Generate images and video with vLLM-Omni on SageMaker AI – Part 2 | Amazon Web Services

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In this post, you turn a text prompt into an image, then animate that image into a short video on Amazon SageMaker AI. You deploy two endpoints from the same AWS vLLM-Omni Deep Learning Container (DLC): a real-time endpoint for FLUX.2-klein-4B image generation and an asynchronous endpoint for Wan2.1-VACE-1.3B video generation. The workflow sends a text prompt to generate a still image, then passes the image and a motion prompt to the video endpoint. It retrieves the MP4 from Amazon Simple Storage Service (Amazon S3) and provides an optional Streamlit interface.

AWS Deep Learning Containers package frameworks and dependencies for training and inference on AWS. The AWS vLLM-Omni DLC packages tracked vLLM-Omni releases and adds routing middleware for SageMaker AI. vLLM-Omni extends vLLM beyond text generation to models that process or generate text, audio, images, and video through OpenAI-compatible APIs.

This post continues a series about specialized AWS DLCs. ...

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