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dataset_predict: add shape_water_desired
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1 changed files with 3 additions and 2 deletions
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@ -89,7 +89,7 @@ def dataset_segmenter(dirpath_input, batch_size=64, train_percentage=0.8, parall
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return dataset_train, dataset_validate #, filepaths
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return dataset_train, dataset_validate #, filepaths
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def dataset_predict(dirpath_input, parallel_reads_multiplier=1.5, prefetch=True, water_threshold=0.1):
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def dataset_predict(dirpath_input, parallel_reads_multiplier=0, prefetch=True, water_threshold=0.1, shape_water_desired=[100,100]):
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"""Creates a tf.data.Dataset() for prediction using the image segmentation head model.
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"""Creates a tf.data.Dataset() for prediction using the image segmentation head model.
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Note that this WILL MANGLE THE ORDERING if you set parallel_reads_multiplier to anything other than 0!!
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Note that this WILL MANGLE THE ORDERING if you set parallel_reads_multiplier to anything other than 0!!
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@ -111,7 +111,8 @@ def dataset_predict(dirpath_input, parallel_reads_multiplier=1.5, prefetch=True,
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batch_size=None,
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batch_size=None,
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prefetch=prefetch,
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prefetch=prefetch,
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shuffle=False, #even with shuffle=False we're not gonna get them all in the same order since we're reading in parallel
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shuffle=False, #even with shuffle=False we're not gonna get them all in the same order since we're reading in parallel
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water_threshold=water_threshold
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water_threshold=water_threshold,
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shape_water_desired=shape_water_desired
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)
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)
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if __name__ == "__main__":
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if __name__ == "__main__":
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