openvino/model-optimizer/unit_tests/mo/front/mxnet/loader_test.py

79 lines
3.4 KiB
Python

# Copyright (C) 2018-2021 Intel Corporation
# SPDX-License-Identifier: Apache-2.0
import unittest
from unittest.mock import patch
from mo.front.mxnet.loader import load_symbol_nodes, parse_input_model
class MockSymbolLoadObj():
def tojson(self):
pass
class TestLoader(unittest.TestCase):
@patch('json.load')
@patch('json.loads')
@patch('os.path.isfile')
@patch('mxnet.symbol.load')
def test_load_symbol_nodes(self, mock_symbol_load, mock_isfile, mock_json_loads, mock_json_load):
mock_isfile.return_value = True
mock_json_load.return_value = {'nodes': ''}
mock_json_loads.return_value = {'nodes': {'node1': 1}}
mock_symbol_load_obj = MockSymbolLoadObj()
mock_symbol_load.return_value = mock_symbol_load_obj
with patch('mo.front.mxnet.loader.open') as mock_open:
self.assertEqual({'node1': 1}, load_symbol_nodes("model_name", legacy_mxnet_model=True))
@patch('json.load')
@patch('json.loads')
@patch('os.path.isfile')
@patch('mxnet.symbol.load')
def test_load_symbol_with_custom_nodes(self, mock_symbol_load, mock_isfile, mock_json_loads, mock_json_load):
mock_isfile.return_value = True
mock_json_load.return_value = {'nodes': [{'op': 'custom_op'}, {'op': 'custom_op'}]}
mock_json_loads.return_value = {'nodes': {'node1': 1}}
mock_symbol_load_obj = MockSymbolLoadObj()
mock_symbol_load.return_value = mock_symbol_load_obj
with patch('mo.front.mxnet.loader.open') as mock_open:
list_nodes = load_symbol_nodes("model_name", legacy_mxnet_model=False)
self.assertEqual(2, len(list_nodes))
for node in list_nodes:
self.assertEqual({'op': 'custom_op'}, node)
def test_parse_input_model(self):
input_model = '/model-optimizer-mxnet/data/nd/vgg19-0015.params'
model_name, iteration_number = parse_input_model(input_model)
self.assertEqual(model_name, '/model-optimizer-mxnet/data/nd/vgg19')
self.assertEqual(iteration_number, 15)
@patch('json.load')
@patch('json.loads')
@patch('os.path.isfile')
@patch('mxnet.symbol.load')
def test_load_symbol_nodes_with_json_and_lagacy_mode(self, mock_symbol_load, mock_isfile, mock_json_loads, mock_json_load):
mock_isfile.return_value = True
mock_json_load.return_value = {'nodes': ''}
mock_json_loads.return_value = {'nodes': {'node1': 1}}
mock_symbol_load_obj = MockSymbolLoadObj()
mock_symbol_load.return_value = mock_symbol_load_obj
with patch('mo.front.mxnet.loader.open') as mock_open:
self.assertEqual({'node1': 1}, load_symbol_nodes("model_name", input_symbol="some-symbol.json", legacy_mxnet_model=True))
@patch('json.load')
@patch('json.loads')
@patch('os.path.isfile')
@patch('mxnet.symbol.load')
def test_load_symbol_nodes_with_json(self, mock_symbol_load, mock_isfile, mock_json_loads, mock_json_load):
mock_isfile.return_value = True
#json.load
mock_json_load.return_value = {'nodes': {'node1': 1}}
mock_json_loads.return_value = {'nodes': ''}
mock_symbol_load_obj = MockSymbolLoadObj()
mock_symbol_load.return_value = mock_symbol_load_obj
with patch('mo.front.mxnet.loader.open') as mock_open:
self.assertEqual({'node1': 1}, load_symbol_nodes("model_name", input_symbol="some-symbol.json", legacy_mxnet_model=False))