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#include <string>
#include <vector>
#include "gtest/gtest.h"
#include "singa/neuralnet/input_layer.h"
#include "singa/proto/job.pb.h"
#include "singa/proto/common.pb.h"
class RecordInputLayerTest : public ::testing::Test {
protected:
virtual void SetUp() {
std::string path ="src/test/test.bin";
auto* store = singa::io::CreateStore("kvfile");
store->Open(path, singa::io::kCreate);
{
singa::RecordProto image;
image.add_data(3.2);
image.add_data(1);
image.add_data(14.1);
image.set_label(12);
std::string val;
image.SerializeToString(&val);
store->Write("0", val);
}
{
singa::SingleLabelImageRecord image;
image.add_data(0.2);
image.add_data(0);
image.add_data(1.1);
image.set_label(2);
std::string val;
image.SerializeToString(&val);
store->Write("1", val);
}
{
singa::SingleLabelImageRecord image;
image.add_data(2.2);
image.add_data(1);
image.add_data(4.1);
image.set_label(1);
std::string val;
image.SerializeToString(&val);
store->Write("2", val);
}
store->Flush();
store->Close();
auto conf = image_conf.mutable_store_conf();
conf->set_path(path);
conf->set_batchsize(2);
conf->add_shape(3);
conf->set_backend("kvfile");
}
singa::LayerProto image_conf;
};
TEST_F(RecordInputLayerTest, Setup) {
singa::RecordInputLayer layer;
layer.Setup(image_conf, std::vector<singa::Layer*>{});
EXPECT_EQ(2, static_cast<int>(layer.aux_data().size()));
EXPECT_EQ(6, layer.data(nullptr).count());
}
TEST_F(RecordInputLayerTest, ComputeFeature) {
singa::RecordInputLayer image;
image.Setup(image_conf, std::vector<singa::Layer*>{});
image.ComputeFeature(singa::kTrain, std::vector<singa::Layer*>{});
EXPECT_EQ(12, image.aux_data()[0]);
EXPECT_EQ(2, image.aux_data()[1]);
auto data = image.data(nullptr);
EXPECT_EQ(3.2f, data.cpu_data()[0]);
EXPECT_EQ(14.1f, data.cpu_data()[2]);
EXPECT_EQ(0.2f, data.cpu_data()[3]);
EXPECT_EQ(1.1f, data.cpu_data()[5]);
}
TEST_F(RecordInputLayerTest, ComputeFeatureDeploy) {
singa::RecordInputLayer image;
image.Setup(image_conf, std::vector<singa::Layer*>{});
image.ComputeFeature(singa::kDeploy, std::vector<singa::Layer*>{});
auto data = image.data(nullptr);
EXPECT_EQ(3.2f, data.cpu_data()[0]);
EXPECT_EQ(14.1f, data.cpu_data()[2]);
EXPECT_EQ(0.2f, data.cpu_data()[3]);
EXPECT_EQ(1.1f, data.cpu_data()[5]);
}
TEST_F(RecordInputLayerTest, SeekToFirst) {
singa::RecordInputLayer image;
image.Setup(image_conf, std::vector<singa::Layer*>{});
image.ComputeFeature(singa::kTrain, std::vector<singa::Layer*>{});
image.ComputeFeature(singa::kTrain, std::vector<singa::Layer*>{});
auto data = image.data(nullptr);
EXPECT_EQ(2.2f, data.cpu_data()[0]);
EXPECT_EQ(4.1f, data.cpu_data()[2]);
EXPECT_EQ(3.2f, data.cpu_data()[3]);
EXPECT_EQ(14.1f, data.cpu_data()[5]);
}