Stable Diffusion is an open-source generative AI image-based model that enables users to generate images with simple text descriptions. Gaining traction among developers, it has powered popular applications like Wombo and Lensa. End users typically access the model through distributions that package it together with a user interface and a set of tools. The most popular distribution is the…

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This post is the third in a series about optimizing end-to-end AI. When your model has been converted to the ONNX format, there are several ways to deploy it, each with advantages and drawbacks. One method is to use ONNX Runtime. ONNX Runtime serves as the backend, reading a model from an intermediate representation (ONNX), handling the inference session, and scheduling execution on an…

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This post is the second in a series about optimizing end-to-end AI. In this post, I discuss how to use ONNX to transition your AI models from research to production while avoiding common mistakes. Considering that PyTorch has become the most popular machine learning framework, all my examples use it but I also supply references to TensorFlow tutorials. ONNX (Open Neural Network…

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