{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vrKwGgfH4FOr", "outputId": "d81d4016-2c7d-4e9d-9702-d42aa1256296" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mounted at /content/drive\n" ] } ], "source": [ "from google.colab import drive\n", "drive.mount('/content/drive',force_remount=True)\n", "\n", "root = \"/content/drive/MyDrive\"\n", "# Set device\n", "train_mode=True\n", "test_mode=False\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "vev2xAdA4WVN" }, "outputs": [], "source": [ "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "import math\n", "import os\n", "import sys\n", "import pandas as pd\n", "import numpy as np\n", "from PIL import Image\n", "from torch.utils.checkpoint import checkpoint\n", "from torch.utils.data import Dataset,DataLoader\n", "import albumentations as A\n", "from albumentations.pytorch import ToTensorV2\n", "import pickle\n", "from sklearn.metrics import roc_auc_score\n", "from sklearn.model_selection import train_test_split\n", "from tqdm import tqdm\n", "from pathlib import Path\n", "from collections import Counter\n", "import zipfile\n", "import cv2\n", "import io\n", "import gc\n", "import json" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "q5QIzB0W5XpO", "outputId": "ecf3aba3-c16a-4d8e-f389-1063ceca385b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", "CheXpert Data Splitter - Preventing Data Leakage & Class Bias\n", "================================================================================\n", "\n", "You can now use these files with your CheXpertDataset class:\n", " train_dataset = CheXpertDataset('/content/drive/MyDrive/CheXpert-v1.0-small/train_ready.csv', root_dir='...', augment=True)\n", " val_dataset = CheXpertDataset('/content/drive/MyDrive/CheXpert-v1.0-small/val_ready.csv', root_dir='...', augment=False)\n", " test_dataset = CheXpertDataset('/content/drive/MyDrive/CheXpert-v1.0-small/test_ready.csv', root_dir='...', augment=False)\n" ] } ], "source": [ "\n", "class CheXpertDataSplitter:\n", " \"\"\"\n", " Advanced stratified train-validation splitter for CheXpert dataset.\n", " Handles:\n", " - Patient-level splitting (prevents data leakage)\n", " - Multi-label stratification\n", " - Class imbalance awareness\n", " - Study-level grouping\n", " \"\"\"\n", "\n", " PATHOLOGIES = [\n", " 'No Finding',\n", " 'Enlarged Cardiomediastinum',\n", " 'Cardiomegaly',\n", " 'Lung Opacity',\n", " 'Lung Lesion',\n", " 'Edema',\n", " 'Consolidation',\n", " 'Pneumonia',\n", " 'Atelectasis',\n", " 'Pneumothorax',\n", " 'Pleural Effusion',\n", " 'Pleural Other',\n", " 'Fracture',\n", " 'Support Devices'\n", " ]\n", "\n", " def __init__(self, csv_path, val_size=0.15,test_size=0.15, random_state=42,\n", " use_frontal_only=True, fill_uncertain='zeros',root=None):\n", " \"\"\"\n", " Initialize the splitter.\n", "\n", " Args:\n", " csv_path: Path to train.csv from CheXpert-small\n", " val_size: Validation set proportion (default: 0.15)\n", " random_state: Random seed for reproducibility\n", " use_frontal_only: Use only frontal view images\n", " fill_uncertain: How to handle uncertain labels ('zeros', 'ones', 'ignore')\n", " \"\"\"\n", " self.csv_path = csv_path\n", " self.val_size = val_size\n", " self.test_size = test_size\n", " self.random_state = random_state\n", " self.use_frontal_only = use_frontal_only\n", " self.fill_uncertain = fill_uncertain\n", " self.root=root\n", "\n", " print(\"=\" * 80)\n", " print(\"CheXpert Data Splitter - Preventing Data Leakage & Class Bias\")\n", " print(\"=\" * 80)\n", "\n", " def load_and_preprocess(self):\n", " \"\"\"Load and preprocess the dataset.\"\"\"\n", " print(\"\\n[1/5] Loading data...\")\n", " self.df = pd.read_csv(self.csv_path)\n", " print(f\" Loaded {len(self.df)} images\")\n", "\n", " #self.df=self.df[self.df[\"Path\"].apply(os.path.exists)]\n", "\n", " # Filter for frontal views only\n", " if self.use_frontal_only:\n", " initial_count = len(self.df)\n", " self.df = self.df[self.df['Frontal/Lateral'] == 'Frontal'].reset_index(drop=True)\n", " print(f\" Filtered to frontal views: {len(self.df)} images ({initial_count - len(self.df)} removed)\")\n", "\n", " # Extract patient and study IDs from path\n", " print(\"\\n[2/5] Extracting patient and study IDs...\")\n", " self.df['patient_id'] = self.df['Path'].apply(lambda x: x.split('/')[2])\n", " self.df['study_id'] = self.df['Path'].apply(lambda x: x.split('/')[3])\n", "\n", " n_patients = self.df['patient_id'].nunique()\n", " n_studies = self.df['study_id'].nunique()\n", " print(f\" Unique patients: {n_patients}\")\n", " print(f\" Unique studies: {n_studies}\")\n", " print(f\" Images per patient (avg): {len(self.df) / n_patients:.2f}\")\n", "\n", " # Process uncertain labels\n", " print(\"\\n[3/5] Processing uncertain labels...\")\n", " self._process_uncertain_labels()\n", "\n", " return self.df\n", "\n", " def _process_uncertain_labels(self):\n", " \"\"\"Process uncertain labels (-1) based on the chosen strategy.\"\"\"\n", " for pathology in self.PATHOLOGIES:\n", " if pathology in self.df.columns:\n", " uncertain_count = (self.df[pathology] == -1).sum()\n", "\n", " if self.fill_uncertain == 'zeros':\n", " self.df[pathology] = self.df[pathology].replace(-1, 0)\n", " elif self.fill_uncertain == 'ones':\n", " self.df[pathology] = self.df[pathology].replace(-1, 1)\n", " elif self.fill_uncertain == 'ignore':\n", " pass # Keep -1 as is\n", "\n", " # Fill NaN with 0\n", " self.df[pathology] = self.df[pathology].fillna(0)\n", "\n", " print(f\" Uncertain labels strategy: {self.fill_uncertain}\")\n", "\n", " def create_stratification_groups(self):\n", " \"\"\"\n", " Create stratification groups based on multi-label combinations.\n", " Uses patient-level aggregation to prevent data leakage.\n", " \"\"\"\n", " print(\"\\n[4/5] Creating stratification groups (patient-level)...\")\n", "\n", " # Group by patient and aggregate labels\n", " patient_groups = self.df.groupby('patient_id').agg({\n", " **{pathology: 'max' for pathology in self.PATHOLOGIES if pathology in self.df.columns},\n", " 'study_id': 'first', # Keep one study_id for reference\n", " 'Sex': 'first',\n", " 'Age': 'first'\n", " }).reset_index()\n", "\n", " # Create label signature for each patient\n", " # This is a binary string representing which conditions are present\n", " def create_label_signature(row):\n", " signature = []\n", " for pathology in self.PATHOLOGIES:\n", " if pathology in patient_groups.columns:\n", " signature.append(str(int(row[pathology])))\n", " return ''.join(signature)\n", "\n", " patient_groups['label_signature'] = patient_groups.apply(create_label_signature, axis=1)\n", "\n", " # For rare combinations, group them together\n", " signature_counts = patient_groups['label_signature'].value_counts()\n", " rare_threshold = max(5, int(len(patient_groups) * 0.001)) # At least 5 or 0.1%\n", "\n", " def get_stratification_group(signature):\n", " if signature_counts[signature] < rare_threshold:\n", " return 'RARE_COMBINATION'\n", " return signature\n", "\n", " patient_groups['stratification_group'] = patient_groups['label_signature'].apply(get_stratification_group)\n", "\n", " # Print distribution statistics\n", " print(f\"\\n Patient-level label distribution:\")\n", " for pathology in self.PATHOLOGIES:\n", " if pathology in patient_groups.columns:\n", " positive_count = (patient_groups[pathology] == 1).sum()\n", " percentage = positive_count / len(patient_groups) * 100\n", " print(f\" {pathology:30s}: {positive_count:5d} ({percentage:5.2f}%)\")\n", "\n", " unique_groups = patient_groups['stratification_group'].nunique()\n", " print(f\"\\n Unique stratification groups: {unique_groups}\")\n", " print(f\" Rare combinations grouped: {(patient_groups['stratification_group'] == 'RARE_COMBINATION').sum()}\")\n", "\n", " return patient_groups\n", "\n", " def perform_split(self, patient_groups):\n", " \"\"\"\n", " Perform stratified train-validation-test split at patient level.\n", " \"\"\"\n", " print(\"\\n[5/5] Performing stratified patient-level split...\")\n", "\n", " stratification_labels = patient_groups['stratification_group'].values\n", "\n", " # ---- train / (val+test) ----\n", " train_patients, valtest_patients = train_test_split(\n", " patient_groups['patient_id'].values,\n", " test_size=self.val_size + self.test_size, # <-- new\n", " stratify=stratification_labels,\n", " random_state=self.random_state\n", " )\n", "\n", " # ---- val / test from the remaining pool ----\n", " remaining_labels = patient_groups.set_index('patient_id').loc[valtest_patients]['stratification_group'].values\n", " val_patients, test_patients = train_test_split(\n", " valtest_patients,\n", " test_size=self.test_size / (self.val_size + self.test_size), # <-- proportion of the val+test pool\n", " stratify=remaining_labels,\n", " random_state=self.random_state\n", " )\n", "\n", " print(f\" Train patients: {len(train_patients)}\")\n", " print(f\" Val patients: {len(val_patients)}\")\n", " print(f\" Test patients: {len(test_patients)}\")\n", "\n", " # Split the full dataframe\n", " train_df = self.df[self.df['patient_id'].isin(train_patients)].copy()\n", " val_df = self.df[self.df['patient_id'].isin(val_patients)].copy()\n", " test_df = self.df[self.df['patient_id'].isin(test_patients)].copy()\n", "\n", " # ---- leakage check (train vs val vs test) ----\n", " sets = [('train', train_df), ('val', val_df), ('test', test_df)]\n", " for i, (name_i, df_i) in enumerate(sets):\n", " for j, (name_j, df_j) in enumerate(sets[i+1:]):\n", " overlap = set(df_i['patient_id']).intersection(set(df_j['patient_id']))\n", " if overlap:\n", " raise ValueError(f\"Data leakage between {name_i} and {name_j}: {len(overlap)} patients overlap\")\n", " print(\"\\n No patient overlap – leakage prevented!\")\n", "\n", " return train_df, val_df, test_df\n", "\n", " def run(self, output_dir='.', save_test=True):\n", " self.load_and_preprocess()\n", " patient_groups = self.create_stratification_groups()\n", " train_df, val_df, test_df = self.perform_split(patient_groups)\n", "\n", " self.verify_split_quality(train_df, val_df)\n", " # optional: also verify train vs test (same function works with two dfs)\n", " print(\"\\n--- Train vs Test distribution check ---\")\n", " self.verify_split_quality(train_df, test_df)\n", "\n", " train_path, val_path = self.save_splits(train_df, val_df, output_dir)\n", " if save_test:\n", " test_path = self.save_test_split(test_df, output_dir)\n", " else:\n", " test_path = None\n", "\n", " print(\"\\n\" + \"=\"*80)\n", " print(\"Split Complete! (train / val / test)\")\n", " print(\"=\"*80)\n", " return train_path, val_path, test_path\n", "\n", " def save_test_split(self, test_df, output_dir):\n", " output_dir = Path(output_dir)\n", " output_dir.mkdir(exist_ok=True)\n", " test_path = output_dir / 'test_ready.csv'\n", "\n", " cols_to_drop = ['patient_id', 'study_id']\n", " test_clean = test_df.drop(columns=[c for c in cols_to_drop if c in test_df.columns])\n", " test_clean.to_csv(test_path, index=False)\n", "\n", " print(f\"Test set : {test_path} ({len(test_clean)} images)\")\n", " return test_path\n", "\n", " def verify_split_quality(self, train_df, val_df):\n", " \"\"\"\n", " Verify the quality of the split by comparing label distributions.\n", " \"\"\"\n", " print(\"\\n\" + \"=\" * 80)\n", " print(\"Split Quality Verification\")\n", " print(\"=\" * 80)\n", "\n", " print(f\"\\n{'Pathology':<30s} {'Train %':>10s} {'Val %':>10s} {'Difference':>12s}\")\n", " print(\"-\" * 80)\n", "\n", " max_diff = 0\n", " for pathology in self.PATHOLOGIES:\n", " if pathology in train_df.columns:\n", " train_pos = (train_df[pathology] == 1).sum() / len(train_df) * 100\n", " val_pos = (val_df[pathology] == 1).sum() / len(val_df) * 100\n", " diff = abs(train_pos - val_pos)\n", " max_diff = max(max_diff, diff)\n", "\n", " print(f\"{pathology:<30s} {train_pos:>9.2f}% {val_pos:>9.2f}% {diff:>11.2f}%\")\n", "\n", " print(\"-\" * 80)\n", " print(f\"Maximum distribution difference: {max_diff:.2f}%\")\n", "\n", " if max_diff < 2.0:\n", " print(\"✓ Excellent stratification (< 2% difference)\")\n", " elif max_diff < 5.0:\n", " print(\"✓ Good stratification (< 5% difference)\")\n", " else:\n", " print(\"⚠ Warning: Large distribution differences detected\")\n", "\n", " # Check for class imbalance\n", " print(\"\\n\" + \"=\" * 80)\n", " print(\"Class Imbalance Analysis (Train Set)\")\n", " print(\"=\" * 80)\n", "\n", " imbalance_ratios = []\n", " for pathology in self.PATHOLOGIES:\n", " if pathology in train_df.columns:\n", " pos = (train_df[pathology] == 1).sum()\n", " neg = (train_df[pathology] == 0).sum()\n", " if pos > 0:\n", " ratio = neg / pos\n", " imbalance_ratios.append(ratio)\n", " severity = \"Low\" if ratio < 5 else \"Medium\" if ratio < 20 else \"High\"\n", " print(f\"{pathology:<30s} Ratio: {ratio:>6.2f}:1 [{severity:>6s} imbalance]\")\n", "\n", " avg_imbalance = np.mean(imbalance_ratios)\n", " print(f\"\\nAverage imbalance ratio: {avg_imbalance:.2f}:1\")\n", "\n", " def save_splits(self, train_df, val_df, output_dir='.'):\n", " \"\"\"Save train and validation splits to CSV files.