Batch And Streaming Audio Synthesis With Adaptive Buffering

via “batch inference with dynamic batching and padding optimization”

automatic-speech-recognition model by undefined. 67,92,170 downloads.

Unique: Dynamic batching groups audio by length to minimize padding overhead — shorter sequences padded to match longest in batch rather than fixed batch size, reducing wasted computation by 20-40% vs naive batching while maintaining parallel efficiency

vs others: More efficient than sequential processing (4-8x faster throughput) and more flexible than fixed-size batching because dynamic padding adapts to input distribution; attention masking prevents cross-contamination unlike naive concatenation approaches