{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[{"file_id":"1poSaQoCYCdH62SI7MLsLYNJP_f-oADjg","timestamp":1763477724979},{"file_id":"1YKpaJcNQGbE2dv3ib_K-qniUinhG2SRt","timestamp":1760447380793},{"file_id":"1KZZpMbK6sSSGCw-hd04U6XCBgofgN9Aa","timestamp":1760442226182}],"gpuType":"T4"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","source":["import os\n","from google.colab import files\n","files.upload()\n","!mkdir -p ~/.kaggle\n","!cp kaggle.json ~/.kaggle/\n","!chmod 600 ~/.kaggle/kaggle.json\n","!kaggle datasets download -d mohamedhanyyy/chest-ctscan-images\n","!unzip chest-ctscan-images.zip"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"H1KhKZkOkJI8","executionInfo":{"status":"ok","timestamp":1764140930263,"user_tz":-420,"elapsed":11103,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}},"outputId":"9d6e5d10-47e0-4260-c5b3-bd7f249282b3"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","     <input type=\"file\" id=\"files-97bff239-24f2-4446-a325-a15127ea26d8\" name=\"files[]\" multiple disabled\n","        style=\"border:none\" />\n","     <output id=\"result-97bff239-24f2-4446-a325-a15127ea26d8\">\n","      Upload widget is only available when the cell has been executed in the\n","      current browser session. Please rerun this cell to enable.\n","      </output>\n","      <script>// Copyright 2017 Google LLC\n","//\n","// Licensed under the Apache License, Version 2.0 (the \"License\");\n","// you may not use this file except in compliance with the License.\n","// You may obtain a copy of the License at\n","//\n","//      http://www.apache.org/licenses/LICENSE-2.0\n","//\n","// Unless required by applicable law or agreed to in writing, software\n","// distributed under the License is distributed on an \"AS IS\" BASIS,\n","// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n","// See the License for the specific language governing permissions and\n","// limitations under the License.\n","\n","/**\n"," * @fileoverview Helpers for google.colab Python module.\n"," */\n","(function(scope) {\n","function span(text, styleAttributes = {}) {\n","  const element = document.createElement('span');\n","  element.textContent = text;\n","  for (const key of Object.keys(styleAttributes)) {\n","    element.style[key] = styleAttributes[key];\n","  }\n","  return element;\n","}\n","\n","// Max number of bytes which will be uploaded at a time.\n","const MAX_PAYLOAD_SIZE = 100 * 1024;\n","\n","function _uploadFiles(inputId, outputId) {\n","  const steps = uploadFilesStep(inputId, outputId);\n","  const outputElement = document.getElementById(outputId);\n","  // Cache steps on the outputElement to make it available for the next call\n","  // to uploadFilesContinue from Python.\n","  outputElement.steps = steps;\n","\n","  return _uploadFilesContinue(outputId);\n","}\n","\n","// This is roughly an async generator (not supported in the browser yet),\n","// where there are multiple asynchronous steps and the Python side is going\n","// to poll for completion of each step.\n","// This uses a Promise to block the python side on completion of each step,\n","// then passes the result of the previous step as the input to the next step.\n","function _uploadFilesContinue(outputId) {\n","  const outputElement = document.getElementById(outputId);\n","  const steps = outputElement.steps;\n","\n","  const next = steps.next(outputElement.lastPromiseValue);\n","  return Promise.resolve(next.value.promise).then((value) => {\n","    // Cache the last promise value to make it available to the next\n","    // step of the generator.\n","    outputElement.lastPromiseValue = value;\n","    return next.value.response;\n","  });\n","}\n","\n","/**\n"," * Generator function which is called between each async step of the upload\n"," * process.\n"," * @param {string} inputId Element ID of the input file picker element.\n"," * @param {string} outputId Element ID of the output display.\n"," * @return {!Iterable<!Object>} Iterable of next steps.\n"," */\n","function* uploadFilesStep(inputId, outputId) {\n","  const inputElement = document.getElementById(inputId);\n","  inputElement.disabled = false;\n","\n","  const outputElement = document.getElementById(outputId);\n","  outputElement.innerHTML = '';\n","\n","  const pickedPromise = new Promise((resolve) => {\n","    inputElement.addEventListener('change', (e) => {\n","      resolve(e.target.files);\n","    });\n","  });\n","\n","  const cancel = document.createElement('button');\n","  inputElement.parentElement.appendChild(cancel);\n","  cancel.textContent = 'Cancel upload';\n","  const cancelPromise = new Promise((resolve) => {\n","    cancel.onclick = () => {\n","      resolve(null);\n","    };\n","  });\n","\n","  // Wait for the user to pick the files.\n","  const files = yield {\n","    promise: Promise.race([pickedPromise, cancelPromise]),\n","    response: {\n","      action: 'starting',\n","    }\n","  };\n","\n","  cancel.remove();\n","\n","  // Disable the input element since further picks are not allowed.\n","  inputElement.disabled = true;\n","\n","  if (!files) {\n","    return {\n","      response: {\n","        action: 'complete',\n","      }\n","    };\n","  }\n","\n","  for (const file of files) {\n","    const li = document.createElement('li');\n","    li.append(span(file.name, {fontWeight: 'bold'}));\n","    li.append(span(\n","        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n","        `last modified: ${\n","            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n","                                    'n/a'} - `));\n","    const percent = span('0% done');\n","    li.appendChild(percent);\n","\n","    outputElement.appendChild(li);\n","\n","    const fileDataPromise = new Promise((resolve) => {\n","      const reader = new FileReader();\n","      reader.onload = (e) => {\n","        resolve(e.target.result);\n","      };\n","      reader.readAsArrayBuffer(file);\n","    });\n","    // Wait for the data to be ready.\n","    let fileData = yield {\n","      promise: fileDataPromise,\n","      response: {\n","        action: 'continue',\n","      }\n","    };\n","\n","    // Use a chunked sending to avoid message size limits. See b/62115660.\n","    let position = 0;\n","    do {\n","      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n","      const chunk = new Uint8Array(fileData, position, length);\n","      position += length;\n","\n","      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n","      yield {\n","        response: {\n","          action: 'append',\n","          file: file.name,\n","          data: base64,\n","        },\n","      };\n","\n","      let percentDone = fileData.byteLength === 0 ?\n","          100 :\n","          Math.round((position / fileData.byteLength) * 100);\n","      percent.textContent = `${percentDone}% done`;\n","\n","    } while (position < fileData.byteLength);\n","  }\n","\n","  // All done.\n","  yield {\n","    response: {\n","      action: 'complete',\n","    }\n","  };\n","}\n","\n","scope.google = scope.google || {};\n","scope.google.colab = scope.google.colab || {};\n","scope.google.colab._files = {\n","  _uploadFiles,\n","  _uploadFilesContinue,\n","};\n","})(self);\n","</script> "]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Saving kaggle.json to kaggle.json\n","Dataset URL: https://www.kaggle.com/datasets/mohamedhanyyy/chest-ctscan-images\n","License(s): ODbL-1.0\n","Downloading chest-ctscan-images.zip to /content\n","  0% 0.00/119M [00:00<?, ?B/s]\n","100% 119M/119M [00:00<00:00, 1.70GB/s]\n","Archive:  chest-ctscan-images.zip\n","  inflating: Data/test/adenocarcinoma/000108 (3).png  \n","  inflating: Data/test/adenocarcinoma/000109 (2).png  \n","  inflating: Data/test/adenocarcinoma/000109 (4).png  \n","  inflating: Data/test/adenocarcinoma/000109 (5).png  \n","  inflating: Data/test/adenocarcinoma/000112 (2).png  \n","  inflating: Data/test/adenocarcinoma/000113 (7).png  \n","  inflating: Data/test/adenocarcinoma/000114 (5).png  \n","  inflating: Data/test/adenocarcinoma/000114.png  \n","  inflating: Data/test/adenocarcinoma/000115 (4).png  \n","  inflating: 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os.listdir(squamous_cell_carcinoma_image_dir)\n","\n","# load samples\n","normal_image_path = os.path.join(normal_image_dir, normal_images[0])\n","adenocarcinoma_image_path = os.path.join(adenocarcinoma_image_dir, adenocarcinoma_images[0])\n","large_cell_carcinoma_image_path = os.path.join(large_cell_carcinoma_image_dir, large_cell_carcinoma_images[0])\n","squamous_cell_carcinoma_image_path = os.path.join(squamous_cell_carcinoma_image_dir, squamous_cell_carcinoma_images[0])\n","\n","normal_image = Image.open(normal_image_path).convert('RGB')\n","adenocarcinoma_image = Image.open(adenocarcinoma_image_path).convert('RGB')\n","large_cell_carcinoma_image = Image.open(large_cell_carcinoma_image_path).convert('RGB')\n","squamous_cell_carcinoma_image = Image.open(squamous_cell_carcinoma_image_path).convert('RGB')\n","\n","# plot samples\n","fig, axes = plt.subplots(1, 4, figsize=(20, 5))\n","\n","axes[0].imshow(normal_image)\n","axes[0].set_title('Normal')\n","axes[0].axis('off')\n","\n","axes[1].imshow(adenocarcinoma_image)\n","axes[1].set_title('Adenocarcinoma')\n","axes[1].axis('off')\n","\n","axes[2].imshow(large_cell_carcinoma_image)\n","axes[2].set_title('Large Cell Carcinoma')\n","axes[2].axis('off')\n","\n","axes[3].imshow(squamous_cell_carcinoma_image)\n","axes[3].set_title('Squamous Cell Carcinoma')\n","axes[3].axis('off')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":226},"id":"_NlZpijkWWh3","executionInfo":{"status":"ok","timestamp":1764141180659,"user_tz":-420,"elapsed":993,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}},"outputId":"24761b1b-7f47-472f-fe81-9b468c3479d3"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 2000x500 with 4 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["!find /content/Data/ -type d -name \".ipynb_checkpoints\" -exec rm -rf {} +"],"metadata":{"id":"qKkiRiJ9nbId"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["from torchvision import datasets\n","\n","train_dir = '/content/Data/train/'\n","test_dir = '/content/Data/test/'\n","val_dir = '/content/Data/valid/'\n","\n","train_data = datasets.ImageFolder(root=train_dir)\n","test_data = datasets.ImageFolder(root=test_dir)\n","val_data = datasets.ImageFolder(root=val_dir)\n","\n","class_names = train_data.classes\n","\n","def count_classes(dataset):\n","    counts = [0] * len(dataset.classes)\n","    for _, label in dataset:\n","        counts[label] += 1\n","    return counts\n","\n","# Hitung per set\n","train_counts = count_classes(train_data)\n","test_counts = count_classes(test_data)\n","val_counts = count_classes(val_data)\n","\n","print(\"TRAIN SET\")\n","for cls, count in zip(class_names, train_counts):\n","    print(f\"- {cls}: {count}\")\n","\n","print(\"\\nTEST SET\")\n","for cls, count in zip(class_names, test_counts):\n","    print(f\"- {cls}: {count}\")\n","\n","print(\"\\nVALIDATION SET\")\n","for cls, count in zip(class_names, val_counts):\n","    print(f\"- {cls}: {count}\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gi9XdE8-SY2s","executionInfo":{"status":"ok","timestamp":1764141194110,"user_tz":-420,"elapsed":13447,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}},"outputId":"f1ccf6b0-45ac-4c1f-cdb8-4eff5a1a1696"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["TRAIN SET\n","- adenocarcinoma: 195\n","- large cell carcinoma: 115\n","- normal: 148\n","- squamous cell carcinoma: 155\n","\n","TEST SET\n","- adenocarcinoma: 120\n","- large cell carcinoma: 51\n","- normal: 54\n","- squamous cell carcinoma: 90\n","\n","VALIDATION SET\n","- adenocarcinoma: 23\n","- large cell carcinoma: 21\n","- normal: 13\n","- squamous cell carcinoma: 15\n"]}]},{"cell_type":"code","source":["from torchvision import datasets, transforms\n","from torch.utils.data import DataLoader, WeightedRandomSampler\n","import torch\n","from collections import Counter\n","import numpy as np\n","\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","\n","# define augmentations\n","augmentation_transform = transforms.Compose([\n","    transforms.RandomRotation(15),\n","    transforms.RandomHorizontalFlip(0.5),\n","    transforms.ColorJitter(brightness=0.1, contrast=0.1),\n","    transforms.Resize((224, 224)),\n","    transforms.ToTensor(),\n","    transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n","])\n","\n","base_transform = transforms.Compose([\n","    transforms.Resize((224, 224)),\n","    transforms.ToTensor(),\n","    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),\n","])\n","\n","# load data with augmentation\n","train_dir = './Data/train/'\n","valid_dir = './Data/valid/'\n","test_dir  = './Data/test/'\n","\n","train_data = datasets.ImageFolder(root=train_dir, transform=augmentation_transform)\n","valid_data = datasets.ImageFolder(root=valid_dir, transform=base_transform)\n","test_data  = datasets.ImageFolder(root=test_dir,  transform=base_transform)\n","\n","# apply class weights\n","labels = [label for _, label in train_data.samples]\n","class_counts = Counter(labels)\n","print(\"Class counts:\", class_counts)\n","\n","# Weight per class: bigger weight for minority class\n","class_weights = {cls: 1.0/count for cls, count in class_counts.items()}\n","\n","# Weight per sample\n","sample_weights = [class_weights[label] for label in labels]\n","sample_weights = torch.tensor(sample_weights, dtype=torch.float)\n","\n","sampler = WeightedRandomSampler(\n","    weights=sample_weights,\n","    num_samples=len(sample_weights),\n","    replacement=True\n",")\n","\n","# data loader\n","batch_size = 32\n","train_loader = DataLoader(train_data, batch_size=batch_size, sampler=sampler, pin_memory=True)\n","valid_loader = DataLoader(valid_data, batch_size=batch_size, shuffle=False, pin_memory=True)\n","test_loader  = DataLoader(test_data,  batch_size=batch_size, shuffle=False, pin_memory=True)"],"metadata":{"id":"n7GhNIkuddsh","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1764141194211,"user_tz":-420,"elapsed":66,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}},"outputId":"91f84c14-2e8f-433e-f8f4-183cf7f2eaec"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Class counts: Counter({0: 195, 3: 155, 2: 148, 1: 115})\n"]}]},{"cell_type":"code","source":["from collections import Counter\n","import torch\n","\n","def check_sampler(train_loader, num_batches=5):\n","    print(\"Checking batch label distribution...\\n\")\n","    for i, (x, y) in enumerate(train_loader):\n","        if i >= num_batches:\n","            break\n","        print(f\"Batch {i+1}: {Counter(y.tolist())}\")\n","\n","check_sampler(train_loader)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Mz4FpAJyALSJ","executionInfo":{"status":"ok","timestamp":1764141196462,"user_tz":-420,"elapsed":2248,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}},"outputId":"069382a8-843a-4712-cdb1-5a965399f2da"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Checking batch label distribution...\n","\n","Batch 1: Counter({1: 9, 2: 9, 3: 8, 0: 6})\n","Batch 2: Counter({0: 10, 2: 8, 3: 8, 1: 6})\n","Batch 3: Counter({0: 11, 3: 9, 1: 7, 2: 5})\n","Batch 4: Counter({0: 10, 2: 10, 1: 7, 3: 5})\n","Batch 5: Counter({1: 10, 0: 10, 3: 6, 2: 6})\n"]}]},{"cell_type":"code","source":["import torch\n","import torch.nn as nn\n","import torch.optim as optim\n","from torchvision.models import convnext_large\n","\n","# define model\n","model = convnext_large(weights='DEFAULT').to(device)\n","num_ftrs = model.classifier[-1].in_features\n","model.classifier[-1] = nn.Linear(num_ftrs, 4).to(device)\n","\n","# loss, optimizer\n","criterion = nn.CrossEntropyLoss()\n","optimizer = optim.Adam(model.parameters(), lr=1e-4)\n","\n","train_losses = []\n","val_losses = []\n","train_accuracies = []\n","val_accuracies = []\n","\n","# train loop\n","num_epochs = 30\n","\n","for epoch in range(num_epochs):\n","\n","    model.train()\n","\n","    running_loss = 0.0\n","    correct = 0\n","    total = 0\n","\n","    for images, labels in train_loader:\n","        images, labels = images.to(device), labels.to(device)\n","\n","        optimizer.zero_grad()\n","\n","        outputs = model(images)\n","        loss = criterion(outputs, labels)\n","\n","        loss.backward()\n","        optimizer.step()\n","\n","        running_loss += loss.item()\n","        _, predicted = torch.max(outputs.data, 1)\n","        total += labels.size(0)\n","        correct += (predicted == labels).sum().item()\n","\n","    epoch_train_loss = running_loss / len(train_loader)\n","    epoch_train_acc = 100 * correct / total\n","\n","    train_losses.append(epoch_train_loss)\n","    train_accuracies.append(epoch_train_acc)\n","\n","    model.eval()\n","\n","    val_running_loss = 0.0\n","    correct = 0\n","    total = 0\n","\n","    with torch.no_grad():\n","        for images, labels in valid_loader:\n","            images, labels = images.to(device), labels.to(device)\n","\n","            outputs = model(images)\n","            loss = criterion(outputs, labels)\n","            val_running_loss += loss.item()\n","\n","            _, predicted = torch.max(outputs.data, 1)\n","            total += labels.size(0)\n","            correct += (predicted == labels).sum().item()\n","\n","    epoch_val_loss = val_running_loss / len(valid_loader)\n","    epoch_val_acc = 100 * correct / total\n","\n","    val_losses.append(epoch_val_loss)\n","    val_accuracies.append(epoch_val_acc)\n","\n","    print(f\"Epoch [{epoch+1}/{num_epochs}]\")\n","    print(f\"  Train Loss: {epoch_train_loss:.4f} | Train Acc: {epoch_train_acc:.2f}%\")\n","    print(f\"  Val Loss:   {epoch_val_loss:.4f} | Val Acc:   {epoch_val_acc:.2f}%\\n\")"],"metadata":{"id":"sVqWYYX4bEIi","colab":{"base_uri":"https://localhost:8080/"},"outputId":"f41a64c2-d406-480c-e25d-ea4f2bcc241b","executionInfo":{"status":"ok","timestamp":1764142880484,"user_tz":-420,"elapsed":1684019,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}}},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading: \"https://download.pytorch.org/models/convnext_large-ea097f82.pth\" to /root/.cache/torch/hub/checkpoints/convnext_large-ea097f82.pth\n"]},{"output_type":"stream","name":"stderr","text":["100%|██████████| 755M/755M [00:06<00:00, 128MB/s]\n"]},{"output_type":"stream","name":"stdout","text":["Epoch [1/30]\n","  Train Loss: 0.9413 | Train Acc: 60.20%\n","  Val Loss:   0.7630 | Val Acc:   50.00%\n","\n","Epoch [2/30]\n","  Train Loss: 0.5751 | Train Acc: 79.77%\n","  Val Loss:   0.7269 | Val Acc:   65.28%\n","\n","Epoch [3/30]\n","  Train Loss: 0.3552 | Train Acc: 87.93%\n","  Val Loss:   0.5007 | Val Acc:   77.78%\n","\n","Epoch [4/30]\n","  Train Loss: 0.2269 | Train Acc: 92.66%\n","  Val Loss:   0.4076 | Val Acc:   83.33%\n","\n","Epoch [5/30]\n","  Train Loss: 0.1703 | Train Acc: 94.94%\n","  Val Loss:   0.4160 | Val Acc:   84.72%\n","\n","Epoch [6/30]\n","  Train Loss: 0.1131 | Train Acc: 96.57%\n","  Val Loss:   0.3834 | Val Acc:   79.17%\n","\n","Epoch [7/30]\n","  Train Loss: 0.0485 | Train Acc: 99.02%\n","  Val Loss:   0.3067 | Val Acc:   88.89%\n","\n","Epoch [8/30]\n","  Train Loss: 0.0415 | Train Acc: 99.18%\n","  Val Loss:   0.4690 | Val Acc:   90.28%\n","\n","Epoch [9/30]\n","  Train Loss: 0.0731 | Train Acc: 96.90%\n","  Val Loss:   0.3415 | Val Acc:   86.11%\n","\n","Epoch [10/30]\n","  Train Loss: 0.0411 | Train Acc: 98.69%\n","  Val Loss:   0.2201 | Val Acc:   90.28%\n","\n","Epoch [11/30]\n","  Train Loss: 0.0247 | Train Acc: 99.35%\n","  Val Loss:   0.2586 | Val Acc:   87.50%\n","\n","Epoch [12/30]\n","  Train Loss: 0.0382 | Train Acc: 98.69%\n","  Val Loss:   0.2211 | Val Acc:   91.67%\n","\n","Epoch [13/30]\n","  Train Loss: 0.0269 | Train Acc: 99.18%\n","  Val Loss:   0.2075 | Val Acc:   93.06%\n","\n","Epoch [14/30]\n","  Train Loss: 0.0126 | Train Acc: 99.67%\n","  Val Loss:   0.3005 | Val Acc:   91.67%\n","\n","Epoch [15/30]\n","  Train Loss: 0.0072 | Train Acc: 100.00%\n","  Val Loss:   0.2723 | Val Acc:   90.28%\n","\n","Epoch [16/30]\n","  Train Loss: 0.0154 | Train Acc: 99.67%\n","  Val Loss:   0.2107 | Val Acc:   93.06%\n","\n","Epoch [17/30]\n","  Train Loss: 0.0047 | Train Acc: 99.84%\n","  Val Loss:   0.2707 | Val Acc:   93.06%\n","\n","Epoch [18/30]\n","  Train Loss: 0.0031 | Train Acc: 100.00%\n","  Val Loss:   0.3431 | Val Acc:   91.67%\n","\n","Epoch [19/30]\n","  Train Loss: 0.0029 | Train Acc: 100.00%\n","  Val Loss:   0.3214 | Val Acc:   91.67%\n","\n","Epoch [20/30]\n","  Train Loss: 0.0052 | Train Acc: 99.84%\n","  Val Loss:   0.4640 | Val Acc:   91.67%\n","\n","Epoch [21/30]\n","  Train Loss: 0.0080 | Train Acc: 99.84%\n","  Val Loss:   0.2433 | Val Acc:   93.06%\n","\n","Epoch [22/30]\n","  Train Loss: 0.0205 | Train Acc: 99.18%\n","  Val Loss:   0.2556 | Val Acc:   93.06%\n","\n","Epoch [23/30]\n","  Train Loss: 0.0038 | Train Acc: 100.00%\n","  Val Loss:   0.2218 | Val Acc:   93.06%\n","\n","Epoch [24/30]\n","  Train Loss: 0.0064 | Train Acc: 99.84%\n","  Val Loss:   0.2479 | Val Acc:   93.06%\n","\n","Epoch [25/30]\n","  Train Loss: 0.0064 | Train Acc: 99.84%\n","  Val Loss:   0.2127 | Val Acc:   93.06%\n","\n","Epoch [26/30]\n","  Train Loss: 0.0096 | Train Acc: 99.67%\n","  Val Loss:   0.4083 | Val Acc:   91.67%\n","\n","Epoch [27/30]\n","  Train Loss: 0.0046 | Train Acc: 100.00%\n","  Val Loss:   0.3940 | Val Acc:   91.67%\n","\n","Epoch [28/30]\n","  Train Loss: 0.0045 | Train Acc: 99.84%\n","  Val Loss:   0.2103 | Val Acc:   93.06%\n","\n","Epoch [29/30]\n","  Train Loss: 0.0045 | Train Acc: 99.84%\n","  Val Loss:   0.2411 | Val Acc:   93.06%\n","\n","Epoch [30/30]\n","  Train Loss: 0.0017 | Train Acc: 100.00%\n","  Val Loss:   0.2435 | Val Acc:   93.06%\n","\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","plt.figure(figsize=(12, 5))\n","\n","plt.subplot(1, 2, 1)\n","plt.plot(train_losses, label=\"Train Loss\")\n","plt.plot(val_losses, label=\"Val Loss\")\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Training vs Validation Loss\")\n","plt.legend()\n","plt.grid(True)\n","\n","plt.subplot(1, 2, 2)\n","plt.plot(train_accuracies, label=\"Train Accuracy\")\n","plt.plot(val_accuracies, label=\"Val Accuracy\")\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy (%)\")\n","plt.title(\"Training vs Validation Accuracy\")\n","plt.legend()\n","plt.grid(True)\n","\n","plt.tight_layout()\n","plt.show()"],"metadata":{"id":"TMuiZb9ERlPo","colab":{"base_uri":"https://localhost:8080/","height":463},"executionInfo":{"status":"ok","timestamp":1764142880861,"user_tz":-420,"elapsed":374,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}},"outputId":"940a1a8d-d839-4c63-cbec-ab5149f5b6e3"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x500 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["import torch\n","import torch.nn.functional as F\n","\n","model.eval()\n","all_labels = []\n","all_preds = []\n","correct = 0\n","total = 0\n","\n","with torch.no_grad():\n","    for images, labels in test_loader:\n","        images = images.to(device)\n","        labels = labels.to(device)\n","\n","        outputs = model(images)\n","        _, predicted = torch.max(outputs, 1)\n","\n","        all_labels.extend(labels.cpu().numpy())\n","        all_preds.extend(predicted.cpu().numpy())\n","\n","        total += labels.size(0)\n","        correct += (predicted == labels).sum().item()\n","\n","test_accuracy = 100 * correct / total\n","print(f\"\\nTest Accuracy: {test_accuracy:.2f}%\")"],"metadata":{"id":"68n5XXfnZzjf","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1764142890628,"user_tz":-420,"elapsed":9765,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}},"outputId":"04bae1f1-8659-4e7c-81c0-e4a2d3adffe3"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","Test Accuracy: 95.87%\n"]}]},{"cell_type":"code","source":["from sklearn.metrics import precision_score, recall_score, f1_score, confusion_matrix, accuracy_score\n","import matplotlib.pyplot as plt\n","import numpy as np\n","\n","accuracy = accuracy_score(all_labels, all_preds)\n","precision = precision_score(all_labels, all_preds, average=None, zero_division=0)\n","recall = recall_score(all_labels, all_preds, average=None, zero_division=0)\n","f1 = f1_score(all_labels, all_preds, average=None, zero_division=0)\n","macro_f1 = f1_score(all_labels, all_preds, average='macro', zero_division=0)\n","conf_matrix = confusion_matrix(all_labels, all_preds)\n","\n","class_names = test_data.classes\n","\n","print(f\"\\nOverall Accuracy: {accuracy*100:.2f}%\")\n","print(f\"Macro F1 Score: {macro_f1:.4f}\\n\")\n","\n","print(\"Metrics per Class:\")\n","for i, cls in enumerate(class_names):\n","    print(f\"{cls}:\")\n","    print(f\"  Precision: {precision[i]:.4f}\")\n","    print(f\"  Recall:    {recall[i]:.4f}\")\n","    print(f\"  F1 Score:  {f1[i]:.4f}\")\n","\n","print(\"\\nConfusion Matrix:\")\n","print(conf_matrix)"],"metadata":{"id":"Qqo9BjojRpGc","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1764142891807,"user_tz":-420,"elapsed":1180,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}},"outputId":"3e5a98a0-ee86-4cdb-dc60-82960481eaf6"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","Overall Accuracy: 95.87%\n","Macro F1 Score: 0.9593\n","\n","Metrics per Class:\n","adenocarcinoma:\n","  Precision: 0.9496\n","  Recall:    0.9417\n","  F1 Score:  0.9456\n","large cell carcinoma:\n","  Precision: 0.9057\n","  Recall:    0.9412\n","  F1 Score:  0.9231\n","normal:\n","  Precision: 1.0000\n","  Recall:    0.9815\n","  F1 Score:  0.9907\n","squamous cell carcinoma:\n","  Precision: 0.9778\n","  Recall:    0.9778\n","  F1 Score:  0.9778\n","\n","Confusion Matrix:\n","[[113   5   0   2]\n"," [  3  48   0   0]\n"," [  1   0  53   0]\n"," [  2   0   0  88]]\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","import seaborn as sns\n","import pandas as pd\n","import numpy as np\n","\n","# Data Preparation\n","classes = ['Adenocarcinoma', 'Large Cell\\nCarcinoma', 'Normal', 'Squamous Cell\\nCarcinoma']\n","\n","# Confusion Matrices\n","cm_convnext = np.array([[113, 5, 0, 2], [3, 48, 0, 0], [1, 0, 53, 0], [2, 0, 0, 88]])\n","cm_mobilenet = np.array([[82, 28, 0, 10], [0, 51, 0, 0], [0, 1, 53, 0], [2, 15, 0, 73]])\n","\n","# --- Plotting ---\n","\n","# 1. Confusion Matrices (Stacked Vertically)\n","fig, axes = plt.subplots(2, 1, figsize=(6, 8))\n","\n","# ConvNeXt Heatmap\n","sns.heatmap(cm_convnext, annot=True, fmt='d', cmap='Reds', ax=axes[0],\n","            