Extracted common test helper functions out from the unittest into a sharable
library. Also migrated away from OpenCVX. PiperOrigin-RevId: 490074410
This commit is contained in:
committed by
Copybara-Service
parent
652423a23d
commit
adddf2c2ab
@@ -30,6 +30,7 @@ exports_files(
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glob(["testdata/image_to_tensor/*"]),
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visibility = [
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"//mediapipe/calculators/image:__subpackages__",
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"//mediapipe/util:__subpackages__",
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],
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)
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@@ -1133,6 +1134,7 @@ cc_test(
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"//mediapipe/framework/port:opencv_imgcodecs",
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"//mediapipe/framework/port:opencv_imgproc",
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"//mediapipe/framework/port:parse_text_proto",
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"//mediapipe/util:image_test_utils",
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"@com_google_absl//absl/flags:flag",
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"@com_google_absl//absl/memory",
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"@com_google_absl//absl/strings",
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@@ -36,29 +36,17 @@
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#include "mediapipe/framework/port/opencv_imgproc_inc.h"
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#include "mediapipe/framework/port/parse_text_proto.h"
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#include "mediapipe/framework/port/status_matchers.h"
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#include "mediapipe/util/image_test_utils.h"
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namespace mediapipe {
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namespace {
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cv::Mat GetRgb(absl::string_view path) {
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cv::Mat bgr = cv::imread(file::JoinPath("./", path));
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cv::Mat rgb;
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cv::cvtColor(bgr, rgb, cv::COLOR_BGR2RGB);
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return rgb;
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}
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constexpr char kTestDataDir[] =
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"/mediapipe/calculators/tensor/testdata/"
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"image_to_tensor/";
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cv::Mat GetRgba(absl::string_view path) {
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cv::Mat bgr = cv::imread(file::JoinPath("./", path));
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cv::Mat rgb;
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cv::cvtColor(bgr, rgb, cv::COLOR_BGR2RGBA);
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return rgb;
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}
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cv::Mat GetGray(absl::string_view path) {
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cv::Mat bgr = cv::imread(file::JoinPath("./", path));
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cv::Mat gray;
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cv::cvtColor(bgr, gray, cv::COLOR_BGR2GRAY);
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return gray;
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std::string GetFilePath(absl::string_view filename) {
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return file::JoinPath("./", kTestDataDir, filename);
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}
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// Image to tensor test template.
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@@ -259,15 +247,12 @@ TEST(ImageToTensorCalculatorTest, MediumSubRectKeepAspect) {
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roi.set_width(0.5f);
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roi.set_height(0.5f);
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roi.set_rotation(0);
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RunTest(
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/medium_sub_rect_keep_aspect.png"),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/256, /*tensor_height=*/256, /*keep_aspect=*/true,
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/*border mode*/ {}, roi);
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RunTest(GetRgb(GetFilePath("input.jpg")),
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GetRgb(GetFilePath("medium_sub_rect_keep_aspect.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/256, /*tensor_height=*/256, /*keep_aspect=*/true,
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/*border mode*/ {}, roi);
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}
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TEST(ImageToTensorCalculatorTest, MediumSubRectKeepAspectBorderZero) {
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@@ -277,11 +262,8 @@ TEST(ImageToTensorCalculatorTest, MediumSubRectKeepAspectBorderZero) {
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roi.set_width(0.5f);
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roi.set_height(0.5f);
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roi.set_rotation(0);
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RunTest(GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/"
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"medium_sub_rect_keep_aspect_border_zero.png"),
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RunTest(GetRgb(GetFilePath("input.jpg")),
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GetRgb(GetFilePath("medium_sub_rect_keep_aspect_border_zero.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/256, /*tensor_height=*/256, /*keep_aspect=*/true,
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@@ -295,11 +277,8 @@ TEST(ImageToTensorCalculatorTest, MediumSubRectKeepAspectWithRotation) {
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roi.set_width(0.5f);
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roi.set_height(0.5f);
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roi.set_rotation(M_PI * 90.0f / 180.0f);
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RunTest(GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/"
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"medium_sub_rect_keep_aspect_with_rotation.png"),
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RunTest(GetRgb(GetFilePath("input.jpg")),
