In Agent built with Python, I am getting below war...
# ask-ai
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In Agent built with Python, I am getting below warning, what does it mean
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warning: livekit.plugins.silero - inference is slower than realtime
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Thanks for reaching out, Gopi. I'm an AI assistant and I'm here to help. Give me a moment while I research this topic.
Thank you for reaching out! The warning
livekit.plugins.silero - inference is slower than realtime
means that the Silero Voice Activity Detection (VAD) model is taking a bit longer to process the audio than the actual length of the audio itself, which can cause a delay in real-time performance. This usually happens when processing a small segment of audio (around 32ms) takes more than 200 milliseconds. Over time, these delays add up, and that's when the warning pops up. Some common reasons for this include: • Your CPU might be busy with other tasks or might not be powerful enough. • The model might be a bit too complex for your system's processing capabilities. Here are a couple of things you might try to help improve the situation: • Make sure your system has enough CPU resources available. • Try prewarming the VAD model to help reduce the startup time. I hope this helps! If you have any more questions or need further assistance, please feel free to ask. Sources: livekit-plugins/livekit-plugins-silero/livekit/plugins/silero/onnx_model.py | Silero VAD plugin | LiveKit Docs