# Copyright 2020 Huawei Technologies Co., Ltd # # 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. # ============================================================================ """Test forward_call module.""" import ast import textwrap from unittest.mock import patch from mindinsight.mindconverter.forward_call import ForwardCall class TestForwardCall: """Test the class of ForwardCall.""" source = textwrap.dedent("""\ import a import a.nn as nn import a.nn.functional as F class TestNet: def __init__(self): self.conv1 = nn.Conv2d(3, 6, 5) self.conv2 = nn.Conv2d(6, 16, 5) self.fc1 = nn.Linear(16 * 5 * 5, 120) self.fc2 = nn.Linear(120, 84) self.fc3 = nn.Linear(84, 10) def forward(self, x): out = self.forward1(out) return out def forward1(self, x): out = F.relu(self.conv1(x)) out = F.max_pool2d(out, 2) out = F.relu(self.conv2(out)) out = F.max_pool2d(out, 2) out = out.view(out.size(0), -1) out = F.relu(self.fc1(out)) out = F.relu(self.fc2(out)) out = self.fc3(out) return out """) @patch.object(ForwardCall, 'process') def test_process(self, mock_process): """Test the function of visit ast tree to find out forward functions.""" mock_process.return_value = None forward_call = ForwardCall("mock") forward_call.visit(ast.parse(self.source)) expect_calls = ['TestNet.forward1', 'TestNet.forward1', 'F.relu', 'TestNet.conv1', 'F.max_pool2d', 'TestNet.conv2', 'out.view', 'out.size', 'TestNet.fc1', 'TestNet.fc2', 'TestNet.fc3', ] assert [forward_call.calls].sort() == expect_calls.sort()