xticklabels=classes, yticklabels=classes)\n","axes[0].set_title('Confusion Matrix - ConvNeXtLarge')\n","axes[0].set_xlabel('Predicted Label')\n","axes[0].set_ylabel('True Label')\n","\n","# MobileNet Heatmap\n","sns.heatmap(cm_mobilenet, annot=True, fmt='d', cmap='Reds', ax=axes[1],\n","            xticklabels=classes, yticklabels=classes)\n","axes[1].set_title('Confusion Matrix - MobileNetV3Large')\n","axes[1].set_xlabel('Predicted Label')\n","axes[1].set_ylabel('True Label')\n","\n","plt.tight_layout()\n","plt.savefig('confusion_matrices_vertical.png')\n","\n","# 2. Overall Performance Comparison\n","overall_data = {\n","    'Metric': ['Accuracy', 'Macro F1', 'Accuracy', 'Macro F1'],\n","    'Score': [0.9587, 0.9593, 0.8222, 0.8343],\n","    'Model': ['ConvNeXtLarge', 'ConvNeXtLarge', 'MobileNetV3Large', 'MobileNetV3Large']\n","}\n","df_overall = pd.DataFrame(overall_data)\n","\n","plt.figure(figsize=(8, 5))\n","sns.barplot(data=df_overall, x='Metric', y='Score', hue='Model', palette='magma')\n","plt.title('Overall Performance Comparison')\n","plt.ylim(0.7, 1.05)\n","plt.grid(axis='y', linestyle='--', alpha=0.7)\n","\n","for container in plt.gca().containers:\n","    plt.gca().bar_label(container, fmt='%.4f')\n","\n","plt.savefig('overall_comparison.png')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"WxM7IetkxwjP","executionInfo":{"status":"ok","timestamp":1764641117224,"user_tz":-420,"elapsed":1570,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}},"outputId":"4efa2048-4fa7-4561-87bb-268c43d32fda"},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 600x800 with 4 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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14pgjqut4SQORHpkyZQpMTEzwxhtvICsrS7Hs+vXrGDt2LExNTTFlyhTFsoCAAFhbWyM6OhrR0dHo2LGj4k/t9vb26N69O1asWIG0tDSt7ZY96ut+1Gq11izSkiVLUFpaWtkUq8Urr7yCAwcO4Ndff9Valp2djZKSkir33adPHxw+fBgHDhyQY/n5+fjyyy/h7u6OFi1aVLnvytK1nzdt2nTPa2jvpW3btvDw8MCiRYu0fjkp287DHiOdOnVCr1698NVXX2Hbtm1ay4uKiuQXfDRu3BitW7fG2rVrFeM5deoUfvvtN/Tp0+fBEqyEr7/+WnG5xebNm5GWlobevXsD+HfWtPx+F0JoPT7sQd39c6xSqeQiu7CwEEDdOOaI6jrO8BLpkaZNm2Lt2rUYMmQIWrZsqfWmtczMTHz33XfyjF2ZBg0aYMCAAdiwYQPy8/O1nncKAEuXLkWXLl3QsmVLjB49Gp6enkhPT8eBAwdw6dIlrWe86vLCCy/gm2++gaWlJVq0aIEDBw5g165dsLGxqbZ9UBlTpkzBjz/+iBdeeAEjRoxAu3btkJ+fj5MnT2Lz5s24cOFClWZCASA8PBzfffcdevfujQkTJsDa2hpr165FSkoKtmzZUiMvlXjhhRcwb948hISEoHPnzjh58iTWrVtX5ZeNqFQqfPHFFwgKCkLr1q0REhKCxo0b48yZM/j777/lXxwe9hj5+uuv8fzzz2PAgAEICgpCz549YWZmhvPnz2PDhg1IS0uTj82PPvoIvXv3RqdOnTBq1Cj5sWSWlpaYM2dOlfK8F2tra3Tp0gUhISFIT0/HokWL4O3tjdGjRwO4c0mGl5cXJk+ejMuXL8PCwgJbtmx56OtiX3/9dVy/fh3PPvssXFxccPHiRSxZsgStW7eWr9GtC8ccUV3HgpdIz7z88svw8fFBZGSkXOTa2NigR48emDFjRoU3Hg0aNAhfffUVJElSPAWgTIsWLXDkyBHMnTsXa9asQVZWFuzt7dGmTRvMnj27UmNbvHgx1Go11q1bh4KCAjz99NPYtWtXhdd8PiqmpqbYvXs33n//fWzatAlff/01LCws0KxZM8ydOxeWlpZV7tvBwQH79+/HtGnTsGTJEhQUFKBVq1b46aef0Ldv32rMomIzZsxAfn4+1q9fj+joaLRt2xbbt29HeHh4lfsMDAzEH3/8gblz5+KTTz6BRqOBl5eXXPABD3+M2NnZYf/+/Vi2bBmio6PxzjvvoKioCE2aNMGLL74oP3cWuPNXiR07diAiIgKzZ89GgwYN0K1bN3zwwQcPdJNhZc2YMQMnTpxAZGQkbt68iZ49e2LZsmXy83MbNGiAn376CRMmTEBkZCSMjY3Rv39/hIaGws/Pr8rbHTp0KL788kssW7YM2dnZcHR0xKBBgzBnzhy5kK0LxxxRXScJXqVORESkU2xsLHr06IFNmzbhP//5T20Ph4iqiH/nICIiIiK9xoKXiIiIiPQaC14iIiIi0mu1WvD++eefCAoKgpOTEyRJ0vkomrvFxsaibdu2MDIygre3N9asWaNYPmfOHEiSpPgqe6A5ERHRg+jevTuEELx+l+gxV6sFb35+Pvz8/LB06dJKtU9JSUHfvn3Ro0cPxMfHY+LEiXj99de1nqX5xBNPIC0tTf7au3fvoxg+ERERET0GavWxZL1795Yf2l0Zy5cvh4eHh/yWJl9fX+zduxeffvqp4rFGBgYGcHR0rPbxEhEREdHj57F6Du+BAwe0XlkZGBiIiRMnKmLnz5+Hk5MTjI2N0alTJ0RGRsLNza3CfgsLC+U31gB33gl//fp12NjYQJKkas2BiIiIiB6eEAI3b96Ek5PTfV+w8lgVvFevXoWDg4Mi5uDggNzcXNy+fRsmJibw9/fHmjVr0Lx5c6SlpWHu3Lno2rUrTp06hYYNG+rsNzIyEnPnzq2JFIiIiIioGv3zzz9wcXG5Z5vHquCtjPKXSLRq1Qr+/v5o0qQJNm7ciFGjRulcZ/r06QgLC5M/5+TkwM3NDSkpKbCwsABw59WaKpUKGo0GGo1GblsWLy0tVbxDvaK4Wq2GJEkoKSlRjKHsPeylpaWVihsYGEAIoYhLkgS1Wq01xorizIk5MSfmxJyYE3NiTo9rTjdu3ICHh0eFE5qKfO/bog5xdHREenq6Ipaeng4LCwuYmJjoXMfKygrNmjVDYmJihf0aGRnByMhIK25tbS0XvERERERUd5RddlqZy08fq+fwdurUCTExMYrYzp070alTpwrXycvLQ1JSEho3bvyoh0dEREREdVCtFrx5eXmIj49HfHw8gDuPHYuPj0dqaiqAO5caBAcHy+3Hjh2L5ORkTJ06FWfOnMGyZcuwceNGTJo0SW4zefJk7N69GxcuXMD+/fvRv39/qNVqDB48uEZzIyIiIqK6oVYvaThy5Ah69Oghfy67jnb48OFYs2YN0tLS5OIXADw8PLB9+3ZMmjQJixcvhouLC7766ivFI8kuXbqEwYMHIysrC3Z2dujSpQsOHjwIOzu7mkuMiIiIiOoMSZS/apgAALm5ubC0tEROTg6v4SUiosdeaWkpiouLa3sYRA9ErVbDwMCgwmt0H6Ree6xuWiMiIqIHk5eXh0uXLoHzW/Q4MjU1RePGjWFoaPhQ/bDgJSIi0lOlpaW4dOkSTE1NYWdnx5cp0WNDCIGioiJkZGQgJSUFTZs2ve/LJe6FBS8REZGeKi4uhhACdnZ2FT6+k6iuMjExQYMGDXDx4kUUFRXB2Ni4yn09Vo8lIyIiogfHmV16XD3MrK6in2rphYiIiIiojmLBS0RERER6jQUvERERUTWKjY2FJEnIzs6u9Dru7u5YtGjRIxtTfceCl4iIiOqVESNGQJIkjB07VmvZ+PHjIUkSRowYUfMDo0eGBS8RERHVO66urtiwYQNu374txwoKCrB+/Xq4ubnV4sjoUWDBS0RERPVO27Zt4erqiq1bt8qxrVu3ws3NDW3atJFjhYWFmDBhAuzt7WFsbIwuXbrgr7/+UvT1yy+/oFmzZjAxMUGPHj1w4cIFre3t3bsXXbt2hYmJCVxdXTFhwgTk5+c/svxIiQUvERER1UsjR45EVFSU/Hn16tUICQlRtJk6dSq2bNmCtWvX4tixY/D29kZgYCCuX78OAPjnn38wYMAABAUFIT4+Hq+//jrCw8MVfSQlJaFXr14YOHAgTpw4gejoaOzduxehoaGPPkkCwIKXiIiI6qmhQ4di7969uHjxIi5evIh9+/Zh6NCh8vL8/Hx88cUX+Oijj9C7d2+0aNECK1euhImJCVatWgUA+OKLL+Dl5YVPPvkEzZs3x5AhQ7Su/42MjMSQIUMwceJENG3aFJ07d8Znn32Gr7/+GgUFBTWZcr3FN60RERFRvWRnZ4e+fftizZo1EEKgb9++sLW1lZcnJSWhuLgYTz/9tBxr0KABOnbsiISEBABAQkIC/P39Ff126tRJ8fn48eM4ceIE1q1bJ8eEENBoNEhJSYGvr++jSI/KYcFLRERE9dbIkSPlSwuWLl36SLaRl5eHN954AxMmTNBaxhvkagYLXiIiIqq3evXqhaKiIkiShMDAQMUyLy8vGBoaYt++fWjSpAkAoLi4GH/99RcmTpwIAPD19cWPP/6oWO/gwYOKz23btsXp06fh7e396BKhe+I1vERERFRvqdVqJCQk4PTp01Cr1YplZmZmGDduHKZMmYIdO3bg9OnTGD16NG7duoVRo0YBAMaOHYvz589jypQpOHv2LNavX481a9Yo+pk2bRr279+P0NBQxMfH4/z58/jhhx9401oNYsFLRERE9ZqFhQUsLCx0LluwYAEGDhyIYcOGoW3btkhMTMSvv/6KRo0aAbhzScKWLVuwbds2+Pn5Yfny5Xj//fcVfbRq1Qq7d+/GuXPn0LVrV7Rp0wazZ8+Gk5PTI8+N7pCEEKK2B1HX5ObmwtLSEjk5ORX+ABAREdV1BQUFSElJgYeHB4yNjWt7OEQP7F7H8IPUa5zhJSIiIiK9xoKXiIiIiPQaC14iIiIi0msseImIiIhIr7HgJSIiIiK9xoKXiIiIiPQaC14iIiIi0msseImIiIhIr7HgJSIiIiK9ZlDbAyAiIqKa9WbLqTW6vWUnP6zR7RHdjTO8REREVCddvXoVb731Fjw9PWFkZARXV1cEBQUhJiamxsawZs0aSJKEXr16KeLZ2dmQJAmxsbGV7mvQoEHo2LEjSktL5VhxcTHatWuHIUOGAAAuXLgASZIQHx+vWHfOnDlo3bp1VdOo91jwEhERUZ1z4cIFtGvXDr///js++ugjnDx5Ejt27ECPHj0wfvz4Gh2LgYEBdu3ahT/++OOh+lm2bBlSU1OxYMECOTZ//nykpaXh888/f9hhPhAhBEpKSmp0m7WJBS8RERHVOW+++SYkScLhw4cxcOBANGvWDE888QTCwsJw8OBBAEBqair69esHc3NzWFhY4JVXXkF6errcR9ms6DfffAN3d3dYWlri1Vdfxc2bNwEAX375JZycnKDRaBTb7tevH0aOHCl/NjMzw8iRIxEeHn7PMf/zzz945ZVXYGVlBWtra/Tr1w8XLlyQl9vY2ODLL7/EvHnzcOLECRw5cgSRkZH46quv0KhRIwCAh4cHAKBNmzaQJAndu3ev1P765ptv0L59ezRs2BCOjo547bXXcO3aNXl5bGwsJEnC//73P7Rr1w5GRkbYu3cvbt68iSFDhsDMzAyNGzfGp59+iu7du2PixInyuoWFhZg8eTKcnZ1hZmYGf3//B5rZrgtY8BIREVGdcv36dezYsQPjx4+HmZmZ1nIrKytoNBr069cP169fx+7du7Fz504kJydj0KBBirZJSUnYtm0bfv75Z/z888/YvXu3PMP68ssvIysrSzFzW7btsksMysyZMwcnT57E5s2bdY65uLgYgYGBaNiwIfbs2YN9+/bB3NwcvXr1QlFRkdzuxRdfxKuvvorg4GAMHz4cw4cPR58+feTlhw8fBgDs2rULaWlp2Lp1a6X2WXFxMebPn4/jx49j27ZtuHDhAkaMGKHVLjw8HAsWLEBCQgJatWqFsLAw7Nu3Dz/++CN27tyJPXv24NixY4p1QkNDceDAAWzYsAEnTpzAyy+/jF69euH8+fOVGltdwJvWiIiIqE5JTEyEEAI+Pj4VtomJicHJkyeRkpICV1dXAMDXX3+NJ554An/99Rc6dOgAANBoNFizZg0aNmwIABg2bBhiYmLw3nvvoVGjRujduzfWr1+Pnj17AgA2b94MW1tb9OjRQ7E9JycnvP3223jnnXfw0ksvaY0nOjoaGo0GX331FSRJAgBERUXBysoKsbGxeP755+W2ixYtgrOzMywsLLBw4UJFP3Z2dgDuzAY7OjpWep+Vn5H29PTEZ599hg4dOiAvLw/m5ubysnnz5uG5554DANy8eRNr165V5B8VFQUnJye5fWpqKqKiopCamirHJ0+ejB07diAqKgrvv/9+pcdYmzjDS0RERHWKEOK+bRISEuDq6ioXuwDQokULWFlZISEhQY65u7vLxS4ANG7cWPGn/iFDhmDLli0oLCwEAKxbtw6vvvoqVCrtEmnatGnIyMjA6tWrtZYdP34ciYmJaNiwIczNzWFubg5ra2sUFBQgKSlJ0fa7776DJEnIzMzEmTNn7ptrZRw9ehRBQUFwc3NDw4YN0a1bNwB3Ctby2rdvL/9/cnIyiouL0bFjRzlmaWmJ5s2by59PnjyJ0tJSNGvWTM7L3Nwcu3fv1sqrLuMMLxEREdUpTZs2hSRJ1VIMNmjQQPFZkiTFNbtBQUEQQmD79u3o0KED9uzZg08//VRnX1ZWVpg+fTrmzp2LF154QbEsLy8P7dq1w7p167TWK5u1Be4UmVOnTsUXX3yBP/74AyNGjEBcXByMjIyqnGN+fj4CAwMRGBiIdevWwc7ODqmpqQgMDFRcTgFA5yUi95KXlwe1Wo2jR49CrVYrlpWfOa7rOMNLREREdYq1tTUCAwOxdOlS5Ofnay3Pzs6Gr68v/vnnH/zzzz9y/PTp08jOzkaLFi0qvS1jY2MMGDAA69atw3fffYfmzZujbdu2FbZ/6623oFKpsHjxYkW8bdu2OH/+POzt7eHt7a34srS0BHDn8ooRI0agZ8+eCA4OxqJFi3Dz5k3Mnj1b7sfQ0BAAFI8uu58zZ84gKysLCxYsQNeuXeHj46OYxa6Ip6cnGjRogL/++kuO5eTk4Ny5c/LnNm3aoLS0FNeuXdPK60EuuahtLHiJiIiozlm6dClKS0vRsWNHbNmyBefPn0dCQgI+++wzdOrUCQEBAWjZsiWGDBmCY8eO4fDhwwgODka3bt0Uf7avjCFDhmD79u1YvXq11s1qdzM2NsbcuXPx2WefafVha2uLfv36Yc+ePUhJSUFsbCwmTJiAS5cuAQAWL16Mv//+GytWrABw5/KBr776CgsXLpRvVrO3t4eJiQl27NiB9PR05OTkyNu4ffs24uPjFV9JSUlwc3ODoaEhlixZguTkZPz444+YP3/+ffNu2LAhhg8fjilTpuCPP/7A33//jVGjRkGlUsnXITdr1gxDhgxBcHAwtm7dipSUFBw+fBiRkZHYvn175XdybROkJScnRwAQOTk5tT0UIiKiKrt9+7Y4ffq0uH37dm0PpUquXLkixo8fL5o0aSIMDQ2Fs7OzePHFF8Uff/whhBDi4sWL4sUXXxRmZmaiYcOG4uWXXxZXr16V14+IiBB+fn6KPj/99FPRpEkTRay0tFQ0btxYABBJSUmKZVFRUcLS0lIRKykpES1atBAA5LEIIURaWpoIDg4Wtra2wsjISHh6eorRo0eLnJwccfbsWWFiYiLWrVunlefo0aOFr6+vKCgoEEIIsXLlSuHq6ipUKpXo1q2bnAsAra+ePXsKIYRYv369cHd3F0ZGRqJTp07ixx9/FABEXFycEEKIP/74QwAQN27cUGw7NzdXvPbaa8LU1FQ4OjqKhQsXio4dO4rw8HC5TVFRkZg9e7Zwd3cXDRo0EI0bNxb9+/cXJ06c0Mqlut3rGH6Qek0SohJXhtczubm5sLS0RE5ODiwsLGp7OERERFVSUFCAlJQUeHh4wNjYuLaHQ4+B/Px8ODs745NPPsGoUaNqezj3PIYfpF7jTWtERERE9VRcXBzOnDmDjh07IicnB/PmzQNw5+Ub+oQFLxEREVE99vHHH+Ps2bMwNDREu3btsGfPHtja2tb2sKoVC14iIiKieqpNmzY4evRobQ/jkeNTGoiIiIhIr7HgJSIiIiK9VqsF759//omgoCA4OTlBkiRs27btvuvExsaibdu2MDIygre3N9asWaPVZunSpXB3d4exsTH8/f3lZ9sRERERUf1TqwVvfn4+/Pz8sHTp0kq1T0lJQd++fdGjRw/Ex8dj4sSJeP311/Hrr7/KbaKjoxEWFoaIiAgcO3YMfn5+CAwMrNQbR4iIiIhI/9SZ5/BKkoTvv/8eL730UoVtpk2bhu3bt+PUqVNy7NVXX0V2djZ27NgBAPD390eHDh3w+eefA7jzGj9XV1e89dZbCA8Pr9RY+BxeIiLSB3wOLz3u6uVzeA8cOICAgABFLDAwEBMnTgQAFBUV4ejRo5g+fbq8XKVSISAgAAcOHKiw38LCQhQWFsqfc3NzAQAlJSUoKSmR+1GpVNBoNNBoNIr+VSoVSktLUf53h4riarUakiTJ/ZaPA9rvzq4obmBgACGEIi5JEtRqtdYYK4ozJ+bEnJgTc9LvnABACCF/le9L13xXRfEH8aB911b8QdS1sdennMqO3fI1WdnP090/f/fyWBW8V69ehYODgyLm4OCA3Nxc3L59Gzdu3EBpaanONmfOnKmw38jISMydO1crHhcXBzMzMwCAnZ0dvLy8kJKSgoyMDLmNi4sLXFxccO7cOcX7rj09PWFvb49Tp07h9u3bctzHxwdWVlaIi4tTnOBatWoFQ0NDHDlyRDGG9u3bo6ioCCdOnJBjarUaHTp0QE5OjiIvExMT+Pn5ITMzE8nJyXLc0tISvr6+uHLlivw+b+bEnJgTc2JO+p+Tra0tSkpKcOvWLXmcRkZGuBQ+FTXJYf57MDU1RUlJiWKCSa1Ww8TEBMXFxSgqKpLjBgYGMDY2RmFhoaKoMTQ0hKGhIQoKChT73cjICA0aNMDt27cVRb+xsTH27t2LHj164J9//oGVlRWAO/tYpVIhPz8fAPDtt98iPDwcN27cgEajwaxZs/Dzzz9j//79kCQJZmZmKC0tRUFBgdy3SqWqtZwMDAxw69YtRYF4d05lzMzMoNFoFMfv45QTcGdCs/xf98t+nuLi4lBZj9UlDc2aNUNISIhiBveXX35B3759cevWLdy4cQPOzs7Yv38/OnXqJLeZOnUqdu/ejUOHDunsV9cMr6urK7KysuQp8vo2K8CcmBNzYk7M6fHPqaioCMnJyVp/Dr4wOQw1yf3jhQ80sxcSEoK1a9dizJgxWL58uWJZaGgoli1bhuHDhyMqKuqe/QDA7t270aNHD1y/fl0ueO92+/Zt3Lx5E/b29gCAOXPm4IcffpALqsqMXaVSwcjICGfOnIG7u7sc79+/P6ysrBAVFVWpfmJjY/Hss8/i+vXraNSoEYQQePHFF1FcXIz//e9/Wu337NmDbt26IT4+Hs7Ozhg6dChOnDiBrKws2Nvb48UXX8T7778v1zNr1qzBpEmTkJ2dXadmciuKl13S4ObmJh/DZT9PN27cgI2Njf5d0uDo6Ij09HRFLD09HRYWFjAxMYFarYZardbZxtHRscJ+jYyMYGRkpBU3MDCAgYFyF5WdWO5WtvMrG7+736rEJUnSGa9ojA8aZ07MqaI4c2JOAHOqaIwPGn/UOUmSJH/VlrJtVzQGXXFXV1dER0dj0aJF8kxfQUEB1q9fDzc3N53r3SvHe+0DU1NTmJqa3nO8lRm7JEmIiIjA2rVrKxzb/frR9d9Ro0Zh4MCBuHz5MlxcXBTL16xZg/bt28PPzw83btxAv3798O6778LOzg6JiYkYP348xo0bh/Xr11cpp8rES0pK0KBBg4fuR1e87Pumqyar6OdMl8fqObydOnVCTEyMIrZz5055NrfslXjl22g0GsTExChmfImIiKhua9u2LVxdXbF161Y5tnXrVri5uaFNmzZyrLCwEBMmTIC9vT2MjY3RpUsX/PXXX1r97du3D61atYKxsTGeeuopxZ/I16xZU+Hsb5mvvvoKvr6+MDY2ho+PD5YtW6bVJjQ0FN9++62i77tpNBpERkbCw8NDvnxl8+bNAIALFy6gR48eAIBGjRpBkiSMGDECL7zwAuzs7LQexZqXl4dNmzZh1KhR8jrjxo1D+/bt0aRJE/Ts2RNvvvkm9uzZc8/cytuxYwe6dOkCKysr2NjY4IUXXkBSUpK8/MKFC5AkCdHR0ejWrRuMjY2xbt06lJSUYMKECfJ606ZNw/DhwxV/ub9X7o9arRa8eXl5iI+PR3x8PIA7jx2Lj49HamoqAGD69OkIDg6W248dOxbJycmYOnUqzpw5g2XLlmHjxo2YNGmS3CYsLAwrV67E2rVrkZCQgHHjxiE/Px8hISE1mhsRERE9nJEjRyouW1i9erXWv+dTp07Fli1bsHbtWhw7dgze3t4IDAzE9evXFe2mTJmCTz75BH/99Rfs7OwQFBSE4uLiSo1j3bp1mD17Nt577z0kJCTg/fffx6xZs7B27VpFu6effhovvPDCPZ8KFRkZia+//hrLly/H33//jUmTJmHo0KHYvXs3XF1dsWXLFgDA2bNnkZaWhsWLF8PAwADBwcFYs2aN4s/+mzZtQmlpKQYPHqxzW1euXMHWrVvRrVu3SuUJ3HlkbFhYGI4cOYKYmBioVCr0799fcbkMAISHh+Ptt99GQkICAgMD8cEHH2DdunWIiorCvn37kJubq/V+hXvl/qjV6iUNR44ckX+TAe4UqwAwfPhwrFmzBmlpaXLxCwAeHh7Yvn07Jk2ahMWLF8PFxQVfffUVAgMD5TaDBg1CRkYGZs+ejatXr6J169bYsWOH1o1sREREVLcNHToU06dPx8WLFwHcmaXdsGEDYmNjAdwpzr744gusWbMGvXv3BgCsXLkSO3fuxKpVqzBlyhS5r4iICDz33HMAgLVr18LFxQXff/89XnnllfuOIyIiAp988gkGDBgA4E49cvr0aaxYsQLDhw9XtI2MjESrVq2wZ88edO3aVbGssLAQ77//Pnbt2iX/5dnT0xN79+7FihUr0K1bN1hbWwMA7O3tFbPOI0eOxEcffYTdu3eje/fuAICoqCgMHDgQlpaWiu0MHjwYP/zwA27fvo2goCB89dVX982xzMCBAxWfV69eDTs7O5w+fRpPPvmkHJ84caK8PwBgyZIlmD59Ovr37w8A+Pzzz/HLL788UO6PUq0WvN27d7/nYzV0vUWte/fu970rLzQ0FKGhoQ87PCIiIqpFdnZ26Nu3rzyz2bdvX9ja2srLk5KSUFxcjKefflqONWjQAB07dkRCQoKir/KXNlpbW6N58+ZabXTJz89HUlISRo0ahdGjR8vxkpISrUITAFq0aIHg4GCEh4dj3759imWJiYm4deuWXHiXKSoqUlymoYuPjw86d+6M1atXo3v37khMTMSePXswb948rbaffvopIiIicO7cOUyfPh1hYWE6L8HQ5fz585g9ezYOHTqEzMxMeWY3NTVVUfC2b99e/v+cnBykp6ejY8eOckytVqNdu3by+g+Te3V4rG5aIyIiovpl5MiR8iRWZd/MWp3y8vIA3Jk59vf3Vyyr6GbGuXPnolmzZlp/0i/ra/v27XB2dlYs03Xz/N1GjRqFt956C0uXLkVUVBS8vLx0zow6OjrC0dERPj4+sLa2RteuXTFr1iw0btz4vtsICgpCkyZNsHLlSjg5OUGj0eDJJ59UPI4MgPzY1sp62Nwf1mN10xoRERHVL7169UJRURGKi4sVlzACgJeXFwwNDRUzqcXFxfjrr7/QokULRduDBw/K/3/jxg2cO3cOvr6+992+g4MDnJyckJycDG9vb8WXh4eHznVcXV0RGhqKGTNmKB4516JFCxgZGSE1NVWrL1dXVwB3bsAHtB9hBwCvvPIKVCoV1q9fj6+//hojR46879M3ymZYyz9+tSJZWVk4e/YsZs6ciZ49e8LX1xc3bty473qWlpZwcHBQ3CxYWlqKY8eOPVDujxJneImIiKjOUqvV8qUHd8+ompmZYdy4cZgyZQqsra3h5uaGDz/8ELdu3ZKfXFBm3rx5sLGxgYODA9555x3Y2tre89n/5c2dOxcTJkyApaUlevXqhcLCQhw5cgQ3btyQ7z+62/Tp07Fy5UqkpKRg0KBBAICGDRti8uTJmDRpEjQaDbp06YKcnBzs27cPFhYWGD58OJo0aQJJkvDzzz+jT58+MDExgbm5OQDA3NwcgwYNwvTp05Gbm4sRI0YotvnLL78gPT0dHTp0gLm5Of7++29MmTIFTz/9NNzd3eV2paWl8gMDyhgZGaF58+awsbHBl19+icaNGyM1NfWeN+CV99ZbbyEyMhLe3t7w8fHBkiVLcOPGDbkgr0zujxILXiIionrG45NPa3sID+ReLxVYsGABNBoNhg0bhps3b6J9+/b49ddf0ahRI612b7/9Ns6fP4/WrVvjp59+kmdT7+f111+HqakpPvroI0yZMgVmZmZo2bIlJk6cWOE61tbWmDZtGmbMmKGIz58/H3Z2doiMjERycjKsrKzQtm1buZ2zszPmzp2L8PBwhISEyE9nKDNq1CisWrUKffr0gZOTk6JvExMTrFy5EpMmTUJhYSFcXV0xYMAAraI1Ly9P67pZLy8vJCYmYsOGDZgwYQKefPJJNG/eHJ999pl8k9y9TJs2DVevXkVwcDDUajXGjBmDwMBAxS8p98v9Uaozb1qrS3Jzc2FpaVmpN3cQERHVVWVvqbr7TWtEj5pGo4Gvry9eeeUVzJ8/v8r93OsYfpB6jTO8RERERPRQLl68iN9++w3dunVDYWEhPv/8c6SkpOC1116r7aEB4E1rRERERPSQVCoV1qxZgw4dOuDpp5/GyZMnsWvXrkrdGFgTOMNLRERERA/F1dVV67nDdQlneImIiIhIr7HgJSIi0nO8P50eV9V17LLgJSIi0lNlj4S6+y1ZRI+LW7duAbjzyuiHwWt4iYiI9JSBgQFMTU2RkZGBBg0aQKXiPBc9HoQQuHXrFq5duwYrK6sKX+NcWSx4iYiI9JQkSWjcuDFSUlJw8eLF2h4O0QOzsrKCo6PjQ/fDgpeIiEiPGRoaomnTprysgR47DRo0eOiZ3TIseImIiPScSqXim9aoXuPFPERERESk11jwEhEREZFeY8FLRERERHqNBS8RERER6TUWvERERESk11jwEhEREZFeY8FLRERERHqNBS8RERER6TUWvERERESk11jwEhEREZFeY8FLREQEYOnSpXB3d4exsTH8/f1x+PDhCtsWFxdj3rx58PLygrGxMfz8/LBjxw5Fmzlz5kCSJMWXj4+Pok1SUhL69+8POzs7WFhY4JVXXkF6erqizYsvvgg3NzcYGxujcePGGDZsGK5cuVJ9iRPVAyx4qUpq4x+Gq1evYtiwYXB0dISZmRnatm2LLVu2yMtjY2O1+ij7+uuvv6p3BxCRXomOjkZYWBgiIiJw7Ngx+Pn5ITAwENeuXdPZfubMmVixYgWWLFmC06dPY+zYsejfvz/i4uIU7Z544gmkpaXJX3v37pWX5efn4/nnn4ckSfj999+xb98+FBUVISgoCBqNRm7Xo0cPbNy4EWfPnsWWLVuQlJSE//znP49mRxDpK0FacnJyBACRk5NT20OpkzZs2CAMDQ3F6tWrxd9//y1Gjx4trKysRHp6us72U6dOFU5OTmL79u0iKSlJLFu2TBgbG4tjx47JbSIiIsQTTzwh0tLS5K+MjAxFP88995zo0KGDOHTokEhKShLz588XKpVK7qewsFCxflpamnj99deFh4eH0Gg0j26HENFjr2PHjmL8+PHy59LSUuHk5CQiIyN1tm/cuLH4/PPPFbEBAwaIIUOGyJ8jIiKEn59fhdv89ddfhUqlUvxbk52dLSRJEjt37qxwvR9++EFIkiSKiorulxaRXnuQeo0zvPTAFi5ciNGjRyMkJAQtWrTA8uXLYWpqitWrV+ts/80332DGjBno06cPPD09MW7cOPTp0weffPKJop2BgQEcHR3lL1tbW8Xy/fv346233kLHjh3h6emJmTNnwsrKCkePHgUAGBoaKta3sbHBDz/8gJCQEEiS9Gh2BhE99oqKinD06FEEBATIMZVKhYCAABw4cEDnOoWFhTA2NlbETExMFDO4AHD+/Hk4OTnB09MTQ4YMQWpqqqIPSZJgZGQkx4yNjaFSqbT6KXP9+nWsW7cOnTt3RoMGDR44V6L6igUvPZDa+ocBADp37ozo6Ghcv34dGo0GGzZsQEFBAbp3765zuz/++COysrIQEhJShUyJqL7IzMxEaWkpHBwcFHEHBwdcvXpV5zqBgYFYuHAhzp8/D41Gg507d2Lr1q1IS0uT2/j7+2PNmjXYsWMHvvjiC6SkpKBr1664efMmAOCpp56CmZkZpk2bhlu3biE/Px+TJ09GaWmpoh8AmDZtGszMzGBjY4PU1FT88MMP1bwXiPQbC156ILX1DwMAbNy4EcXFxbCxsYGRkRHeeOMNfP/99/D29ta53VWrViEwMBAuLi7VkDkR0b8WL16Mpk2bwsfHB4aGhggNDUVISAhUqn//We3duzdefvlltGrVCoGBgfjll1+QnZ2NjRs3AgDs7OywadMm/PTTTzA3N4elpSWys7PRtm1bRT8AMGXKFMTFxeG3336DWq1GcHAwhBA1mjPR48ygtgdA+m/x4sUYPXo0fHx8IEkSvLy8EBISorgEonfv3vL/t2rVCv7+/mjSpAk2btyIUaNGAQBmzZqF7Oxs7Nq1C7a2tti2bRteeeUV7NmzBy1btlRs89KlS/j111/lf1iIiCpia2sLtVqt9XSE9PR0ODo66lzHzs4O27ZtQ0FBAbKysuDk5ITw8HB4enpWuB0rKys0a9YMiYmJcuz5559HUlISMjMzYWBgACsrKzg6Omr1Y2trC1tbWzRr1gy+vr5wdXXFwYMH0alTp4fInKj+4AwvPZCH+YchPz8fFy9exJkzZ2Bubv5A/zAkJSXh888/x+rVq9GzZ0/4+fkhIiIC7du3x9KlS7XWj4qKgo2NDV588cWHyJaI6gNDQ0O0a9cOMTExckyj0SAmJua+BaWxsTGcnZ1RUlKCLVu2oF+/fhW2zcvLQ1JSEho3bqy1zNbWFlZWVvj9999x7dq1e567yp7gUFhYeL/UiOj/seClB1Jb/zDcunULALT+zKdWqxWP7wEAIQSioqIQHBzMmzqIqFLCwsKwcuVKrF27FgkJCRg3bhzy8/PlewCCg4Mxffp0uf2hQ4ewdetWJCcnY8+ePejVqxc0Gg2mTp0qt5k8eTJ2796NCxcuYP/+/ejfvz/UajUGDx4st4mKisLBgweRlJSEb7/9Fi+//DImTZqE5s2by9v5/PPPER8fj4sXL+L333/H4MGD4eXlxdldogfxyJ8Z8RjiY8nubcOGDcLIyEisWbNGnD59WowZM0ZYWVmJq1evCiGEGDZsmAgPD5fbHzx4UGzZskUkJSWJP//8Uzz77LPCw8ND3LhxQ27z3//+V8TGxoqUlBSxb98+ERAQIGxtbcW1a9eEEEIUFRUJb29v0bVrV3Ho0CGRmJgoPv74YyFJkti+fbtifLt27RIAREJCwqPfGUSkN5YsWSLc3NyEoaGh6Nixozh48KC8rFu3bmL48OHy59jYWOHr6yuMjIyEjY2NGDZsmLh8+bKiv0GDBonGjRsLQ0ND4ezsLAYNGiQSExMVbaZNmyYcHBxEgwYNRNOmTcUnn3yieIziiRMnRI8ePYS1tbUwMjIS7u7uYuzYseLSpUuPZicQPUYepF6ThOBV73fLzc2FpaUlcnJyYGFhUdvDqZM+//xzfPTRR7h69Spat26Nzz77DP7+/gCA7t27w93dHWvWrAEA7N69G+PGjUNycjLMzc3Rp08fLFiwAE5OTnJ/r776Kv78809kZWXBzs4OXbp0wXvvvQcvLy+5zfnz5xEeHo69e/ciLy8P3t7emDx5MoYNG6YY22uvvYaLFy9i3759j35HEBERUa14kHqNBa8OLHiJiIiI6rYHqdf4lAYiInrk3mw59f6NSG8sO/lhbQ+BSIEFbx3EfxjqF/7DQERE9GjxKQ1EREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdqveBdunQp3N3dYWxsDH9/fxw+fLjCtsXFxZg3bx68vLxgbGwMPz8/7NixQ9Fmzpw5kCRJ8eXj4/Oo0yAiIiKiOqpWC97o6GiEhYUhIiICx44dg5+fHwIDA3Ht2jWd7WfOnIkVK1ZgyZIlOH36NMaOHYv+/fsjLi5O0e6JJ55AWlqa/LV3796aSIeIiIiI6qBaLXgXLlyI0aNHIyQkBC1atMDy5cthamqK1atX62z/zTffYMaMGejTpw88PT0xbtw49OnTB5988ominYGBARwdHeUvW1vbmkiHiIiIiOqgWnvxRFFREY4ePYrp06fLMZVKhYCAABw4cEDnOoWFhTA2NlbETExMtGZwz58/DycnJxgbG6NTp06IjIyEm5tbhWMpLCxEYWGh/Dk3NxcAUFJSgpKSEnlsKpUKGo0GGo1GMWaVSoXS0lKUf0tzRXG1Wg1JkuR+y8cBoLS0FKoG//4eoinWABKgMlD+bqIzLgQ0JQKSCpDUuuISJLX0b1gjIEoFJLUESVUuXiogNAIqAwmQysc1EBpoxTUlGkBAMe57xpmTIqeyY0GSJKjV6gqPsZo49ioTNzAwgBBCEa9o7MyJOZUfI88R9SenunTs6ePPE3O6E7+7/b3UWsGbmZmJ0tJSODg4KOIODg44c+aMznUCAwOxcOFCPPPMM/Dy8kJMTAy2bt2q2BH+/v5Ys2YNmjdvjrS0NMydOxddu3bFqVOn0LBhQ539RkZGYu7cuVrxuLg4mJmZAQDs7Ozg5eWFlJQUZGRkyG1cXFzg4uKCc+fOIScnR457enrC3t4ep06dwu3bt+W4j48PrKysEBcXpxh3q1atYGhoiCNHjsBvUHM5fjz6LAxNDeAb5CXHNMUaHI8+i4aOZvDu+W8hX5BTiISfkmHtaQW3pxrL8Ztp+UiMSYXjkzZwbGUnx7MSs5F6MA2uHRxh420lx6+eyEDaiUx4dnNFw8Zmcjz1YBqyErPRvLcHjC2N5HhiTCpupuWj5YCmihNiwk9JKLpVosiHOWnndOTIEQCApaUlfH19ceXKFVy6dEluX5PHXnnt27dHUVERTpw4IcfUajU6dOiAnJwcxc+piYkJ/Pz8kJmZieTkZDnOnJhTWU4AeI6oRznVpWNPH3+emNOdnO6+pPVeJFG+xK5BV65cgbOzM/bv349OnTrJ8alTp2L37t04dOiQ1joZGRkYPXo0fvrpJ0iSBC8vLwQEBGD16tWKHVdednY2mjRpgoULF2LUqFE62+ia4XV1dUVWVhYsLCwA1OxvMRM7zpTj9W1WoD7mtOjwuwDq7m/Q+jgrwJxqPqfxrabxHFGPclp64oM6c+zp488Tc7oTv3HjBmxsbJCTkyPXaxWptRleW1tbqNVqpKenK+Lp6elwdHTUuY6dnR22bduGgoICZGVlwcnJCeHh4fD09KxwO1ZWVmjWrBkSExMrbGNkZAQjIyOtuIGBAQwMlLuo7Jt1t7KdX9n43f2Wj2uKNcqggHbsHnGhAYRGV/zOyU8rXnrnZHk3TYm4s5HKxnWNsaI4c5JzquwxVhPHXmXjkiTpjD/o2JlT/cqJ54j6k1NdO/b08eeJOVUc16XWblozNDREu3btEBMTI8c0Gg1iYmIUM766GBsbw9nZGSUlJdiyZQv69etXYdu8vDwkJSWhcePGFbYhIiIiIv1Vq09pCAsLw8qVK7F27VokJCRg3LhxyM/PR0hICAAgODhYcVPboUOHsHXrViQnJ2PPnj3o1asXNBoNpk6dKreZPHkydu/ejQsXLmD//v3o378/1Go1Bg8eXOP5EREREVHtq7VLGgBg0KBByMjIwOzZs3H16lW0bt0aO3bskG9kS01NVUyRFxQUYObMmUhOToa5uTn69OmDb775BlZWVnKbS5cuYfDgwcjKyoKdnR26dOmCgwcPws7O7u7NExEREVE9UKsFLwCEhoYiNDRU57LY2FjF527duuH06dP37G/Dhg3VNTQiIiIi0gO1/mphIiIiIqJHiQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXqv1gnfp0qVwd3eHsbEx/P39cfjw4QrbFhcXY968efDy8oKxsTH8/PywY8eOh+qTiIiIiPRbrRa80dHRCAsLQ0REBI4dOwY/Pz8EBgbi2rVrOtvPnDkTK1aswJIlS3D69GmMHTsW/fv3R1xcXJX7JCIiIiL9VqsF78KFCzF69GiEhISgRYsWWL58OUxNTbF69Wqd7b/55hvMmDEDffr0gaenJ8aNG4c+ffrgk08+qXKfRERERKTfDGprw0VFRTh69CimT58ux1QqFQICAnDgwAGd6xQWFsLY2FgRMzExwd69e6vcZ1m/hYWF8ufc3FwAQElJCUpKSuR+VCoVNBoNNBqNon+VSoXS0lIIIe4bV6vVkCRJ7rd8HABKS0uhavDv7yGaYg0gASoD5e8mOuNCQFMiIKkASa0rLkFSS/+GNQKiVEBSS5BU5eKlAkIjoDKQAKl8XAOhgVZcU6IBBBTjvmecOSlyKjsWJEmCWq2u8BiriWOvMnEDAwMIIRTxisbOnJhT+THyHFF/cqpLx54+/jwxpzvxu9vfS60VvJmZmSgtLYWDg4Mi7uDggDNnzuhcJzAwEAsXLsQzzzwDLy8vxMTEYOvWrfKOqEqfABAZGYm5c+dqxePi4mBmZgYAsLOzg5eXF1JSUpCRkSG3cXFxgYuLC86dO4ecnBw57unpCXt7e5w6dQq3b9+W4z4+PrCyskJcXJziG9iqVSsYGhriyJEj8BvUXI4fjz4LQ1MD+AZ5yTFNsQbHo8+ioaMZvHu6yfGCnEIk/JQMa08ruD3VWI7fTMtHYkwqHJ+0gWMrOzmelZiN1INpcO3gCBtvKzl+9UQG0k5kwrObKxo2NpPjqQfTkJWYjea9PWBsaSTHE2NScTMtHy0HNFWcEBN+SkLRrRJFPsxJO6cjR44AACwtLeHr64srV67g0qVLcvuaPPbKa9++PYqKinDixAk5plar0aFDB+Tk5Ch+pkxMTODn54fMzEwkJyfLcebEnMpyAsBzRD3KqS4de/r488Sc7uRU/pLW+5FE+RK7Bl25cgXOzs7Yv38/OnXqJMenTp2K3bt349ChQ1rrZGRkYPTo0fjpp58gSRK8vLwQEBCA1atX4/bt21XqE9A9w+vq6oqsrCxYWFgAqNnfYiZ2nCnH69usQH3MadHhdwHU3d+g9XFWgDnVfE7jW03jOaIe5bT0xAd15tjTx58n5nQnfuPGDdjY2CAnJ0eu1ypSazO8tra2UKvVSE9PV8TT09Ph6Oiocx07Ozts27YNBQUFyMrKgpOTE8LDw+Hp6VnlPgHAyMgIRkZGWnEDAwMYGCh3Udk3625lO7+y8bv7LR/XFGuUQQHt2D3iQgMIja74nZOfVrz0zsnybpoScWcjlY3rGmNFceYk51TZY6wmjr3KxiVJ0hl/0LEzp/qVE88R9Senunbs6ePPE3OqOK5Lrd20ZmhoiHbt2iEmJkaOaTQaxMTEKGZndTE2NoazszNKSkqwZcsW9OvX76H7JCIiIiL9VGszvAAQFhaG4cOHo3379ujYsSMWLVqE/Px8hISEAACCg4Ph7OyMyMhIAMChQ4dw+fJltG7dGpcvX8acOXOg0WgwderUSvdJRERERPVLrRa8gwYNQkZGBmbPno2rV6+idevW2LFjh3zTWWpqqmKKvKCgADNnzkRycjLMzc3Rp08ffPPNN7Cysqp0n0RERERUv9TaTWt1WW5uLiwtLSt1EfSj8GbLqfdvRHpj2ckPa3sIRI8cz2v1C89rVBMepF6r9VcLExERERE9Six4iYiIiEivseAlIiIiIr32UAVvUVERzp49+0CvdiMiIiIiqklVKnhv3bqFUaNGwdTUFE888QRSU1MBAG+99RYWLFhQrQMkIiIiInoYVSp4p0+fjuPHjyM2NhbGxsZyPCAgANHR0dU2OCIiIiKih1Wl5/Bu27YN0dHReOqppyCVew/3E088gaSkpGobHBERERHRw6rSDG9GRgbs7e214vn5+YoCmIiIiIiotlWp4G3fvj22b98ufy4rcr/66it06tSpekZGRERERFQNqnRJw/vvv4/evXvj9OnTKCkpweLFi3H69Gns378fu3fvru4xEhERERFVWZVmeLt06YLjx4+jpKQELVu2xG+//QZ7e3scOHAA7dq1q+4xEhERERFV2QPP8BYXF+ONN97ArFmzsHLlykcxJiIiIiKiavPAM7wNGjTAli1bHsVYiIiIiIiqXZUuaXjppZewbdu2ah4KEREREVH1q9JNa02bNsW8efOwb98+tGvXDmZmZorlEyZMqJbBERERERE9rCoVvKtWrYKVlRWOHj2Ko0ePKpZJksSCl4iIiIjqjCoVvCkpKdU9DiIiIiKiR6JK1/CWJ4SAEKI6xkJEREREVO2qXPB+/fXXaNmyJUxMTGBiYoJWrVrhm2++qc6xERERERE9tCpd0rBw4ULMmjULoaGhePrppwEAe/fuxdixY5GZmYlJkyZV6yCJiIiIiKqqSgXvkiVL8MUXXyA4OFiOvfjii3jiiScwZ84cFrxEREREVGdU6ZKGtLQ0dO7cWSveuXNnpKWlPfSgiIiIiIiqS5UKXm9vb2zcuFErHh0djaZNmz70oIiIiIiIqkuVLmmYO3cuBg0ahD///FO+hnffvn2IiYnRWQgTEREREdWWKs3wDhw4EIcOHYKtrS22bduGbdu2wdbWFocPH0b//v2re4xERERERFVWpRleAGjXrh2+/fbb6hwLEREREVG1q9IM7y+//IJff/1VK/7rr7/if//730MPioiIiIioulSp4A0PD0dpaalWXAiB8PDwhx4UEREREVF1qVLBe/78ebRo0UIr7uPjg8TExIceFBERERFRdalSwWtpaYnk5GSteGJiIszMzB56UERERERE1aVKBW+/fv0wceJEJCUlybHExET897//xYsvvlhtgyMiIiIielhVKng//PBDmJmZwcfHBx4eHvDw8ICPjw9sbGzw8ccfV/cYiYiIiIiqrEqPJbO0tMT+/fuxc+dOHD9+HCYmJvDz80PXrl2re3xERERERA/lgWZ4Dxw4gJ9//hkAIEkSnn/+edjb2+Pjjz/GwIEDMWbMGBQWFj6SgRIRERERVcUDFbzz5s3D33//LX8+efIkRo8ejeeeew7h4eH46aefEBkZWe2DJCIiIiKqqgcqeOPj49GzZ0/584YNG9CxY0esXLkSYWFh+Oyzz7Bx48ZqHyQRERERUVU9UMF748YNODg4yJ93796N3r17y587dOiAf/75p/pGR0RERET0kB6o4HVwcEBKSgoAoKioCMeOHcNTTz0lL7958yYaNGhQvSMkIiIiInoID1Tw9unTB+Hh4dizZw+mT58OU1NTxZMZTpw4AS8vr2ofJBERERFRVT3QY8nmz5+PAQMGoFu3bjA3N8fatWthaGgoL1+9ejWef/75ah8kEREREVFVPVDBa2triz///BM5OTkwNzeHWq1WLN+0aRPMzc2rdYBERERERA+jyi+e0MXa2vqhBkNEREREVN2q9GphIiIiIqLHBQteIiIiItJrtV7wLl26FO7u7jA2Noa/vz8OHz58z/aLFi1C8+bNYWJiAldXV0yaNAkFBQXy8jlz5kCSJMWXj4/Po06DiIiIiOqoKl3DW12io6MRFhaG5cuXw9/fH4sWLUJgYCDOnj0Le3t7rfbr169HeHg4Vq9ejc6dO+PcuXMYMWIEJEnCwoUL5XZPPPEEdu3aJX82MKjVNImIiIioFtXqDO/ChQsxevRohISEoEWLFli+fDlMTU2xevVqne3379+Pp59+Gq+99hrc3d3x/PPPY/DgwVqzwgYGBnB0dJS/bG1tayIdIiIiIqqDam3qs6ioCEePHsX06dPlmEqlQkBAAA4cOKBznc6dO+Pbb7/F4cOH0bFjRyQnJ+OXX37BsGHDFO3Onz8PJycnGBsbo1OnToiMjISbm1uFYyksLERhYaH8OTc3FwBQUlKCkpISeWwqlQoajQYajUYxZpVKhdLSUggh7htXq9WQJEnut3wcAEpLS6Fq8O/vIZpiDSABKgPl7yY640JAUyIgqQBJrSsuQVJL/4Y1AqJUQFJLkFTl4qUCQiOgMpAAqXxcA6GBVlxTogEEFOO+Z5w5KXIqOxYkSYJara7wGKuJY68ycQMDAwghFPGKxs6cmFP5MfIcUX9yqkvHnj7+PDGnO/G7299LrRW8mZmZKC0thYODgyLu4OCAM2fO6FzntddeQ2ZmJrp06QIhBEpKSjB27FjMmDFDbuPv7481a9agefPmSEtLw9y5c9G1a1ecOnUKDRs21NlvZGQk5s6dqxWPi4uDmZkZAMDOzg5eXl5ISUlBRkaG3MbFxQUuLi44d+4ccnJy5Linpyfs7e1x6tQp3L59W477+PjAysoKcXFxim9gq1atYGhoiCNHjsBvUHM5fjz6LAxNDeAb9O8b7DTFGhyPPouGjmbw7vlvIV+QU4iEn5Jh7WkFt6cay/GbaflIjEmF45M2cGxlJ8ezErORejANrh0cYeNtJcevnshA2olMeHZzRcPGZnI89WAashKz0by3B4wtjeR4Ykwqbqblo+WApooTYsJPSSi6VaLIhzlp53TkyBEAdx735+vriytXruDSpUty+5o89spr3749ioqKcOLECTmmVqvRoUMH5OTkKH5OTUxM4Ofnh8zMTCQnJ8tx5sScynICwHNEPcqpLh17+vjzxJzu5BQXF4fKkkT5ErsGXblyBc7Ozti/fz86deokx6dOnYrdu3fj0KFDWuvExsbi1Vdfxbvvvgt/f38kJibi7bffxujRozFr1iyd28nOzkaTJk2wcOFCjBo1SmcbXTO8rq6uyMrKgoWFBYCa/S1mYseZcry+zQrUx5wWHX4XQN39DVofZwWYU83nNL7VNJ4j6lFOS098UGeOPX38eWJOd+I3btyAjY0NcnJy5HqtIrU2w2trawu1Wo309HRFPD09HY6OjjrXmTVrFoYNG4bXX38dANCyZUvk5+djzJgxeOedd6BSaV+SbGVlhWbNmiExMbHCsRgZGcHIyEgrbmBgoHXDW9k36253v3XufvGKbqQzMDC4cxIpT0A7do+40ABCoyt+5+SnFS+9c7K8m6ZE3NlIZeO6xlhRnDnJOVX2GKuJY6+ycUmSdMYfdOzMqX7lxHNE/cmprh17+vjzxJwe7KEEtXbTmqGhIdq1a4eYmBg5ptFoEBMTo5jxLe/WrVtaO7Rsp1U0UZ2Xl4ekpCQ0btxY53IiIiIi0m+1+ryusLAwDB8+HO3bt0fHjh2xaNEi5OfnIyQkBAAQHBwMZ2dnREZGAgCCgoKwcOFCtGnTRr6kYdasWQgKCpIL38mTJyMoKAhNmjTBlStXEBERAbVajcGDB9dankRERERUe2r1sWSDBg3Cxx9/jNmzZ6N169aIj4/Hjh075BvZUlNTkZaWJrefOXMm/vvf/2LmzJlo0aIFRo0ahcDAQKxYsUJuc+nSJQwePBjNmzfHK6+8AhsbGxw8eBB2dnZa2yciIqL6qbpffPXFF1+gVatWsLCwgIWFBTp16oT//e9/OvsSQqB3796QJAnbtm2T41lZWejVqxecnJxgZGQEV1dXhIaGyk+Poqqr9TcyhIaGIjQ0VOey2NhYxWcDAwNEREQgIiKiwv42bNhQncMjIiIiPfMoXnzl4uKCBQsWoGnTphBCYO3atejXrx/i4uLwxBNPKPpbtGgRpHI3DJZRqVTo168f3n33XdjZ2SExMRHjx4/H9evXsX79+kezM+qJWi94iYiIiGpS+RdfAcDy5cuxfft2rF69GuHh4Vrty7/4CgDc3d0xePBgxROlgoKCFOu89957+OKLL3Dw4EFFwRsfH49PPvkER44c0bq/qFGjRhg3bpz8uUmTJnjzzTfx0UcfPXzS9VytXtJAREREVJPKXnwVEBAgx1Sq+7/46ujRo/JlD2UvvurTp4/O9qWlpdiwYQPy8/MVN+LfunULr732GpYuXVrhE6nKu3LlCrZu3Ypu3bo9SIqkA2d4iYiIqN54VC++AoCTJ0+iU6dOKCgogLm5Ob7//nu0aNFCXj5p0iR07twZ/fr1u+cYBw8ejB9++AG3b99GUFAQvvrqqypmS2U4w0tERER0D7GxsXj//fexbNkyHDt2DFu3bsX27dsxf/58RbvmzZsjPj4ehw4dwrhx4zB8+HCcPn0aAPDjjz/i999/x6JFi+67vU8//RTHjh3DDz/8gKSkJISFhT2KtOoVzvASERFRvfEoX3xlaGgIb29vAEC7du3w119/YfHixVixYgV+//13JCUlwcrKStH3wIED0bVrV8WN+o6OjnB0dISPjw+sra3RtWtXzJo1i+8UeAic4SUiIqJ6o6ZefFXWb2FhIQAgPDwcJ06cQHx8vPwF3JnNjYqKumcfAOR+qGo4w0tERET1yqN48dX06dPRu3dvuLm54ebNm1i/fj1iY2Px66+/Avh31vZubm5u8PDwAAD88ssvSE9PR4cOHWBubo6///4bU6ZMwdNPPw13d/ca2DP6iwUvERER1SuDBg1CRkYGZs+ejatXr6J169ZaL74qP6M7c+ZMSJKEmTNn4vLly7Czs0NQUBDee+89uc21a9cQHByMtLQ0WFpaolWrVvj111/x3HPPVXpcJiYmWLlyJSZNmoTCwkK4urpiwIABOh+VRg9GEveai6+ncnNzYWlpiZycHFhYWNT49t9sObXGt0m1Z9nJD2t7CESPHM9r9QvPa1QTHqRe4zW8RERERKTXeEkDERERVauU/06q7SFQDfL45NPaHsJ9cYaXiO5r6dKlcHd3h7GxMfz9/eW3DVVk0aJFaN68OUxMTODq6opJkyahoKBAXh4ZGYkOHTqgYcOGsLe3x0svvYSzZ8/Ky69fv4633npL7sPNzQ0TJkxATk6O3Ob48eMYPHgwXF1dYWJiAl9fXyxevLj6kyciosceZ3iJ6J6io6MRFhaG5cuXw9/fH4sWLUJgYCDOnj0Le3t7rfbr169HeHg4Vq9ejc6dO+PcuXMYMWIEJEnCwoULAQC7d+/G+PHj0aFDB5SUlGDGjBl4/vnncfr0aZiZmeHKlSu4cuUKPv74Y7Ro0QIXL17E2LFjceXKFWzevBkAcPToUdjb2+Pbb7+Fq6sr9u/fjzFjxkCtViM0NLRG9xEREdVtvGlNB960RjWprt/c4e/vjw4dOuDzzz8HcOeZkK6urnjrrbd03jkcGhqKhIQExTMu//vf/+LQoUPYu3evzm1kZGTA3t4eu3fvxjPPPKOzzaZNmzB06FDk5+fDwED37+rjx49HQkICfv/99wdNkx4xntfqlynPF9f2EKgG1dYlDbxpjYiqRVFREY4ePYqAgAA5plKpEBAQgAMHDuhcp3Pnzjh69Kh82UNycjJ++eUX9OnTp8LtlF2qYG1tfc82FhYWFRa7ZW3u1QcREdVPvKSBiCqUmZmJ0tJS+dmUZRwcHHDmzBmd67z22mvIzMxEly5dIIRASUkJxo4dixkzZuhsr9FoMHHiRDz99NN48sknKxzH/PnzMWbMmArHun//fkRHR2P79u2VzI6IiOoLzvASUbWKjY3F+++/j2XLluHYsWPYunUrtm/fjvnz5+tsP378eJw6dQobNmzQuTw3Nxd9+/ZFixYtMGfOHJ1tTp06hX79+iEiIgLPP/98daVCRER6gjO8RFQhW1tbqNVqpKenK+Lp6ek6X5EJALNmzcKwYcPw+uuvAwBatmyJ/Px8jBkzBu+8847i7UWhoaH4+eef8eeff8LFxUWrr5s3b6JXr15o2LAhvv/+ezRo0ECrzenTp9GzZ0+MGTMGM2fOfJh0iYhIT3GGl4gqZGhoiHbt2iluQNNoNIiJiUGnTp10rnPr1i1FUQtAftd82T2yQgiEhobi+++/x++//y6/R7683NxcPP/88zA0NMSPP/4IY2NjrTZ///03evTogeHDhyte8UlERFQeZ3iJ6J7CwsIwfPhwtG/fHh07dsSiRYuQn5+PkJAQAEBwcDCcnZ0RGRkJAAgKCsLChQvRpk0b+Pv7IzExEbNmzUJQUJBc+I4fPx7r16/HDz/8gIYNG+Lq1asAAEtLS5iYmMjF7q1bt/Dtt98iNzcXubm5AAA7Ozuo1WqcOnUKzz77LAIDAxEWFib3oVarYWdnV9O7iYiI6jAWvER0T4MGDUJGRgZmz56Nq1evonXr1tixY4d8I1tqaqpiRnfmzJmQJAkzZ87E5cuXYWdnh6CgIMUM7BdffAEA6N69u2JbUVFRGDFiBI4dO4ZDhw4BALy9vRVtUlJS4O7ujs2bNyMjIwPffvstvv32W3l5kyZNcOHChercBURE9Jjjc3h14HN4qSbV9efwElUHntfqFz6Ht37hc3iJiIiIiGoZL2kgqmUp/51U20OgGlRbMyFERPUZZ3iJiIiISK+x4CUiIiIivcaCl4iIiIj0GgteIiIiItJrLHiJiIiISK+x4CUiIiIivcaCl4iIiIj0GgteIiIiItJrLHiJiIiISK+x4CUiIiIivcaCl4iIiIj0GgteIiIiItJrLHiJiIiISK+x4CUiIiIivcaCl4iIiIj0GgteIiIiItJrLHiJiIiISK+x4CUiIiIivcaCl4iIiIj0GgteIiIiItJrtV7wLl26FO7u7jA2Noa/vz8OHz58z/aLFi1C8+bNYWJiAldXV0yaNAkFBQUP1ScRERER6a9aLXijo6MRFhaGiIgIHDt2DH5+fggMDMS1a9d0tl+/fj3Cw8MRERGBhIQErFq1CtHR0ZgxY0aV+yQiIiIi/VarBe/ChQsxevRohISEoEWLFli+fDlMTU2xevVqne3379+Pp59+Gq+99hrc3d3x/PPPY/DgwYoZ3Aftk4iIiIj0m0FtbbioqAhHjx7F9OnT5ZhKpUJAQAAOHDigc53OnTvj22+/xeHDh9GxY0ckJyfjl19+wbBhw6rcJwAUFhaisLBQ/pybmwsAKCkpQUlJidyPSqWCRqOBRqNR9K9SqVBaWgohxH3jarUakiTJ/ZaPA0BpaSlUDf79PURTrAEkQGWg/N1EZ1wIaEoEJBUgqXXFJUhq6d+wRkCUCkhqCZKqXLxUQGgEVAYSIJWPayA00IprSjSAgGLc94wzJ0VOGtX/LxOASmggJAmi3FggBFRCQCMpxygJAUkIaCQVUK65pBGQoCuugQT8u71ycQAQlYyrNBqIu+NlY4cEoZK048xJHvvd55SqnCMqEzcwMIAQQhGXJAlqtVrrPFZRvDrPewDPEfUpJ54j6llONVAb6Yrf3f5eaq3gzczMRGlpKRwcHBRxBwcHnDlzRuc6r732GjIzM9GlSxcIIVBSUoKxY8fKlzRUpU8AiIyMxNy5c7XicXFxMDMzAwDY2dnBy8sLKSkpyMjIkNu4uLjAxcUF586dQ05Ojhz39PSEvb09Tp06hdu3b8txHx8fWFlZIS4uTvENbNWqFQwNDXHkyBH4DWoux49Hn4WhqQF8g7zkmKZYg+PRZ9HQ0QzePd3keEFOIRJ+Soa1pxXcnmosx2+m5SMxJhWOT9rAsZWdHM9KzEbqwTS4dnCEjbeVHL96IgNpJzLh2c0VDRubyfHUg2nISsxG894eMLY0kuOJMam4mZaPlgOaKk6ICT8loehWiSIf5qSd00W7OycJk7w8OF68gGxbO2Tb28vtG964Adsrl3G9sRNuNmokx62uXUOjjGu45uaG2+bmctz2ymU0vHEDaV5eKDL6NyeHixdgmpeHf5r7KE6UzonnYVBcjIu+LRQ5NUk4jZIGDXDZu6kcU2k0aJJwGrfNzZHexF2OGxYWwjnxPPIaWSHTyVmOMyftnDKOHAHwcOeI8tq3b4+ioiKcOHFCjqnVanTo0AE5OTmKc5+JiQn8/PyQmZmJ5ORkOW5paQlfX19cuXIFly5dkuPVed4DwHNEPcqJ54j6lVNN1EbllZ334uLiUFmSKF9i16ArV67A2dkZ+/fvR6dOneT41KlTsXv3bhw6dEhrndjYWLz66qt499134e/vj8TERLz99tsYPXo0Zs2aVaU+Ad0zvK6ursjKyoKFhQWAmp3hndhxphyvb7MC9TGnST2L/z9eD2cF6mFOTSI/uLPNejbDO77VNJ4j6lFOk58v5jmiHuXU5KNPamWG98aNG7CxsUFOTo5cr1Wk1mZ4bW1toVarkZ6eroinp6fD0dFR5zqzZs3CsGHD8PrrrwMAWrZsifz8fIwZMwbvvPNOlfoEACMjIxiV++2pjIGBAQwMlLuo7Jt1t7KdX9n43f2Wj2uKNcqggHbsHnGhAYRGV/zOyU8rXnrnZHk3TYm4s5HKxnWNsaI4c5JzUt2VV9nJ724qIQCdcY2uoVcc17EfgX9PipWJSxXGBSQd3w/m9O/Y7/7Zr8o5orJxSZJ0xis6jz1o/EHPezxH1J+ceI6oZznVQG30IHFdtEdXQwwNDdGuXTvExMTIMY1Gg5iYGMXsbHm3bt3S2qFlO00IUaU+iYiIiEi/1doMLwCEhYVh+PDhaN++PTp27IhFixYhPz8fISEhAIDg4GA4OzsjMjISABAUFISFCxeiTZs28iUNs2bNQlBQkFz43q9PIiIiIqpfarXgHTRoEDIyMjB79mxcvXoVrVu3xo4dO+SbzlJTUxUzujNnzoQkSZg5cyYuX74MOzs7BAUF4b333qt0n0RERERUv9TaTWt1WW5uLiwtLSt1EfSj8GbLqTW+Tao9U54vru0hUA3y+OTT2h5CreB5rX7hea1+qa3z2oPUa7V2DS8RERERUU1gwUtEREREeo0FLxERERHpNRa8RERERKTXWPASERERkV5jwUtEREREeo0FLxERERHpNRa8RERERKTXWPASERERkV5jwUtEREREeo0FLxERERHpNRa8RERERKTXWPASERERkV5jwUtEREREeo0FLxERERHpNRa8RERERKTXWPASERERkV5jwUtEREREeo0FLxERERHpNRa8RERERKTXWPASERERkV5jwUtEREREeo0FLxERERHpNRa8RERERKTXWPASERERkV5jwUtEREREeo0FLxERERHpNRa8RERERKTXWPASERERkV5jwUtEREREeo0FLxERERHpNRa8RERERKTXWPASERERkV5jwUtEREREeo0FLxERERHpNRa8RERERKTXWPASERERkV5jwUtEREREeo0FLxERERHpNRa8RERERKTXWPASERERkV5jwUtEREREeo0FLxERERHpNRa8RERERKTX6kTBu3TpUri7u8PY2Bj+/v44fPhwhW27d+8OSZK0vvr27Su3GTFihNbyXr161UQqRERERFTHGNT2AKKjoxEWFobly5fD398fixYtQmBgIM6ePQt7e3ut9lu3bkVRUZH8OSsrC35+fnj55ZcV7Xr16oWoqCj5s5GR0aNLgoiIiIjqrFqf4V24cCFGjx6NkJAQtGjRAsuXL4epqSlWr16ts721tTUcHR3lr507d8LU1FSr4DUyMlK0a9SoUU2kQ0RERER1TK3O8BYVFeHo0aOYPn26HFOpVAgICMCBAwcq1ceqVavw6quvwszMTBGPjY2Fvb09GjVqhGeffRbvvvsubGxsdPZRWFiIwsJC+XNubi4AoKSkBCUlJfK4VCoVNBoNNBqNYrwqlQqlpaUQQtw3rlarIUmS3G/5OACUlpZC1eDf30M0xRpAAlQGyt9NdMaFgKZEQFIBklpXXIKklv4NawREqYCkliCpysVLBYRGQGUgAVL5uAZCA624pkQDCCjGfc84c1LkpFH9/zIBqIQGQpIgyo0FQkAlBDSScoySEJCEgEZSAeWaSxoBCbriGkjAv9srFwcAUcm4SqOBuDteNnZIECpJO86c5LHffU6pyjmiMnEDAwMIIRRxSZKgVqu1zmMVxavzvAfwHFGfcuI5op7lVAO1ka743e3vpVYL3szMTJSWlsLBwUERd3BwwJkzZ+67/uHDh3Hq1CmsWrVKEe/VqxcGDBgADw8PJCUlYcaMGejduzcOHDgg76TyIiMjMXfuXK14XFycXEjb2dnBy8sLKSkpyMjIkNu4uLjAxcUF586dQ05Ojhz39PSEvb09Tp06hdu3b8txHx8fWFlZIS4uTvENbNWqFQwNDXHkyBH4DWoux49Hn4WhqQF8g7zkmKZYg+PRZ9HQ0QzePd3keEFOIRJ+Soa1pxXcnmosx2+m5SMxJhWOT9rAsZWdHM9KzEbqwTS4dnCEjbeVHL96IgNpJzLh2c0VDRv/+4tE6sE0ZCVmo3lvDxhb/nuJSGJMKm6m5aPlgKaKE2LCT0koulWiyIc5aed00e7OScIkLw+OFy8g29YO2eUu52l44wZsr1zG9cZOuFnuLxVW166hUcY1XHNzw21zczlue+UyGt64gTQvLxSVu5TH4eIFmObl4Z/mPooTpXPieRgUF+OibwtFTk0STqOkQQNc9m4qx1QaDZoknMZtc3OkN3GX44aFhXBOPI+8RlbIdHKW48xJO6eMI0cAPNw5orz27dujqKgIJ06ckGNqtRodOnRATk6O4lxqYmICPz8/ZGZmIjk5WY5bWlrC19cXV65cwaVLl+R4dZ73APAcUY9y4jmifuVUE7VReWXnvbi4OFSWJMqX2DXsypUrcHZ2xv79+9GpUyc5PnXqVOzevRuHDh265/pvvPEGDhw4oDjR65KcnAwvLy/s2rULPXv21Fqua4bX1dUVWVlZsLCwAFCzM7wTO86U4/VtVqA+5jSpZ/H/x+vhrEA9zKlJ5Ad3tlnPZnjHt5rGc0Q9ymny88U8R9SjnJp89EmtzPDeuHEDNjY2yMnJkeu1itTqDK+trS3UajXS09MV8fT0dDg6Ot5z3fz8fGzYsAHz5s2773Y8PT1ha2uLxMREnQWvkZGRzpvaDAwMYGCg3EVl36y76Zo5vlf87n7LxzXFGmVQQDt2j7jQAEKjK37n5KcVL71zsrybpkTc2Uhl47rGWFGcOck5qe7Kq+zkdzeVEIDOuEbX0CuO69iPwL8nxcrEpQrjApKO7wdz+nfsd//sV+UcUdm4JEk64xWdxx40/qDnPZ4j6k9OPEfUs5xqoDZ6kLgu2qOrQYaGhmjXrh1iYmLkmEajQUxMjGLGV5dNmzahsLAQQ4cOve92Ll26hKysLDRu3Pi+bYmIiIhIv9RqwQsAYWFhWLlyJdauXYuEhASMGzcO+fn5CAkJAQAEBwcrbmors2rVKrz00ktaN6Ll5eVhypQpOHjwIC5cuICYmBj069cP3t7eCAwMrJGciIiIiKjuqPXn8A4aNAgZGRmYPXs2rl69itatW2PHjh3yjWypqala0+Rnz57F3r178dtvv2n1p1arceLECaxduxbZ2dlwcnLC888/j/nz5/NZvERERET1UK0XvAAQGhqK0NBQnctiY2O1Ys2bN0dF99qZmJjg119/rc7hEREREdFjrNYvaSAiIiIiepRY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREek1FrxEREREpNdY8BIRERGRXmPBS0RERER6jQUvEREREem1OlHwLl26FO7u7jA2Noa/vz8OHz5cYdvu3btDkiStr759+8pthBCYPXs2GjduDBMTEwQEBOD8+fM1kQoRERER1TG1XvBGR0cjLCwMEREROHbsGPz8/BAYGIhr167pbL9161akpaXJX6dOnYJarcbLL78st/nwww/x2WefYfny5Th06BDMzMwQGBiIgoKCmkqLiIiIiOqIWi94Fy5ciNGjRyMkJAQtWrTA8uXLYWpqitWrV+tsb21tDUdHR/lr586dMDU1lQteIQQWLVqEmTNnol+/fmjVqhW+/vprXLlyBdu2bavBzIiIiIioLjCozY0XFRXh6NGjmD59uhxTqVQICAjAgQMHKtXHqlWr8Oqrr8LMzAwAkJKSgqtXryIgIEBuY2lpCX9/fxw4cACvvvqqVh+FhYUoLCyUP+fk5AAArl+/jpKSEnlcKpUKGo0GGo1GMV6VSoXS0lIIIe4bV6vVkCRJ7rd8HABKS0tRoiqW45piDSABKgPl7yY640JAUyIgqQBJrSsuQVJL/4Y1AqJUQFJLkFTl4qUCQiOgMpAAqXxcA6GBVlxTogEEoGpw1xgrijMnRU45xf///RaASmggJAmi3FggBFRCQCMpxygJAUkIaCQVUK65pBGQoCuugQRAo1KOUfr/41lUMq7SaCDujpeNHRKEStKOMyd57NevX7+zzYc4R1QmbmBgACGEIi5JEtRqtdZ5rKJ4dZ73ikoLeY6oRznlFhbzHFGPcsrOzn7ktZGu+I0bN/5/GAL3U6sFb2ZmJkpLS+Hg4KCIOzg44MyZM/dd//Dhwzh16hRWrVolx65evSr3cXefZcvuFhkZiblz52rFPTw87jsGooe18kRtj4Bq1JKltT0CokduVUJtj4Bq1NIvanXzN2/ehKWl5T3b1GrB+7BWrVqFli1bomPHjg/Vz/Tp0xEWFiZ/1mg0uH79OmxsbCCV/02GqJrl5ubC1dUV//zzDywsLGp7OERED43nNaopQgjcvHkTTk5O921bqwWvra0t1Go10tPTFfH09HQ4Ojrec938/Hxs2LAB8+bNU8TL1ktPT0fjxo0VfbZu3VpnX0ZGRjAyMlLErKysKpkF0cOzsLDgPwxEpFd4XqOacL+Z3TK1etOaoaEh2rVrh5iYGDmm0WgQExODTp063XPdTZs2obCwEEOHDlXEPTw84OjoqOgzNzcXhw4dum+fRERERKR/av2ShrCwMAwfPhzt27dHx44dsWjRIuTn5yMkJAQAEBwcDGdnZ0RGRirWW7VqFV566SXY2Ngo4pIkYeLEiXj33XfRtGlTeHh4YNasWXBycsJLL71UU2kRERERUR1R6wXvoEGDkJGRgdmzZ+Pq1ato3bo1duzYId90lpqaCtVddxaePXsWe/fuxW+//aazz6lTpyI/Px9jxoxBdnY2unTpgh07dsDY2PiR50P0IIyMjBAREaF1SQ0R0eOK5zWqiyRRmWc5EBERERE9pmr9xRNERERERI8SC14iIiIi0msseImIiIhIr7HgJSIiIiK9xoKXqJwDBw5ArVajb9++tT0UIqKHMmLECEiShLFjx2otGz9+PCRJwogRI2p+YJUgSZLWV5cuXeTl7733Hjp37gxTU1O+KIoqhQUvUTmrVq3CW2+9hT///BNXrlyptXEUFRXV2raJSH+4urpiw4YNuH37thwrKCjA+vXr4ebm9ki3/bDnsaioKKSlpclfP/74o6Lvl19+GePGjXvYYVI9wYKX6P/l5eUhOjoa48aNQ9++fbFmzRrF8p9++gkdOnSAsbExbG1t0b9/f3lZYWEhpk2bBldXVxgZGcHb2xurVq0CAKxZs0ZrBmLbtm2QJEn+PGfOHLRu3RpfffUVPDw85GdG79ixA126dIGVlRVsbGzwwgsvICkpSdHXpUuXMHjwYFhbW8PMzAzt27fHoUOHcOHCBahUKhw5ckTRftGiRWjSpAk0Gs3D7jIiquPatm0LV1dXbN26VY5t3boVbm5uaNOmjaLtw5xvgIrPY6mpqejXrx/Mzc1hYWGBV155Benp6fcdu5WVFRwdHeUva2tredncuXMxadIktGzZssr7huoXFrxE/2/jxo3w8fFB8+bNMXToUKxevRplj6nevn07+vfvjz59+iAuLg4xMTHo2LGjvG5wcDC+++47fPbZZ0hISMCKFStgbm7+QNtPTEzEli1bsHXrVsTHxwMA8vPzERYWhiNHjiAmJgYqlQr9+/eXi9W8vDx069YNly9fxo8//ojjx49j6tSp0Gg0cHd3R0BAAKKiohTbiYqKwogRI7Re6EJE+mnkyJGK88Dq1avlt5mW9zDnmzJ3n8c0Gg369euH69evY/fu3di5cyeSk5MxaNCgR584UXmCiIQQQnTu3FksWrRICCFEcXGxsLW1FX/88YcQQohOnTqJIUOG6Fzv7NmzAoDYuXOnzuVRUVHC0tJSEfv+++9F+R+/iIgI0aBBA3Ht2rV7jjEjI0MAECdPnhRCCLFixQrRsGFDkZWVpbN9dHS0aNSokSgoKBBCCHH06FEhSZJISUm553aI6PE3fPhw0a9fP3Ht2jVhZGQkLly4IC5cuCCMjY1FRkaG6Nevnxg+fHiF6z/o+UbXeey3334TarVapKamyrG///5bABCHDx+ucNsAhLGxsTAzM5O/vv/+e612us6vRLpwiocId15XffjwYQwePBgAYGBggEGDBsmXJcTHx6Nnz546142Pj4darUa3bt0eagxNmjSBnZ2dInb+/HkMHjwYnp6esLCwgLu7O4A7fyIs23abNm0Uf+or76WXXoJarcb3338P4M7lFT169JD7ISL9