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openvino/model-optimizer/extensions/front/scatter_normalizer_test.py
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"""
Copyright (C) 2018-2020 Intel Corporation
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
"""
import unittest
import numpy as np
from extensions.front.scatter_normalizer import ScatterNormalizer
from mo.utils.ir_engine.compare_graphs import compare_graphs
from mo.utils.unittest.graph import build_graph, result, connect, \
regular_op_with_empty_data
nodes = {
**regular_op_with_empty_data('placeholder_1', {'type': 'Parameter'}),
**regular_op_with_empty_data('placeholder_2', {'type': 'Parameter'}),
**regular_op_with_empty_data('placeholder_3', {'type': 'Parameter'}),
**regular_op_with_empty_data('node', {'op': 'ScatterElementsUpdate', 'is_scatter': True}),
**regular_op_with_empty_data('axis', {'type': 'Const', 'value': None}),
**result(),
}
edges = [
*connect('placeholder_1', '0:node'),
*connect('placeholder_2', '1:node'),
*connect('placeholder_3', '2:node'),
*connect('node', 'output'),
]
class TestDiv(unittest.TestCase):
def test_ScatterElementsUpdate_has_axis_and_3_inputs(self):
graph = build_graph(nodes, edges, {'node': {'axis': 1}}, nodes_with_edges_only=True)
ScatterNormalizer().find_and_replace_pattern(graph)
graph_ref = build_graph(nodes, [
*edges,
*connect('axis', '3:node'),
], {'axis': {'value': np.int64(1)}}, nodes_with_edges_only=True)
(flag, resp) = compare_graphs(graph, graph_ref, 'output', check_op_attrs=True)
self.assertTrue(flag, resp)
def test_ScatterElementsUpdate_has_axis_and_4_inputs(self):
graph = build_graph(nodes, [
*edges,
*connect('axis', '3:node'),
], {'node': {'axis': 1}, 'axis': {'value': np.int64(1)}}, nodes_with_edges_only=True)
self.assertRaises(AssertionError, ScatterNormalizer().find_and_replace_pattern, graph)
def test_ScatterElementsUpdate_has_no_axis_and_3_inputs(self):
graph = build_graph(nodes, edges, nodes_with_edges_only=True)
self.assertRaises(AssertionError, ScatterNormalizer().find_and_replace_pattern, graph)
def test_ScatterElementsUpdate_has_no_axis_and_4_inputs(self):
graph = build_graph(nodes, [
*edges,
*connect('axis', '3:node'),
], {'axis': {'value': np.int64(1)}}, nodes_with_edges_only=True)
ScatterNormalizer().find_and_replace_pattern(graph)
graph_ref = build_graph(nodes, [
*edges,
*connect('axis', '3:node'),
], {'axis': {'value': np.int64(1)}}, nodes_with_edges_only=True)
(flag, resp) = compare_graphs(graph, graph_ref, 'output', check_op_attrs=True)
self.assertTrue(flag, resp)