Efficient Transformer Inference With Kv Cache Optimization

via “efficient transformer inference with kv-cache optimization”

text-to-speech model by undefined. 11,95,920 downloads.

Unique: Applies KV-cache optimization specifically to streaming TTS inference, reducing per-token latency from ~200ms to ~20-50ms on consumer GPUs. Combines cache reuse with selective attention masking to maintain streaming properties while avoiding redundant computation.

vs others: Achieves real-time streaming latency comparable to specialized streaming TTS engines (e.g., Coqui, Piper) while maintaining the quality and flexibility of larger transformer-based models.