456 lines
345 KiB
Plaintext
456 lines
345 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import torch\n",
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"import torch.nn as nn\n",
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"import torch.optim as optim\n",
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"from torch.utils.data import DataLoader, Dataset\n",
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"from torchvision import transforms\n",
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"from PIL import Image\n",
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"\n",
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"DATASET_DIR = \"dataset\"\n",
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"SAVE_PATH = \"best_model_2.pth\"\n",
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"BATCH_SIZE = 32\n",
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"EPOCHS = 10\n",
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"LEARNING_RATE = 0.001\n",
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"DEVICE = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
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"\n",
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"CLASSES = \"ABEKMHOPCTYX0123456789\"\n",
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"NUM_CLASSES = len(CLASSES)\n",
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"CLASS_TO_IDX = {char: idx for idx, char in enumerate(CLASSES)}\n",
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"IDX_TO_CLASS = {idx: char for char, idx in CLASS_TO_IDX.items()}"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Weights loaded successfully from best_model_2.pth\n",
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"Model set to evaluation mode\n"
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]
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}
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],
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"source": [
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"import torch\n",
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"import torch.nn as nn\n",
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"import torch.nn.functional as F\n",
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"\n",
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"# Определение модели\n",
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"class SimpleCNN(nn.Module):\n",
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" def __init__(self, num_classes):\n",
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" super(SimpleCNN, self).__init__()\n",
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" self.conv_layers = nn.Sequential(\n",
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" nn.Conv2d(1, 32, kernel_size=3, padding=1), # Увеличиваем количество фильтров\n",
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" nn.LeakyReLU(negative_slope=0.1), # Используем LeakyReLU вместо ReLU\n",
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" nn.BatchNorm2d(32), # Нормализация\n",
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" nn.MaxPool2d(kernel_size=2, stride=2),\n",
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" \n",
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" nn.Conv2d(32, 64, kernel_size=3, padding=1),\n",
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" nn.ELU(), # Используем ELU вместо ReLU\n",
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" nn.BatchNorm2d(64),\n",
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" nn.MaxPool2d(kernel_size=2, stride=2),\n",
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" \n",
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" nn.Conv2d(64, 128, kernel_size=3, padding=1),\n",
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" nn.SiLU(), # Используем SiLU (Swish) вместо ReLU\n",
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" nn.BatchNorm2d(128),\n",
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" nn.MaxPool2d(kernel_size=2, stride=2)\n",
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" )\n",
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" self.fc_layers = nn.Sequential(\n",
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" nn.Linear(128 * 3 * 3, 256),\n",
