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MNN computeShapeForBlob dims overflow + outputIndexes OOB
Vulnerability
CWE-787: Out-of-bounds Write in MNN model loading (InitNet.cpp).
Bug 1: dims overflow — heap-buffer-overflow WRITE
computeShapeForBlob() loops over Blob.dims from the model file and writes
each element into a fixed dim[MNN_MAX_TENSOR_DIM=9] array. The FlatBuffers
schema allows arbitrary dims vector length, but the C++ struct is fixed:
// InitNet.cpp:24-26
output->buffer().dimensions = parameter->dims()->size(); // file-controlled
for (int i = 0; i < output->buffer().dimensions; i++) {
output->buffer().dim[i].extent = parameter->dims()->Get(i); // OOB if > 9
}
The dim array is declared in TensorUtils.hpp:96:
halide_dimension_t dims[MNN_MAX_TENSOR_DIM]; // fixed size = 9
A Blob with 15 dims writes 6 elements past the array end, corrupting adjacent
heap memory in the NativeInsideDescribe struct (280 bytes).
Bug 2: outputIndexes OOB — heap-buffer-overflow READ/WRITE
initConstTensors() uses op->outputIndexes()->data()[0] as a vector subscript
without bounds checking against tensors.size():
// InitNet.cpp:52-53
auto index = op->outputIndexes()->data()[0]; // int32_t from file, unchecked
tensors[index].reset(new Tensor); // OOB → wild pointer access
The tensors vector is sized by net->tensorName()->size(). A Const op with
outputIndexes=[999] and only 1 tensorName causes OOB access.
ASAN Traces
Dims overflow — WRITE of size 4:
ERROR: AddressSanitizer: heap-buffer-overflow
WRITE of size 4 at 0x... thread T0
#0 MNN::computeShapeForBlob() InitNet.cpp:26
#1 MNN::initConstTensors() InitNet.cpp:60
#2 MNN::Schedule::schedule() Schedule.cpp:303
#3 MNN::Interpreter::createMultiPathSession() Interpreter.cpp:279
0x... is located 4 bytes after 280-byte region
Index OOB — READ of size 8 (wild pointer via shared_ptr::reset):
ERROR: AddressSanitizer: heap-buffer-overflow
READ of size 8 at 0x... thread T0 (wild pointer)
#0 shared_ptr::reset() InitNet.cpp:53
#1 MNN::initConstTensors() InitNet.cpp:53
#2 MNN::Schedule::schedule() Schedule.cpp:303
#3 MNN::Interpreter::createMultiPathSession() Interpreter.cpp:279
Reproduction
git clone --depth=1 https://github.com/alibaba/MNN.git && cd MNN && mkdir build && cd build
cmake .. -DCMAKE_BUILD_TYPE=RelWithDebInfo \
-DCMAKE_CXX_FLAGS="-fsanitize=address -fno-omit-frame-pointer" \
-DCMAKE_C_FLAGS="-fsanitize=address -fno-omit-frame-pointer" \
-DCMAKE_EXE_LINKER_FLAGS="-fsanitize=address" \
-DMNN_BUILD_CONVERTER=OFF -DMNN_BUILD_TOOLS=OFF -DMNN_BUILD_TEST=OFF \
-DMNN_BUILD_DEMO=OFF -DMNN_BUILD_QUANTOOLS=OFF \
-DMNN_OPENCL=OFF -DMNN_VULKAN=OFF -DMNN_METAL=OFF -DMNN_CUDA=OFF \
-DMNN_OPENMP=OFF -DMNN_BUILD_TRAIN=OFF
make -j$(nproc) MNN
g++ -fsanitize=address -fno-omit-frame-pointer -O1 -g \
-I../include harness.cpp -L. -lMNN -Wl,-rpath,. -lpthread -o harness
python3 craft_malicious_mnn.py
./harness malicious_dims.mnn # dims overflow WRITE
./harness malicious_index.mnn # index OOB wild pointer
Fix
// Bug 1: Cap dims to MNN_MAX_TENSOR_DIM
if (parameter->dims() != nullptr) {
int ndims = parameter->dims()->size();
if (ndims > MNN_MAX_TENSOR_DIM) {
MNN_ERROR("dims count %d exceeds MNN_MAX_TENSOR_DIM\n", ndims);
return true;
}
output->buffer().dimensions = ndims;
// ...
}
// Bug 2: Bounds-check outputIndexes
auto index = op->outputIndexes()->data()[0];
if (index < 0 || index >= (int)tensors.size()) {
code = INVALID_VALUE;
return false;
}
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