr12b16tUkJSUxffp0mjdvzsmTJ9U9VJDSWxUdnbu9vDkliVMe5PjkL8wS/psVJUk34z/II+PGkbyhI6k1ZGhexp4+fcqxY8fUs+dUrlyZrVu3ZrGXEEKIj8mbDJnTprp16/LixQvOnDnDoUOHmDx5MjY2NkydOhVnZ2fs7OwoW7Zspm28PPQuNRlI7RkaP348nTp1YseOHezatQsvLy/WrFlDmzZtXiu+ihUrUrFiRb777jv69u1LnTp1OHjwIA0aNABShus1atSIGzducODAAXR1dWnfvn1OLoVa6peiz58/p1ChQupyb29vEhMTNXqiFEXB0NCQuXPnYmFhgbm5OQDh4eFpenXCwsKwsLAAwMHBgfDwcEJCQrLd6/QmQ/VsbGyIj48nLCxMI76HDx9iY2OT7j4xMTGMHj2azZs3a3wWCgwMZPr06a+dOEFKL2GnTp14+PAhpqamqFQqZs6cSalSpQBYtWoVwcHBBAQEqJOpVatWkT9/frZu3UrHjh3VbT179kzj95OXyVC9PEg3OWWRWwUVifl0eeiQcX4b/9Lsbzp6ejI0LwPnzp3jk08+oU2bNgQEBGg7HCGEEOKtsrS0pHLlysydOxd9fX2cnJyoW7cuZ8+eZfv27VkO03sdDg4ODB48mD179tC2bVuWLl2ao3bKly8PQFRUlLqsQYMGlCxZkqVLl7J06VI6duyoft4pp0qXLo25uTmXL19WlyUmJrJixQpmzJihMSzu3Llz2NnZsXr1agDKli2Ljo4Op0+f1mjz1q1bhIeHq4cQfvnllxgYGPDLL7+kG0N6U3mnepOhetWqVUNfX5/9+/ery4KCgrh79y6urq7p7pOQkEBCQoLGs0mQMstiTtdSKly4MGZmZqxduxYjIyMaN24MpMzMp6Ojo9Ebl/r+5WPFxsZy8+ZNXFxccnT83CY9TnlYssqMJ41NiIgN53XycNPCNjg6ymK3r1q1ahW9e/cmJiaGUqVKvfE/xEIIIUReVL9+fX777Te+/Hfh+wIFClCuXDnWrl37RsPeYmJiGDZsGF9++SUlS5bk3r17nDx5knbt2mW577fffoudnR0NGzakaNGihISE8PPPP1OoUCGND/gqlYpevXoxc+ZMnj9/nq3JCjKio6ODm5sbhw8fpnXr1gBs376d58+f4+npqe41StWuXTu8vb3p27cv+fLlo3fv3gwdOhQ9PT0qVarEP//8w4gRI/j000+pVasWkLIm1q+//kr//v2JiIigW7dulChRgnv37rFixQrMzMwynJL8TYbqWVhY4OnpyZAhQyhQoADm5uYMGDAAV1dXjYkhnJycmDJlCm3atMHc3Jx69eoxbNgwjI2NKV68OAcPHmTFihXMnDlTvU9oaCihoaHcuHEDgAsXLpAvXz6KFStGgQIFAJg7dy61atXCzMyMvXv3MmzYMKZOnaru/WrcuDHDhg2jX79+DBgwgOTkZKZOnYqenp66lxHg2LFjGBoaZpjs5TXS45TXvMYw2evx11kRvgLvMG/i9vWFwubvPq73UGJiIkOHDqVz587ExMTQtGlTTp48qTGGWwghhPhQ1KtXj6SkJI3ndOrXr5+mLLt0dXV5+vQp3bp1w8HBga+++opmzZrx008/Zbmvm5sbx44do3379jg4ONCuXTuMjIzYv38/BQsW1Kjbo0cPwsPDqVChAjVr1sxxvC/r3bs3a9asUfdyeHt74+bmliZpgpTE6dSpU5w/fx6A2bNn0717d0aMGEGFChXo0aMHlStX5q+//tLoSfnuu+/Ys2cP9+/fp02bNjg5OdG7d2/Mzc1fe22tnPj1119p0aIF7dq1o27dutjY2LBp0yaNOkFBQYSHh6vfr1mzhk8++YTOnTtTvnx5pk6dyqRJk+jbt6+6zoIFC3BxcaFPnz5AyjBQFxcXjbWeTpw4QePGjalUqRKLFi1i4cKFDBw4UL3dycmJv/76i/Pnz+Pq6kqdOnV48OABvr6+GkMaV69eTefOnTExefPn/HKDSlEURdtB5KaIiAgsLCwIDw9Xj1/VhvjoxxyYXVKjbJP1VP6O7MVnN3/GODGMZJ18PGptwuPYcAoZWbDJzQuAFeEreJ6cdjrz/Dr56WYhM8MBPH78mA4dOnDgwAEARo8ezYQJE9DV1dVyZEIIIfKC2NhYbt++TcmSJdNMHiA+HIqiULNmTQYPHoyHx/v5/NqH6smTJzg6OnLq1ClKliyZ9Q5vILO/9+zkBtLjlIeZGqX/60lQUlZcVqGChy9QHoShuvUUV+P3o5szN6xevZoDBw5gZmbGpk2bmDRpkiRNQgghxEdGpVKxaNEiEhMTtR2KeEVwcDC///77O0+a3iZ5xikP0X3+HNd7v2CU+G+Xqm4ij2P/6169Hn+dgJgAopSUhykNYlVElvsRALMiRSh7b0Kux5xXDRgwgLt37+Lp6Um5cuW0HY4QQgjxQcpsZrjRo0czevToXI4orSpVqlClShVthyFeUb169XQXJ87LJHHKQ/RCHmAW/9+Y2UjiSP0VmegZEhAToDFELyH0qfrnj30a8vj4eKZPn86gQYPU02JOnz5d22EJIYQQH7TFixer10t6VepEAkJ8KCRxykuSkgA9FFRE6VuTUD4WSJma3NOhGbeUU0DKED1LHUtezPlvDaKPeRry0NBQ2rdvz+HDh7l48SKrVq3SdkhCCCHER0Ebi7gKoS3yjFMekvxvHhurZ8HR4mOJK5Ly8FohIwsa2Dmr65mqTOlm0Q3dvdeAlGF6jl9+nNOQHzt2jGrVqnH48GEsLCzo3LmztkMSQgghhBAfIEmc8pAk/luxW1fJ2UJkH5NFixZRt25dHjx4QPny5Tl58qR6JWwhhBBCCCHeJkmc8pT/nm8qGhmhxTjytri4OPr06cM333xDQkIC7dq149ixY5QtW1bboQkhhBBCiA+UJE55iGFiSrKkUhQKxsVmWjdo/Xoi79/PjbDynKdPn6oXn5syZQrr168n30c+OYYQQgghhHi3ZHKIPChRJ+uF+I6MG6f++WObUc/Ozo4NGzYQFRWFu7u7tsMRQgghhBAfAelxyoMe6tbLsk78ixfqnz/0GfUUReG3335j48aN6rLPPvtMkiYhhBAiB4KDg1GpVAQGBmo7lPdK3bp1ZebePKhjx47MmDEjV44liVMeE6tnQUJsKY2yqNCHLChalMjQEAAiQ0OICkn5+UOfUS8mJoYePXowcOBAunfvzt27d7UdkhBCCKEVKpUq09f48eNfqx17e3tCQkKoWLHiuw0Y8PPz04ixcOHCtGvXjlu3bmnUO3v2LO3bt6dw4cIYGRlRtmxZ+vTpw7VrKTMIpyZ7qa+CBQvSpEkTzp49C0ClSpXo27dvujH8+eefGBoa0qJFi0yvX4kSJTI8j23btvHw4UM6duyYZtuUKVPQ1dVl2rRpabaNHz8+3cV300teFUVh0aJF1KxZEzMzMywtLalevTqzZs0iOjo6w9je1N27d2nevDkmJiZYW1szbNgwEhMTM93n2rVrtGrVCisrK8zNzfnss884cOCARp30rvGaNWs06vj4+ODs7IyJiQm2trb06tWLp0//W6c0ISGBCRMmULp0aYyMjHB2dsbX11ejjbFjxzJp0iTCw8Pf8EpkTRKn90ByYgKR9++jJCUBoCQloSSnzLr3IQ/Tu3PnDp999hkrVqxAV1eXiRMnYm9vr+2whBBCCK0ICQlRv2bNmoW5ublG2Q8//PBa7ejq6mJjY4OeXu49sREUFMSDBw9Yv349ly5domXLliT9+7lm+/btfPrpp8TFxeHj48OVK1dYuXIlFhYW/Pjjjxrt7Nu3j5CQEHbv3k1kZCTNmjUjLCwMT09P1qxZk+5ivEuXLuWLL77Ax8dH43qlbkt9f/LkyQzjnzNnDj179kRHJ+1H5yVLljB8+HCWLFnyJpeIrl278v3339OqVSsOHDhAYGAgP/74I1u3bmXPnj1v1HZGkpKSaN68OfHx8Rw9epTly5ezbNkyxr30SEh6WrRoQWJiIn///TenT5/G2dmZFi1aEBoaqlHv5esbEhJC69at1duOHDlCt27d8PT05NKlS6xfv54TJ07Qp08fdZ2xY8eycOFCfvvtNy5fvkzfvn1p06aNOmEGqFixIqVLl2blypVv56JkRvnIhIeHK4ASHh6u1Tjioh4pvpNNNV6D+vVUeg4YqTT49o7