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" nn.GELU(), # Используем GELU для полносвязного слоя\n",
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" nn.Dropout(0.5),\n",
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" nn.Linear(256, num_classes)\n",
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" )\n",
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"\n",
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" def forward(self, x):\n",
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" x = self.conv_layers(x)\n",
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" x = x.view(x.size(0), -1)\n",
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" x = self.fc_layers(x)\n",
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" return x\n",
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"\n",
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"# Создание модели и загрузка весов\n",
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"model = SimpleCNN(len(CLASSES)).to(DEVICE)\n",
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"\n",
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"# Загрузка весов модели\n",
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"model.load_state_dict(torch.load(\"best_model_2.pth\", map_location=DEVICE))\n",
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"print(\"Weights loaded successfully from best_model_2.pth\")\n",
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"\n",
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"# Перевод модели в режим оценки\n",
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"model.eval()\n",
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"print(\"Model set to evaluation mode\")\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 26,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import cv2\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Загрузка изображения в чёрно-белом формате\n",
|
||
"rotated = cv2.imread(\"img/plate-viva.jpg\", cv2.IMREAD_GRAYSCALE)\n",
|
||
"\n",
|
||
"# Увеличиваем изображение для лучшей обработки\n",
|
||
"resized = cv2.resize(rotated, None, fx=4, fy=4, interpolation=cv2.INTER_CUBIC)\n",
|
||
"img_conf = cv2.GaussianBlur(resized, (3, 3), 0)\n",
|
||
"\n",
|
||
"# Настройки вырезания\n",
|
||
"start_x = 25 # начальная координата X\n",
|
||
"start_y = 25 # начальная координата Y\n",
|
||
"symbol_width = 55 # базовая ширина символа\n",
|
||
"symbol_height = 110 # высота символа\n",
|
||
"spacing = 0 # промежуток между символами\n",
|
||
"\n",
|
||
"# Настройки для регулировки ширины и высоты\n",
|
||
"left_adjustment = 4 # Сдвиг с левой стороны (уменьшение ширины: отрицательное, увеличение: положительное)\n",
|
||
"right_adjustment = 4 # Сдвиг с правой стороны (уменьшение ширины: отрицательное, увеличение: положительное)\n",
|
||
"top_adjustment = 10 # Сдвиг сверху (уменьшение высоты: отрицательное, увеличение: положительное)\n",
|
||
"bottom_adjustment = -30 # Сдвиг снизу (уменьшение высоты: отрицательное, увеличение: положительное)\n",
|
||
"\n",
|
||
"# Последовательность символов на номерном знаке: 1 буква, 3 цифры, 2 буквы, 2 цифры\n",
|
||
"symbol_sequence = ['буква', 'цифра', 'цифра', 'цифра', 'буква', 'буква', 'цифра', 'цифра']\n",
|
||
"\n",
|
||
"# Список для сохранения вырезанных символов\n",
|
||
"chars1 = []\n",
|
||
"\n",
|
||
"# Вырезаем каждый символ\n",
|
||
"for i, symbol_type in enumerate(symbol_sequence):\n",
|
||
" # Координаты текущего символа с учетом регулировки ширины и высоты\n",
|
||
" crop_start_x = start_x + i * (symbol_width + spacing) + left_adjustment\n",
|
||
" crop_end_x = start_x + i * (symbol_width + spacing) + symbol_width + right_adjustment\n",
|
||
"\n",
|
||
" # Если это последние 2 цифры, поднимаем их выше\n",
|
||
" if i >= len(symbol_sequence) - 2: # Последние два символа\n",
|
||
" crop_start_y = start_y + top_adjustment - 11 # Поднимаем символ выше на 10 пикселей\n",
|
||
" crop_end_y = start_y + symbol_height + bottom_adjustment - 11\n",
|
||
" crop_start_x -=5\n",
|
||
" crop_end_x -=5\n",
|
||
" else:\n",
|
||
" crop_start_y = start_y + top_adjustment\n",
|
||
" crop_end_y = start_y + symbol_height + bottom_adjustment\n",
|
||
"\n",
|
||
" # Проверяем, что координаты в пределах изображения\n",
|
||
" crop_start_x = max(0, crop_start_x)\n",
|
||
