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license: mit
tags:
  - tensorflow
  - savedmodel
  - security-research

TF SavedModel Native Ops PoC

Security research — demonstrates arbitrary file write via native TensorFlow ops (tf.io.write_file) embedded in SavedModel graph.

DO NOT LOAD THIS MODEL IN PRODUCTION.

Vector

  • tf.io.write_file is a native C++ kernel op
  • Embedded directly in the computation graph
  • Invisible to Python-level security scanners
  • Executes when model inference is called

Usage (for testing only)

import tensorflow as tf
model = tf.saved_model.load("./")
# Calling model triggers file write
result = model(tf.random.normal([1, 10]))