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revert: want back to table display for predictions
Former-commit-id: 2af16f486ffeaca232aee35d360fe75e78adfc9e [formerly e072ee4b33587b45f6c6c34f809b9638a9e0b569] Former-commit-id: 69c874da0fbe6e2a5cb2421fa20ffb9c34b36fc1
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@ -34,28 +34,10 @@ def evaluate(net, dataloader, device):
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pbar.update(images.shape[0])
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# save some images to wandb
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overlays = []
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for img, mask, pred in zip(images.to("cpu"), masks_true.to("cpu"), masks_pred.to("cpu")):
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mask_img = np.asarray(mask > 0.5, np.uint8).squeeze(0) # tester des trucs sans le threshold
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pred_img = np.asarray(pred > 0.5, np.uint8).squeeze(0)
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overlays.append(
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wandb.Image(
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img,
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masks={
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"ground_truth": {
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"mask_data": mask_img,
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"class_labels": class_labels,
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},
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"predictions": {
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"mask_data": pred_img,
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"class_labels": class_labels,
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},
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},
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)
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)
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wandb.log({"val/images": overlays})
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table = wandb.Table(columns=["ID", "image", "ground truth", "prediction"])
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for i, (img, mask, pred) in enumerate(zip(images.to("cpu"), masks_true.to("cpu"), masks_pred.to("cpu"))):
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table.add_data(i, wandb.Image(img), wandb.Image(mask), wandb.Image(pred))
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wandb.log({"predictions_table": table})
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net.train()
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