" crop_end_x = min(img_conf.shape[1], crop_end_x)\n",
|
||
" crop_start_y = max(0, crop_start_y)\n",
|
||
" crop_end_y = min(img_conf.shape[0], crop_end_y)\n",
|
||
"\n",
|
||
" # Вырезаем символ\n",
|
||
" crop = img_conf[crop_start_y:crop_end_y, crop_start_x:crop_end_x]\n",
|
||
"\n",
|
||
" # Добавляем символ в список\n",
|
||
" chars1.append(crop)\n",
|
||
"\n",
|
||
"# Отображаем все символы с помощью matplotlib\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"for i, char in enumerate(chars1):\n",
|
||
" plt.subplot(1, len(chars1), i + 1) # Создаем сетку для отображения символов\n",
|
||
" plt.imshow(char, cmap='gray')\n",
|
||
" plt.title(f\"Symbol {i}\")\n",
|
||
" plt.axis('off')\n",
|
||
"\n",
|
||
"plt.suptitle(\"Extracted Symbols from Plate\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Теперь все символы находятся в списке `chars1`\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 1000x200 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import cv2\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Загрузка изображения номерного знака\n",
|
||
"image_path = \"img/plate3_original.jpg\" # Замените на путь к вашему изображению\n",
|
||
"plate_image = cv2.imread(image_path)\n",
|
||
"\n",
|
||
"# Преобразование в оттенки серого\n",
|
||
"gray = cv2.cvtColor(plate_image, cv2.COLOR_BGR2GRAY)\n",
|
||
"\n",
|
||
"# Бинаризация изображения\n",
|
||
"_, binary = cv2.threshold(gray, 0, 255, cv2.THRESH_BINARY_INV + cv2.THRESH_OTSU)\n",
|
||
"\n",
|
||
"# Определение размеров изображения\n",
|
||
"height, width = binary.shape\n",
|
||
"\n",
|
||
"# Предполагаемые ширины символов (в процентах от ширины изображения)\n",
|
||
"symbol_widths = [0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1] # 7 символов\n",
|
||
"\n",
|
||
"# Предполагаемые отступы между символами (в процентах от ширины изображения)\n",
|
||
"symbol_gaps = [0.02, 0.02, 0.02, 0.02, 0.02, 0.02] # 6 промежутков\n",
|
||
"\n",
|
||
"# Вычисление абсолютных позиций символов\n",
|
||
"positions = []\n",
|
||
"current_x = 0\n",
|
||
"for i in range(len(symbol_widths)):\n",
|
||
" symbol_w = int(symbol_widths[i] * width)\n",
|
||
" positions.append((current_x, current_x + symbol_w))\n",
|
||
" current_x += symbol_w\n",
|
||
" if i < len(symbol_gaps):\n",
|
||
" current_x += int(symbol_gaps[i] * width)\n",
|
||
"\n",
|
||
"# Извлечение и отображение каждого символа\n",
|
||
"plt.figure(figsize=(10, 2))\n",
|
||
"for idx, (start_x, end_x) in enumerate(positions):\n",
|
||
" symbol = binary[:, start_x:end_x]\n",
|
||
" plt.subplot(1, len(positions), idx + 1)\n",
|
||
" plt.imshow(symbol, cmap='gray')\n",
|
||
" plt.axis('off')\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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u06ZNm3TjjTfutt3zzz+vhx9+WI8++qhOO+20lEE7aj+eVKdJhw4d9Kc//UnnnXeeDjrooKQVFf/2t78lpmra2YsvvqhTTjmlSn+whgwZonPPPTc017Zp06ak+Mdjjz2mrVu3JopHmjVrppEjR2r06NHq27evzjzzTC1ZskQPPPCAjjrqqMRc0i+//LJuuukmvffee4mpiariiCOOSPnC2PHPiF26dNHZZ59d5XMCQFyXXnqpHnroIZWWlurtt99Wu3bt9PTTT2v+/Pm69957Ixeeu/z2t7/V/Pnz1bdvX/3gBz/Q6tWrNWPGDC1cuFBXXXWVOnbsWG2vJX3/L5Vz587VoEGDdPTRR+svf/mLZs+erV//+teJWMcJJ5ygyy67TGPGjNGiRYt06qmnqmHDhvr44481ffp03XfffTrnnHP03nvvafTo0VqxYoX69++f+F6RlCjwe/bZZzVw4EC1aNFCw4cP19NPP61zzz1XgwcPVvfu3bV69Wo999xzevDBB3XooYc6+zxq1CjNmDFDQ4YM0fz581WvXj2dfvrpmjlzpn784x+rf//+WrZsmR588EEdfPDBibmsJenWW2/Vl19+qUMOOUQ5OTl65513NHnyZHXr1i2Rb/Y9VxQvvviifvvb3+62CHHlypW6+OKLdckll/C9tyfL6Nwje6GPPvooGDJkSNCuXbsgOzs7KCwsDI499tjg/vvvD7Zu3ZpoJynIysoK3n777aTjTzjhBOeUPTtPmbcz1+93TKm046egoCA44ogjgsceeyzl+HHjxgWdO3cOGjZsGLRo0SK44oorgjVr1iR+f9VVVwXHH398MHfu3JRjfafUs5hSD0A67G5KvSAIgm+++Sa46KKLgqZNmwbZ2dlB165dk6anC4LqmVLvxRdfDE4//fSgdevWQcOGDRPfC5MnT05MM7c7VZ1SLz8/P1i6dGlw6qmnBo0aNQpatGgRjBo1Kmn61B0efvjhoHv37kFeXl5QWFgYdO3aNbj++uuDr776Kum1w352nlbuv//9bzBs2LBgv/32C7Kzs4P9998/GDRoULBq1aogCNxT0QVBEMybNy/IysoK7rvvviAIvp+C74477gjatm0b5OTkBIcffngwa9aslGljn3766eCoo44KioqKgry8vKBjx47Btddem3S9fM8VZUq9Vq1aBZs2bUpqq52m1KusrAz69u0bdOrUKdi4cWNKO6bU23OwTDkAAHuJ0tJSPf3007Gfvu5wyy23aN68eSmrBu6sXbt2mjJlSqzVJYE9AZlqAAAAICYy1QAAIJJu3bqFTvf64x//WC1atEhTj4DMIf4BAMBeorrjHwD+h0E1AAAAEBOZagAAACAmBtUAAABATBQqAkAaVFZW6quvvlJhYWGVVjsFAGRWEATasGGDWrdurXr1dv082ntQvfMqSdL3y5Ra27dvT9resmVL0vamTZtSjrH7XMUTdt+GDRt2+zrS/5Ye3dV2RUVFyjHWjmVL47LXxcbY7e+l1OtbWVm5220frhuhQYMGu912HWcrvV2V37m5ubGPycnJ2e22JGVnZ4ee17ax79F1jP3s7Tlc19IeY9vs7g/i7oR91j73whVXXBHptVF9vvrqK7Vp0ybT3QAARLR8+XLtv//+u/w9T6oBIA12LGu9fPlyFRUVZbg3AABf69evV5s2bRJ/j+8Kg2oASIMdkY+ioiIG1QCwBwqL7lGoCAAAAMTk/aTaJx/qygaHsXlQ17TZYZnRKMf4nMe+H5+Mtc81qE1Tg0fJapeXl1f5mCivY/+P0JX3ttlzn8/ItnH9n6d9rbBcuesYe16fTLXrutj+2vsnyr0OAACqF0+qAQAAgJgYVAMAAAAxMagGAAAAYmJQDQAAAMTkXajoU2gW1sa14Ipt41pUxraxxYCu84a1iVLcFaUQU6pdhYlhXNc/jOu62H122+d1ohT6uYoZwz5rn0VxfBavCStujFqoGPbnylWcSfEiAADpxZNqAAAAICYG1QAAAEBMDKoBAACAmCIvU+7KbNqcrN2Okr2VUvPQdvER1zH2tX2y25ZPJjZsycqofPK3VpQcbZSFW2xG3JVptzlfe72jZJ9d2WF7nVxtbP7Z3i+ufHTY6/jksG0bn3vF1f+wxV58ctgAAKBmRR5UAwCqrrg40z0AgL1HOueKIP4BAAAAxMSgGgAAAIgp8jzVrrmXw+YidmWfbT7abkvhmeqysrIqH+OTOfXJ0UaZizgKnxxtVc/h4vpcw7LyrmNsfthe/9zc3NC+RLm2rqy2vRd8cvxR5rYOy3dX1zzVPuepqfsQAAC48c0LAAAAxMSgGgAAAIiJQTUAAAAQE4NqAAAAIKbIhYquxVNsm7DCRSm1iMy1kIgtcvM5ZuvWrbvti6s4zQpbzMPVxqU6isaiFrmFnSPsM5PCC059FtKxx7iKGy1b6OdaPMW+J9fnYRd3sfeLa8GVnJycpO3qWEwlaoFh2EJGFCUCAJB5fBsDAAAAMTGoBgAAAGJiUA0AAADEFDlT7bNIhU+OOcriL2ELu7hey2chGputtcdkZ2enHGO58q2uLPDOXDlgmzm22z7X34fPMWGZXp/FU2ybKIvv+HAdYzPVPouy2HuqOjLWPveGK2tu748ofxYBAEDN4kk1AAAAEBODagAAACAmBtUAAABATN6Zah9hOVrXfNI+Weeweapd8ySHndeVXbVtbI7WxeZkfTK9tk1Y5lryy1RH4ZNPt9fStnH1xbax77mm8t+uOafD5rK2n49rX25ubtK2K19v++fqSxifubh9riWZagAA0osn1QAAAEBMDKoBAACAmBhUAwAAADExqAYAAABi8i5UjLIQR9gCJq59rqLDsMUufIoObRtXQZgtLLNtXMVptujNFrS52thtn4I213u07HXxKWiz13vLli2h57XFjWVlZaHH+Cz+4lP0GcZ1jL2+YYvBuNps3bo1adtVxGqvpc/nGuU9hn3OAAAg/fg2BgAAAGJiUA0AAADExKAaAAAAiClypro6sqA1yeZZbabXlXe1WWeboba/l1Iz1K5Mtc3f2vP45IAt1yI5UdjPxPUe7WvZfLFr8RS7+ItPptoe47MojuXqv+2f/Vxd/befY9gCRD6v44N8NAAAeya+wQEAAICYGFQDAAAAMTGoBgAAAGJiUA0AAADElNZCRZewhV0kv4VPwtjCP1dBW9giIa4ixEaNGiVt5+XlpbSxhYp221XQFqVIL2yBG9d1tAV4rs/VFhnaRU5cRXt2ny1udAlbZMbnPvD5XH3uBftZ28/VXjcp9XP1Kcz1+XMV9mctnQXAAADAjSfVAAAAQEwMqgEAAICYGFQDAAAAMUXOVPvwyUv75GZ9zhPG5otdmWWbrbXbUTPVYW1sFtf12jXFZp1drxuWdXblpW0bm8N2fYZ2X5RjXGyG2mbYXf23+3wWf/Hpr2Wvd9iiP1Lqn0XX67CIDAAA6cU3LwB42LBhg375y1+qbdu2ysvL0zHHHKOFCxdmulsAgFqCQTUAeLjkkkv00ksv6bHHHtP777+vU089VSUlJfryyy8z3TUAQC3AoBoAQmzZskUzZszQXXfdpeOPP14dO3bULbfcoo4dO2rChAmZ7h4AoBao1uBuWPbZzncspWaofeY89jlvGFfm1OZb7TzVdltKzVnn5+entLH7bKbaldW2r1VTGdktW7aEtrFZYZsvdp3DZpJ95rYOyyS7PmfbxnWdNm/enLRtr7dPJty+Z1eOOew+dOX4bX9dmXbbxp4nyv2Pqtm2bZu2b9/unL/8zTffzFCvAAC1CU+qASBEYWGhevbsqdtuu01fffWVtm/frmnTpmnBggX6+uuvnceUlZVp/fr1ST8AgLqLQTUAeHjssccUBIH2228/5eTk6A9/+IMGDhy4y39FGjNmjIqLixM/bdq0SXOPAQDpxKAaADx06NBBf/3rX7Vx40YtX75cb731lioqKtS+fXtn+5EjR2rdunWJn+XLl6e5xwCAdErPZMgAUEfk5+crPz9fa9as0QsvvKC77rrL2S4nJ8c5Bz0AoG6q0UG1z6IttsjKtfiL3WcL2lzH2PPaAjDXP9mGFY3ZRUOk1IVb7EIvUmphoi1cdBUq2vNGKVS0BW2u62Tfo6voLaww0VWcadvYzz7KIj8+i6nYvkqp19IWJro+M3se21+f4kD7mbk+Q7vYi6sYNuyzZ6GX9HjhhRcUBIEOPPBAffLJJxo+fLg6d+6siy66KNNdAwDUAnwbA4CHdevWaejQoercubMuvPBCHXfccXrhhRec/yMEANj7EP8AAA8DBgzQgAEDMt0NAEAtxZNqAAAAICbvJ9U++dawNjYL7drnahOWu/ZZVMaHzbeGLQbj2ucqTApb7KWgoCDlGNvGtXBIGJu1dV0n+55dn6vNF9vFVFyZ6k2bNu32HK7POex+8bnnXNfJvrbddi1EY6+VT44/jM+CQ67FX1z7dtc3yS9/DgAAqg9PqgEAAICYGFQDAAAAMTGoBgAAAGKq1ky1zaHabZ/sqqtNWO7aJz9aHRlYVybWZqpduWubj7bzIrsyyTabHZar9eHK3toMsuv620x4WEbctc/OW+2aT9r12jvzyVS7PqOwfLRP1t/ePz73XNi851J4jt/VxofrPQEAgJrDk2oAAAAgJgbVAAAAQEwMqgEAAICYGFQDAAAAMUUuVHQtJBJWEOYqRPNZFMQeZ7d9irJs0ViUxTFcRXA+hWa2eNEW8bkWjLFt7Ou4+mLZ9+jqmy3AswWFUvgCN67+22Psa/ssZuNTHGjb+BQd+tzLPoW5VeWz+IurKDFKoaLP/QEAAKoP37wAAABATAyqAQAAgJgYVAMAAAAx1ejiLz6LtPjkrsMW63DlaMMy1D799+GzQExYmyiLgkTJVLv4ZMLDXtuV+Q07xidTbbkW8LHv0XXesM/eJ6sdJVPt8x597p+wTLXrupCpBgAgvfjmBQAAAGJiUA0AAADExKAaAAAAiMk7U+3DZjvDMta+bcIy1K4sdFgm1pVDDTvGlautjqxt1PmLw/jkdaPwOU/Ya7veT5Sc9Z7E5/252pCPBgCg9uPbGgAAAIiJQTUAAAAQE4NqAAAAICYG1QAAAEBM1VqoGGWRjSgLcURZmMO28VnoJcpiMD6FZtWxYIzrGJ9rGSbKMekqpKuLhYwUIQIAUDfwjQ4AAADExKAaAAAAiIlBNQAAABCTd6baLkbiEiUH7CNKzjcK14Iw1SHKdfFZICbsdaJkzaPk3qtrURzLJ0NdU/n0KNc/ipq6t9P1ZwYAAHyPJ9UAAABATAyqAQAAgJgYVAMAAAAxeWeqqyOH6pN39XntPU2UTHJ1vI7NiLvm3bb7XH3Ztm3bbtu4jgk7b5Q5wH3m5va5x3zy0jVxz9VUZh8AAGTenj1aBQAAAGqBal1REQCwe+vWSUVFme4FAKC68aQaAAAAiIlBNQAAABBT5MVf6tevn9ImrCDMR5QCsSiLnLiKxsLa+BTk+Zw3SqGfD3uMLTAsLy9POcbuq6ioCD2vPcbVV59rFybK4kGuRYoaNmy4222fQkV7v1dXIaPPfRl2DAu9AACQeTypBgAAAGJiUA0AAADExKAaAAAAiMk7Ux0lHx2FKx9q94UtRuLaZ7O29hyufWHbUmqe2JVJDlv4xKcvYef0OW9ZWVnKMXafTxufBWOiCMtQu/LSls1Lu46z2zk5OaHH+NQLuOoMqkPY9d3TF0cCAKAu4NsYAAAAiIlBNQAAABATg2oAAAAgJgbVAAAAQEzehYqWa8GPKIun2MI+V4GeXWzEtnEVB1q2mMtV0BZ2Xtd7tvt82lTH4i+uRULCChN9ihC3bt2a0iZssRefhWp8ig7DCgp9uIoOs7Ozd7vtuhfsPluE6DqmNhUM1qa+AACwN+CbFwAAAIiJQTUAAAAQE4NqAAAAIKbImWofYYu2+Lax+WGfxVMsmzF1HROW77bZYtc+V77btvE5xuaJfXLY9jw2H+3KS/vkrsOutyvfbdnr71ooxadN2DE2Ly2l5qxtHton322PcS3+ErZ4TXXxWYiGTDUAAOnFNy8AAAAQE4NqAAAAICYG1QAAAEBM3pnqKJlYn4ypzYO6zmvbuDKkYewxrhxw2PzLrky1zTH7zAVtt7ds2eLocTJ77aJkqjdu3JhyzKZNm0L7Ys9jM9U+c5ZHYd+z6zOz94vr/rH7qmOealcOO+x+98k+R2nj82cRtUdxseRRhgAA2MPwzQsAAADExKAaAAAAiIlBNQAAABATg2oAAAAgJu9CRVvc5bPIhm2Tm5ubckx+fn7StmshlLDFRnyKsmxhmc/CIvZ1XX2zRXyuQj9bDBjltaMUKtqCSNsPSdqwYUNoG7vPnte1kE7YgjGuY3wKIMO4Cv3CChNd97K9X+y2656zn6tt4yputMf4FE368LnHAABA9eFJNQAAABATg2oAAAAgJgbVAAAAQEzemWqbl87Ly0tp06hRo6TtoqKipO3NmzenHGNztK6scFg21fbNdR6fhWjCcqiujK/NUNuMctTz2tyyT27cLk5j8952W/LLVIctXuOTg7d981kkx5W7tlyfvVUdi7JEWfzFZ2Eae57qylSz+AsAAOnFNy8AAAAQE4NqAAAAICYG1QAAAEBMkTPVdn5pKTzT27hx45RjwrLPUmqm1PbFNTd0WFbbznUtubO1O3Nlh20O2NWXsDmmXdlhe16feYdtNjvKHNqu3Lv9XO11sL93tfHpi91nr4srx+zaF8Z+zq7P3e7zySiHZf9dfQ2bQ9vVxopyLwMAgOrFk2oAAAAgJgbVAAAAQEwMqgEAAICYGFQDAAAAMXlXednFXlxFe2ELfLiOsUVWrqIsW5hoFyxxFb3Z17J9cS0y49q3u766XsenUNEWkbnOa6+lzwIgti8+fbOFia4FYux5bAGhayEXex77fnwKFe3n4fp87HXxKdrzWZQl7DPzWcglrHDRdR7X/R/22bv+XPkUtgIAgOrDk2oAAAAgJgbVAAAAQEwMqgEAAICYvDPVNutpM9ZSam7WLhDjyn7aBUtcWdCwDKzNXEupOV+b8XX1xe6zffPhWsjFXhefhURsftjVX8v2Nyzj7mrjk6m2rxMlX+9aMMb12jvzuW4+C7nY+8cn62xzza5j7OuEZaxdbXwWuLH3BvnpXRszZoxatGihwYMHJ+2fNGmSvvvuO40YMSJDPQMA1DU8qQZQZz300EPq3Llzyv4uXbrowQcfzECPAAB1FYNqAHXWypUr1apVq5T9zZo109dff52BHgEA6ioG1QDqrDZt2mj+/Pkp++fPn6/WrVtnoEcAgLrKO1PtM7evzV3bHKprvt3c3Nykbdc8wzZD6pN1tvlWm2d15Yttmyiv48r0WvY9ut6zK5sdxh5j++86Z9gxrn02D+3KR4fNbe16Hdd1COMzF3RYHtp1L9tjwu6nXe3b3TlQ84YMGaJf/vKXqqio0EknnSRJeuWVV3T99dfr2muvzXDvAAB1ifegGgD2NMOHD9d///tfXXnllYn/+cvNzdWIESN0ww03ZLh3AIC6hEE1gDorKytLd955p2666SYtXrxYeXl56tSpk3PGIAAA4mBQDaDOWrdunbZv3659991XRx11VGL/6tWr1aBBAxUVFWWwdwCAuoRCRQB11s9+9jM9+eSTKfufeuop/exnP8tAjwAAdVXkJ9U+hVo+RWRRFr+wRWS2QFKqnqI3W2znOqctPnP1Jew9ugrlfBYOsXzaWPY92aJQKdriL2GFiq7XscIWbZH87p+wxV6iHOPqi73+tv8+96Truth9UQp391b/+Mc/9Lvf/S5lf+/evXXjjTdmoEcAgLqKJ9UA6qyysjLnrDcVFRXasmVLBnoEAKirGFQDqLN69Oihhx9+OGX/gw8+qO7du2egRwCAuopCRQB11u23366SkhK9++67OvnkkyV9P0/1woUL9eKLL2a4dwCAusR7UB2Wl5ZSM6RRssOuBWLs9Fc++dywfKtPJtbVJuwYn8VHwhYjcZ3XJ58bllP2OcanjV3sxWdRGZ88cdj9EyX7LIVff9c9F/ba1bX4i0+2POwzilI/sLc49thjtWDBAt1999166qmnlJeXp27dumnixInq1KmT93natWunzz//PGX/lVdeqfHjx1dnlwEAeyieVAOo0w477DA9/vjjsc6xcOHCpILQDz74QKeccorOPffcuN0DANQRDKoB7BW2bt2a8q8svvNUN2vWLGl77Nix6tChg0444YRq6x8AYM9GoSKAOmvz5s0aNmyYmjdvrvz8fO2zzz5JP1GUl5dr2rRpGjx4sDPSAwDYO3k/qfbJt9o5mm1WNTc3N+WY6phj15VltfMk2+xtWVlZyjH2PdlcsE9fo86lbIVlbV2/t/3dunXrbrel1Hy0q43dZ49xzVNtr5VPdjgsn+5zbV3zhIfdlz45bJ/sfFi+O0oO2wcDu10bPny4XnvtNU2YMEEXXHCBxo8fry+//FIPPfSQxo4dG+mczz77rNauXavS0tLdtisrK0v6e2b9+vWRXg8AsGfgSTWAOuv555/XAw88oJ/+9Kdq0KCBevXqpd/85je64447IuesJ06cqH79+ql169a7bTdmzBgVFxcnftq0aRPp9QAAewYG1QDqrNWrV6t9+/aSvs9Pr169WpJ03HHH6fXXX6/y+T7//HO9/PLLuuSSS0Lbjhw5UuvWrUv8LF++vMqvBwDYczCoBlBntW/fXsuWLZMkde7cWU899ZSk759gN27cuMrnmzx5spo3b67+/fuHts3JyVFRUVHSDwCg7mJQDaDOuuiii/Tuu+9Kkm644QaNHz9eubm5uuaaazR8+PAqnauyslKTJ0/WoEGDvOoiAAB7F+9vBluE5VowI6ww0VXoZwvYXEVX9rXDFkaRUov2fBYJscWL9hyuRU58Ft4IW0TGVcQXVtjnKg60BYVbtmzZ7bYkbdq0KbRNlOti+x+2LYV/rj7Fga7Cv7BCUVdxo21jFyDyKZr06ZvPokp2X5Siz73VNddck/jvkpIS/ec//9Hbb7+tjh07qlu3blU618svv6wvvvhCgwcPru5uAgDqAB63ANhrtG3bVm3bto107KmnnsrqlQCAXWJQDaDO+tWvfrXb3//ud79LU08AAHUdg2oAdda9996rnj17OiM+zO8NAKhOkRd/ceWj7ReXzaH6ZG9dWdWw3KkrP2oXKPHJVNt9NqPsOsb1nqrKJ1Nt/9nZtXiN3Wfz0Zs3b045xqeN7UuUTLXl+szsMT6fs/1MXFn/sEy1656z57FtfHLYPov++NQHhOWjXf1nwPg/zzzzjJo3b57pbgAA6jiqmQDUWVlZWfwPBgAgLYh/AKizgiBQaWmpCgoKlJ+fr9atW+vwww9Xv3791KhRo0x3DwBQh/CkGkCddeGFF6pZs2Zq0KCBvvvuO/3lL3/RBRdcoE6dOmnx4sWZ7h4AoA7hSTWAOmvKlCkp+zZt2qSBAwdq+PDhmjVrVvo7BQCok7wH1bZYylUcFbZAjKuILKw4zacvURb88Ckas+/HFj9KqYuw+MxjG1b459PGdYzti9129d/uc53X7gsronSJsshJlCJEn/NGKVqNUtxYHce49tnPw+c97202bNigwsJC5+/y8/N1991368orr0xzrwAAddne/c0LoE469dRTtXHjRufvtm3bpscee0xvvPFGmnsFAKjLGFQDqHM2bNigkpISrV+/Pmn/Bx98oKOOOkpTpkzRs88+m5nOAQDqJAbVAOqc1157TZs2bdIpp5yi9evXKwgC3XnnnTryyCN10EEH6f3339dpp52W6W4CAOoQ70y1T442LDfrWjDDnseVBbXzzIZlb6XUrKpdGMV1TFiG2ieT7FoUx+5ztbGiZM3tee05XAuyhOWlXfuqI0Pts8iPT97Ynscn6++TdY6SyQ87b5QFY3bVv53t7flpl2bNmunVV19VSUmJTjrpJOXk5Ojjjz/WtGnTdM4552S6ewCAOojZPwDUSc2aNdMrr7yikpISffDBB1q0aJE6d+6c6W4BAOooHnEBqLOaNm2qV199VQcffLDOP/98rVmzJtNdAgDUUTypBlDn/OQnP0naLioq0uuvv64ePXqoa9euif0zZ85Md9cAAHWU96DaZm/tHMiuNj7C8qJSeKbXZ57eKPMk2wyszWVLqblfV146bI7pKJlYV77b9sXnPdvr73NdXLnrsGN85oYOy8pHyTG72oRl9F18+h82T7tP3tsna+6Tt9/bc9bFxcUp2z/84Q8z1BsAwN6AJ9UA6pzJkydnugsAgL3M3v04CwAAAKgGDKoBAACAmBhUAwAAADF5Z6ptkZ6rKNEW6UVZWMTFFoX5