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@dsaint31x
Last active June 20, 2024 08:37
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dl_simple_conv_pytorch.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/dsaint31x/e254154a80c63e38acf2f5f390a96c68/dl_simple_conv_pytorch.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"# Load Library"
],
"metadata": {
"id": "8o809PcjyZLf"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "RVgNaNFHMklV"
},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import torchvision\n",
"from torchvision import datasets, transforms\n",
"import torch\n",
"from torch.utils.data import random_split, DataLoader\n",
"import time\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gYIvnvPtV9Ej"
},
"source": [
"# Trainset과 Testset 생성.\n",
"\n",
"1. cifar10 의 10가지 종류"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Al0HgPHHMuJB"
},
"outputs": [],
"source": [
"class_names = ['airplane', 'car',\n",
" 'bird', 'cat',\n",
" 'deer', 'dog',\n",
" 'frog', 'horse',\n",
" 'ship', 'truck']"
]
},
{
"cell_type": "markdown",
"source": [
"2. cifar10을 다운로드\n",
"3. train과 test를 위한 Dataset 생성.\n",
" * `torch.tensor`로 변환.\n",
" * `standaradization`을 수행."
],
"metadata": {
"id": "f3FBfGzgyk9K"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "BGCXt93sMxze",
"outputId": "6e319419-fb7d-4c6a-bb54-946addf2f71e"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Files already downloaded and verified\n",
"Files already downloaded and verified\n"
]
}
],
"source": [
"data_path = os.path.join('dataset')\n",
"\n",
"transform = transforms.Compose(\n",
" [\n",
" transforms.ToTensor(),\n",
" transforms.Normalize(\n",
" (0.4915, 0.4823, 0.4468),\n",
" (0.2470, 0.2435, 0.2616)\n",
" )\n",
" ]\n",
")\n",
"\n",
"cifar10_train = datasets.CIFAR10(\n",
" data_path,\n",
" train = True,\n",
" download = True,\n",
" transform = transform,\n",
")\n",
"\n",
"cifar10_test = datasets.CIFAR10(\n",
" data_path,\n",
" train = False,\n",
" download = True,\n",
" transform = transform,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "eUFDJC7nNxZb",
"outputId": "24e5d218-639d-4d4f-ca32-9305e09b5e7d"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"type(transform) = <class 'torchvision.transforms.transforms.Compose'>\n",
"type(cifar10_train) = <class 'torchvision.datasets.cifar.CIFAR10'>\n",
"type(cifar10_test) = <class 'torchvision.datasets.cifar.CIFAR10'>\n"
]
}
],
"source": [
"print(f'{type(transform) = }')\n",
"print(f'{type(cifar10_train) = }')\n",
"print(f'{type(cifar10_test) = }')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "xODFCmvOQq4J"
},
"outputs": [],
"source": [
"train_size = int(0.8 * len(cifar10_train))\n",
"validation_size = len(cifar10_train) - train_size\n",
"train_set, validation_set = random_split(\n",
" cifar10_train, [train_size, validation_size]\n",
")\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "SRPl0-PHO7A9"
},
"outputs": [],
"source": [
"batch_size = 32\n",
"n_worker = 0\n",
"train_loader = torch.utils.data.DataLoader(\n",
" train_set,\n",
" batch_size = batch_size,\n",
" shuffle = True,\n",
" num_workers = n_worker,\n",
")\n",
"\n",
"valid_loader = torch.utils.data.DataLoader(\n",
" validation_set,\n",
" batch_size = batch_size,\n",
" shuffle = False,\n",
" num_workers = n_worker,\n",
")\n",
"\n",
"test_loader = torch.utils.data.DataLoader(\n",
" cifar10_test,\n",
" batch_size = batch_size,\n",
" shuffle = False,\n",
" num_workers = n_worker,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 361
},
"id": "OizlDIgfR9Lm",
"outputId": "0bc51462-190c-4bbd-ca81-e79770fcf7ae"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"type(grid_img)=<class 'torch.Tensor'>\n",
"max_val.item()=2.126077890396118\n",
"min_val.item()=-1.989878535270691\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(-0.5, 273.5, 137.5, -0.5)"
]
},
"metadata": {},
"execution_count": 15
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"dataiter = iter(train_loader)\n",
"images, labels = next(dataiter)\n",
"\n",
"grid_img = torchvision.utils.make_grid(images)\n",
"max_val = torch.max(grid_img)\n",
"min_val = torch.min(grid_img)\n",
"print(f'{type(grid_img)=}\\n{max_val.item()=}\\n{min_val.item()=}')\n",
"\n",
"normalized_grid_img = (grid_img - min_val) / (max_val - min_val)\n",
"plt.imshow(np.transpose(normalized_grid_img, (1,2,0)))\n",
"plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "19xYOjfFU6-a",
"outputId": "051a15d7-41f3-487f-9fd8-7cf60089a2aa"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Files already downloaded and verified\n"
]
}
],
"source": [
"cifar10_train = datasets.CIFAR10(\n",
" data_path,\n",
" train = True,\n",
" download = True,\n",
" # transform = transform,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "fBbL9sEqcbRi",
"outputId": "25e48a1e-f0b2-4b45-bfbf-86e93640dbd0"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"type(img) = <class 'PIL.Image.Image'>\n"
]
}
],
"source": [
"img, label = next(iter(cifar10_train))\n",
"\n",
"print(f'{type(img) = }')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 161
},
"id": "996ohIpVco7X",
"outputId": "69c47bb7-ab2f-4143-f9f3-f6018dd967b8"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x79156c529240>"
]
},
"metadata": {},
"execution_count": 18
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 100x100 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
],
"source": [
"plt.figure(figsize=(1,1))\n",
"plt.imshow(np.array(img))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "MKogtPHjcui4",
"outputId": "6c06818d-9ce1-47ee-dee8-e76997065671"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"255"
]
},
"metadata": {},
"execution_count": 11
}
],
"source": [
"np.max(img)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bR7UfxY4lzK_"
},
"source": [
"# Train Loop"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ahywQal3lswb"
},
"outputs": [],
"source": [
"def train_loop (\n",
" n_epoch,\n",
" train_loader, val_loader,\n",
" model, optimizer, loss_fnc,\n",
" device = 'cpu',):\n",
"\n",
" log_hist = torch.zeros([0,3]).to(device)\n",
" tmp = torch.empty((1, 3), device=log_hist.device)\n",
