| # PoC: Caffe PythonLayer Arbitrary Code Execution (CWE-94) |
|
|
| ## Vulnerability |
|
|
| BVLC/caffe's `GetPythonLayer()` in `layer_factory.cpp:295` calls `bp::import()` with an attacker-controlled module name read from a `.prototxt` model file. When a victim loads a crafted `.prototxt`, Python's import mechanism executes all top-level code in the specified module, achieving arbitrary code execution. |
|
|
| ```cpp |
| // layer_factory.cpp:295 β no sanitization, no allowlist |
| bp::object module = bp::import(param.python_param().module().c_str()); |
| bp::object layer = module.attr(param.python_param().layer().c_str())(param); |
| ``` |
|
|
| - **CWE-94:** Improper Control of Generation of Code (Code Injection) |
| - **CVSS:** 8.8 (High) |
| - **Condition:** Requires `WITH_PYTHON_LAYER=1` compile flag (commonly enabled for custom layers) |
| - **Repository:** https://github.com/BVLC/caffe (archived, last commit 2020) |
|
|
| ## Files |
|
|
| | File | Description | |
| |------|-------------| |
| | `evil_layer.py` | Malicious Python module β top-level code executes on import | |
| | `poc_rce.prototxt` | Caffe model config that references the malicious module | |
|
|
| ## Reproduction |
|
|
| ```bash |
| # Requires Caffe built with WITH_PYTHON_LAYER=1 |
| cd /path/to/this/directory |
| caffe test -model poc_rce.prototxt -iterations 1 2>/dev/null |
| cat /tmp/caffe_rce_proof.txt |
| ``` |
|
|
| Or via Python: |
|
|
| ```python |
| import caffe |
| net = caffe.Net('poc_rce.prototxt', caffe.TEST) |
| # β evil_layer.py top-level code executes immediately |
| ``` |
|
|
| ## Attack Scenario |
|
|
| 1. Attacker distributes a model package (`.prototxt` + `.py` module) |
| 2. The `.prototxt` contains a Python layer referencing the included module |
| 3. Victim loads the model for inference |
| 4. `bp::import()` triggers Python import β all top-level code in the module executes |
| 5. Full RCE with the victim's privileges |
|
|
| ## Root Cause |
|
|
| The `PythonParameter` protobuf message allows arbitrary module and layer names: |
|
|
| ```protobuf |
| message PythonParameter { |
| optional string module = 1; // β bp::import(module) |
| optional string layer = 2; // β module.attr(layer)(param) |
| } |
| ``` |
|
|
| No validation, no allowlist, no sandboxing is applied before the import. |
|
|