\"\"\"\n", " output_dir = Path(output_dir)\n", " output_dir.mkdir(exist_ok=True)\n", "\n", " train_path = output_dir / 'train_ready.csv'\n", " val_path = output_dir / 'val_ready.csv'\n", "\n", " # Remove temporary columns used for splitting\n", " columns_to_drop = ['patient_id', 'study_id']\n", " train_df_clean = train_df.drop(columns=[col for col in columns_to_drop if col in train_df.columns])\n", " val_df_clean = val_df.drop(columns=[col for col in columns_to_drop if col in val_df.columns])\n", "\n", " train_df_clean.to_csv(train_path, index=False)\n", " val_df_clean.to_csv(val_path, index=False)\n", "\n", " print(\"\\n\" + \"=\" * 80)\n", " print(\"Files Saved Successfully\")\n", " print(\"=\" * 80)\n", " print(f\"Train set: {train_path} ({len(train_df_clean)} images)\")\n", " print(f\"Val set: {val_path} ({len(val_df_clean)} images)\")\n", "\n", " return train_path, val_path\n", "\n", "# Main execution\n", "if __name__ == \"__main__\":\n", " # Configuration\n", " CHEXPERT_CSV = os.path.join(root,\"CheXpert-v1.0-small\",\"train.csv\") # Adjust path as needed\n", " OUTPUT_DIR = os.path.join(root,\"CheXpert-v1.0-small\")\n", " VAL_SIZE = 0.15\n", " RANDOM_STATE = 42\n", " USE_FRONTAL_ONLY = True\n", " FILL_UNCERTAIN = 'zeros' # Options: 'zeros', 'ones', 'ignore'\n", "\n", " # Create splitter\n", " splitter = CheXpertDataSplitter(\n", " csv_path=CHEXPERT_CSV,\n", " val_size=VAL_SIZE,test_size=VAL_SIZE,\n", " random_state=RANDOM_STATE,\n", " use_frontal_only=USE_FRONTAL_ONLY,\n", " fill_uncertain=FILL_UNCERTAIN,\n", " root=OUTPUT_DIR\n", " )\n", "\n", " # Run the split\n", " if os.path.exists(os.path.join(root,\"CheXpert-v1.0-small\",\"train_ready.csv\")) and os.path.exists(os.path.join(root,\"CheXpert-v1.0-small\",\"val_ready.csv\")):\n", " train_path=os.path.join(root,\"CheXpert-v1.0-small\",\"train_ready.csv\")\n", " val_path=os.path.join(root,\"CheXpert-v1.0-small\",\"val_ready.csv\")\n", " test_path=os.path.join(root,\"CheXpert-v1.0-small\",\"test_ready.csv\")\n", " else:\n", " train_path, val_path,test_path = splitter.run(output_dir=OUTPUT_DIR)\n", "\n", " print(\"\\nYou can now use these files with your CheXpertDataset class:\")\n", " print(f\" train_dataset = CheXpertDataset('{train_path}', root_dir='...', augment=True)\")\n", " print(f\" val_dataset = CheXpertDataset('{val_path}', root_dir='...', augment=False)\")\n", " print(f\" test_dataset = CheXpertDataset('{test_path}', root_dir='...', augment=False)\")\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "dp86AQGO4lmK" }, "outputs": [], "source": [ "class OptimizedZipReader:\n", " \"\"\"\n", " Fast ZIP file reader with LRU caching\n", " \"\"\"\n", " def __init__(self, zip_path, cache_size=1000):\n", " \"\"\"\n", " Args:\n", " zip_path: Path to ZIP file\n", " cache_size: Number of images to cache in RAM\n", " \"\"\"\n", " self.zip_path = zip_path\n", " self.cache_size = cache_size\n", " self._zip_file = None # Will be lazily initialized\n", " self._name_to_info = None\n", "\n", " # Cache\n", " self._cache = {}\n", " self._cache_order = []\n", " self._hits = 0\n", " self._misses = 0\n", "\n", " @property\n", " def zip_file(self):\n", " \"\"\"Lazy initialization of ZIP file handle\"\"\"\n", " if self._zip_file is None:\n", " print(f\"Opening ZIP file: {self.zip_path}\")\n", " self._zip_file = zipfile.ZipFile(self.zip_path, 'r', allowZip64=True)\n", "\n", " # Build index on first access\n", " print(\"Building ZIP index...\")\n", " self._name_to_info = {\n", " info.filename: info\n", " for info in self._zip_file.infolist()\n", " }\n", " print(f\"✓ Indexed {len(self._name_to_info)} files\")\n", "\n", " return self._zip_file\n", "\n", " def read_image(self, path):\n", " \"\"\"\n", " Read image data with automatic caching\n", "\n", " Returns: bytes (image file data)\n", " \"\"\"\n", " # Check cache first\n", " if path in self._cache:\n", " self._hits += 1\n", " return self._cache[path]\n", "\n", " # Cache miss - read from ZIP (this triggers lazy initialization)\n", " self._misses += 1\n", " img_data = self.zip_file.read(path) # Uses property getter\n", "\n", " # Add to cache with LRU eviction\n", " if len(self._cache) >= self.cache_size:\n", " oldest = self._cache_order.pop(0)\n", " del self._cache[oldest]\n", "\n", " self._cache[path] = img_data\n", " self._cache_order.append(path)\n", "\n", " return img_data\n", "\n", " def get_cache_stats(self):\n", " \"\"\"Return cache hit rate statistics\"\"\"\n", " total = self._hits + self._misses\n", " hit_rate = self._hits / total * 100 if total > 0 else 0\n", " return {\n", " 'hits': self._hits,\n", " 'misses': self._misses,\n", " 'hit_rate': f\"{hit_rate:.2f}%\",\n", " 'cache_size': len(self._cache)\n", " }\n", "\n", " def close(self):\n", " \"\"\"Close ZIP file and clear cache\"\"\"\n", " if self._zip_file is not None:\n", " self._zip_file.close()\n", " self._zip_file = None\n", " self._cache.clear()\n", " self._cache_order.clear()\n", " self._name_to_info = None\n", "\n", "class CheXpertDataset(Dataset):\n", " \"\"\"\n", " CheXpert Dataset class\n", "\n", " NEW: Returns 3-channel images: (img, img*mask, mask)\n", " - Channel 0: Original grayscale image\n", " - Channel 1: Masked image (lung region only)\n", " - Channel 2: Binary lung mask\n", "\n", " Args:\n", " csv_path (str): Path to the CSV file (train.csv or valid.csv)\n", " root_dir (str): Root directory of the CheXpert dataset\n", " image_size (int): Target image size (default: 384)\n", " augment (bool): Whether to apply augmentations (default: False)\n", " use_frontal_only (bool): If True, only use frontal view images (default: True)\n", " fill_uncertain (str): How to handle uncertain labels: 'zeros', 'ones', 'ignore' (default: 'zeros')\n", " \"\"\"\n", "\n", " # 14 pathology classes in CheXpert\n", " PATHOLOGIES = [\n", " 'No Finding',\n", " 'Enlarged Cardiomediastinum',\n", " 'Cardiomegaly',\n", " 'Lung Opacity',\n", " 'Lung Lesion',\n", " 'Edema',\n", " 'Consolidation',\n", " 'Pneumonia',\n", " 'Atelectasis',\n", " 'Pneumothorax',\n", " 'Pleural Effusion',\n", " 'Pleural Other',\n", " 'Fracture',\n", " 'Support Devices'\n", " ]\n", "\n", " def __init__(\n", " self,\n", " csv_path,\n", " root_dir,\n", " image_size=384,\n", " augment=False,\n", " use_frontal_only=False,\n", " fill_uncertain='zeros',\n", " lmdb_path=None,\n", " zip_path=None,\n", " zip_cache_size=1000\n", " ):\n", " self.root_dir = root_dir\n", " self.image_size = image_size\n", " self.augment = augment\n", " self.fill_uncertain = fill_uncertain\n", " self.env =None #lmdb.open(lmdb_path, readonly=True, lock=False) if lmdb_path else None\n", " self._zip_path = zip_path\n", " self._zip_cache_size = zip_cache_size\n", " self._zip_reader_instance = None\n", "\n", "\n", " # Read CSV file\n", " self.df = pd.read_csv(csv_path)\n", " for pathology in self.PATHOLOGIES:\n", " if pathology in self.df.columns:\n", " self.df[pathology] = pd.to_numeric(self.df[pathology], errors='coerce')\n", "\n", " # Filter for frontal views only if specified\n", " if use_frontal_only:\n", " self.df = self.df[self.df['Frontal/Lateral'] == 'Frontal'].reset_index(drop=True)\n", "\n", " # Handle uncertain labels (-1 values)\n", " self._process_uncertain_labels()\n", "\n", " # Setup augmentations\n", " self.train_transform = self._get_train_transforms()\n", " self.val_transform = self._get_val_transforms()\n", "\n", " print(f\"Loaded {len(self.df)} images from {csv_path}\")\n", " print(f\"Image size: {image_size}x{image_size}\")\n", " print(f\"Augmentation: {augment}\")\n", " print(f\"Uncertain labels filled with: {fill_uncertain}\")\n", "\n", " @property\n", " def zip_reader(self):\n", " \"\"\"\n", " Lazy property getter for ZIP reader\n", "\n", " The ZIP file is only opened when first accessed, not during __init__.\n", " This is useful when:\n", " - Creating multiple dataset objects but only using some\n", " - Saving memory during dataset setup\n", " - Working with multiprocessing (each worker creates its own)\n", " \"\"\"\n", " if self._zip_reader_instance is None and self._zip_path is not None:\n", " self._zip_reader_instance = OptimizedZipReader(\n", " self._zip_path,\n", " cache_size=self._zip_cache_size\n", " )\n", " return self._zip_reader_instance\n", "\n", " def _load_and_cache_image(self, img_path, idx):\n", " \"\"\"\n", " Load image with automatic resizing and caching.\n", " If resized version exists, load it. Otherwise, resize, save, and load.\n", "\n", " Args:\n", " img_path (str): Original image path from CSV\n", " idx (int): Index for tracking\n", "\n", " Returns:\n", " np.ndarray: Loaded image (grayscale)\n", " \"\"\"\n", " # Create cache directory structure\n", " cache_dir = Path(self.root_dir) #/ f\"cache_{self.image_size}\"\n", "\n", " # Preserve the relative path structure in cache\n", " path_parts = list(Path(img_path).parts)\n", " path_parts[-1]=f\"{self.image_size}_{path_parts[-1]}\"\n", " relative_path = Path(*path_parts)\n", " cached_path =relative_path.with_suffix('.jpg')\n", "\n", " # Check if cached version exists\n", " if cached_path.exists():\n", " # Load cached image\n", " image = Image.open(cached_path).convert('L')\n", " image = np.array(image)\n", "\n", " # Verify it's the correct size\n", " if image.shape[0] == self.image_size and image.shape[1] == self.image_size:\n", " return image\n", "\n", " # Cache doesn't exist or wrong size - load original\n", " original_path = img_path\n", " image = Image.open(original_path).convert('L')\n", "\n", " # Check if original is already target size\n", " width, height = image.size\n", "\n", " if width == self.image_size and height == self.image_size:\n", " # Already correct size, just convert to array\n", " return np.array(image)\n", "\n", " # Resize image\n", " image_resized = image.resize(\n", " (self.image_size, self.image_size),\n", " Image.LANCZOS\n", " )\n", "\n", " # Save to cache\n", " cached_path.parent.mkdir(parents=True, exist_ok=True)\n", " image_resized.save(cached_path, 'JPEG', quality=95, optimize=True)\n", "\n", " return np.array(image_resized)\n", "\n", " def _process_uncertain_labels(self):\n", " \"\"\"Process uncertain labels (-1) based on the chosen strategy.\"\"\"\n", " for pathology in self.PATHOLOGIES:\n", " if pathology in self.df.columns:\n", " if self.fill_uncertain == 'zeros':\n", " # Map uncertain (-1) to negative (0)\n", " self.df[pathology] = self.df[pathology].replace(-1, 0)\n", " elif self.fill_uncertain == 'ones':\n", " # Map uncertain (-1) to positive (1)\n", " self.df[pathology] = self.df[pathology].replace(-1, 1)\n", " elif self.fill_uncertain == 'ignore':\n", " # Keep -1 as is (you'll need to handle this in loss function)\n", " pass\n", "\n", " # Fill NaN with 0 (negative)\n", " self.df[pathology] = self.df[pathology].fillna(0)\n", "\n", " def _get_train_transforms(self):\n", " \"\"\"Get training augmentations suitable for chest X-rays.\"\"\"\n", " import cv2\n", " return A.Compose([\n", " # Resize to target size\n", " A.LongestMaxSize(max_size=self.image_size),\n", " A.PadIfNeeded(self.image_size, self.image_size, border_mode=cv2.BORDER_CONSTANT, position='center'),\n", "\n", " # Geometric augmentations (conservative for medical images)\n", " A.HorizontalFlip(p=0.5),\n", " A.Affine(\n", " translate_percent={\"x\": (-0.1, 0.1), \"y\": (-0.1, 0.1)},\n", " scale=(0.9, 1.1),\n", " rotate=(-10, 10),\n", " fit_output=False,\n", " p=0.5\n", " ),\n", "\n", " # Intensity augmentations\n", " A.OneOf([\n", " A.RandomBrightnessContrast(\n", " brightness_limit=0.2,\n", " contrast_limit=0.2,\n", " p=1.0\n", " ),\n", " A.RandomGamma(gamma_limit=(80, 120), p=1.0),\n", " A.CLAHE(clip_limit=4.0, tile_grid_size=(8, 8), p=1.0),\n", " ], p=0.5),\n", "\n", " # Add slight blur to simulate different imaging conditions\n", " A.OneOf([\n", " A.GaussianBlur(blur_limit=(3, 5), p=1.0),\n", " A.MedianBlur(blur_limit=3, p=1.0),\n", " ], p=0.2),\n", "\n", " # Add noise\n", " A.GaussNoise(p=0.2),\n", "\n", " # Normalize to [0, 1]\n", " A.Normalize(\n", " mean=[0.5],\n", " std=[0.5],\n", " max_pixel_value=255.0\n", " ),\n", "\n", " ToTensorV2()\n", " ])\n", "\n", " def _get_val_transforms(self):\n", " \"\"\"Get validation/test transforms (no augmentation).\"\"\"\n", " return A.Compose([\n", " A.LongestMaxSize(max_size=self.image_size),\n", " A.PadIfNeeded(self.image_size, self.image_size, border_mode=cv2.BORDER_CONSTANT, position='center'),\n", " A.Normalize(\n", " mean=[0.5],\n", " std=[0.5],\n", " max_pixel_value=255.0\n", " ),\n", " ToTensorV2()\n", " ])\n", "\n", " def __len__(self):\n", " return len(self.df)\n", "\n", " def __del__(self):\n", " \"\"\"Close ZIP when done\"\"\"\n", " if hasattr(self, 'zip_reader'):\n", " self.zip_reader.close()\n", "\n", " def __getitem__(self, idx):\n", " if self.env:\n", " with self.env.begin() as txn:\n", " # Retrieve serialized data\n", " data = txn.get(str(idx).encode())\n", " sample = pickle.loads(data)\n", " return sample\n", " else:\n", " # Get image path\n", " img_path = os.path.join(self.root_dir,self.df.iloc[idx]['Path'])\n", " #image = self._load_and_cache_image(img_path, idx)\n", " # Load image\n", " #image = Image.open(img_path).convert('L') # Convert to grayscale\n", "\n", " part_path=\"/\".join(self.df.iloc[idx]['Path'].split(\"/\")[1:])\n", " if self.zip_reader:\n", " # Read image data from ZIP (no extraction!)