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Performance Metrics

Dimitrii Voronin edited this page Oct 26, 2022 · 9 revisions

Silero VAD Performance Metrics

All speed test were run on AMD Ryzen Threadripper 3960X using only 1 thread and batch size equal to 1, 16000 sampling rate:

torch.set_num_threads(1) # JIT
session.intra_op_num_threads = 1 # ONNX
session.inter_op_num_threads = 1 # ONNX

RTS - seconds of audio processed per second, real time speed, or inverse RTF

Audio chunk duration, ms (samples) Model time, ns RTS Model type
30 (512) 830 36 JIT
30 (512) 190 158 ONNX

This represents the most common use case, but with batch size > 1 metrics can be even more impressive.

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