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https://github.com/sbrl/research-rainfallradar
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AI: 0.75 → 0.5?
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2 changed files with 2 additions and 2 deletions
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@ -31,7 +31,7 @@ def parse_item(metadata):
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rainfall = tf.image.resize(rainfall, tf.cast(tf.constant(metadata["waterdepth"]) / 2, dtype=tf.int32))
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rainfall = tf.image.resize(rainfall, tf.cast(tf.constant(metadata["waterdepth"]) / 2, dtype=tf.int32))
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# [width, height] → [width, height, channels]
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# [width, height] → [width, height, channels]
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water = tf.expand_dims(water, axis=-1)
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water = tf.expand_dims(water, axis=-1)
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water = tf.image.central_crop(water, 0.75) # Predict for only the centre 75% of the water data
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water = tf.image.central_crop(water, 0.5) # Predict for only the centre 75% of the water data
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# TODO: The shape of the resulting tensor can't be statically determined, so we need to reshape here
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# TODO: The shape of the resulting tensor can't be statically determined, so we need to reshape here
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print("DEBUG:dataset ITEM rainfall:shape", rainfall.shape, "water:shape", water.shape)
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print("DEBUG:dataset ITEM rainfall:shape", rainfall.shape, "water:shape", water.shape)
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@ -53,7 +53,7 @@ def run(args):
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feature_dim=args.feature_dim,
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feature_dim=args.feature_dim,
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shape_rainfall=dataset_metadata["rainfallradar"],
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shape_rainfall=dataset_metadata["rainfallradar"],
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shape_water=[ math.ceil(value * 0.75) for value in dataset_metadata["waterdepth"] ]
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shape_water=[ math.ceil(value * 0.5) for value in dataset_metadata["waterdepth"] ]
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)
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)
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ai.train(dataset_train, dataset_validate)
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ai.train(dataset_train, dataset_validate)
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