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How AI on Microcontrollers Actually Works: Registering Operators

Daniel Mangum · published 14 July 2025

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Host
https://github.com/tensorflow/tflite-micro
github.com
https://flatbuffers.dev/
flatbuffers.dev
https://github.com/tensorflow/tensorflow
github.com
https://github.com/tensorflow/tensorflow/blob/a1300a0d39523da936d2cb1ac782c6231c2e46e0/tensorflow/core/framework/registration/registration.h
github.com
https://ai.google.dev/edge/litert
ai.google.dev
https://ai.google.dev/edge/litert/models/ops_custom
ai.google.dev
https://github.com/tensorflow/tensorflow/blob/a1300a0d39523da936d2cb1ac782c6231c2e46e0/tensorflow/python/tools/selective_registration_header_lib.py
github.com
https://github.com/tensorflow/tensorflow/blob/a1300a0d39523da936d2cb1ac782c6231c2e46e0/tensorflow/lite/mutable_op_resolver.h
github.com
https://github.com/tensorflow/tensorflow/blob/a1300a0d39523da936d2cb1ac782c6231c2e46e0/tensorflow/lite/core/api/op_resolver.h
github.com
https://github.com/tensorflow/tensorflow/blob/a1300a0d39523da936d2cb1ac782c6231c2e46e0/tensorflow/lite/core/kernels/register.h
github.com
https://github.com/tensorflow/tensorflow/commit/a7e8ad18a61b251ef42c0260dd80a12cea8f268c
github.com
https://github.com/petewarden
github.com
https://github.com/tensorflow/tensorflow/blob/a7e8ad18a61b251ef42c0260dd80a12cea8f268c/tensorflow/contrib/lite/experimental/micro/README.md
github.com
https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/micro_op_resolver.h
github.com
https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/micro_mutable_op_resolver.h
github.com
https://en.wikipedia.org/wiki/Template_(C%2B%2B
en.wikipedia.org
https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/examples/person_detection
github.com
https://www.tensorflow.org/mlir/tfl_ops
tensorflow.org
https://github.com/zephyrproject-rtos/zephyr/tree/322da1d1a5a22912184ac73341cc948fc18fea25/samples/modules/tflite-micro/hello_world
github.com
https://github.com/zephyrproject-rtos/zephyr/blob/322da1d1a5a22912184ac73341cc948fc18fea25/samples/modules/tflite-micro/hello_world/src/main_functions.cpp
github.com
https://developer.arm.com/Processors/Cortex-M33
developer.arm.com
https://www.nordicsemi.com/Products/nRF9160
nordicsemi.com
https://www.nordicsemi.com/Products/Development-hardware/nRF9160-DK
nordicsemi.com
https://docs.zephyrproject.org/latest/develop/getting_started/index.html
docs.zephyrproject.org
https://github.com/tensorflow/tflite-micro/blob/bbf70db4993618bcabc01cf2f02cd9eb089d5dca/tensorflow/lite/micro/micro_common.h
github.com
https://github.com/tensorflow/tflite-micro/blob/bbf70db4993618bcabc01cf2f02cd9eb089d5dca/tensorflow/lite/micro/kernels/fully_connected.cc
github.com
https://en.wikipedia.org/wiki/ARM_architecture_family
en.wikipedia.org
https://github.com/tensorflow/tflite-micro/blob/bbf70db4993618bcabc01cf2f02cd9eb089d5dca/tensorflow/lite/micro/kernels/kernel_util.cc
github.com
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