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Troubleshooting

Matthijs Douze edited this page Mar 31, 2017 · 33 revisions

We receive bug reports related to the GPU code that are not actionable because impossible to reproduce. If you start a bug report, please make sure to include (use a gist if it is too bulky):

  • version of OS, type of GPU, nvidia-smi output

  • output of ldd on executable or _swigfaiss_gpu.so for the Python version

  • a gdb stacktrace

  • please open a new issue unless you are certain that you have the exact same one as an existing one. This makes it easier for us to triage.

  • I you post code, please make it self-contained and as short as possible

Also, please consider the following notes on how to productively report bugs.

Python errors

ImportError: No module named swigfaiss

This means that Faiss was not compiled.

SWIG error

cd ../python; swig -Doverride= -python -c++ -DGPU_WRAPPER -o ../python/swigfaiss_gpu_wrap.cxx ../swigfaiss.swig
../gpu/StandardGpuResources.h:67: Error: Syntax error in input(3).
make: *** [../python/swigfaiss_gpu_wrap.cxx] error 1

This is probably because the swig version is too old (swig 2.0 does not parse C++11 >>), and you may have erased the swig-generated files by doing make clean. You can restore them by

cd ../python
git checkout swigfaiss_gpu_wrap.cxx swigfaiss_gpu.py swigfaiss_wrap.cxx swigfaiss.py

Then make py again.

NULL/nullptr/0

C++ has changed several times how NULL pointers should be represented. In the C++ source, we use nullptr. To compile on C++03 compilers, we define -Dnullptr=NULL on the command line. This flag should be removed for newer compilers like GCC 6.3.1

GPU Precomputed table error

If you get the following assertion error when constructing an GpuIndexIVFPQ with precomputed tables:

Faiss assertion usePrecomputed_ || IVFPQ::isSupportedNoPrecomputedSubDimSize( this->d / subQuantizers_) failed in void faiss::gpu::GpuIndexIVFPQ::assertSettings_() const at GpuIndexIVFPQ.cu:469Aborted (core dumped)

Then make sure that the ratio between the dimension and the PQ size (d/M) is one of the values mentioned in this function:

https://rawgit.com/facebookresearch/faiss/master/docs/html/PQScanMultiPassNoPrecomputed_8cu_source.html#l00029

If this is not the case, you can pre-process the input vectors with an OPQ transform.

undefined reference to operator new[]

Here you have probably erased the Faiss Makefile or forgotten to copy the makefile.inc as instructed in the INSTALL file.

What happens is that make is using a C compiler (cc) to compile C++.

Slow brute-force search with OpenBLAS

The search performance with OpenBLAS can degrade seriously because of a bad interaction between OpenMP and OpenBLAS threads. To avoid this, export OMP_WAIT_POLICY=PASSIVE before running the executable. See issue #53

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