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  • Overview
  • MediaPipe
    • Tasks
      • Python
        • mp
          • Overview
          • CalculatorGraph
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        • mp.calculators
          • Overview
          • core
            • Overview
            • constant_side_packet_calculator_pb2
              • Overview
              • ConstantSidePacketCalculatorOptions
              • ConstantSidePacketCalculatorOptions.ConstantSidePacket
              • mediapipe_dot_framework_dot_calculator__options__pb2
                • Overview
                • CalculatorOptions
              • mediapipe_dot_framework_dot_calculator__pb2
                • Overview
                • CalculatorGraphConfig
                • CalculatorGraphConfig.Node
                • ExecutorConfig
                • InputCollection
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                • InputStreamInfo
                • ProfilerConfig
                • mediapipe_dot_framework_dot_mediapipe__options__pb2
                  • Overview
                  • MediaPipeOptions
                • mediapipe_dot_framework_dot_packet__factory__pb2
                  • Overview
                  • PacketFactoryConfig
                  • PacketFactoryOptions
                  • PacketManagerConfig
                • mediapipe_dot_framework_dot_packet__generator__pb2
                  • Overview
                  • PacketGeneratorConfig
                  • PacketGeneratorOptions
                • mediapipe_dot_framework_dot_status__handler__pb2
                  • Overview
                  • StatusHandlerConfig
                • mediapipe_dot_framework_dot_stream__handler__pb2
                  • Overview
                  • InputStreamHandlerConfig
                  • OutputStreamHandlerConfig
              • mediapipe_dot_framework_dot_formats_dot_classification__pb2
                • Overview
                • Classification
                • ClassificationList
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              • mediapipe_dot_framework_dot_formats_dot_landmark__pb2
                • Overview
                • Landmark
                • LandmarkList
                • LandmarkListCollection
                • NormalizedLandmark
                • NormalizedLandmarkList
                • NormalizedLandmarkListCollection
              • mediapipe_dot_framework_dot_formats_dot_matrix__data__pb2
                • Overview
                • MatrixData
              • mediapipe_dot_framework_dot_formats_dot_time__series__header__pb2
                • Overview
                • MultiStreamTimeSeriesHeader
                • TimeSeriesHeader
            • flow_limiter_calculator_pb2
              • Overview
              • FlowLimiterCalculatorOptions
            • gate_calculator_pb2
              • Overview
              • GateCalculatorOptions
            • split_vector_calculator_pb2
              • Overview
              • Range
              • SplitVectorCalculatorOptions
          • image
            • Overview
            • image_transformation_calculator_pb2
              • Overview
              • ImageTransformationCalculatorOptions
              • ImageTransformationCalculatorOptions.Color
              • mediapipe_dot_gpu_dot_scale__mode__pb2
                • Overview
                • ScaleMode
            • rotation_mode_pb2
              • Overview
              • RotationMode
            • warp_affine_calculator_pb2
              • Overview
              • WarpAffineCalculatorOptions
              • mediapipe_dot_gpu_dot_gpu__origin__pb2
                • Overview
                • GpuOrigin
          • tensor
            • Overview
            • image_to_tensor_calculator_pb2
              • Overview
              • ImageToTensorCalculatorOptions
              • ImageToTensorCalculatorOptions.FloatRange
              • ImageToTensorCalculatorOptions.IntRange
              • ImageToTensorCalculatorOptions.UIntRange
            • inference_calculator_pb2
              • Overview
              • InferenceCalculatorOptions
              • InferenceCalculatorOptions.Delegate
              • InferenceCalculatorOptions.Delegate.Gpu
              • InferenceCalculatorOptions.Delegate.Nnapi
              • InferenceCalculatorOptions.Delegate.TfLite
              • InferenceCalculatorOptions.Delegate.Xnnpack
            • tensors_to_classification_calculator_pb2
              • Overview
              • TensorsToClassificationCalculatorOptions
              • TensorsToClassificationCalculatorOptions.LabelItemsEntry
              • TensorsToClassificationCalculatorOptions.LabelMap
              • TensorsToClassificationCalculatorOptions.LabelMap.Entry
              • mediapipe_dot_util_dot_label__map__pb2
                • Overview
                • LabelMapItem
            • tensors_to_detections_calculator_pb2
              • Overview
              • TensorsToDetectionsCalculatorOptions
              • TensorsToDetectionsCalculatorOptions.BoxBoundariesIndices
              • TensorsToDetectionsCalculatorOptions.TensorMapping
            • tensors_to_floats_calculator_pb2
              • Overview
              • TensorsToFloatsCalculatorOptions
            • tensors_to_landmarks_calculator_pb2
              • Overview
              • TensorsToLandmarksCalculatorOptions
            • tensors_to_segmentation_calculator_pb2
              • Overview
              • TensorsToSegmentationCalculatorOptions
          • tflite
            • Overview
            • ssd_anchors_calculator_pb2
              • Overview
              • SsdAnchorsCalculatorOptions
              • mediapipe_dot_framework_dot_formats_dot_object__detection_dot_anchor__pb2
                • Overview
                • Anchor
          • util
            • Overview
            • association_calculator_pb2
              • Overview
              • AssociationCalculatorOptions
            • collection_has_min_size_calculator_pb2
              • Overview
              • CollectionHasMinSizeCalculatorOptions
            • detection_label_id_to_text_calculator_pb2
              • Overview
              • DetectionLabelIdToTextCalculatorOptions
              • DetectionLabelIdToTextCalculatorOptions.LabelItemsEntry
            • detections_to_rects_calculator_pb2
              • Overview
              • DetectionsToRectsCalculatorOptions
            • landmark_projection_calculator_pb2
              • Overview
              • LandmarkProjectionCalculatorOptions
            • landmarks_refinement_calculator_pb2
              • Overview
              • LandmarksRefinementCalculatorOptions
              • LandmarksRefinementCalculatorOptions.Refinement
              • LandmarksRefinementCalculatorOptions.ZRefinement
