Platforms and languages such as Java, Swift, C++, Objective-C and Python. Inference refers to the process of executing a TensorFlow Lite model on-device Size and latency with minimal or no loss in accuracy. TensorFlow Lite Converter to convert a TensorFlow By default, all models containĬonvert a TensorFlow model into a TensorFlow Lite model: Use the TensorFlow Lite Examples to pick an existing model. Use an existing TensorFlow Lite model: Refer to You can generate a TensorFlow Lite model in the following ways: Generation of pre- and post-processing pipelines during on-device inference. Human-readable model description and machine-readable data for automatic Parsing/unpacking step) that enables TensorFlow Lite to execute efficiently onĭevices with limited compute and memory resources.Ī TensorFlow Lite model can optionally include metadata that has Over TensorFlow's protocol buffer model format such as reduced size (small codeįootprint) and faster inference (data is directly accessed without an extra Generate a TensorFlow Lite modelĪ TensorFlow Lite model is represented in a special efficient portable format Guide for an ideal balance of performance, model size, and accuracy. To further instructions: Note: Refer to the performance best practices The following guide walks through each step of the workflow and provides links Operators needed for supporting the common image classification models Key Point: The TensorFlow Lite binary is ~1MB when all 125+ supported operatorsĪre linked (for 32-bit ARM builds), and less than 300KB when using only the End-to-end examples, for common machine learning tasks suchĪs image classification, object detection, pose estimation, questionĪnswering, text classification, etc.High performance, with hardware acceleration.Diverse language support, which includes Java, Swift, Objective-C, C++,.Multiple platform support, covering Android and iOS.Inference and a lack of network connections). Size (reduced model and binary size) and power consumption (efficient ![]() Leaves the device), connectivity (internet connectivity is not required), Latency (there's no round-trip to a server), privacy (no personal data
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