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19 lines
710 B
Python
19 lines
710 B
Python
import numpy as np
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import tensorflow.compat.v1 as tf
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class PartitionInitializer(tf.keras.initializers.Initializer):
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"""Required to initialize partitioned weight with numpy array for tests"""
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def __init__(self, np_array: np.ndarray):
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self.np_array = np_array
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def __call__(self, shape, dtype=None, partition_info=None) -> np.ndarray:
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"""Returns a numpy array for the given shape and dtype."""
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offset = partition_info.var_offset
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ix0, ix1 = offset[0], offset[0] + shape[0]
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iy0, iy1 = offset[1], offset[1] + shape[1]
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if dtype is not None:
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return self.np_array[ix0:ix1, iy0:iy1].astype(dtype)
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return self.np_array[ix0:ix1, iy0:iy1]
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