              • LandmarksRefinementCalculatorOptions.ZRefinementAssignAverage
              • LandmarksRefinementCalculatorOptions.ZRefinementCopy
              • LandmarksRefinementCalculatorOptions.ZRefinementNone
            • landmarks_smoothing_calculator_pb2
              • Overview
              • LandmarksSmoothingCalculatorOptions
              • LandmarksSmoothingCalculatorOptions.NoFilter
              • LandmarksSmoothingCalculatorOptions.OneEuroFilter
              • LandmarksSmoothingCalculatorOptions.VelocityFilter
            • local_file_contents_calculator_pb2
              • Overview
              • LocalFileContentsCalculatorOptions
            • logic_calculator_pb2
              • Overview
              • LogicCalculatorOptions
            • non_max_suppression_calculator_pb2
              • Overview
              • NonMaxSuppressionCalculatorOptions
            • rect_transformation_calculator_pb2
              • Overview
              • RectTransformationCalculatorOptions
            • thresholding_calculator_pb2
              • Overview
              • ThresholdingCalculatorOptions
            • visibility_smoothing_calculator_pb2
              • Overview
              • VisibilitySmoothingCalculatorOptions
              • VisibilitySmoothingCalculatorOptions.LowPassFilter
              • VisibilitySmoothingCalculatorOptions.NoFilter
        • mp.model_ckpt_util
          • Overview
          • ConvertHfTokenizer
          • GenerateCpuTfLite
          • GenerateGpuTfLite
        • mp.packet_creator
          • Overview
          • create_bool
          • create_bool_vector
          • create_double
          • create_float
          • create_float_array
          • create_float_vector
          • create_image
          • create_image_frame
          • create_image_vector
          • create_int
          • create_int16
          • create_int32
          • create_int64
          • create_int8
          • create_int_array
          • create_int_vector
          • create_matrix
          • create_packet_vector
          • create_proto
          • create_proto_vector
          • create_string
          • create_string_to_packet_map
          • create_string_vector
          • create_uint16
          • create_uint32
          • create_uint64
          • create_uint8
          • image
            • Overview
          • image_frame
            • Overview
          • packet
            • Overview
        • mp.packet_getter
          • Overview
          • get_bool
          • get_bool_list
          • get_bytes
          • get_float
          • get_float_list
          • get_image
          • get_image_frame
          • get_image_list
          • get_int
          • get_int_list
          • get_matrix
          • get_packet_list
          • get_proto
          • get_proto_list
          • get_str
          • get_str_list
          • get_str_to_packet_dict
          • get_uint
        • mp.resource_util
          • Overview
          • set_resource_dir
        • mp.tasks
          • Overview
          • BaseOptions
          • BaseOptions.Delegate
          • audio
            • Overview
            • AudioClassifier
            • AudioClassifierOptions
            • AudioClassifierResult
            • AudioEmbedder
            • AudioEmbedderOptions
            • AudioEmbedderResult
            • RunningMode
          • components
            • Overview
            • containers
              • Overview
              • AudioData
              • AudioDataFormat
              • BoundingBox
              • Category
              • Classifications
              • Detection
              • Embedding
              • Landmark
              • LandmarksDetectionResult
              • NormalizedLandmark
              • NormalizedRect
              • Rect
              • keypoint
                • Overview
                • NormalizedKeypoint
                • location_data_pb2
                  • Overview
                  • LocationData
                  • LocationData.BinaryMask
                  • LocationData.BoundingBox
                  • LocationData.RelativeBoundingBox
                  • LocationData.RelativeKeypoint
                  • mediapipe_dot_framework_dot_formats_dot_annotation_dot_rasterization__pb2
                    • Overview
                    • Rasterization
                    • Rasterization.Interval
            • processors
              • Overview
              • ClassifierOptions
            • utils
              • Overview
              • cosine_similarity
                • Overview
                • cosine_similarity
                • embedding_result
                  • Overview
                  • embeddings_pb2
                    • Overview
                    • Embedding
                    • EmbeddingResult
                    • FloatEmbedding
                    • QuantizedEmbedding
          • genai
            • Overview
          • text
            • Overview
            • LanguageDetector
            • LanguageDetectorOptions
            • LanguageDetectorResult
            • LanguageDetectorResult.Detection
            • TextClassifier
            • TextClassifierOptions
            • TextEmbedder
            • TextEmbedderOptions
            • core
              • Overview
              • base_text_task_api
                • Overview
                • task_runner
                  • Overview
                  • TaskRunner
          • vision
            • Overview
            • FaceAligner
            • FaceAlignerOptions
            • FaceDetector
            • FaceDetectorOptions
            • FaceDetectorResult
            • FaceLandmarker
            • FaceLandmarkerOptions
            • FaceLandmarkerResult
            • FaceLandmarksConnections
            • FaceLandmarksConnections.Connection
            • FaceStylizer
            • FaceStylizerOptions
            • GestureRecognizer
            • GestureRecognizerOptions
            • GestureRecognizerResult
            • HandLandmarker
            • HandLandmarkerOptions
            • HandLandmarkerResult
            • HandLandmarksConnections
            • HandLandmarksConnections.Connection
            • HolisticLandmarker
            • HolisticLandmarkerOptions
            • HolisticLandmarkerResult
            • ImageClassifier
            • ImageClassifierOptions
            • ImageEmbedder
            • ImageEmbedderOptions
            • ImageSegmenter
            • ImageSegmenterOptions
            • InteractiveSegmenter
            • InteractiveSegmenterOptions
            • InteractiveSegmenterRegionOfInterest
            • InteractiveSegmenterRegionOfInterest.Format
            • ObjectDetector
            • ObjectDetectorOptions
            • PoseLandmarker
            • PoseLandmarkerOptions