"\n",
" model = model.to(device)\n",
" start_time = time.time() # iteration 시작 시간 기록\n",
" for epoch in range(n_epoch):\n",
" # print(f'\\r{epoch:6>}', end='')\n",
"\n",
" model.train()\n",
" for x_tensor, y_tensor in train_loader:\n",
"\n",
" x_tensor = x_tensor.to(device)\n",
" y_tensor = y_tensor.to(device)\n",
" # x_tensor.to(device)\n",
" # y_tensor.to(device)\n",
"\n",
" y_pred = model(x_tensor)\n",
" # print(y_tensor.shape)\n",
" loss_train = loss_fnc(y_pred,y_tensor)\n",
"\n",
" if torch.isinf(loss_train):\n",
" print(f'Error: loss is infinity!')\n",
" break\n",
"\n",
" optimizer.zero_grad()\n",
" loss_train.backward()\n",
" optimizer.step()\n",
"\n",
" with torch.no_grad():\n",
" model.eval()\n",
" for x_tensor, y_tensor in val_loader:\n",
" x_tensor = x_tensor.to(device)\n",
" y_tensor = y_tensor.to(device)\n",
" pred = model(x_tensor)\n",
" loss_val = loss_fnc(pred, y_tensor)\n",
"\n",
" if epoch % 5 == 0:\n",
"\n",
" # tmp = torch.tensor([epoch, loss_train.item(), loss_val.item()]).to(log_hist.device)\n",
" tmp[0, 0] = epoch\n",
" tmp[0, 1] = loss_train.item()\n",
" tmp[0, 2] = loss_val.item()\n",
"\n",
" # print(tmp)\n",
" log_hist = torch.concat( (log_hist, tmp.reshape(1,-1)), dim=0 )\n",
" end_time = time.time() # iteration 종료 시간 기록\n",
" iteration_time = (end_time - start_time) # 소요 시간을 초 단위로 계산\n",
" print(f'{epoch} Epoch [{iteration_time:.2f}s]/ loss {loss_train.item():.4f} / val_loss {loss_val.item():.4f}')\n",
"\n",
" start_time = time.time() # iteration 시작 시간 기록\n",
"\n",
" if epoch == n_epoch-1:\n",
" tmp[0, 0] = epoch\n",
" tmp[0, 1] = loss_train.item()\n",
" tmp[0, 2] = loss_val.item()\n",
" end_time = time.time() # iteration 종료 시간 기록\n",
" iteration_time = (end_time - start_time) # 소요 시간을 초 단위로 계산\n",
" print(f'{epoch} Epoch [{iteration_time:.2f}s] / loss {loss_train.item():.4f} / val_loss {loss_val.item():.4f}')\n",
"\n",
" return model,log_hist"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YW1pzkFdl22C"
},
"source": [
"# Model"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "1iqlzjCDdl_j",
"outputId": "6eea9f76-7193-4b2c-c979-6230a53b1ced"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Net(\n",
" (conv1): Conv2d(3, 6, kernel_size=(5, 5), stride=(1, 1))\n",
" (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" (conv2): Conv2d(6, 16, kernel_size=(5, 5), stride=(1, 1))\n",
" (fc1): Linear(in_features=400, out_features=120, bias=True)\n",
" (fc2): Linear(in_features=120, out_features=84, bias=True)\n",
" (fc3): Linear(in_features=84, out_features=10, bias=True)\n",
")\n"
]
}
],
"source": [
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"\n",
"\n",
"class Net(nn.Module):\n",
" def __init__(self):\n",
" super().__init__()\n",
" # Input Channel 3, Output Channel 6, 5by5 kernel\n",
" self.conv1 = nn.Conv2d(3, 6, 5)\n",
" self.pool = nn.MaxPool2d(2, 2)\n",
"\n",
" # Input Channel 6, Output Channel 16, 5by5 kernel\n",
" self.conv2 = nn.Conv2d(6, 16, 5)\n",
"\n",
" # 5 by 5 Input image, 16channels = 16*5*5\n",
" self.fc1 = nn.Linear(16 * 5 * 5, 120)\n",
" self.fc2 = nn.Linear(120, 84)\n",
" self.fc3 = nn.Linear(84, 10)\n",
"\n",
" def forward(self, x):\n",
"\n",
" # conv+relu+maxpool2d (2layers)\n",
" x = self.pool(F.relu(self.conv1(x)))\n",
" # conv+relu+maxpool2d (2layers)\n",
" x = self.pool(F.relu(self.conv2(x)))\n",
" # 배치를 제외한 모든 차원을 평탄화(flatten)\n",
" x = torch.flatten(x, 1)\n",
"\n",
" # 2layers\n",
" x = F.relu(self.fc1(x))\n",
" # 2layers\n",
" x = F.relu(self.fc2(x))\n",
" # 1 layers\n",
" x = self.fc3(x)\n",
" return x\n",
"\n",
"\n",
"net = Net()\n",
"print(net)"
]
},
{
"cell_type": "code",
"source": [
"class Net(nn.Module):\n",
" def __init__(self):\n",
" super().__init__()\n",
" self.network = nn.Sequential(\n",
" nn.Conv2d(3, 32, kernel_size=3, padding=1),\n",
" nn.ReLU(),\n",
" nn.Conv2d(32, 64, kernel_size=3, stride=1, padding=1),\n",
" nn.ReLU(),\n",
" nn.MaxPool2d(2, 2), # output: 64 x 16 x 16\n",
"\n",
" nn.Conv2d(64, 128, kernel_size=3, stride=1, padding=1),\n",
" nn.ReLU(),\n",
" nn.Conv2d(128, 128, kernel_size=3, stride=1, padding=1),\n",
" nn.ReLU(),\n",
" nn.MaxPool2d(2, 2), # output: 128 x 8 x 8\n",
"\n",
" nn.Conv2d(128, 256, kernel_size=3, stride=1, padding=1),\n",
" nn.ReLU(),\n",
" nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1),\n",
" nn.ReLU(),\n",
" nn.MaxPool2d(2, 2), # output: 256 x 4 x 4\n",
"\n",
" nn.Flatten(),\n",
" nn.Linear(256*4*4, 1024),\n",
" nn.ReLU(),\n",
" nn.Linear(1024, 512),\n",
" nn.ReLU(),\n",
" nn.Linear(512, 10))\n",
"\n",
" def forward(self, xb):\n",
" return self.network(xb)\n",
"\n",
"net = Net()\n",
"print(net)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "aeGLj3JdeNBg",
"outputId": "dea441ac-0238-4466-d154-f9de4649f8e0"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Net(\n",
" (network): Sequential(\n",
" (0): Conv2d(3, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (1): ReLU()\n",
" (2): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (3): ReLU()\n",
" (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" (5): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (6): ReLU()\n",
" (7): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (8): ReLU()\n",
" (9): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" (10): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (11): ReLU()\n",
" (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (13): ReLU()\n",
" (14): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" (15): Flatten(start_dim=1, end_dim=-1)\n",
" (16): Linear(in_features=4096, out_features=1024, bias=True)\n",
" (17): ReLU()\n",
" (18): Linear(in_features=1024, out_features=512, bias=True)\n",
" (19): ReLU()\n",
" (20): Linear(in_features=512, out_features=10, bias=True)\n",
" )\n",
")\n"
]
}
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "6I6yCXw4ivGe",
"outputId": "5ab1b0c5-9e6b-4c75-826b-b11fd5951def"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"len(params) = 18\n",
"torch.Size([32, 3, 3, 3])\n"
]
}
],
"source": [
"params = list(net.parameters())\n",
"print(f'{len(params) = }')\n",