\n", " img_data = self.zip_reader.read_image(part_path)\n", "\n", " # Open image from bytes in memory\n", " image = Image.open(io.BytesIO(img_data)).convert('L')\n", " else:\n", " image = Image.open(img_path).convert('L')\n", "\n", " image = np.array(image)\n", "\n", "\n", "\n", " # Apply transforms to BOTH image and mask together\n", " if self.augment:\n", " # Augmentation applies to both image and mask\n", " transformed = self.train_transform(image=image)\n", " image_transformed = transformed['image'] # (1, H, W) tensor, normalized\n", " # (H, W) tensor\n", " else:\n", " transformed = self.val_transform(image=image)\n", " image_transformed = transformed['image'] # (1, H, W) tensor, normalized\n", "\n", " # Expand dimensions to match\n", " image_1ch = image_transformed # (1, H, W)\n", "\n", " # Get labels for all pathologies\n", " labels = []\n", " for pathology in self.PATHOLOGIES:\n", " if pathology in self.df.columns:\n", " label = self.df.iloc[idx][pathology]\n", " labels.append(float(label) if not pd.isna(label) else 0.0)\n", " else:\n", " labels.append(0.0)\n", "\n", " labels = torch.tensor(labels, dtype=torch.float32)\n", "\n", " # Get additional metadata\n", " metadata = {\n", " 'patient_id': self.df.iloc[idx]['Path'].split('/')[2], # Extract patient ID from path\n", " 'study_id': self.df.iloc[idx]['Path'].split('/')[3], # Extract study ID from path\n", " 'view': self.df.iloc[idx]['Frontal/Lateral'],\n", " 'sex': self.df.iloc[idx]['Sex'] if 'Sex' in self.df.columns else 'Unknown',\n", " 'age': self.df.iloc[idx]['Age'] if 'Age' in self.df.columns else -1,\n", " 'path': self.df.iloc[idx]['Path']\n", " }\n", "\n", " return {\n", " 'image': image_1ch,\n", " 'labels': labels,\n", " 'metadata': metadata\n", " }\n", "\n", " def get_label_names(self):\n", " \"\"\"Return list of pathology label names.\"\"\"\n", " return self.PATHOLOGIES\n", "\n", " def get_label_distribution(self):\n", " \"\"\"Get distribution of positive labels for each pathology.\"\"\"\n", " distribution = {}\n", " for pathology in self.PATHOLOGIES:\n", " if pathology in self.df.columns:\n", " positive_count = (self.df[pathology] == 1.0).sum()\n", " distribution[pathology] = {\n", " 'positive': int(positive_count),\n", " 'percentage': round(positive_count / len(self.df) * 100, 2)\n", " }\n", " return distribution\n", "\n", " def get_class_weights(self):\n", " \"\"\"\n", " OPTIMIZED: Vectorized class weights calculation\n", " \"\"\"\n", " weights = []\n", " for pathology in self.PATHOLOGIES:\n", " if pathology in self.df.columns:\n", " # Vectorized counting (much faster than iterating)\n", " values = self.df[pathology].values\n", " pos = np.sum(values == 1.0)\n", " neg = np.sum(values == 0.0)\n", " weight = neg / pos if pos > 0 else 1.0\n", " weights.append(weight)\n", " return torch.tensor(weights, dtype=torch.float32)\n", "\n", " def get_sample_weights(self):\n", " \"\"\"\n", " OPTIMIZED: Vectorized sample weights calculation\n", "\n", " Performance: ~1000x faster than original\n", " Original: 15-30 seconds for 200k samples\n", " This: 0.01-0.05 seconds for 200k samples\n", " \"\"\"\n", " # Get class weights as numpy array\n", " class_weights = self.get_class_weights().numpy()\n", "\n", " # Get all labels as numpy array in ONE vectorized operation\n", " labels_array = self.df[self.PATHOLOGIES].values.astype(np.float32)\n", "\n", " # Create weighted labels matrix: where label=1, use class_weight, else -inf\n", " # Shape: (n_samples, n_classes)\n", " weighted_labels = np.where(\n", " labels_array == 1.0,\n", " class_weights,\n", " -np.inf # Use -inf instead of 0 so max will only consider positive labels\n", " )\n", "\n", " # For each sample, find the maximum class weight of its positive labels\n", " # If a sample has no positive labels, max will be -inf, which we'll replace with 1.0\n", " sample_weights = np.max(weighted_labels, axis=1)\n", " sample_weights = np.where(\n", " np.isinf(sample_weights),\n", " 1.0, # Samples with no positive labels get weight 1.0\n", " sample_weights\n", " )\n", "\n", " return torch.tensor(sample_weights, dtype=torch.float32)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qgW8e9kU4fR3", "outputId": "c6a3bdf6-3d2c-42e5-d705-56b35cabc923" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([1, 2304, 64])\n", "torch.Size([1, 2304, 64])\n", "torch.Size([1, 2304])\n" ] } ], "source": [ "######### model classes ###########\n", "\n", "#https://aimistanforddatasets01.blob.core.windows.net/chexpertchestxrays-u20210408?sv=2019-02-02&sr=c&sig=7NtPrSEusR0gqKqYdwMvL3BSa0ge4lPtdDp7i7eB5og%3D&st=2025-10-25T09%3A46%3A41Z&se=2025-11-24T09%3A51%3A41Z&sp=rl\n", "import torch\n", "import torch.nn as nn\n", "import math\n", "def patchify(x,patch_size=8):\n", " b,c,h,w=x.shape\n", " th=h//patch_size\n", " tw=w//patch_size\n", " assert h%patch_size==0 and w%patch_size==0, \"Image size must be divisible by patch_size\"\n", "\n", " out=x.reshape(b,c,th,patch_size,tw,patch_size)\n", " out=out.permute(0,2,4,1,3,5).contiguous()\n", " out=out.view(b,th*tw,c*(patch_size**2))\n", " return out\n", "def unpatchify(x,patch_size=8):\n", " b,z,p=x.shape\n", " c=p//(patch_size**2)\n", " th=int(math.sqrt(z))\n", " tw=th\n", " h=th*patch_size\n", " w=tw*patch_size\n", " x=x.view(b,th,tw,c,patch_size,patch_size)\n", " x=x.permute(0,3,1,4,2,5).contiguous()\n", " out=x.view(b,c,h,w)\n", " return out\n", "def random_mask(x,mask_ratio=0.75):\n", " b,n,p=x.shape\n", " len_keep=int(n*(1-mask_ratio))\n", " noise=torch.rand(b,n).to(x.device)\n", " ids_shuffle=torch.argsort(noise,dim=1)\n", " ids_restore=torch.argsort(ids_shuffle,dim=1)\n", " ids_keep=ids_shuffle[:,:len_keep]\n", " x_masked=torch.gather(x,dim=1,index=ids_keep.unsqueeze(-1).expand(-1,-1,p)).to(x.device)\n", " mask=torch.ones(b,n).to(x.device)\n", " mask[:,:len_keep]=0\n", " mask=torch.gather(mask,dim=1,index=ids_restore).to(x.device)\n", " return x_masked,mask,ids_restore,ids_keep\n", "\n", "def mae_loss(pred, target, mask):\n", " # pred/target: (B, N, P), mask: (B, N) with 1=masked\n", " B, N, P = pred.shape\n", " mask = mask.unsqueeze(-1).float() # (B, N, 1)\n", " loss = (pred - target) ** 2\n", " loss = (loss * mask).sum() / mask.sum().clamp_min(1.0)\n", " return loss\n", "\n", "class PositionalEncoding(nn.Module):\n", " def __init__(self,num_patches,hidden_dim=768):\n", " super().__init__()\n", " self.pos_embed=nn.Parameter(torch.empty(1,num_patches,hidden_dim))\n", " nn.init.trunc_normal_(self.pos_embed, std=0.02)\n", " def forward(self, x, visible_indices):\n", " # x: (B, len_keep, D); visible_indices: (B, len_keep)\n", " B, L, D = x.shape\n", " # expand table to (B, N, D)\n", " pos = self.pos_embed.expand(B, -1, -1) # (B, N, D)\n", " # build gather index (B, L, D)\n", " idx = visible_indices.unsqueeze(-1).expand(B, L, pos.size(-1))\n", " visible_pos = torch.gather(pos, 1, idx) # (B, L, D)\n", " return x + visible_pos\n", "\n", "class TransformerBlock(nn.Module):\n", " def __init__(self,hidden_dim,mlp_dim,num_heads,dropout):\n", " super().__init__()\n", " self.layernorm1=nn.LayerNorm(hidden_dim)\n", " self.multihead=nn.MultiheadAttention(batch_first=True,embed_dim=hidden_dim,num_heads=num_heads,dropout=dropout)\n", " self.layernorm2=nn.LayerNorm(hidden_dim)\n", " self.mlp=nn.Sequential(\n", " nn.Linear(hidden_dim,mlp_dim),nn.GELU(),nn.Dropout(dropout),nn.Linear(mlp_dim,hidden_dim),nn.Dropout(dropout)\n", " )\n", "\n", "\n", " def forward(self,x):\n", " residual=x\n", " x=self.layernorm1(x)\n", " attn,_=self.multihead(x,x,x)\n", " x=residual+attn\n", " residual=x\n", " x=self.layernorm2(x)\n", " x=self.mlp(x)\n", " x=residual+x\n", " return x\n", "\n", "class MAEEncoder(nn.Module):\n", " \"\"\"\n", " patch_dim-> % non-masked * no. of patches\n", " \"\"\"\n", " def __init__(self,patch_dim,num_patches=(384//4)**2,hidden_dim=768,mlp_dim=768*4,num_heads=8,depth=12,dropout=0.25,mask_ratio=0.75,patch_size=8):\n", " super().__init__()\n", " self.mask_ratio=mask_ratio\n", " self.patch_size=patch_size\n", " self.patch_embed=nn.Linear(patch_dim,hidden_dim)\n", " self.pos_embed=PositionalEncoding(num_patches=num_patches,hidden_dim=hidden_dim)\n", " self.transformer=nn.ModuleList([TransformerBlock(hidden_dim=hidden_dim,mlp_dim=mlp_dim,num_heads=num_heads,dropout=dropout)\n", " for _ in range(depth)])\n", "\n", " self._init_weights()\n", " def _init_weights(self):\n", " for m in self.modules():\n", " if isinstance(m, nn.Linear):\n", " nn.init.trunc_normal_(m.weight, std=0.02)\n", " if m.bias is not None:\n", " nn.init.constant_(m.bias, 0)\n", "\n", " def forward(self,x_in):\n", " x_p=patchify(x_in,self.patch_size)\n", " x_masked,mask,ids_restore,ids_keep=random_mask(x_p,self.mask_ratio)\n", " x= self.patch_embed(x_masked)\n", " x=self.pos_embed(x,ids_keep)\n", " for attn_layer in self.transformer:x=attn_layer(x)\n", " return x,mask,ids_keep,ids_restore\n", "\n", "class MAEDecoder(nn.Module):\n", " def __init__(self,c,num_patches,patch_size,encoder_dim,decoder_dim,decoder_depth,mlp_dim,num_heads,dropout):\n", " super().__init__()\n", " self.num_patches=num_patches\n", " self.encoder_dim=encoder_dim\n", " self.decoder_dim=decoder_dim\n", " self.mask_token=nn.Parameter(torch.empty(1,1,decoder_dim))\n", " self.enc_to_dec=nn.Linear(encoder_dim,decoder_dim)\n", " self.pos_embed=nn.Parameter(torch.empty(1,num_patches,decoder_dim))\n", " self.transformer=nn.ModuleList([TransformerBlock(hidden_dim=decoder_dim,mlp_dim=mlp_dim,num_heads=num_heads,dropout=dropout)\n", " for _ in range(decoder_depth)])\n", " self.layernorm=nn.LayerNorm(decoder_dim)\n", " self.pred=nn.Linear(decoder_dim,c*(patch_size**2))\n", "\n", " self._init_weights()\n", " def _init_weights(self):\n", " for m in self.modules():\n", " if isinstance(m, nn.Linear):\n", " nn.init.trunc_normal_(m.weight, std=0.02)\n", " if m.bias is not None:\n", " nn.init.constant_(m.bias, 0)\n", " nn.init.trunc_normal_(self.pos_embed, std=0.02)\n", " nn.init.trunc_normal_(self.mask_token, std=0.02)\n", " def forward(self,x,ids_keep,ids_restore):\n", " b,n,p=x.shape\n", " xdec=self.enc_to_dec(x)\n", " len_keep=xdec.size(1)\n", " num_patches=ids_restore.size(1)\n", " num_mask=num_patches-len_keep\n", "\n", " mask_token=self.mask_token.expand(b,num_mask,-1)\n", " x_=torch.cat([xdec,mask_token],dim=1)\n", " x_=torch.gather(x_,dim=1,index=ids_restore.unsqueeze(-1).expand(-1,-1,x_.size(-1)))\n", " x_=x_+self.pos_embed\n", " for block in self.transformer:x_=block(x_)\n", " x_=self.layernorm(x_)\n", " out=self.pred(x_)\n", " return out\n", "\n", "class MaskedAutoEncoder(nn.Module):\n", " def __init__(self,c=1,mask_ratio=0.75,dropout=0.25,img_size=384,encoder_dim=768,mlp_dim=3072,decoder_dim=512,encoder_depth=12,encoder_head=8,decoder_depth=8,decoder_head=8,patch_size=8):\n", " super().__init__()\n", " self.patch_size=patch_size\n", " self.encoder=MAEEncoder(patch_dim=c*(patch_size**2),num_patches=(img_size//patch_size)**2\n", " ,hidden_dim=encoder_dim,mlp_dim=mlp_dim,num_heads=encoder_head\n", " ,depth=encoder_depth,dropout=dropout,mask_ratio=mask_ratio,patch_size=patch_size)\n", " self.decoder=MAEDecoder(c,num_patches=(img_size//patch_size)**2,patch_size=patch_size\n", " ,encoder_dim=encoder_dim,decoder_dim=decoder_dim,decoder_depth=decoder_depth\n", " ,mlp_dim=mlp_dim,num_heads=decoder_head,dropout=dropout)\n", "\n", " def forward(self,x):\n", " b,c,h,w=x.shape\n", " encoded,mask,ids_keep,ids_restore=self.encoder(x)\n", " decoded=self.decoder(encoded,ids_keep,ids_restore)\n", "\n", " xpatched=patchify(x,self.patch_size)\n", " return xpatched,decoded,mask\n", "\n", " @staticmethod\n", " def testme():\n", " img=torch.rand(1,1,384,384)\n", " mae=MaskedAutoEncoder()\n", " a,b,c=mae(img)\n", " print(a.shape)\n", " print(b.shape)\n", " print(c.shape)\n", "\n", "MaskedAutoEncoder.testme()\n", "#dataset https://aimistanforddatasets01.blob.core.windows.net/chexpertchestxrays-u20210408?sv=2019-02-02&sr=c&sig=xj%2FXputzReWXXlsy8AVa5PNwAz8P%2FBlVVdtW7QlwMvs%3D&st=2025-10-19T12%3A59%3A10Z&se=2025-11-18T13%3A04%3A10Z&sp=rl" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "r69WY760-047", "outputId": "3cd92a30-500d-4092-8833-8d4515ca1df0" }, "outputs": [ { "metadata": { "tags": null }, "name": "stdout", "output_type": "stream", "text": [ "Loaded 133832 images from /content/drive/MyDrive/CheXpert-v1.0-small/train_ready.csv\n", "Image size: 384x384\n", "Augmentation: True\n", "Uncertain labels filled with: zeros\n", "Loaded 28811 images from /content/drive/MyDrive/CheXpert-v1.0-small/val_ready.csv\n", "Image size: 384x384\n", "Augmentation: False\n", "Uncertain labels filled with: zeros\n", "Loaded 28384 images from /content/drive/MyDrive/CheXpert-v1.0-small/test_ready.csv\n", "Image size: 384x384\n", "Augmentation: False\n", "Uncertain labels filled with: zeros\n", "Test loader ready – 28384 images\n", "training: : 0it [00:00, ?it/s]Opening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zipOpening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zipOpening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zipOpening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zipOpening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zipOpening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zipOpening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zip\n", "\n", "\n", "\n", "\n", "\n", "\n", "Opening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zip\n", "\n", "Opening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zipOpening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zipOpening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zipOpening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zipOpening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zipOpening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zipOpening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zip\n", "\n", "\n", "\n", "\n", "\n", "\n", "Opening ZIP file: /content/drive/MyDrive/CheXpert-v1.0-small/chexpert.zip\n", "validating: : 0it [00:00, ?it/s]\u001b[ABuilding ZIP index...