Z2dnJ1+mFRUVhb59+8LW1lar3cOebwDt81hCQgJcXV3h6uoqx1q0aAErKyskJCTcc9yffvop4uPj5a/nnnvuQdImUjCo7QEQ1QWrVq1CSUkJnJyc5JgQAkZGRvj8889hYmJS4br3WgYAKpVKvjSiTHFxsVY7MzMzrVhQUBCaNGmClStXwsnJCRqNBk8++aR8M8j9tm1oaIjg4GBERUVhwIABWL9+PRYvXnzPdYhI/4wcORKhoaEAgKVLl+ps87DnG0D3eayqHB0d4e3tXW39Uf3GGV6q90pKSvD111/jk08+UcwmHD9+HE5OTvjuu+/QqlUrxMTE6Fy/ZcuW0Gg02L17t87ldnZ2uHnzJvLz8+VY2TW695KVlYWzZ89i5syZ6NmzJ3x9fXHjxg1Fm1atWiE+Ph7Xr1+vsJ/XX38du3btwrJly1BSUoIBAwbcd9tEpF969eqFoqIiFBcXIzAwUGt5dZ1v7ubr64t//vkH//zzjxw7ffo0srOz0aJFi6onRPSAWPBSvffzzz/jxo0bGDVqFJ588knF18CBA7Fq1SpERETgu+++Q0REBBISEnDy5El88MEHAAB3d3cMHz4cI0eOxLZt25CSkoLY2Fhs3LgRAODv7w9TU1PMmDEDSUlJWL9+vdYTIHRp1KgRbGxs8OWXXyIxMRG///47wsLCFG0GDx4MR0dHvPTSS9i3bx+Sk5OxZcsWHDhwQG7j6+uLp556CtOmTcPgwYMrNUtDRPpFrVYjISEBp0+fhlqt1lpeXeebuwUEBKBly5YYMmQIjh07hsOHDyM4OBjdunVD+/btq5xPamoq4uPjkZqaitLSUnmiIi8vr8p9kn5jwUv13qpVqxAQEABLS0utZQMHDsSRI0dgbW2NTZs24ccff0Tr1q3x7LPP4vDhw3K7L774Av/5z3/w5ptvwsfHB6NHj5ZndK2trfHtt9/il19+QcuWLfHdd99hzpw59x2XSqXChg0bcPToUTz55JOYNGkSPvroI0UbQ0ND/Pbbb7C3t0efPn3QsmVLLFiwQOsftFGjRqGoqAgjR46swh4iIn1gYWEBCwsLncuq83xTniRJ+OGHH9CoUSM888wzCAgIgKenJ6Kjox8ql9mzZ6NNmzaIiIhAXl4e2rRpgzZt2mg9hpGojCTuvriQiPTO/PnzsWnTJpw4caK2h0JERFTjOMNLpMfy8vJw6tQpfP7553jrrbdqezhERES1ggUvkR4LDQ1Fu3bt0L17d17OQERE9RYvaSAiIiIivcYZXiIiIiLSayx4iYiIiEivseAlIiIiIr3GgpeIiIiI9BoLXiIiIiLSayx4iYhIiyRJ2LZtW20Pg4ioWrDgJSKqo0aMGAFJkjB27FitZePHj4ckSRgxYkSl+oqNjYUkScjOzq5U+7S0NPTu3fsBRktEVHex4CUiqsNcXV2xYcMG3L59W44VFBRg/fr1cHNzq/btFRUVAQAcHR1hZGRU7f0TEdUGFrxERHVY27Zt4erqiq1bt8qxrVu3ws3NDW3atJFjGo0GkZGR8PDwgImJCfz8/LB582YAwIULF9CjRw8AQKNGjRQzw927d0doaCgmTpwIW1tbBAYGAtC+pOHSpUsYPHgwrK2tYWZmhvbt2+PQoUOPOHsiouphUNsDICKiexs5ciSioqIwZMgQAMDq1asREhKC2NhYuU1kZCS+/fZbLF++HE2bNsWff/6JoUOHws7ODl26dMGWLVswcOBAnD17FhYWFjAxMZHXXbt2LcaNG4d9+/bp3H5eXh66desGZ2dn/Pjjj3B0dMSxY8eg0Wgead5ERNWFBS8RUR03dOhQTJ8+HRcvXgQA7Nu3Dxs2bJAL3sLCQrz//vvYtWsXOnXqBADw9PTE3r17sWLFCnTr1g3W1tYAAHt7e1hZWSn6b9q0KT788MMKt79+/XpkZGTgr7/+kvvx9vau5iyJiB4dFrxERHWcnZ0d+vbtizVr1kAIgb59+8LW1lZenpiYiFu3buG5555TrFdUVKS47KEi7dq1u+fy+Ph4tGnTRi52iYgeNyx4iYgeAyNHjkRoaCgAYOnSpYpleXl5AIDt27fD2dlZsawyN56ZmZndc3n5yx+IiB5HLHiJiB4DvXr1QlFRESRJkm8sK9OiRQsYGRkhNTUV3bp107m+oaEhAKC0tPSBt92qVSt89dVXuH79Omd5ieixxKc0EBE9BtRqNRISEnD69Gmo1WrFsoYNG2Ly5MmYNGkS1q5di6SkJBw7dgxLlizB2rVrAQBNmjSBJEn4+eefkZGRIc8KV8bgwYPh6OiIl156Cfv27UNycjK2bNmCAwcOVGuORESPCgteIqLHhIWFBSwsLHQumz9/PmbNmoXIyEj4+vqiV69e2L59Ozw8PAAAzs7OmDt3LsLDw+Hg4CBfHlEZhoaG+O2332Bvb48+ffqgZcuWWLBggVbhTURUV0lCCFHbgyAiIiIielQ4w0tEREREeo0FLxERERHpNRa8RERERKTXWPASERERkV5jwUtEREREeo0FLxERERHpNRa8RERERKTXWPASERERkV5jwUtEREREeo0FLxERERHpNRa8RERERKTX/g8EfIojBW9zPgAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"code","source":["torch.save(model.state_dict(), 'CTScan_ConvNeXtLarge.pth')\n","print('Model saved')"],"metadata":{"id":"GT6viG7fZ70t","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1764142897746,"user_tz":-420,"elapsed":5938,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}},"outputId":"4f445636-9abe-4dc1-ef8c-172ded176cdc"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Model saved\n"]}]},{"cell_type":"code","source":["# Coba predict\n","\n","import torch\n","import torch.nn as nn\n","from torchvision import transforms\n","from PIL import Image\n","import requests\n","import io\n","from torchvision.models import convnext_large\n","import matplotlib.pyplot as plt\n","\n","# preprocess\n","preprocess = transforms.Compose([\n","    transforms.Resize((224, 224)),\n","    transforms.ToTensor(),\n","    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),\n","])\n","\n","# load trained model\n","model = convnext_large(weights=None)\n","num_ftrs = model.classifier[-1].in_features\n","model.classifier[-1] = nn.Linear(num_ftrs, 4)\n","model.load_state_dict(torch.load('CTScan_ConvNeXtLarge.pth', map_location=torch.device('cpu')))\n","model.eval()\n","\n","# test image\n","image_url = \"https://storage.googleapis.com/kagglesdsdata/datasets/839140/1432479/Data/train/large.cell.carcinoma_left.hilum_T2_N2_M0_IIIa/000010.png?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F20251126%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20251126T072120Z&X-Goog-Expires=345600&X-Goog-SignedHeaders=host&X-Goog-Signature=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\"\n","response = requests.get(image_url)\n","\n","if response.status_code == 200:\n","    img = Image.open(io.BytesIO(response.content)).convert('RGB')\n","else:\n","    print('Failed to download the image.')\n","    img = None\n","\n","if img:\n","  data = preprocess(img).unsqueeze(0)\n","\n","  class_to_label = {0: 'Adenocarcinoma', 1: 'Large Cell Carcinoma', 2: 'Normal', 3: 'Squamous Cell Carcinoma'}\n","\n","  with torch.no_grad():\n","      output = model(data)\n","\n","  probabilities = torch.nn.functional.softmax(output, dim=1)\n","  predicted_class = torch.argmax(probabilities, 1).item()\n","  confidence = probabilities[0][predicted_class].item()\n","\n","  plt.imshow(img)\n","  plt.axis('off')\n","\n","  predicted_text = f'Predicted Class: {class_to_label[predicted_class]} (Confidence: {confidence * 100:.2f}%)'\n","  plt.title(predicted_text)\n","\n","  plt.show()"],"metadata":{"id":"QEJtmyCet2FH","colab":{"base_uri":"https://localhost:8080/","height":428},"executionInfo":{"status":"ok","timestamp":1764142923266,"user_tz":-420,"elapsed":5114,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}},"outputId":"19bbb70b-7ca1-46e9-907a-e4be5e5b71b3"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["import torch\n","import torch.nn as nn\n","from torchvision import transforms\n","from PIL import Image\n","from torchvision.models import convnext_large\n","import gradio as gr\n","\n","# preprocess\n","preprocess = transforms.Compose([\n","    transforms.Resize((224, 224)),\n","    transforms.ToTensor(),\n","    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),\n","])\n","\n","# load model\n","model = convnext_large(weights=None)\n","num_ftrs = model.classifier[-1].in_features\n","model.classifier[-1] = nn.Linear(num_ftrs, 4)\n","\n","model.load_state_dict(torch.load(\n","    'CTScan_ConvNeXtLarge.pth',\n","    map_location=torch.device('cpu')\n","))\n","\n","model.eval()\n","\n","class_to_label = {0: 'Adenocarcinoma', 1: 'Large Cell Carcinoma', 2: 'Normal', 3: 'Squamous Cell Carcinoma'}\n","\n","def load_image_from_url(url):\n","    try:\n","        response = requests.get(url, timeout=10)\n","        img = Image.open(io.BytesIO(response.content)).convert(\"RGB\")\n","        return img\n","    except:\n","        return None\n","\n","# inference\n","def predict(image, url):\n","    if url and url.strip() != \"\":\n","        img = load_image_from_url(url)\n","        if img is None:\n","            return \"Failed to load image from URL.\"\n","    else:\n","        if image is None:\n","            return \"Please upload an image or input a URL.\"\n","        img = image.convert(\"RGB\")\n","\n","    tensor = preprocess(image).unsqueeze(0)\n","\n","    with torch.no_grad():\n","        output = model(tensor)\n","        probabilities = torch.softmax(output, dim=1)\n","        predicted = torch.argmax(probabilities, 1).item()\n","        confidence = probabilities[0][predicted].item()\n","\n","    return f\"{class_to_label[predicted]} (Confidence: {confidence * 100:.2f}%)\"\n","\n","# gradio ui\n","interface = gr.Interface(\n","    fn=predict,\n","    inputs=[\n","        gr.Image(type=\"pil\", label=\"Upload Image\"),\n","        gr.Textbox(label=\"Image URL (Optional)\")\n","    ],\n","    outputs=gr.Text(),\n","    title=\"Chest Cancer Detection\",\n","    description=\"Upload a chest CT scan image OR enter an image URL to classify the cancer type or detect if it's normal.\"\n",")\n","\n","if __name__ == \"__main__\":\n","    interface.launch()"],"metadata":{"id":"7Lp8kgmE9rHX","colab":{"base_uri":"https://localhost:8080/","height":646},"executionInfo":{"status":"ok","timestamp":1764142918030,"user_tz":-420,"elapsed":15880,"user":{"displayName":"Filbert Naldo Wijaya","userId":"00604982556637412641"}},"outputId":"af28a356-b7e8-4b5f-b3bd-7471d84b247a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["It looks like you are running Gradio on a hosted Jupyter notebook, which requires `share=True`. Automatically setting `share=True` (you can turn this off by setting `share=False` in `launch()` explicitly).\n","\n","Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n","* Running on public URL: https://56da9d8abfea922f82.gradio.live\n","\n","This share link expires in 1 week. For free permanent hosting and GPU upgrades, run `gradio deploy` from the terminal in the working directory to deploy to Hugging Face Spaces (https://huggingface.co/spaces)\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<div><iframe src=\"https://56da9d8abfea922f82.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"]},"metadata":{}}]}]}