77 lines
2.9 KiB
Python
77 lines
2.9 KiB
Python
"""
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Copyright (C) 2018-2020 Intel Corporation
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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"""
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import unittest
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import numpy as np
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from extensions.ops.depth_to_space import DepthToSpaceOp
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from mo.graph.graph import Node
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from mo.utils.error import Error
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from mo.utils.unittest.graph import build_graph
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nodes = {
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'in_data_node': {'value': None, 'kind': 'data', 'shape': np.array([1, 1024, 576, 256])},
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'DtS': {'op': 'DepthToSpace', 'kind': 'op', 'block_size': 2},
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'out_data_node': {'value': None, 'kind': 'data', 'shape': None}
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}
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edges = [
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('in_data_node', 'DtS'),
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('DtS', 'out_data_node')
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]
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class TestDepthToSpacePartialInfer(unittest.TestCase):
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def test_tf_depth_to_space_infer_nhwc(self):
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graph = build_graph(nodes, edges)
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graph.graph['layout'] = 'NHWC'
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dts_node = Node(graph, 'DtS')
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DepthToSpaceOp.infer(dts_node)
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exp_shape = np.array([1, 2048, 1152, 64])
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res_shape = graph.node['out_data_node']['shape']
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self.assertTrue(np.array_equal(exp_shape, res_shape))
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def test_tf_depth_to_space_infer_nchw(self):
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graph = build_graph(nodes, edges)
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graph.graph['layout'] = 'NCHW'
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graph.node['in_data_node']['shape'] = np.array([1, 256, 1024, 576])
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dts_node = Node(graph, 'DtS')
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DepthToSpaceOp.infer(dts_node)
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exp_shape = np.array([1, 64, 2048, 1152])
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res_shape = graph.node['out_data_node']['shape']
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self.assertTrue(np.array_equal(exp_shape, res_shape))
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def test_tf_depth_to_space_infer_error(self):
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graph = build_graph(nodes, edges)
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graph.graph['layout'] = 'NHWC'
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graph.node['in_data_node']['shape'] = np.array([1024, 576, 256])
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dts_node = Node(graph, 'DtS')
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self.assertRaises(Error, DepthToSpaceOp.infer, dts_node)
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def test_tf_depth_to_space_infer_divisibility_error_1(self):
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graph = build_graph(nodes, edges)
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graph.graph['layout'] = 'NHWC'
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graph.node['in_data_node']['shape'] = np.array([1, 1024, 576, 255])
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dts_node = Node(graph, 'DtS')
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self.assertRaises(Error, DepthToSpaceOp.infer, dts_node)
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def test_tf_depth_to_space_infer_divisibility_error_2(self):
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graph = build_graph(nodes, edges)
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graph.graph['layout'] = 'NCHW'
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graph.node['in_data_node']['shape'] = np.array([1, 255, 1024, 576])
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dts_node = Node(graph, 'DtS')
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self.assertRaises(Error, DepthToSpaceOp.infer, dts_node)
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