25748 lines
645 KiB
Text
25748 lines
645 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"from pathlib import Path\n",
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"\n",
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"DATA_PATH = Path('/mnt/wsl/PHYSICALDRIVE1/data/unsplash/edited')\n",
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"DATA = sorted(DATA_PATH.glob('*'))\n",
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"BINS = 32\n",
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"NUM_EPOCHS = 10\n",
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"BATCH_SIZE = 16\n",
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"LEARNING_RATE = 0.001\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"import torch\n",
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"import torch.nn as nn\n",
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"import torch.nn.functional as F\n",
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"\n",
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"class HistogramRestorationNet(nn.Module):\n",
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" def __init__(self):\n",
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" super(HistogramRestorationNet, self).__init__()\n",
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" \n",
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" # Encoder\n",
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" self.enc_conv1 = nn.Conv3d(in_channels=1, out_channels=16, kernel_size=3, stride=1, padding=1)\n",
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" self.enc_conv2 = nn.Conv3d(in_channels=16, out_channels=32, kernel_size=3, stride=2, padding=1)\n",
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" self.enc_conv3 = nn.Conv3d(in_channels=32, out_channels=64, kernel_size=3, stride=2, padding=1)\n",
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" \n",
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" # Bottleneck\n",
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" self.bottleneck_conv = nn.Conv3d(in_channels=64, out_channels=128, kernel_size=3, stride=2, padding=1)\n",
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" \n",
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" # Decoder\n",
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" self.dec_conv1 = nn.ConvTranspose3d(in_channels=128, out_channels=64, kernel_size=3, stride=2, padding=1, output_padding=1)\n",
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" self.dec_conv2 = nn.ConvTranspose3d(in_channels=64, out_channels=32, kernel_size=3, stride=2, padding=1, output_padding=1)\n",
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" self.dec_conv3 = nn.ConvTranspose3d(in_channels=32, out_channels=16, kernel_size=3, stride=2, padding=1, output_padding=1)\n",
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" self.final_conv = nn.Conv3d(in_channels=16, out_channels=1, kernel_size=3, stride=1, padding=1)\n",
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" \n",
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" # Adjustments for skip connections\n",
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" # Adaptation layer to match dimensions between encoder and decoder stages for skip connections\n",
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" self.match_conv3_to_dec1 = nn.Conv3d(in_channels=64, out_channels=64, kernel_size=1) # Matching x3 to dec_conv1's output\n",
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" self.match_conv2_to_dec2 = nn.Conv3d(in_channels=32, out_channels=32, kernel_size=1) # Matching x2 to dec_conv2's output\n",
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"\n",
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" def forward(self, x):\n",
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" # Encoder\n",
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" x1 = F.relu(self.enc_conv1(x))\n",
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" x2 = F.relu(self.enc_conv2(x1))\n",
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" x3 = F.relu(self.enc_conv3(x2))\n",
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" \n",
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" # Bottleneck\n",
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" b = F.relu(self.bottleneck_conv(x3))\n",
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" \n",
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" # Decoder with skip connections\n",
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" # First decoder layer + skip connection from x3\n",
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" d1 = F.relu(self.dec_conv1(b))\n",
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" x3_matched = self.match_conv3_to_dec1(x3)\n",
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" d1 = d1 + x3_matched # Add matched x3 to the output of the first decoder layer\n",
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" \n",
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" # Second decoder layer + skip connection from x2\n",
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" d2 = F.relu(self.dec_conv2(d1))\n",
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" x2_matched = self.match_conv2_to_dec2(x2)\n",
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" d2 = d2 + x2_matched # Add matched x2 to the output of the second decoder layer\n",
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" \n",
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" d3 = F.relu(self.dec_conv3(d2))\n",
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" \n",
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" # Final convolution to get back to original histogram dimensions\n",
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" x = torch.sigmoid(self.final_conv(d3))\n",
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" \n",
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" return x\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Failed to open /mnt/wsl/PHYSICALDRIVE1/data/unsplash/edited/0LnXtS8DUZI/3.jpg\n",
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"Failed to open /mnt/wsl/PHYSICALDRIVE1/data/unsplash/edited/0OqCRbwWu6g/1.jpg\n"
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]
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}
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],
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"source": [
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"from torch.utils.data import Dataset, DataLoader, random_split\n",
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"from typing import Generator, Tuple, List\n",
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"from editor.utils import compute_histogram\n",
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"from PIL import Image\n",
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"from tqdm import tqdm\n",
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"\n",
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"\n",
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"class HistogramDataset(Dataset):\n",
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" def __init__(self, paths: List[Path], expected_edit_count: int = 5):\n",
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" self._paths = paths\n",
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" self._expected_edit_count = expected_edit_count\n",
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" self._pairs = list(self._get_pairs())\n",
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"\n",
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" def _get_pairs(self) -> Generator[Tuple[Path, Path], None, None]:\n",
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" for path in tqdm(self._paths):\n",
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" if len(list(path.glob('*.jpg'))) != self._expected_edit_count + 1:\n",
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" continue\n",
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"\n",
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" original_path = path / 'original.jpg'\n",
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" try:\n",
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" Image.open(original_path)\n",
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" except:\n",
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" print(f'Failed to open {original_path}')\n",
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" continue\n",
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" for i in range(self._expected_edit_count):\n",
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" try:\n",
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" Image.open(path / f'{i}.jpg')\n",
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" except:\n",
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" print(f'Failed to open {path / f\"{i}.jpg\"}')\n",
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" break\n",
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" yield original_path, path / f'{i}.jpg'\n",
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"\n",
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" def __len__(self):\n",
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" return len(self._pairs)\n",
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"\n",
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" def __getitem__(self, idx):\n",
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" original, edited = self._pairs[idx]\n",
