* Copyright 2021 Huawei Technologies Co., Ltd
*
* Licensed under the BSD 3-Clause License (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* https://opensource.org/licenses/BSD-3-Clause
*
* 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.
*/
#include <iostream>
#include <experimental/filesystem>
#include <vector>
#include "Mnasnet.h"
#include "MxBase/Log/Log.h"
namespace fs = std::experimental::filesystem;
namespace {
const uint32_t CLASS_NUM = 1000;
}
std::vector<double> g_inferCost;
int main(int argc, char* argv[])
{
if (argc <= 1) {
LogWarn << "Please input image path, such as './mnasnet ./val_union'.";
return APP_ERR_OK;
}
InitParam initParam = {};
initParam.deviceId = 0;
initParam.classNum = CLASS_NUM;
initParam.labelPath = "../convert/imagenet1000_clsidx_to_labels.names";
initParam.topk = 5;
initParam.softmax = false;
initParam.checkTensor = true;
initParam.modelPath = "../convert/mnasnet1.0.om";
auto mnasnet = std::make_shared<MnasnetOpencv>();
APP_ERROR ret = mnasnet->Init(initParam);
if (ret != APP_ERR_OK) {
LogError << "MnasnetOpencv init failed, ret=" << ret << ".";
return ret;
}
std::string imgDir = argv[1];
for (auto & entry : fs::directory_iterator(imgDir)) {
LogInfo << "read image path " << entry.path();
ret = mnasnet->Process(entry.path());
if (ret != APP_ERR_OK) {
LogError << "MnasnetOpencv process failed, ret=" << ret << ".";
mnasnet->DeInit();
return ret;
}
}
mnasnet->DeInit();
double costSum = 0;
for (unsigned int i = 0; i < g_inferCost.size(); i++) {
costSum += g_inferCost[i];
}
LogInfo << "Infer images sum " << g_inferCost.size() << ", cost total time: " << costSum << " ms.";
LogInfo << "The throughput: " << g_inferCost.size() * 1000 / costSum << " images/sec.";
return APP_ERR_OK;
}