225 lines
8.9 KiB
Python
225 lines
8.9 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.ConcatOptimization import ConcatOdInputEraserAndPortsReconnect
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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 mo.utils.unittest.graph import build_graph, result, regular_op_with_shaped_data, shaped_const_with_data, connect
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class ConcatOdInputEraserAndPortsReconnectTest(unittest.TestCase):
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def test_deletion(self):
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nodes = {
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**shaped_const_with_data('input_0', [1]),
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**shaped_const_with_data('input_1', [1]),
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**shaped_const_with_data('input_2', [0]),
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**shaped_const_with_data('input_3', [1]),
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**regular_op_with_shaped_data('concat', [3], {'type': 'Concat'}),
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**result(),
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}
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edges_before = [
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*connect('input_0', '0:concat'),
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*connect('input_1', '1:concat'),
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*connect('input_2', '2:concat'),
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*connect('input_3', '3:concat'),
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*connect('concat', 'output'),
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]
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edges_after = [
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*connect('input_0', '0:concat'),
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*connect('input_1', '1:concat'),
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*connect('input_3', '2:concat'),
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*connect('concat', 'output'),
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]
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graph = build_graph(nodes, edges_before, nodes_with_edges_only=True)
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ConcatOdInputEraserAndPortsReconnect().find_and_replace_pattern(graph)
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graph_ref = build_graph(nodes, edges_after, 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_deletion_2(self):
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nodes = {
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**shaped_const_with_data('input_0', [5, 0]),
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**shaped_const_with_data('input_1', [5, 1]),
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**shaped_const_with_data('input_2', [5, 3]),
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**shaped_const_with_data('input_3', [5, 5]),
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**regular_op_with_shaped_data('concat', [5, 9], {'type': 'Concat', 'axis': 1}),
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**result(),
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}
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edges_before = [
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*connect('input_0', '0:concat'),
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*connect('input_1', '1:concat'),
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*connect('input_2', '2:concat'),
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*connect('input_3', '3:concat'),
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*connect('concat', 'output'),
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]
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edges_after = [
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*connect('input_1', '0:concat'),
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*connect('input_2', '1:concat'),
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*connect('input_3', '2:concat'),
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*connect('concat', 'output'),
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]
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graph = build_graph(nodes, edges_before, nodes_with_edges_only=True)
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ConcatOdInputEraserAndPortsReconnect().find_and_replace_pattern(graph)
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graph_ref = build_graph(nodes, edges_after, 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_deletion_3(self):
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nodes = {
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**shaped_const_with_data('input_0', [5, 3]),
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**shaped_const_with_data('input_1', [5, 1]),
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**shaped_const_with_data('input_2', [5, 5]),
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**shaped_const_with_data('input_3', [5, 0]),
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**regular_op_with_shaped_data('concat', [5, 9], {'type': 'Concat', 'axis': 1}),
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**result(),
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}
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edges_before = [
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*connect('input_0', '0:concat'),
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*connect('input_1', '1:concat'),
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*connect('input_2', '2:concat'),
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*connect('input_3', '3:concat'),
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*connect('concat', 'output'),
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]
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edges_after = [
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*connect('input_0', '0:concat'),
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*connect('input_1', '1:concat'),
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*connect('input_2', '2:concat'),
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*connect('concat', 'output'),
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]
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graph = build_graph(nodes, edges_before, nodes_with_edges_only=True)
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ConcatOdInputEraserAndPortsReconnect().find_and_replace_pattern(graph)
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graph_ref = build_graph(nodes, edges_after, 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_deletion_unconnected_port_and_0d(self):
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nodes = {
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**shaped_const_with_data('input_0', [5, 3]),
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**shaped_const_with_data('input_2', [5, 1]),
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**shaped_const_with_data('input_3', [5, 0]),
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**regular_op_with_shaped_data('concat', [5, 4], {'type': 'Concat', 'axis': 1}),
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**result(),
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}
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edges_before = [
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*connect('input_0', '0:concat'),
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*connect('input_2', '2:concat'),