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" original_histogram = compute_histogram(original, bins=BINS, normalize=True)\n",
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" edited_histogram = compute_histogram(edited, bins=BINS, normalize=True)\n",
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" return (\n",
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" torch.tensor(edited_histogram, dtype=torch.float).unsqueeze(0), \n",
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" torch.tensor(original_histogram, dtype=torch.float).unsqueeze(0)\n",
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" )\n",
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"\n",
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"\n",
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"dataset = HistogramDataset(DATA)\n",
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"total_size = len(dataset)\n",
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"train_size = int(0.8 * total_size)\n",
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"test_size = total_size - train_size\n",
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"generator = torch.Generator().manual_seed(42)\n",
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"train_dataset, test_dataset = random_split(dataset, [train_size, test_size], generator=generator)\n",
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"\n",
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"train_dataloader = DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True, num_workers=32)\n",
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"test_dataloader = DataLoader(test_dataset, batch_size=1, shuffle=False, num_workers=32)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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" 2%|▏ | 150/6243 [00:07<03:05, 32.93it/s]"
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]
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}
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],
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"source": [
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"import torch\n",
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"from torch.optim import Adam\n",
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"from tqdm import tqdm\n",
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"import matplotlib.pyplot as plt\n",
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"from IPython.display import clear_output\n",
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"\n",
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"device = torch.device(\"cuda:0\")\n",
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"model = HistogramRestorationNet().to(device)\n",
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"optimizer = Adam(model.parameters(), lr=LEARNING_RATE)\n",
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"scheduler = torch.optim.lr_scheduler.StepLR(optimizer, step_size=1, gamma=0.5)\n",
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"loss_function = torch.nn.SmoothL1Loss()\n",
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"\n",
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"losses = []\n",
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"\n",
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"for epoch in range(NUM_EPOCHS):\n",
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" model.train()\n",
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" total_loss = 0\n",
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" for edited_histogram, original_histogram in tqdm(train_dataloader):\n",
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" edited_histogram = edited_histogram.to(device)\n",
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" original_histogram = original_histogram.to(device)\n",
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" \n",
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" optimizer.zero_grad()\n",
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" \n",
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" predicted_original = model(edited_histogram)\n",
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" loss = loss_function(predicted_original, original_histogram)\n",
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" \n",
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" loss.backward()\n",
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" optimizer.step()\n",
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" \n",
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" total_loss += loss.item()\n",
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" losses.append(loss.item())\n",
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" \n",
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" scheduler.step()\n",
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"\n",
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" clear_output(wait=True)\n",
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" print(f\"LR: {scheduler.get_last_lr()}\")\n",
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" plt.figure(figsize=(10, 5))\n",
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" plt.plot(losses, label='Training Loss')\n",
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" plt.xlabel('Batch Number')\n",
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" plt.ylabel('Loss')\n",
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" plt.yscale('log')\n",
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" plt.title(f'Loss per Batch - Epoch {epoch + 1}')\n",
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" plt.show()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"torch.save(model.state_dict(), 'model_state_dict.pth')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"HistogramRestorationNet(\n",
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" (enc_conv1): Conv3d(1, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))\n",
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" (enc_conv2): Conv3d(16, 32, kernel_size=(3, 3, 3), stride=(2, 2, 2), padding=(1, 1, 1))\n",
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" (enc_conv3): Conv3d(32, 64, kernel_size=(3, 3, 3), stride=(2, 2, 2), padding=(1, 1, 1))\n",
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" (bottleneck_conv): Conv3d(64, 128, kernel_size=(3, 3, 3), stride=(2, 2, 2), padding=(1, 1, 1))\n",
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" (dec_conv1): ConvTranspose3d(128, 64, kernel_size=(3, 3, 3), stride=(2, 2, 2), padding=(1, 1, 1), output_padding=(1, 1, 1))\n",
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" (dec_conv2): ConvTranspose3d(64, 32, kernel_size=(3, 3, 3), stride=(2, 2, 2), padding=(1, 1, 1), output_padding=(1, 1, 1))\n",
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" (dec_conv3): ConvTranspose3d(32, 16, kernel_size=(3, 3, 3), stride=(2, 2, 2), padding=(1, 1, 1), output_padding=(1, 1, 1))\n",
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" (final_conv): Conv3d(16, 1, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))\n",
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")"
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]
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},
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"execution_count": 14,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"device = torch.device(\"cuda:0\")\n",
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"model = HistogramRestorationNet().to(device)\n",
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"model.load_state_dict(torch.load('model_state_dict.pth'))\n",
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"model.eval()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"loader = iter(test_dataloader)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"application/vnd.plotly.v1+json": {
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"config": {
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"plotlyServerURL": "https://plot.ly"
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},
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"data": [
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{
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"marker": {
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"color": [
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"rgb(0.0,0.0,0.0)",
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5,
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5,
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|
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|
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10,
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11,
|
|
12,
|
|
13,
|
|
14,
|
|
15,
|
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0,
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"from editor.ploting import plot_histograms\n",
|
|
"\n",
|
|
"\n",
|
|
"edited_histogram, original_histogram = next(loader)\n",
|
|
"edited_histogram = edited_histogram.to(device)\n",
|
|
"original_histogram = original_histogram.to(device)\n",
|
|
"predicted_original = model(edited_histogram)\n",
|
|
"plot_histograms([\n",
|
|
" original_histogram.cpu().numpy().squeeze(),\n",
|
|
" edited_histogram.cpu().numpy().squeeze(),\n",
|
|
" predicted_original.cpu().detach().numpy().squeeze()\n",
|
|
"])\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "bipolaroid",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.2"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|