HGPZ4jQXW9xl+++zyIzPdbFFhj4L3oSdU0otHrV9s9uufVEWpvHhunZhwgovXftchX72Wto2rmsdVsDpUxDps3iNTzFmWKGiT3EjAACoWXzzAgAAADExqAYAAABiYlANAAAAxOQddLV5XVd22CdDHcaVbw1bFMQnk+xzjF3sxb4fnwVXXIvi2OsQJSscdk4pNfeem5ubtO3KS9t9dmEdF9vG5xgryuI7OTk5Kcf4LP4StghOlGN8+u+zyIzPeaMsVkOmGgCA9OKbFwAAAIiJQTUAAAAQE4NqAAAAICbvTLXNF7sy1Tbn65O1jZL9tBlT1+uE5aNdczbbNjZv7Mr0hs1B7TqvzT67rkHYvM6u92xf276uK+/tk4O319se4+pLWA7Y9Tq2jb3erutv99nP3bUvbA5q1z6f7HPYeaPMRw4AAPYMPKkGAAAAYmJQDQAAAMTEoBoAAACIiUE1AAAAEJN3oaItLIuysEuURU6qiy1MdPU/rNDSVZxpiwNdxXS2jc9CNHafLYh09cUu9uKzYI/PeavaNym1AM+nuNRelyhFiK4CT1tA6LNgjE8xY5iaurd9/ixG+fOJ9Fi3LtM9AADUBJ5UAwAAADExqAYAAABiYlANAAAAxBQ5U+3Ki9o21bWwRXXkWX0ypmGZateCMTaf68okh+VzfTKx9ryuRWZs/+y2K5Nsc9euBWLCFvHxWdTElVu2bBubEbfbUup7cmXa7XUIy1hLqe8pbDEbF597zl5bn0VxfBZZIlMNAEB68aQaAAAAiIlBNQAAABATg2oAAAAgJu9MtU8OuKbm8g1rk8n5gG0+15VJDuufa55nu6+srCxp25XvDpuz2dUP239X9tkeZ88bJQfs6os9b15eXtJ2o0aNUo6xbVyZantdfOa29rl2VRUlO+96bXtvME81AACZx5NqAAAAICYG1QAAAEBMDKoBAACAmBhUAwAAADFFLlSsruLA6ihUdC0yUxPFi66CwiivY4vRXMWBYQuU+Lxnux2lCFFKLYq0xZiuvoQt9uLzOrYw0RYlSlJ+fn5oG7tojC1m9FnUJ2wxGBefQld7L7juJ3vf2WNsEavrGAAAULN4Ug0AAADExKAaAAAAiIlBNQAAABCTd6balYGtDj7ZVCtKvjvK6wRBENrGZ1GTmsqjh/XFbldXzjYsLy1Fy3fb7HOUxV9cmWq7zy7+4spU2/5F+czs/eNa2MV+JuXl5aHntZl2V1bb5zwAAKD68KQaAAAAiIlBNQAAABATg2oASKPi4kz3AABQE7yD0j452nSpqQx1uvjMX2yztraNK+9dE8e4+GTE7fW3mXyba5bC89GuTLXPXNZ2Xmq77eqL7W/YvNU+XJl2V846jJ2X2nUOn88RAABUH55UAwAAADExqAYAAABiYlANAAAAxMSgGgAAAIgprYWKPouppEuUvriKv3yKDm0hmU8BoW1jz+EqeotSqOgjrCjPdW+ELbDiU6iYn5+/223Jr1DR7rOFij6Lv9jCS59CRZ97wy7kEuU8PovKAACAmsWTagAAACAmBtUAAABATAyqAQAAgJi8M9U2jxtlcRXXMTWVsw47r8/iGFGyz642dp9P1jasTU0t7uGTFbZt7MIoUvgCK7m5uSnH2Hy0zVC7Fn+xbVznDVv8xXWM7a/P4i9RFoSx94YrY23b+OTrWfwFAID04kk1AAAAEBODagAAACAmBtUAAABATAyqAQAAgJi8CxWjFD5FWSCjul67OoQViEnRig7DChd3tW9nPoVydttVKGoXOXEtymL7Ys/rWjwlrDDRp+gwrHDR97y2TdjCNFJqYaK9TlEKOl18CnXD7hcKFQEAyDyeVAMAAAAxMagGAAAAYmJQDQAAAMTknam2i1K48qI2sxsl1+mTMU1XXtQnL23zrJnMiNvr77NIS5TcuD2P67w2x2y38/LyUo6xi7LYNj4Lu7gy4TYzbbdd/Q/LULvuf3uMzwJJtk2URZVcoixEAwAAouObFwAAAIiJQTUAAAAQE4NqAAAAIKZqnae6OnKcmcwkh53XZz5pVxubU/Y5pjr4ZJ+tKDlgV9Y5LFNts9BSeIbadYzd55pzOixDbbPQrjY+x4TlsF3X315L13ltbt+e13UMmWoAANKLb14AAAAgJgbVAAAAQEwMqgEAAICYGFQDAAAAMXkXKvosflEdC1e4zmsL+WybKIV+UQoifY7xWbzGhy1Os1zXOqxQzlXQZvkUuNnz+BQqNmrUKPQYW6hot30KFV2Lv9gCwSiLv0QpVLTHuK6t7YurTdj97lqwp7oWkQEAAH54Ug0AAADExKAaAAAAiIlBNQAAABCTd6baJ/tZHVy5ZZsPjZJbjpK7ro7stuu4KFntmlogxvLJytvcsmvBFdvGZp9dmeqwhVx88tI+C7n4ZM3Dzut6z1GOce2zomSqfRb6AQAA1Ycn1QAAAEBMDKoBAACAmBhUA0CI0tJSZWVlJX6aNGmivn376r333st01wAAtYR38NJmYH3mwa2u7LOds9luu/pSHfNFh82P7epLukR5fz5zgLvYfK7ddmWd7b6wbZ/z+mSfXVnisDnWfeaGjpLDDpsf29XG1RebmfZ5z2Sqq1/fvn01efJkSdLKlSv1m9/8Rqeffrq++OKLDPcMAFAb8KQaADzk5OSoZcuWatmypQ477DDdcMMNWr58ub777rtMdw0AUAvwOAsAqmjjxo2aNm2aOnbsqCZNmjjblJWVqaysLLG9fv36dHUPAJABDKoBwMOsWbNUUFAgSdq0aZNatWqlWbNm7XJ60TFjxmj06NHp7CIAIIOIfwCAhxNPPFGLFi3SokWL9NZbb6lPnz7q16+fPv/8c2f7kSNHat26dYmf5cuXp7nHAIB08n5SbQuzoiz+4lMU5yo6DHstn+Ku6ljIxXWMz0IcYYWWrmJHe15bmFhdi8H4fI5hBXc+i7/4HGP32XvOVXxn7xefxWt83rNt41OYa9v4FCH6FBTaNj4FtK5CSsSTn5+vjh07JrYfffRRFRcX65FHHtHtt9+e0j4nJydlQSMAQN3Fk2oAiCArK0v16tXTli1bMt0VAEAtQKYaADyUlZVp5cqVkqQ1a9Zo3Lhx2rhxo84444wM9wwAUBswqAYAD3PnzlWrVq0kSYWFhercubOmT5+u3r17Z7ZjAIBaoVoH1VGyzz7ZYNvG5kVdOWb7WhUVFaGva/fZbXsO177y8vKUNnbf1q1bk7Zd/3xsj7HbPovkWFHy01Jq1tnmpV25UbtYkM8xto3ti8+CKz4LuUTJWEcR5d6O0hfy0zVvypQpmjJlSqa7AQCoxchUAwAAADExqAYAAABiYlANAAAAxOSdqbbZYVeO0+ZBw7Z3tc+qjjmlo8wnbdu4MtU7L0MspealXW1shtqVw7bnsa/t6kuUTLXd5zPntM1D2/y0a19eXt5uzymFz0vtyntXV+46jM884fb6288oyvzYrtcKu0+l1P4CAICaxZNqAAAAICYG1QAAAEBMDKoBAACAmBhUAwAAADF5FyrawjlXQZvd57Owhd1XHUWJUmqhli3mchX12cIye4wtOJT8FnKx++z25s2bU46xxYv2tV2FimHXznX97UIorgJCW5jos5CLvRfstk/Roc8iLT7FsFGEFbq67h9XwWBV+fTf516O8ucIAABEx5NqAAAAICYG1QAAAEBMDKoBAACAmLwz1a48sWVzzDZ7GzXnac9rM6Su80ZZ/MXus7lm1yIt9rq4rlNYHtrVF/ta9piwhV5cbEZZCs8+u/bZhV1c+eiwDLXPIi0+i7b45K5d77uqfO6fsDy06/f23nBdf8u+ts9CNAAAoGbxpBoAAACIiUE1AAAAEBODagAAACAm70y1zXH6zDNss56uHG1Nsa9tc9l223WMzaX6zE3smj86rI0rn2tfy9XfMPZ6uzK9NsPrmqfaZqh95qm2bXzmqQ7LR/vksF1tqmMua5/rb+8f+35c2WefNlGk888aAADgSTUAAAAQG4NqAAAAICYG1QAAAEBMDKoBAACAmLwLFX2KvcIKzVzH+BSNhRU8ugoI7Xlt33wWBAk7h6uNz3l8fh/22lFe11UcaK+lq8AtrODRp4AwyjE+i79EuceiFCpGWUCmOv7MuLg+R6u6Ch4BAIAfnlQDAAAAMTGoBgAAAGJiUA0AAADE5J2p9llkw+7zyYvafa4sqG1jF+KIkqOtrhyz3WcXOZFSF3exbVyZ8LDFO1zXyZ7HJy9tP1ef3LjPojLVkQH3OUeUbHyUvvjk6+118cmER1kUx2chGtc9BQAAag5PqgEAAICYGFQDAAAAMTGoBgAAAGJiUA0AAADE5F2oWB2iLkhhj6uphS2iFDeGLVji2mf7X1FRkXJMdnZ20rYtdnRdg7ACQlffbKGcfV3XcT7vOezaRTmmphZ2icJV9BnWF59jfApF7Wfvupb2fgEAADWLJ9UAAABATAyqAQAAgJgYVANAGq1bl+keAABqgnem2mY0fbKrPouP+JzHZkhtX1z50bAMcpRctk+m1/UebW7ZvrYrx2xFWQDEHuPqm33t3NzclDY5OTlJ2/b9uBa8sef1WeQkbPGUKDnmXe2Ly2fBHvs5u46x79H1udrz2DY1VWMAAAD88aQaAAAAiIlBNQAAABATg2oAAAAgJu9M9ZYtW5K2XTlOm2OOkol1CcuU+mSqbZ7VJ7sahc9c1nZealem2p7HlccNYzPVrr7Z17b5aUnKy8vbbZsoOWyfearDMtauY1zSNXd1WNbZ58+MTybcZ57zKPcLAACIjifVAAAAQEwMqgEAAICYGFQDAAAAMTGoBgAAAGKKXKjos/iFLYKLWqho+RSA2f7ZYq4oxY1RCxltwaBrsRQrrDjNh8/CKLag0FWoGFaY6HNMdSzkkq6FXVzs9Xe9rqtgsKrsveLis/hLeXl57L4AAAB/PKkGAAAAYmJQDQAAAMTkHf8AAES3I7azfv36DPcEAFAVO/7edq1xsrOsIKwFACC2Tz/9VB06dMh0NwAAES1fvlz777//Ln/Pk2oASIN9991XkvTFF1+ouLg4w72p3davX682bdpo+fLlKioqynR3ajWulT+ulT+uVbIgCLRhwwa1bt16t+0YVANAGuyYMaa4uJgvKU9FRUVcK09cK39cK39cq//xeRhCoSIAAAAQE4NqAAAAICYG1QCQBjk5ORo1apRzsSQk41r541r541r541pFw+wfAAAAQEw8qQYAAABiYlANAAAAxMSgGgAAAIiJQTUAVJPx48erXbt2ys3N1dFHH6233nprt+2nT5+uzp07Kzc3V127dtWcOXPS1NPMq8q1euSRR9SrVy/ts88+2meffVRSUhJ6beuSqt5XOzz55JPKysrS2WefXbMdrEWqeq3Wrl2roUOHqlWrVsrJydEBBxyw1/w5rOq1uvfee3XggQcqLy9Pbdq00TXXXKOtW7emqbd7iAAAENuTTz4ZZGdnB5MmTQr+/e9/B0OGDAkaN24cfPPNN8728+fPD+rXrx/cddddwYcffhj85je/CRo2bBi8//77ae55+lX1Wp1//vnB+PHjg3/961/B4sWLg9LS0qC4uDhYsWJFmnueflW9VjssW7Ys2G+//YJevXoFZ511Vno6m2FVvVZlZWXBkUceGZx22mnBm2++GSxbtiyYN29esGjRojT3PP2qeq0ef/zxICcnJ3j88ceDZcuWBS+88ELQqlWr4Jprrklzz2s3BtUAUA169OgRDB06NLG9ffv2oHXr1sGYMWOc7QcMGBD0798/ad/RRx8dXHbZZTXaz9qgqtfK2rZtW1BYWBhMnTq1prpYa0S5Vtu2bQuOOeaY4NFHHw0GDRq01wyqq3qtJkyYELRv3z4oLy9PVxdrjapeq6FDhwYnnXRS0r5f/epXwbHHHluj/dzTEP8AgJjKy8v19ttvq6SkJLGvXr16Kikp0YIFC5zHLFiwIKm9JPXp02eX7euKKNfK2rx5syoqKrTvvvvWVDdrhajX6tZbb1Xz5s118cUXp6ObtUKUa/Xcc8+pZ8+eGjp0qFq0aKFDDjlEd9xxh7Zv356ubmdElGt1zDHH6O23305ERD799FPNmTNHp512Wlr6vKdokOkOAMCebtWqVdq+fbtatGiRtL9Fixb6z3/+4zxm5cqVzvYrV66ssX7WBlGulTVixAi1bt065X9K6poo1+rNN9/UxIkTtWjRojT0sPaIcq0+/fRTvfrqq/r5z3+uOXPm6JNPPtGVV16piooKjRo1Kh3dzogo1+r888/XqlWrdNxxxykIAm3btk2XX365fv3rX6ejy3sMnlQDAPYYY8eO1ZNPPqlnnnlGubm5me5OrbJhwwZdcMEFeuSRR9S0adNMd6fWq6ysVPPmzfXwww+re/fuOu+883TjjTfqwQcfzHTXap158+bpjjvu0AMPPKB33nlHM2fO1OzZs3Xbbbdlumu1Ck+qASCmpk2bqn79+vrmm2+S9n/zzTdq2bKl85iWLVtWqX1dEeVa7XDPPfdo7Nixevnll9WtW7ea7GatUNVrtXTpUn322Wc644wzEvsqKyslSQ0aNNCSJUvUoUOHmu10hkS5r1q1aqWGDRuqfv36iX0HHXSQVq5cqfLycmVnZ9donzMlyrW66aabdMEFF+iSSy6RJHXt2lWbNm3SpZdeqhtvvFH16vGMVuJJNQDElp2dre7du+uVV15J7KusrNQrr7yinj17Oo/p2bNnUntJeumll3bZvq6Icq0k6a677tJtt92muXPn6sgjj0xHVzOuqteqc+fOev/997Vo0aLEz5lnnqkTTzxRixYtUps2bdLZ/bSKcl8de+yx+uSTTxL/4yFJH330kVq1alVnB9RStGu1efPmlIHzjv8ZCYKg5jq7p8l0pSQA1AVPPvlkkJOTE0yZMiX48MMPg0svvTRo3LhxsHLlyiAIguCCCy4IbrjhhkT7+fPnBw0aNAjuueeeYPHixcGoUaP2qin1qnKtxo4dG2RnZwdPP/108PXXXyd+NmzYkKm3kDZVvVbW3jT7R1Wv1RdffBEUFhYGw4YNC5YsWRLMmjUraN68eXD77bdn6i2kTVWv1ahRo4LCwsLgiSeeCD799NPgxRdfDDp06BAMGDAgU2+hVmJQDQDV5P777w9+8IMfBNnZ2UGPHj2Cv//974nfnXDCCcGgQYOS2j/11FPBAQccEGRnZwddunQJZs+eneYeZ05VrlXbtm0DSSk/o0aNSn/HM6Cq99XO9qZBdRBU/Vr97W9/C44++uggJycnaN++ffDb3/422LZtW5p7nRlVuVYVFRXBLbfcEnTo0CHIzc0N2rRpE1x55ZXBmjVr0t/xWiwrCHhuDwAAAMRBphoAAACIiUE1AAAAEBODagAAACAmBtUAAABATAyqAQAAgJgYVAMAAAAxMagGAAAAYmJQDQAAAMTEoBoAAACIiUE1AAC1SGlpqbKyshI/TZo0Ud++ffXee+9lumsAdoNBNQAAtUzfvn319ddf6+uvv9Yrr7yiBg0a6PTTT890twDsBoNqAABqmZycHLVs2VItW7bUYYcdphtuuEHLly/Xd999J0lavny5BgwYoMaNG2vffffVWWedpc8++yxxfGlpqc4++2yNHj1azZo1U1FRkS6//HKVl5cn2pSVlenqq69W8+bNlZubq+OOO04LFy5M6sesWbN06KGHKi8vL/Hk/Oyzz5Yk9e7dO+mJ+s4/t9xyiySpXbt2uvfee5POuaNvVenHv//9b51++ukqKipSYWGhevXqpaVLl+qWW27ZZR969+7tfD2gpjCoBgCgFtu4caOmTZumjh07qkmTJqqoqFCfPn1UWFioN954Q/Pnz1dBQYH69u2bNGh+5ZVXtHjxYs2bN09PPPGEZs6cqdGjRyd+f/3112vGjBmaOnWq3nnnHXXs2FF9+vTR6tWrJUlr167Veeedp969e+vDDz/U119/rQEDBiSOnzlzZuJpes+ePXXttdcmtq+77jrv9xfWjy+//FLHH3+8cnJy9Oqrr+rtt9/W4MGDtW3bNl133XWJ17z22mvVs2fPxPbMmTPjXnqgShpkugMAACDZrFmzVFBQIEnatGmTWrVqpVmzZqlevXr605/+pMrKSj366KPKysqSJE2ePFmNGzfWvHnzdOqpp0qSsrOzNWnSJDVq1EhdunTRrbfequHDh+u2227Tli1bNGHCBE2ZMkX9+vWTJD3yyCN66aWXNHHiRA0fPlwfffSRNm/erBEjRqh169aSpLy8PJWVlUmS9t1330R/s7OzVVBQoJYtW1bpfW7atCm0H+PHj1dxcbGefPJJNWzYUJJ0wAEHJM6x4zoVFBQoOzu7yn0AqgtPqgEAqGVOPPFELVq0SIsWLdJbb72lPn36qF+/fvr888/17rvv6pNPPlFhYaEKCgpUUFCgfffdV1u3btXSpUsT5zj00EPVqFGjxHbPnj21ceNGLV++XEuXLlVFRYWOPfbYxO8bNmyoHj16aPHixZKkNm3aqEGDBnriiSdUWVkZ+b2MGDEi0c+CggI9/vjjid/59GPRokXq1atXYkAdxY7/Sdlnn3106KGHatKkSZHPBewKT6oBAKhl8vPz1bFjx8T2o48+quLiYj3yyCPauHGjunfvnjQ43aFZs2bV1odWrVppwoQJGjFihEaOHKns7GyVlZWpf//+VTrP8OHDVVpamtgeMWKEtm/f7n18Xl5elV7P5cQTT9SECRNUUVGhOXPm6JJLLlHXrl