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26 lines
752 B
26 lines
752 B
11 months ago
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import matplotlib.pyplot as plt
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import numpy as np
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from dataloader import extract_colors
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from model import ColorTransformerModel
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name = "color_128_0.3_1.00e-06"
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ckpt = f"/teamspace/jobs/{name}/work/colors/lightning_logs/version_2/checkpoints/epoch=999-step=8000.ckpt"
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M = ColorTransformerModel.load_from_checkpoint(ckpt)
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rgb_tensor, names = extract_colors()
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preds = M(rgb_tensor)
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rgb_values = rgb_tensor.detach().numpy()
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sorted_inds = np.argsort(preds.detach().numpy().ravel())
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fig, ax = plt.subplots(figsize=(10, 5))
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for i in range(len(sorted_inds)):
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idx = sorted_inds[i]
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color = rgb_values[idx]
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ax.vlines(4 * i, ymin=0, ymax=1, lw=1, colors=names[idx])
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ax.axis("off")
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# ax.axis("square")
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plt.savefig(f"{name}.png", dpi=300)
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