"print(params[0].size())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "AwmG87r0jNOY",
"outputId": "e9ff7250-eaae-4be5-b32d-7cccec48237b"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"tensor([[-0.0335, 0.0329, -0.0237, 0.0399, -0.0149, 0.0114, 0.0191, -0.0247,\n",
" 0.0074, 0.0139]], grad_fn=<AddmmBackward0>)\n"
]
}
],
"source": [
"# rand input img for test\n",
"tmp = torch.randn(1, 3, 32, 32)\n",
"out = net(tmp)\n",
"print(out)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "uk-ei1ROkjaZ"
},
"outputs": [],
"source": [
"# gradient 를 0으로 초기화\n",
"net.zero_grad()\n",
"# 무작위 값으로 back propagation for test\n",
"out.backward(torch.randn(1,10))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ajzpu00Bl8CO"
},
"source": [
"# Training"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "wfFrG1tok5hG",
"outputId": "03b5bbb9-6229-4160-8562-420e5a666d7a"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"device='cuda'\n"
]
}
],
"source": [
"# device 설정.\n",
"device = (\n",
" \"cuda\" if torch.cuda.is_available()\n",
" else \"mps\"\n",
" if torch.backends.mps.is_available()\n",
" else \"cpu\"\n",
" )\n",
"print(f\"{device=}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "L0gAsxhBl-BF",
"outputId": "b805c01d-4fdd-4b98-ffb6-d1f329fd7eac"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"0 Epoch [18.80s]/ loss 1.5093 / val_loss 1.1484\n",
"5 Epoch [85.47s]/ loss 0.3798 / val_loss 0.8164\n",
"10 Epoch [85.76s]/ loss 0.0261 / val_loss 1.3859\n",
"10 Epoch [0.00s] / loss 0.0261 / val_loss 1.3859\n"
]
}
],
"source": [
"# number of epochs\n",
"n_epoch = 11\n",
"# learning ratio\n",
"lr = 2e-4\n",
"\n",
"# loss function 설정\n",
"loss_fnc = nn.CrossEntropyLoss()\n",
"\n",
"# 모델 생성 및 초기화\n",
"model = Net()\n",
"\n",
"\n",
"# optimizer 생성 및 초기화\n",
"optimizer = torch.optim.Adam(model.parameters(), lr=lr) # recommanded\n",
"\n",
"# 경사하강법(SGD) 옵티마이저로, 모델 파라미터의 업데이트를 수행한다.\n",
"# net.parameters() : 모델의 학습 가능한 파라미터들을 반환.\n",
"# lr : learning rate(학습률)을 나타낸다.\n",
"# momentum : 관성을 나타내며, 학습의 안정성과 수렴 속도를 높이는데 도움을 준다.\n",
"# optimizer = torch.optim.SGD(model.parameters(), lr=lr, momentum=0.9)\n",
"\n",
"m, h = train_loop (\n",
" n_epoch,\n",
" train_loader, valid_loader,\n",
" model, optimizer, loss_fnc,\n",
" device = device)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JQ6z9u2wms0H"
},
"source": [
"# Laerning Curve"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "BiTkqIsomQEG",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 449
},
"outputId": "679ac3fd-ffb3-4dfc-a083-e74502ea7610"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(3, 3)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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Ik7mxU0MOHS/kpR+3M/G7zQTX8aB/O11eJiJyXiUF8OsbsGLKX+uFRN5uXy/EL9TYbE5OR0ac0H29mnF710bYbPDAZ8ms3XfM6EgiItWXzQabvoE3usBPz9qLSMOucNcSuOFtFREHUBlxQiaTiWcGtePK1g0oKrVy14er2X041+hYIiLVT+o6+OBq+HoEHD8AfmH2eSF3LoSGmhfiKCojTsrFYuaNwdF0bFiHY/klDJ+xmiO5RUbHEhGpHrIPQcJ98F5vOPCbfV5Ir8dhjOaFGKHCZWT58uUMHDiQ0NBQTCYTCQkJ53z+t99+S9++fQkMDMTPz4/u3bvz448/XmheqQAvNxemD+tCeD1P9h/N586Zq8kvLjU6loiIcUoKYPnL9vVCUj61b+t4q72E9HoU3LyMzVdLVbiM5OXlERkZybRp08r1/OXLl9O3b1/mz5/P2rVr6d27NwMHDiQ5ObnCYaXiAn3dmRnXFX8vV9YfPM4DnyVTWmY1OpaIiGPZbLB5NrzRFZY8AyV5EBYDdy6CG9+FOmFGJ6zVKnw1zTXXXMM111xT7udPnTr1lMfPP/88c+bM4bvvviM6Wuv3O0KzQB+mD4th8HurWLQ1k4nfbeaZQe0x6TCkiNQGaSmwYBzs/9X+2DcU+k6C9jeBWbMVqgOH/y1YrVZycnKoV6+eo9+6VuvcuB6v3haFyQSf/Laft5b9bnQkEZGqlZMOCaPh3V72IuLiCVc8Zl8vpOMtKiLViMPXGXn55ZfJzc3llltuOetzioqKKCr6a7JldnY2ACUlJZSUVN6N4E7sqzL3WZ1d1SqAJ65pxbPzt/Pigu008HFjUGTVL2Vc28bZSBprx9A4O8YFj3NpIeZVb2P+9X+YivMAsLa/ibLeT9mvlrHvtDKj1mhV+f1c3n2abDbbBd/ExGQyMXv2bGJjY8v1/FmzZjFy5EjmzJlDnz59zvq8iRMnMmnSpDO+3stLk4suVsJeMz8dMmMx2bi3jZWWdXQfGxFxAjYbIVmraZf2Od7FRwA45tWUjQ3/zTHv5gaHq53y8/MZPHgwx48fx8/P76zPc1gZ+fzzzxkxYgRfffUVAwYMOOdzz3RkJDw8nCNHjpzzw1RUSUkJiYmJ9O3bF1dX10rbb3Vntdp46KsNzN+UgY+7C5/f1YVWwb5V9n61dZyNoLF2DI2zY1RonNM3YEl8AvP+lQDYfEMo6/0UtvY3gUmnY86lKr+fs7OzCQgIOG8Zcchpms8++4wRI0bw+eefn7eIALi7u+Pu7n7adldX1yr5h19V+63OptwazZHcJJL2HmXkJ8l8e18PQupU7S2wa+M4G0Vj7RgaZ8c45zjnZMCSpyH5U8AGLh7QcyymnmNxcfN2aM6ariq+n8u7vwrXxdzcXFJSUkhJSQFgz549pKSksH//fgDGjRvH0KFDTz5/1qxZDB06lFdeeYVu3bqRnp5Oeno6x48fr+hbSyXycLXw7tDONAv05tDxQuJmrCa7UOdQRaSGKCmEFf+zrxeS/Algs18dM2YN9H4cVERqlAqXkTVr1hAdHX3ystz4+Hiio6MZP348AIcOHTpZTADeffddSktLGT16NCEhISe/xo4dW0kfQS6Uv5cbM+O6Eujrzrb0HEZ9spbiUq1BIiLVmM0GW+bAtK6waCIU50BoJxixEG6aDv7hRieUC1Dh0zS9evXiXNNMZs6cecrjpUuXVvQtxIHC63kxY3gXbnlnJb/s+oPHvtnAK7dEag0SEal+Dm2wrxeyb4X9sW8I9JkIHXSZbk2nvz2hfVgd3hzSCYvZxLfJqbyycIfRkURE/pKbCXPvh3cutxcRFw+4/D/2UzKRt6mIOAH9DQoAvVo1YPINHQB446ddzFq1/zyvEBGpYqVFNM+Yh8tbXWHdR9jnhfwLxqyGK58Adx+jE0olcfiiZ1J93dIlnNSsAl5dvJMnEzYS5OfOVW2CjI4lIrWNzQbbvsflxydpl7XXvi00Gq7+LzS6xNBoUjVq95ERa5nRCaqdB/u04ObODbHaYMysZNYfyDI6kojUJukb4cOB8MW/MWXtpdDFn9KBb8BdS1REnFitLiPmheO4bPskzL9NgyydlgD7QnbP39iBy1sGUlBSxp0frmb/H/lGxxIRZ5d7GOY+AG9fBnt/Bos7ZT3jWdT2RWwdNS/E2dXev12rFfP2edTL/x3L4gkwtQO8dxX8+nqtLyauFjNvDulE2xA/juQWM2xGEkfzio2OJSLOqLQIfnkVXu8E6z4EbNDuBrh/DdZej1Nm8TA6oThA7S0jZjOldy5hQ8OhWBv1AEyQugYWPqliAvi4uzAzrgth/p7sOZLHXR+uprBEp7VEpJLYbLD1e5jWDRLHQ1E2hERB3AK4eSb4NzI6oThQ7S0jAD5B7AnsQ9kdc+H/tsO1L0PjS1ExsWvg58HMuC74ebiwbn8WYz9Ppsyqm+qJyEVK3wQfXQ9fDIFje8AnCAa9CSN/gsbdjU4nBqjdZeTvfIOg60iIm1fOYnLA6MQO0SLIl/eGxuBmMfPj5gye+X7LORe9ExE5q9zD8N2D8M5lsGc5WNzhsv+D+9dC9BDNC6nFdGnvmZwoJl1HQk46bP0ONifAvl/sxeREOQmLsZ/bbDvIqZcg7ta0Pq/cEsn9nyUz89e9NKzryV2XNTU6lojUFKXFkPQOLHvRfjoGoG0s9J0EdSOMTCbVhMrI+fgGl6OYPOH0xWRgZCjpxwt5bv5Wnp23leA6HlzXMdToWCJSndlssP0H+8/Io7vt24I72tcLiehpbDapVlRGKuKMxWQ27Pv11GLSsIu99TtZMbnrsiakZhUw89e9xH+xnkAfd7o1rW90LBGpjjI22+8js2eZ/bF3A7hqPEQNBrPF2GxS7aiMXKhzFZODq+1fTlZMTCYTT13XlkPHC/hxcwYjP1rDN6N60CLI1+hoIlJd5B2Bn56DtTPBZgWLG3QfbZ8b4q6fFXJmmi1UGU4Uk7j58H/b4JqXoHFPwPRXKZnaHt7vA7++UaMnv1rMJl69LZpOjfzJLixl+IzVZGYXGh1LRIxWWmz/+fZaJ1jzgb2ItLnefh+ZPhNVROScVEYqm28wdLvbqYuJh6uF94d1oUmAN6lZBcTNXE1uUanRsUTECCfmhbx5if3nW9FxCO4Aw+fBrR9rgqqUi8pIVapIMVk5DY4fNDpxudXzdmNmXBfqe7uxOS2b+z5dR0mZ1ehYIuJIGVvg4xvgs9vg6O/gHQjXvw53L4OIS41OJzWIyoijnK+Y/Pg4/K9djSomjet788HwLni6Wli+4zBPzN6oNUhEaoO8P+D7eHi7J+z+yT4vpOeDcP866DRUE1SlwjSB1Qgnikm3uyH70F+TX/ev/Gvy64+PQ8Ou0C7WPvm1TkOjU59RZLg/bwyOZuRHa/hyzUFC/T15sE9Lo2OJSFUoLYbV78Oy/