111FFHxT43sANPqgEAqOWysrJUr149bdmyRUcccYQ+/vhjNW/eXB07dkz6KS4uThzz7rvvasuWLYntv//97yooKFCbNm3UoUMHZWdna/78+YnfV1RUaOHChTr44IMT+wYNGqTOnTvr0ksv1aJFi3TmmWdWue9NmzZN6mNhYWHidz796Natm9544w1VVFRU+bV32PE/KQcddJCuvfZaNWnSRO+++27k8wEuDKoBAKhlysrKtHLlSq1cuVKLFy/WVVddpY0bN+qMM87Qz3/+czVt2lRnnXWW3njjDS1btkzz5s3T1VdfrRUrViTOUV5erosvvlgffvih5syZo1GjRmnYsGGqV6+e8vPzdcUVV2j48OGaO3euPvzwQw0ZMkSbN2/WxRdfnDjHtddeq6ysLP3+979PGRBXB59+DBs2TOvXr9fPfvYz/fOf/9THH3+sxx57TEuWLPF+ncrKSm3dulUbNmzQn//8Z/33v//VIYccUq3vBSD+AQBALTN37ly1atVKklRYWKjOnTtr+vTpiWniXn/9dY0YMUI/+clPtGHDBu233346+eSTVVRUlDjHySefrE6dOun4449XWVmZBg4cmJjqTpLGjh2ryspKXXDBBdqwYYOOPPJIvfDCC9pnn30kSU888YSeeuopvfPOO7HyzGHC+tGkSRO9+uqrGj58uE444QTVr19fhx12WFIOO8zzzz+vvLw8NWjQQO3atdP999+vH/3oRzX1lrCXygqCIMh0JwAAQPUpLS3V2rVr9eyzz2a6K8Beg/gHAAAAEBODagAAACAm4h8AAABATDypBgAAAGJiUA0AAADExKAaAAAAiIlBNQAAABATg2oAAAAgJgbVAAAAQEwMqgEAAICYGFQDAAAAMTGoBgAAAGL6/1UzL6pzG8HAAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 800x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import torch\n",
|
||
"import torch.nn as nn\n",
|
||
"import torchvision.transforms as transforms\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"transform = transforms.Compose([\n",
|
||
" transforms.Resize((28, 28)), # Изменяем размер до 28x28\n",
|
||
" transforms.ToTensor(), \n",
|
||
" transforms.ColorJitter(brightness=0.5), # Преобразуем в тензор\n",
|
||
" transforms.Normalize(mean=[0.5], std=[0.5]) # Нормализация: среднее 0.5, стандартное отклонение 0.5\n",
|
||
" ])\n",
|
||
"\n",
|
||
"# Функция для получения топ-3 предсказаний\n",
|
||
"def get_top_predictions(output, top_k=3):\n",
|
||
" probabilities = torch.softmax(output, dim=1).squeeze() # Преобразование в вероятности\n",
|
||
" top_probs, top_indices = torch.topk(probabilities, top_k)\n",
|
||
" return top_probs.tolist(), [CLASSES[idx] for idx in top_indices.tolist()]\n",
|
||
"\n",
|
||
"from PIL import Image\n",
|
||
"\n",
|
||
"# Функция распознавания символов с выводом графиков\n",
|
||
"def recognize_and_plot_characters(characters, model, device=\"cpu\"):\n",
|
||
" \"\"\"\n",
|
||
" Распознает символы из списка изображений characters и строит графики топ-3 предсказаний.\n",
|
||
"\n",
|
||
" :param characters: Список символов (массивы numpy 28x28).\n",
|
||
" :param model: Загруженная модель для распознавания.\n",
|
||
" :param device: Устройство для вычислений (\"cpu\" или \"cuda\").\n",
|
||
" \"\"\"\n",
|
||
" for i, char in enumerate(characters):\n",
|
||
" # Преобразование символа в объект PIL.Image\n",
|
||
" char_image = Image.fromarray(char)\n",
|
||
" \n",
|
||
" # Преобразование символа в тензор\n",
|
||
" char_tensor = transform(char_image).unsqueeze(0).to(device) # Добавляем batch размерности\n",
|
||
" \n",
|
||
" # Прогон через модель\n",
|
||
" with torch.no_grad():\n",
|
||
" output = model(char_tensor)\n",
|
||
" top_probs, top_classes = get_top_predictions(output)\n",
|
||
"\n",
|
||
" # Вывод символа и графика топ-3 предсказаний\n",
|
||
" plt.figure(figsize=(8, 4))\n",
|
||
"\n",
|
||
" # Символ\n",
|
||
" plt.subplot(1, 2, 1)\n",
|
||
" plt.imshow(char, cmap='gray')\n",
|
||
" plt.axis('off')\n",
|
||
" plt.title(f\"Символ {i + 1}\")\n",
|
||
"\n",
|
||
" # Топ-3 предсказания\n",
|
||
" plt.subplot(1, 2, 2)\n",
|
||
" plt.barh(top_classes, top_probs, color='blue')\n",
|
||
" plt.xlabel(\"Вероятность\")\n",
|
||
" plt.ylabel(\"Класс\")\n",
|
||
" plt.title(\"Топ-3 предсказания\")\n",
|
||
" plt.gca().invert_yaxis() # Инвертируем ось, чтобы лучший класс был сверху\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"# Использование функции\n",
|
||
"if len(chars1) > 0:\n",
|
||
" recognize_and_plot_characters(chars1, model, device=DEVICE)\n",
|
||
"else:\n",
|
||
" print(\"Список characters пуст.\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[156, 157, 157, ..., 153, 153, 153],\n",
|
||
" [156, 157, 158, ..., 155, 155, 155],\n",
|
||
" [156, 157, 158, ..., 158, 157, 157],\n",
|
||
" ...,\n",
|
||
" [174, 174, 175, ..., 183, 183, 183],\n",
|
||
" [172, 173, 174, ..., 180, 180, 180],\n",
|
||
" [171, 172, 172, ..., 177, 177, 177]], dtype=uint8)"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"chars1[0]"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": ".venv",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.13"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|