Post
973
π Remember Tensorboard graph visualizer?
π @Google just released Model Explorer, a Tensorboard graph visualizer on steroids πͺ.
π οΈ Model Explorer is a graph visualization tool designed to improve understanding, debugging, and optimizing machine learning (ML) models, especially large ones.
π― It addresses challenges in traditional graph visualization tools by implementing a hierarchical layout and GPU-accelerated graph rendering, which enhances performance and usability.
π The tool supports visualization of large-scale ML models by displaying hierarchical information, which simplifies understanding complex model architectures.
π Key features include layer-by-layer exploration π, side-by-side graph comparison for debugging conversion errors π, and per-node data overlays for identifying performance issues π.
π¨βπ» Originally developed for Google's internal use, Model Explorer is now available publicly as part of the Google AI Edge family of products and even runs directly in colab!
π Colab: https://github.com/google-ai-edge/model-explorer/blob/main/example_colabs/quick_start.ipynb
π° Blog: https://research.google/blog/model-explorer/
π @Google just released Model Explorer, a Tensorboard graph visualizer on steroids πͺ.
π οΈ Model Explorer is a graph visualization tool designed to improve understanding, debugging, and optimizing machine learning (ML) models, especially large ones.
π― It addresses challenges in traditional graph visualization tools by implementing a hierarchical layout and GPU-accelerated graph rendering, which enhances performance and usability.
π The tool supports visualization of large-scale ML models by displaying hierarchical information, which simplifies understanding complex model architectures.
π Key features include layer-by-layer exploration π, side-by-side graph comparison for debugging conversion errors π, and per-node data overlays for identifying performance issues π.
π¨βπ» Originally developed for Google's internal use, Model Explorer is now available publicly as part of the Google AI Edge family of products and even runs directly in colab!
π Colab: https://github.com/google-ai-edge/model-explorer/blob/main/example_colabs/quick_start.ipynb
π° Blog: https://research.google/blog/model-explorer/