88 lines
4.4 KiB
Python
88 lines
4.4 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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from extensions.middle.ReplacePNorm import ReplacePNormNodePattern
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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
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class ReplacePNormNodePatternTests(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, 3500]},
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'pnorm': {'kind': 'op', 'op': 'pnorm', 'group': 10, 'p': 2.0},
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'pnorm_data': {'kind': 'data', 'shape': [1, 350]},
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'out_placeholder': {'kind': 'op', 'op': 'placeholder'},
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}
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def test_pnorm(self):
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graph = build_graph(self.nodes_attributes,
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[('placeholder', 'in_node'),
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('in_node', 'pnorm'),
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('pnorm', 'pnorm_data'),
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('pnorm_data', 'out_placeholder')])
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ReplacePNormNodePattern().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, 3500]},
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'pow_const': {'kind': 'op', 'value': 2.0},
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'pow_const_d': {'kind': 'data'},
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'pow': {'kind': 'op', 'op': 'Pow'},
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'pow_data': {'kind': 'data'},
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'reshape': {'kind': 'op', 'op': 'Reshape'},
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'reshape_data': {'kind': 'data'},
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'const': {'kind': 'op', 'op': 'Const', 'value': [1, 350, 10]},
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'const_data': {'kind': 'data'},
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'reduce': {'kind': 'op', 'op': 'ReduceSum'},
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'reduce_data': {'kind': 'data'},
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'const_1': {'kind': 'op', 'op': 'Const', 'value': 2},
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'const_data_1': {'kind': 'data'},
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'invpow_const': {'kind': 'op', 'value': 0.5},
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'invpow_const_d': {'kind': 'data'},
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'invpow': {'kind': 'op', 'op': 'Pow'},
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'invpow_data': {'kind': 'data'},
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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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('in_node', 'pow', {'in': 0}),
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('pow', 'pow_data'),
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('pow_data', 'reshape', {'in': 0}),
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('reshape', 'reshape_data'),
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('const', 'const_data'),
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('const_data', 'reshape', {'in': 1}),
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('reshape_data', 'reduce', {'in': 0}),
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('const_1', 'const_data_1'),
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('const_data_1', 'reduce', {'in': 1}),
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('reduce', 'reduce_data'),
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('reduce_data', 'invpow', {'in': 0}),
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('invpow', 'invpow_data'),
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('invpow_data', 'out_placeholder'),
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('pow_const', 'pow_const_d'),
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('invpow_const', 'invpow_const_d'),
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('pow_const_d', 'pow', {'in': 1}),
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('invpow_const_d', 'invpow', {'in': 1}),
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]
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'out_placeholder', check_op_attrs=True)
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self.assertTrue(flag, resp)
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