Debugging JAX & Flax NNX (Part 3)

From the creator

You know that debugging is crucial when doing any kind of software development. JAX and Flax NNX offer amazing performance and a clean API, but debugging can feel different due to JAX's compilation model. Today, we'll bridge the gap, exploring how to debug JAX and NNX effectively, relating techniques back to your PyTorch experience. We'll focus specifically on the Flax NNX API. This final episode of our three part series on debugging expands beyond JAX-specific tools to the broader ecosystem, focusing on building robust, monitorable, and performant code. Finally we’ll bring together all the concepts into a practical, step-by-step debugging workflow. Resources: Learn more → https://goo.gle/learning-jax Subscribe to Google for Developers → https://goo.gle/developers Speaker: Robert Crowe

Published 2025-12-04 · Watch on YouTube ↗
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