0Lhcfu2NgOh79NQT2sPyYVTGTGaX8g5ikmS/auaF5Or2gTxTGx7npi9iamLdhLq78ktMTX7yiER+RubDXYutP8s+mOXfVtQB7h6MjS5zNhs4hRURqqT04rJXPsCazWgmAzp1pi0rAKm/fQ7477dSJCfB1e0DDQ6lohcrMyt9p87vy+xP/YOhCufguh/63SMVBqVkerKLwS63WP/qiHF5OF+rUjLKmR2cir3fbKWL+7pTvuwOoZmEpELlH8Ufnr+z8t0y+zzQi4ZBZc9DB5+RqcTJ6MyUhPUkGJiMpl44V8dycwp5JddfxA3czWz7+tBkI+rw7OIyAUqK7HPC1k6+a95Ia2vg37PaF6IVBldTVPTnCgmI36A+K1wzYvQqAf2q3KS/nZVTl9Y+SYcT3VoPDcXM2/9uzOtg305nFPE8BmrOV5Q4tAMInKBdiyEN7vDgsfsRSSoPQydC7d9qiIiVUpHRmqych0xGffnEZM/b+JXJ6zqY3m4MiOuCzdM+5VdmbmMmpXCrUFV/rYicqEyt9nXPdq1yP7YKwCufFKX6YrDqIw4izMWk9mw/7dTi0l4t7/ulVOFxSSkjiczR3Th5rdWsnrvMUpzzAy0ag0SkWol/6j9dMzq6fZ5IWZXuOReuPwR8NB8L3EcnaZxRidP5Sz426mc7oAJDqyyl5L/tYXp/ar0VE7rYD/euaMzrhYTyX+YeXHhjip5HxGpoLIS+O1teC0akt61F5FWA2D0Kuj3rIqIOJyOjDi7U46YpMGWubAlwX7E5MCqv8pJFR0x6dE8gMmx7Xj4m01M/2Uf4fW8Gd6zSaXtX0QqaGeifW7ZkT//c9CgHVz9PDTtZWgsqd1URmoTv1D7IdhL7nVoMRkUFcrS1ev5fr+FSd9vIbiOJ1e3D77o/YpIBRzeDj8+AbsS7Y+96tvnhUQPBYt+FYix9B1YW521mKw8vZi0u8F+K/CLKCZ9Qm34BjXks9UHGft5MrNGdqNz43qV93lE5Mzyj8KyFyDpvb/mhXS7xz4vxNPf6HQigMqIQPmKyYLH/iombQfZX1MBJhOMH9CazJxiFm/L5K4P1/DNqB40DfSpms8kUtuVlcCaGbD0eSg4Zt/W6lr7nJD6zYzNJvIPmsAqpzpRTE5Mfr36BQi/xP5nJ0rJlDYwvT/89pa9vJSTi8XM64OjiWxYh2P5JQybkcThnKIq+iAitdiuRfBWT/jhEXsRadAW7pgNt3+mIiLVksqInN2JYnLnj2coJr9dUDHxcnNh+vAuNKrnxYGjBdz54Wryi0ur+IOI1BKHd8CnN8Mn/4Ij28GzHgx4Be75GZpdaXQ6kbNSGZHy+XsxeWgLXP3fCy4mAT7uzIzrQl0vVzYcPM79s5IpLbM66IOIOKGCY/DDY/BWd/vddc0ucMloeCAZutylCapS7amMSMXVCbPfMKvcxeTQabtoGujD+8O64O5iZvG2TMbP3YzNpkXRRCqkrNQ+MfW1aFj1FlhLoeXVcN8q++W6mqAqNYTqslycE8XkklH2xdNOLEl/4LeTX64LHuNS7xaYAw5AhxtPTn7t3Lgur94WzahP1zJr1X7C/D0Z3bu5sZ9HpKbYtdi+XsjhbfbHgW2g/3PQ/Cpjc4lcgAofGVm+fDkDBw4kNDQUk8lEQkLCeV+zdOlSOnXqhLu7O82bN2fmzJkXEFWqvXMcMamftxNL4hN/O2LyNmSncXX7YCZc1xaAl37czuzkg0Z+ApHq78hOmHUrfHKjvYh41oNrX4Z7V6iISI1V4TKSl5dHZGQk06ZNK9fz9+zZw4ABA+jduzcpKSk8+OCD3HXXXfz4448VDis1yN+KScn9G9gYNgRrw272PzvwGyx49GQxGW75kfhL7Jf4/ufrDfyy64iBwUWqqYJjsOBxePMS2LHgz3kh98ED66DrSM0LkRqtwt+911xzDddcc025n//222/TpEkTXnnlFQDatGnDihUr+N///kf//v0r+vZSE/mFsrtBf1pf+yrm/My/buJ3YNXJUzkPANfW7cAn2dGM//g4b9w7gDYhfkYnFzFeWSmsnQE/PQ8FR+3bWvS3rxcS2NLYbCKVpMqr9MqVK+nTp88p2/r378+DDz541tcUFRVRVPTX+hPZ2dkAlJSUUFJSUmnZTuyrMvcppztlnL0aQOe77F/ZaZi3fYdp6xzMB5NoXrCRia4bgY9IebcNRy+9Dd+oG+3315Fy0fe0YzhqnE17lmFJfBLT4a0A2AJaUtbnWWwnLtN18r9nfT87RlWOc3n3abJdxCUMJpOJ2bNnExsbe9bntGzZkri4OMaNG3dy2/z58xkwYAD5+fl4enqe9pqJEycyadKk07bPmjULLy+vC40r1ZhH8VFCs5IIPraawPydJ7fbMHHUuwVp/l1J84+h0E1LyIvz8y5Mp13qZ4RkJwNQbPFmW8i/2BvQG5vJYnA6kfLLz89n8ODBHD9+HD+/sx/trpYnGceNG0d8fPzJx9nZ2YSHh9OvX79zfpiKKikpITExkb59++Lq6lpp+5VTlX+c/w3AgYO7+erjN7m89FdizDuon2f/ap/6KbbwbtjaXI+19UDw1RGTf9L3tGNU2TgXHse84mXM69/HZC3BZrJgjbkT02WP0MazLm0q751qBH0/O0ZVjvOJMxvnU+VlJDg4mIyMjFO2ZWRk4Ofnd8ajIgDu7u64u7uftt3V1bVKviGrar9yqvKOc3iTVvS782lufWclfoWZ/KfRNmLd12A6sArTn3NMLAufgEaX/HUTP53KOYW+px2j0sa5rBTWfQg/PQf5f9i3teiHqd+zWAJbUduPhej72TGqYpzLu78qLyPdu3dn/vz5p2xLTEyke/fuVf3WUoO1D6vDm//uzIiZq3lof0929hrKf27y+esmfgdW2W/kt38l/PCoionUXLuXwoJxkLnF/jigJfSfDC36nPNlIs6kwpf25ubmkpKSQkpKCmC/dDclJYX9+/cD9lMsQ4cOPfn8e++9l927d/Of//yHbdu28eabb/Lll1/y0EMPVc4nEKd1RctAJt/YAYA3l/7OJ1vLoPt9cOdCeGiz/Qd2w66A7c9S8h/75cIfXAOr3jnjyq8i1cYfv8Nnt8NHg+xFxMMfrnkRRv2qIiK1ToWPjKxZs4bevXuffHxibsewYcOYOXMmhw4dOllMAJo0acK8efN46KGHePXVV2nYsCHvv/++LuuVcrklJpxDWYX8b9EOxs/ZRLCfB33aBkGdhvZi0v0+OH7QfsRk82w4mAT7f7V//fAoNOoO7WJ1xESqj8LjsPwl+8J/1hIwWez3j+n1GHhpgrbUThUuI7169TrnPUTOtLpqr169SE5OruhbiQDwwFXNScsq4Is1B7j/s2Q+u/sSosL9/3rCacVkjn1JehUTqU6sZfZ5IUueg/w/F/Zr3gf6Pw+BrYzNJmKwank1jcjfmUwmnr2hPenZhSzbcZg7Z67m2/t60Li+9+lPrtMQuo+2f6mYSHWxe5n9PjIZm+yPA1raS0iLvsbmEqkmdNdeqRFcLWamDelEu1A//sgrZviM1RzNKz73i04Uk7sS/5xj8vzf5pj8+o85Ju9CTrpDPovUIn/8Dp8PgY+utxcRjzpw9Qt/zgtRERE5QWVEagwfdxdmDO9CmL8ne47kceeHqykoLivfi89bTB6BV1qrmEjlKDwOC5+Cad1g2/f2eSFd74YHUuCSe8Giy1RF/k5lRGqUBn4efDiiC3U8XUnen8XYz5Mps1ZwEWEVE6kq1jJYOxNe7wy/vmafoNrsShj1C1z7kiaoipyFyojUOM0b+PLe0BjcLGYWbsng6e82n3NS9TmdsZh04bRiMuNaFRM5tz0/wztXwHdjIe8w1G8Og7+Ef38LDWrb2qkiFaMJrFIjdW1Sjym3RjJmVjIfrtxHWF1P7r682cXt9IyTX2fDwdWw7xf71w//gcY9oG0stL0efIMr5fNIDXZ0Dyx80n46BuzzQq54zH65roubsdlEagiVEamxrusYSvrxQp6dt5Xn528juI4n10eGVs7O/15Msg7Yi8mWBBUTOcmlrADzkkmQ9A6UFYPJDDEjoNfj4F3f6HgiNYrKiNRod17ahNSsAmb8speHv1xPA193Lmlayb8I/MOhxxj7l4qJWMswJX/MVVsmYCn98yZgTXvbT/EFtTU2m0gNpTIiNZrJZOLJAW05lFXIgs3p3P3RGr4Z1YMWQb5V84YVKSYn7pXjG1Q1WcTx9q6ABY/hkr4RF8BWrymm/pOhZX8wmYxOJ1JjaQKr1HgWs4mpt0XRuXFdsgtLGT5jNRnZhVX/xieKyV2L4MFN0O+5vya/7vsF5j8Mr7SyT35Neg9yMs67S6mmju6BL/4NMwdA+kZs7n5sDBtM6d0roNXVKiIiF0llRJyCh6uF94fG0DTAm9SsAuJmrCa3qNRxAc5UTMJiOL2YDFAxqUmKcmDRRJjWFbZ+9+e8kDspHZXE7gZXg0UTVEUqg8qIOI263m7MjOtKgI8bWw5lM+qTtZSUWR0f5EQxGbn4DMVkhYpJTWAtg3Ufw2udYMX/7BNUm/aCe3+B66aAd4DRCUWcisqIOJVG9b34YHgXPF0t/LzzCOO+3Xjha5BUhlOKyUbo96yKSXW39xd4txfMHQN5mVCvKdz2GdyRoAmqIlVEE1jF6XRs6M+0IdHc9eEavl57kDB/Tx7q29LoWODfCHrcb//K2v/XTfxS19iLyb4VMP8RaNzzr5v4afKr4xzbC4nj7X8vAO5+cMV/oOs9Wi9EpIqpjIhTurJ1EM/GduDx2Rt5dfFOQv09uLVLI6Nj/UXFpPooyoGfp8DKaVBWZJ8X0mkYXPmkTseIOIjKiDitwd0akZZVwBs/7eLx2ZsI8vOgV6sGRsc6nYqJMaxWWD8LFj8NuX+eHmtyOfSfDMHtjc0mUsuojIhT+79+LUk7XsC361K579N1fHlPd9qH1TE61tmpmDjGvl9hwWNwaL39cd0m0P85aHWtLtMVMYDKiDg1k8nEf2/sSGZ2ESt2HWH4jNXMvq8H4fW8jI52fmcsJrMhde2pxSTiUmg7yF5MPHRX2HM6tu/PeSEJ9sfufnD5I9DtHnBxNzSaSG2mq2nE6bm5mHnz351oHezLkdwihs9IIiu/2OhYFXOimIxc8rercjoDNtj788mrciyfDCLi8KK/TjuIXVGu/XTMG13sRcRkhs7D4f510PMBFRERg6mMSK3g5+HKzLiuhNTx4PfDeYz8aA2FJWVGx7owfy8mYzdA32dOFhPzvl+IPPgRLq91gJnX6XJhqxWSP4XXO8HPr9gnqEZcBvcsh4Gvgk+g0QlFBJURqUWC63gwM64rvh4urN57jP/7cj1Wq4FrkFSGuo3t/7P/s5iUXTWRY15NMdmsfx0xmdL6r2KSm2l0YsfZtxLe6w1z7rMfKaobAbd+AsO+g+AORqcTkb/RnBGpVVoF+/LOHZ0Z9kES8zYeIqSOB09e5yQLWdVtjPWSMSw/2pRre7THdcc8+ymJ1LX2YrL35z9v4ve3ya8+1fDqoouVtR8SJ8Dmb+2P3Xzhikeg2706HSNSTamMSK3To1kAL98cydjPU3h/xR5C/T0ZcWkTo2NVLv9G9iMmPR+wT9o8cXfhvxeTf16VU9OLSVEu/DIVfn0dSgsBE3Qaal8vpKZ/NhEnpzIitdKgqDDSsgp5YcE2npm3hZA6HlzTIcToWFXjxKmcvxeTzbMhbZ1zFBOrFTZ8AYsnQc4h+7bGl8LVkyGko7HZRKRcVEak1rr3iqakZuXzyW/7efCLFAJ93YmJcPJLY52tmOxfZV8vJG2d/bF/Y/uVRm0Gar0QkRpEZURqLZPJxKTr25N+vIhFWzO466M1fDOqB80CfYyO5hinFJO9fy2wVhOKSdYBWDQBNn1jf+zmA5c/DN1GgauHsdlEpMJ0NY3UahaziddvjyYy3J+s/BKGz0jicE6R0bEcr24E9BwLd/8EY9dD36chtBOcuCpn3v/Z7y488zpY/b5xV+UU58GS5+CNmD+LiAmi77CvF3LpQyoiIjWUyojUep5uFqYPi6FxfS8OHC1gxMzV5BWVGh3LOBUqJtMh93DVZ7JaYf3n8HpnWP6ifYJq455wzzIY9IaWxBep4VRGRIAAH3dmxnWlnrcbG1OPM2bWOkrLrEbHMt55i0k8vNKyaovJgSSY3gdm32OfoOrfCG75CIbPg5DIyn8/EXE4lRGRPzUJ8Ob9YTG4u5j5afthnpqzCZuthi+KVpnOWEyiTy8mHw6snGJy/CB8cxdM72u/JNnNB66aAKNX2+/FowmqIk5DE1hF/qZTo7q8dns0936yls+SDhDm78mYK1sYHav6OVFMeo792+TX2ZCWDHuW27/mP/znTfxi/5z8Ws6l14vz4JdX4ZfXoLQA+7yQIXDlU+AbXHWfSUQMozIi8g/92wUz6fp2jJ+zmZcX7iCkjif/6tzQ6FjVV2UVE6sVNn1tXz01J82+rVEPuPp5+xEYEXFaKiMiZzC0ewSpWQW8s2w3j36zgSA/Dy5tEWB0rOrvn8Vkc4J95dfzFZMDq+3rhaSuse+nTiPo97T9OTodI+L0VEZEzuLR/q1Jyyrku/Vp3PvJWr68pzttQ/2MjlVz1I2ASx+0f52rmAS1g/SN9te4esNl8dB9jC7TFalFLmgC67Rp04iIiMDDw4Nu3bqRlJR0zudPnTqVVq1a4enpSXh4OA899BCFhYUXFFjEUcxmEy/f3JFuTeqRW1RK3Mwk0rIKjI5VM50oJncvhQdSoM+kvya/nigiUUPggXX2xctURERqlQqXkS+++IL4+HgmTJjAunXriIyMpH///mRmnnkRpFmzZvHYY48xYcIEtm7dyvTp0/niiy94/PHHLzq8SFVzd7Hw7tAYWjTwISO7iOEzkjheUGJ0rJqtXpNTi8n1b8A9P0Psm5qgKlJLVbiMTJkyhZEjRxIXF0fbtm15++238fLy4oMPPjjj83/99Vd69uzJ4MGDiYiIoF+/ftx+++3nPZoiUl3U8XRl5oiuNPB1Z0dGLvd8vIai0jKjYzmHek2g0x26oZ1ILVehOSPFxcWsXbuWcePGndxmNpvp06cPK1euPONrevTowSeffEJSUhJdu3Zl9+7dzJ8/nzvuuOOs71NUVERR0V9LcmdnZwNQUlJCSUnl/a/0xL4qc59yOmcY5wbeLrx3RzSD31/Nb7uP8vCXKbz8rw6YzdVrcqUzjHVNoHF2DI2zY1TlOJd3nxUqI0eOHKGsrIygoFOXXg4KCmLbtm1nfM3gwYM5cuQIl156KTabjdLSUu69995znqaZPHkykyZNOm37woUL8fLyqkjkcklMTKz0fcrpnGGchzYz8c42M99tSKfgSBoDG1fPVVqdYaxrAo2zY2icHaMqxjk/P79cz6vyq2mWLl3K888/z5tvvkm3bt3YtWsXY8eO5ZlnnuGpp54642vGjRtHfHz8ycfZ2dmEh4fTr18//Pwq72qGkpISEhMT6du3L66urpW2XzmVM43ztUDjdak8Nnszi9LMXNq5HUO6hhsd6yRnGuvqTOPsGBpnx6jKcT5xZuN8KlRGAgICsFgsZGRknLI9IyOD4OAzTzx76qmnuOOOO7jrrrsA6NChA3l5edx999088cQTmM2nT1txd3fH3d39tO2urq5V8g1ZVfuVUznLON/WLYLM3BKmJO7g6e+3ElbXm75tq9eN2pxlrKs7jbNjaJwdoyrGubz7q9AEVjc3Nzp37szixYtPbrNarSxevJju3buf8TX5+fmnFQ6LxQKg+35IjXX/lc25rUs4Vhvc/9k6kvcfMzqSiEiNVeGraeLj43nvvff48MMP2bp1K6NGjSIvL4+4uDgAhg4desoE14EDB/LWW2/x+eefs2fPHhITE3nqqacYOHDgyVIiUtOYTCaejW1Pr1aBFJZYuevDNew9kmd0LBGRGqnCc0ZuvfVWDh8+zPjx40lPTycqKooFCxacnNS6f//+U46EPPnkk5hMJp588klSU1MJDAxk4MCBPPfcc5X3KUQM4GIxM21wJ259dyWbUrMZPiOJb0b1oL7P6acYRUTk7C5oAuuYMWMYM2bMGf9s6dKlp76BiwsTJkxgwoQJF/JWItWat7sLHwzvwo1v/sreP/K588M1fDbyEjzddNRPRKS8Lmg5eBH5SwNfD2bGdaWOpyspB7J44PNkyqyaDyUiUl4qIyKVoHkDH94fFoObi5nELRlM+m6zJmiLiJSTyohIJekSUY+pt0ZhMsFHK/fx7vLdRkcSEakRVEZEKtG1HUJ44to2AEz+YRtzUlINTiQiUv2pjIhUsrsua8qInk0AeOSrDaz8/Q+DE4mIVG8qIyJV4MkBbbi2QzDFZVbu/ngNOzJyjI4kIlJtqYyIVAGz2cSUW6KIaVyXnMJShn+QREZ2odGxRESqJZURkSri4WrhvaExNA30Ju14IcNnrCanULdCFxH5J5URkSpU19uND+O6EuDjztZD2dz36TpKyqxGxxIRqVZURkSqWHg9Lz4YHoOXm4Wfdx7hsW82ag0SEZG/URkRcYCODf2ZNrgTFrOJb9Yd5H+JO4yOJCJSbaiMiDhI79YNeDa2PQCvLdnF50n7DU4kIlI9qIyIONDtXRvxwJXNAXgiYRM/bc80OJGIiPFURkQc7KG+LflXp4aUWW2M/nQdGw8eNzqSiIihVEZEHMxkMjH5xg5c1iKA/OIy4mau5sDRfKNjiYgYRmVExABuLmbeHNKJNiF+HMktYtiMJI7lFRsdS0TEECojIgbx9XBlxvAuhNbxYPfhPEZ+tIbCkjKjY4mIOJzKiIiBgut4MHNEV3w9XFiz7xjxX6ZgtWoNEhGpXVRGRAzWMsiXd++Iwc1iZv7GdJ6bv9XoSCIiDqUyIlINdG9Wn5du7gjA9BV7mL5ij8GJREQcR2VEpJoYFBXGY9e0BuDZeVuYv/GQwYlERBxDZUSkGrnn8qYM7d4Ymw0e/CKF1XuPGh1JRKTKqYyIVCMmk4kJA9vRt20QxaVWRn60hl2ZuUbHEhGpUiojItWMxWzitduiiQr3Jyu/hOEzksjMKTQ6lohIlVEZEamGPN0sTB8WQ0R9Lw4eK2DEzNXkFZUaHUtEpEqojIhUU/V93JkZ15V63m5sSs1m9Kx1lJZZjY4lIlLpVEZEqrGIAG+mD4vBw9XM0u2HeTJhEzabFkUTEeeiMiJSzUU3qsvrt3fCbILPVx/gjSW7jI4kIlKpVEZEaoC+bYOYdH07AF5J3MHXaw8anEhEpPKojIjUEHd0j+DeK5oB8Ng3G/h552GDE4mIVA6VEZEa5D/9WzEoKpRSq41Rn6xjS1q20ZFERC6ayohIDWI2m3jxpo5c0rQeuUWlxM1MIjWrwOhYIiIXRWVEpIZxd7Hwzh0xtAzyISO7iOEfJHE8v8ToWCIiF0xlRKQGquPpysy4rgT5ubMzM5e7P15DUWmZ0bFERC7IBZWRadOmERERgYeHB926dSMpKemcz8/KymL06NGEhITg7u5Oy5YtmT9//gUFFhG7UH9PZgzvio+7C6v2HOXhrzZgtWoNEhGpeSpcRr744gvi4+OZMGEC69atIzIykv79+5OZmXnG5xcXF9O3b1/27t3L119/zfbt23nvvfcICwu76PAitV3bUD/e+ncnXMwmvlufxsuJO42OJCJSYRUuI1OmTGHkyJHExcXRtm1b3n77bby8vPjggw/O+PwPPviAo0ePkpCQQM+ePYmIiOCKK64gMjLyosOLCFzWIpAX/tURgPdW7OXndJPBiUREKsalIk8uLi5m7dq1jBs37uQ2s9lMnz59WLly5RlfM3fuXLp3787o0aOZM2cOgYGBDB48mEcffRSLxXLG1xQVFVFUVHTycXa2/fLFkpISSkoqb6LeiX1V5j7ldBrnqnd9xyAOHm3O/xbv4ps9Zq7YlMbV7UONjuW09D3tGBpnx6jKcS7vPitURo4cOUJZWRlBQUGnbA8KCmLbtm1nfM3u3btZsmQJQ4YMYf78+ezatYv77ruPkpISJkyYcMbXTJ48mUmTJp22feHChXh5eVUkcrkkJiZW+j7ldBrnqtXYBt0bmFmZaSb+q43s3pxChK/RqZybvqcdQ+PsGFUxzvn5+eV6XoXKyIWwWq00aNCAd999F4vFQufOnUlNTeWll146axkZN24c8fHxJx9nZ2cTHh5Ov3798PPzq7RsJSUlJCYm0rdvX1xdXSttv3IqjbPjXFlUxG1v/MSWLDMzd3vy5d1diajvbXQsp6PvacfQODtGVY7ziTMb51OhMhIQEIDFYiEjI+OU7RkZGQQHB5/xNSEhIbi6up5ySqZNmzakp6dTXFyMm5vbaa9xd3fH3d39tO2urq5V8g1ZVfuVU2mcHWN4SysfHfRnU1o2d32czDejehDgc/q/J7l4+p52DI2zY1TFOJd3fxWawOrm5kbnzp1ZvHjxyW1Wq5XFixfTvXv3M76mZ8+e7Nq1C6vVenLbjh07CAkJOWMREZGL426B9+6IJryeJ/v+yOfOD9dQUKw1SESk+qrw1TTx8fG89957fPjhh2zdupVRo0aRl5dHXFwcAEOHDj1lguuoUaM4evQoY8eOZceOHcybN4/nn3+e0aNHV96nEJFTBPi4MzOuK/5erqw/kMX9nyVTpjVIRKSaqvCckVtvvZXDhw8zfvx40tPTiYqKYsGCBScnte7fvx+z+a+OEx4ezo8//shDDz1Ex44dCQsLY+zYsTz66KOV9ylE5DTNAn14f2gMg99fxaKtGUyYu4lnBrXHZNKlvyJSvVzQBNYxY8YwZsyYM/7Z0qVLT9vWvXt3fvvttwt5KxG5CDER9Xj11ijum7WOT37bT5i/F6N6NTM6lojIKXRvGhEnd02HEJ4a0BaAFxZsY05KqsGJREROpTIiUguMuLQJd13aBICHv1rPr78fMTiRiMhfVEZEaonHr23DgA4hlJTZuOfjtWxPzzE6kogIoDIiUmuYzSZeuSWSLhF1ySksZfiMJNKPFxodS0REZUSkNvFwtfDe0BiaBXpz6Hghw2ckkVOo+36IiLFURkRqGX8vN2bGdSXQ151t6TmM+mQdxaXW879QRKSKqIyI1ELh9byYMbwLXm4WVuw6wmPfbsBm06JoImIMlRGRWqp9WB2mDemExWzi23WpTEncYXQkEamlVEZEarHerRrw/A3tAXh9yS5mrdpvcCIRqY1URkRquVu7NOKBq1oA8NScTSzZlnGeV4iIVC6VERHhoT4tuKlzQ8qsNkZ/msyGg1lGRxKRWkRlREQwmUxMvrEDl7UIoKCkjBEzV7P/j3yjY4lILaEyIiIAuFrMvDmkE21D/DiSW8zwGUkcyys2OpaI1AIqIyJykq+HKzPiuhDm78nuI3nc9dEaCkvKjI4lIk5OZUREThHk58GMuC74ebiwdt8xHvw8hTKr1iARkaqjMiIip2kZ5Mu7Q2Nws5hZsDmdZ+dtMTqSiDgxlREROaNLmtbn5VsiAZjxy17e/3m3wYlExFmpjIjIWV0fGcrj17YG4Nl5W5m34ZDBiUTEGamMiMg5jbysKcO6NwbgoS9TSNpz1OBEIuJsVEZE5JxMJhPjB7ajX9sgikutjPxoDbsyc4yOJSJORGVERM7LYjbx2u3RRDfy53hBCcM+WE1mTqHRsUTESaiMiEi5eLhamD6sC00CvEnNKmDEzNXkFpUaHUtEnIDKiIiUWz1vN2bGdaG+txubUrMZ/ek6SsqsRscSkRpOZUREKqRxfW+mD++Ch6uZZTsO8+TsTdhsWhRNRC6cyoiIVFhUuD9v3N4Jswm+WHOA1xbvMjqSiNRgKiMickH6tA3i6UHtAfjfoh18teaAwYlEpKZSGRGRC/bvSxpzX69mAIz7diPLdxw2OJGI1EQqIyJyUR7p34rYqFBKrTZGfbKWzWnHjY4kIjWMyoiIXBSTycSLN0XSo1l98orLiJuxmoPH8o2OJSI1iMqIiFw0Nxczb9/RmVZBvmTmFDF8xmqO55cYHUtEagiVERGpFH4ersyI60Kwnwe7MnMZ+fEaikrLjI4lIjWAyoiIVJpQf09mxHXB192FpD1H+b8v12O1ag0SETk3lRERqVRtQvx4+47OuJhNfL/hEC8s2GZ0JBGp5lRGRKTS9WwewIs3dQTgneW7+fDXvcYGEpFqTWVERKrEjZ0a8kj/VgBM/G4zCzalG5xIRKqrCyoj06ZNIyIiAg8PD7p160ZSUlK5Xvf5559jMpmIjY29kLcVkRrmvl7NGNytETYbjP08mbX7jhkdSUSqoQqXkS+++IL4+HgmTJjAunXriIyMpH///mRmZp7zdXv37uXhhx/msssuu+CwIlKzmEwmnr6+HVe1bkBRqZW7PlzN7sO5RscSkWqmwmVkypQpjBw5kri4ONq2bcvbb7+Nl5cXH3zwwVlfU1ZWxpAhQ5g0aRJNmza9qMAiUrO4WMy8Pjiajg3rcCy/hOEzVnMkt8joWCJSjbhU5MnFxcWsXbuWcePGndxmNpvp06cPK1euPOvrnn76aRo0aMCdd97Jzz//fN73KSoqoqjorx9W2dnZAJSUlFBSUnkLKZ3YV2XuU06ncXac6jrWriZ4Z0gUN7+bxP6j+YyYkcTHI2LwcqvQj6Bqo7qOs7PRODtGVY5zefdZoZ8ER44coaysjKCgoFO2BwUFsW3bmS/fW7FiBdOnTyclJaXc7zN58mQmTZp02vaFCxfi5eVVkcjlkpiYWOn7lNNpnB2nuo71sMYwNcfChtRsBr+xiDtbWbGYjE514arrODsbjbNjVMU45+eX79YQVfrfkpycHO644w7ee+89AgICyv26cePGER8ff/JxdnY24eHh9OvXDz8/v0rLV1JSQmJiIn379sXV1bXS9iun0jg7Tk0Y645dshg6Yw2bj8HqskZMGtgGk6lmNZKaMM7OQOPsGFU5zifObJxPhcpIQEAAFouFjIyMU7ZnZGQQHBx82vN///139u7dy8CBA09us1qt9jd2cWH79u00a9bstNe5u7vj7u5+2nZXV9cq+Yasqv3KqTTOjlOdx7pbs0BevS2KUZ+u47PVBwmv7819vZobHeuCVOdxdiYaZ8eoinEu7/4qNIHVzc2Nzp07s3jx4pPbrFYrixcvpnv37qc9v3Xr1mzcuJGUlJSTX9dffz29e/cmJSWF8PDwiry9iDiJq9uHMP66tgC8uGA7ryzcrjv9itRiFT5NEx8fz7Bhw4iJiaFr165MnTqVvLw84uLiABg6dChhYWFMnjwZDw8P2rdvf8rr/f39AU7bLiK1S1zPJqRlFfDez3t4fckuXl+yiy4RdRkUFcaADiHU9XYzOqKIOEiFy8itt97K4cOHGT9+POnp6URFRbFgwYKTk1r379+P2ayFXUXk/MZd04bWwX58vfYgv+35g9V7j7F67zEmfbeZK1oGMigqjD5tgvB0sxgdVUSq0AVNYB0zZgxjxow5458tXbr0nK+dOXPmhbyliDghs9nEvzo35F+dG3LoeAHfrU8jITmNLYeyWbQ1k0VbM/F2s9C/fTCxUWH0aFYfF4v+syPibGrmRf4i4nRC6nhy9+XNuPvyZuzMyCEhJZU5KWkcPFbAt+tS+XZdKgE+7gyMDCE2KoyODevUuKtwROTMVEZEpNppEeTLI/1b83C/Vqzdd4yElFTmbTjEkdwiZvyylxm/7KVJgDeDokKJjQojIsDb6MgichFURkSk2jKZTMRE1CMmoh7jr2vHzzsPk5CSRuKWdPYcyWPqop1MXbSTyHB/YqNCua5jKIG+py8LICLVm8qIiNQIbi5mrmoTxFVtgsgtKmXh5nQSUtJYsfMw6w9ksf5AFs/O20rP5gHERoXSr10wPu76ESdSE+hfqojUOD7uLtzYqSE3dmrI4Zwivt+QRkJKGusPZLF8x2GW7ziMh+tG+rYNZlBkKJe3DMTNRRNfRaorlRERqdECfd2J69mEuJ5N2HMkjzl/TnzdcySP79an8d36NOp6uXJthxBio8Po3KguZrMmvopUJyojIuI0mgR482Cfloy9qgUbDh4nISWV79bbJ75+umo/n67aT5i/p33ia3QYLYN8jY4sIqiMiIgTMplMRIb7ExnuzxPXtuHX3/8gISWVHzelk5pVwJtLf+fNpb/TJsSP2KhQro8KJaSOp9GxRWotlRERcWouFjOXtwzk8paBFMSWsWhrBnNSUlm6/TBbD2Wz9VA2/12wjW5N6hEbFcY1HUKo46mbsok4ksqIiNQanm4WBkaGMjAylGN5xczbeIg5Kams3nuM33Yf5bfdRxk/ZzO9WwcSGxVG79YN8HDVUvQiVU1lRERqpbrebvz7ksb8+5LGHDyWz5yUNOakpLIjI5cfN2fw4+YMfD1cuObPpei7Na2PRRNfRaqEyoiI1HoN63oxundz7uvVjK2HcpiTksrc9WkcOl7Il2sO8uWagwT5uXN9ZCiDosJoGaj5JSKVSWVERORPJpOJtqF+tA3149GrW7Nqz1HmrrcvRZ+RXcR7P+/hvZ/30CzQm9YeJjocy6dpgzpGxxap8VRGRETOwGw20b1Zfbo3q8/E69uxdPth5qSksmhrJr8fzuN3LMybsoLOjesSGxXKgI6h1PN2Mzq2SI2kMiIich7uLhb6twumf7tgsgtLmLc+lRlLNrIz28zafcdYu+8Yk77bwuUtAxkUFUrftkF4uenHq0h56V+LiEgF+Hm4clOnMLzS19P50l4s2HKYhJRUNqVms2RbJku2ZeLlZi8vg6JCubR5AC4WLUUvci4qIyIiFyjIz4O7LmvKXZc1ZVdmDnNS0khISeXA0QJmJ6cyOzmVAB83rusYyqCoUKLC/TGZdEWOyD+pjIiIVILmDXz5v36tiO/bknX7s5iTksr3Gw5xJLeYmb/uZeave2lc34tBUWEMigqlWaCP0ZFFqg2VERGRSmQymejcuC6dG9flqevasmLnERJSUlm4OYN9f+Tz2uKdvLZ4Jx3C6jAoKpTrI0Np4OdhdGwRQ6mMiIhUEVeLmd6tG9C7dQPyikpJ3JJBQkoqP+88wsbU42xMPc7z87fSo1kAg6JCubp9ML4eWopeah+VERERB/B2dyE2OozY6DCO5BYxb8MhElJSSd6fxYpdR1ix6whPJmyiT5sgBkWF0qtVA9xcNPFVageVERERBwvwcWdYjwiG9Yhg3x95Jye+7j6cx7yNh5i38RB1PF25tkMIsVGhdImoh1lL0YsTUxkRETFQ4/rePHBVC+6/sjmbUrNJSEnlu/VpZOYU8VnSfj5L2k+YvycDI0OJjQ6ldbCf0ZFFKp3KiIhINWAymejQsA4dGtbh8WvbsPL3P0hISWXBpnRSswp4e9nvvL3sd1oH+zIoKozro0IJ89c9csQ5qIyIiFQzFrOJS1sEcGmLAJ6Nbc+SbZkkJKfy0/ZMtqXnsG3BNl5YsI2uTeoRGxXGtR2C8ffSUvRSc6mMiIhUYx6uFq7tEMK1HUI4nl/C/E2HSEhOZdWeoyT9+TVh7iZ6tWpAbFQYV7VpgIerxejYIhWiMiIiUkPU8XLl9q6NuL1rI9KyCpi7Po2E5FS2peeQuCWDxC0Z+Li7cHX7YGKjwujerD4WTXyVGkBlRESkBgr19+TeK5px7xXN2J6eQ0JKKnNT0kjNKuDrtQf5eu1BAn3duT4ylNioMNqH+Wkpeqm2VEZERGq4VsG+PHp1ax7p14o1+46RkJLKvA2HOJxTxPQVe5i+Yg9NA72J/XMp+sb1vY2OLHIKlRERESdhNpvo2qQeXZvUY+LAdizbYb+j8KItGew+nMeUxB1MSdxBdCN/BkWGcl1kKAE+7kbHFlEZERFxRm4uZvq2DaJv2yByCkv4cXMGc1JS+WXXEZL3Z5G8P4tn5m3l0uYBxEaH0q9tMN7u+pUgxtB3noiIk/P1cOWmzg25qXNDMrML+W7DIeakpLLh4HGW7TjMsh2H8XTdRN+2QcRGh3JZi0BcLVqKXhxHZUREpBZp4OfBnZc24c5Lm7D7cC4JKWnMSUll3x/5zF2fxtz1adTzdmNAhxBio0Pp1KiuJr5KlVMZERGppZoG+hDftyUP9WlByoEs5qSk8f2GNI7kFvPxb/v4+Ld9hNfzZFBkGLHRoTRv4Gt0ZHFSF3Qcbtq0aURERODh4UG3bt1ISko663Pfe+89LrvsMurWrUvdunXp06fPOZ8vIiKOZTKZiG5Ul4nXt+O3cVcxM64LN0SH4eVm4cDRAt74aRd9pixnwGs/897y3aQfLzQ6sjiZCh8Z+eKLL4iPj+ftt9+mW7duTJ06lf79+7N9+3YaNGhw2vOXLl3K7bffTo8ePfDw8OCFF16gX79+bN68mbCwsEr5ECIiUjlcLGZ6tWpAr1YNyC8uJXFLBnNS0li+4zCb07LZnJbN8z9spXvT+sRGhXF1h2D8PFyNji01XIWPjEyZMoWRI0cSFxdH27Ztefvtt/Hy8uKDDz444/M//fRT7rvvPqKiomjdujXvv/8+VquVxYsXX3R4ERGpOl5uLgyKCuOD4V1IeqIPz8S2J6ZxXWw2+PX3P/jPNxuIeXYRoz5Zy4JN6RSVlhkdWWqoCh0ZKS4uZu3atYwbN+7kNrPZTJ8+fVi5cmW59pGfn09JSQn16tU763OKioooKio6+Tg7OxuAkpISSkpKKhL5nE7sqzL3KafTODuOxtoxauM4+7qZuK1zKLd1DuXAsXy+35DO3PWH2HU4jx82pfPDpnT8PFy4ul0Q10eG0KVxXcwXuRR9bRxnI1TlOJd3nyabzWYr707T0tIICwvj119/pXv37ie3/+c//2HZsmWsWrXqvPu47777+PHHH9m8eTMeHh5nfM7EiROZNGnSadtnzZqFl5dXeeOKiEgVstkgNR/WHjaz9g8Tx4v/Kh/+bjY6BdiICbAS6gW6IKd2ys/PZ/DgwRw/fhw/P7+zPs+hV9P897//5fPPP2fp0qVnLSIA48aNIz4+/uTj7OxswsPD6dev3zk/TEWVlJSQmJhI3759cXXVOc+qonF2HI21Y2icT1dmtbF67zHmbjjEgs0ZZBWWsiTNxJI0My0aeHN9xxAGRoYQ5u9Z7n1qnB2jKsf5xJmN86lQGQkICMBisZCRkXHK9oyMDIKDg8/52pdffpn//ve/LFq0iI4dO57zue7u7ri7n75Esaur61kHymq1UlxcfJ5PcKqysjJcXFwoKyvDbK7dC/y4urpisVTtbcfP9fcnlUtj7Rga57+4Ape1CuKyVkE8E1vG0u2ZJCSnsWRbJjsz83hl0S5eWbSLLhF1GRQVxoAOIdT1divfvjXODlEV41ze/VWojLi5udG5c2cWL15MbGwswMnJqGPGjDnr61588UWee+45fvzxR2JiYiryluVSXFzMnj17sFqtFXqdzWYjODiYAwcOaFEfwN/fn+DgYI2FiFwUD1cLV7cP4er2IRwvKGHBpkMkJKfx254/WL33GKv3HmPi3M30ahXI9VFh9G0ThKdb1f5nSKq3Cp+miY+PZ9iwYcTExNC1a1emTp1KXl4ecXFxAAwdOpSwsDAmT54MwAsvvMD48eOZNWsWERERpKenA+Dj44OPj89FfwCbzcahQ4ewWCyEh4dX6AiH1WolNzcXHx+fWn1kxGazkZ+fT2ZmJgAhISEGJxIRZ1HH05VbuzTi1i6NOHS8gO/Wp5GQnMaWQ9ks2prJoq2ZeLtZ6N8umEHRYfRsVh8XLUVf61S4jNx6660cPnyY8ePHk56eTlRUFAsWLCAoKAiA/fv3n/KL/a233qK4uJibbrrplP1MmDCBiRMnXlx6oLS0lPz8fEJDQys8ufXEqR0PD49aXUYAPD3t53EzMzNp0KBBlZ+yEZHaJ6SOJ3df3oy7L2/GzowcElJSmZOSxsFjBXybnMq3yakE+LhzXccQYqPDaBukCxZqiwuawDpmzJiznpZZunTpKY/37t17IW9RbmVl9uva3dzKd+5Rzu5EmSspKVEZEZEq1SLIl0f6t+bhfq1Yu+8YCSmpzNtwiCO5Rcz8dS8zf91LRH0vWnuaaftHHi2C/Y2OLFXIae5No3kOF09jKCKOZjKZiImoR0xEPSYMbMfyHYdJSEkjcUs6e//IZy9mFkz9hciGdRgUFcbAyFACfU+/wEFqNqcpIyIiUrO5Wsxc1SaIq9oEkVtUyg8bUpm+aAM7cyysP3ic9QeP8+y8LfRsHkBsVBj92wfj465fY86gdk+UcBIRERFMnTrV6BgiIpXGx92F2KhQRrW1suKRy5kwsC2R4f5YbfDzziP831friXk2kTGz1rFoSwbFpRW7mlKqF1VKg/Tq1YuoqKhKKRGrV6/G29v74kOJiFRDAT7uxPVsQlzPJuw5ksecPye