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GetRgb(GetFilePath("medium_sub_rect_keep_aspect_with_rotation.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}},
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/*tensor_width=*/256, /*tensor_height=*/256, /*keep_aspect=*/true,
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@@ -314,11 +293,9 @@ TEST(ImageToTensorCalculatorTest,
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roi.set_width(0.5f);
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roi.set_height(0.5f);
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roi.set_rotation(M_PI * 90.0f / 180.0f);
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RunTest(GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/"
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"medium_sub_rect_keep_aspect_with_rotation_border_zero.png"),
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RunTest(GetRgb(GetFilePath("input.jpg")),
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GetRgb(GetFilePath(
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"medium_sub_rect_keep_aspect_with_rotation_border_zero.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/256, /*tensor_height=*/256, /*keep_aspect=*/true,
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@@ -332,16 +309,12 @@ TEST(ImageToTensorCalculatorTest, MediumSubRectWithRotation) {
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roi.set_width(0.5f);
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roi.set_height(0.5f);
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roi.set_rotation(M_PI * -45.0f / 180.0f);
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RunTest(
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb(
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"/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/medium_sub_rect_with_rotation.png"),
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/*float_ranges=*/{{-1.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/256, /*tensor_height=*/256, /*keep_aspect=*/false,
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BorderMode::kReplicate, roi);
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RunTest(GetRgb(GetFilePath("input.jpg")),
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GetRgb(GetFilePath("medium_sub_rect_with_rotation.png")),
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/*float_ranges=*/{{-1.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/256, /*tensor_height=*/256, /*keep_aspect=*/false,
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BorderMode::kReplicate, roi);
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}
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TEST(ImageToTensorCalculatorTest, MediumSubRectWithRotationBorderZero) {
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@@ -351,11 +324,8 @@ TEST(ImageToTensorCalculatorTest, MediumSubRectWithRotationBorderZero) {
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roi.set_width(0.5f);
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roi.set_height(0.5f);
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roi.set_rotation(M_PI * -45.0f / 180.0f);
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RunTest(GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/"
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"medium_sub_rect_with_rotation_border_zero.png"),
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RunTest(GetRgb(GetFilePath("input.jpg")),
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GetRgb(GetFilePath("medium_sub_rect_with_rotation_border_zero.png")),
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/*float_ranges=*/{{-1.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/256, /*tensor_height=*/256, /*keep_aspect=*/false,
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@@ -369,10 +339,8 @@ TEST(ImageToTensorCalculatorTest, LargeSubRect) {
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roi.set_width(1.5f);
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roi.set_height(1.1f);
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roi.set_rotation(0);
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RunTest(GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/large_sub_rect.png"),
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RunTest(GetRgb(GetFilePath("input.jpg")),
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GetRgb(GetFilePath("large_sub_rect.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}},
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/*tensor_width=*/128, /*tensor_height=*/128, /*keep_aspect=*/false,
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@@ -386,15 +354,12 @@ TEST(ImageToTensorCalculatorTest, LargeSubRectBorderZero) {
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roi.set_width(1.5f);
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roi.set_height(1.1f);
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roi.set_rotation(0);
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RunTest(
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/large_sub_rect_border_zero.png"),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/128, /*tensor_height=*/128, /*keep_aspect=*/false,
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BorderMode::kZero, roi);
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RunTest(GetRgb(GetFilePath("input.jpg")),
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GetRgb(GetFilePath("large_sub_rect_border_zero.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/128, /*tensor_height=*/128, /*keep_aspect=*/false,
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BorderMode::kZero, roi);
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}
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TEST(ImageToTensorCalculatorTest, LargeSubRectKeepAspect) {
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@@ -404,15 +369,12 @@ TEST(ImageToTensorCalculatorTest, LargeSubRectKeepAspect) {
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roi.set_width(1.5f);
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roi.set_height(1.1f);
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roi.set_rotation(0);
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RunTest(
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/large_sub_rect_keep_aspect.png"),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/128, /*tensor_height=*/128, /*keep_aspect=*/true,
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BorderMode::kReplicate, roi);
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RunTest(GetRgb(GetFilePath("input.jpg")),
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GetRgb(GetFilePath("large_sub_rect_keep_aspect.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/128, /*tensor_height=*/128, /*keep_aspect=*/true,
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BorderMode::kReplicate, roi);
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}
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TEST(ImageToTensorCalculatorTest, LargeSubRectKeepAspectBorderZero) {
