tesseract/unittest/stridemap_test.cc

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#include "tesseract/lstm/stridemap.h"
using tesseract::FD_BATCH;
using tesseract::FD_HEIGHT;
using tesseract::FD_WIDTH;
using tesseract::FlexDimensions;
using tesseract::StrideMap;
namespace {
class StridemapTest : public ::testing::Test {
protected:
// Sets up an Array2d object of the given size, initialized to increasing
// values starting with start.
std::unique_ptr<Array2D<int>> SetupArray(int ysize, int xsize, int start) {
std::unique_ptr<Array2D<int>> a(new Array2D<int>(ysize, xsize));
int value = start;
for (int y = 0; y < ysize; ++y) {
for (int x = 0; x < xsize; ++x) {
(*a)(y, x) = value++;
}
}
return a;
}
};
TEST_F(StridemapTest, Indexing) {
// This test verifies that with a batch of arrays of different sizes, the
// iteration index each of them in turn, without going out of bounds.
std::vector<std::unique_ptr<Array2D<int>>> arrays;
arrays.push_back(SetupArray(3, 4, 0));
arrays.push_back(SetupArray(4, 5, 12));
arrays.push_back(SetupArray(4, 4, 32));
arrays.push_back(SetupArray(3, 5, 48));
std::vector<std::pair<int, int>> h_w_sizes;
for (int i = 0; i < arrays.size(); ++i) {
h_w_sizes.emplace_back(arrays[i].get()->height(), arrays[i].get()->width());
}
StrideMap stride_map;
stride_map.SetStride(h_w_sizes);
StrideMap::Index index(stride_map);
int pos = 0;
do {
EXPECT_GE(index.t(), pos);
EXPECT_EQ((*arrays.at(index.index(FD_BATCH)))(index.index(FD_HEIGHT),
index.index(FD_WIDTH)),
pos);
EXPECT_EQ(index.IsLast(FD_BATCH),
index.index(FD_BATCH) == arrays.size() - 1);
EXPECT_EQ(
index.IsLast(FD_HEIGHT),
index.index(FD_HEIGHT) == arrays[index.index(FD_BATCH)]->height() - 1);
EXPECT_EQ(
index.IsLast(FD_WIDTH),
index.index(FD_WIDTH) == arrays[index.index(FD_BATCH)]->width() - 1);
EXPECT_TRUE(index.IsValid());
++pos;
} while (index.Increment());
LOG(INFO) << "pos=" << pos;
index.InitToLast();
do {
--pos;
EXPECT_GE(index.t(), pos);
EXPECT_EQ((*arrays.at(index.index(FD_BATCH)))(index.index(FD_HEIGHT),
index.index(FD_WIDTH)),
pos);
StrideMap::Index copy(index);
// Since a change in batch index changes the height and width, it isn't
// necessarily true that the position is still valid, even when changing
// to another valid batch index.
if (index.IsLast(FD_BATCH)) EXPECT_FALSE(copy.AddOffset(1, FD_BATCH));
copy = index;
EXPECT_EQ(index.IsLast(FD_HEIGHT), !copy.AddOffset(1, FD_HEIGHT));
copy = index;
EXPECT_EQ(index.IsLast(FD_WIDTH), !copy.AddOffset(1, FD_WIDTH));
copy = index;
if (index.index(FD_BATCH) == 0) EXPECT_FALSE(copy.AddOffset(-1, FD_BATCH));
copy = index;
EXPECT_EQ(index.index(FD_HEIGHT) == 0, !copy.AddOffset(-1, FD_HEIGHT));
copy = index;
EXPECT_EQ(index.index(FD_WIDTH) == 0, !copy.AddOffset(-1, FD_WIDTH));
copy = index;
EXPECT_FALSE(copy.AddOffset(10, FD_WIDTH));
copy = index;
EXPECT_FALSE(copy.AddOffset(-10, FD_HEIGHT));
EXPECT_TRUE(index.IsValid());
} while (index.Decrement());
}
TEST_F(StridemapTest, Scaling) {
// This test verifies that with a batch of arrays of different sizes, the
// scaling/reduction functions work as expected.
std::vector<std::unique_ptr<Array2D<int>>> arrays;
arrays.push_back(SetupArray(3, 4, 0)); // 0-11
arrays.push_back(SetupArray(4, 5, 12)); // 12-31
arrays.push_back(SetupArray(4, 4, 32)); // 32-47
arrays.push_back(SetupArray(3, 5, 48)); // 48-62
std::vector<std::pair<int, int>> h_w_sizes;
for (int i = 0; i < arrays.size(); ++i) {
h_w_sizes.emplace_back(arrays[i].get()->height(), arrays[i].get()->width());
}
StrideMap stride_map;
stride_map.SetStride(h_w_sizes);
// Scale x by 2, keeping y the same.
std::vector<int> values_x2 = {0, 1, 4, 5, 8, 9, 12, 13, 17, 18,
22, 23, 27, 28, 32, 33, 36, 37, 40, 41,
44, 45, 48, 49, 53, 54, 58, 59};
StrideMap test_map(stride_map);
test_map.ScaleXY(2, 1);
StrideMap::Index index(test_map);
int pos = 0;
do {
int expected_value = values_x2[pos++];
EXPECT_EQ((*arrays.at(index.index(FD_BATCH)))(index.index(FD_HEIGHT),
index.index(FD_WIDTH)),
expected_value);
} while (index.Increment());
EXPECT_EQ(pos, values_x2.size());
test_map = stride_map;
// Scale y by 2, keeping x the same.
std::vector<int> values_y2 = {0, 1, 2, 3, 12, 13, 14, 15, 16,
17, 18, 19, 20, 21, 32, 33, 34, 35,
36, 37, 38, 39, 48, 49, 50, 51, 52};
test_map.ScaleXY(1, 2);
index.InitToFirst();
pos = 0;
do {
int expected_value = values_y2[pos++];
EXPECT_EQ((*arrays.at(index.index(FD_BATCH)))(index.index(FD_HEIGHT),
index.index(FD_WIDTH)),
expected_value);
} while (index.Increment());
EXPECT_EQ(pos, values_y2.size());
test_map = stride_map;
// Scale x and y by 2.
std::vector<int> values_xy2 = {0, 1, 12, 13, 17, 18, 32, 33, 36, 37, 48, 49};
test_map.ScaleXY(2, 2);
index.InitToFirst();
pos = 0;
do {
int expected_value = values_xy2[pos++];
EXPECT_EQ((*arrays.at(index.index(FD_BATCH)))(index.index(FD_HEIGHT),
index.index(FD_WIDTH)),
expected_value);
} while (index.Increment());
EXPECT_EQ(pos, values_xy2.size());
test_map = stride_map;
// Reduce Width to 1.
std::vector<int> values_x_to_1 = {0, 4, 8, 12, 17, 22, 27,
32, 36, 40, 44, 48, 53, 58};
test_map.ReduceWidthTo1();
index.InitToFirst();
pos = 0;
do {
int expected_value = values_x_to_1[pos++];
EXPECT_EQ((*arrays.at(index.index(FD_BATCH)))(index.index(FD_HEIGHT),
index.index(FD_WIDTH)),
expected_value);
} while (index.Increment());
EXPECT_EQ(pos, values_x_to_1.size());
}
} // namespace