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def main():
    target = torch.randint(-20, 20, (8, 3, 4, 4)).float()
    source = torch.randint(-20, 20, (8, 3, 4, 4)).float()
 
    stylized_source = adain(source, target)
 
    target = target.view(8, 3, -1)
    stylized_source = stylized_source.view(8, 3, -1)
 
    # check variances the same

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        features_list = []
        for layer in features:
            features_list.append(layer)
            if isinstance(layer, nn.Conv2d):
                features_list.append(nn.BatchNorm2d(layer.out_channels))
        del features_list[-1]
        self.features = nn.Sequential(*features_list)

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    def __next__(self):
        if self.ilength <= 0:
            raise StopIteration

        self.ilength -= 1

        coco_idx, wiki_idx = self.random_pair_of_indices()

        content_image = self.coco[coco_idx][0]
        if not self.exclude_style:

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def train_epoch_style_loss(args, encoder, decoder, dataloader, val_dataloader,
                           optimizer, epoch_num, writer, run, device):
    encoder.eval()
    decoder.train()

    total_loss = 0
    num_batches = calc_num_batches(dataloader, args)
    progress_bar = tqdm.tqdm(enumerate(dataloader), total = num_batches, dynamic_ncols = True)
    for i, (content_image, style_image) in progress_bar:
        # mvoe to gpu

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def get_style_transfer_loss(encoder, decoder, content_image, style_image, lambda_content, lambda_style):
    assert_shape(content_image, (g_batch_size, 3, 256, 256))

    style_features = encoder(style_image)
    content_features = encoder(content_image)

    stylized_images, stylized_features = create_stylized_images(decoder, content_features, style_features)

    features_of_stylized = encoder(stylized_images)

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{
  "name": "Detexify",
  "description": "Symbol Recognition for Overleaf",
  "version": "1.0",
  "manifest_version": 2,

  "content_scripts": [{
    "js": ["content.js"],
    "css": ["style.css"],
    "matches": ["https://www.overleaf.com/project/*"]

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function addExtexifyButton() {
    document.getElementsByClassName('formatting-buttons-wrapper')[0].innerHTML = `
      <span class="toggle-switch toggle-extexify-button" style="margin-left: 15px;">
        extexify
      </span> 
    `;
}

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addExtexifyButton()
addExtexifyPane()
addToggleExtexifyCallbacks()
hideExtexify()
clearCanvas()
addDrawingCallbacks()

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function addExtexifyPane() {
    const editor = document.getElementById("editor")

    const extexifyPane = document.createElement("div");
    extexifyPane.classList.add("extexify-pane")
    editor.appendChild(extexifyPane)

    const backdrop = document.createElement("div");
    backdrop.classList.add("extexify-backdrop")
    editor.appendChild(backdrop)

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function toggleExtexify() {
    document.getElementsByClassName("extexify-pane")[0].classList.toggle("fade-out")
    document.getElementsByClassName("extexify-backdrop")[0].classList.toggle("fade-out")

    var canvas = document.getElementById("extexify-canvas");
    canvas.width = canvas.clientWidth;
    canvas.height = canvas.clientHeight;

    points = [[]];
}