            • PoseLandmarkerResult
            • PoseLandmarksConnections
            • PoseLandmarksConnections.Connection
            • RunningMode
            • holistic_landmarker
              • Overview
              • base_options_module
                • Overview
                • acceleration_pb2
                  • Overview
                  • Acceleration
                • base_options_pb2
                  • Overview
                  • BaseOptions
                • external_file_pb2
                  • Overview
                  • ExternalFile
                  • FileDescriptorMeta
                  • FilePointerMeta
              • base_vision_task_api
                • Overview
                • math
                  • Overview
                  • acos
                  • acosh
                  • asin
                  • asinh
                  • atan
                  • atan2
                  • atanh
                  • ceil
                  • comb
                  • copysign
                  • cos
                  • cosh
                  • degrees
                  • dist
                  • erf
                  • erfc
                  • exp
                  • expm1
                  • fabs
                  • factorial
                  • floor
                  • fmod
                  • frexp
                  • fsum
                  • gamma
                  • gcd
                  • hypot
                  • isclose
                  • isfinite
                  • isinf
                  • isnan
                  • isqrt
                  • lcm
                  • ldexp
                  • lgamma
                  • log
                  • log10
                  • log1p
                  • log2
                  • modf
                  • nextafter
                  • perm
                  • pow
                  • prod
                  • radians
                  • remainder
                  • sin
                  • sinh
                  • sqrt
                  • tan
                  • tanh
                  • trunc
                  • ulp
                • rect_module
                  • Overview
                  • rect_pb2
                    • Overview
                    • NormalizedRect
                    • Rect
              • category_module
                • Overview
              • holistic_landmarker_graph_options_pb2
                • Overview
                • HolisticLandmarkerGraphOptions
                • mediapipe_dot_tasks_dot_cc_dot_vision_dot_face__detector_dot_proto_dot_face__detector__graph__options__pb2
                  • Overview
                  • FaceDetectorGraphOptions
                • mediapipe_dot_tasks_dot_cc_dot_vision_dot_face__landmarker_dot_proto_dot_face__landmarks__detector__graph__options__pb2
                  • Overview
                  • FaceLandmarksDetectorGraphOptions
                  • mediapipe_dot_tasks_dot_cc_dot_vision_dot_face__landmarker_dot_proto_dot_face__blendshapes__graph__options__pb2
                    • Overview
                    • FaceBlendshapesGraphOptions
                • mediapipe_dot_tasks_dot_cc_dot_vision_dot_hand__landmarker_dot_proto_dot_hand__landmarks__detector__graph__options__pb2
                  • Overview
                  • HandLandmarksDetectorGraphOptions
                • mediapipe_dot_tasks_dot_cc_dot_vision_dot_hand__landmarker_dot_proto_dot_hand__roi__refinement__graph__options__pb2
                  • Overview
                  • HandRoiRefinementGraphOptions
                • mediapipe_dot_tasks_dot_cc_dot_vision_dot_pose__detector_dot_proto_dot_pose__detector__graph__options__pb2
                  • Overview
                  • PoseDetectorGraphOptions
                • mediapipe_dot_tasks_dot_cc_dot_vision_dot_pose__landmarker_dot_proto_dot_pose__landmarks__detector__graph__options__pb2
                  • Overview
                  • PoseLandmarksDetectorGraphOptions
              • holistic_result_pb2
                • Overview
                • HolisticResult
              • image_processing_options_module
                • Overview
                • ImageProcessingOptions
              • landmark_module
                • Overview
              • running_mode_module
                • Overview
              • task_info_module
                • Overview
      • Java
        • com.google.mediapipe.framework.image
          • Overview
          • BitmapExtractor
          • BitmapImageBuilder
          • ByteBufferExtractor
          • ByteBufferImageBuilder
          • MPImage
            • Overview
            • MPImageFormat
            • StorageType
          • MPImageConsumer
          • MPImageProducer
          • MPImageProperties
          • MediaImageBuilder
          • MediaImageExtractor
        • com.google.mediapipe.tasks.audio.audioclassifier
          • Overview
          • AudioClassifier
            • Overview
            • AudioClassifier.AudioClassifierOptions
              • Overview
              • Builder
          • AudioClassifierResult
        • com.google.mediapipe.tasks.audio.audioembedder
          • Overview
          • AudioEmbedder
            • Overview
            • AudioEmbedder.AudioEmbedderOptions
              • Overview
              • Builder
          • AudioEmbedderResult
        • com.google.mediapipe.tasks.audio.core
          • Overview
          • BaseAudioTaskApi
          • RunningMode
        • com.google.mediapipe.tasks.components.containers
          • Overview
          • AudioData
            • Overview
            • AudioData.AudioDataFormat
              • Overview
              • Builder
          • Category
          • ClassificationResult
          • Classifications
          • Connection
          • Detection
          • Embedding
          • EmbeddingResult
          • Landmark
          • NormalizedKeypoint
          • NormalizedLandmark
        • com.google.mediapipe.tasks.components.processors
          • Overview
          • ClassifierOptions
            • Overview
            • Builder
        • com.google.mediapipe.tasks.components.utils
          • Overview
          • CosineSimilarity
        • com.google.mediapipe.tasks.core
          • Overview
          • BaseOptions
            • Overview
            • Builder
            • BaseOptions.DelegateOptions
              • Overview
              • BaseOptions.DelegateOptions.CpuOptions
                • Overview
                • Builder
              • BaseOptions.DelegateOptions.GpuOptions
                • Overview
                • Builder
          • Delegate
          • ErrorListener
          • OutputHandler
            • Overview
            • OutputPacketConverter
            • ProgressListener
            • PureResultListener
            • ResultListener
            • ValueListener
