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@ -20,7 +20,8 @@ NS_ASSUME_NONNULL_BEGIN
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@interface MPPBaseOptions (Helpers)
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- (void)copyToProto:(mediapipe::tasks::core::proto::BaseOptions *)baseOptionsProto;
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- (void)copyToProto:(mediapipe::tasks::core::proto::BaseOptions *)baseOptionsProto withUseStreamMode:(BOOL)useStreamMode;
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- (void)copyToProto:(mediapipe::tasks::core::proto::BaseOptions *)baseOptionsProto
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withUseStreamMode:(BOOL)useStreamMode;
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@end
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@ -23,7 +23,8 @@ static NSString *const kQuantizedModelName = @"mobilenet_v1_0.25_224_quant";
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static NSDictionary *const kBurgerImage = @{@"name" : @"burger", @"type" : @"jpg"};
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static NSDictionary *const kBurgerRotatedImage = @{@"name" : @"burger_rotated", @"type" : @"jpg"};
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static NSDictionary *const kMultiObjectsImage = @{@"name" : @"multi_objects", @"type" : @"jpg"};
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static NSDictionary *const kMultiObjectsRotatedImage = @{@"name" : @"multi_objects_rotated", @"type" : @"jpg"};
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static NSDictionary *const kMultiObjectsRotatedImage =
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@{@"name" : @"multi_objects_rotated", @"type" : @"jpg"};
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static const int kMobileNetCategoriesCount = 1001;
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static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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@ -112,7 +113,7 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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#pragma mark Assert Classify Results
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-(MPPImage *)imageWithFileInfo:(NSDictionary *)fileInfo {
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- (MPPImage *)imageWithFileInfo:(NSDictionary *)fileInfo {
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MPPImage *image = [MPPImage imageFromBundleWithClass:[MPPImageClassifierTests class]
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fileName:fileInfo[@"name"]
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ofType:fileInfo[@"type"]];
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@ -121,11 +122,12 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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return image;
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}
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-(MPPImage *)imageWithFileInfo:(NSDictionary *)fileInfo orientation:(UIImageOrientation)orientation {
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- (MPPImage *)imageWithFileInfo:(NSDictionary *)fileInfo
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orientation:(UIImageOrientation)orientation {
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MPPImage *image = [MPPImage imageFromBundleWithClass:[MPPImageClassifierTests class]
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fileName:fileInfo[@"name"]
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ofType:fileInfo[@"type"]
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orientation:orientation];
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orientation:orientation];
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XCTAssertNotNil(image);
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return image;
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@ -173,9 +175,9 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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}
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- (void)assertResultsOfClassifyImageWithFileInfo:(NSDictionary *)fileInfo
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usingImageClassifier:(MPPImageClassifier *)imageClassifier
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expectedCategoriesCount:(NSInteger)expectedCategoriesCount
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equalsCategories:(NSArray<MPPCategory *> *)expectedCategories {
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usingImageClassifier:(MPPImageClassifier *)imageClassifier
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expectedCategoriesCount:(NSInteger)expectedCategoriesCount
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equalsCategories:(NSArray<MPPCategory *> *)expectedCategories {
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MPPImage *mppImage = [self imageWithFileInfo:fileInfo];
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[self assertResultsOfClassifyImage:mppImage
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@ -242,11 +244,13 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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- (void)testClassifyWithModelPathAndFloatModelSucceeds {
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MPPImageClassifier *imageClassifier = [self imageClassifierFromModelFileWithName:kFloatModelName];
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[self assertResultsOfClassifyImageWithFileInfo:kBurgerImage
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usingImageClassifier:imageClassifier
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expectedCategoriesCount:kMobileNetCategoriesCount
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equalsCategories:[MPPImageClassifierTests
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expectedResultCategoriesForClassifyBurgerImageWithFloatModel]];
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[self
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assertResultsOfClassifyImageWithFileInfo:kBurgerImage
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usingImageClassifier:imageClassifier
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expectedCategoriesCount:kMobileNetCategoriesCount
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equalsCategories:
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[MPPImageClassifierTests
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expectedResultCategoriesForClassifyBurgerImageWithFloatModel]];
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}
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- (void)testClassifyWithOptionsAndFloatModelSucceeds {
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@ -257,11 +261,13 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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MPPImageClassifier *imageClassifier = [self imageClassifierWithOptionsSucceeds:options];
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[self assertResultsOfClassifyImageWithFileInfo:kBurgerImage
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usingImageClassifier:imageClassifier
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expectedCategoriesCount:maxResults
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equalsCategories:[MPPImageClassifierTests
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expectedResultCategoriesForClassifyBurgerImageWithFloatModel]];
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[self
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assertResultsOfClassifyImageWithFileInfo:kBurgerImage
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usingImageClassifier:imageClassifier
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expectedCategoriesCount:maxResults
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equalsCategories:
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[MPPImageClassifierTests
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expectedResultCategoriesForClassifyBurgerImageWithFloatModel]];
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}
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- (void)testClassifyWithQuantizedModelSucceeds {
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@ -279,9 +285,9 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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displayName:nil] ];
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[self assertResultsOfClassifyImageWithFileInfo:kBurgerImage
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usingImageClassifier:imageClassifier
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expectedCategoriesCount:maxResults
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equalsCategories:expectedCategories];
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usingImageClassifier:imageClassifier
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expectedCategoriesCount:maxResults
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equalsCategories:expectedCategories];
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}
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- (void)testClassifyWithScoreThresholdSucceeds {
