Skip to content

Latest commit

 

History

History
117 lines (84 loc) · 3.77 KB

File metadata and controls

117 lines (84 loc) · 3.77 KB

Faiss C API

Faiss provides a pure C interface, which can subsequently be used either in pure C programs or to produce bindings for programming languages with Foreign Function Interface (FFI) support. Although this is not required for the Python interface, some other programming languages (e.g. Rust and Julia) do not have SWIG support.

Compilation instructions

The C API is built as part of the main Faiss build using CMake. From the root of the Faiss repository:

# Configure with C API enabled
$ cmake -B build -DFAISS_ENABLE_C_API=ON .

# Build
$ make -C build -j faiss_c

This builds the dynamic library libfaiss_c.so (or .dylib on macOS), containing the full implementation of Faiss and the necessary wrappers for the C interface.

To build the example program:

$ make -C build -j example_c

The example program will be located at build/c_api/example_c.

Using the API

The C API is composed of:

  • A set of C header files comprising the main Faiss interfaces, converted for use in C. Each file follows the format «name»_c.h, where «name» is the respective name from the C++ API. For example, the file Index_c.h file corresponds to the base Index API. Functions are declared with the faiss_ prefix (e.g. faiss_IndexFlat_new), whereas new types have the Faiss prefix (e.g. FaissIndex, FaissMetricType, ...).
  • A dynamic library, compiled from the sources in the same folder, encloses the implementation of the library and wrapper functions.

The index factory is available via the faiss_index_factory function in AutoTune_c.h:

FaissIndex* index = NULL;
int c = faiss_index_factory(&index, 64, "Flat", METRIC_L2);
if (c) {
    // operation failed
}

Most operations that you would find as member functions are available with the format faiss_«classname»_«member».

idx_t ntotal = faiss_Index_ntotal(index);

Since this is C, the index needs to be freed manually in the end:

faiss_Index_free(index);

Error handling is done by examining the error code returned by operations with recoverable errors. The code identifies the type of exception that rose from the implementation. Fetching the corresponding error message can be done by calling the function faiss_get_last_error() from error_c.h. Getter functions and free functions do not return an error code.

int c = faiss_Index_add(index, nb, xb);
if (c) {
    printf("%s", faiss_get_last_error());
    exit(-1);
}

An example is included and can be built as shown in the compilation instructions above.

Building with GPU support

For GPU support, configure CMake with both GPU and C API enabled:

$ cmake -B build -DFAISS_ENABLE_GPU=ON -DFAISS_ENABLE_C_API=ON .
$ make -C build -j gpufaiss_c

The libgpufaiss_c.so dynamic library contains both GPU and CPU implementations of Faiss, which means it can be used in place of libfaiss_c.so. This library dynamically links with the CUDA runtime and cuBLAS.

Using the GPU with the C API

A standard GPU resources object can be obtained by the name FaissStandardGpuResources:

FaissStandardGpuResources* gpu_res = NULL;
int c = faiss_StandardGpuResources_new(&gpu_res);
if (c) {
    printf("%s", faiss_get_last_error());
    exit(-1);
}

Similarly to the C++ API, a CPU index can be converted to a GPU index:

FaissIndex* cpu_index = NULL;
int c = faiss_index_factory(&cpu_index, d, "Flat", METRIC_L2);
if (c) { /* ... */ }
FaissGpuIndex* gpu_index = NULL;
c = faiss_index_cpu_to_gpu(gpu_res, 0, cpu_index, &gpu_index);
if (c) { /* ... */ }

To build the GPU example:

$ make -C build -j example_gpu_c

The example program will be located at build/c_api/gpu/example_gpu_c.