          • TaskInfo
            • Overview
            • Builder
          • TaskOptions
          • TaskResult
          • TaskRunner
        • com.google.mediapipe.tasks.core.logging
          • Overview
          • TasksStatsDummyLogger
          • TasksStatsLogger
            • Overview
            • StatsSnapshot
        • com.google.mediapipe.tasks.genai.llminference
          • Overview
          • LlmInference
            • Overview
            • LlmInference.LlmInferenceOptions
              • Overview
              • Builder
        • com.google.mediapipe.tasks.text.languagedetector
          • Overview
          • LanguageDetector
            • Overview
            • LanguageDetector.LanguageDetectorOptions
              • Overview
              • Builder
          • LanguageDetectorResult
          • LanguagePrediction
        • com.google.mediapipe.tasks.text.textclassifier
          • Overview
          • TextClassifier
            • Overview
            • TextClassifier.TextClassifierOptions
              • Overview
              • Builder
          • TextClassifierResult
        • com.google.mediapipe.tasks.text.textembedder
          • Overview
          • TextEmbedder
            • Overview
            • TextEmbedder.TextEmbedderOptions
              • Overview
              • Builder
          • TextEmbedderResult
        • com.google.mediapipe.tasks.vision.core
          • Overview
          • BaseVisionTaskApi
          • ImageProcessingOptions
            • Overview
            • Builder
          • RunningMode
        • com.google.mediapipe.tasks.vision.facedetector
          • Overview
          • FaceDetector
            • Overview
            • FaceDetector.FaceDetectorOptions
              • Overview
              • Builder
          • FaceDetectorResult
        • com.google.mediapipe.tasks.vision.facelandmarker
          • Overview
          • FaceLandmarker
            • Overview
            • FaceLandmarker.FaceLandmarkerOptions
              • Overview
              • Builder
          • FaceLandmarkerResult
        • com.google.mediapipe.tasks.vision.facestylizer
          • Overview
          • FaceStylizer
            • Overview
            • FaceStylizer.FaceStylizerOptions
              • Overview
              • Builder
          • FaceStylizerResult
        • com.google.mediapipe.tasks.vision.gesturerecognizer
          • Overview
          • GestureRecognizer
            • Overview
            • GestureRecognizer.GestureRecognizerOptions
              • Overview
              • Builder
          • GestureRecognizerResult
        • com.google.mediapipe.tasks.vision.handlandmarker
          • Overview
          • HandLandmark
            • Overview
            • HandLandmarkType
          • HandLandmarker
            • Overview
            • HandLandmarker.HandLandmarkerOptions
              • Overview
              • Builder
          • HandLandmarkerResult
        • com.google.mediapipe.tasks.vision.holisticlandmarker
          • Overview
          • HolisticLandmarker
            • Overview
            • HolisticLandmarker.HolisticLandmarkerOptions
              • Overview
              • Builder
          • HolisticLandmarkerResult
        • com.google.mediapipe.tasks.vision.imageclassifier
          • Overview
          • ImageClassifier
            • Overview
            • ImageClassifier.ImageClassifierOptions
              • Overview
              • Builder
          • ImageClassifierResult
        • com.google.mediapipe.tasks.vision.imageembedder
          • Overview
          • ImageEmbedder
            • Overview
            • ImageEmbedder.ImageEmbedderOptions
              • Overview
              • Builder
          • ImageEmbedderResult
        • com.google.mediapipe.tasks.vision.imagegenerator
          • Overview
          • ImageGenerator
            • Overview
            • ImageGenerator.ConditionOptions
              • Overview
              • Builder
              • ConditionType
              • ImageGenerator.ConditionOptions.DepthConditionOptions
                • Overview
                • Builder
              • ImageGenerator.ConditionOptions.EdgeConditionOptions
                • Overview
                • Builder
              • ImageGenerator.ConditionOptions.FaceConditionOptions
                • Overview
                • Builder
            • ImageGenerator.ImageGeneratorOptions
              • Overview
              • Builder
          • ImageGeneratorResult
        • com.google.mediapipe.tasks.vision.imagesegmenter
          • Overview
          • ImageSegmenter
            • Overview
            • ImageSegmenter.ImageSegmenterOptions
              • Overview
              • Builder
            • ImageSegmenter.SegmentationOptions
              • Overview
              • Builder
          • ImageSegmenterResult
        • com.google.mediapipe.tasks.vision.interactivesegmenter
          • Overview
          • InteractiveSegmenter
            • Overview
            • InteractiveSegmenter.InteractiveSegmenterOptions
              • Overview
              • Builder
            • RegionOfInterest
        • com.google.mediapipe.tasks.vision.objectdetector
          • Overview
          • ObjectDetectionResult
          • ObjectDetector
            • Overview
            • ObjectDetector.ObjectDetectorOptions
              • Overview
              • Builder
          • ObjectDetectorResult
        • com.google.mediapipe.tasks.vision.poselandmarker
          • Overview
          • PoseLandmarker
            • Overview
            • PoseLandmarker.PoseLandmarkerOptions
              • Overview
              • Builder
          • PoseLandmarkerResult
      • JavaScript
        • @mediapipe/tasks-audio
          • Overview
          • AudioClassifier
          • AudioClassifierOptions
          • AudioClassifierResult
          • AudioEmbedder
          • AudioEmbedderOptions
          • AudioEmbedderResult
          • Category
          • Classifications
          • Embedding
          • FilesetResolver
        • @mediapipe/tasks-text
          • Overview
          • Category
          • Classifications
          • Embedding
          • FilesetResolver
          • LanguageDetector
          • LanguageDetectorOptions
          • LanguageDetectorPrediction
          • LanguageDetectorResult
          • TextClassifier
          • TextClassifierOptions
          • TextClassifierResult
          • TextEmbedder
          • TextEmbedderOptions
          • TextEmbedderResult
        • @mediapipe/tasks-vision
          • Overview
          • BoundingBox
          • Category
          • Classifications
          • Detection
          • DetectionResult
          • DrawingOptions
          • DrawingUtils
          • Embedding
          • FaceDetector
