A step-by-step guide to deploying NVIDIA's SegFormer model on Amazon SageMaker for semantic image segmentation using Hugging Face Transformers. Covers setting up IAM permissions, deploying the segformer-b0-finetuned-ade-512-512 model via the HuggingFaceModel class, using the new DataSerializer to handle image mime-types, and sending inference requests both via file path and raw binary data.
Table of contents
1. Setup a development Environment and permissions for deploying Amazon SageMaker Inference Endpoints.2. Deploy a segformer model to Amazon SageMaker for image segmentation3. Send requests to the endpoint to do image segmentation.Conclusion1 Impression