SftQ9pc3e8cpnfw1W3Jb2Vqbr6CizrkxUZj2bpcy6MlGZX6SI4u3kpFxdv16r5/Gu7Nu3TylYsKACKFZWVsrff/+t7ZCEEEJ8QGJiYpTLly8rMTEx2g4lR5YuXapYWFgoiqIoYWFhio6OjnLy5ElFURQlKSlJyZ8/v1KzZk11/T///FMpWrSooiiKcvv2bQVQzp49qyiKohw4cEABlH379inVqlVTjI2NFVdXV+Xq1avq/QMDA5X69esrZmZmSr58+ZSqVauqj5eZ1LafP3+uLvPx8VEA5erVq0pUVJRiZWWltG7dOt39U/d7NWZFUZQjR44ogOLr66s8fvxYMTAwUP7880+N/W/duqWoVCpl165dadoGlM2bN2d5Do8ePVJUKpVy8eLFNNv8/PyUIkWKKPHx8YqdnZ1y5MgRje1eXl6Ks7Nzmv1ePZ+1a9cqgLJly5Y0dZOTk5WwsLAs48yJnTt3Kjo6OkpoaKi6bP78+Yq5ubkSFxeX7j6PHz9WAOXQoUPqsoiICAVQ9u7dqy7L6vpOmzZNKVWqlEbZnDlzlCJFiqjf29raKnPnztWo07ZtW6Vz584aZT/99JPy2WefZXiszP7es5MbyOQQ7wlTW1v0bWyJVCIxs7HF8949bYf0zkyfPp0RI0aQnJxMtWrV2LRpE8WKFdN2WEIIIT4Cvf1n8izuRdYV36IChvlYXGdIjve3sLCgSpUq+Pn5Ub16dS5cuIBKpeLs2bNERkZiZmbGwYMHqVcv82eox4wZw4wZMyhUqBB9+/alV69eHDlyBIDOnTvj4uLC/Pnz0dXVJTAwEH19/Uzby4ixsTEA8fHx7N69mydPnjB8+PB061paWr5WO1ZWVrRq1YolS5bQpUsXdZ1ly5ZRtGhRmjRpkqNYAQ4fPoyJiQnlypVLs83b2xsPDw/09fXx8PDA29ubWrVqZfsYPj4+ODo60qpVqzTbVCoVFhYWGe5rZmaWadtdunRhwYIF6W4LCAigUqVKFC5cWF3m7u7Ot99+y6VLl3BxcUmzT8GCBXF0dGTFihVUrVoVQ0NDFi5ciLW1NdWqVdOo269fP3r37k2pUqXo27cvPXv2RKVKWX7H1dWV0aNHs3PnTpo1a8ajR4/YsGEDn3/+uXr/uLg4jIw0J00zNjbm8OHDGmU1atRg0qRJxMXFYWhomOn1eBOSOIk8JyQkhOTkZHr06MHvv/+u/odRCCGEeNeexb3gcey7f1bibatfvz5+fn788MMP+Pn50bhxY65evcrhw4dp2rQpfn5+GSYnqSZNmqROrkaOHEnz5s2JjY3FyMiIu3fvMmzYMJycnAByvHZiSEgI06dPp0iRIjg6OrJr1y4AdbuvKywsjIkTJ2JmZkaNGjUA8PT0pFmzZty+fZuSJUuiKArLly+ne/fu6Q6xe1137tyhcOHCadqIiIhgw4YNBAQEACkJSp06dZg9e3aWycyrrl+/jqOjY47iy2qSD3Nz8wy3hYaGaiRNgPr9q8PuUqlUKvbt20fr1q3Jly8fOjo6WFtb4+vrS/78+dX1JkyYQMOGDTExMWHPnj189913REZGMnDgQABq166Nj48PHTp0IDY2lsTERFq2bMm8efPUbbi7uzNz5kzq1q1L6dKl2b9/P5s2bVIP80xlZ2dHfHw8oaGhFC9ePNPr8SYkccprFG0HoH3/+9//qFWrFm3btlV/KyGEEELkhgKGuf/s8Ns4Zr169fD29iYpKYmDBw/SpEkTbGxs8PPzo3Llyty4cYP69etn2kblypXVP9va2gLw6NEjihUrxpAhQ+jduzd//vknbm5utG/fntKlS792fEWLFkVRFKKjo3F2dmbjxo0YGBigKNn74FOrVi10dHSIioqiVKlSrF27Vv1Bv3HjxhQtWpSlS5cyYcIE9u/fz927d+nZs2e2jvGqmJiYNL0eAKtXr6Z06dI4OzsDUKVKFYoXL87atWvx9PTM1jGyex1eVqZMmRzvmxOKotCvXz+sra3x9/fH2NiYxYsX07JlS06ePKm+d15+Ps3FxYWoqCimTZumTpwuX77MoEGDGDduHO7u7oSEhDBs2DD69u2Lt7c3ALNnz6ZPnz44OTmhUqkoXbo0PXv2TPM8WeqX7O9yEg2QxClPS4yJgY8gb9i1axfz589nw4YNGBgYoKenR7t27bQdlhBCiI/QmwyZ06a6devy4sULzpw5w6FDh5g8eTI2NjZMnToVZ2dn7OzssuwlennoXeoXl8n/TkY1fvx4OnXqxI4dO9i1axdeXl6sWbOGNm3avFZ8/v7+mJubY21trbFovYODAwBXr17F1dU1y3bWrl1L+fLlKViwYJphfDo6OvTo0YPly5czfvx4li5dSoMGDShVqlT6jb0mKysrnj9/nqbc29ubS5cuaUyykZyczJIlS9SJk7m5ebqzvYWFhQGoh+A5ODhw9erVHMX3JkP1bGxsOHHihEbZw4cP1dvS8/fff7N9+3aeP3+u7s36/fff2bt3L8uXL2fkyJHp7lezZk0mTpyoHk43ZcoUateuzbBhw4CUxN3U1JQ6derw888/Y2trS6FChdiyZQuxsbE8ffoUOzs7Ro4cmeZ3+uzZMwAKFSqU6bV4UzKrXh5lYqgiLjxC/f5DnD0vOTmZSZMm0bx5c/766y/mzJmj7ZCEEEKI95KlpSWVK1dm7ty56Ovr4+TkRN26dTl79izbt2/P8vmm1+Hg4MDgwYPZs2cPbdu2ZenSpa+9b8mSJSldurRG0gTQpEkTrKys+OWXX9LdLzXBSGVvb0/p0qUzfPapZ8+e/PPPP2zatInNmzdnu+cnPS4uLoSGhmokTxcuXODUqVP4+fkRGBiofvn5+REQEKBOghwdHbl37546GUl15swZjIyM1M9wd+rUiWvXrrF169Y0x1cUJdOptl8+fnqvCRMmZLivq6srFy5c4NGjR+qyvXv3Ym5uTvny5dPdJ7VX59Whizo6OupEO6M48+fPr34GKTo6Ok0burq66nN+mZGREUWKFCExMZGNGzemeRbs4sWLFC1aFCsrqwyP/zZI4pRH9WxpiaL8d/N9aIvcRkRE0K5dO8aOHYuiKHzzzTcMGDBA22EJIYQQ76369evj4+OjTpIKFChAuXLlWLt27RslTjExMfTv3x8/Pz/u3LnDkSNHOHnyZLqTJWSXqakpixcvZseOHXzxxRfs27eP4OBgTp06xfDhwzNcmykjJUuWpGHDhnz99dcYGhrStm3bN47RxcUFKysr9UQZkNLbVKNGDerWrUvFihXVr7p16/LJJ5+oh5q5u7vj6OiIh4cHR48e5datW2zYsIGxY8cyaNAgdaLw1Vdf0aFDBzw8PJg8eTKnTp3izp07bN++HTc3tzRrJL2sTJkymb6sra0z3LdJkyaUL1+erl27cu7cOXbv3s3YsWPp16+fOsE5ceIETk5O3L9/H0hJtvLnz0/37t05d+4c165dY9iwYdy+fZvmzZsD8Ndff7F48WIuXrzIjRs3mD9/PpMnT9b4rNeyZUs2bdrE/PnzuXXrFkeOHGHgwIHUqFEDOzs7AI4fP86mTZu4desW/v7+NG3alOTk5DTP6/n7+7/RBCCvSxKnPMgy8Rk3O1dTr9ukMjXkeONoopQoLUf2dgQFBVGzZk22bNmCgYEBf/zxBwsWLHins6AIIYQQH7p69eqRlJSk8SxT/fr105Rll66uLk+fPqVbt244ODjw1Vdf0axZM3766ac3Dxpo1aoVR48eRV9fn06dOuHk5ISHhwfh4eH8/PPP2W7P09OT58+f06lTp3SfTcouXV1devbsiY+PD5Ayi9/KlSszfKygXbt2rFixgoSEBPT09NizZw/FihXDw8ODihUr4uXlxaBBg5j40pfiKpWKVatWMXPmTLZs2UK9evWoXLky48ePp1WrVri7u7/xeWR0btu3b0dXVxdXV1e6dOlCt27dNHqpoqOjCQoKIiEhAUgZuujr60tkZCQNGzakevXqHD58mK1bt6qf99LX12fevHm4urpSpUoVFi5cyMyZM/Hy8lK326NHD2bOnMncuXOpWLEi7du3x9HRkU2bNqnrxMbGMnbsWMqXL0+bNm0oUqQIhw8f1uhxjI2NZcuWLRrrP70rKuVNnkZ7D0VERGBhYUF4eHims4y8a/HRjzkwu6RG2a77XxGhKsyjF22pv7wGu5f2JtYqH8Y6Kpq7/jcdd36d/HSz6JbbIb8Ve/fupV27drx48YIiRYqwceNGatasqe2whBBCfGRiY2PVs6+9jQ/X4sMWGhpKhQoVOHPmzDudtU1k3/z589m8eXOmiwRn9veendxAepzyoDS5rG7Kr0mFivw6+XE1zvrhybyqWLFiqFQq6tSpw+nTpyVpEkIIIUSeZ2Njg7e3N3fv3tV2KOIV+vr6/Pbbb7lyLJlVL4+6X7sssVb/PkD578x6pirT97KnKTExUT3jjKOjIwcPHqRChQo5XjhPCCGEEHlDs2bN8Pf3T3fb6NGjGT16dC5H9O60bt1a2yGIdPTu3TvXjiWJUx51tfN/vUp6uimZk77q/Us0Ll26xJdffsm8efNo2LAhkLLOgRBCCCHef4sXLyYmJibdbQUKFMjlaIR4tyRxyqMSjQ3UP1coZgnw3g3R27BhAz169CAqKorhw4dz8uRJWdBWCCGE+IAUKVJE2yEIkWvkGac86OVnnEwM9ChqZYqZyoyyBpkvXJdXJCUlMXLkSNq3b09UVBQNGzZk165dkjQJIYQQQoj3lvQ4ibfq6dOndOrUST2zydChQ5k6darGqtpCCCGEEEK8b+TTrHhrHj9+TI0aNQgODsbExARvb286duyo7bCEEEIIIYR4Y5I45VGqf1eSfp9YWVnx2WefoaOjw+bNm6lcubK2QxJCCCGEEOKtkMQpj1HpJBDVdCeKWcriXAp5e33ihIQE4uLiMDMzQ6VSsXDhQmJjY2UmHSGEEEII8UGRySHyGJVOHMnmL1B0Un41eXkq8kePHtG4cWM6depEcnIyACYmJpI0CSGEEFrSo0ePt7LeUFBQEDY2Nrx48eLNgxJvzZMnT7C2tubevXvaDuWjJIlTnpPSw6RKTsbC2CDPTkV+8uRJqlWrxsGDBzlw4ABXr17VdkhCCCHEB69Hjx6oVCpUKhUGBgaUKVOGCRMmkJiYCMDs2bNZtmwZgLpeRq/x48dneJxRo0YxYMAA8uXLl2abk5MThoaGhIaGptlWokQJZs2alaZ8/PjxadZxDA0NZcCAAZQqVQpDQ0Ps7e1p2bIl+/fvf+3rkRPr16/HyckJIyMjKlWqxM6dO7Pcx8fHB2dnZ0xMTLC1taVXr148ffpUo05YWBj9+vXD1tYWQ0NDHBwcNNo+dOgQLVu2xM7ODpVKxZYtW9Ic5+Xfb+qradOm6u1WVlZ069YNLy+vnF8AkWOSOOVRRuGxtKlWNk9ORb506VLq1KnDvXv3cHBw4Pjx45QvX17bYQkhhBAfhaZNmxISEsL169cZOnQo48ePZ9q0aQBYWFhgaWkJQEhIiPo1a9YszM3NNcp++OGHdNu/e/cu27dvp0ePHmm2HT58mJiYGL788kuWL1+e43MIDg6mWrVq/P3330ybNo0LFy7g6+tLgwYN6NevX47bzcrRo0fx8PDA09OTs2fP0rp1a1q3bs3Fixcz3OfIkSN069YNT09PLl26xPr16zlx4gR9+vRR14mPj6dx48YEBwezYcMGgoKC+OOPPzTWuYqKisLZ2Zl58+ZlGmPq7zf1tXr1ao3tPXv2xMfHh2fPnuXwKoickmec8iiVKu/ltPHx8QwePJjff/8dgC+++IIVK1ZgYWGh5ciEEEKIj4ehoSE2NjYAfPvtt2zevJlt27YxatQoevToQVhYGFu2bFHXgZSESqVSaZRlZN26dTg7O6e7uK23tzedOnWiXr16DBo0iBEjRuToHL777jtUKhUnTpzA1NRUXV6hQgV69eqVozZfx+zZs2natCnDhg0DYOLEiezdu5e5c+eyYMGCdPcJCAigRIkSDBw4EICSJUvyzTff8L///U9dZ8mSJTx79oyjR4+ir5/yeEWJEiU02mnWrBnNmjXLMsaXf7/pqVChAnZ2dmzevBlPT88s2xNvjyROeZShhbm2Q0ijW7durF27FpVKxU8//cSYMWPQ0cl7CZ4QQgiRU1OnTiUiIiJXj2lubs7IkSNzvL+xsXGaYWNvwt/fn+rVq6cpf/HiBevXr+f48eM4OTkRHh6Ov78/derUyVb7z549w9fXl0mTJmkkTalSe8zS4+PjwzfffJNp+7t27cowpoCAAIYMGaJR5u7unu6wuVSurq6MHj2anTt30qxZMx49esSGDRv4/PPP1XW2bduGq6sr/fr1Y+vWrRQqVIhOnToxYsQIdLM5U7Kfnx/W1tbkz5+fhg0b8vPPP1OwYEGNOjVq1MDf318Sp1wmiVNeZaRPpBKp7Sg0DB06FD8/P7y9vWnevLm2wxFCCCHeuoiICMLCwrQdxmtRFIX9+/eze/duBgwY8NbavXPnTrqJ05o1ayhbtiwVKlQAoGPHjnh7e2c7cbpx4waKouDk5JTt2L744gtq1qyZaZ30espShYaGUrhwYY2ywoULp/u8VqratWvj4+NDhw4diI2NJTExkZYtW2oMubt16xZ///03nTt3ZufOndy4cYPvvvuOhISEbD2P1LRpU9q2bUvJkiW5efMmo0ePplmzZgQEBGgkYHZ2dpw9e/a12xVvhyROeUyyXsosevFKvLpMWzPqKYrCjRs3KFs25fmqTz75hNu3b2NsbKyVeIQQQoh3zdw890d8ZPeY27dvx8zMjISEBJKTk+nUqVOmEz1kV0xMDEZGRmnKlyxZQpcuXdTvu3TpQr169fjtt9/SnUQiI4qS86VW8uXLl61jvQ2XL19m0KBBjBs3Dnd3d0JCQhg2bBh9+/bF29sbgOTkZKytrVm0aBG6urpUq1aN+/fvM23atGwlTh07dlT/XKlSJSpXrkzp0qXx8/OjUaNG6m3GxsZER0e/vZMUr0USpzzmcbGUbxNeXr9JGzPqxcbG0r9/f3x8fDhy5AhVq1YFkKRJCCHEB+1NhszllgYNGjB//nwMDAyws7NDT+/tfpyzsrLi+fPnGmWXL1/m2LFjnDhxQuO5pqSkJNasWaOeKMHc3Jzw8PA0bYaFhamfiS5btiwqlSpHM/K+6VA9GxsbHj58qFH28OHDTJ8pmjJlCrVr11Y/F1W5cmVMTU2pU6cOP//8M7a2ttja2qKvr6/RK1SuXDlCQ0OJj4/HwMDgdU9RQ6lSpbCysuLGjRsaidOzZ88oVKhQjtoUOSeJUx4Sr2dMWEnNZ4a0MaPevXv3aNeuHSdOnEBHR4eTJ0+qEychhBBCaJepqSllypR5Z+27uLhw+fJljTJvb2/q1q2bZka4pUuX4u3trU6cHB0dOX36dJo2z5w5g6OjIwAFChTA3d2defPmMXDgwDTPOYWFhWX4nNObDtVzdXVl//79fP/99+qyvXv34uqa8ZfU0dHRaZLT1AQptfesdu3arFq1iuTkZPXz39euXcPW1jbHSROkfCZ7+vQptra2GuUXL16kfv36OW5X5Iw82Z+X6Lw0PE9XO7+aQ4cOUa1aNU6cOEGBAgXw9fXN8psdIYQQQnw43N3dCQgIICkpCYCEhAT+/PNPPDw8qFixosard+/eHD9+nEuXLgEwePBgduzYwaRJk7hy5QoXL15kzJgxBAQEMGjQIPUx5s2bR1JSEjVq1GDjxo1cv36dK1euMGfOnEyTmHz58lGmTJlMX5mNjhk0aBC+vr7MmDGDq1evMn78eE6dOkX//v3VdUaNGkW3bt3U71u2bMmmTZuYP38+t27d4siRIwwcOJAaNWpgZ2cHpMxu+OzZMwYNGsS1a9fYsWMHkydP1phaPTIyksDAQAIDAwG4ffs2gYGB3L17V7192LBhHDt2jODgYPbv30+rVq0oU6YM7u7u6naio6M5ffo0TZo0yfJ3Kd4uSZzylP+G57kUt87dIysKv/32G40aNeLRo0c4Oztz6tQpGjdunKtxCCGEEEK7mjVrhp6eHvv27QNSZox7+vQpbdq0SVO3XLlylCtXTv2sT61atdi1axe7du2idu3a1K9fn6NHj7J//34qVqyo3q9UqVKcOXOGBg0aMHToUCpWrEjjxo3Zv38/8+fPf2fnVqtWLVatWsWiRYtwdnZmw4YNbNmyRSO2kJAQdTIDKYvSzpw5k7lz51KxYkXat2+Po6MjmzZtUtext7dn9+7dnDx5ksqVKzNw4EAGDRqkMfTz1KlTuLi44OLiAsCQIUNwcXFh3LhxQEov1vnz5/niiy9wcHDA09OTatWq4e/vj6GhobqdrVu3UqxYsWxPyiHenEp5kyf03kMRERFYWFgQHh6ulQdAU8VHP+bA7JIaZVsfd+RCQ3OMn0fToeUnRCqRmKnM8LR891NNbty4kS+//BKAzp07s2jRIkxMTN75cYUQQghtiI2N5fbt25QsWTLdiRA+dvPmzWPbtm3s3r1b26GIV3z66acMHDiQTp06aTuU90Zmf+/ZyQ3kGScBQOvWrfniiy9o0KABgwYNQqVSaTskIYQQQmjJN998Q1hYGC9evMj1WexExp48eULbtm3x8PDQdigfJUmcPmJHjx6latWqGBkZoaury5YtWyRhEkIIIQR6enqMGTNG22GIV1hZWTF8+HBth/HRkmecPkKKojB9+nTq1KnDd999p54RRpImIYQQQggh0ic9TnmI8u/ityrVu8tno6Ki8PT0ZO3ateqypKSkt74GhBBCCCGEEB8S+bSchzwskTIZg6HFu5m04ubNm7Rp04YLFy6gp6fHnDlz6Nu3r/Q0CSGEEEIIkQVJnPKQaFs9QCHOMJkoJeqttu3r64uHhwdhYWHY2Niwfv16Pvvss7d6DCGEEEIIIT5U8oxTHqKvlwCA8u9/APoq/TduNzIykm7duhEWFoarqyunT5+WpEkIIYQQQohskB6nvET135JaZioz9FX6uBpnvHr26zIzM8PHx4dNmzYxa9YsjUXUhBBCCCGEEFmTxCkPiU9MBD19VKjeeNHboKAg7t+/T8OGDQFo3LgxjRs3fhthCiGEEEII8dGRoXp5kIGu7hvtv23bNmrUqEHbtm25fv36W4pKCCGEECJngoODUalUBAYGZljHz88PlUpFWFjYGx+vbt26rFq16o3bEW/Xp59+ysaNG7UdRo5J4pQHdSpbL0f7JScnM27cOFq1akVERASVK1fG3PzdzNAnhBBCiNzXo0cPVCpVmlfTpk21HVqesW3bNh4+fEjHjh3TbJsyZQq6urpMmzYtzbbx48dTpUqVNOXpJX2KorBo0SJq1qyJmZkZlpaWVK9enVmzZhEdHf02T0fD3bt3ad68OSYmJlhbWzNs2DASExMz3efMmTM0btwYS0tLChYsyNdff01kZGS22g0JCaFTp044ODigo6PD999/n+Y49evXT/febN68ubrO2LFjGTlyJMnJyW92IbREhurlMca6KjyKZf8fv7CwMLp06cKOHTsAGDhwINOnT0df/80nlxBCCCE+dIqSTELMU60dX9+44Guv49i0aVOWLl2qUSbPL/9nzpw59OzZEx2dtNdzyZIlDB8+nCVLljBs2LAcH6Nr165s2rSJsWPHMnfuXAoVKsS5c+eYNWsWJUqUoHXr1m9wBulLSkqiefPm2NjYcPToUUJCQujWrRv6+vpMnjw53X0ePHiAm5sbHTp0YO7cuURERPD999/To0cPNmzY8NrtxsXFUahQIcaOHcuvv/6a7rE2bdpEfHy8+v3Tp09xdnamffv26rJmzZrRu3dvdu3apZFQvS8kccpj9NL5I8/KxYsXadOmDTdu3MDIyIhFixbRtWvXdxCdEEII8WFKiHnKgdkltXb8BoNuY2BS6LXqGhoaYmNjk+F2lUrFH3/8wY4dO9i9ezdFihRhxowZfPHFFwA8f/6c/v37s2fPHiIjIylatCijR4+mZ8+eAPzzzz8MHTqUPXv2oKOjQ506dZg9ezYlSpQAUnq9wsLCqFGjBrNnzyYuLo4hQ4YwevRoRo0ahbe3NyYmJkycOFHdZqqrV6/y3XffcebMGcqUKcO8efOoVy/jkTaHDx9m1KhRnDp1CisrK9q0acOUKVMwNTVNt/7jx4/5+++/mT17dpptBw8eJCYmhgkTJrBixQqOHj1KrVq1Mr3W6Vm3bh0+Pj5s2bKFVq1aqctLlCjBF198QURERLbbfB179uzh8uXL7Nu3j8KFC1OlShUmTpzIiBEjGD9+PAYGBmn22b59O/r6+sybN0+dSC5YsIDKlStz48YNypQp81rtlihRQn1NlyxZkm58BQoU0Hi/Zs0aTExMNBInXV1dPv/8c9asWfNeJk4yVC+PqWJfMNv7/PHHH9y4cYNixYpx5MgRSZqEEEKIj9xPP/3EV199xfnz5/n888/p3Lkzz549A+DHH3/k8uXL7Nq1iytXrjB//nysrKwASEhIwN3dnXz58uHv78+RI0cwMzOjadOmGr0Jf//9Nw8ePODQoUPMnDkTLy8vWrRoQf78+Tl+/Dh9+/blm2++4d69expxDRs2jKFDh3L27FlcXV1p2bIlT5+m39N38+ZNmjZtSrt27Th//jxr167l8OHD9O/fP8PzPnz4MCYmJpQrVy7NNm9vbzw8PNDX18fDwwNvb+9sX1cAHx8fHB0dNZKmVCqVCgsLiwz3NTMzy/TVt2/fDPcNCAigUqVKFC5cWF3m7u5OREQEly5dSnefuLg4DAwMNHrfjI2NgZRrldN2X4e3tzcdO3ZMk+TWqFEDf3//HLerTZI45SFG+rqUtnu9b5te9ssvvzBkyBBOnz5N1apV30FkQgghhMgrtm/fnuYD96tDtXr06IGHhwdlypRh8uTJREZGcuLECSDleRYXFxeqV69OiRIlcHNzo2XLlgCsXbuW5ORkFi9eTKVKlShXrhxLly7l7t27+Pn5qdsvUKAAc+bMwdHRkV69euHo6Eh0dDSjR4+mbNmyjBo1CgMDA/WH81T9+/enXbt2lCtXjvnz52NhYZFhAjNlyhQ6d+7M999/T9myZalVqxZz5sxhxYoVxMbGprvPnTt3KFy4cJphehEREWzYsIEuXboA0KVLF9atW5fmWZ/Xcf36dRwdHbO9H0BgYGCmrwkTJmS4b2hoqEZyA6jfh4aGprtPw4YNCQ0NZdq0acTHx/P8+XNGjhwJpDy3lNN2s3LixAkuXrxI796902yzs7Pjn3/+eS+fc5KhenmInq7qteo9ffqUX3/9lfHjx6Onp4ehoSEzZsx4x9EJIYQQIi9o0KAB8+fP1yh7dZhU5cqV1T+bmppibm7Oo0ePAPj2229p164dZ86coUmTJrRu3Vo9ZO3cuXPcuHGDfPnyabQXGxvLzZs31e8rVKigkZwULlyYihUrqt/r6upSsGBB9TFTubr+tz6lnp4e1atX58qVK+me57lz5zh//jw+Pj7qMkVRSE5O5vbt2+n2KsXExGBkZJSmfPXq1ZQuXRpnZ2cAqlSpQvHixVm7di2entlbAkZRlKwrZaBMmTI53jcnKlSowPLlyxkyZAijRo1CV1eXgQMHpptcvk3e3t5UqlSJGjVqpNlmbGxMcnIycXFx6t6v94UkTnmIY9GsZ8ALDAykTZs2BAcHoygKkyZNyoXIhBBCiA+bvnFBGgy6rdXjvy5TU9MsP4C/OjmUSqVSf8PfrFkz7ty5w86dO9m7dy+NGjWiX79+TJ8+ncjISKpVq6aRrKQqVOi/UTHptZ/ZMXMiMjKSb775hoEDB6bZVqxYsXT3sbKy4vnz52nKvb29uXTpEnp6/330TU5OZsmSJerEydzcnPDw8DT7pk6PnjoEz8HBgatXr2b7fCBlqF5munTpwoIFC9LdZmNjo+41TPXw4UP1tox06tSJTp068fDhQ0xNTVGpVMycOZNSpUq9UbsZiYqKYs2aNRn2nj179gxTU9P3LmkCSZzyFLsC6T/omMrHx4c+ffoQExNDqVKl6NChQy5FJoQQQnzYVCqd156c4UNQqFAhunfvTvfu3alTpw7Dhg1j+vTpVK1albVr12Jtbf1OljQ5duwYdevWBSAxMZHTp09n+MxS1apVuXz5crZ6aVxcXAgNDeX58+fkz58fgAsXLnDq1Cn8/Pw0euaePXtG/fr1uXr1Kk5OTjg6OnLv3j0ePnyoMXTtzJkzGBkZqZO1Tp060bFjR7Zu3ZrmOSdFUYiIiMjwOafM1rECMr3mrq6uTJo0iUePHmFtbQ3A3r17MTc3p3z58pm2C/8Nv1uyZAlGRkY0btz4rbT7qvXr1xMXF6ceFvmqixcv4uLiku128wJ5xuk9kJCQwODBg+nSpQsxMTE0bdqUkydPanTDCyGEEOLjEBcXR2hoqMbryZMnr73/uHHj2Lp1Kzdu3ODSpUts375dPeytc+fOWFlZ0apVK/z9/bl9+zZ+fn4MHDgwzUQPOTFv3jw2b97M1atX6devH8+fP6dXr17p1h0xYgRHjx6lf//+BAYGcv36dbZu3Zrp5BAuLi5YWVlx5MgRdZm3tzc1atSgbt26VKxYUf2qW7cun3zyifoZK3d3dxwdHfHw8ODo0aPcunWLDRs2MHbsWAYNGoSuri4AX331FR06dMDDw4PJkydz6tQp7ty5w/bt23Fzc+PAgQMZxlemTJlMX6mJS3qaNGlC+fLl6dq1K+fOnWP37t2MHTuWfv36qaejP3HiBE5OTty/f1+939y5czlz5gzXrl1j3rx59O/fnylTpmBpafna7cJ/z2dFRkby+PFjAgMDuXz5cpo4vb29ad26NQULpt+L6u/vT5MmTTI8z7xMepzyuEePHvHVV19x8OBBAEaPHs2ECRPUf7xCCCGE+Lj4+vpia2urUebo6Pjaw8cMDAwYNWoUwcHBGBsbU6dOHdasWQOAiYkJhw4dYsSIEbRt25YXL15QpEgRGjVq9FZ6oKZOncrUqVMJDAykTJkybNu2TT2j36sqV67MwYMHGTNmDHXq1EFRFEqXLp3piBtdXV169uyJj48PLVq0ID4+npUrVzJixIh067dr144ZM2YwefJk9PX12bNnD6NHj8bDw4PHjx9TsmRJBg0axJAhQ9T7qFQqVq1axaJFi1iyZAmTJk1CT0+PsmXL0q1bN9zd3d/sImVybtu3b+fbb7/F1dUVU1NTunfvrjEkLjo6mqCgIBISEtRlJ06cwMvLi8jISJycnFi4cKHGDMyv0y6g0Ut0+vRpVq1aRfHixQkODlaXBwUFcfjwYfbs2ZPuOdy/f5+jR4+ycuXKN70cWqFS3uQJt/dQavdpeHj4O+mCfl3x0Y/TrBdxvftojE0K42n530OKFy5c4NNPP0VHR4fly5fTtm3b3A5VCCGE+ODExsZy+/ZtSpYsme5kAuL9FRoaSoUKFThz5gzFixfXdjjiJSNGjOD58+csWrQoV4+b2d97dnID6XHK4ypVqsTatWspVapUjsaZCiGEEEJ8TGxsbPD29ubu3buSOOUx1tbWGr137xtJnPIYVYKKgQMH0rFjR/XUoC1atNByVEIIIYQQ74/WrVtrOwSRjqFDh2o7hDciiVMeEv4wgqX9N3Lm6Bk2btzI9evXMTEx0XZYQgghhBBCfPTyxKx68+bNo0SJEhgZGVGzZs00c8m/av369Tg5OWFkZESlSpXYuXNnLkX67ly+k8Q093mcOXoGCwsLFi1aJEmTEEIIIYQQeYTWE6e1a9cyZMgQvLy8OHPmDM7Ozri7u6dZaTrV0aNH8fDwwNPTk7Nnz9K6dWtat27NxYsXcznyt0NRFHYcT2D44ljCH0dSvnx5Tp48SfPmzbUdmhBCCCGEEOJfWk+cZs6cSZ8+fejZsyfly5dnwYIFmJiYsGTJknTrz549m6ZNmzJs2DDKlSvHxIkTqVq1KnPnzs3lyN9cYpLCrM3x/LY1nsQkcHf7hOPHj1O2bFlthyaEEEIIIYR4iVYTp/j4eE6fPo2bm5u6TEdHBzc3NwICAtLdJyAgQKM+pCxYllH9uLg4IiIiNF55ha4ORMUo6Kigl7s+W7dsx8zMTNthCSGEEEIIIV6h1cTpyZMnJCUlUbhwYY3ywoULExoamu4+oaGh2ao/ZcoULCws1C97e/u3E/xboFKpGPKlIVM8jfiqngEqlUrbIQkhhBBCCCHSofWheu/aqFGjCA8PV7/++ecfbYekwcRQhXMpXW2HIYQQQgghhMiEVqcjt7KyQldXl4cPH2qUP3z4EBsbm3T3sbGxyVZ9Q0NDDA0N307Ab5G+cUEaDLqdpkwIIYQQIq9SqVRs3rxZK+skPX36lHLlynHixAlKlCiR68d/34wcOZKoqCh+++03bYfywdBqj5OBgQHVqlVj//796rLk5GT279+Pq6truvu4urpq1AfYu3dvhvXzKpVKBwOTQhovleqD7wAUQgghxBvo0aMHKpUKlUqFvr4+JUuWZPjw4cTGxmo7tHdu0qRJtGrVKt2kyd3dHV1dXU6ePJlmW/369fn+++/TlC9btgxLS0uNsoiICMaMGaNe9sbGxgY3Nzc2bdqEoihv6UzS8vPzo2rVqhgaGlKmTBmWLVuWaf3g4GD1ffDy69ixY+o6P/zwA8uXL+fWrVvvLO6PjdYXwB0yZAjdu3enevXq1KhRg1mzZhEVFUXPnj0B6NatG0WKFGHKlCkADBo0iHr16jFjxgyaN2/OmjVrOHXqFIsWLdLmaQghhBBC5IqmTZuydOlSEhISOH36NN27d0elUvG///1P26G9M9HR0Xh7e7N79+402+7evcvRo0fp378/S5Ys4ZNPPsnRMcLCwvjss88IDw/n559/5pNPPkFPT4+DBw8yfPhwGjZsmCbRehtu375N8+bN6du3Lz4+Puzfv5/evXtja2uLu7t7pvvu27ePChUqqN8XLPjf6CUrKyvc3d2ZP38+06ZNe+txf4y03sXRoUMHpk+fzrhx46hSpQqBgYH4+vqqJ4C4e/cuISEh6vq1atVi1apVLFq0CGdnZzZs2MCWLVuoWLGitk5BCCGEEB+QqKioDF+v9uxkVjcmJibLujlhaGiIjY0N9vb2tG7dGjc3N/bu3ave/vTpUzw8PChSpAgmJiZUqlSJ1atXa7RRv359Bg4cyPDhwylQoAA2NjaMHz9eo87169epW7cuRkZGlC9fXuMYqS5cuEDDhg0xNjamYMGCfP3110RGRqq39+jRg9atWzN58mQKFy6MpaUlEyZMIDExkWHDhlGgQAGKFi3K0qVLMz3nnTt3YmhoyKeffppm29KlS2nRogXffvstq1evTnPdX9fo0aMJDg7m+PHjdO/enfLly+Pg4ECfPn0IDAx8ZzMfL1iwgJIlSzJjxgzKlStH//79+fLLL/n111+z3LdgwYLY2NioX/r6+hrbW7ZsyZo1a95J3B8jrSdOAP379+fOnTvExcVx/Phxatasqd7m5+eXpruyffv2BAUFERcXx8WLF/n8889zOWIhhBBCfKjMzMwyfLVr106jrrW1dYZ1mzVrplG3RIkSaeq8qYsXL3L06FEMDAzUZbGxsVSrVo0dO3Zw8eJFvv76a7p27cqJEyc09l2+fDmmpqYcP36cX375hQkTJqiTo+TkZNq2bYuBgQHHjx9nwYIFjBgxQmP/qKgo3N3dyZ8/PydPnmT9+vXs27eP/v37a9T7+++/efDgAYcOHWLmzJl4eXnRokUL8ufPz/Hjx+nbty/ffPMN9+7dy/A8/f39qVatWppyRVFYunQpXbp0wcnJiTJlyrBhw4ZsX8fk5GTWrFlD586dsbOzS7PdzMwMPb30B2r5+/tnes+YmZnh4+OT4bGzu9TOy7744gusra357LPP2LZtW5rtNWrU4N69ewQHB2fZlsia1ofqCSGEEEKI17d9e8q6j4mJicTFxaGjo8PcuXPV24sUKcIPP/ygfj9gwAB2797NunXrqFGjhrq8cuXKeHl5AVC2bFnmzp3L/v37ady4Mfv27ePq1avs3r1bnUhMnjxZIxlctWoVsbGxrFixAlNTUwDmzp1Ly5Yt+d///qcePVSgQAHmzJmDjo4Ojo6O/PLLL0RHRzN69GggZQbkqVOncvjwYTp27JjuOd+5cyfdhGbfvn1ER0erh7R16dIFb29vunbtmq1r+uTJE54/f46Tk1O29gOoXr06gYGBmdZ5dSmdl2W01E5ERAQxMTEYGxun2cfMzIwZM2ZQu3ZtdHR02LhxI61bt2bLli188cUX6nqp1+zOnTsyocZbIImTEEIIIcRLXh5q9ipdXc0lRB49epRhXR0dzYE9b+tb/wYNGjB//nyioqL49ddf0dPT0+gJS0pKYvLkyaxbt4779+8THx9PXFwcJiYmGu1UrlxZ472tra36fK5cuYK9vb1GsvLqRFxXrlzB2dlZnTQB1K5dm+TkZIKCgtTJQIUKFTSuReHChTUesdDV1aVgwYKZXsuYmBiMjIzSlC9ZsoQOHTqoe4M8PDwYNmwYN2/epHTp0hm296o3mfjB2NiYMmXK5Hj/nLCysmLIkCHq95988gkPHjxg2rRpGolTatIVHR2dq/F9qPLEUD0hhBBCiLzC1NQ0w9erH94zq/tqT0F6dXIaX5kyZXB2dmbJkiUcP34cb29v9fZp06Yxe/ZsRowYwYEDBwgMDMTd3Z34+HiNdl59HkalUpGcnJyjmDKT3nGye2wrKyueP3+uUfbs2TM2b97M77//jp6eHnp6ehQpUoTExESWLFmirmdubk54eHiaNsPCwrCwsACgUKFCWFpacvXq1Wyf35sO1ctoqR1zc/N0e5syUrNmTW7cuKFR9uzZMyDl/MSbkx4nIYQQQoj3lI6ODqNHj2bIkCF06tQJY2Njjhw5QqtWrejSpQuQ8vzOtWvXKF++/Gu3W65cOf755x9CQkKwtbUF0JjqOrXOsmXLiIqKUieBR44cUQ/Je5tcXFxYuXKlRpmPjw9FixZly5YtGuV79uxhxowZTJgwAV1dXRwdHdmzZ0+aNs+cOYODgwOQch07duzIn3/+iZeXV5phgZGRkRgZGaX7nNObDtVzdXVl586dGmU5WWonMDBQ/btKdfHiRfT19TVm3hM5Jz1OQgghhBDvsfbt26Orq8u8efOAlOeV9u7dy9GjR7ly5QrffPNNmh6NrLi5ueHg4ED37t05d+4c/v7+jBkzRqNO586dMTIyonv37ly8eJEDBw4wYMAAunbtmmmikBPu7u5cunRJo9fJ29ubL7/8kooVK2q8PD09efLkCb6+vgB8++23XLt2jYEDB3L+/HmCgoKYOXMmq1evZujQoer2Jk2ahL29PTVr1mTFihVcvnyZ69evs2TJElxcXDIcwpk6VC+zV758+TI8t759+3Lr1i2GDx/O1atX+f3331m3bh2DBw9W15k7dy6NGjVSv1++fDmrV6/m6tWrXL16lcmTJ7NkyRIGDBig0ba/vz916tTJVs+VyJgkTkIIIYQQ7zE9PT369+/PL7/8QlRUFGPHjqVq1aq4u7tTv359bGxsaN26dbba1NHRYfPmzcTExFCjRg169+7NpEmTNOqYmJiwe/dunj17xieffMKXX35Jo0aNNCaqeFsqVapE1apVWbduHQCnT5/m3LlzaWY5BLCwsKBRo0bq4YulSpXi0KFDXL16FTc3N2rWrMm6detYv349TZs2Ve9XoEABjh07RpcuXfj5559xcXGhTp06rF69mmnTpqmH9b1tJUuWZMeOHezduxdnZ2dmzJjB4sWLNdZwevLkCTdv3tTYb+LEiVSrVo2aNWuydetW1q5dq14HNdWaNWvo06fPO4n7Y6RS3uUyyHlQREQEFhYWhIeHY25uru1whBBCCKEFsbGx3L59m5IlS6Y76YDIe3bs2MGwYcO4ePFimok3RFq7du1i6NChnD9/PsOp1D8Wmf29Zyc3+LivohBCCCGEeC80b96c69evc//+fezt7bUdTp4XFRXF0qVLP/qk6W2SKymEEEIIId4L33//vbZDeG98+eWX2g7hgyP9nEIIIYQQQgiRBUmchBBCCCGEECILkjgJIYQQ4qP1kc2RJcRH6W39nUviJIQQQoiPjr6+PgDR0dFajkQI8a7Fx8cDoKur+0btyOQQQgghhPjo6OrqYmlpyaNHj4CUNYlUKpWWoxJCvG3Jyck8fvwYExOTN55hUBInIYQQQnyUbGxsANTJkxDiw6Sjo0OxYsXe+MsRSZyEEEII8VFSqVTY2tpibW1NQkKCtsMRQrwjBgYGb2XRZEmchBBCCPFR09XVfeNnH4QQHz6ZHEIIIYQQQgghsiCJkxBCCCGEEEJkQRInIYQQQgghhMjCR/eMU+oCWBEREVqORAghhBBCCKFNqTnB6yyS+9ElTi9evADA3t5ey5EIIYQQQggh8oIXL15gYWGRaR2V8jrp1QckOTmZBw8ekC9fvjyx0F1ERAT29vb8888/mJubazsckcfJ/SKyS+4ZkV1yz4jskntGZFdeumcUReHFixfY2dllOWX5R9fjpKOjQ9GiRbUdRhrm5uZav3HE+0PuF5Fdcs+I7JJ7RmSX3DMiu/LKPZNVT1MqmRxCCCGEEEIIIbIgiZMQQgghhBBCZEESJy0zNDTEy8sLQ0NDbYci3gNyv4jskntGZJfcMyK75J4R2fW+3jMf3eQQQgghhBBCCJFd0uMkhBBCCCGEEFmQxEkIIYQQQgghsiCJkxBCCCGEEEJkQRInIYQQQgghhMiCJE7v2Lx58yhRogRGRkbUrFmTEydOZFp//fr1ODk5YWRkRKVKldi5c2cuRSryiuzcM3/88Qd16tQhf/785M+fHzc3tyzvMfHhye6/M6nWrFmDSqWidevW7zZAkedk954JCwujX79+2NraYmhoiIODg/z/6SOT3Xtm1qxZODo6YmxsjL29PYMHDyY2NjaXohXadujQIVq2bImdnR0qlYotW7ZkuY+fnx9Vq1bF0NCQMmXKsGzZsnceZ3ZJ4vQOrV27liFDhuDl5cWZM2dwdnbG3d2dR48epVv/6NGjeHh44OnpydmzZ2ndujWtW7fm4sWLuRy50Jbs3jN+fn54eHhw4MABAgICsLe3p0mTJty/fz+XIxfakt17JlVwcDA//PADderUyaVIRV6R3XsmPj6exo0bExwczIYNGwgKCuKPP/6gSJEiuRy50Jbs3jOrVq1i5MiReHl5ceXKFby9vVm7di2jR4/O5ciFtkRFReHs7My8efNeq/7t27dp3rw5DRo0IDAwkO+//57evXuze/fudxxpNininalRo4bSr18/9fukpCTFzs5OmTJlSrr1v/rqK6V58+YaZTVr1lS++eabdxqnyDuye8+8KjExUcmXL5+yfPnydxWiyGNycs8kJiYqtWrVUhYvXqx0795dadWqVS5EKvKK7N4z8+fPV0qVKqXEx8fnVogij8nuPdOvXz+lYcOGGmVDhgxRateu/U7jFHkToGzevDnTOsOHD1cqVKigUdahQwfF3d39HUaWfdLj9I7Ex8dz+vRp3Nzc1GU6Ojq4ubkREBCQ7j4BAQEa9QHc3d0zrC8+LDm5Z14VHR1NQkICBQoUeFdhijwkp/fMhAkTsLa2xtPTMzfCFHlITu6Zbdu24erqSr9+/ShcuDAVK1Zk8uTJJCUl5VbYQotycs/UqlWL06dPq4fz3bp1i507d/L555/nSszi/fO+fAbW03YAH6onT56QlJRE4cKFNcoLFy7M1atX090nNDQ03fqhoaHvLE6Rd+TknnnViBEjsLOzS/OPj/gw5eSeOXz4MN7e3gQGBuZChCKvyck9c+vWLf7++286d+7Mzp07uXHjBt999x0JCQl4eXnlRthCi3Jyz3Tq1IknT57w2WefoSgKiYmJ9O3bV4bqiQxl9Bk4IiKCmJgYjI2NtRSZJulxEuIDMXXqVNasWcPmzZsxMjLSdjgiD3rx4gVdu3bljz/+wMrKStvhiPdEcnIy1tbWLFq0iGrVqtGhQwfGjBnDggULtB2ayKP8/PyYPHkyv//+O2fOnGHTpk3s2LGDiRMnajs0Id6I9Di9I1ZWVujq6vLw4UON8ocPH2JjY5PuPjY2NtmqLz4sOblnUk2fPp2pU6eyb98+Kleu/C7DFHlIdu+ZmzdvEhwcTMuWLdVlycnJAOjp6REUFETp0qXfbdBCq3Ly74ytrS36+vro6uqqy8qVK0doaCjx8fEYGBi805iFduXknvnxxx/p2rUrvXv3BqBSpUpERUXx9ddfM2bMGHR05Ht7oSmjz8Dm5uZ5prcJpMfpnTEwMKBatWrs379fXZacnMz+/ftxdXVNdx9XV1eN+gB79+7NsL74sOTkngH45ZdfmDhxIr6+vlSvXj03QhV5RHbvGScnJy5cuEBgYKD69cUXX6hnMbK3t8/N8IUW5OTfmdq1a3Pjxg11kg1w7do1bG1tJWn6COTknomOjk6THKUm3oqivLtgxXvrvfkMrO3ZKT5ka9asUQwNDZVly5Yply9fVr7++mvF0tJSCQ0NVRRFUbp27aqMHDlSXf/IkSOKnp6eMn36dOXKlSuKl5eXoq+vr1y4cEFbpyByWXbvmalTpyoGBgbKhg0blJCQEPXrxYsX2joFkcuye8+8SmbV+/hk9565e/euki9fPqV///5KUFCQsn37dsXa2lr5+eeftXUKIpdl957x8vJS8uXLp6xevVq5deuWsmfPHqV06dLKV199pa1TELnsxYsXytmzZ5WzZ88qgDJz5kzl7Nmzyp07dxRFUZSRI0cqXbt2Vde/deuWYmJiogwbNky5cuWKMm/ePEVXV1fx9fXV1imkSxKnd+y3335TihUrphgYGCg1atRQjh07pt5Wr149pXv37hr1161bpzg4OCgGBgZKhQoVlB07duRyxELbsnPPFC9eXAHSvLy8vHI/cKE12f135mWSOH2csnvPHD16VKlZs6ZiaGiolCpVSpk0aZKSmJiYy1ELbcrOPZOQkKCMHz9eKV26tGJkZKTY29sr3333nfL8+fPcD1xoxYEDB9L9fJJ6n3Tv3l2pV69emn2qVKmiGBgYKKVKlVKWLl2a63FnRaUo0mcqhBBCCCGEEJmRZ5yEEEIIIYQQIguSOAkhhBBCCCFEFiRxEkIIIYQQQogsSOIkhBBCCCGEEFmQxEkIIYQQQgghsiCJkxBCCCGEEEJkQRInIYQQQgghhMiCJE5CCCGEEEIIkQVJnIQQQuTIsmXLsLS01HYYOaZSqdiyZUumdXr06EHr1q1zJR4hhBB5myROQgjxEevRowcqlSrN68aNG9oOjWXLlqnj0dHRoWjRovTs2ZNHjx69lfZDQkJo1qwZAMHBwahUKgIDAzXqzJ49m2XLlr2V42Vk/Pjx6vPU1dXF3t6er7/+mmfPnmWrHUnyhBDi3dLTdgBCCCG0q2nTpixdulSjrFChQlqKRpO5uTlBQUEkJydz7tw5evbsyYMHD9i9e/cbt21jY5NlHQsLizc+zuuoUKEC+/btIykpiStXrtCrVy/Cw8NZu3ZtrhxfCCFE1qTHSQghPnKGhobY2NhovHR1dZk5cyaVKlXC1NQUe3t7vvvuOyIjIzNs59y5czRo0IB8+fJhbm5OtWrVOHXqlHr74cOHqVOnDsbGxtjb2zNw4ECioqIyjU2lUmFjY4OdnR3NmjVj4MCB7Nu3j5iYGJKTk5kwYQJFixbF0NCQKlWq4Ovrq943Pj6e/v37Y2tri5GREcWLF2fKlCkabacO1StZsiQALi4uqFQq6tevD2j24ixatAg7OzuSk5M1YmzVqhW9evVSv9+6dStVq1bFyMiIUqVK8dNPP5GYmJjpeerp6WFjY0ORIkVwc3Ojffv27N27V709KSkJT09PSpYsibGxMY6OjsyePVu9ffz48SxfvpytW7eqe6/8/PwA+Oeff/jqq6+wtLSkQIECtGrViuDg4EzjEUIIkZYkTkIIIdKlo6PDnDlzuHTpEsuXL+fvv/9m+PDhGdbv3LkzRYsW5eTJk5w+fZqRI0eir68PwM2bN2natCnt2rXj/PnzrF27lsOHD9O/f/9sxWRsbExycjKJiYnMnj2bGTNmMH36dM6fP4+7uztffPEF169fB2DOnDls27aNdevWERQUhI+PDyVKlEi33RMnTgCwb98+QkJC2LRpU5o67du35+nTpxw4cEBd9uzZM3x9fencuTMA/v7+dOvWjUGDBnH58mUWLlzIsmXLmDRp0mufY3BwMLt378bAwEBdlpycTNGiRVm/fj2XL19m3LhxjB49mnXr1gHwww8/8NVXX9G0aVNCQkIICQmhVq1aJCQk4O7uTr58+fD39+fIkSOYmZnRtGlT4uPjXzsmIYQQgCKEEOKj1b17d0VXV1cxNTVVv7788st0665fv14pWLCg+v3SpUsVCwsL9ft8+fIpy5YtS3dfT09P5euvv9Yo8/f3V3R0dJSYmJh093m1/WvXrikODg5K9erVFUVRFDs7O2XSpEka+3zyySfKd999pyiKogwYMEBp2LChkpycnG77gLJ582ZFURTl9u3bCqCcPXtWo0737t2VVq1aqd+3atVK6dWrl/r9woULFTs7OyUpKUlRFEVp1KiRMnnyZI02/vzzT8XW1jbdGBRFUby8vBQdHR3F1NRUMTIyUgAFUGbOnJnhPoqiKP369VPatWuXYaypx3Z0dNS4BnFxcYqxsbGye/fuTNsXQgihSZ5xEkKIj1yDBg2YP3+++r2pqSmQ0vsyZcoUrl69SkREBImJicTGxhIdHY2JiUmadoYMGULv3r35888/1cPNSpcuDaQM4zt//jw+Pj7q+oqikJyczO3btylXrly6sYWHh2NmZkZycjKxsbF89tlnLF68mIiICB48eEDt2rU16teuXZtz584BKcPsGjdujKOjI02bNqVFixY0adLkja5V586d6dOnD7///juGhob4+PjQsWNHdHR01Od55MgRjR6mpKSkTK8bgKOjI9u2bSM2NpaVK1cSGBjIgAEDNOrMmzePJUuWcPfuXWJiYoiPj6dKlSqZxnvu3Dlu3LhBvnz5NMpjY2O5efNmDq6AEEJ8vCRxEkKIj5ypqSllypTRKAsODqZFixZ8++23TJo0iQIFCnD48GE8PT2Jj49PNwEYP348nTp1YseOHezatQsvLy/WrFlDmzZtiIyM5JtvvmHgwIFp9itWrFiGseXLl48zZ86go6ODra0txsbGAERERGR5XlWrVuX27dvs2rWLffv28dVXX+Hm5saGDRuy3DcjLVu2RFEUduzYwSeffIK/vz+//vqrentkZCQ//fQTbdu2TbOvkZFRhu0aGBiofwdTp06lefPm/PTTT0ycOBGANWvW8MMPPzBjxgxcXV3Jly8f06ZN4/jx45nGGxkZSbVq1TQS1lR5ZQIQIYR4X0jiJIQQIo3Tp0+TnJzMjBkz1L0pqc/TZMbBwQEHBwcGDx6Mh4cHS5cupU2bNlStWpXLly+nSdCyoqOjk+4+5ubm2NnZceTIEerVq6cuP3LkCDVq1NCo16FDBzp06MCXX35J06ZNefbsGQUKFNBoL/V5oqSkpEzjMTIyom3btvj4+HDjxg0cHR2pWrWqenvVqlUJCgrK9nm+auzYsTRs2JBvv/1WfZ61atXiu+++U9d5tcfIwMAgTfxVq1Zl7dq1WFtbY25u/kYxCSHEx04mhxBCCJFGmTJlSEhI4LfffuPWrVv8+eefLFiwIMP6MTEx9O/fHz8/P+7cucORI0c4efKkegjeiBEjOHr0KP379ycwMJDr16+zdevWbE8O8bJhw4bxv//9j7Vr1xIUFMTIkSMJDAxk0KBBAMycOZPVq1dz9epVrl27xvr167GxsUl30V5ra2uMjY3x9fXl4cOHhIeHZ3jczp07s2PHDpYsWaKeFCLVuHHjWLFiBT/99BOXLl3iypUrrFmzhrFjx2br3FxdXalcuTKTJ08GoGzZspw6dYrdu3dz7do1fvzxR06ePKmxT4kSJTh//jxBQUE8efKEhIQEOnfujJWVFa1atcLf35/bt2/j5+fHwIEDuXfvXrZiEkKIj50kTkIIIdJwdnZm5syZ/O9//6NixYr4+PhoTOX9Kl1dXZ4+fUq3bt1wcHDgq6++olmzZvz0008AVK5cmYMHD3Lt2jXq1KmDi4sL48aNw87OLscxDhw4kCFDhjB06FAqVaqEr68v27Zto2zZskDKML9ffvmF6tWr88knnxAcHMzOnTvVPWgv09PTY86cOSxcuBA7OztatWqV4XEbNmxIgQIFCAoKolOnThrb3N3d2b59O3v27OGTTz7h008/5ddff6V48eLZPr/BgwezePFi/vnnH7755hvatm1Lhw4dqFmzJk+fPtXofQLo06cPjo6OVK9enUKFCnHkyBFMTEw4dOgQxYoVo23btpQrVw5PT09iY2OlB0oIIbJJpSiKou0ghBBCCCGEECIvkx4nIYQQQgghhMiCJE5CCCGEEEIIkQVJnIQQQgghhBAiC5I4CSGEEEIIIUQWJHESQgghhBBCiCxI4iSEEEIIIYQQWZDESQghhBBCCCGyIImTEEIIIYQQQmRBEichhBBCCCGEyIIkTkIIIYQQQgiRBUmchBBCCCGEECIL/wf69mAMZ6iu9wAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:51,956 WARNING:Missing probabilities for model Ensemble on dataset f. Skipping this model in the ROC plot.\n", "2025-01-13 21:21:52,062 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": [ "2025-01-13 21:21:52,145 WARNING:Missing probabilities for model Ensemble on dataset g. Skipping this model in the ROC plot.\n", "2025-01-13 21:21:52,412 INFO:Saved aggregated ROC curve for g to results/roc_curves/Aggregated_ROC_g.