          • FaceDetectorOptions
          • FaceLandmarker
          • FaceLandmarkerOptions
          • FaceLandmarkerResult
          • FaceStylizer
          • FaceStylizerOptions
          • FilesetResolver
          • GestureRecognizer
          • GestureRecognizerOptions
          • GestureRecognizerResult
          • HandLandmarker
          • HandLandmarkerOptions
          • HandLandmarkerResult
          • HolisticLandmarker
          • HolisticLandmarkerOptions
          • HolisticLandmarkerResult
          • ImageClassifier
          • ImageClassifierOptions
          • ImageClassifierResult
          • ImageEmbedder
          • ImageEmbedderOptions
          • ImageEmbedderResult
          • ImageSegmenter
          • ImageSegmenterOptions
          • ImageSegmenterResult
          • InteractiveSegmenter
          • InteractiveSegmenterOptions
          • InteractiveSegmenterResult
          • Landmark
          • LandmarkData
          • Matrix
          • MPImage
          • MPMask
          • NormalizedLandmark
          • ObjectDetector
          • ObjectDetectorOptions
          • PoseLandmarker
          • PoseLandmarkerOptions
          • PoseLandmarkerResult
          • RegionOfInterest
      • Swift
        • MediaPipeTasksText
        • Classes
          • Overview
          • BaseOptions
          • ClassificationResult
          • Classifications
          • Embedding
          • EmbeddingResult
          • LanguageDetector
          • LanguageDetectorOptions
          • LanguageDetectorResult
          • LanguagePrediction
          • ResultCategory
          • TaskOptions
          • TaskResult
          • TextClassifier
          • TextClassifierOptions
          • TextClassifierResult
          • TextEmbedder
          • TextEmbedderOptions
          • TextEmbedderResult
        • Enumerations
          • Overview
          • Delegate
          • TasksErrorCode
        • MediaPipeTasksVision
        • Classes
          • Overview
          • BaseOptions
          • ClassificationResult
          • Classifications
          • ClassifierOptions
          • Connection
          • Detection
          • Embedding
          • EmbeddingResult
          • FaceDetector
          • FaceDetectorOptions
          • FaceDetectorResult
          • FaceLandmarker
          • FaceLandmarkerOptions
          • FaceLandmarkerResult
          • FaceStylizer
          • FaceStylizerOptions
          • FaceStylizerResult
          • GestureRecognizer
          • GestureRecognizerOptions
          • GestureRecognizerResult
          • HandLandmarker
          • HandLandmarkerOptions
          • HandLandmarkerResult
          • ImageClassifier
          • ImageClassifierOptions
          • ImageClassifierResult
          • ImageEmbedder
          • ImageEmbedderOptions
          • ImageEmbedderResult
          • ImageSegmenter
          • ImageSegmenterOptions
          • ImageSegmenterResult
          • InteractiveSegmenter
          • InteractiveSegmenterOptions
          • InteractiveSegmenterResult
          • Landmark
          • MPImage
          • Mask
          • NormalizedKeypoint
          • NormalizedLandmark
          • ObjectDetector
          • ObjectDetectorOptions
          • ObjectDetectorResult
          • PoseLandmarker
          • PoseLandmarkerOptions
          • PoseLandmarkerResult
          • RegionOfInterest
          • ResultCategory
          • TaskOptions
          • TaskResult
          • TransformMatrix
        • Constants
          • Overview
          • image
          • pixelBuffer
          • sampleBuffer
        • Enumerations
          • Overview
          • Delegate
          • HandLandmark
          • MaskDataType
          • RunningMode
          • TasksErrorCode
        • Protocols
          • Overview
          • FaceDetectorLiveStreamDelegate
          • FaceLandmarkerLiveStreamDelegate
          • GestureRecognizerLiveStreamDelegate
          • HandLandmarkerLiveStreamDelegate
          • ImageClassifierLiveStreamDelegate
          • ImageEmbedderLiveStreamDelegate
          • ImageSegmenterLiveStreamDelegate
          • ObjectDetectorLiveStreamDelegate
          • PoseLandmarkerLiveStreamDelegate
        • Type Definitions
          • Overview
          • MPImageSourceType
        • Functions
          • Overview
          • MPPRunningModeDisplayName(_:)
      • ObjectiveC
        • MediaPipeTasksText
        • Classes
          • Overview
          • MPPBaseOptions
          • MPPCategory
          • MPPClassificationResult
          • MPPClassifications
          • MPPEmbedding
          • MPPEmbeddingResult
          • MPPLanguageDetector
          • MPPLanguageDetectorOptions
          • MPPLanguageDetectorResult
          • MPPLanguagePrediction
          • MPPTaskOptions
          • MPPTaskResult
          • MPPTextClassifier
          • MPPTextClassifierOptions
          • MPPTextClassifierResult
          • MPPTextEmbedder
          • MPPTextEmbedderOptions
          • MPPTextEmbedderResult
        • Enumerations
          • Overview
          • MPPDelegate
          • MPPTasksErrorCode
        • MediaPipeTasksVision
        • Classes
          • Overview
          • MPPBaseOptions
          • MPPCategory
          • MPPClassificationResult
          • MPPClassifications
          • MPPClassifierOptions
          • MPPConnection
          • MPPDetection
          • MPPEmbedding
          • MPPEmbeddingResult
          • MPPFaceDetector
          • MPPFaceDetectorOptions
          • MPPFaceDetectorResult
          • MPPFaceLandmarker
          • MPPFaceLandmarkerOptions
          • MPPFaceLandmarkerResult
          • MPPFaceStylizer
          • MPPFaceStylizerOptions
          • MPPFaceStylizerResult
          • MPPGestureRecognizer
          • MPPGestureRecognizerOptions
          • MPPGestureRecognizerResult
          • MPPHandLandmarker
          • MPPHandLandmarkerOptions
          • MPPHandLandmarkerResult
          • MPPImage
          • MPPImageClassifier
          • MPPImageClassifierOptions
          • MPPImageClassifierResult
          • MPPImageEmbedder
          • MPPImageEmbedderOptions
          • MPPImageEmbedderResult
          • MPPImageSegmenter
          • MPPImageSegmenterOptions
          • MPPImageSegmenterResult
          • MPPInteractiveSegmenter
          • MPPInteractiveSegmenterOptions
          • MPPInteractiveSegmenterResult
          • MPPLandmark
          • MPPMask
          • MPPNormalizedKeypoint
          • MPPNormalizedLandmark
          • MPPObjectDetector
          • MPPObjectDetectorOptions
          • MPPObjectDetectorResult
          • MPPPoseLandmarker
          • MPPPoseLandmarkerOptions
          • MPPPoseLandmarkerResult
          • MPPRegionOfInterest
          • MPPTaskOptions
          • MPPTaskResult
          • MPPTransformMatrix
