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Arm brings visual graph debugging to edge compilers with Model Explorer

AI summary

Google Developers Blog says Arm built open-source adapters that extend Google AI Edge Model Explorer to custom compiler representations including TOSA, VGF, and PTE. The integrations can expose unintended operators, compare CPU and NPU-delegated graphs side by side, and overlay cycle-level profiling traces onto execution graphs. Arm said it used these workflows to find an extra TRANSPOSE regression and identify a TRANSPOSE node as the main latency bottleneck in an Ethos-U test.

In-depth insight

The adapters give developers a visual way to inspect compiler transformations, accelerator delegation, and hardware bottlenecks when deploying machine learning models on edge devices.

Bringing Visual Graph Debugging to Custom Edge Compilers with Model Explorer - Google Developers Blog

Bringing Visual Graph Debugging to Custom Edge Compilers with Model Explorer

OCT. 20, 2026

Eric Yang Software Engineer

Alan Ma Staff Software Engineer

#Google AI Edge Model Explorer#Arm#TOSA#VGF#PTE#ExecuTorch#LiteRT#Ethos-U85 NPU#Ultralytics YOLO

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