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@@ -422,11 +384,8 @@ TEST(ImageToTensorCalculatorTest, LargeSubRectKeepAspectBorderZero) {
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roi.set_width(1.5f);
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roi.set_height(1.1f);
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roi.set_rotation(0);
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RunTest(GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/"
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"large_sub_rect_keep_aspect_border_zero.png"),
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RunTest(GetRgb(GetFilePath("input.jpg")),
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GetRgb(GetFilePath("large_sub_rect_keep_aspect_border_zero.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/128, /*tensor_height=*/128, /*keep_aspect=*/true,
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@@ -440,11 +399,8 @@ TEST(ImageToTensorCalculatorTest, LargeSubRectKeepAspectWithRotation) {
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roi.set_width(1.5f);
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roi.set_height(1.1f);
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roi.set_rotation(M_PI * -15.0f / 180.0f);
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RunTest(GetRgba("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/"
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"large_sub_rect_keep_aspect_with_rotation.png"),
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RunTest(GetRgba(GetFilePath("input.jpg")),
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GetRgb(GetFilePath("large_sub_rect_keep_aspect_with_rotation.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/128, /*tensor_height=*/128, /*keep_aspect=*/true,
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@@ -458,11 +414,8 @@ TEST(ImageToTensorCalculatorTest, LargeSubRectKeepAspectWithRotationGray) {
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roi.set_width(1.5f);
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roi.set_height(1.1f);
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roi.set_rotation(M_PI * -15.0f / 180.0f);
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RunTest(GetGray("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetGray("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/"
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"large_sub_rect_keep_aspect_with_rotation.png"),
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RunTest(GetGray(GetFilePath("input.jpg")),
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GetGray(GetFilePath("large_sub_rect_keep_aspect_with_rotation.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/128, /*tensor_height=*/128, /*keep_aspect=*/true,
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@@ -477,11 +430,9 @@ TEST(ImageToTensorCalculatorTest,
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roi.set_width(1.5f);
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roi.set_height(1.1f);
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roi.set_rotation(M_PI * -15.0f / 180.0f);
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RunTest(GetRgba("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/"
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"large_sub_rect_keep_aspect_with_rotation_border_zero.png"),
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RunTest(GetRgba(GetFilePath("input.jpg")),
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GetRgb(GetFilePath(
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"large_sub_rect_keep_aspect_with_rotation_border_zero.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}},
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/*tensor_width=*/128, /*tensor_height=*/128, /*keep_aspect=*/true,
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@@ -496,11 +447,9 @@ TEST(ImageToTensorCalculatorTest,
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roi.set_width(1.5f);
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roi.set_height(1.1f);
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roi.set_rotation(M_PI * -15.0f / 180.0f);
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RunTest(GetGray("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetGray("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/"
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"large_sub_rect_keep_aspect_with_rotation_border_zero.png"),
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RunTest(GetGray(GetFilePath("input.jpg")),
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GetGray(GetFilePath(
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"large_sub_rect_keep_aspect_with_rotation_border_zero.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}},
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/*tensor_width=*/128, /*tensor_height=*/128, /*keep_aspect=*/true,
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@@ -514,10 +463,8 @@ TEST(ImageToTensorCalculatorTest, NoOpExceptRange) {
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roi.set_width(1.0f);
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roi.set_height(1.0f);
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roi.set_rotation(0);
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RunTest(GetRgba("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/noop_except_range.png"),
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RunTest(GetRgba(GetFilePath("input.jpg")),
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GetRgb(GetFilePath("noop_except_range.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/64, /*tensor_height=*/128, /*keep_aspect=*/true,
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@@ -531,10 +478,8 @@ TEST(ImageToTensorCalculatorTest, NoOpExceptRangeBorderZero) {
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roi.set_width(1.0f);
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roi.set_height(1.0f);
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roi.set_rotation(0);
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RunTest(GetRgba("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/input.jpg"),
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GetRgb("/mediapipe/calculators/"
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"tensor/testdata/image_to_tensor/noop_except_range.png"),
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RunTest(GetRgba(GetFilePath("input.jpg")),
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GetRgb(GetFilePath("noop_except_range.png")),
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/*float_ranges=*/{{0.0f, 1.0f}},
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/*int_ranges=*/{{0, 255}, {-128, 127}},
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/*tensor_width=*/64, /*tensor_height=*/128, /*keep_aspect=*/true,
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