        • Constants
          • Overview
          • MPPImageSourceTypeImage
          • MPPImageSourceTypePixelBuffer
          • MPPImageSourceTypeSampleBuffer
        • Enumerations
          • Overview
          • MPPDelegate
          • MPPHandLandmark
          • MPPMaskDataType
          • MPPRunningMode
          • MPPTasksErrorCode
        • Protocols
          • Overview
          • MPPFaceDetectorLiveStreamDelegate
          • MPPFaceLandmarkerLiveStreamDelegate
          • MPPGestureRecognizerLiveStreamDelegate
          • MPPHandLandmarkerLiveStreamDelegate
          • MPPImageClassifierLiveStreamDelegate
          • MPPImageEmbedderLiveStreamDelegate
          • MPPImageSegmenterLiveStreamDelegate
          • MPPObjectDetectorLiveStreamDelegate
          • MPPPoseLandmarkerLiveStreamDelegate
        • Type Definitions
          • Overview
          • MPPImageSourceType
        • Functions
          • Overview
          • MPPRunningModeDisplayName
    • Model Maker
      • mediapipe_model_maker
        • Overview
      • mediapipe_model_maker.face_stylizer
        • Overview
        • Dataset
        • FaceStylizer
        • FaceStylizerOptions
        • HParams
        • ModelOptions
        • SupportedModels
        • constants
          • Overview
          • file_util
            • Overview
            • DownloadedFiles
        • dataset
          • Overview
          • classification_dataset
            • Overview
            • ClassificationDataset
          • image_module
            • Overview
            • Image
        • face_stylizer
          • Overview
          • image_preprocessing
            • Overview
            • Preprocessor
            • preprocess_for_eval
            • preprocess_for_train
          • loss_functions
            • Overview
            • FocalLoss
            • ImagePerceptualQualityLoss
            • PerceptualLoss
            • PerceptualLossWeight
            • SparseFocalLoss
            • VGGPerceptualLoss
        • face_stylizer_options
          • Overview
        • hyperparameters
          • Overview
          • hp
            • Overview
            • BaseHParams
        • model_options
          • Overview
        • model_spec
          • Overview
          • ModelSpec
          • blaze_face_stylizer_256_spec
      • mediapipe_model_maker.gesture_recognizer
        • Overview
        • Dataset
        • GestureRecognizer
        • GestureRecognizerOptions
        • HParams
        • HandDataPreprocessingParams
        • ModelOptions
      • mediapipe_model_maker.image_classifier
        • Overview
        • Dataset
        • HParams
        • ImageClassifier
        • ImageClassifierOptions
        • ModelOptions
        • ModelSpec
        • SupportedModels
      • mediapipe_model_maker.image_utils
        • Overview
        • load_image
      • mediapipe_model_maker.model_util
        • Overview
        • LiteRunner
        • WarmUp
        • convert_to_tflite
        • convert_to_tflite_from_file
        • get_default_callbacks
        • get_lite_runner
        • get_steps_per_epoch
        • load_keras_model
        • load_tflite_model_buffer
        • save_tflite
        • dataset
          • Overview
          • Dataset
      • mediapipe_model_maker.object_detector
        • Overview
        • Dataset
        • HParams
        • ModelOptions
        • ModelSpec
        • ObjectDetector
        • ObjectDetectorOptions
        • QATHParams
        • SupportedModels
      • mediapipe_model_maker.quantization
        • Overview
        • QuantizationConfig
      • mediapipe_model_maker.text_classifier
        • Overview
        • AverageWordEmbeddingHParams
        • AverageWordEmbeddingModelOptions
        • BertHParams
        • BertModelOptions
        • BertOptimizer
        • CSVParams
        • Dataset
        • SupportedBertTokenizers
        • SupportedModels
        • TextClassifier
        • TextClassifierOptions
        • model_with_tokenizer
          • Overview
          • ModelWithTokenizer
  • LiteRT
    • Python
      • tf.lite
        • Overview
        • Interpreter
        • OpsSet
        • Optimize
        • RepresentativeDataset
        • TFLiteConverter
        • TargetSpec
        • experimental
          • Overview
          • Analyzer
          • OpResolverType
          • QuantizationDebugOptions
          • QuantizationDebugger
          • load_delegate
          • authoring
            • Overview
            • compatible
      • tflite_support
        • Overview
        • metadata
          • Overview
          • MetadataDisplayer
          • MetadataPopulator
          • convert_to_json
          • get_metadata_buffer
          • get_path_to_datafile
        • metadata_schema_py_generated
          • Overview
          • AssociatedFile
          • AssociatedFileAddDescription
          • AssociatedFileAddLocale
          • AssociatedFileAddName
          • AssociatedFileAddType
          • AssociatedFileAddVersion
          • AssociatedFileEnd
          • AssociatedFileStart
          • AssociatedFileT
          • AssociatedFileType
          • AudioProperties
          • AudioPropertiesAddChannels
          • AudioPropertiesAddSampleRate
          • AudioPropertiesEnd
          • AudioPropertiesStart
          • AudioPropertiesT
          • BertTokenizerOptions
          • BertTokenizerOptionsAddVocabFile
          • BertTokenizerOptionsEnd
          • BertTokenizerOptionsStart
          • BertTokenizerOptionsStartVocabFileVector
          • BertTokenizerOptionsT
          • BoundingBoxProperties
          • BoundingBoxPropertiesAddCoordinateType
          • BoundingBoxPropertiesAddIndex
          • BoundingBoxPropertiesAddType
          • BoundingBoxPropertiesEnd
          • BoundingBoxPropertiesStart
          • BoundingBoxPropertiesStartIndexVector
          • BoundingBoxPropertiesT
          • BoundingBoxType
          • ColorSpaceType
          • Content
          • ContentAddContentProperties
          • ContentAddContentPropertiesType
          • ContentAddRange
          • ContentEnd
          • ContentProperties
          • ContentPropertiesCreator
          • ContentStart
          • ContentT
          • CoordinateType
          • CustomMetadata
          • CustomMetadataAddData
          • CustomMetadataAddName
          • CustomMetadataEnd
          • CustomMetadataStart
          • CustomMetadataStartDataVector
          • CustomMetadataT
          • FeatureProperties
          • FeaturePropertiesEnd
          • FeaturePropertiesStart
          • FeaturePropertiesT
          • ImageProperties
          • ImagePropertiesAddColorSpace
          • ImagePropertiesAddDefaultSize
          • ImagePropertiesEnd
          • ImagePropertiesStart
          • ImagePropertiesT
          • ImageSize
          • ImageSizeAddHeight