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@ -297,9 +303,9 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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displayName:nil] ];
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[self assertResultsOfClassifyImageWithFileInfo:kBurgerImage
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usingImageClassifier:imageClassifier
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expectedCategoriesCount:expectedCategories.count
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equalsCategories:expectedCategories];
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usingImageClassifier:imageClassifier
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expectedCategoriesCount:expectedCategories.count
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equalsCategories:expectedCategories];
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}
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- (void)testClassifyWithAllowListSucceeds {
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@ -326,9 +332,9 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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];
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[self assertResultsOfClassifyImageWithFileInfo:kBurgerImage
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usingImageClassifier:imageClassifier
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expectedCategoriesCount:expectedCategories.count
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equalsCategories:expectedCategories];
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usingImageClassifier:imageClassifier
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expectedCategoriesCount:expectedCategories.count
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equalsCategories:expectedCategories];
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}
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- (void)testClassifyWithDenyListSucceeds {
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@ -358,9 +364,9 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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];
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[self assertResultsOfClassifyImageWithFileInfo:kBurgerImage
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usingImageClassifier:imageClassifier
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expectedCategoriesCount:expectedCategories.count
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equalsCategories:expectedCategories];
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usingImageClassifier:imageClassifier
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expectedCategoriesCount:expectedCategories.count
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equalsCategories:expectedCategories];
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}
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- (void)testClassifyWithRegionOfInterestSucceeds {
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@ -377,7 +383,7 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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displayName:nil] ];
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MPPImage *image = [self imageWithFileInfo:kMultiObjectsImage];
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// roi around soccer ball
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MPPImageClassifierResult *imageClassifierResult =
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[imageClassifier classifyImage:image
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@ -412,7 +418,8 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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];
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MPPImage *image = [self imageWithFileInfo:kBurgerRotatedImage orientation:UIImageOrientationRight];
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MPPImage *image = [self imageWithFileInfo:kBurgerRotatedImage
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orientation:UIImageOrientationRight];
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[self assertResultsOfClassifyImage:image
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usingImageClassifier:imageClassifier
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@ -434,7 +441,8 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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categoryName:@"folding chair"
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displayName:nil] ];
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MPPImage *image = [self imageWithFileInfo:kMultiObjectsRotatedImage orientation:UIImageOrientationRight];
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MPPImage *image = [self imageWithFileInfo:kMultiObjectsRotatedImage
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orientation:UIImageOrientationRight];
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// roi around folding chair
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MPPImageClassifierResult *imageClassifierResult =
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MPPImageClassifier *imageClassifier = [self imageClassifierWithOptionsSucceeds:options];
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MPPImage *image = [self imageWithFileInfo:kBurgerImage];
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MPPImage *image = [self imageWithFileInfo:kBurgerImage];
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for (int i = 0; i < 3; i++) {
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MPPImageClassifierResult *imageClassifierResult = [imageClassifier classifyVideoFrame:image
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@ -615,8 +622,9 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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error:nil];
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[self assertImageClassifierResult:imageClassifierResult
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hasExpectedCategoriesCount:maxResults
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expectedCategories:[MPPImageClassifierTests
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expectedResultCategoriesForClassifyBurgerImageWithFloatModel]];
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expectedCategories:
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[MPPImageClassifierTests
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expectedResultCategoriesForClassifyBurgerImageWithFloatModel]];
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}
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}
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@ -630,13 +638,14 @@ static NSString *const kExpectedErrorDomain = @"com.google.mediapipe.tasks";
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options.completion = ^(MPPImageClassifierResult *result, NSError *error) {
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[self assertImageClassifierResult:result
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hasExpectedCategoriesCount:maxResults
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expectedCategories:[MPPImageClassifierTests
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expectedResultCategoriesForClassifyBurgerImageWithFloatModel]];
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expectedCategories:
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[MPPImageClassifierTests
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expectedResultCategoriesForClassifyBurgerImageWithFloatModel]];
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};
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MPPImageClassifier *imageClassifier = [self imageClassifierWithOptionsSucceeds:options];
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MPPImage *image = [self imageWithFileInfo:kBurgerImage];
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MPPImage *image = [self imageWithFileInfo:kBurgerImage];
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XCTAssertTrue([imageClassifier classifyAsyncImage:image timestampMs:1 error:nil]);
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options.completion = ^(MPPImageClassifierResult *result, NSError *error) {
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[self assertImageClassifierResult:result
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hasExpectedCategoriesCount:maxResults
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expectedCategories:[MPPImageClassifierTests
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expectedResultCategoriesForClassifyBurgerImageWithFloatModel]];
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expectedCategories:
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[MPPImageClassifierTests
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expectedResultCategoriesForClassifyBurgerImageWithFloatModel]];
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};
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MPPImageClassifier *imageClassifier = [self imageClassifierWithOptionsSucceeds:options];
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// TODO: Mimic initialization from CMSampleBuffer as live stream mode is most likely to be used with the iOS camera.