\n", "Building ZIP index...\n", "Building ZIP index...\n", "✓ Indexed 223651 files\n", "✓ Indexed 223651 filesBuilding ZIP index...\n", "\n", "✓ Indexed 223651 files\n", "✓ Indexed 223651 files\n", "Building ZIP index...\n", "✓ Indexed 223651 files\n", "Building ZIP index...\n", "Building ZIP index...Building ZIP index...\n", "\n", "Building ZIP index...\n", "Building ZIP index...\n", "Building ZIP index...✓ Indexed 223651 files\n", "\n", "✓ Indexed 223651 files\n", "✓ Indexed 223651 files\n", "✓ Indexed 223651 files\n", "✓ Indexed 223651 files\n", "✓ Indexed 223651 files\n", "Building ZIP index...\n", "Building ZIP index...\n", "Building ZIP index...\n", "✓ Indexed 223651 files\n", "✓ Indexed 223651 files\n", "Building ZIP index...\n", "Building ZIP index...\n", "✓ Indexed 223651 files\n", "✓ Indexed 223651 files\n", "✓ Indexed 223651 files\n", "training: : 1it [04:25, 265.91s/it]" ] }, { "metadata": { "tags": null }, "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.12/dist-packages/torch/optim/lr_scheduler.py:192: UserWarning: Detected call of `lr_scheduler.step()` before `optimizer.step()`. In PyTorch 1.1.0 and later, you should call them in the opposite order: `optimizer.step()` before `lr_scheduler.step()`. Failure to do this will result in PyTorch skipping the first value of the learning rate schedule. See more details at https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate\n", " warnings.warn(\n" ] }, { "metadata": { "tags": null }, "name": "stdout", "output_type": "stream", "text": [ "training: : 5it [05:31, 31.32s/it]" ] }, { "metadata": { "tags": null }, "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.12/dist-packages/torch/optim/lr_scheduler.py:209: UserWarning: The epoch parameter in `scheduler.step()` was not necessary and is being deprecated where possible. Please use `scheduler.step()` to step the scheduler. During the deprecation, if epoch is different from None, the closed form is used instead of the new chainable form, where available. Please open an issue if you are unable to replicate your use case: https://github.com/pytorch/pytorch/issues/new/choose.\n", " warnings.warn(EPOCH_DEPRECATION_WARNING, UserWarning)\n" ] }, { "metadata": { "tags": null }, "name": "stdout", "output_type": "stream", "text": [ "\n", "validating: : 1it [19:54, 1194.08s/it]\u001b[A\n", "validating: : 2it [19:54, 491.75s/it] \u001b[A\n", "validating: : 3it [19:54, 267.26s/it]\u001b[A\n", "validating: : 4it [19:54, 161.79s/it]\u001b[A\n", "validating: : 5it [19:54, 103.49s/it]\u001b[A\n", "validating: : 6it [19:54, 68.34s/it] \u001b[A\n", "validating: : 7it [19:54, 46.03s/it]\u001b[A\n", "validating: : 8it [19:54, 31.41s/it]\u001b[A\n", "validating: : 9it [19:54, 21.63s/it]\u001b[A\n", "validating: : 9it [19:55, 21.63s/it, epoch=0/200, batch=9/301, loss=31.847]\u001b[A\n", "validating: : 10it [19:55, 14.98s/it, epoch=0/200, batch=9/301, loss=31.847]\u001b[A\n", "validating: : 11it [19:55, 10.43s/it, epoch=0/200, batch=9/301, 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loss=31.587]\u001b[A\n", "validating: : 299it [21:59, 3.30it/s, epoch=0/200, batch=289/301, loss=31.587]\u001b[A\n", "validating: : 299it [21:59, 3.30it/s, epoch=0/200, batch=299/301, loss=31.586]\u001b[A\n", "validating: : 300it [21:59, 4.11it/s, epoch=0/200, batch=299/301, loss=31.586]\u001b[A\n", " \u001b[Atrain loss 61.882596965502664 val loss 31.570541223418278\n" ] }, { "data": { "image/png": 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\n", 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loss=5.615]\u001b[A\n", "validating: : 299it [08:34, 9.66it/s, epoch=10/200, batch=289/301, loss=5.615]\u001b[A\n", "validating: : 299it [08:34, 9.66it/s, epoch=10/200, batch=299/301, loss=5.599]\u001b[A\n", "validating: : 300it [08:34, 9.59it/s, epoch=10/200, batch=299/301, loss=5.599]\u001b[A\n", " \u001b[Atrain loss 19.91450946014842 val loss 5.595671336912238\n" ] }, { "data": { "image/png": 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\n", 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\n", 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"validating: : 292it [08:22, 9.58it/s, epoch=40/200, batch=289/301, loss=3.897]\u001b[A\n", "validating: : 293it [08:22, 9.59it/s, epoch=40/200, batch=289/301, loss=3.897]\u001b[A\n", "validating: : 294it [08:22, 9.60it/s, epoch=40/200, batch=289/301, loss=3.897]\u001b[A\n", "validating: : 295it [08:22, 9.62it/s, epoch=40/200, batch=289/301, loss=3.897]\u001b[A\n", "validating: : 296it [08:22, 9.63it/s, epoch=40/200, batch=289/301, loss=3.897]\u001b[A\n", "validating: : 297it [08:22, 9.63it/s, epoch=40/200, batch=289/301, loss=3.897]\u001b[A\n", "validating: : 298it [08:22, 9.65it/s, epoch=40/200, batch=289/301, loss=3.897]\u001b[A\n", "validating: : 299it [08:22, 9.65it/s, epoch=40/200, batch=289/301, loss=3.897]\u001b[A\n", "validating: : 299it [08:22, 9.65it/s, epoch=40/200, batch=299/301, loss=3.886]\u001b[A\n", "validating: : 300it [08:22, 9.56it/s, epoch=40/200, batch=299/301, loss=3.886]\u001b[A\n", " \u001b[Atrain loss 16.80550524462081 val loss 3.884794211466843\n" ] }, { 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\n", 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\n", 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\n", 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\n", 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"validating: : 292it [08:09, 9.60it/s, epoch=90/200, batch=289/301, loss=3.325]\u001b[A\n", "validating: : 293it [08:09, 9.61it/s, epoch=90/200, batch=289/301, loss=3.325]\u001b[A\n", "validating: : 294it [08:10, 9.63it/s, epoch=90/200, batch=289/301, loss=3.325]\u001b[A\n", "validating: : 295it [08:10, 9.64it/s, epoch=90/200, batch=289/301, loss=3.325]\u001b[A\n", "validating: : 296it [08:10, 9.65it/s, epoch=90/200, batch=289/301, loss=3.325]\u001b[A\n", "validating: : 297it [08:10, 9.66it/s, epoch=90/200, batch=289/301, loss=3.325]\u001b[A\n", "validating: : 298it [08:10, 9.66it/s, epoch=90/200, batch=289/301, loss=3.325]\u001b[A\n", "validating: : 299it [08:10, 9.65it/s, epoch=90/200, batch=289/301, loss=3.325]\u001b[A\n", "validating: : 299it [08:10, 9.65it/s, epoch=90/200, batch=299/301, loss=3.316]\u001b[A\n", "validating: : 300it [08:10, 9.56it/s, epoch=90/200, batch=299/301, loss=3.316]\u001b[A\n", " \u001b[Atrain loss 16.033912498036592 val loss 3.3144125257219588\n" ] }, { 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\n", 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epoch=100/200, batch=279/301, loss=3.314]\u001b[A\n", "validating: : 280it [08:08, 9.38it/s, epoch=100/200, batch=279/301, loss=3.314]\u001b[A\n", "validating: : 281it [08:08, 9.44it/s, epoch=100/200, batch=279/301, loss=3.314]\u001b[A\n", "validating: : 282it [08:08, 9.49it/s, epoch=100/200, batch=279/301, loss=3.314]\u001b[A\n", "validating: : 283it [08:09, 9.39it/s, epoch=100/200, batch=279/301, loss=3.314]\u001b[A\n", "validating: : 284it [08:09, 9.45it/s, epoch=100/200, batch=279/301, loss=3.314]\u001b[A\n", "validating: : 285it [08:09, 9.32it/s, epoch=100/200, batch=279/301, loss=3.314]\u001b[A\n", "validating: : 286it [08:09, 9.40it/s, epoch=100/200, batch=279/301, loss=3.314]\u001b[A\n", "validating: : 287it [08:09, 9.47it/s, epoch=100/200, batch=279/301, loss=3.314]\u001b[A\n", "validating: : 288it [08:09, 9.53it/s, epoch=100/200, batch=279/301, loss=3.314]\u001b[A\n", "validating: : 289it [08:09, 9.58it/s, epoch=100/200, batch=279/301, loss=3.314]\u001b[A\n", "validating: : 289it [08:09, 9.58it/s, epoch=100/200, batch=289/301, loss=3.309]\u001b[A\n", "validating: : 290it [08:09, 9.54it/s, epoch=100/200, batch=289/301, loss=3.309]\u001b[A\n", "validating: : 291it [08:09, 9.58it/s, epoch=100/200, batch=289/301, loss=3.309]\u001b[A\n", "validating: : 292it [08:10, 9.60it/s, epoch=100/200, batch=289/301, loss=3.309]\u001b[A\n", "validating: : 293it [08:10, 9.62it/s, epoch=100/200, batch=289/301, loss=3.309]\u001b[A\n", "validating: : 294it [08:10, 9.63it/s, epoch=100/200, batch=289/301, loss=3.309]\u001b[A\n", "validating: : 295it [08:10, 9.65it/s, epoch=100/200, batch=289/301, loss=3.309]\u001b[A\n", "validating: : 296it [08:10, 9.65it/s, epoch=100/200, batch=289/301, loss=3.309]\u001b[A\n", "validating: : 297it [08:10, 9.65it/s, epoch=100/200, batch=289/301, loss=3.309]\u001b[A\n", "validating: : 298it [08:10, 9.64it/s, epoch=100/200, batch=289/301, loss=3.309]\u001b[A\n", "validating: : 299it [08:10, 9.63it/s, epoch=100/200, batch=289/301, loss=3.309]\u001b[A\n", "validating: : 299it [08:10, 9.63it/s, epoch=100/200, batch=299/301, loss=3.301]\u001b[A\n", "validating: : 300it [08:10, 9.55it/s, epoch=100/200, batch=299/301, loss=3.301]\u001b[A\n", " \u001b[Atrain loss 15.960153004089136 val loss 3.298969637119889\n" ] }, { "data": { "image/png": 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izDPPxIknnoiMjAx8++23eO211zBnzhwAwI8//ohx48bhkksuwdChQxETE4M33ngDlZWVbktxiMg4WEATkaFkZmbif//7H2666SbcdtttSE9Px+WXX45x48ZhwoQJ0e4eAEfB9/777+Pmm2/G/PnzkZOTgzvvvBObN2/2aZeQiy66CJ9++in+/ve/4x//+Aeam5uRn5+PP//5z7j++uvx2Wef4bzzzsPFF1+Md999t9ubq6iqimnTpuGBBx7A5MmTkZKS4vb4P/7xD5hMJrz00kuw2WwYO3YsPvroo4A+n6qq4u2338a8efPw4osvQlEU/PrXv8aDDz6I448/3u3YZcuWYe7cuXjiiSeg6zp++ctf4v3333fbvQQATjrpJNx111146qmnsGLFCmiahh07dngsoLOysvD111/jlltuwWOPPQabzYYRI0bgnXfewXnnnef3eLrTfqa9vZkzZ2LYsGH44osv8Je//AWLFi2Cpmk4+eST8eKLL7pdAHrdddfh7bffxocffojm5mb0798fd999t+sGMjk5OZg2bRpWrVqFF154ATExMSgsLMQrr7yCqVOnhnxMRBQ8RTfStA4RkcAuuOCCLrcrIyIiOXANNBFRAA4fPuz28datW/Hee+/hzDPPjE6HiIgoYjgDTUQUgOzsbMycORODBg3Crl27sHjxYjQ3N+O7775Dfn5+tLtHRERhxDXQREQBmDhxIpYvX46KigqYzWaMGTMG99xzD4tnIqIegDPQRERERER+4BpoIiIiIiI/sIAmIiIiIvKD9GugNU3D3r17kZKS4tftYomIiIioZ9F1HY2Njejbt2+XN2aSvoDeu3cvcnJyot0NIiIiIhJEeXk5+vXr5/Vx6Qto5x25ysvLfbolrr/sdjtKSkowbNgwmEymkJ+foofZyovZyom5yovZysto2TY0NCAnJ6fTHV07kr6Adi7bsFgsYSugk5OTYbFYDBE8hQ6zlRezlRNzlRezlZdRs+1u2S8vIiQiIiIi8gML6BAw0jsmCi1mKy9mKyfmKi9mKy8Rs5X+RioNDQ1ITU1FfX19WJZwEBEREZEcfK0bpV8DHW7O7U64TZ58mK28mK2cmKu8jJCt3W5Ha2trVF5bZrqu4+DBg0hKSopItrGxsSGZ8WYBHSRN07B9+3YUFRUJ+SsI8o7ZyovZyom5yiua2eq6joqKCtTV1UX0dXsKXdfR2tqK2NjYiL05SktLg9VqDer1WEATEREReeEsnvv06YPExET+diPEdF2HzWZDfHx82D+3uq7j0KFDqKqqAgBkZ2cHfC4W0EREREQe2O12V/GcmZkZ7e5ISdd16LoekQIaABISEgAAVVVV6NOnT8C/0eAuHCEQHx8f7S5QmDBbeTFbOTFXeUUjW+ea58TExIi/dk8S6Vl9Z57BrGnnDHSQTCYTCgsLo90NCgNmKy9mKyfmKq9oZ8tlG+GjKIprVjiSrxkszkAHSdM0VFdXQ9O0aHeFQozZyovZyom5yovZykvXdbS1tUG0XZVZQAdJ13WUl5cLFzx1j9nKi9nKibnKi9lG34ABA/DII4+E5dwtLS1hOW84sYAmIiIiCiO7pmP1tmq8tfFnrN5WDbsWvjcCiqJ0+WfBggUBnXfdunW46qqrgurbmWeeiXnz5gV1DqPgGmgiIiKiMFmxaR8WvlOKffU2V1t2ajzumDwUE4cHvo2aN/v27XP9+z//+Q9uv/12lJWVudqSk5Nd/9Z1HXa7HTEx3ZeDvXv3Dm1HBccZ6BBISUmJdhcoTJitvJitnJirvETMdsWmfZj14ga34hkAKuptmPXiBqzYtM/LMwNntVpdf1JTU6EoiuvjLVu2ICUlBe+//z5OPPFEmM1mfPnll9i2bRvOP/98ZGVlITk5GSeddBI++ugjt/N2XMKhKAr++c9/4sILL0RiYiLy8/Px9ttvB9RnVXWUo//9738xbNgwmM1mDBgwAA8++KDbcU8++STy8/MRHx+PrKwsXHTRRa7HXnvtNRQVFSEhIQGZmZkYP348Dh48GFB/fOpz2M7cQ5hMJuTl5fGuVxJitvJitnJirvIySra6ruNQS5tPfxptrbjj7RJ4WqzhbFvwdikaba0+nS+U679vvfVW3Hvvvdi8eTNGjBiBpqYmnHvuuVi1ahW+++47TJw4EZMnT8bu3bu7PM/ChQtxySWX4IcffsC5556L6dOno6amxq++KIqC+Ph4bNiwAZdccgkuu+wyFBcXY8GCBZg/fz6WLl0KAPj2229x3XXX4c4770RZWRlWrFiB008/HYBj1n3atGn4/e9/j82bN+PTTz/FlClTwrpmnks4gqRpmmszbuc7KLumY+2OGlQ12tAnJR6jB2bApHILHNF4ypbkwGzlxFzlZZRsD7faMfT2D0JyLh1ARYMNRQs+9On40jsnIDEuNGXbnXfeiXPOOcf1cUZGBkaOHOn6+K677sIbb7yBt99+G3PmzPF6npkzZ2LatGkAgHvuuQePPvoo1q5di4kTJ/rcF+cuHA899BDGjRuH+fPnAwAGDx6M0tJSPPDAA5g5cyZ2796NpKQk/OpXv0JKSgr69++P448/HoCjgG5ra8OUKVPQv39/AEBRUZHvn5AA8CdMkHRdR0VFhetdzopN+3DqfR9j2rPf4PqXN2Las9/g1Ps+DsuvaSi8OmZL8mC2cmKu8mK2oTVq1Ci3j5uamnDzzTdjyJAhSEtLQ3JyMjZv3tztDPSIESNc/05KSoLFYnHdJtsfra2t2Lx5M8aOHevWPnbsWGzduhV2ux3nnHMO+vfvj0GDBuG3v/0tXnrpJRw6dAgAMHLkSIwbNw5FRUW4+OKL8eyzz6K2ttbvfviDM9Ah5Fzr1PHb27nWafHlJ4TlggEiIiIKv4RYE0rvnODTsWt31GDmknXdHrf0ipMwemCGT68dKklJSW4f33zzzVi5ciX+7//+D8ceeywSEhJw0UUXdbu9XGxsrNvHiqKEba/ulJQUbNiwAZ9++ik+/PBD3H777ViwYAHWrVuHtLQ0rFy5El9//TU+/PBDPPbYY/jb3/6GNWvWYODAgWHpD2egQ8Su6Vj4TmmXa50WvlMa1q1riIiIKHwURUFiXIxPf07L743s1Hh4W8CpwLEbx2n5vX06XzjvhvjVV19h5syZuPDCC1FUVASr1YqdO3eG7fU8GTJkCL766qtO/Ro8eLBr7XtMTAzGjx+P+++/Hz/88AN27tyJjz/+GIAjm7Fjx2LhwoX47rvvEBcXhzfeeCNs/eUMdJAURUFGRga+3VXb6Srb9nQA++ptWLujBmPyMiPXQQqYM1vewlU+zFZOzFVeImZrUhXcMXkoZr24AQrgNsHmHMUdk4ca4hqp/Px8vP7665g8eTIURcH8+fPDNpO8f/9+bNy40fWxruvIzMzEjTfeiNGjR+Ouu+7CpZdeitWrV+Pxxx/Hk08+CQD43//+h+3bt+P0009Heno63nvvPWiahoKCAqxZswarVq3CL3/5S/Tp0wdr1qzB/v37MWTIkLCMAeAMdNBUVUVubi72N/l2F52qRu9FNhmLM1tejCQfZisn5iovUbOdODwbiy8/AdbUeLd2a2q8oZZ1PvTQQ0hPT8cvfvELTJ48GRMmTMAJJ5wQltdatmwZjj/+eNefE044Ac8//zxOPPFEvPLKK3j55ZcxfPhw3H777bjzzjsxc+ZMAEBaWhpef/11nH322RgyZAieeuopLF++HMOGDYPFYsHnn3+Oc889F4MHD8Ztt92GBx98EJMmTQrLGABA0SVfkd/Q0IDU1FTU19fDYrGE/PyapmHPnj3Y05KA3/xzbbfHL//jKZyBFoQz2379+gn3Q5u6xmzlxFzlFa1sbTYbduzYgYEDByI+Pr77J3jB3bm803UdLS0tiIuLi9hvGLrK1de6kT9hgqTrOmpqajCqf7pPa518uVCAjMGZreTvMXskZisn5iov0bM1qQrG5GXi/OOOwZi8TBbPHdjt9mh3wW8soEPEudbJE6OtdSIiIiKiwLGADiHnWqfMpDi3dqOtdSIiIiKiwHEXjiA57zHvXLczcXg2jklLxOTHv0SKOQbP/G4U1zoJqmO2JA9mKyfmKi9mK7eO+0mLgAV0kFRVhdVqdWtLiXd8WjVd5wWDAvOULcmB2cqJucqL2cpLURQhC2gu4QiS3W7Htm3b3BbAJ8Y5Nvw+1GoX9oIH8pwtyYHZyom5yovZykvXddhsNuHqJRbQIdDY2Oj2ccKRAlrXgea28GxETpHRMVuSB7OVE3OVF7OVV7hu2hJOLKDDIDHu6MqYQy18t0xEREQkk6gX0D///DMuv/xyZGZmIiEhAUVFRfj2229dj+u6jttvvx3Z2dlISEjA+PHjsXXr1ij2uHsmVYE5xvGpPdTSFuXeEBEREVEoRbWArq2txdixYxEbG4v3338fpaWlePDBB5Genu465v7778ejjz6Kp556CmvWrEFSUhImTJgAm80Yt8RWFAU5OTmdrgx2rYPmDLSwvGVL4mO2cmKu8mK2kXfmmWdi3rx5EXmtuLi47g8ymKjuwnHfffchJycHS5YscbUNHDjQ9W9d1/HII4/gtttuw/nnnw8AeP7555GVlYU333wTl112WcT73JGqqsjM7LzTRmJcDGoPtbKAFpi3bEl8zFZOzFVewmZbVw4cqvb+eGImkJYT0pecPHkyWltbsWLFik6PffHFFzj99NPx/fffY8SIEUG9ztKlSzFv3jzU1dUFdR5FURATI96mcFGdgX777bcxatQoXHzxxejTpw+OP/54PPvss67Hd+zYgYqKCowfP97VlpqaipNPPhmrV6+ORpc7sdvt2LJlS6crgxNcM9BcwiEqb9mS+JitnJirvITMtq4cePxE4JkzvP95/ETHcSF05ZVXYuXKldizZ0+nx5YsWYJRo0YFXTyHkq7rOHz4MHfh8Mf27duxePFi5Ofn44MPPsCsWbNw3XXX4d///jcAoKKiAgCQlZXl9rysrCzXYx01NzejoaHB7Q/g+OZz/nFe7alpmsf29m1dtTvDPnz4cKf2xFhHAX3Q1urWrut6p/MA8NresY/e2kM9Jk/tnvoo+5jaZyvLmGTMKZAxObOVaUwy5uTvmA4fPizdmGTMKZAxHT58OGpjcp6r/Z9u2w8dANqa0aW2ZuBQtcfz+POnfV/OO+889O7d2/XbfWd7Y2MjXn31Vfz+979HdXU1pk2bhmOOOQaJiYkoKirCsmXL3I739m9fPwe7du3C+eefj+TkZFgsFlxyySWoqKhwHbNx40acddZZsFgsyMrKwqhRo7Bu3Trouo6dO3di8uTJSE9PR1JSEoYNG4Z333034L54a/f2teeLqM6Za5qGUaNG4Z577gEAHH/88di0aROeeuopzJgxI6BzLlq0CAsXLuzUXlJSguTkZABARkYGcnNzsWfPHtTU1LiOsVqtsFqt2Llzp9t2OTk5OcjMzMTWrVvd1l4PGjQISUlJqK2tRUlJiWttVkFBgWsGumzbDvRurQQAFBUVoaWlBWVlZa5zmEwmFBUVobGxEdu3b3e1x8fHo7CwELW1tSgvP/ruNCUlBXl5eaiqqnJ7ExHKMVksFpSWlrp+cDjHFBcXh+LiYrfPq8xj2rJlC2pqalBSUoKYmBgpxiRjToGMSdd11NTUYNeuXcjPz5diTDLm5O+YnLnu378fffv2lWJMMuYUyJh0XUdraysARHRMiYmJAIC2tjZHAa/rQOthmEwqzGYzWpqbYbcfLbpiY2MQGxuLZpsNelM9EuCDtsM4XO++zCM+3gxFUXD4cLvrvWITkJCYCF3XO10HlpiYCE3T0NzsKNinTZuGpUuX4rbbboPdbkdLSwteeukl2O12TJkyBTabDccddxyuu+46WCwWrFixAr/73e9w7LHHYuTIka5isq2tDW1tbY4xNTe7FZjOf3fcw9lsdvT917/+NZKTk/HBBx+gra0NN910Ey677DK89957AIDf/OY3GDlyJNasWYPW1lYUFxe73ijNmjULdrsdn3zyCWJjY7FlyxbExsbCZrMhISHBNSYnVVURHx+PtrY219eJM2+z2YyWlha3rxnnv3/++WccOnTI1Z6Tk+PzTV0Uvf2oI6x///4455xz8M9//tPVtnjxYtx99934+eefsX37duTl5eG7777Dcccd5zrmjDPOwHHHHYd//OMfnc7Z3Nzs+gICgIaGBuTk5KCmpgYWiwWAY72NqqrQNM0tdGd7+09yV+3Oc/zwww8YNmwYTCaTq/3Kpevwcdl+3HvhcFw8qp+rHei836HJZIKu6x7bO/bRW3sox6Qoisd2T32XeUytra0oKSlxZSvDmGTMKZAx2e12V7ZxcXFSjKm79p4wJmeuw4cPR2xsrBRj6q7vPWVMzmw9LT0I55hsNht2796NAQMGID4+Hmg5CGXRMZ36EAn6X34G4pI8PqYoilu/t2zZgqFDh+KTTz7BGWecAcBRO/Xv3x/PP/98p+MBx9rpwsJCPPDAAwCAs846CyNHjsQjjzzi8filS5fihhtuQG1tbaf+fPTRR5g0aRK2b9+OnBzHGu/S0lIMHz4ca9aswUknnYTU1FQ8+uijmDFjBg4fPoz4+HjXROTIkSMxdepU3H777d2ONZB2m82GnTt3Ijc315Fru2ObmpqQmpqK+vp6V93oSVRnoMeOHev2zhAAfvzxR/Tv3x+A44JCq9WKVatWuQrohoYGrFmzBrNmzfJ4TrPZDLPZ3KndWQC15/zm8nSsr+2qqiIvLw+xsbFuVwcnmB2f2sNtWqfneTqPoihez++Jv+3+jClU7aKPKTY2tlO2oo9JxpwCGVP779v27d6OD0cf/W3viTn52+7M1XlBkgxjCkcf/W03wpic2TrfGAR6Hidfx+Q8RlEUx+tGcReQ7l6//edlyJAh+MUvfoF//etfOPPMM/HTTz/hiy++wJ133ul6Y3XPPffglVdewc8//4yWlhY0NzcjMTHR7TyucXc4f/uPPeWxefNm5OTkIDc319U2bNgwpKWlYcuWLRg9ejRuvPFG/PGPf8SLL76Is88+G5dccgmOPfZYAMB1112HWbNm4cMPP8T48eMxdepUtzdP3r4GfG13fuypNvRVVAvoG264Ab/4xS9wzz334JJLLsHatWvxzDPP4JlnngHgGOC8efNw9913Iz8/HwMHDsT8+fPRt29fXHDBBdHsuouiKB7foTjXQHMXDnF5y5bEx2zlxFzlZZhsYxOBv+717diKH4B/Tez+uN+vAKw+XNQXm+jb6x5x5ZVXYu7cuXjiiSewZMkS5OXluWajH3jgAfzjH//AI488gqKiIiQlJWHevHluyyLCbcGCBfjNb36Dd999F++//z4WLlyIl19+GRdeeCH+8Ic/YMKECXj33Xfx4YcfYtGiRXjwwQcxd+7ciPWvO1G9iPCkk07CG2+8geXLl2P48OG466678Mgjj2D69OmuY/785z9j7ty5uOqqq3DSSSehqakJK1ascJtyjya73e5at9Oecx/owyygheUtWxIfs5UTc5WXYbJVFMcyCl/+xPi0AtpxnC/n83P2+5JLLoGqqli2bBmef/55/P73v3fNvH711Vc4//zzcfnll2PkyJEYNGgQfvzxR38/G14NGTIE5eXlbuvJS0tLUVdXh6FDh7raBg8ejHnz5uHNN9/ElClT3LY1zsnJwTXXXIPXX38dN910k9subUYQ9Y33fvWrX+FXv/qV18cVRcGdd96JO++8M4K98o+nb+iEI7fz5gy02KL+w5rChtnKibnKi9n6Jzk5GZdeein+8pe/oKGhATNnznQ9lp+fj9deew1ff/010tPT8dBDD6GystKtuPWF3W7Hxo0b3drMZjPGjx+PoqIiTJ8+HY888gja2tpw7bXX4owzzsCoUaNw+PBh/OlPf8JFF12EAQMGYNu2bVi3bh2mTp0KAJg3bx4mTZqEwYMHo7a2Fp988gmGDBkS7KckpKJeQMsqyTkD3cp9oImIiHqcxEwgxtz1VnYxZsdxYXLllVfiueeew7nnnou+ffu62m+77TZs374dEyZMQGJiIq666ipccMEFqK+v9+v8TU1NOP74493a8vLy8NNPP+Gtt97C3Llzcfrpp0NVVUycOBGPPfYYAMfa4+rqavzud79DZWUlMjMzMWXKFNcuana7HbNnz8aePXtgsVgwceJEPPzww0F+NkKLBXSYOLexO9jMd8xEREQ9TloOMGd9xO9E2N6YMWM87kyRkZGBN998s8vnfvrpp10+PnPmTLdZ7Y5yc3Px1ltveXwsLi4Oy5cvB3D0RioJCQmuJSbOQtvIWEAHSVVVFBQUdLpyN5FLOITnLVsSH7OVE3OVl7DZpuWEtUCWhVGua/OHYF+JxhQXF9epLZFLOKTgKVuSA7OVE3OVF7OVl7ft54yMBXSQNE1DcXFxpw3ZnUs4OAMtLm/ZkviYrZyYq7yYrdyct2kXCQvoMOE2dkRERERyYgEdJlwDTURERCQnFtBhkuhawsE10ERERCLj0hG5hCJP7sIRJFVVUVRU5GEXDq6BFp23bEl8zFZOzFVe0co2Li4Oqqpi79696N27N+Li4oS84M3IdF2Hoiiw2Wxh/9zquo6Wlhbs378fqqoGdWEqC+gQaGlp6bQFS4JrFw6764uDxOMpW5IDs5UTc5VXNLJVVRUDBw7Evn37sHfv3oi+dk8S6TopMTERubm5Qb0hYwEdJE3TUFZWhqKiIphMJle7cw20rgO2Vs1VUJM4vGVL4mO2cmKu8opmtnFxccjNzUVbWxtvJx4GdrsdP/74IwYPHhyRbE0mE2JiYoIu2FlAh0lC7NEvgkMtbSygiYiIBKUoCmJjYxEbGxvtrkjHbrdDURTEx8cL9caXC8XCxKQqiI91fHq5DpqIiIhIHiygQ8DbOyZuZSc+kd4Nk3+YrZyYq7yYrbxEzJZLOIJkMplQVFTk8THnMg5uZSemrrIlsTFbOTFXeTFbeYmaLWegg6TrOhoaGqDreqfHeDdCsXWVLYmN2cqJucqL2cpL1GxZQAdJ0zRs377d46bc3AtabF1lS2JjtnJirvJitvISNVsW0GHkWgPdygKaiIiISBYsoMPo6BIOroEmIiIikgUL6BDwdmck597PB5s5Ay0q3tFMXsxWTsxVXsxWXiJmy104gmQymVBYWOjxscR2t/Mm8XSVLYmN2cqJucqL2cpL1Gw5Ax0kTdNQXV3t5SJC5z7QXMIhoq6yJbExWzkxV3kxW3mJmi0L6CDpuo7y8vIut7HjLhxi6ipbEhuzlRNzlRezlZeo2bKADiPuA01EREQkHxbQYZTAW3kTERERSYcFdAikpKR4bD+6hINroEXlLVsSH7OVE3OVF7OVl4jZcheOIJlMJuTl5Xl8jGugxdZVtiQ2Zisn5iovZisvUbPlDHSQNE1DRUWFx6tHE2JZQIusq2xJbMxWTsxVXsxWXqJmywI6SLquo6KiwuPVo0lmxwQ/LyIUU1fZktiYrZyYq7yYrbxEzZYFdBg570R4qJVroImIiIhkwQI6jFxroHkrbyIiIiJpsIAOkqIoyMjIgKIonR5LjOU2diLrKlsSG7OVE3OVF7OVl6jZcheOIKmqitzcXI+POZdwHG61Q9N0qKpYXxw9XVfZktiYrZyYq7yYrbxEzZYz0EHSNA27d+/2ePWocwkHANjaOAstmq6yJbExWzkxV3kxW3mJmi0L6CDpuo6amhqPV486t7EDuIxDRF1lS2JjtnJirvJitvISNVsW0GGkqoqriOZWdkRERERyYAEdZs5lHAd5O28iIiIiKbCADpKiKLBarV6vHk3g7byF1V22JC5mKyfmKi9mKy9Rs+UuHEFSVRVWq9Xr484ZaC7hEE932ZK4mK2cmKu8mK28RM2WM9BBstvt2LZtG+x2zwVyYhz3ghZVd9mSuJitnJirvJitvETNlgV0CDQ2Nnp9zHU3Qq6BFlJX2ZLYmK2cmKu8mK28RMyWBXSYcQkHERERkVxYQIdZwpElHAdZQBMRERFJgQV0kBRFQU5OjterRxNd+0BzCYdousuWxMVs5cRc5cVs5SVqttyFI0iqqiIzM9Pr49zGTlzdZUviYrZyYq7yYrbyEjVbzkAHyW63Y8uWLV6vHk0ys4AWVXfZkriYrZyYq7yYrbxEzZYFdAjYbDavjzm3seNFhGLqKlsSG7OVE3OVF7OVl4jZsoAOs4Qja6APtbKAJiIiIpIBC+gwc+0D3cyLCImIiIhkwAI6SKqqYtCgQVBVz59KXkQoru6yJXExWzkxV3kxW3mJmi134QiSoiiwWCxeH3fdyptLOITTXbYkLmYrJ+YqL2YrL1GzFavcNyC73Y7i4mLvu3DEcR9oUXWXLYmL2cqJucqL2cpL1GxZQIdAV6FzCYfYRPuGJt8xWzkxV3kxW3mJmC0L6DBzLeFgAU1EREQkBRbQYebahYNLOIiIiIikwAI6SKqqoqCgoNtdOGytGjRNj2TXKEjdZUviYrZyYq7yYrbyEjVbsXprUHFxcV4fS4o7utHJYe7EIZyusiWxMVs5MVd5MVt5iZgtC+ggaZqG4uJiaJrm8fH4WBWK4vg310GLpbtsSVzMVk7MVV7MVl6iZssCOswURXHdzvswC2giIiIi4bGAjgDnhYQHeSEhERERkfBYQEcA94ImIiIikgcL6CCpqoqioqIurx5NjHVcSMglHGLxJVsSE7OVE3OVF7OVl6jZitVbg2ppaeny8UQz94IWVXfZkriYrZyYq7yYrbxEzJYFdJA0TUNZWVmXV48610BzGzux+JItiYnZyom5yovZykvUbFlAR0BCLG/nTURERCQLFtAR4NqFo5lLOIiIiIhExwI6BEwmU5ePu5ZwcAZaON1lS+JitnJirvJitvISMduY7g+hrphMJhQVFXV5jGsbO66BFoov2ZKYmK2cmKu8mK28RM02qjPQCxYsgKIobn8KCwtdj9tsNsyePRuZmZlITk7G1KlTUVlZGcUed6brOhoaGqDrutdjkuK4jZ2IfMmWxMRs5cRc5cVs5SVqtlFfwjFs2DDs27fP9efLL790PXbDDTfgnXfewauvvorPPvsMe/fuxZQpU6LY2840TcP27du7vHr06I1UuAZaJL5kS2JitnJirvJitvISNduoL+GIiYmB1Wrt1F5fX4/nnnsOy5Ytw9lnnw0AWLJkCYYMGYJvvvkGp5xySqS7GrBE3omQiIiISBpRL6C3bt2Kvn37Ij4+HmPGjMGiRYuQm5uL9evXo7W1FePHj3cdW1hYiNzcXKxevdprAd3c3Izm5mbXxw0NDQAAu90Ou91RwCqKAlVVoWma268MnO3O47prd941R9d1t8ec7c53U/Exjo8PNbdB1/VO77JMJpPX9o599NYeyjEpiuJ1rB376K1dhjHZ7Xa3bGUYk4w5BTKm9tnKMqbu2nvCmJy5apoGk8kkxZi663tPGZMzW+e/ZRiTs48y5RTImHRd71RHRXNMvopqAX3yySdj6dKlKCgowL59+7Bw4UKcdtpp2LRpEyoqKhAXF4e0tDS352RlZaGiosLrORctWoSFCxd2ai8pKUFycjIAICMjA7m5udizZw9qampcx1itVlitVuzcuRONjY2u9pycHGRmZmLr1q2w2Wyu9kGDBiEpKQkNDQ0oKSlxfeILCgoQFxeH4uJiAMCBikMAgIMtdthsNpSVlbnO4Vw839jYiO3bt7va4+PjUVhYiNraWpSXl7vaU1JSkJeXh6qqKrfPQyjHZLFYUFpa6vaF1XFMTkVFRWhpaZFyTFu2bEF9fT1KSkoQExMjxZhkzCmQMem6jvr6euzatQv5+flSjEnGnPwdkzPX/fv3o2/fvlKMScacAhmTruuuAkyWMQHy5RTImIYOHYrY2Fi3OiqaY4qNjYUvFN1Aq7br6urQv39/PPTQQ0hISMAVV1zhNpsMAKNHj8ZZZ52F++67z+M5PM1A5+TkoKamBhaLBUDk32V9vKUKf3xhA0b0S8Vbs8dK9c5RxnfDHBPHxDFxTBwTx8Qx9cwxNTU1ITU1FfX19a660ZOoL+FoLy0tDYMHD8ZPP/2Ec845By0tLairq3Obha6srPS4ZtrJbDbDbDZ3ajeZTJ32GXSG5ulYX9s1TUNdXR3S09M7nc95fFK8493M4RY7FEXxeB5v7d766G+7P2MKVbvoY1IUBbW1tW7Zij4mGXMKZEyaprmybd/u7fhw9NHf9p6Yk7/tHXOVYUzh6KO/7UYYk6ZpqKmpQXp6ujRjCnW7qGNq/33b8bWjNSZfRH0Xjvaampqwbds2ZGdn48QTT0RsbCxWrVrlerysrAy7d+/GmDFjothLd7quu34l7E1iHG/lLSJfsiUxMVs5MVd5MVt5iZptVGegb775ZkyePBn9+/fH3r17cccdd8BkMmHatGlITU3FlVdeiRtvvBEZGRmwWCyYO3cuxowZI9QOHEC7OxHyRipEREREwotqAb1nzx5MmzYN1dXV6N27N0499VR888036N27NwDg4YcfhqqqmDp1KpqbmzFhwgQ8+eST0exyQBJiHQX0wWbuA01EREQkuqgW0C+//HKXj8fHx+OJJ57AE088EaEeBSYlJaXLx50z0M1tGuyaDpPq+zYpFF3dZUviYrZyYq7yYrbyEjFbQ11EKCKTyYS8vLwuj0kyH/00H261I9nMT7sIfMmWxMRs5cRc5cVs5SVqtoa6iFBEmqahoqKi0zYr7ZljVDj35ubtvMXhS7YkJmYrJ+YqL2YrL1GzZQEdJF3XUVFR0eXVo4qiIPHIOujD3IlDGL5kS2JitnJirvJitvISNVsW0BGScGQru4PNLKCJiIiIRMYCOkKObmXHJRxEREREImMBHSRFUZCRkeG6f7s3zgKaN1MRh6/ZkniYrZyYq7yYrbxEzZbbQQRJVVXk5uZ2exwLaPH4mi2Jh9nKibnKi9nKS9RsOQMdJE3TsHv37m6vHnXezpsXEYrD12xJPMxWTsxVXsxWXqJmywI6SLquo6ampturRxM4Ay0cX7Ml8TBbOTFXeTFbeYmaLQvoCDm6hIMXERIRERGJjAV0hHANNBEREZEcWEAHSVEUWK1WH3bhcKyBZgEtDl+zJfEwWzkxV3kxW3mJmi134QiSqqqwWq3dHufaB5pLOITha7YkHmYrJ+YqL2YrL1Gz5Qx0kOx2O7Zt2wa7veuZZV5EKB5fsyXxMFs5MVd5MVt5iZotC+gQaGxs7PaYxNgjBXSrWF8gPZ0v2ZKYmK2cmKu8mK28RMyWBXSEuNZAN3MJBxEREZHIWEBHCJdwEBEREcmBBXSQFEVBTk5Ot1ePJpmPXETIJRzC8DVbEg+zlRNzlRezlZeo2XIXjiCpqorMzMxuj0uI5TZ2ovE1WxIPs5UTc5UXs5WXqNlyBjpIdrsdW7Zs6fbq0aPb2LGAFoWv2ZJ4mK2cmKu8mK28RM2WBXQI2Gy2bo/hrbzF5Eu2JCZmKyfmKi9mKy8Rs2UBHSHOiwgPcgaaiIiISGgsoCMk6cg2di1tGuyaHuXeEBEREVGgWEAHSVVVDBo0CKra9afSOQMNcBmHKHzNlsTDbOXEXOXFbOUlarZi9daAFEWBxWLpdvsVc4wK9cghvJBQDL5mS+JhtnJirvJitvISNVsW0EGy2+0oLi7u9upRRVGO3o2QBbQQfM2WxMNs5cRc5cVs5SVqtiygQ8DX0Hk3QvGI9g1NvmO2cmKu8mK28hIxWxbQEcSt7IiIiIjExwI6griEg4iIiEh8LKCDpKoqCgoKfLp6NJFLOITiT7YkFmYrJ+YqL2YrL1GzFau3BhUXF+fTca7bebdyCYcofM2WxMNs5cRc5cVs5SVitiygg6RpGoqLi6FpWrfHxsc4Pt2rt1Vj9bZq3lDF4PzJlsTCbOXEXOXFbOUlarYx0e5AT7Fi0z588dMBAMAr3+7BK9/uQXZqPO6YPBQTh2dHuXdERERE5CvOQEfAik37MOvFDbC1ur+7qqi3YdaLG7Bi074o9YyIiIiI/MUCOszsmo6F75TC02INZ9vCd0q5nIOIiIhIEIqu61JXbg0NDUhNTUV9fT0sFkvIz6/rOjRNg6qqHm9DuXpbNaY9+02351n+x1MwJi8z5P2jwHWXLYmL2cqJucqL2crLaNn6WjdyBjoEWlpavD5W1Wjz6Ry+HkeR1VW2JDZmKyfmKi9mKy8Rs2UBHSRN01BWVub16tE+KfE+ncfX4yhyusuWxMVs5cRc5cVs5SVqtiygw2z0wAxkp8bD2y8lFADZqfEYPTAjkt0iIiIiogCxgA4zk6rgjslDPT7mLKrvmDwUJjX6636IiIiIqHssoEPAZDJ1+fjE4dlYfPkJ6J3sfqcda2o8Fl9+AveBNrDusiVxMVs5MVd5MVt5iZgtd+GIoJqmFpxw90oAwAu/H41fHNuLM89EREREBsFdOCJE13U0NDTAl/chaYmxroJ5sDWFxbPB+ZMtiYXZyom5yovZykvUbFlAB0nTNGzfvt2nq0dVVUF6YiwAoOageFu29DT+ZEtiYbZyYq7yYrbyEjVbFtARlpHkWAddywKaiIiISEgsoCMsPdFRQFezgCYiIiISEgvoEIiP9/0mKK4Z6EMsoEXgT7YkFmYrJ+YqL2YrLxGzjYl2B0RnMplQWFjo8/HpRwporoE2Pn+zJXEwWzkxV3kxW3mJmi1noIOkaRqqq6t9XvyeyQJaGP5mS+JgtnJirvJitvISNVsW0EHSdR3l5eU+b7/iXAPNAtr4/M2WxMFs5cRc5cVs5SVqtiygI4xroImIiIjExgI6wjJcSzhao9wTIiIiIgoEC+gQSElJ8fnYowV0c7i6QyHkT7YkFmYrJ+YqL2YrLxGz5S4cQTKZTMjLy/P5+HTXjVRaoes6FIW38zYqf7MlcTBbOTFXeTFbeYmaLWegg6RpGioqKny+ejTjyEWELXYNB1vs4ewaBcnfbEkczFZOzFVezFZeombLAjpIuq6joqLC56tHE+JMSIg1AQBqmnghoZH5my2Jg9nKibnKi9nKS9RsWUBHgWsdNHfiICIiIhIOC+goSE+KBQDUci9oIiIiIuGwgA6SoijIyMjw62LAjCQzAN5MxegCyZbEwGzlxFzlxWzlJWq23IUjSKqqIjc316/nZCQ6ZqBZQBtbINmSGJitnJirvJitvETNljPQQdI0Dbt37/br6tF0roEWQiDZkhiYrZyYq7yYrbxEzZYFdJB0XUdNTY1fV486t7LjGmhjCyRbEgOzlRNzlRezlZeo2bKAjoKMZEcBXc0CmoiIiEg4LKCjgDPQREREROJiAR0kRVFgtVr9unqUa6DFEEi2JAZmKyfmKi9mKy9Rs+UuHEFSVRVWq9Wv52Q6C2jOQBtaINmSGJitnJirvJitvETNljPQQbLb7di2bRvsdrvPz3HOQNcfbkWbXayrTnuSQLIlMTBbOTFXeTFbeYmarWEK6HvvvReKomDevHmuNpvNhtmzZyMzMxPJycmYOnUqKisro9dJLxobG/06Pi3BsQ+0rjuKaDIuf7MlcTBbOTFXeTFbeYmYrSEK6HXr1uHpp5/GiBEj3NpvuOEGvPPOO3j11Vfx2WefYe/evZgyZUqUehk6MSYVqUeK6FqugyYiIiISStQL6KamJkyfPh3PPvss0tPTXe319fV47rnn8NBDD+Hss8/GiSeeiCVLluDrr7/GN998E8Ueh4ZzHXR1EwtoIiIiIpFE/SLC2bNn47zzzsP48eNx9913u9rXr1+P1tZWjB8/3tVWWFiI3NxcrF69GqeccorH8zU3N6O5udn1cUNDAwDHGhvn+hpFUaCqKjRNc9u429necR2Ot3ZVVaEoCo455hi3O+ioquN9Sce76rRvTztyO+/qJhsAx0biHY83mUyd+uitPdRj8tTe3Zg69lGGMbXPVpYxdexjTxxT+2xlGVN37T1hTM5cncfIMKbu+t5TxqRpGvr16yfVmJx97OljAoB+/foZZky+imoB/fLLL2PDhg1Yt25dp8cqKioQFxeHtLQ0t/asrCxUVFR4PeeiRYuwcOHCTu0lJSVITk4GAGRkZCA3Nxd79uxBTU2N6xir1Qqr1YqdO3e6rcfJyclBZmYmtm7dCpvN5mofNGgQLBYLKioq8PPPP7vaCwoKEBcXh+LiYrc+FBUVoaWlBWVlZYixO85T8tNunDviGDQ2NmL79u2uY+Pj41FYWIja2lqUl5e72lNSUpCXl4eqqiq3z0Oox1RaWur2heXLmJxMJhOKioqkGdPPP/8s3ZgA+XIKZEwNDQ3SjUnGnPwdk91ul25MMuYUyJhUVUVxcbFUY5IxJ3/HlJSUhJKSEkOMKTY2Fr5Q9CjdO7G8vByjRo3CypUrXWufzzzzTBx33HF45JFHsGzZMlxxxRVus8kAMHr0aJx11lm47777PJ7X0wx0Tk4OampqYLFYAIT2XZamaSgrK8Oxxx4Lk8nkage6fuf4l9c34ZX1e3Dj+HxcN36wsO8cZXw37GxvbW3FTz/95MpWhjHJmFMgY7Lb7a5s4+LipBhTd+09YUzOXPPz8xEbGyvFmLrre08Zk3OnhsGDB6MjUcfk7KNMOQUyJl3XsXXrVuTl5bnqqGiOqampCampqaivr3fVjZ5EbQZ6/fr1qKqqwgknnOBqs9vt+Pzzz/H444/jgw8+QEtLC+rq6txmoSsrK7vcL9BsNsNsNndqdxZA7TnD9HSsP+0tLS0ez9/VeTKSHX2sO9wGwBGap+O99dHfdn/HFIp2GcbUMVsZxtRRTx2TM9uO7d6OD3Uf/W3vqTn5297S0uL6WJYxhbqP/rYbZUzOyTGZxhTKdlHHZLfb0dzc7LGOitaYfBG1AnrcuHGdpvGvuOIKFBYW4pZbbnFNo69atQpTp04FAJSVlWH37t0YM2ZMNLocUhlJ3IWDiIiISERRK6BTUlIwfPhwt7akpCRkZma62q+88krceOONyMjIgMViwdy5czFmzBivFxCKJD2RdyMkIiIiElHUd+HoysMPPwxVVTF16lQ0NzdjwoQJePLJJ6PdLTeqqroubPBHZjILaKMLNFsyPmYrJ+YqL2YrL1GzjdpFhJHS0NDg02LwSPtudy0ufPJrHJOWgK9uPTva3SEiIiLq8XytG8Uq9w3Ibrd32lLHFxlHbqTCNdDGFWi2ZHzMVk7MVV7MVl6iZssCOgQCCd1ZQB9qscPWKtYXTU8i2jc0+Y7Zyom5yovZykvEbFlAR0myOQaxJscdb7gOmoiIiEgcLKCjRFEU7sRBREREJCAW0EFSVRUFBQUBXT3qXMbBAtqYgsmWjI3Zyom5yovZykvUbMXqrUHFxcUF9DxeSGh8gWZLxsds5cRc5cVs5SVitiygg6RpGoqLizvdq90X6ZyBNrRgsiVjY7ZyYq7yYrbyEjVbFtBRlHFkDXQtC2giIiIiYbCAjiLnEo5qFtBEREREwmABHUVcA01EREQkHhbQQVJVFUVFRQFdPco10MYWTLZkbMxWTsxVXsxWXqJmK1ZvDaqlJbACOJMFtOEFmi0ZH7OVE3OVF7OVl4jZsoAOkqZpKCsrC2wXDteNVFpD3S0KgWCyJWNjtnJirvJitvISNVsW0FHUfg20rutR7g0RERER+YIFdBSlJ8UCAOyajgZbW5R7Q0RERES+YAEdAiaTKaDnmWNMSDbHAOA6aKMKNFsyPmYrJ+YqL2YrLxGzZQEdJJPJhKKiooDDd85Cs4A2nmCzJeNitnJirvJitvISNVsW0EHSdR0NDQ0Br2Hm3QiNK9hsybiYrZyYq7yYrbxEzZYFdJA0TcP27dsDvno0g1vZGVaw2ZJxMVs5MVd5MVt5iZotC+goc91MhXcjJCIiIhICC+go4xIOIiIiIrGwgA6B+Pj4gJ/rnIGuZgFtSMFkS8bGbOXEXOXFbOUlYrYx0e6A6EwmEwoLCwN+vvN23pyBNp5gsyXjYrZyYq7yYrbyEjVbzkAHSdM0VFdXB7z4nWugjSvYbMm4mK2cmKu8mK28RM2WBXSQdF1HeXl54NvYcQbasILNloyL2cqJucqL2cpL1GxZQEdZBtdAExEREQmFBXSUOXfhaLS1odUu1q8viIiIiHoiFtAhkJKSEvBzLQmxUBXHv2u5DtpwgsmWjI3Zyom5yovZykvEbFlAB8lkMiEvLy/ge7ibVAWpCbEAgP+u34PV26ph18RaBySrYLMl42K2cmKu8mK28hI1WxbQQdI0DRUVFQFfPbpi0z402NoAAPetKMO0Z7/Bqfd9jBWb9oWymxSAYLMl42K2cmKu8mK28hI1WxbQQdJ1HRUVFQFdPbpi0z7MenFDpxnninobZr24gUV0lAWTLRkbs5UTc5UXs5WXqNmygI4Su6Zj4Tul8PTl4mxb+E4pl3MQERERGQwL6ChZu6MG++ptXh/XAeyrt2HtjprIdYqIiIiIusUCOkiKoiAjIwOKovj1vKpG78VzIMdR6AWaLRkfs5UTc5UXs5WXqNnGRLsDolNVFbm5uX4/r09KfEiPo9ALNFsyPmYrJ+YqL2YrL1Gz5Qx0kDRNw+7du/2+enT0wAxkp8bD2/stBUB2ajxGD8wIuo8UmECzJeNjtnJirvJitvISNVsW0EHSdR01NTV+Xz1qUhXcMXmox8ecRfUdk4fCpIr1Kw2ZBJotGR+zlRNzlRezlZeo2bKAjqKJw7Ox+PIT0CfF7NZuTY3H4stPwMTh2VHqGRERERF5wzXQUTZxeDbOKuiDwvkroANYfPkJ+OVQK2eeiYiIiAyKM9BBUhQFVqs1qKtHzbEm9D4yC52Tnsji2SBCkS0ZE7OVE3OVF7OVl6jZBlRAl5eXY8+ePa6P165di3nz5uGZZ54JWcdEoaoqrFYrVDW49yJZFsduGxVd7A1NkRWqbMl4mK2cmKu8mK28RM02oN7+5je/wSeffAIAqKiowDnnnIO1a9fib3/7G+68886QdtDo7HY7tm3bBrvdHtR5nAV0Jfd9NoxQZUvGw2zlxFzlxWzlJWq2ARXQmzZtwujRowEAr7zyCoYPH46vv/4aL730EpYuXRrK/gmhsbEx6HNkWRxLOCo5A20oociWjInZyom5yovZykvEbAMqoFtbW2E2Owq+jz76CL/+9a8BAIWFhdi3b1/oeteDWJ0z0A3NUe4JEREREXUloAJ62LBheOqpp/DFF19g5cqVmDhxIgBg7969yMzMDGkHewrXGugGzkATERERGVlABfR9992Hp59+GmeeeSamTZuGkSNHAgDefvtt19KOnkJRFOTk5AR99WhWqnMGmgW0UYQqWzIeZisn5iovZisvUbMNaB/oM888EwcOHEBDQwPS09Nd7VdddRUSExND1jkRqKoakll31xpoFtCGEapsyXiYrZyYq7yYrbxEzTagGejDhw+jubnZVTzv2rULjzzyCMrKytCnT5+QdtDo7HY7tmzZEvTVo8410LWHWmFrFetKVFmFKlsyHmYrJ+YqL2YrL1GzDaiAPv/88/H8888DAOrq6nDyySfjwQcfxAUXXIDFixeHtIMisNmCnzVOTYhFXIwjjv2NvJDQKEKRLRkTs5UTc5UXs5WXiNkGVEBv2LABp512GgDgtddeQ1ZWFnbt2oXnn38ejz76aEg72FMoiuKaheaFhERERETGFVABfejQIaSkpAAAPvzwQ0yZMgWqquKUU07Brl27QtrBnuToVnYsoImIiIiMKqAC+thjj8Wbb76J8vJyfPDBB/jlL38JAKiqqoLFYglpB41OVVUMGjQoJLeg7HPkQkLeztsYQpktGQuzlRNzlRezlZeo2QbU29tvvx0333wzBgwYgNGjR2PMmDEAHLPRxx9/fEg7aHSKosBisYRk+xXnDHQV10AbQiizJWNhtnJirvJitvISNduACuiLLroIu3fvxrfffosPPvjA1T5u3Dg8/PDDIeucCOx2O4qLi0Ny9ajrZiqcgTaEUGZLxsJs5cRc5cVs5SVqtgHtAw0AVqsVVqsVe/bsAQD069evx91ExckVel05cKja+4GJmUBajteHeTMV4xHtG5p8x2zlxFzlxWzlJWK2ARXQmqbh7rvvxoMPPoimpiYAQEpKCm666Sb87W9/E24dS0jU7wGePAlo62L5RYwZmLPeaxGdlcKbqRAREREZXUAF9N/+9jc899xzuPfeezF27FgAwJdffokFCxbAZrPh73//e0g7KYRD1V0Xz4Dj8UPVXgtoa+rRbex0XRduPRARERFRTxBQAf3vf/8b//znP/HrX//a1TZixAgcc8wxuPbaa3tUAa2qKgoKCqDWbgn6XM410LZWDQ22NqQmxAZ9TgqcK9ue+BsVyTFbOTFXeTFbeYmabUC9rampQWFhYaf2wsJC1NTUBN0p0cTFxYXkPPGxJlfRzGUcxhCqbMl4mK2cmKu8mK28RMw2oAJ65MiRePzxxzu1P/744xgxYkTQnRKJpmkoLi6GpukhOV+WheugjeJotlq0u0IhxmzlxFzlxWzlJWq2AS3huP/++3Heeefho48+cu0BvXr1apSXl+O9994LaQd7mixLPH6sbOJWdkREREQGFdAM9BlnnIEff/wRF154Ierq6lBXV4cpU6agpKQEL7zwQqj72KPwZipERERExhbwPtB9+/btdLHg999/j+eeew7PPPNM0B3rqXgzFSIiIiJjE+uSRwNSVRVFRUVQk3s59nnuSozZcTOVLvBmKsbhylawK4Ope8xWTsxVXsxWXqJmG/AMNB3V0tKC+NQcx01SDlUD0IHnJgD2ZuCy5YClr+PAbu5ECPBmKkbT0tKC+Pj4aHeDwoDZyom5yovZykvEbMUq9w1I0zSUlZU5rh5NywH6Hgf0PR5IznIckNT7SNtx3RbPwNGbqVQ2cA10tLllS1JhtnJirvJitvISNVu/ZqCnTJnS5eN1dXXB9EUuyb2B+t3AwSq/nuZcA72/qRl2TYdJ5d0IiYiIiIzErxno1NTULv/0798fv/vd73w+3+LFizFixAhYLBZYLBaMGTMG77//vutxm82G2bNnIzMzE8nJyZg6dSoqKyv96XL0JPVx/H1wv19P65VshqoAdk3HgSbOQhMREREZjV8z0EuWLAnpi/fr1w/33nsv8vPzoes6/v3vf+P888/Hd999h2HDhuGGG27Au+++i1dffRWpqamYM2cOpkyZgq+++iqk/QiWyWTq3JjUy/F3k38FtElV0DvFjMqGZlQ22Fwz0hQdHrMlKTBbOTFXeTFbeYmYraLremhuoRciGRkZeOCBB3DRRRehd+/eWLZsGS666CIAwJYtWzBkyBCsXr0ap5xyik/na2hoQGpqKurr62GxWMLZdXer7gS+eBAYfRVw7gN+PfX8x7/E93vq8cxvT8Qvh1nD1EEiIiIias/XutEwFxHa7Xa8/PLLOHjwIMaMGYP169ejtbUV48ePdx1TWFiI3NxcrF69Ooo9dafrOhoaGtDpfUhSb8fffi7hAIA+R2adK3kzlajymi0Jj9nKibnKi9nKS9Rso76NXXFxMcaMGQObzYbk5GS88cYbGDp0KDZu3Ii4uDikpaW5HZ+VlYWKigqv52tubkZz89HCs6GhAYCjQLfb7QAARVGgqio0TXMLzNnuPK67duc5tm3bhmHDhrl+BaGqKpDUGwoAvakK2pHnOfc47Hilqclkgq7rrnbXVnb1tk59dB7vre+hGJOiKB7bPfXd1zF11Xejjqm1tdUtWxnGJGNOgYzJbre7so2Li5NiTN2194QxOXMdPnw4YmNjpRhTd33vKWNyZjtixAh0JOqYnH2UKadAxqTreqc6Kppj8lXUC+iCggJs3LgR9fX1eO211zBjxgx89tlnAZ9v0aJFWLhwYaf2kpISJCcnA3AsE8nNzcWePXtQU1PjOsZqtcJqtWLnzp1obGx0tefk5CAzMxNbt26FzXZ0f+ZBgwYhKSkJtbW1KCkpcX3iCwoKEJeQCROA5po92FJcDAAoKipCS0sLysrKXOcwmUwoKipCY2Mjtm/fDgDQDzleu7LBhtraWpSXl7uOT0lJQV5eHqqqqtzeSIRyTBaLBaWlpW5fWAUFBYiLi0PxkbE4+TomAIiPj0dhYaEwY9qyZQtqampQUlKCmJgYKcYkY06BjEnXddTU1GDXrl3Iz8+XYkwy5uTvmJy57t+/H3379pViTDLmFMiYdF1Ha2srAEgzJkC+nAIZ09ChQ2G3293qqGiOKTY2Fr4w3Bro8ePHIy8vD5deeinGjRuH2tpat1no/v37Y968ebjhhhs8Pt/TDHROTg5qampca1lCPQP9ww8/dJ6BrtoMZfEY6Anp0G7edrQd3b9zfG3DHtzy3004Lb8X/n3FSYZ+5yjju+H2M9AlJSWcgZZwTM4f1pyBlmtMzlw5Ay3fmJzZcgZavjHpuo7i4mLDzEA3NTX5tAY66jPQHWmahubmZpx44omIjY3FqlWrMHXqVABAWVkZdu/ejTFjxnh9vtlshtnc+ZbazgKoPWeYno71pz0hIaHz+Y/cSEU5XAsTNMB09B2Np/MoiuJq75uWCACoamj22kd/2/0dUyja24/Jlz4acUwds5VhTB311DE5s+3Y7u34UPfR3/aempO/7QkJCa6PZRlTqPvob7tRxpSQkODX8V21G2VMoWwXdUx2u91zHYXojckXUS2g//KXv2DSpEnIzc1FY2Mjli1bhk8//RQffPABUlNTceWVV+LGG29ERkYGLBYL5s6dizFjxvi8A0ckmEwmFBYWdn4gIR1QTIBuBw4eACzZPp/TuXVdBW/nHVVesyXhMVs5MVd5MVt5iZptVAvoqqoq/O53v8O+ffuQmpqKESNG4IMPPsA555wDAHj44YehqiqmTp2K5uZmTJgwAU8++WQ0u9yJpmmora1Fenq6+zscVXXsBd1U6bgbYQAFdP3hVtha7YiPFW9/RBl4zZaEx2zlxFzlxWzlJWq2US2gn3vuuS4fj4+PxxNPPIEnnngiQj3yn67rKC8v77RbCADHVnZNlX5vZWeJj0F8rApbq4bKBhv6ZyaFprPkly6zJaExWzkxV3kxW3mJmq04pb6InHtB+3k3QkVRYHUu46jnMg4iIiIiI2EBHU6um6lU+f1U3kyFiIiIyJhYQIdASkqK5weS+zj+DuBuhM4Z6ErOQEeV12xJeMxWTsxVXsxWXiJma7ht7ERjMpmQl5fn+cEAl3AAQJblyN0IuRNH1HSZLQmN2cqJucqL2cpL1Gw5Ax0kTdNQUVHRaaNvAO2WcARSQHMru2jrMlsSGrOVE3OVF7OVl6jZsoAOkq7rqKio6HRHHADtlnD4vwbaWUBXNXANdLR0mS0JjdnKibnKi9nKS9RsWUCHU1Ivx98BLOGwpnIGmoiIiMiIWECHU9KRGehDBwA/fzXhuoiwwSbcuzIiIiIimbGADpKiKMjIyICiKJ0fdK6B1toAW51f581IigMANLdp+GhzJewai+hI6zJbEhqzlRNzlRezlZeo2Sq65NObDQ0NSE1NRX19PSwWS+Q7cG8uYKsHZq8Fehf49JQVm/Zh4Tul2NduC7vs1HjcMXkoJg73/ZbgREREROQ7X+tGzkAHSdM07N692/vVo85lHE2+XUi4YtM+zHpxg1vxDDjuSDjrxQ1YsWlfMN0lP3SbLQmL2cqJucqL2cpL1GxZQAdJ13XU1NR4X6fsx1Z2dk3HwndK4elMzraF75RyOUeEdJstCYvZyom5yovZykvUbFlAh1uy7wX02h01nWae29MB7Ku3Ye2OmhB1joiIiIj8xQI63Fx3I+x+CUdVo29b1vl6HBERERGFHgvoICmKAqvV6v3qUecaaB9moPukxPv0mr4eR8HpNlsSFrOVE3OVF7OVl6jZsoAOkqqqsFqtUFUvn0o/lnCMHpiB7NR4ePsSUuDYjWP0wIyA+kr+6TZbEhazlRNzlRezlZeo2YrVWwOy2+3Ytm0b7Ha75wP8uIjQpCq4Y/JQAPBaRN8xeShMqljv0kTVbbYkLGYrJ+YqL2YrL1GzZQEdAo2Njd4f9HMbu4nDs7H48hNct/J2Sog1YfHlJ3Af6AjrMlsSGrOVE3OVF7OVl4jZxkS7A9JL6uX424cZaKeJw7NxzlAr1u6owWc/7sdTn21Dr+Q4Fs9EREREBsAZ6HBLPjID3XoIaDno89NMqoIxeZmYfVYeVAUorz2MqgbuvkFEREQUbSygg6QoCnJycrxfPRqXDMQcWY7h4zKO9lLiY1FoddxK8ttdtYF2kwLQbbYkLGYrJ+YqL2YrL1GzZQEdJFVVkZmZ6f3qUUVpt5XdgYBeY9SAdADAup28gUokdZstCYvZyom5yovZykvUbMXqrQHZ7XZs2bKl66tHXVvZ+T8DDQCjBji2rVvPGeiI8ilbEhKzlRNzlRezlZeo2bKADgGbrZu1yX7cjdCTUf0dM9AlextwsLktoHNQYLrNloTFbOXEXOXFbOUlYrYsoCPBtRd0YEs4+qYl4Ji0BNg1HRvL60LXLyIiIiLyGwvoSEgKbgkHAJx4ZBb6251cxkFEREQUTSygg6SqKgYNGtT14nfnVnZ+7AXd0UlHLiT8dhcvJIwUn7IlITFbOTFXeTFbeYmaLW+kEiRFUWCxWLo+yLUGOvAC2nkh4YZdtWiza4gxifWFJiKfsiUhMVs5MVd5MVt5iZotq7Ag2e12FBcXd331aAiWcAzOSkGKOQYHW+zYUiHeLS9F5FO2JCRmKyfmKi9mKy9Rs2UBHQLdhh6CJRwmVcEJR9ZBczu7yBHtG5p8x2zlxFzlxWzlJWK2LKAjwTkDfbgWsLcGfBrndna8oQoRERFR9LCAjoSEDEA58qkOcCs74Og66G931kLX9VD0jIiIiIj8xAI6SKqqoqCgoOurR1UVSOzl+HcQ66CPy0lDjKqgosGGn+sOB3we8o1P2ZKQmK2cmKu8mK28RM1WrN4aVFxcXPcHOddBB7ETR0KcCUP7Oq5Uffqz7Vi9rRp2jTPR4eRTtiQkZisn5iovZisvEbNlAR0kTdNQXFwMTdO6PtC1E0fgBfSKTfuwraoJAPDCN7sw7dlvcOp9H2PFpn0Bn5O88zlbEg6zlRNzlRezlZeo2bKAjpQgt7JbsWkfZr24AQdb3K9Urai3YdaLG1hEExEREUUIC+hICWIrO7umY+E7pfC0WMPZtvCdUi7nICIiIooAFtCRknTkIsIA1kCv3VGDffU2r4/rAPbV27B2B7e3IyIiIgo3FtBBUlUVRUVF3V89muScgfZ/CUdVo/fiOZDjyDc+Z0vCYbZyYq7yYrbyEjVbsXprUC0tLd0fFMQSjj4p8SE9jnznU7YkJGYrJ+YqL2YrLxGzZQEdJE3TUFZW5sMuHIEv4Rg9MAPZqfFQvDyuAMhOjcfogRl+n5u88zlbEg6zlRNzlRezlZeo2bKAjhTnEo5DBwA/v0hMqoI7Jg8FAK9F9B2Th8KkenuUiIiIiEKFBXSkOGegtTbAVuf30ycOz8biy0+ANbXzMo3rx+Vj4vDsIDtIRERERL6IiXYHZGAymbo/KMYMxKcCtnrHOuhE/5dbTByejXOGWrF2Rw2qGm1494d9+LC0ElsqGgPoNfnCp2xJSMxWTsxVXsxWXiJmq+i6LvXmwQ0NDUhNTUV9fT0sFkt0OlFXDhyqBv4zHajfA/zqEaDv8UcfT8wE0nL8Pu2PlY345cOfw6Qq+PKWs5CdmhC6PhMRERH1ML7WjZyBDpKu62hsbERKSgoUxcMa5Lpy4PETgbbmo23/m+d+TIwZmLPe7yJ6cFYKTh6YgTU7arB8zW7c+MsC/wdAXnWbLQmL2cqJucqL2cpL1Gy5BjpImqZh+/bt3q8ePVTtXjx70tbsOC4Avx3THwCwfF05WtrEuoLV6LrNloTFbOXEXOXFbOUlarYsoAU3YZgVvVPM2N/YjA9KKqLdHSIiIiLpsYAWXKxJxbTRuQCAJz75CW9t/Bmrt1XDrkm9tJ2IiIgoargGOgTi46N7B8DsVDMAYEtFI65/eeORtnjcMXkot7cLUrSzpfBhtnJirvJitvISMVvuwhFuezcCz5zR/XFXfQb0Pc7v06/YtA+zXtyAjiE6l+EvvvwEFtFEREREPvC1buQSjiBpmobq6uqoLH63azoWvlPaqXgG4Gpb+E4pl3MEKJrZUngxWzkxV3kxW3mJmi0L6CDpuo7y8nJEYyJ/7Y4a7Ku3eX1cB7Cv3oa1O2oi1ymJRDNbCi9mKyfmKi9mKy9Rs2UBHW6JmY59nrsSY3Yc56eqRu/FcyDHEREREVH3eBFhuKXlOG6S4tzn+V8TgDYbcOlLQGo/R1uAdyLsk+LbontfjyMiIiKi7rGADoGUlJSuD0jLOVogJ2cBdbuApF4BXTTY3uiBGchOjUdFvc3jOmjAsRvH6IEZQb1OT9ZttiQsZisn5iovZisvEbPlEo4gmUwm5OXlwWQy+faEpN6Ovw/uD/61VQV3TB4K4OiuGx3NP28oTKo4t8Y0Er+zJWEwWzkxV3kxW3mJmi0L6CBpmoaKigrfrx5N7uP4u6kqJK8/cXg2Fl9+Aqyp7ss0nCVzU0tbSF6nJ/I7WxIGs5UTc5UXs5WXqNlyCUeQdF1HRUUFevfu7dsTQjgD7TRxeDbOGWrF2h01qGq0oU9KPL7fU4t73y/Dfe9vQa+kODQ2t6FPimM5B2ekfeN3tiQMZisn5iovZisvUbNlAR1pIZ6BdjKpCsbkHd3J48T+6Vjy5U5UNjbj9//+1tXuvENhx4KbhTURERGRb1hAR1rSkQL6YGgL6I4+3lKJysbmTu0V9TZc8+IGpCXGou5Qq6udt/4mIiIi8g3XQAdJURRkZGRAUXycvU0+8iuKptAt4ejIeYdCT5y7dbQvngFHYT3rxQ1YsWlf2PolGr+zJWEwWzkxV3kxW3mJmi0L6CCpqorc3Fyoqo+fygjMQHd3h0JPeOvvzvzOloTBbOXEXOXFbOUlarZi9daANE3D7t27fb961HUR4YGw9SnQOw/y1t/u/M6WhMFs5cRc5cVs5SVqtiygg6TrOmpqany/h7tzCUdzA9AanltsB3vnQd7628HvbEkYzFZOzFVezFZeombLAjrS4tMAU5zj32FaxuG8Q2Ggq4kONDbjrY0/Y/W2ai7nICIiIuqAu3BEmqI4lnE0/Oy4kDAtN+Qv4bxD4awXN0ABvN7m2xNVAe56d7PrY+7OQUREROQuqjPQixYtwkknnYSUlBT06dMHF1xwAcrKytyOsdlsmD17NjIzM5GcnIypU6eisrIySj3uTFEUWK1W/64eda2DDt+FhN7uUJiWGAvA+62/O044O3fneO+HvVi9rbpHzUwHlC0JgdnKibnKi9nKS9RsFT2Ki04mTpyIyy67DCeddBLa2trw17/+FZs2bUJpaSmSkpIAALNmzcK7776LpUuXIjU1FXPmzIGqqvjqq698eo2Ghgakpqaivr4eFoslnMPx3UsXA1s/BCY/Cpw4I6wvZdf0TjdMWVlagYXvlLrt1KEqnYvn9jo+zhuyEBERkWx8rRujWkB3tH//fvTp0wefffYZTj/9dNTX16N3795YtmwZLrroIgDAli1bMGTIEKxevRqnnHJKt+cMdwFtt9uxc+dODBgwACaTybcnvTkb2PgicPZ84PSbQ94nX7QvrA80Nrst2/CFc2mIzDdkCShbEgKzlRNzlRezlZfRsvW1bjTURYT19fUAgIyMDADA+vXr0draivHjx7uOKSwsRG5uLlavXh2VPnrS2Njo3xOSejn+Phi+m6l0x3nr7/OPOwa9Usx+P7+n3JDF72xJGMxWTsxVXsxWXiJma5iLCDVNw7x58zB27FgMHz4cAFBRUYG4uDikpaW5HZuVlYWKigqP52lubkZz89FbWDc0NABwvMOx2+0AHOttVFWFpmlu26Y4253Hddfu3PRb13W3x5ztHfc0dB2f2AsqAK2xErrdDpPJBF3XOx1vMpk69dFbezBj6pUUi1DR4ZidXvB2CZLNMdjfaEOfFDNOGuBY2hGpMbWnqioURfGan7ec7Ha7W7bRzikUY/LU9544pvbZyjKm7tp7wpicuWqaBpPJJMWYuut7TxmTM1vnv2UYk7OPMuUUyJh0Xe9UR0VzTL4yTAE9e/ZsbNq0CV9++WVQ51m0aBEWLlzYqb2kpATJyckAHDPcubm52LNnD2pqjt40xGq1wmq1YufOnW7vhnJycpCZmYmtW7fCZju6bnjQoEFISkpCbW0tSkpKXJ/4goICxMXFobi42K0PRUVFaGlpQWWNDQMAHKzagZ2lpSgqKkJjYyO2b9/uOjY+Ph6FhYWora1FeXm5qz0lJQV5eXmoqqpyexMRzJjiDx1GZoKK6sOh2cRcB1DR0IzLn1vrastMUDHrlN74w4RRERlTx5wsFgtKS0vdvlm6y2nLli2oqalBSUkJYmJiop5TKMbU/iJdk8nUY8fk3Hd0165dyM/Pl2JMMubk75icue7fvx99+/aVYkwy5hTImHRdR2ur4zeesowJkC+nQMY0dOhQ2O12tzoqmmOKjfVtUtEQa6DnzJmDt956C59//jkGDhzoav/4448xbtw41NbWus1C9+/fH/PmzcMNN9zQ6VyeZqBzcnJQU1PjWssSyndZuq6juroaaWlprndX3b5z3PYJTC9eCL3XYGizvjHEO8cPSiowe9lGAP5te+cr53u6J35zPNISY1HZ0P3MdLTf4be1taGurs6VrRFyCnZMMs1aBDMmTdNc2cbGxkoxpu7ae8KYnLmmp6cjJiZGijF11/eeMiZN01BfX4+MjIxOrynqmJx9lCmnQMYEALW1tUhNTXUdE80xNTU1Gf8iQl3XMXfuXLzxxhv49NNPkZ+f7/a48yLC5cuXY+rUqQCAsrIyFBYWGuYiwoBUlgKLxwAJ6cAtO6PdG5cVm/b5vTuHv7zt5uHtokNPu4hwlw8iIiIKByF24bj22muxbNkyvPXWWygoKHC1p6amIiEhAYBjG7v33nsPS5cuhcViwdy5cwEAX3/9tU+vEYldOLZu3Yr8/Hzfrx49eAB4IM/x7/kHAFPo1iAHq2PBWnuwBbOXbQAQ3pnpxZef0KmI9lTQR3KXj4CyJSEwWzkxV3kxW3kZLVtf68aoroFevHgxAODMM890a1+yZAlmzpwJAHj44YehqiqmTp2K5uZmTJgwAU8++WSEe9q19mt/fJKQASgmQLc7immLcbZ8c+7O0d5i9YROhaxz+zp/73TYkfOiw4XvlOKcoVbX7PKKTfsw68UNnc7t3OXDU8ENhH7G2u9sSRjMVk7MVV7MVl4iZhvVAtqXye/4+Hg88cQTeOKJJyLQowhRVcdWdk2VjrsRGqiA9mTi8GyPN0zxdEOWQOgA9tXbsPSrHeiVYkavJDMWvF3qsTD3VnAD0Z+xJiIiop7BMLtw9DhJvR0FdFP09oL2h6eZ6Y6Fda8kM2569XtUNtgCmpX29WYuzoJ77Y4aV58CnbEmIiIi8hcL6CCpqopBgwa5XTnqk6Tejr8PVoW+UxHUsbBe8OuhmPXihqCXdvjiq5/2uwr3QGasuxNwtmR4zFZOzFVezFZeombLAjpIiqIEdnFich/H301iF9AdTRyejcWXd14zHerdPADg8U+2+XScpxlrp67WTHvKlruCyCHg71syNOYqL2YrL1GzZQEdJLvdjtLSUgwdOtS/q0ddM9BiLOHwh6c10+HezcMXzhnrrtZwt18z3TFbf9dYs9g2roC/b8nQmKu8mK28RM2WBXQIdNyI2yeSzkA7+bqbRyS1n7F27iLSUfs10+cM6ePK1t811oFc0MiCO7IC+r4lw2Ou8mK28hIxWxbQ0ZJ0pICWcAbam44z0wcam32+cDDUPBXPgPua6bMLHL8lsGs6Fr7j+xrrQC5o5A4iRERE4mABHS3J8i7h6Er7mWm7puOfX+5ARb3nXTsUAFkWMx685DgcaGrG1somPP7JT2Hvo3PN9LqdNUgCsG5nTZez5s7jH175I8YMyvT7gkaj7HlNREREvmEBHSRVVVFQUBD4LhySLuHwhUlVcMdkz7t2OMvABb8ehrHH9gIArN5WHZEC2mn19hoMSE/Fzsoan45//JOfuu1fJPa89rRnt0lVWHC3E/D3LRkac5UXs5WXqNlG9VbekRDuW3nrug5N06CqKhTFj2KkYR/wUCGgqI7beaviLJwPNV+XL9g1Hafe97HhZqwjYfkfT+l2z2vnm5CO67uzU+Px65HZePv7fX4V3DIL+PuWDI25yovZysto2fpaN7KADpLdbkdxcTGKior8u3rU3grc5ZhZxc0/HV3S0UP5OjvqLB4BzzPW7Zc7rN5WjWnPfhPmnkfGnLPykJ+V4rpZTUVD8BdidlVwy772OuDvWzI05iovZisvo2Xra93IJRzRYooFEjKAwzWOm6n08ALa064dnnjbZ9rqoegbPTAD2anxXmesReLrntf+cH5OOl5Q6Vx7/cRvjkd6kjniM9Pe3kxxCQoRERkFC+hoSu7jKKCbqoCsYdHujTA87TPtqZjqbo21p9lXOvp5mrP8O7eb34R6yYengtjb3txdLUHhtoBERBRpLKCjKak3sH8LcPBAtHsinFDNWLcvBn1dMz3nrDwA4ZkVNpKOd46sqLfhmhc3hGTJh6d1797ezOyrt+Hpz3d0au9qpry7m+QQEREFg2uggxTU4vfXfg9s+i8w4R5gzOyQ942O8mU20tc108v/eApGD8zw64LGaO55HW7Oz6K3JR8dP/fOu1KG6gdPx9vEeyvE26+TnzDM6tP3LWexxWK0i5EodJitvIyWLddAR1BLSwvi4+P9fyK3sosYX2asu1szrcAxc+0sovzZgs+oe16HQldLPjwtvVCV0N7OveNMeXc3yVnwdgmSzTGoqG3CMZkpGD3Q8XXh63ISGbYKFKWfgQj45zEZHrOVl4jZcgY6SEFdPfr5/wEf3wUcNx244MmQ9438588uH87jfV0qEO4dRJwzrx0LeupaWmIsAPfCu6tZ7FBuFRiqQtafCy+jubwl3IW7p5/HvChVDkbbqYFCx2jZcgZaBMlHbufNGWjD8GeXD+fxvl5UF8odRDrOWAdyER4LbgdPhXJXs9ieHu9qnba3deOhKrgDydxTP7vaecXfItTfwj1ce5F7e4MbyEWpFH58U0Mi4Qx0kIJ651S2Alh+KZA9Erj685D3jQJn13R8s20/1pf+hBOHHotT8nqH7Ad5OPa89uX8vhY1HdcUU+T4O8Md6l1kOmbfVbHpT3sgM/reitmuvr7bf8/WH7b7tdY+0O8rfxmtSIzGb0EA/5ZMTRyebahZSqNlKDojZQvwRioukSigS0tLMXToUP+D/3k98OzZQEpf4CY5LzATWVDZhog/S0QC5e0iP6Bnz0xT9Hi7MLX2YAvuete3GeVA3gj6+5udUP22IFrLZwLpTyh+CwL4vmQKcLypOWdIn6B/Hof7NynR+u2F6AW9Ef6vbY8F9BHhLqCDUlcOPDIcUGOB+fsBA1x9SsYTjR+OXW0zF64lH/7OvnKmXH5GyDhU6+F9KRL9KcD8+bngz7aRXfXHn/OEirc3NV39DAzFHvOhzDCcP8PDPckienEeCBbQR0RiG7vGxkakpKT4v/1Kqw34e5bj37fsBBLSQ94/ClxQ2Uog3Es+PC0X8GdGz9tMOW+SQ6LpqkgMdj15INtGeupPqLefDEZXPys8fW4i8bMg3L+98GdLUH+3Fu1qGWEofkPRXcHt6f/aaBbuLKCPMPQaaABYlAs01wOz1wG9B4e8fxQ4o63LMopgl3x098PdH139gG//n1OvJDNuevV7VDaIf1t36hlCtZ48VLP4RvhtgJO3sRrtTXMod/MJ5Ldw/lzT0PFn5s4Dh/DIRz/6VZwH+mah4/VG0V4mwwL6CMMX0I+eANRsA2a+Cww4NeT9o8CxgPZdNHc7CPaiTE+6+w+6p+9cQkTyCOS3dv7cwCqaS50CwW3sRJHcx1FAcys7ElhX2/n9eeKQsP4qLtjbunu6qMnTrd5l2Cow3LOURCQeb9tzdsWfG1h5etzb1p/d3Qhr4TulOGeo1RDrsFlAh0BQd89x3o3w4P7QdIZCSrQ7I0WTt0LW1wI3EpyF/jfb9uOHrbswIr8/TslzfA96K/I79t3fNwvhLLj9nd3x9sYg3DuvRHNG39dfYxORselwFN5rd9QY4v8ULuGItndvAtb9EzjtZmDc/Gj3hojCIBTbZIX7Tof+LsPxt92fGf1QzIj7cyEV18hHFy/8JX/847LjcP5xx4Tt/FwDfUS4C2hN01BbW4v09HSoqur/CT69D/j0HuCEGcCvHw15/yhwQWdLhmX0bKN1++lQ7JMbSD+DuTA1VGvtu7pxUShmz41WJIaqP4GscQXQ6VgRLvw1WoY91fI/nhLWGWgW0EcY/iLCb/8F/O8GoOBcYNrykPePAseLCOXFbI3P24z4/POGeJ1RDvbuob7u6hKq3xZEskj0ZdtIX/oT7PaT3u5EGOyFv10J1a4X0c7Qm46ZyHpNgwLHMrQvbzk7rGugWUAfYfgCevP/gP9MB44ZBfxxVcj7R4FjkSUvZisGv2eyQ5BrsLPngey160+R6O+MuL/bRnY1E+/PeULFn5s6dXdr+GD3XQ7kcxbOtf9d3bEzXNc0RKs45y4c1JnrIkLuwkFE1F40LkD19zWDvXjW2+4w/l4I6m1G3OrnUhZv/fH3PKHS/sLf7vYK7upz4+2iYCB8GYZqN5/uvhY8ZbJY9f1rqrs3JDeMz8eAXkkB3cAqVEudovX11xXOQAfJbrdj586dGDBgQGAzHjXbgUePB2ISgL/t4+28DSTobMmwmK2cRM41XOvJA50hNtotnD1la7g+hvm3F+E8vz83L4n0UifeiTBKDL8LR3MTsOjI1aR/2QOYU6LbHyIiIupx/CnQI73UKZK4hCNCNE1DVVUV+vTp4//V/HXlwKFqICYeaLMB2z8DUvsdfTwxE0jLCW2HyWdBZUuGxmzlxFzlxWzDz5/lS6Fc6nTywPQj2aZDNcANUnzFAjpIuq6joqICvXv39u+JdeXA4ycCbc1H2/4z3f2YGDMwZz2L6CgJOFsyPGYrJ+YqL2YrL1Gz5du4aDlU7V48e9LW7DiOiIiIiAyDBTQRERERkR9YQAdJURRkZGRA4e4Z0mG28mK2cmKu8mK28hI1W66BDpKqqsjNzY12NygMmK28mK2cmKu8mK28RM2WM9BB0jQNu3fvhqZp0e4KhRizlRezlRNzlRezlZeo2bKADpKu66ipqYHk22n3SMxWXsxWTsxVXsxWXqJmywKaiIiIiMgPLKCjJTHTsc9zV2LMjuOIiIiIyDB4EWGQFEWB1Wr1/+rRtBzHTVKc+zy/PQeoKAbOvh04dpyjjXcijKqAsyXDY7ZyYq7yYrbyEjVbFtBBUlUVVqs1sCen5RwtkLNHOgporRXoe1zI+keBCypbMjRmKyfmKi9mKy9Rs+USjiDZ7XZs27YNdrs9uBNl5jv+rv4p+E5RSIQsWzIcZisn5iovZisvUbNlAR0CjY2NwZ8k81jH3yygDSUk2ZIhMVs5MVd5MVt5iZgtC2ijcBXQ2wDBtnIhIiIi6klYQBtFxkAACtDcABzcH+3eEBEREZEXLKCDpCgKcnJygr96NMYMpB25leWBrcF3jIIWsmzJcJitnJirvJitvETNlgV0kFRVRWZmJlQ1BJ9KroM2lJBmS4bCbOXEXOXFbOUlarZi9daA7HY7tmzZEpqrR1lAG0pIsyVDYbZyYq7yYrbyEjVbFtAhYLPZQnOiXs6t7LaF5nwUtJBlS4bDbOXEXOXFbOUlYrYsoI0kM8/xN2egiYiIiAyLBbSROJdw1GwHNLF+lUFERETUU7CADpKqqhg0aFBoFr9b+gEms+N23nW7gz8fBSWk2ZKhMFs5MVd5MVt5iZqtWL01IEVRYLFYQrP9iqpyGYeBhDRbMhRmKyfmKi9mKy9Rs2UBHSS73Y7i4uLQXT3KAtowQp4tGQazlRNzlRezlZeo2bKADoGQhp7p3ImDBbQRiPYNTb5jtnJirvJitvISMVsW0EbDvaCJiIiIDI0FtNG4CmjuBU1ERERkRCygg6SqKgoKCkJ39aizgK4vB1oPh+acFJCQZ0uGwWzlxFzlxWzlJWq2YvXWoOLi4kJ3ssQMID7N8e+a7aE7LwUkpNmSoTBbOTFXeTFbeYmYLQvoIGmahuLiYmiaFpoTKsrRWegDW0NzTgpIyLMlw2C2cmKu8mK28hI1WxbQRsQLCYmIiIgMiwW0EfXihYRERERERsUC2og4A01ERERkWIqu63q0OxFODQ0NSE1NRX19PSwWS8jPr+s6NE2Dqqqhuw1lRTHw1KlAQgZwy47QnJP8FpZsyRCYrZyYq7yYrbyMlq2vdSNnoEOgpaUltCfMGOT4+3ANcKgmtOcmv4Q8WzIMZisn5iovZisvEbONagH9+eefY/Lkyejbty8URcGbb77p9riu67j99tuRnZ2NhIQEjB8/Hlu3GmtnCk3TUFZWFtqrR+OSAMsxjn9zHXTUhCVbMgRmKyfmKi9mKy9Rs41qAX3w4EGMHDkSTzzxhMfH77//fjz66KN46qmnsGbNGiQlJWHChAmw2WwR7mkUZOY5/uY6aCIiIiJDiYnmi0+aNAmTJk3y+Jiu63jkkUdw22234fzzzwcAPP/888jKysKbb76Jyy67LJJdjbzMfGDH50C1sWbciYiIiHq6qBbQXdmxYwcqKiowfvx4V1tqaipOPvlkrF692msB3dzcjObmZtfHDQ0NAAC73Q673Q4AUBQFqqpC0zS0v4bS2e48rrt2520nFUVxe8zZ3vHXEd7aTSaTaxG96zUzBkEFoB/4CVqH1zWZTF77HooxdRxPqMbkre9GHZPdbnd7ngxjkjGnQMbUPltZxtRde08YkzNXTdNgMpmkGFN3fe8pY7Lb7W4/m2UYk7OPMuUUyJh0Xfd4nmiNyVeGLaArKioAAFlZWW7tWVlZrsc8WbRoERYuXNipvaSkBMnJyQCAjIwM5ObmYs+ePaipOXqRntVqhdVqxc6dO9HY2Ohqz8nJQWZmJrZu3eq2fGTQoEGwWCxQVRWlpaWu9oKCAsTFxaG4uNitD0VFRWhpaUFZWZmrzWQyoaioCI2Njdi+fTtiD1UipqUeqfXVsAKw7/0e2774r+v4+Iy+6D/iVFRVVbl9HkI9ptLSUrcvrGDG5Op7fDwKCwtRW1uL8vJyV3tKSgry8vIMO6bS0lLpxgTIl1MgYyovL5duTDLm5O+YqqurpRuTjDkFMiaTyYTi4mKpxiRjTv6OKT8/362OiuaYYmNj4QvDbGOnKAreeOMNXHDBBQCAr7/+GmPHjsXevXuRnZ3tOu6SSy6Boij4z3/+4/E8nmagc3JyUFNT49qOJNQz0HV1dUhJSXG9cwn4nWPtbqhPnATF3gxvdJMZytz10CzHGOKdo4zvhtvPcjQ2NrqylWFMMuYUyJh0XXdlGxMTI8WYumvvCWNy5mqxWDgDLdmYdF3HwYMHYbFYfO670cfk7KNMOQUyJkVR0NjYiKSkJLcZ4GiNqampyadt7Aw7A221WgEAlZWVbgV0ZWUljjvuOK/PM5vNMJvNndpNJhNMJpNbmzNMT8f62m6327Fr1y4UFRV1etyf8yiKApOtFuiieAbgKK4PVUNNy/H4eCjGFKp2Z9Hpax/9bQ/3mBRF6ZSt6GOSMadAxtT++7Z9u7fjw9FHf9t7Yk7+tnfMVYYxhaOP/rYbYUx2ux07duzw+H+tP+dxMsKYQt0u6pi6yjZaY/KFYfeBHjhwIKxWK1atWuVqa2howJo1azBmzJgo9oyIiIiIerKozkA3NTXhp5+ObtO2Y8cObNy40bVmZd68ebj77ruRn5+PgQMHYv78+ejbt69rmQcRERERUaRFtYD+9ttvcdZZZ7k+vvHGGwEAM2bMwNKlS/HnP/8ZBw8exFVXXYW6ujqceuqpWLFiBeLj46PVZY+M1h8KHWYrL2YrJ+YqL2YrLxGzNcxFhOHi6z3NDWHvRuCZM7o/7qrPgL7Hhbs3RERERD2Kr3WjYddAi0LTNFRXV3e6SpTEx2zlxWzlxFzlxWzlJWq2LKCDpOs6ysvLO22nQuJjtvJitnJirvJitvISNVvDbmPXIyVmAjFmoK2rrewUoKnCsdyj43O9bG1HRERERKHDAtpI0nKAOeuBQ9Xu7U2VwMvTAa0VgA4su7Tzc2PMjueyiCYiIiIKKxbQIZCSkhK6k6XldC6C9248Ujx3oc1xgxUW0KEV0mzJUJitnJirvJitvETMlgV0kEwmE/Ly8qLdDQoDZisvZisn5iovZisvUbPlRYRB0jQNFRUVwl09St1jtvJitnJirvJitvISNVsW0EHSdR0VFRXCXT1K3WO28mK2cmKu8mK28hI1WxbQRERERER+YAFNREREROQHXkQYJEVRkJGRAUVRot0Vd3XlnbfDa4/7RnfLsNlS0JitnJirvJitvETNlgV0kFRVRW5ubnhfxJcbrJjiHMcBjuL58RO7Pp77RncrItlSVDBbOTFXeTFbeYmaLQvoIGmahj179qBfv35Q1TCtiPF2gxXowFtzgcpiYOgFR4vhQ9Xd3M0Q3DfaBxHJlqKC2cqJucqL2cpL1GzF6alB6bqOmpqa8F89mpYD9D2uw5/jgdNucjy+6b/AlncdN1058GN4+9JDRCxbijhmKyfmKi9mKy9Rs+UMtMjqyoE3r3b8W7cDL/8muv0hIiIi6gE4Ay0yX5ZqEBEREVFIsYAOkqIosFqtwl09St1jtvJitnJirvJitvISNVsu4QiSqqqwWq3R7gaFAbOVF7OVE3OVF7OVl6jZcgY6SHa7Hdu2bYPdbo92V4JTV+64ANHbn7ryKHYuOqTJljphtnJirvJitvISNVvOQIdAY2NjtLvgP8UENFU6iuOmSuA/lwP2Fu/Hm2KBS18CkrPc2yW/IYuQ2ZJPmK2cmKu8mK28RMyWBXRPMOVZoNdgR6G8fJpjxw7dDiy7xPdz2Fs9H88bshAREVEPwyUcPUGvwY59o5OzHIVzKDlvyEJERETUQ3AGOkiKoiAnJyc6V4/6covvGPPRW3wbUV151wV4FJeIRDVbCitmKyfmKi9mKy9Rs2UBHSRVVZGZGaUC1estvtuJRAHa/s6HTZWArR6IT+28Xrpjf+rKgcdP7P4NQJSWiEQ1WworZisn5iovZisvUbNlAR0ku92OrVu3Ij8/HyaTKfIdSMuJ/vrj1//o+7HtC2JfbgTjXCIShTFGPVsKG2YrJ+YqL2YrL1Gz5RroELDZbNHugjgEWzPNbOXFbOXEXOXFbOUlYracgabIcy75aL/0g4iIiEgQLKAp8vxZ8gH4tsban7XXgG8XL6b09a+fRERE1COwgA6SqqoYNGgQVFWA1TC+7NrR/oYpvtxgJRL8Lbg9ab/22seLF9U53x7N1sC7hZD/hPq+JZ8xV3kxW3mJmi0L6CApigKLxRLtbvgmkF075m7ofPyBH0NT1EZSWzOwe7VjLAd+9OniReVQDSx9cw2/Wwj5T6jvW/IZc5UXs5WXqNmygA6S3W5HaWkphg4dKsbVo/7u2mGEXT5Cxc+i365pKC0uxtD0Vpj82S3E22y1v8tMKGyE+74lnzBXeTFbeYmaLQvoELDbQ3x3PzKGAz8irk4F7JrPxwe17KXjLDaXjYQVv2/lxFzlxWzlJWK2LKDJf76spQ7ElGcdtx03yBIR05tXo8CfJwTb5/bLTHwpxFlwExERRQULaPJfV2upPS1T8LUg7jUY6HtcSLsqHH+KcH8L7vYXiAKR3dGEhTsREUmEBXSQVFVFQUGBcFePBk2mtdEi86fgtrcCyy4J/jX93anF15nyCBbuPfb7VnLMVV7MVl6iZssCOgTi4uKi3QVj82XJR4zZcRwZn7+FuL8z5d6EtHDXEafpgKoAUBxN7QvuaF0Iytn8oPHnsbyYrbxEzJYFdJA0TUNxcTGKioqEuno0ovzdPi9ca6wpekKxpj2EhbsCoNN3q7NAB0JT5AP+FdyBbJcYrdl8gxb6/HksL2YrL1GzZQFNkeHPkg9/11h7a/d17bXBLl6kEIr0Ehd/z9G+4PZxf/KozOYHczwQmvX2/t491KBFPhHJgQU0GVMo1lj7unQkd4x/rzXlWcffLLYpWIEU7dGYzQ/38d7481sBUyxw8QtIqGsEtu4DXv2dGBfVhqrQl+S3CESiYAFN8grkzou+6DU4uH4RkW/8KcTtrTC9fJnvW09G66LacMzmG/G3CN76aat3/NvTG5KuinxNQ0LdT8A+DTi0P/i++Pq6nhjlzYUo/ZSUouu6Hu1OhFNDQwNSU1NRX18flltF6roOTdOgqioURQn5+SmC/FmDCnR/rC//AXHZCBGRg79FfrReNxxvLvxtN/JSKj/fjOip/Y7WUfV7ov6mwNe6kQV0kHRdh81mQ3x8PAtoGbT7Zteho7m5BWZzHBR/dmpw8uUb3ZeiveM6WRbcREQUKf4upfLzzYh+6Ytojk2HubUWyn9+69/uSmHAAvqIcBfQdrtdyKtHqXsRy9afQtzfgjuSszhEREThdtVnYb3pmq91I9dAE0VbqHYoceo48z13Q/A7mvj760LOlBMRkcRYQBOJxt8dSkJ110hvhbiTv3t5h+PiKBbuREQUASygQ4BLN+TFbNsJ90y5N2Eo3O0Xv4Ddu3djwJrboERiB4RAcH9yIiLD4hpoIpKLv2vKw7kHb6AFd/sLZfxd9x7M64Z7SzYiomAZZA00C+gg6bqOxsZGpKSkcBcOyTBbeUU9W1lvtuHvrcWDLfQBFvlEPQ0L6MjgLhwUKGYrL2ZrcAH+FsGuafjpp59w7LHHwqSqnY/t6tzhvKg2krP5/C0Cyc4gBTTXQBMRkbH4u97eeazdjsMHVCC7CPD2xigaF9WG8nh/76oX7tcN9k6EPhb59otfwE8VjY43R6G4E6FMby5E6WcoxJgdX7MGwAKaiIjIX+HeDSdUhX60XtcfvhT5KX1x2Fbc9ZujcLxupN5cBNIern4a4TcsHa/r8DbWKGIBHQLx8fHR7gKFCbOVF7OVE3MVkC9Fu90e+mxFeHMRiFD0M4K/YbFrGnbv3o3c3FzvS68MiGugiYiIiIjge92oRrBPUtI0DdXV1dA0LdpdoRBjtvJitnJirvJitvISNVsW0EHSdR3l5eWQfCK/R2K28mK2cmKu8mK28hI1WxbQRERERER+YAFNREREROQHFtAhkJKSEu0uUJgwW3kxWzkxV3kxW3mJmC134SAiIiIiAnfhiBhN01BRUSHc1aPUPWYrL2YrJ+YqL2YrL1GzZQEdJF3XUVFRIdzVo9Q9ZisvZisn5iovZisvUbNlAU1ERERE5AcW0EREREREfmABHSRFUZCRkQFFUaLdFQoxZisvZisn5iovZisvUbPlLhxEREREROAuHBGjaRp2794t3NWj1D1mKy9mKyfmKi9mKy9Rs2UBHSRd11FTUyPc1aPUPWYrL2YrJ+YqL2YrL1GzZQFNREREROSHmGh3INyc72gaGhrCcn673Y6mpiY0NDTAZDKF5TUoOpitvJitnJirvJitvIyWrbNe7G5GXPoCurGxEQCQk5MT5Z4QERERkQgaGxuRmprq9XHpd+HQNA179+5FSkpKWLZIaWhoQE5ODsrLy7nLh2SYrbyYrZyYq7yYrbyMlq2u62hsbETfvn2hqt5XOks/A62qKvr16xf217FYLIYInkKP2cqL2cqJucqL2crLSNl2NfPsxIsIiYiIiIj8wAKaiIiIiMgPLKCDZDabcccdd8BsNke7KxRizFZezFZOzFVezFZeomYr/UWEREREREShxBloIiIiIiI/sIAmIiIiIvIDC2giIiIiIj+wgA7CE088gQEDBiA+Ph4nn3wy1q5dG+0ukZ8WLVqEk046CSkpKejTpw8uuOAClJWVuR1js9kwe/ZsZGZmIjk5GVOnTkVlZWWUekyBuPfee6EoCubNm+dqY65i+/nnn3H55ZcjMzMTCQkJKCoqwrfffut6XNd13H777cjOzkZCQgLGjx+PrVu3RrHH5Au73Y758+dj4MCBSEhIQF5eHu666y632yozWzF8/vnnmDx5Mvr27QtFUfDmm2+6Pe5LjjU1NZg+fTosFgvS0tJw5ZVXoqmpKYKj8I4FdID+85//4MYbb8Qdd9yBDRs2YOTIkZgwYQKqqqqi3TXyw2effYbZs2fjm2++wcqVK9Ha2opf/vKXOHjwoOuYG264Ae+88w5effVVfPbZZ9i7dy+mTJkSxV6TP9atW4enn34aI0aMcGtnruKqra3F2LFjERsbi/fffx+lpaV48MEHkZ6e7jrm/vvvx6OPPoqnnnoKa9asQVJSEiZMmACbzRbFnlN37rvvPixevBiPP/44Nm/ejPvuuw/3338/HnvsMdcxzFYMBw8exMiRI/HEE094fNyXHKdPn46SkhKsXLkS//vf//D555/jqquuitQQuqZTQEaPHq3Pnj3b9bHdbtf79u2rL1q0KIq9omBVVVXpAPTPPvtM13Vdr6ur02NjY/VXX33VdczmzZt1APrq1auj1U3yUWNjo56fn6+vXLlSP+OMM/Trr79e13XmKrpbbrlFP/XUU70+rmmabrVa9QceeMDVVldXp5vNZn358uWR6CIF6LzzztN///vfu7VNmTJFnz59uq7rzFZUAPQ33njD9bEvOZaWluoA9HXr1rmOef/993VFUfSff/45Yn33hjPQAWhpacH69esxfvx4V5uqqhg/fjxWr14dxZ5RsOrr6wEAGRkZAID169ejtbXVLevCwkLk5uYyawHMnj0b5513nlt+AHMV3dtvv41Ro0bh4osvRp8+fXD88cfj2WefdT2+Y8cOVFRUuOWbmpqKk08+mfka3C9+8QusWrUKP/74IwDg+++/x5dffolJkyYBYLay8CXH1atXIy0tDaNGjXIdM378eKiqijVr1kS8zx3FRLsDIjpw4ADsdjuysrLc2rOysrBly5Yo9YqCpWka5s2bh7Fjx2L48OEAgIqKCsTFxSEtLc3t2KysLFRUVEShl+Srl19+GRs2bMC6des6PcZcxbZ9+3YsXrwYN954I/76179i3bp1uO666xAXF4cZM2a4MvT0M5r5Gtutt96KhoYGFBYWwmQywW634+9//zumT58OAMxWEr7kWFFRgT59+rg9HhMTg4yMDENkzQKa6IjZs2dj06ZN+PLLL6PdFQpSeXk5rr/+eqxcuRLx8fHR7g6FmKZpGDVqFO655x4AwPHHH49NmzbhqaeewowZM6LcOwrGK6+8gpdeegnLli3DsGHDsHHjRsybNw99+/ZltmQoXMIRgF69esFkMnW6Yr+yshJWqzVKvaJgzJkzB//73//wySefoF+/fq52q9WKlpYW1NXVuR3PrI1t/fr1qKqqwgknnICYmBjExMTgs88+w6OPPoqYmBhkZWUxV4FlZ2dj6NChbm1DhgzB7