          • ImageSizeAddWidth
          • ImageSizeEnd
          • ImageSizeStart
          • ImageSizeT
          • ModelMetadata
          • ModelMetadataAddAssociatedFiles
          • ModelMetadataAddAuthor
          • ModelMetadataAddDescription
          • ModelMetadataAddLicense
          • ModelMetadataAddMinParserVersion
          • ModelMetadataAddName
          • ModelMetadataAddSubgraphMetadata
          • ModelMetadataAddVersion
          • ModelMetadataEnd
          • ModelMetadataStart
          • ModelMetadataStartAssociatedFilesVector
          • ModelMetadataStartSubgraphMetadataVector
          • ModelMetadataT
          • NormalizationOptions
          • NormalizationOptionsAddMean
          • NormalizationOptionsAddStd
          • NormalizationOptionsEnd
          • NormalizationOptionsStart
          • NormalizationOptionsStartMeanVector
          • NormalizationOptionsStartStdVector
          • NormalizationOptionsT
          • ProcessUnit
          • ProcessUnitAddOptions
          • ProcessUnitAddOptionsType
          • ProcessUnitEnd
          • ProcessUnitOptions
          • ProcessUnitOptionsCreator
          • ProcessUnitStart
          • ProcessUnitT
          • RegexTokenizerOptions
          • RegexTokenizerOptionsAddDelimRegexPattern
          • RegexTokenizerOptionsAddVocabFile
          • RegexTokenizerOptionsEnd
          • RegexTokenizerOptionsStart
          • RegexTokenizerOptionsStartVocabFileVector
          • RegexTokenizerOptionsT
          • ScoreCalibrationOptions
          • ScoreCalibrationOptionsAddDefaultScore
          • ScoreCalibrationOptionsAddScoreTransformation
          • ScoreCalibrationOptionsEnd
          • ScoreCalibrationOptionsStart
          • ScoreCalibrationOptionsT
          • ScoreThresholdingOptions
          • ScoreThresholdingOptionsAddGlobalScoreThreshold
          • ScoreThresholdingOptionsEnd
          • ScoreThresholdingOptionsStart
          • ScoreThresholdingOptionsT
          • ScoreTransformationType
          • SentencePieceTokenizerOptions
          • SentencePieceTokenizerOptionsAddSentencePieceModel
          • SentencePieceTokenizerOptionsAddVocabFile
          • SentencePieceTokenizerOptionsEnd
          • SentencePieceTokenizerOptionsStart
          • SentencePieceTokenizerOptionsStartSentencePieceModelVector
          • SentencePieceTokenizerOptionsStartVocabFileVector
          • SentencePieceTokenizerOptionsT
          • Stats
          • StatsAddMax
          • StatsAddMin
          • StatsEnd
          • StatsStart
          • StatsStartMaxVector
          • StatsStartMinVector
          • StatsT
          • SubGraphMetadata
          • SubGraphMetadataAddAssociatedFiles
          • SubGraphMetadataAddCustomMetadata
          • SubGraphMetadataAddDescription
          • SubGraphMetadataAddInputProcessUnits
          • SubGraphMetadataAddInputTensorGroups
          • SubGraphMetadataAddInputTensorMetadata
          • SubGraphMetadataAddName
          • SubGraphMetadataAddOutputProcessUnits
          • SubGraphMetadataAddOutputTensorGroups
          • SubGraphMetadataAddOutputTensorMetadata
          • SubGraphMetadataEnd
          • SubGraphMetadataStart
          • SubGraphMetadataStartAssociatedFilesVector
          • SubGraphMetadataStartCustomMetadataVector
          • SubGraphMetadataStartInputProcessUnitsVector
          • SubGraphMetadataStartInputTensorGroupsVector
          • SubGraphMetadataStartInputTensorMetadataVector
          • SubGraphMetadataStartOutputProcessUnitsVector
          • SubGraphMetadataStartOutputTensorGroupsVector
          • SubGraphMetadataStartOutputTensorMetadataVector
          • SubGraphMetadataT
          • TensorGroup
          • TensorGroupAddName
          • TensorGroupAddTensorNames
          • TensorGroupEnd
          • TensorGroupStart
          • TensorGroupStartTensorNamesVector
          • TensorGroupT
          • TensorMetadata
          • TensorMetadataAddAssociatedFiles
          • TensorMetadataAddContent
          • TensorMetadataAddDescription
          • TensorMetadataAddDimensionNames
          • TensorMetadataAddName
          • TensorMetadataAddProcessUnits
          • TensorMetadataAddStats
          • TensorMetadataEnd
          • TensorMetadataStart
          • TensorMetadataStartAssociatedFilesVector
          • TensorMetadataStartDimensionNamesVector
          • TensorMetadataStartProcessUnitsVector
          • TensorMetadataT
          • ValueRange
          • ValueRangeAddMax
          • ValueRangeAddMin
          • ValueRangeEnd
          • ValueRangeStart
          • ValueRangeT
          • import_numpy
        • metadata_writers
          • Overview
          • audio_classifier
            • Overview
            • MetadataWriter
            • metadata_writer
              • Overview
              • MetadataWriter
          • bert_nl_classifier
            • Overview
            • MetadataWriter
          • image_classifier
            • Overview
            • MetadataWriter
          • image_segmenter
            • Overview
            • MetadataWriter
          • metadata_info
            • Overview
            • AssociatedFileMd
            • BertInputTensorsMd
            • BertTokenizerMd
            • CategoryTensorMd
            • ClassificationTensorMd
            • GeneralMd
            • InputAudioTensorMd
            • InputImageTensorMd
            • InputTextTensorMd
            • LabelFileMd
            • RegexTokenizerMd
            • ScoreCalibrationMd
            • SentencePieceTokenizerMd
            • TensorMd
          • nl_classifier
            • Overview
            • MetadataWriter
          • object_detector
            • Overview
            • MetadataWriter
          • writer_utils
            • Overview
            • compute_flat_size
            • get_input_tensor_names
            • get_input_tensor_shape
            • get_input_tensor_types
            • get_output_tensor_names
            • get_output_tensor_types
            • get_tokenizer_associated_files
            • load_file
            • save_file
        • task
          • Overview
          • audio
            • Overview
            • AudioClassifier
            • AudioClassifierOptions
            • AudioEmbedder
            • AudioEmbedderOptions
            • AudioFormat
            • AudioRecord
            • TensorAudio
          • core
            • Overview
            • BaseOptions
          • processor
            • Overview
            • BertCluAnnotationOptions
            • BoundingBox
            • CategoricalSlot
            • Category
            • ClassificationOptions
            • ClassificationResult
            • Classifications
            • CluRequest
            • CluResponse
            • ColoredLabel
            • ConfidenceMask
            • Detection
