void testProtoDataProvider(int* numPerSlotType, bool iid, bool async,
bool useGpu, bool dataCompression,
int numConstantSlots = 0) {
mkDir(kTestDir);
DataBatch data;
prepareData(&data, numPerSlotType, iid, useGpu);
writeData(data, useGpu, dataCompression);
DataConfig config;
config.set_type("proto");
config.set_files(dataCompression ? kProtoFileListCompressed : kProtoFileList);
config.set_async_load_data(async);
for (int i = 0; i < numConstantSlots; ++i) {
config.add_constant_slots(i + 11);
MatrixPtr w = Matrix::create(data.getSize(), 1, /* trans= */ false,
/* useGpu= */ false);
w->assign(config.constant_slots(i));
data.appendData(w);
}
unique_ptr<DataProvider> dataProvider(DataProvider::create(config, useGpu));
dataProvider->setSkipShuffle();
EXPECT_EQ(data.getSize(), dataProvider->getSize());
int64_t batchSize = 10;
DataBatch batch;
size_t seq1 = 0;
vector<Argument>& args1 = data.getStreams();
ICpuGpuVectorPtr sequenceStartPositions1 =
args1[0].sequenceStartPositions;
dataProvider->reset();
while (dataProvider->getNextBatch(batchSize, &batch) > 0) {
CHECK_EQ(data.getNumStreams(), batch.getNumStreams());
vector<Argument>& args2 = batch.getStreams();
ICpuGpuVectorPtr sequenceStartPositions2 =
args2[0].sequenceStartPositions;
for (auto& arg : args2) {
EXPECT_EQ(iid, !arg.sequenceStartPositions);
}
size_t numSeqs = batch.getNumSequences();
VLOG(1) << "numSeqs=" << numSeqs;
for (size_t seq2 = 0; seq2 < numSeqs; ++seq1, ++seq2) {
int64_t begin1 = seq1;
int64_t end1 = seq1 + 1;
if (sequenceStartPositions1) {
begin1 = sequenceStartPositions1->getElement(seq1);
end1 = sequenceStartPositions1->getElement(seq1 + 1);
EXPECT_LT(seq1, sequenceStartPositions1->getSize() - 1);
}
int64_t begin2 = seq2;
int64_t end2 = seq2 + 1;
if (sequenceStartPositions2) {
begin2 = sequenceStartPositions2->getElement(seq2);
end2 = sequenceStartPositions2->getElement(seq2 + 1);
}
VLOG(1) << " begin1=" << begin1 << " end1=" << end1
<< " begin2=" << begin2 << " end2=" << end2;
EXPECT_EQ(end1 - begin1, end2 - begin2);
for (int i = 0; i < end1 - begin1; ++i) {
checkSample(args1, begin1 + i, args2, begin2 + i, useGpu);
}
}
}
EXPECT_EQ(seq1, (size_t)data.getNumSequences());
rmDir(kTestDir);
}