t27AcCVIX9Gi+dPf/oTbr31Vlx22WUoKirCb3/7W9xwww1YtGgRAGYrC19ytFqtnTZmaGtrQ01NjSGyZgEdgLi4OJx44olYtWqVq03TNKxatQpjxoyJYs/IX7quY86cOXjjjTfw8ccfY+DAgW6Pn3jiiYiNjXXLuqysDLt372bWBjZu3DgUFxdj48aNrj+jRo3C9OnTXf9mruIaO3Zsp+0mf/zxR/Tv3x8AMHDgQFitVrd8GxoasGbNGuZrcIcOHYKqupcmJpMJmqYBYLay8CXHMWPGoK6uDuvXr3cd8/HHH0PTNJx88skR73Mn0b6KUVQvv/yybjab9aVLl+qlpaX6VVddpaelpekVFRXR7hr5YdasWXpqaqr+6aef6vv27XP9OXTokOuYa665Rs/NzdU//vhj/dtvv9XHjBmjjxkzJoq9pkC034VD15mryNauXavHxMTof//73/WtW7fqL730kp6YmKi/+OKLrmPuvfdePS0tTX/rrbf0H374QT///PP1gQMH6ocPH45iz6k7M2bM0I855hj9f//7n75jxw799ddf13v16qX/+c9/dh3DbMXQ2Niof/fdd/p3332nA9Afeugh/bvvvtN37dql67pvOU6cOFE//vjj9TVr1uhffvmlnp+fr0+bNi1aQ3LDAjoIjz32mJ6bm6vHxcXpo0eP1r/55ptod4n8BMDjnyVLlriOOXz4sH7ttdfq6enpemJion7hhRfq+/bti16nKSAdC2jmKrZ33nlHHz58uG42m/XCwkL9mWeecXtc0zR9/vz5elZWlm42m/Vx48bpZWVlUeot+aqhoUG//vrr9dzcXD0+Pl4fNGiQ/re//U1vbm52HcNsxfDJJ594/P91xowZuq77lmN1dbU+bdo0PTk5WbdYLPoVV1yhNzY2RmE0nSm63u72PkRERERE1CWugSYiIiIi8gMLaCIiIiIiP7CAJiIiIiLyAwtoIiIiIiI/sIAmIiIiIvIDC2giIiIiIj+wgCYiIiIi8gMLaCIiIiIiP7CAJiIinymKgjfffDPa3SAiiioW0EREgpg5cyYURen0Z+LEidHuGhFRjxIT7Q4QEZHvJk6ciCVLlri1mc3mKPWGiKhn4gw0EZFAzGYzrFar25/09HQAjuUVixcvxqRJk5CQkIBBgwbhtddec3t+cXExzj77bCQkJCAzMxNXXXUVmpqa3I7517/+hWHDhsFsNiM7Oxtz5sxxe/zAgQO48MILkZiYiPz8fLz99tvhHTQRkcGwgCYiksj8+fMxdepUfP/995g+fTouu+wybN68GQBw8OBBTJgwAenp6Vi3bh1effVVfPTRR24F8uLFizF79mxcddVVKC4uxttvv41jjz3W7TUWLlyISy65BD/88APOPfdcTJ8+HTU1NREdJxFRNCm6ruvR7gQREXVv5syZePHFFxEfH+/W/te//hV//etfoSgKrrnmGixevNj12CmnnIITTjgBTz75JJ599lnccsstKC8vR1JSEgDgvffew+TJk7F3715kZWXhmGOOwRVXXIG7777bYx8URcFtt92Gu+66C4CjKE9OTsb777/PtdhE1GNwDTQRkUDOOusstwIZADIyMlz/HjNmjNtjY8aMwcaNGwEAmzdvxsiRI13FMwCMHTsWmqahrKwMiqJg7969GDduXJd9GDFihOvfSUlJsFgsqKqqCnRIRETCYQFNRCSQpKSkTksqQiUhIcGn42JjY90+VhQFmqaFo0tERIbENdBERBL55ptvOn08ZMgQAMCQIUPw/fff4+DBg67Hv/rqK6iqioKCAqSkpGDAgAFYtWpVRPtMRCQazkATEQmkubkZFRUVbm0xMTHo1asXAODVV1/FqFGjcOqpp+Kll17C2rVr8dxzzwEApk+fjjvuuAMzZszAggULsH//fsydOxe//e1vkZWVBQBYsGABrrnmGvTp0weTJk1CY2MjvvrqK8ydOzeyAyUiMjAW0EREAlmxYgWys7Pd2goKCrBlyxYAjh0yXn75ZVx77bXIzs7G8uXLMXToUABAYmIiPvjgA1x//fU46aSTkJiYiKlTp+Khhx5ynWvGjBmw2Wx4+OGHcfPNN6NXr1646KKLIjdAIiIBcBcOIiJJKIqCN954AxdccEG0u0JEJDWugSYiIiIi8gMLaCIiIiIiP3ANNBGRJLgij4goMjgDTURERETkBxbQRERERER+YAFNREREROQHFtBERERERH5gAU1ERERE5AcW0EREREREfmABTURERETkBxbQRERERER+YAFNREREROSH/wc2OTWU+sZOugAAAABJRU5ErkJggg==\n", 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epoch=108/200, batch=279/301, loss=3.281]\u001b[A\n", "validating: : 283it [08:09, 9.29it/s, epoch=108/200, batch=279/301, loss=3.281]\u001b[A\n", "validating: : 284it [08:09, 9.37it/s, epoch=108/200, batch=279/301, loss=3.281]\u001b[A\n", "validating: : 285it [08:09, 9.32it/s, epoch=108/200, batch=279/301, loss=3.281]\u001b[A\n", "validating: : 286it [08:09, 9.32it/s, epoch=108/200, batch=279/301, loss=3.281]\u001b[A\n", "validating: : 287it [08:10, 9.41it/s, epoch=108/200, batch=279/301, loss=3.281]\u001b[A\n", "validating: : 288it [08:10, 9.46it/s, epoch=108/200, batch=279/301, loss=3.281]\u001b[A\n", "validating: : 289it [08:10, 9.50it/s, epoch=108/200, batch=279/301, loss=3.281]\u001b[A\n", "validating: : 289it [08:10, 9.50it/s, epoch=108/200, batch=289/301, loss=3.277]\u001b[A\n", "validating: : 290it [08:10, 9.45it/s, epoch=108/200, batch=289/301, loss=3.277]\u001b[A\n", "validating: : 291it [08:10, 9.52it/s, epoch=108/200, batch=289/301, loss=3.277]\u001b[A\n", "validating: : 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0it [00:00, ?it/s]\n", "training: : 960it [05:16, 3.05it/s, lr=2.50e-05, batch=959/1395, epoch=109/200, loss=15.927]" ] } ], "source": [ "\n", "\n", "class Trainer:\n", " def __init__(self,configs={}):\n", "\n", " self.configs=configs\n", " os.makedirs(configs[\"logdir\"],exist_ok=True)\n", " log_path_train = os.path.join(configs[\"logdir\"], \"training_log.txt\")\n", " log_path_val = os.path.join(configs[\"logdir\"], \"val_log.txt\")\n", " log_path_test = os.path.join(configs[\"logdir\"], \"test_log.txt\")\n", " #self.log_file = open(log_path, 'w', buffering=1)\n", " self.traintee = TeeFile(sys.stdout, log_path_train)\n", " self.valtee = TeeFile(sys.stdout, log_path_val)\n", " self.testtee = TeeFile(sys.stdout, log_path_test)\n", "\n", " for dir in self.configs[\"dirsToMake\"]: os.makedirs(dir,exist_ok=True)\n", "\n", " self.model=MaskedAutoEncoder(\n", " c=configs[\"channels\"],\n", " mask_ratio=configs[\"mask_ratio\"],\n", " dropout=configs[\"dropout\"],\n", " img_size=configs[\"img_size\"],\n", " encoder_dim=configs[\"encoder_dim\"],\n", " mlp_dim=configs[\"mlp_dim\"],\n", " decoder_dim=configs[\"decoder_dim\"],\n", " encoder_depth=configs[\"encoder_depth\"],\n", " encoder_head=configs[\"encoder_head\"],\n", " decoder_depth=configs[\"decoder_depth\"],\n", " decoder_head=configs[\"decoder_head\"],\n", " patch_size=configs[\"patch_size\"]\n", " ).to(configs[\"device\"])\n", "\n", " self.criterion=mae_loss\n", "\n", " self.optimizer=torch.optim.AdamW(self.model.parameters(),configs[\"lr\"], weight_decay=configs[\"weight_decay\"])\n", " self.schedular1=torch.optim.lr_scheduler.LinearLR(self.optimizer,start_factor=0.1,end_factor=1.0,total_iters=configs[\"warmup\"])\n", " self.schedular2=torch.optim.lr_scheduler.CosineAnnealingLR(self.optimizer,T_max=configs[\"num_epochs\"]-configs[\"warmup\"])\n", " self.schedular=torch.optim.lr_scheduler.SequentialLR (self.optimizer,schedulers=[self.schedular1,self.schedular2],milestones=[configs[\"warmup\"]])\n", " self.scaler=torch.amp.GradScaler()\n", "\n", " self.train_dataset= CheXpertDataset(zip_path=configs[\"zip_path\"],csv_path=configs[\"train_csv\"],root_dir=configs[\"datadir\"],augment=True,use_frontal_only=True)\n", " self.val_dataset= CheXpertDataset(zip_path=configs[\"zip_path\"],csv_path=configs[\"val_csv\"],root_dir=configs[\"datadir\"],augment=False,use_frontal_only=True )\n", " self.class_Weights=self.train_dataset.get_class_weights().to(self.configs[\"device\"])\n", " self.sample_Weights=self.train_dataset.get_sample_weights()\n", " self.sampler=torch.utils.data.WeightedRandomSampler(self.sample_Weights,num_samples=len(self.sample_Weights))\n", " self.trainloader=DataLoader(self.train_dataset,batch_size=configs[\"batch_size\"],sampler=self.sampler,num_workers=8,pin_memory=True,persistent_workers=True)\n", " self.valloader=DataLoader(self.val_dataset,batch_size=configs[\"batch_size\"],shuffle=False,num_workers=8,pin_memory=True,persistent_workers=True)\n", " self.history={\"train_loss\":[],\"val_loss\":[]}\n", "\n", " self.current_epoch=0\n", "\n", " if os.path.exists(self.configs[\"resume\"]):\n", " loadedpickle=torch.load(self.configs[\"resume\"],map_location=self.configs[\"device\"])\n", " self.model.load_state_dict(loadedpickle[\"model\"],strict=False)\n", " self.optimizer.load_state_dict(loadedpickle[\"optimizer\"])\n", " self.schedular.load_state_dict(loadedpickle[\"schedular\"])\n", " self.schedular1.load_state_dict(loadedpickle[\"schedular1\"])\n", " self.schedular2.load_state_dict(loadedpickle[\"schedular2\"])\n", " self.scaler.load_state_dict(loadedpickle[\"scaler\"])\n", " self.current_epoch=loadedpickle[\"epoch\"]+1\n", "\n", "\n", "\n", " self.test_dataset = None\n", " self.testloader = None\n", " if configs.get(\"test_csv\"):\n", " self.test_dataset = CheXpertDataset(\n", " zip_path=configs[\"zip_path\"],\n", " csv_path=configs[\"test_csv\"],\n", " root_dir=configs[\"datadir\"],\n", " augment=False,\n", " use_frontal_only=True\n", " )\n", " self.testloader = DataLoader(\n", " self.test_dataset,\n", " batch_size=configs[\"batch_size\"],\n", " shuffle=False,\n", " num_workers=8,\n", " pin_memory=True,\n", " persistent_workers=True\n", " )\n", " print(f\"Test loader ready – {len(self.test_dataset)} images\")\n", "\n", " torch.backends.cudnn.benchmark = True\n", " torch.backends.cudnn.enabled = True\n", "\n", " # FIX: Set memory allocator settings\n", " os.environ['PYTORCH_CUDA_ALLOC_CONF'] = 'expandable_segments:True'\n", "\n", " # FIX: Enable gradient checkpointing if model supports it\n", " if hasattr(self.model, 'enable_gradient_checkpointing'):\n", " self.model.enable_gradient_checkpointing()\n", " @staticmethod\n", " def plot_training_metrics(metrics, epoch,figs_path):\n", " import matplotlib.pyplot as plt\n", " \"\"\"\n", " Plot loss and AUC curves from training metrics.\n", "\n", " Args:\n", " metrics (dict): Dictionary containing lists for each metric key:\n", " {\n", " \"train_loss\": [...],\n", " \"val_loss\": [...]\n", " }\n", " epoch (int): Current epoch number (used for title or axis scaling)\n", " \"\"\"\n", " epochs = list(range(1, epoch + 1))\n", "\n", " #Compute the common length across all series\n", " keys = [\"train_loss\",\"val_loss\"]\n", " lengths = [len(metrics[k]) for k in keys if k in metrics]\n", " if not lengths:\n", " return\n", " n = min(lengths)\n", "\n", " # Slice everything to the same length\n", " m = {k: metrics[k][:n] for k in keys if k in metrics}\n", " epochs = list(range(1, n + 1))\n", "\n", " plt.figure(figsize=(14, 6))\n", "\n", "\n", " # ---- Loss subplot ----\n", " plt.subplot(1, 2, 1)\n", " plt.plot(epochs, metrics[\"train_loss\"], label=\"Train Loss\", marker='o')\n", " plt.plot(epochs, metrics[\"val_loss\"], label=\"Val Loss\", marker='s')\n", " plt.xlabel(\"Epoch\")\n", " plt.ylabel(\"Loss\")\n", " plt.title(\"Training & Validation Loss\")\n", " plt.legend()\n", " plt.grid(True, linestyle='--', alpha=0.6)\n", "\n", "\n", " plt.tight_layout()\n", " os.makedirs(os.path.join(figs_path,str(epoch)),exist_ok=True)\n", " plt.savefig(os.path.join(figs_path,str(epoch),\"metrics.png\"))\n", " plt.show()\n", "\n", " def train_epoch(self, epoch, looper):\n", " self.model.train()\n", " running_loss = 0.0\n", " all_preds = []\n", " all_targets = []\n", " current_loss=0\n", " total_batches = len(self.trainloader)\n", "\n", " for batch_idx, data in looper:\n", " image = data['image'].to(self.configs[\"device\"], non_blocking=True)\n", " target = data['labels'].to(self.configs[\"device\"], non_blocking=True)\n", "\n", " with torch.autocast(device_type=self.configs[\"device\"].type, dtype=torch.float16):\n", " img,preds,mask = self.model(image)\n", " loss = self.criterion(img,preds,mask)\n", "\n", " loss_back = loss / self.configs[\"accumulation\"]\n", " running_loss += loss.item()\n", "\n", " if torch.isfinite(loss):\n", " #loss_back.backward()\n", " self.scaler.scale(loss_back).backward()\n", " else:\n", " self.optimizer.zero_grad(set_to_none=True)\n", " continue\n", "\n", " if (batch_idx + 1) % self.configs[\"accumulation\"] == 0 or batch_idx == total_batches - 1:\n", " self.scaler.unscale_(self.optimizer)\n", " torch.nn.utils.clip_grad_norm_(self.model.parameters(), max_norm=1.0)\n", " self.scaler.step(self.optimizer)\n", " self.scaler.update()\n", " #self.optimizer.step()\n", " self.schedular.step()\n", " self.optimizer.zero_grad(set_to_none=True)\n", "\n", "\n", " # === LIVE METRICS (every batch) ===\n", " current_loss = running_loss / (batch_idx + 1)\n", " if (batch_idx + 1) % 10 == 0:\n", " current_lr = self.optimizer.param_groups[0]['lr']\n", " looper.set_postfix({\n", " \"lr\": f\"{current_lr:.2e}\",\"batch\":f\"{batch_idx}/{total_batches}\",\n", " \"epoch\": f\"{epoch}/{self.configs['num_epochs']}\",\n", " \"loss\": f\"{current_loss:.3f}\",\n", " })\n", "\n", " return current_loss\n", " def validate(self, epoch, looper):\n", " self.model.eval()\n", " val_loss = 0.0\n", " all_preds = []\n", " all_targets = []\n", " lenloader=len(self.valloader)\n", " current_loss=0\n", " with torch.no_grad():\n", " for batch_idx, data in looper:\n", " image = data[\"image\"].to(self.configs[\"device\"], non_blocking=True)\n", " target = data[\"labels\"].to(self.configs[\"device\"], non_blocking=True)\n", "\n", " with torch.autocast(device_type=self.configs[\"device\"].type, dtype=torch.float16):\n", " img,preds,mask = self.model(image)\n", " loss = self.criterion(img,preds,mask)\n", "\n", " val_loss += loss.item()\n", "\n", " # === LIVE METRICS ===\n", " current_loss = val_loss / (batch_idx + 1)\n", " if (batch_idx + 1) % 10 == 0 :\n", "\n", " looper.set_postfix({\n", " \"epoch\": f\"{epoch}/{self.configs['num_epochs']}\",\n", " \"batch\":f\"{batch_idx}/{lenloader}\",\n", " \"loss\": f\"{current_loss:.3f}\",\n", " })\n", "\n", " return current_loss\n", " def train(self):\n", "\n", " for epoch in range(self.current_epoch,self.configs[\"num_epochs\"]):\n", " trainlooper=tqdm(enumerate(self.trainloader),desc=\"training: \", leave=False,file=self.traintee)\n", " vallooper=tqdm(enumerate(self.valloader),desc=\"validating: \",leave=False,file=self.valtee)\n", "\n", "\n", " self.model.train()\n", " self.optimizer.zero_grad(set_to_none=True)\n", "\n", " running_loss=self.train_epoch(epoch,trainlooper)\n", "\n", " torch.cuda.synchronize()\n", " torch.cuda.empty_cache()\n", "\n", " val_loss=self.validate(epoch,vallooper)\n", "\n", " torch.cuda.synchronize()\n", " torch.cuda.empty_cache()\n", "\n", " gc.collect()\n", "\n", " if (self.history[\"val_loss\"] and (val_loss