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// AVCaptureVideoDataOutput sample buffer delegates provide frames of type `CMSampleBuffer`.
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MPPImage *image = [self imageWithFileInfo:kBurgerImage];
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// TODO: Mimic initialization from CMSampleBuffer as live stream mode is most likely to be used
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// with the iOS camera. AVCaptureVideoDataOutput sample buffer delegates provide frames of type
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// `CMSampleBuffer`.
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MPPImage *image = [self imageWithFileInfo:kBurgerImage];
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for (int i = 0; i < 3; i++) {
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XCTAssertTrue([imageClassifier classifyAsyncImage:image timestampMs:i error:nil]);
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@ -40,7 +40,8 @@ NS_ASSUME_NONNULL_BEGIN
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NS_SWIFT_NAME(imageFromBundle(class:filename:type:));
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/**
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* Loads an image from a file in an app bundle into a `MPPImage` object with the specified orientation.
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* Loads an image from a file in an app bundle into a `MPPImage` object with the specified
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* orientation.
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*
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* @param classObject The specified class associated with the bundle containing
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* the file to be loaded.
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* nil if it cannot load the image.
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*/
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+ (nullable MPPImage *)imageFromBundleWithClass:(Class)classObject
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fileName:(NSString *)name
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ofType:(NSString *)type
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orientation:(UIImageOrientation)imageOrientation
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NS_SWIFT_NAME(imageFromBundle(class:filename:type:orientation:));
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fileName:(NSString *)name
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ofType:(NSString *)type
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orientation:(UIImageOrientation)imageOrientation
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NS_SWIFT_NAME(imageFromBundle(class:filename:type:orientation:));
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@end
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@ -16,14 +16,17 @@
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@interface UIImage (FileUtils)
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+(nullable UIImage *)imageFromBundleWithClass:(Class)classObject fileName:(NSString *)name ofType:(NSString *)type;
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+ (nullable UIImage *)imageFromBundleWithClass:(Class)classObject
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fileName:(NSString *)name
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ofType:(NSString *)type;
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@end
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@implementation UIImage (FileUtils)
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+(nullable UIImage *)imageFromBundleWithClass:(Class)classObject fileName:(NSString *)name ofType:(NSString *)type {
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+ (nullable UIImage *)imageFromBundleWithClass:(Class)classObject
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fileName:(NSString *)name
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ofType:(NSString *)type {
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NSString *imagePath = [[NSBundle bundleForClass:classObject] pathForResource:name ofType:type];
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if (!imagePath) return nil;
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@implementation MPPImage (TestUtils)
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+ (nullable MPPImage *)imageFromBundleWithClass:(Class)classObject
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fileName:(NSString *)name
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ofType:(NSString *)type {
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fileName:(NSString *)name
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ofType:(NSString *)type {
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UIImage *image = [UIImage imageFromBundleWithClass:classObject fileName:name ofType:type];
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return [[MPPImage alloc] initWithUIImage:image error:nil];
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}
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+ (nullable MPPImage *)imageFromBundleWithClass:(Class)classObject
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fileName:(NSString *)name
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ofType:(NSString *)type
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orientation:(UIImageOrientation)imageOrientation {
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fileName:(NSString *)name
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ofType:(NSString *)type
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orientation:(UIImageOrientation)imageOrientation {
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UIImage *image = [UIImage imageFromBundleWithClass:classObject fileName:name ofType:type];
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return [[MPPImage alloc] initWithUIImage:image orientation:imageOrientation error:nil];
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@ -138,7 +138,7 @@ static const NSInteger kMPPOrientationDegreesLeft = -270;
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}
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- (std::optional<PacketMap>)processImagePacketMap:(const PacketMap &)packetMap
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error:(NSError **)error {
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error:(NSError **)error {
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if (_runningMode != MPPRunningModeImage) {
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[MPPCommonUtils
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createCustomError:error
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