AWS publishes a tutorial for streaming speech with vLLM-Omni on SageMaker AIMachine translation
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AWS provides a deployment example that runs Qwen3-TTS in a vLLM-Omni container, sends text over a SageMaker AI bidirectional connection, and receives speech chunks before the full response is generated. The sample includes a Gradio client; endpoint deployment requires instance quota, and a running GPU endpoint continues to incur charges.
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