81 lines
3.6 KiB
Python
81 lines
3.6 KiB
Python
# Copyright (C) 2018-2021 Intel Corporation
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# SPDX-License-Identifier: Apache-2.0
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import unittest
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import numpy as np
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from extensions.front.AttributedPadToPad import AttributedPadToPad
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from mo.front.common.partial_infer.utils import int64_array
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from mo.utils.ir_engine.compare_graphs import compare_graphs
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from unit_tests.utils.graph import build_graph, const
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nodes_attributes = {
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'placeholder': {'shape': None, 'type': 'Parameter', 'kind': 'op', 'op': 'Parameter'},
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'attr_pad': {'type': None, 'kind': 'op', 'op': 'AttributedPad', 'mode': 'constant', 'name': 'attr_pad',
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'pads': int64_array([1, 2, 3, 4, 5, 6]).reshape([3, 2]), 'fill_value': 0.75},
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'result': {'type': 'Result', 'value': None, 'kind': 'op', 'op': 'Result'},
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# new Pad layer and inputs
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'pad': {'type': 'Pad', 'kind': 'op', 'op': 'Pad', 'mode': 'constant'},
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'convert_like': {'type': 'ConvertLike', 'kind': 'op', 'op': 'ConvertLike'},
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**const('pad_begin', int64_array([1, 3, 5])),
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**const('pad_end', int64_array([2, 4, 6])),
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**const('pad_fill', np.array(0.75)),
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}
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class AttributedPadToPadTest(unittest.TestCase):
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def test_mode_constant(self):
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graph = build_graph(nodes_attributes,
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[('placeholder', 'attr_pad', {'in': 0, 'out': 0}),
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('attr_pad', 'result', {'in': 0, 'out': 0}),
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],
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{}, nodes_with_edges_only=True)
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graph_ref = build_graph(nodes_attributes,
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[('placeholder', 'pad', {'in': 0, 'out': 0}),
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('pad_begin', 'pad', {'in': 1, 'out': 0}),
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('pad_end', 'pad', {'in': 2, 'out': 0}),
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('pad_fill', 'convert_like', {'in': 0, 'out': 0}),
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('placeholder', 'convert_like', {'in': 1, 'out': 0}),
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('convert_like', 'pad', {'in': 3, 'out': 0}),
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('pad', 'result')
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],
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{}, nodes_with_edges_only=True)
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graph.graph['layout'] = 'NCHW'
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graph.stage = 'front'
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replacer = AttributedPadToPad()
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replacer.find_and_replace_pattern(graph)
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(flag, resp) = compare_graphs(graph, graph_ref, 'result', check_op_attrs=True)
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self.assertTrue(flag, resp)
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self.assertTrue(graph.node[graph.get_nodes_with_attributes(op='Pad')[0]]['name'] == 'attr_pad')
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def test_mode_non_constant(self):
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graph = build_graph(nodes_attributes,
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[('placeholder', 'attr_pad', {'in': 0, 'out': 0}),
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('attr_pad', 'result', {'in': 0, 'out': 0}),
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],
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{'attr_pad': {'mode': 'reflect'}}, nodes_with_edges_only=True)
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graph_ref = build_graph(nodes_attributes,
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[('placeholder', 'pad', {'in': 0, 'out': 0}),
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('pad_begin', 'pad', {'in': 1, 'out': 0}),
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('pad_end', 'pad', {'in': 2, 'out': 0}),
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('pad', 'result')
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],
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{'pad': {'mode': 'reflect'}}, nodes_with_edges_only=True)
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graph.graph['layout'] = 'NCHW'
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graph.stage = 'front'
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replacer = AttributedPadToPad()
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replacer.find_and_replace_pattern(graph)
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(flag, resp) = compare_graphs(graph, graph_ref, 'result', check_op_attrs=True)
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self.assertTrue(flag, resp)
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self.assertTrue(graph.node[graph.get_nodes_with_attributes(op='Pad')[0]]['name'] == 'attr_pad')
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