            • DetectionOptions
            • DetectionResult
            • Embedding
            • EmbeddingOptions
            • EmbeddingResult
            • FeatureVector
            • Mention
            • MentionedSlot
            • NearestNeighbor
            • OutputType
            • Pos
            • QaAnswer
            • QuestionAnswererResult
            • SearchOptions
            • SearchResult
            • Segmentation
            • SegmentationOptions
            • SegmentationResult
          • text
            • Overview
            • BertCluAnnotator
            • BertCluAnnotatorOptions
            • BertNLClassifier
            • BertNLClassifierOptions
            • BertQuestionAnswerer
            • BertQuestionAnswererOptions
            • NLClassifier
            • NLClassifierOptions
            • TextEmbedder
            • TextEmbedderOptions
            • TextSearcher
            • TextSearcherOptions
          • vision
            • Overview
            • ImageClassifier
            • ImageClassifierOptions
            • ImageEmbedder
            • ImageEmbedderOptions
            • ImageSearcher
            • ImageSearcherOptions
            • ImageSegmenter
            • ImageSegmenterOptions
            • ObjectDetector
            • ObjectDetectorOptions
            • TensorImage
    • Android (Java)
      • Core
      • org.tensorflow.lite
        • Overview
        • DataType
        • Delegate
        • DelegateFactory
        • Interpreter
          • Overview
          • Options
        • InterpreterApi
          • Overview
          • InterpreterApi.Options
            • Overview
            • TfLiteRuntime
        • InterpreterFactory
        • RuntimeFlavor
        • Tensor
          • Overview
          • QuantizationParams
        • TensorFlowLite
      • acceleration
      • acceleration
        • Overview
        • ValidatedAccelerationConfig
      • Support Library
      • support.audio
        • Overview
        • TensorAudio
          • Overview
          • TensorAudio.TensorAudioFormat
            • Overview
            • Builder
      • support.common
        • Overview
        • FileUtil
        • Operator
        • Processor
        • SequentialProcessor
        • TensorOperator
        • TensorProcessor
          • Overview
          • Builder
      • support.common.ops
        • Overview
        • CastOp
        • DequantizeOp
        • NormalizeOp
        • QuantizeOp
      • support.image
        • Overview
        • BoundingBoxUtil
          • Overview
          • CoordinateType
          • Type
        • ColorSpaceType
        • ImageOperator
        • ImageProcessor
          • Overview
          • Builder
        • ImageProperties
          • Overview
          • Builder
        • MlImageAdapter
        • TensorImage
      • support.image.ops
        • Overview
        • ResizeOp
          • Overview
          • ResizeMethod
        • ResizeWithCropOrPadOp
        • Rot90Op
        • TensorOperatorWrapper
        • TransformToGrayscaleOp
      • support.label
        • Overview
        • Category
        • LabelUtil
        • TensorLabel
      • support.label.ops
        • Overview
        • LabelAxisOp
          • Overview
          • Builder
      • support.metadata
        • Overview
        • MetadataExtractor
          • Overview
          • QuantizationParams
        • MetadataParser
      • support.model
        • Overview
        • Model
          • Overview
          • Builder
          • Device
          • Model.Options
            • Overview
            • Builder
      • support.tensorbuffer
        • Overview
        • TensorBuffer
        • TensorBufferFloat
        • TensorBufferUint8
      • Delegates
      • gpu
        • Overview
        • CompatibilityList
        • GpuDelegate
          • Overview
          • Options
        • GpuDelegateFactory
          • Overview
          • GpuDelegateFactory.Options
            • Overview
            • GpuBackend
      • ODML
      • image
        • Overview
        • BitmapExtractor
        • BitmapMlImageBuilder
        • ByteBufferExtractor
        • ByteBufferMlImageBuilder
        • ImageProperties
        • MediaImageExtractor
        • MediaMlImageBuilder
        • MlImage
          • Overview
          • ImageFormat
          • Internal
          • StorageType
      • image.annotation
        • Overview
        • KeepForSdk
    • Swift
      • TensorFlowLiteSwift
        • Classes
          • Overview
          • CoreMLDelegate
          • – EnabledDevices
          • – Options
          • Interpreter
          • – Options
          • MetalDelegate
          • – Options
        • Enumerations
          • Overview
          • InterpreterError
          • Runtime
          • ThreadWaitType
        • Protocols
          • Overview
          • Delegate
        • Structures
          • Overview
          • QuantizationParameters
          • Tensor
          • – DataType
          • – Shape
        • Type Aliases
          • Overview
          • InterpreterOptions
    • C
      • Overview
      • Structs
        • TfLiteAffineQuantization
        • TfLiteComplex128
        • TfLiteComplex64
        • TfLiteContext
        • TfLiteCustomAllocation
        • TfLiteDelegate
        • TfLiteDelegateParams
        • TfLiteDelegatePlugin
        • TfLiteDimensionMetadata
        • TfLiteEvalTensor
        • TfLiteExternalContext
        • TfLiteFloat16
        • TfLiteFloatArray
        • TfLiteIntArray
        • TfLiteNode
        • TfLiteOpaqueDelegateBuilder
        • TfLiteOpaqueDelegateParams
        • TfLiteQuantization
        • TfLiteQuantizationParams
        • TfLiteRegistration
        • TfLiteRegistration_V1
        • TfLiteRegistration_V2
        • TfLiteRegistration_V3
        • TfLiteSparsity
        • TfLiteTensor
      • Unions
        • TfLitePtrUnion
    • C++
      • Overview
      • tflite
        • Overview
        • Classes
          • Allocation
          • ErrorReporter
          • FileCopyAllocation
          • MemoryAllocation
          • MMAPAllocation
          • MutableOpResolver
          • OpResolver
          • TfLiteIntArrayView
        • Structs
          • StderrReporter
      • tflite::impl
        • Overview
        • Classes
          • FlatBufferModel
          • Interpreter
          • InterpreterBuilder
      • tflite::op_resolver_hasher
        • Overview
        • Structs
          • OperatorKeyHasher
          • ValueHasher
          • BuiltinOperator >
  • Gemini
  • About
  • Docs
  • API reference
  • Pricing
  • Gemma
  • About
  • Docs
  • Build with Gemini
  • Gemini API
  • Google AI Studio
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Introducing LiteRT: Google's high-performance runtime for on-device AI, formerly known as TensorFlow Lite.