Deploy streamed Qwen3-TTS on SageMaker using vLLM-Omni v1.5 for real-time voice
AWS published a Part 1 tutorial showing how to deploy the Qwen3-TTS text-to-speech model on Amazon SageMaker AI using the vLLM-Omni v1.5 Deep Learning Container (DLC). The guide demonstrates sending text and receiving audio chunks over a single persistent bidirectional connection (SageMaker bidirectional streaming) via the vLLM-Omni native WebSocket route (v1/audio/speech/stream) and includes a Gradio example; the series will also cover other specialized DLCs like WhisperX and llama.cpp.