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*connect('input_3', '3:concat'),
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*connect('concat', 'output'),
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]
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edges_after = [
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*connect('input_0', '0:concat'),
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*connect('input_2', '1:concat'),
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*connect('concat', 'output'),
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]
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graph = build_graph(nodes, edges_before, nodes_with_edges_only=True)
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ConcatOdInputEraserAndPortsReconnect().find_and_replace_pattern(graph)
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graph_ref = build_graph(nodes, edges_after, 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_deletion_unconnected_ports(self):
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nodes = {
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**shaped_const_with_data('input_0', [5, 3]),
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**shaped_const_with_data('input_4', [5, 1]),
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**shaped_const_with_data('input_7', [5, 2]),
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**regular_op_with_shaped_data('concat', [5, 6], {'type': 'Concat', 'axis': 1}),
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**result(),
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}
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edges_before = [
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*connect('input_0', '0:concat'),
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*connect('input_4', '4:concat'),
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*connect('input_7', '7:concat'),
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*connect('concat', 'output'),
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]
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edges_after = [
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*connect('input_0', '0:concat'),
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*connect('input_4', '1:concat'),
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*connect('input_7', '2:concat'),
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*connect('concat', 'output'),
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]
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graph = build_graph(nodes, edges_before, nodes_with_edges_only=True)
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ConcatOdInputEraserAndPortsReconnect().find_and_replace_pattern(graph)
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graph_ref = build_graph(nodes, edges_after, 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_deletion_trailing_unconnected_ports(self):
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nodes = {
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**shaped_const_with_data('input_0', [5, 3]),
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**regular_op_with_shaped_data('concat', [5, 3], {'type': 'Concat', 'axis': 1}),
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**result(),
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}
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edges_before = [
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*connect('input_0', '0:concat'),
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*connect('concat', 'output'),
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]
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edges_after = [
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*connect('input_0', '0:concat'),
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*connect('concat', 'output'),
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]
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graph = build_graph(nodes, edges_before, nodes_with_edges_only=True)
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Node(graph, 'concat').add_input_port(1)
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ConcatOdInputEraserAndPortsReconnect().find_and_replace_pattern(graph)
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graph_ref = build_graph(nodes, edges_after, 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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self.assertTrue(1 not in Node(graph, 'concat').in_ports())
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def test_negative(self):
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nodes = {
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**shaped_const_with_data('input_0', [1]),
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**shaped_const_with_data('input_1', [1]),
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**shaped_const_with_data('input_2', [1]),
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**shaped_const_with_data('input_3', [1]),
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**regular_op_with_shaped_data('concat', [4], {'type': 'Concat'}),
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**result(),
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}
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edges = [
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*connect('input_0', '0:concat'),
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*connect('input_1', '1:concat'),
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*connect('input_2', '2:concat'),
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*connect('input_3', '3:concat'),
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*connect('concat', 'output'),
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]
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graph = build_graph(nodes, edges, nodes_with_edges_only=True)
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ConcatOdInputEraserAndPortsReconnect().find_and_replace_pattern(graph)
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graph_ref = build_graph(nodes, edges, 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_assertion_error(self):
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nodes = {
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**shaped_const_with_data('input_0', [0]),
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**shaped_const_with_data('input_1', [0]),
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**shaped_const_with_data('input_2', [0]),
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**shaped_const_with_data('input_3', [0]),
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**regular_op_with_shaped_data('concat', [0], {'type': 'Concat'}),
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**result(),
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}
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edges = [
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*connect('input_0', '0:concat'),
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*connect('input_1', '1:concat'),
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*connect('input_2', '2:concat'),
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*connect('input_3', '3:concat'),
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*connect('concat', 'output'),
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]
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graph = build_graph(nodes, edges, nodes_with_edges_only=True)
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self.assertRaises(AssertionError, ConcatOdInputEraserAndPortsReconnect().find_and_replace_pattern, graph)
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