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Inference Benchmarking Tools · Awesome GitHub Repositories

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Awesome GitHub RepositoriesInference Benchmarking Tools

Utilities for measuring processing speed, latency, and performance metrics of machine learning models across various hardware configurations.

Distinguishing note: Focuses specifically on performance measurement and latency analysis for ML inference, distinct from general model training or deployment frameworks.

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  • ggml-org/whisper.cpp

    ggml-org/whisper.cpp

    46,843View on GitHub↗

    Whisper.cpp is a high-performance, local-first speech recognition engine designed to run large-scale machine learning models on consumer hardware. It functions as a portable library that converts audio into text, supporting both static file transcription and real-time stream processing. By utilizing a lightweight inference engine and weight quantization, the project minimizes memory and compute overhead, allowing for efficient execution without reliance on external cloud APIs or internet connectivity. The project distinguishes itself through a hardware-agnostic compute abstraction that offloa

    Measures processing speed and latency across hardware configurations to determine performance for speech recognition tasks.

    C++inferenceopenaispeech-recognition
    46,843View on GitHub↗