annotate docker/alphafold/alphafold/model/tf/shape_helpers.py @ 1:6c92e000d684 draft

"planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit a510e97ebd604a5e30b1f16e5031f62074f23e86"
author galaxy-australia
date Tue, 01 Mar 2022 02:53:05 +0000
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1 # Copyright 2021 DeepMind Technologies Limited
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2 #
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3 # Licensed under the Apache License, Version 2.0 (the "License");
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4 # you may not use this file except in compliance with the License.
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5 # You may obtain a copy of the License at
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6 #
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7 # http://www.apache.org/licenses/LICENSE-2.0
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8 #
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9 # Unless required by applicable law or agreed to in writing, software
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10 # distributed under the License is distributed on an "AS IS" BASIS,
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11 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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12 # See the License for the specific language governing permissions and
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13 # limitations under the License.
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15 """Utilities for dealing with shapes of TensorFlow tensors."""
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16 import tensorflow.compat.v1 as tf
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19 def shape_list(x):
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20 """Return list of dimensions of a tensor, statically where possible.
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21
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22 Like `x.shape.as_list()` but with tensors instead of `None`s.
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24 Args:
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25 x: A tensor.
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26 Returns:
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27 A list with length equal to the rank of the tensor. The n-th element of the
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28 list is an integer when that dimension is statically known otherwise it is
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29 the n-th element of `tf.shape(x)`.
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30 """
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31 x = tf.convert_to_tensor(x)
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32
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33 # If unknown rank, return dynamic shape
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34 if x.get_shape().dims is None:
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35 return tf.shape(x)
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37 static = x.get_shape().as_list()
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38 shape = tf.shape(x)
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40 ret = []
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41 for i in range(len(static)):
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42 dim = static[i]
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43 if dim is None:
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44 dim = shape[i]
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45 ret.append(dim)
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46 return ret
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47