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@ -10,7 +10,7 @@ from model import ColorTransformerModel |
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# import matplotlib.colors as mcolors |
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# import matplotlib.colors as mcolors |
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def make_image(ckpt: str, fname: str, color=True): |
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def make_image(ckpt: str, fname: str, color=True, **kwargs): |
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M = ColorTransformerModel.load_from_checkpoint(ckpt) |
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M = ColorTransformerModel.load_from_checkpoint(ckpt) |
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# preds = M(rgb_tensor) |
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# preds = M(rgb_tensor) |
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@ -36,10 +36,10 @@ def make_image(ckpt: str, fname: str, color=True): |
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ax.axis("off") |
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ax.axis("off") |
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# ax.axis("square") |
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# ax.axis("square") |
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plt.savefig(f"{fname}.png", dpi=300) |
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plt.savefig(f"{fname}.png", **kwargs) |
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def create_circle(ckpt: str, fname: str, dpi: int = 150, skip: bool = True): |
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def create_circle(ckpt: str, fname: str, skip: bool = True, **kwargs): |
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if isinstance(ckpt, str): |
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if isinstance(ckpt, str): |
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M = ColorTransformerModel.load_from_checkpoint(ckpt) |
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M = ColorTransformerModel.load_from_checkpoint(ckpt) |
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else: |
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else: |
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@ -48,7 +48,7 @@ def create_circle(ckpt: str, fname: str, dpi: int = 150, skip: bool = True): |
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rgb_tensor, _ = extract_colors() |
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rgb_tensor, _ = extract_colors() |
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rgb_tensor = preprocess_data(rgb_tensor) |
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rgb_tensor = preprocess_data(rgb_tensor) |
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preds = M(rgb_tensor.to(M.device)) |
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preds = M(rgb_tensor.to(M.device)) |
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plot_preds(preds, rgb_tensor.detach().cpu().numpy(), fname=fname, dpi=dpi) |
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plot_preds(preds, rgb_tensor.detach().cpu().numpy(), fname=fname, **kwargs) |
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def plot_preds( |
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def plot_preds( |
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@ -116,10 +116,11 @@ if __name__ == "__main__": |
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parser = argparse.ArgumentParser() |
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parser = argparse.ArgumentParser() |
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# make the following accept a list of arguments |
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# make the following accept a list of arguments |
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parser.add_argument("-v", "--version", type=int, nargs="+", default=[0, 1]) |
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parser.add_argument("-v", "--version", type=int, nargs="+", default=[0]) |
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parser.add_argument( |
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parser.add_argument( |
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"--dpi", type=int, default=150, help="Resolution for saved image." |
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"--dpi", type=int, default=150, help="Resolution for saved image." |
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) |
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) |
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parser.add_argument("--figsize", type=int, default=3, help="Figure size") |
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args = parser.parse_args() |
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args = parser.parse_args() |
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versions = args.version |
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versions = args.version |
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for v in versions: |
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for v in versions: |
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@ -130,7 +131,7 @@ if __name__ == "__main__": |
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if len(ckpt) > 0: |
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if len(ckpt) > 0: |
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ckpt = ckpt[-1] |
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ckpt = ckpt[-1] |
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print(f"Generating image for checkpoint: {ckpt}") |
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print(f"Generating image for checkpoint: {ckpt}") |
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create_circle(ckpt, fname=name, dpi=args.dpi) |
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create_circle(ckpt, fname=name, dpi=args.dpi, figsize=[args.figsize] * 2) |
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else: |
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else: |
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print(f"No checkpoint found for version {v}") |
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print(f"No checkpoint found for version {v}") |
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# make_image(ckpt, fname=name + "b", color=False) |
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# make_image(ckpt, fname=name + "b", color=False, dpi=args.dpi,) |
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