remove debug prints and other useless comments
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6f6ac23175
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@ -32,20 +32,11 @@ import cv2
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def normalize_and_colormap(img, reduce_dynamic_range=False):
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# print(img.min())
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# print(img.max())
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# print(img.mean())
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ret = (img - img.min()) / (img.max() - img.min()) * 255.0
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# print(ret.min())
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# print(ret.max())
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# print(ret.mean())
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# FIXME do I need to compress dynamic range somehow or something?
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if reduce_dynamic_range and img.max() > 5*img.mean():
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ret = (img - img.min()) / (5*img.mean() - img.min()) * 255.0
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# print(ret.min())
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# print(ret.max())
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# print(ret.mean())
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if isinstance(ret, torch.Tensor):
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ret = ret.cpu().detach().numpy()
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@ -66,8 +57,6 @@ def log_images(left, right, pred_disp, gt_disp):
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pred_disp = torch.squeeze(pred_disp[:, 0, :, :])
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gt_disp = torch.squeeze(gt_disp[:, 0, :, :])
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# print('gt_disp debug')
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# print(gt_disp.shape)
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singular_batch = False
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if len(left.shape) == 2:
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@ -76,15 +65,12 @@ def log_images(left, right, pred_disp, gt_disp):
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input_left = left.cpu().detach().numpy()
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input_right = right.cpu().detach().numpy()
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else:
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input_left = left[batch_idx].cpu().detach().numpy()# .transpose(1,2,0)
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input_right = right[batch_idx].cpu().detach().numpy()# .transpose(1,2,0)
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input_left = left[batch_idx].cpu().detach().numpy()
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input_right = right[batch_idx].cpu().detach().numpy()
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disp = pred_disp
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disp_error = gt_disp - disp
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# print('gt_disp debug normalize')
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# print(gt_disp.max(), gt_disp.min())
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# print(gt_disp.dtype)
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if singular_batch:
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wandb_log = dict(
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@ -110,7 +96,6 @@ def log_images(left, right, pred_disp, gt_disp):
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wandb_log = dict(
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key='samples',
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images=[
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# pred_disp.cpu().detach().numpy().transpose(1,2,0),
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normalize_and_colormap(pred_disp[batch_idx]),
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normalize_and_colormap(abs(disp_error[batch_idx])),
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normalize_and_colormap(gt_disp[batch_idx]),
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@ -118,7 +103,6 @@ def log_images(left, right, pred_disp, gt_disp):
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input_right,
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],
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caption=[
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# f"Disparity \n{pred_disp[batch_idx].min():.{2}f}/{pred_disp[batch_idx].max():.{2}f}",
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f"Disparity (vis)\n{pred_disp[batch_idx].min():.{2}f}/{pred_disp[batch_idx].max():.{2}f}",
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f"Disp. Error\n{disp_error[batch_idx].min():.{2}f}/{disp_error[batch_idx].max():.{2}f}\n{abs(disp_error[batch_idx]).mean():.{2}f}",
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f"GT Disp Vis \n{gt_disp[batch_idx].min():.{2}f}/{gt_disp[batch_idx].max():.{2}f}",
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@ -439,7 +423,7 @@ if __name__ == "__main__":
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# this was used for our blender renders
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pattern_path = '/home/nils/miniprojekt/kinect_syn_ref.png'
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elif 'ctd' in config.training_data_path:
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# this one is used (i hope) for ctd
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# this one is used for ctd
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pattern_path = '/home/nils/kinect_from_settings.png'
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@ -454,8 +438,6 @@ if __name__ == "__main__":
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pattern_path,
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# lr=0.00017378008287493763, # found with auto_lr_find=True
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)
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# NOTE turn this down once it's working, this might use too much space
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# wandb_logger.watch(model, log_graph=False) #, log='all')
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model_checkpoint = ModelCheckpoint(
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monitor="val_loss",
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