170 lines
9.7 KiB
Python
170 lines
9.7 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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from extensions.middle.ReplaceSpliceNodePattern import ReplaceSpliceNodePattern
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from mo.front.common.partial_infer.utils import int64_array
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from mo.graph.graph import Node
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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
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class ReplaceSpliceNodePatternTests(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.nodes_attributes = {
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'placeholder': {'kind': 'op', 'op': None},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'splice': {'kind': 'op', 'op': 'Splice', 'context': range(-5, 6), 'const_dim': 0},
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'splice_data': {'kind': 'data', 'shape': [1, 143]},
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'out_placeholder': {'kind': 'op', 'op': 'placeholder'},
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}
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def test_splice(self):
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graph = build_graph(self.nodes_attributes,
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[('placeholder', 'in_node'),
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('in_node', 'splice'),
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('splice', 'splice_data'),
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('splice_data', 'out_placeholder')])
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ReplaceSpliceNodePattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'in_placeholder': {'kind': 'op', 'op': None},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'fill_value': {'kind': 'op', 'op': 'Const', 'value': int64_array([0])},
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'fill_value_data': {'kind': 'data'},
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'memory_in': {'kind': 'op', 'op': 'ReadValue'},
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'memory_in_data': {'kind': 'data'},
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'crop_mem': {'kind': 'op', 'op': 'Crop', 'offset': 13, 'dim': 130},
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'crop_mem_data': {'kind': 'data'},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data', 'shape': [1, 143]},
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'memory_out': {'kind': 'op', 'op': 'Assign'},
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'memory_out_data': {'kind': 'data'},
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'result': {'kind': 'op', 'op': 'Result'},
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'out_placeholder': {'kind': 'op', 'op': 'placeholder'},
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},
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[
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('in_placeholder', 'in_node'),
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('fill_value', 'fill_value_data'), ('fill_value_data', 'memory_in'),
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('memory_in', 'memory_in_data'),
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('memory_in_data', 'crop_mem'),
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('crop_mem', 'crop_mem_data'),
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('crop_mem_data', 'concat', {'in': 0}),
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('in_node', 'concat', {'in': 1}),
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('concat', 'concat_data'),
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('concat_data', 'memory_out'),
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('memory_out', 'memory_out_data'),
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('memory_out_data', 'result'),
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('concat_data', 'out_placeholder'),
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]
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'out_placeholder')
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self.assertTrue(flag, resp)
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def test_splice_with_constdim(self):
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graph = build_graph(self.nodes_attributes,
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[('placeholder', 'in_node'),
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('in_node', 'splice'),
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('splice', 'splice_data'),
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('splice_data', 'out_placeholder')])
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Node(graph, 'splice')['const_dim'] = 10
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Node(graph, 'splice_data')['shape'] = [1, 43]
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ReplaceSpliceNodePattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'in_placeholder': {'kind': 'op', 'op': None},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'split': {'kind': 'op', 'op': 'Split'},
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'split_data_0': {'kind': 'data'},
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'split_data_1': {'kind': 'data'},
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'fill_value': {'kind': 'op', 'op': 'Const', 'value': int64_array([0])},
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'fill_value_data': {'kind': 'data'},
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'memory_in': {'kind': 'op', 'op': 'ReadValue'},
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'memory_in_data': {'kind': 'data'},
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'crop_mem': {'kind': 'op', 'op': 'Crop', 'offset': 3, 'dim': 30},
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'crop_mem_data': {'kind': 'data'},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data'},
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'memory_out': {'kind': 'op', 'op': 'Assign'},
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'memory_out_data': {'kind': 'data'},
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'result': {'kind': 'op', 'op': 'Result'},
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'fill_value_2': {'kind': 'op', 'op': 'Const', 'value': int64_array([0])},
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'fill_value_2_data': {'kind': 'data'},
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\
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'memory_in_constdims': {'kind': 'op', 'op': 'ReadValue'},
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'memory_in_constdims_data': {'kind': 'data'},
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'crop_mem_constdims': {'kind': 'op', 'op': 'Crop', 'offset': 10, 'dim': 100},
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'crop_mem_constdims_data': {'kind': 'data'},
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'concat_constdims': {'kind': 'op', 'op': 'Concat'},
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'concat_constdims_data': {'kind': 'data'},
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'memory_out_constdims': {'kind': 'op', 'op': 'Assign'},
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'memory_out_constdims_data': {'kind': 'data'},
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'result_constdims': {'kind': 'op', 'op': 'Result'},
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'crop_first_constdims': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 10},
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'crop_first_constdims_data': {'kind': 'data'},
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'concat_all': {'kind': 'op', 'op': 'Concat'},
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'concat_all_data': {'kind': 'data', 'shape': [1, 43]},
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'out_placeholder': {'kind': 'op', 'op': 'placeholder'},
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'axis_const': {'kind': 'op'},
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'axis_const_data': {'value': None, 'shape': None, 'kind': 'data'},
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'split_dim_const': {'kind': 'op'},
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'split_dim_const_data': {'value': None, 'shape': None, 'kind': 'data'},
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},
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[
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('in_placeholder', 'in_node'),
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('in_node', 'split', {'in': 0}),
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('split', 'split_data_0', {'out': 0}),
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('split', 'split_data_1', {'out': 1}),
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('fill_value', 'fill_value_data'), ('fill_value_data', 'memory_in'),
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('memory_in', 'memory_in_data'),
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('memory_in_data', 'crop_mem'),
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('crop_mem', 'crop_mem_data'),
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('crop_mem_data', 'concat', {'in': 0}),
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('split_data_0', 'concat', {'in': 1}),
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('concat', 'concat_data'),
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('concat_data', 'memory_out'),
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('memory_out', 'memory_out_data'),
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('memory_out_data', 'result'),
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('fill_value_2', 'fill_value_2_data'), ('fill_value_2_data', 'memory_in_constdims'),
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('memory_in_constdims', 'memory_in_constdims_data'),
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('memory_in_constdims_data', 'crop_mem_constdims'),
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('crop_mem_constdims', 'crop_mem_constdims_data'),
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('crop_mem_constdims_data', 'concat_constdims', {'in': 0}),
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('split_data_1', 'concat_constdims', {'in': 1}),
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('concat_constdims', 'concat_constdims_data'),
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('concat_constdims_data', 'memory_out_constdims'),
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('memory_out_constdims', 'memory_out_constdims_data'),
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('memory_out_constdims_data', 'result_constdims'),
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('concat_constdims_data', 'crop_first_constdims'),
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('crop_first_constdims', 'crop_first_constdims_data'),
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('crop_first_constdims_data', 'concat_all', {'in': 1}),
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('concat_data', 'concat_all', {'in': 0}),
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('concat_all', 'concat_all_data'),
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('concat_all_data', 'out_placeholder'),
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('axis_const', 'axis_const_data'),
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('split_dim_const', 'split_dim_const_data'),
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('axis_const_data', 'split', {'in': 1}),
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('split_dim_const_data', 'split', {'in': 2}),
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]
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'out_placeholder')
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self.assertTrue(flag, resp)
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