openvino/model-optimizer/unit_tests/extensions/ops/LookupTableInsert_test.py

60 lines
2.4 KiB
Python

# Copyright (C) 2018-2021 Intel Corporation
# SPDX-License-Identifier: Apache-2.0
import unittest
import numpy as np
from extensions.ops.LookupTableInsert import LookupTableInsert
from mo.front.common.partial_infer.utils import int64_array
from mo.graph.graph import Node
from unit_tests.utils.graph import build_graph
nodes_attributes = {'table': {'kind': 'op'},
'table_data': {'shape': None, 'value': None, 'kind': 'data'},
'keys': {'kind': 'op'},
'keys_data': {'shape': None, 'value': None, 'kind': 'data'},
'values': {'kind': 'op'},
'values_data': {'shape': None, 'value': None, 'kind': 'data'},
'lookuptableinsert_node': {'op': 'LookupTableInsert', 'kind': 'op'},
'output': {'shape': None, 'value': None, 'kind': 'data'}}
# graph 1
edges1 = [('table', 'table_data'),
('keys', 'keys_data'),
('values', 'values_data'),
('table_data', 'lookuptableinsert_node', {'in': 0}),
('keys_data', 'lookuptableinsert_node', {'in': 1}),
('values_data', 'lookuptableinsert_node', {'in': 2}),
('lookuptableinsert_node', 'output')]
# valid test case
inputs1 = {'table_data': {},
'keys_data': {'shape': int64_array([4])},
'values_data': {'shape': int64_array([4])}}
# invalid test case
inputs2 = {'table_data': {},
'keys_data': {'shape': int64_array([5, 2])},
'values_data': {'shape': int64_array([4])}}
class TestLookupTableInsert(unittest.TestCase):
def test_infer1(self):
graph = build_graph(nodes_attributes, edges1, inputs1)
lookuptableinsert_node = Node(graph, 'lookuptableinsert_node')
LookupTableInsert.infer(lookuptableinsert_node)
# prepare reference results
ref_output_shape = int64_array([])
# get the result
res_output_shape = graph.node['output']['shape']
self.assertTrue(np.array_equal(ref_output_shape, res_output_shape),
'shapes do not match expected: {} and given: {}'.format(ref_output_shape, res_output_shape))
def test_infer_invalid1(self):
graph = build_graph(nodes_attributes, edges1, inputs2)
lookuptableinsert_node = Node(graph, 'lookuptableinsert_node')
self.assertRaises(AssertionError, LookupTableInsert.infer, lookuptableinsert_node)