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GTC ON-DEMAND

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Abstract:
Autoregressive wavenets have demonstrated extremely high quality real-time speech synthesis results.  However, the compute requirements and tight latency bounds have made them impractical for deployment on traditional CPU-only systems.  In this talk we demonstrate that Volta GPUs provide excellent real-time inference performance on these networks, making practical deployments possible.  We discuss several alternative implementation techniques and demonstrate their achieved performance on a V100 GPU.
Autoregressive wavenets have demonstrated extremely high quality real-time speech synthesis results.  However, the compute requirements and tight latency bounds have made them impractical for deployment on traditional CPU-only systems.  In this talk we demonstrate that Volta GPUs provide excellent real-time inference performance on these networks, making practical deployments possible.  We discuss several alternative implementation techniques and demonstrate their achieved performance on a V100 GPU.  Back
 
Topics:
AI Application, Deployment & Inference, Speech & Language Processing
Type:
Talk
Event:
GTC Silicon Valley
Year:
2018
Session ID:
S8968
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