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Utilities for deserializing and processing structured output from machine learning model inference.
Distinguishing note: Focuses on parsing model-specific response structures rather than generic JSON or data serialization.
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MediaPipe is a cross-platform machine learning framework designed for deploying vision, audio, and text processing models across mobile, desktop, and web environments. It functions as an on-device inference engine that executes complex models locally on edge hardware, ensuring low latency and privacy without requiring a constant internet connection. The framework utilizes a graph-based pipeline orchestration system where data flows through a directed network of modular calculators to ensure synchronized and deterministic processing. It distinguishes itself through a unified runtime that provi
Gemini API parses response bodies containing lists of candidate objects that hold generated content, supporting both complete packages and continuous streams of chunks.