177 lines
7.8 KiB
Python
177 lines
7.8 KiB
Python
"""
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Copyright (C) 2018-2021 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 generator import generator, generate
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from extensions.front.interpolate_reshape import InterpolateWithConcat
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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 mo.utils.unittest.graph import build_graph, result, regular_op_with_shaped_data, valued_const_with_data, connect, \
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connect_data
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nodes = {
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**regular_op_with_shaped_data('placeholder', [1, 3, 30, 40], {'type': 'Parameter', 'op': 'Parameter'}),
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**valued_const_with_data('out_shape', np.array([60, 160])),
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**regular_op_with_shaped_data('interpolate', [1, 3, 60, 160],
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{'type': 'Interpolate', 'axes': int64_array([2, 3]), 'op': 'Interpolate',
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'version': 'opset1'}),
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**regular_op_with_shaped_data('identity_00', [1, 3, 60, 160], {'identity': True, 'op': 'Identity'}),
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**regular_op_with_shaped_data('identity_01', [1, 3, 60, 160], {'identity': True, 'op': 'Identity'}),
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**regular_op_with_shaped_data('shape', [4], {'type': 'ShapeOf', 'op': 'ShapeOf'}),
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**valued_const_with_data('indices', np.array([2, 3])),
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**valued_const_with_data('axis', np.array(0)),
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**regular_op_with_shaped_data('gather', [2], {'type': 'Gather', 'op': 'Gather'}),
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**regular_op_with_shaped_data('placeholder_1', [1, 3, 60, 160], {'type': 'Parameter', 'op': 'Parameter'}),
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**regular_op_with_shaped_data('identity_10', [1, 3, 60, 160], {'identity': True, 'op': 'Identity'}),
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**regular_op_with_shaped_data('identity_11', [1, 3, 60, 160], {'identity': True, 'op': 'Identity'}),
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**regular_op_with_shaped_data('concat', [1, 7, 60, 160], {'type': 'Concat', 'axis': 1, 'op': 'Concat'}),
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**valued_const_with_data('N', np.array([1])),
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**result('output'),
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**result('output_1'),
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}
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@generator
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class TestInterpolateConcat(unittest.TestCase):
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def test_interpolate_concat_reshape_graph_comparison(self):
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graph = build_graph(nodes, [
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*connect('placeholder', '0:interpolate'),
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*connect('out_shape', '1:interpolate'),
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*connect('interpolate', '0:concat'),
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*connect('placeholder_1', '1:concat'),
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*connect('concat', 'output'),
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], nodes_with_edges_only=True)
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InterpolateWithConcat().find_and_replace_pattern(graph)
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graph.clean_up()
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graph_ref = build_graph(nodes, [
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*connect('placeholder', '0:interpolate'),
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*connect('placeholder_1', 'shape'),
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*connect('shape', '0:gather'),
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*connect('indices', '1:gather'),
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*connect('axis', '2:gather'),
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*connect('gather', '1:interpolate'),
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*connect('interpolate', '0:concat'),
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*connect_data('placeholder_1', '1:concat'),
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*connect('concat', 'output'),
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], nodes_with_edges_only=True)
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(flag, resp) = compare_graphs(graph, graph_ref, 'output', check_op_attrs=True)
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self.assertTrue(flag, resp)
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def test_interpolate_identity_concat_reshape_graph_comparison(self):
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graph = build_graph(nodes, [
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*connect('placeholder', '0:interpolate'),
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*connect('out_shape', '1:interpolate'),
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*connect('interpolate', 'identity_00'),
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*connect('identity_00', 'identity_01'),
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*connect('identity_01', '0:concat'),
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*connect('placeholder_1', 'identity_10'),
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*connect('identity_10', 'identity_11'),
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*connect('identity_11', '1:concat'),
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*connect('concat', 'output'),
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], nodes_with_edges_only=True)
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InterpolateWithConcat().find_and_replace_pattern(graph)
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graph.clean_up()
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graph_ref = build_graph(nodes, [
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*connect('placeholder', '0:interpolate'),
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*connect_data('identity_11', 'shape'),
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*connect('shape', '0:gather'),
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*connect('indices', '1:gather'),
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*connect('axis', '2:gather'),
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*connect('gather', '1:interpolate'),
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*connect('interpolate', 'identity_00'),
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*connect('identity_00', 'identity_01'),
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*connect('identity_01', '0:concat'),
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*connect('placeholder_1', 'identity_10'),
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*connect('identity_10', 'identity_11'),
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*connect('identity_11', '1:concat'),
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*connect('concat', 'output'),
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], nodes_with_edges_only=True)
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(flag, resp) = compare_graphs(graph, graph_ref, 'output', check_op_attrs=True)
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self.assertTrue(flag, resp)
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def test_interpolate_concat_negate(self):
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graph = build_graph(nodes, [
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*connect('placeholder', '0:interpolate'),
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*connect('out_shape', '1:interpolate'),
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*connect('interpolate', 'identity_00'),
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*connect('interpolate', 'identity_01'),
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*connect('identity_00', 'output'),
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*connect('identity_01', 'output_1'),
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], nodes_with_edges_only=True)
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InterpolateWithConcat().find_and_replace_pattern(graph)
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graph.clean_up()
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graph_ref = build_graph(nodes, [
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*connect('placeholder', '0:interpolate'),
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*connect('out_shape', '1:interpolate'),
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*connect('interpolate', 'identity_00'),
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*connect('interpolate', 'identity_01'),
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*connect('identity_00', 'output'),
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*connect('identity_01', 'output_1'),
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], nodes_with_edges_only=True)
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(flag, resp) = compare_graphs(graph, graph_ref, 'output', check_op_attrs=True)
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self.assertTrue(flag, resp)
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@generate(*[
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{'concat': {'axis': None}},
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{'concat': {'axis': -1}},
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{'interpolate': {'axes': None}},
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{'interpolate': {'axes': np.array([1])}},
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{'interpolate': {'axes': np.array([2, -1])}},
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])
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def test_negative_axes_conditions(self, update_attrs):
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graph = build_graph(nodes, [
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*connect('placeholder', '0:interpolate'),
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*connect('out_shape', '1:interpolate'),
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*connect('interpolate', '0:concat'),
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*connect('placeholder_1', '1:concat'),
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*connect('concat', 'output'),
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], update_attributes=update_attrs, nodes_with_edges_only=True)
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InterpolateWithConcat().find_and_replace_pattern(graph)
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graph_ref = build_graph(nodes, [
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*connect('placeholder', '0:interpolate'),
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*connect('out_shape', '1:interpolate'),
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*connect('interpolate', '0:concat'),
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*connect('placeholder_1', '1:concat'),
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*connect('concat', 'output'),
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], update_attributes=update_attrs, nodes_with_edges_only=True)
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(flag, resp) = compare_graphs(graph, graph_ref, 'output', check_op_attrs=True)
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self.assertTrue(flag, resp)
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def test_interpolate_tf_style_concat(self):
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graph = build_graph(nodes, [
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*connect('placeholder', '0:interpolate'),
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*connect('out_shape', '1:interpolate'),
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*connect('interpolate', '0:concat'),
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*connect('N', '1:concat'),
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*connect('concat', 'output'),
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], update_attributes={'concat': {'N': 1}}, nodes_with_edges_only=True)
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graph_ref = graph.copy()
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InterpolateWithConcat().find_and_replace_pattern(graph)
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(flag, resp) = compare_graphs(graph, graph_ref, 'output', check_op_attrs=True)
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self.assertTrue(flag, resp)
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