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:52,493 WARNING:Missing probabilities for model Ensemble on dataset h. Skipping this model in the ROC plot.\n", "2025-01-13 21:21:52,602 INFO:Saved aggregated ROC curve for h to results/roc_curves/Aggregated_ROC_h.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:52,682 WARNING:Missing probabilities for model Ensemble on dataset i. Skipping this model in the ROC plot.\n", "2025-01-13 21:21:52,783 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": [ "2025-01-13 21:21:52,862 WARNING:Missing probabilities for model Ensemble on dataset j. Skipping this model in the ROC plot.\n", "2025-01-13 21:21:52,982 INFO:Saved aggregated ROC curve for j to results/roc_curves/Aggregated_ROC_j.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:53,075 WARNING:Missing probabilities for model Ensemble on dataset k. Skipping this model in the ROC plot.\n", "2025-01-13 21:21:53,197 INFO:Saved aggregated ROC curve for k to results/roc_curves/Aggregated_ROC_k.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-13 21:21:53,306 WARNING:Missing probabilities for model Ensemble on dataset l. Skipping this model in the ROC plot.\n", "2025-01-13 21:21:53,431 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": [ "2025-01-13 21:21:53,506 INFO:\n", "=== Evaluation Results ===\n", "2025-01-13 21:21:53,511 INFO:\n", " Model Dataset Loss Accuracy AUCROC F1\n", "0 ViT a 0.290767 0.866394 0.879076 0.362819\n", "1 ViT b 0.336379 0.840931 0.859827 0.323529\n", "2 ViT c 0.362487 0.814524 0.846009 0.290865\n", "3 ViT d 0.201476 0.910091 0.914538 0.458333\n", "4 ViT e 0.383515 0.839737 0.855165 0.623711\n", ".. ... ... ... ... ... ...\n", "127 Ensemble h 0.938500 0.996310 0.941715\n", "128 Ensemble i 0.989000 0.999368 0.989051\n", "129 Ensemble j 0.466000 0.330562 0.068605\n", "130 Ensemble k 0.511833 0.539821 0.074566\n", "131 Ensemble l 0.787584 0.670308 0.617756\n", "\n", "[132 rows x 6 columns]\n", "2025-01-13 21:21:53,512 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", " '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].\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", " else:\n", " # Fallback: find a module containing 'head' or 'classifier'\n", " for name, module in model.named_modules():\n", " if 'head' in name or 'classifier' 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 (the attribute that holds blocks/layers)\n", " # If none found or applicable, ft_attr = None and we'll fallback to parameter-based approach\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 = None\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 None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\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 None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\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", " 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 and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_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 and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_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 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", " 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", " # 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", " # Average the summed probabilities\n", " ensemble_probs = ensemble_probs_dict[dataset_key] / num_models\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_probs = ensemble_probs_dict[dataset_key] / len(models_dict) # 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', '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 fileMLP-Mixer'\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}'\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ“ˆ Plot AUCROC and F1 score including results (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "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", "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])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": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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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" ] } ], "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 }