+7jmSx/cbDvH9hkP4e7kyoIN94mvnRhe/FL04lspINWWz2U4uynY+gYGBDkgkImK8JgHePNinJWOvasHG1OMkJKfx3YY0DucU8emq/Xy6aj9h/p4MigolNjqMlkG+RkeWctBpGgMMHz6cZcuW8eqrr2IymTCZTMycOROTycQPP/xA586dcXd3Z8WKFfz+++8MGjSIoKAgfHx86NKlC4sWLTplf/88TWMymXj//fe54YYb8PLyokWLFsydO9fBn1JEpOqYTCY6NvRn/MC2rHzsSj6+syv/6tQQH3cXUrMKeHPp7/T733KuefVn3ln2O4eOFxgdWc7B6Y6M2Gw2CkrKdxtrq9VKQXEZLsWllbLOiKerpVxXpLz66qvs2LGD9u3b8/TTTwOwefNmAB577DFefvllmjZtSt26dTlw4ADXXnstzz33HO7u7nz00UcMHDiQ7du306hRo7O+x6RJk3jxxRd56aWXeP311xkyZAj79u07592SRURqIheLmctaBHJZi0CeK2nPoq0ZJCSnsWxHJlsPZbP1UDb/XbCNbk3qERsVxjXtQ6jjpeXlqxOnKyMFJWW0Hf+jIe+95en+eLmdf0jr1KmDm5sbXl5eJ+/ps23bNgCefvpp+vbte/K59erVIzIy8uTjZ555htmzZzN37txzLsE/fPhwbr/9dgCef/55XnvtNZKSkrj66qsv6LOJiNQEHq4WrusYynUdQzmWV8z8TYeYk5xG0t6j/Lbb/jV+zmZ6tw4kNiqM3q0b4OGqdZWM5nRlpKb75717cnNzmThxIvPmzePQoUOUlpZSUFDA/v37z7mfv9+M0NvbGz8/v5PLvYuI1AZ1vd0Y0q0xQ7o15uCxfOauT2NOchrbM3L4cXMGP27OwNfdhavbBxMbHcYlTetj0cRXQzhdGfF0tbDl6f7leq7VaiUnOwdfP99KO01zsf55VczDDz9MYmIiL7/8Ms2bN8fT05ObbrrpvHco/uedEk0mU4VvJCgi4iwa1vXivl7Nua9Xc7YeyiYhJZW5KWkcOl7IV2sP8tXagwT5uTOwo33ia7tQPy0E6UBOV0ZMJlO5TpWAvYyUulnwcnNx+L1p3NzcTi5lfy6//PILw4cP54YbbgDsR0qqeol9ERFn1ibEjzYhfjzavzVJe48y58+l6DOyi3h/xR7eX7GHZoHexEaFMSgqjEb1dY+cquZ0ZaSmiIiIYNWqVezduxcfH5+zHrVo0aIF3377LQMHDsRkMvHUU0/pCIeISCUwm01c0rQ+lzStz8Tr27F0+2HmpKSyaGsmvx/O45XEHbySuINOjfyJjQ5jQIcQ6vtoKfqqoEt7DfLwww9jsVho27YtgYGBZ50DMmXKFOrWrUuPHj0YOHAg/fv3p1OnTg5OKyLi3NxdLPRvF8ybQzqz5sk+vHhTR3o2r4/JBOv2ZzF+zma6Pb+YuBlJzElJJb+41OjITkVHRgzSsmVLVq5cecq24cOHn/a8iIgIlixZcsq20aNHn/L4n6dtbDbbafvJysq6oJwiIrWNn4crt8SEc0tMOBnZhXy3Po2ElFQ2pWbz0/bD/LT9MF5uFvq1DWJQdBiXNQ/AxaL/218MlREREZGzCPLz4K7LmnLXZU3ZlZl7cin6/UfzSUhJIyEljfreblzXMYRB0WFEh/tr4usFUBkREREph+YNfPi/fq2I79uSdfuzmJOSyvcbDvFHXjEfrtzHhyv30bi+F4MiQxkUHUazQB+jI9cYKiMiIiIVYDKZ6Ny4Lp0b1+Wp69qyYtcR5iSn8uPmDPb9kc9rS3bx2pJddAirw6CoUK6PDKWBn4fRsas1lREREZEL5Gox07tVA3q3akB+cSmJWzJISE5l+c4jbEw9zsbU4zw/fys9mgUwKCqUq9sH4+uhpej/SWVERESkEni5uTDoz7VJ/sgtYt7GQyQkp7JufxYrdh1hxa4jPJmwiT5tghgUFcoVrQJxd9FS9KAyIiIiUunq+7gztHsEQ7tHsP+PfOakpJKQksrvh/OYt/EQ8zYeoo6nK9d2CCY2KowuEfUw1+Kl6FVGREREqlCj+l7cf1ULxlzZnM1p2SQkpzJ3fRqZOUV8lnSAz5IOEFrHg4FRocRGhdEmxM/oyA6nMiIiIuIAJpOJ9mF1aB9Wh3HXtuG33X+QkJzKgk3ppB0v5J1lu3ln2W5aBfkyKDqUQVFhhPl7Gh3bIVRGREREHMxiNtGzeQA9mwfwTGx7lmzLJCE5laXbD7M9I4cXF2znxQXb6RpRj0HRoQzoEIK/l5vRsauMloyrwSIiIpg6derJxyaTiYSEhLM+f+/evZhMJlJSUqo8m4iIlI+Hq4VrO4Tw7tAYVj/Rh8k3dqBbk3oAJO09yhOzN9HluUXc9eEavt+QRmHJ+W+yWtPoyIgTOXToEHXr1jU6hoiIXKA6Xq7c3rURt3dtRFpWAXPXp5GQnMq29BwWbc1g0dYMfNxd6N8umNjoUHo0C8DiBBNfVUacSHBwsNERRESkkoT6e3LvFc2494pmbE/PISEllbkpaaRmFfDNuoN8s+4ggb7uDOwYSmx0KB3C6tTYpeh1msYg7777LqGhoVit1lO2Dxo0iBEjRvD7778zaNAggoKC8PHxoUuXLixatOic+/znaZqkpCSio6Px8PAgJiaG5OTkqvgoIiJSxVoF+/Lo1a35+T+9+fKe7gzu1gh/L1cO5xTxwS97uP6NX7jqlWW8umgn+/7IMzpuhTnfkRGbDUryy/dcq9X+3GILmCuhl7l6QTlb6c0338z999/PTz/9xFVXXQXA0aNHWbBgAfPnzyc3N5drr72W5557Dnd3dz766CMGDhzI9u3badSo0Xn3n5uby3XXXUffvn355JNP2LNnD2PHjr2ojyciIsYym010bVKPrk3qMXFgO5btOExCSiqLtmSw+0ge/1u0g/8t2kFUuD+xUaFcFxlKgI+70bHPy/nKSEk+PB9arqeaAf/KfO/H08DNu1xPrVu3Ltdccw2zZs06WUa+/vprAgIC6N27N2azmcjIyJPPf+aZZ5g9ezZz585lzJgx593/rFmzsFqtTJ8+HQ8PD9q1a8fBgwcZNWrUhX02ERGpVtxczPRtG0TftkHkFJbw4+YM5qSk8suuI6QcyCLlQBbPzNvKpc0DiI0OpV/bYLzdq+ev/eqZqpYYMmQII0eO5M0338Td3Z1PP/2U2267DbPZTG5uLhMnTmTevHkcOnSI0tJSCgoK2L9/f7n2vXXrVjp27IiHx183Z+revXtVfRQRETGQr4crN3VuyE2dG5KZU8j36w8xJyWV9QePs2zHYZbtOIyn6yb6tg0iNjqUy1oE4mqpPjM1nK+MuHrZj1CUg9VqJTsnBz9fX8yVdZqmAgYOHIjNZmPevHl06dKFn3/+mf/9738APPzwwyQmJvLyyy/TvHlzPD09uemmmyguLr74nCIi4rQa+How4tImjLi0CbsP5zInJY05Kans/SOfuevTmLs+jXrebgzoEGKf+BriY3RkJywjJlO5T5VgtYJrmf35lVFGKsjDw4Mbb7yRTz/9lF27dtGqVSs6deoEwC+//MLw4cO54YYbAPsckL1795Z7323atOHjjz+msLDw5NGR3377rdI/g4iIVF9NA314qG9LHuzTgvUHj5OQnMr3G9I4klvMx7/t4+Pf9tHQ34M23mY6HiugSQNj7ihcfY7R1FJDhgxh3rx5fPDBBwwZMuTk9hYtWvDtt9+SkpLC+vXrGTx48GlX3pzL4MGDMZlMjBw5ki1btjB//nxefvnlqvgIIiJSzZlMJqLC/Zl4fTt+G3cVH47oyo3RYXi7WTiYVUhiqpk9Bl6F43xHRmqYK6+8knr16rF9+3YGDx58cvuUKVMYMWIEPXr0ICAggEcffZTs7Oxy79fHx4fvvvuOe++9l+joaNq2bcsLL7zAv/71r6r4GCIiUkO4WMxc0TKQK1oGUlBcxoKNqXzy03q6/7nqqyGZLuRF06ZN46WXXiI9PZ3IyEhef/11unbtetbnf/XVVzz11FPs3buXFi1a8MILL3DttddecGhnYjabSUs7fY5LREQES5YsOWXb6NGjT3n8z9M2NpvtlMeXXHLJaUu///M5IiJSe3m6WbiuYwjmg8m4GDihtcLv/MUXXxAfH8+ECRNYt24dkZGR9O/fn8zMzDM+/9dff+X222/nzjvvJDk5mdjYWGJjY9m0adNFhxcREZGar8JlZMqUKYwcOZK4uDjatm3L22+/jZeXFx988MEZn//qq69y9dVX88gjj9CmTRueeeYZOnXqxBtvvHHR4UVERKTmq9BpmuLiYtauXcu4ceNObjObzfTp04eVK1ee8TUrV64kPj7+lG39+/c/591li4qKKCoqOvn4xFyJkpISSkpKTnluSUkJNpsNq9VaoQme8NcpixOvr+2sVis2m42SkhIsFkul7ffE39k//+6k8mmsHUPj7BgaZ8eoynEu7z4rVEaOHDlCWVkZQUFBp2wPCgpi27ZtZ3xNenr6GZ+fnp5+1veZPHkykyZNOm37woUL8fI6dS0PFxcXgoODyc3NveA1OHJyci7odc6muLiYgoICli9fTmlpaaXvPzExsdL3KWemsXYMjbNjaJwdoyrGOT+/fLdnqZZX04wbN+6UoynZ2dmEh4fTr18//Pz8TnluYWEhBw4cwMfH55TVRsvDZrORk5ODr69vjb3TYWUqLCzE09OTyy+/vMJjeS4lJSUkJibSt29fXF2NuYa9ttBYO4bG2TE0zo5RleNc3qtAK1RGAgICsFgsZGRknLI9IyPjrLevDw4OrtDzAdzd3XF3P/3GPq6urqcNVFlZGSaTCZPJVOFVVE+cmrmQ1zork8l0xnGuDFW1XzmdxtoxNM6OoXF2jKoY5/Lur0JlxM3Njc6dO7N48WJiY2MB+y/0xYsXn/Xmbd27d2fx4sU8+OCDJ7clJiZW2n1SXF1dMZlMHD58mMDAwAod4bBarRQXF1NYWFiry4jNZqO4uJjDhw9jNptxc3MzOpKIiNQiFT5NEx8fz7Bhw4iJiaFr165MnTqVvLw84uLiABg6dChhYWFMnjwZgLFjx3LFFVfwyiuvMGDAAD7//HPWrFnDu+++WykfwGKx0LBhQw4ePFih5dLB/ku4oKAAT09PnaYBvLy8aNSoUa0uZiIi4ngVLiO33norhw8fZvz48aSnpxMVFcWCBQtOTlLdv3//Kb/MevTowaxZs3jyySd5/PHHadGiBQkJCbRv377SPoSPjw8tWrSo8EzgkpISli9fzuWXX17rDwFaLBZcXFxUykRExOEuaALrmDFjznpaZunSpadtu/nmm7n55psv5K3KzWKxVPhyVIvFQmlpKR4eHrW+jIiIiBhFx+NFRETEUCojIiIiYiiVERERETFUtVz07J9OLNte3sVTyqukpIT8/Hyys7M1Z6QKaZwdR2PtGBpnx9A4O0ZVjvOJ39vnu2N8jSgjJ5ZrDw8PNziJiIiIVFROTg516tQ565+bbOerK9WA1WolLS2t0pdtP7HM/IEDB05bZl4qj8bZcTTWjqFxdgyNs2NU5TifuO1KaGjoOdewqhFHRsxmMw0bNqyy/fv5+ekb3QE0zo6jsXYMjbNjaJwdo6rG+VxHRE7QBFYRERExlMqIiIiIGKpWlxF3d3cmTJhwxjsES+XRODuOxtoxNM6OoXF2jOowzjViAquIiIg4r1p9ZERERESMpzIiIiIihlIZEREREUOpjIiIiIihanUZmTZtGhEREXh4eNCtWzeSkpKMjuRUJk+eTJcuXfD19aVBgwbExsayfft2o2M5vf/+97+YTCYefPBBo6M4ndTUVP79739Tv359PD096dChA2vWrDE6ltMpKyvjqaeeokmTJnh6etKsWTOeeeaZ897fRM5t+fLlDBw4kNDQUEwmEwkJCaf8uc1mY/z48YSEhODp6UmfPn3YuXOnQ7LV2jLyxRdfEB8fz4QJE1i3bh2RkZH079+fzMxMo6M5jWXLljF69Gh+++03EhMTKSkpoV+/fuTl5RkdzWmtXr2ad955h44dOxodxekcO3aMnj174urqyg8//MCWLVt45ZVXqFu3rtHRnM4LL7zAW2+9xRtvvMHWrVt54YUXePHFF3n99deNjlaj5eXlERkZybRp08745y+++CKvvfYab7/9NqtWrcLb25v+/ftTWFhY9eFstVTXrl1to0ePPvm4rKzMFhoaaps8ebKBqZxbZmamDbAtW7bM6ChOKScnx9aiRQtbYmKi7YorrrCNHTvW6EhO5dFHH7VdeumlRseoFQYMGGAbMWLEKdtuvPFG25AhQwxK5HwA2+zZs08+tlqttuDgYNtLL710cltWVpbN3d3d9tlnn1V5nlp5ZKS4uJi1a9fSp0+fk9vMZjN9+vRh5cqVBiZzbsePHwegXr16BidxTqNHj2bAgAGnfF9L5Zk7dy4xMTHcfPPNNGjQgOjoaN577z2jYzmlHj16sHjxYnbs2AHA+vXrWbFiBddcc43ByZzXnj17SE9PP+XnR506dejWrZtDfi/WiBvlVbYjR45QVlZGUFDQKduDgoLYtm2bQamcm9Vq5cEHH6Rnz560b9/e6DhO5/PPP2fdunWsXr3a6ChOa/fu3bz11lvEx8fz+OOPs3r1ah544AHc3NwYNmyY0fGcymOPPUZ2djatW7fGYrFQVlbGc889x5AhQ4yO5rTS09MBzvh78cSfVaVaWUbE8UaPHs2mTZtYsWKF0VGczoEDBxg7diyJiYl4eHgYHcdpWa1WYmJieP755wGIjo5m06ZNvP322yojlezLL7/k008/ZdasWbRr146UlBQefPBBQkNDNdZOqlaepgkICMBisZCRkXHK9oyMDIKDgw1K5bzGjBnD999/z08//UTDhg2NjuN01q5dS2ZmJp06dcLFxQUXFxeWLVvGa6+9houLC2VlZUZHdAohISG0bdv2lG1t2rRh//79BiVyXo888giPPfYYt912Gx06dOCOO+7goYceYvLkyUZHc1onfvcZ9XuxVpYRNzc3OnfuzOLFi09us1qtLF68mO7duxuYzLnYbDbGjBnD7NmzWbJkCU2aNDE6klO66qqr2LhxIykpKSe/YmJiGDJkCCkpKVgsFqMjOoWePXuedmn6jh07aNy4sUGJnFd+fj5m86m/niwWC1ar1aBEzq9JkyYEBwef8nsxOzubVatWOeT3Yq09TRMfH8+wYcOIiYmha9euTJ06lby8POLi4oyO5jRGjx7NrFmzmDNnDr6+vifPO9apUwdPT0+D0zkPX1/f0+bheHt7U79+fc3PqUQPPfQQPXr04Pnnn+eWW24hKSmJd999l3fffdfoaE5n4MCBPPfcczRq1Ih27dqRnJzMlClTGDFihNHRarTc3Fx27dp18vGePXtISUmhXr16NGrUiAcffJBnn32WFi1a0KRJE5566ilCQ0OJjY2t+nBVfr1ONfb666/bGjVqZHNzc7N17drV9ttvvxkdyakAZ/yaMWOG0dGcni7trRrfffedrX379jZ3d3db69atbe+++67RkZxSdna2bezYsbZGjRrZPDw8bE2bNrU98cQTtqKiIqOj1Wg//fTTGX8mDxs2zGaz2S/vfeqpp2xBQUE2d3d321VXXWXbvn27Q7KZbDYtaSciIiLGqZVzRkRERKT6UBkRERERQ6mMiIiIiKFURkRERMRQKiMiIiJiKJURERERMZTKiIiIiBhKZUREREQMpTIiIiIihlIZEREREUOpjIiIiIihVEZERETEUP8P/bgzIxnjR10AAAAASUVORK5CYII=\n"
},
"metadata": {}
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"h = h.cpu()\n",
"h0 = h.detach().numpy()\n",
"print(h0.shape)\n",
"plt.plot(h0[:,0], h0[:,1], label='train')\n",
"plt.plot(h0[:,0], h0[:,2], label='valid')\n",
"plt.legend()\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "gyIfF8Som9_0",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "830d6e70-1fe4-4d2f-d417-87246edc4f03"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(10000,) int64\n",
"(10000,) int64\n"
]
}
],
"source": [
"f_m = model.cpu()\n",
"f_m.eval()\n",
"with torch.no_grad():\n",
" is_first = True\n",
" for x_tensor, y_tensor in test_loader:\n",
" x_tensor = x_tensor.cpu()\n",
" y_tensor = y_tensor.cpu()\n",
" pred_prob = f_m(x_tensor)\n",
" pred = torch.argmax(pred_prob, dim=-1) # class 수 만큼 나오므로 가장 큰 확률의 index를 얻어야함.\n",
"\n",
" # print(y_tensor.numpy().shape)\n",
" if is_first:\n",
" test_pred = pred.numpy().copy()\n",
" test_label = y_tensor.numpy().copy()\n",
" is_first = False\n",
" else:\n",
" test_label = np.concatenate((test_label, y_tensor.numpy()), axis=0)\n",
" test_pred = np.concatenate((test_pred, pred.numpy()), axis=0)\n",
"\n",
"print(test_label.shape, test_label.dtype)\n",
"print(test_pred.shape, test_pred.dtype)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "p8urvwWMye8A",
"outputId": "a3d7c07d-2320-4c5e-b084-7f2285cfebf8"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Confusion Matrix\n",
" [[818 12 45 18 11 2 9 3 68 14]\n",
" [ 14 888 2 4 1 1 2 1 39 48]\n",
" [ 53 4 707 48 68 29 55 7 20 9]\n",
" [ 19 5 71 645 53 103 55 14 19 16]\n",
" [ 18 2 59 60 780 24 31 14 10 2]\n",
" [ 13 2 61 187 51 621 30 18 10 7]\n",
" [ 6 2 35 39 27 8 861 2 18 2]\n",
" [ 28 3 49 52 102 48 6 692 8 12]\n",
" [ 47 9 12 14 5 4 5 1 893 10]\n",
" [ 32 59 8 9 8 8 4 7 20 845]]\n",
"Precision :[0.78 0.9 0.67 0.6 0.71 0.73 0.81 0.91 0.81 0.88]\n",
"Precision (macro) :0.78\n",
"Precision (micro) :0.78\n",
"Precision (weighted):0.78\n",
"Recall :[0.82 0.89 0.71 0.64 0.78 0.62 0.86 0.69 0.89 0.84]\n",
"Recall (macro) :0.77\n",
"Recall (micro) :0.78\n",
"Recall (weighted):0.78\n",
"F1-score :[0.8 0.89 0.69 0.62 0.74 0.67 0.84 0.79 0.85 0.86]\n",
"F1-score (macro) :0.77\n",
"F1-score (micro) :0.78\n",
"F1-score (weighted):0.77\n",
"F2-score :[0.81 0.89 0.7 0.64 0.76 0.64 0.85 0.73 0.87 0.85]\n",
"F2-score (macro) :0.77\n",
"F2-score (micro) :0.78\n",
"F2-score (weighted):0.77\n"
]
}
],
"source": [
"from sklearn.metrics import (\n",
" confusion_matrix,\n",
" precision_score,\n",
" recall_score,\n",
" f1_score,\n",
" fbeta_score,\n",
")\n",
"pred = test_pred\n",
"label = test_label\n",
"\n",
"print('Confusion Matrix\\n',\n",
" str(confusion_matrix(label,pred))\n",
" )\n",
"print(f'Precision :{np.round(precision_score(label,pred,average=None),2)}')\n",
"print(f'Precision (macro) :{np.round(precision_score(label,pred,average=\"macro\"),2)}')\n",
"print(f'Precision (micro) :{np.round(precision_score(label,pred,average=\"micro\"),2)}')\n",
"print(f'Precision (weighted):{np.round(precision_score(label,pred,average=\"weighted\"),2)}')\n",
"print(f'Recall :{np.round(recall_score(label,pred,average=None),2)}')\n",
"print(f'Recall (macro) :{np.round(recall_score(label,pred,average=\"macro\"),2)}')\n",
"print(f'Recall (micro) :{np.round(recall_score(label,pred,average=\"micro\"),2)}')\n",
"print(f'Recall (weighted):{np.round(recall_score(label,pred,average=\"weighted\"),2)}')\n",
"print(f'F1-score :{np.round(f1_score(label,pred,average=None),2)}')\n",
"print(f'F1-score (macro) :{np.round(f1_score(label,pred,average=\"macro\"),2)}')\n",
"print(f'F1-score (micro) :{np.round(f1_score(label,pred,average=\"micro\"),2)}')\n",
"print(f'F1-score (weighted):{np.round(f1_score(label,pred,average=\"weighted\"),2)}')\n",
"print(f'F2-score :{np.round(fbeta_score(label,pred,beta=2,average=None),2)}')\n",
"print(f'F2-score (macro) :{np.round(fbeta_score(label,pred,beta=2,average=\"macro\"),2)}')\n",
"print(f'F2-score (micro) :{np.round(fbeta_score(label,pred,beta=2,average=\"micro\"),2)}')\n",
"print(f'F2-score (weighted):{np.round(fbeta_score(label,pred,beta=2,average=\"weighted\"),2)}')\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "P2Z6nGdNyqmX"
},
"outputs": [],
"source": []
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"gpuType": "L4",
"machine_shape": "hm",
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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