# Copyright (c) Meta Platforms, Inc. and affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import platform import subprocess import logging import os import sys from packaging.version import Version def supported_instruction_sets(): """ Returns the set of supported CPU features, see https://github.com/numpy/numpy/blob/master/numpy/core/src/common/npy_cpu_features.h for the list of features that this set may contain per architecture. Example: >>> supported_instruction_sets() # for x86 {"SSE2", "AVX2", "AVX512", ...} >>> supported_instruction_sets() # for PPC {"VSX", "VSX2", ...} >>> supported_instruction_sets() # for ARM {"NEON", "ASIMD", ...} """ # Old numpy.core._multiarray_umath.__cpu_features__ doesn't support Arm SVE, # so let's read Features in numpy.distutils.cpuinfo and search 'sve' entry def is_sve_supported(): if platform.machine() != "aarch64": return False # Currently SVE is only supported on Linux if platform.system() != "Linux": return False # Numpy 2.0 supports SVE detection by __cpu_features__, so just skip import numpy if Version(numpy.__version__) >= Version("2.0"): return False # platform-dependent legacy fallback using numpy.distutils.cpuinfo try: import numpy.distutils.cpuinfo return "sve" in numpy.distutils.cpuinfo.cpu.info[0].get('Features', "").split() except ImportError: # check if SVE is supported by checking the auxval # using values defined as: # #define AT_HWCAP 16 # #define HWCAP_SVE (1 << 22) return bool(__import__('ctypes').CDLL(None).getauxval(16) & (1<<22)) import numpy if Version(numpy.__version__) >= Version("1.19"): # use private API as next-best thing until numpy/numpy#18058 is solved from numpy._core._multiarray_umath import __cpu_features__ # __cpu_features__ is a dictionary with CPU features # as keys, and True / False as values supported = {k for k, v in __cpu_features__.items() if v} if is_sve_supported(): supported.add("SVE") for f in os.getenv("FAISS_DISABLE_CPU_FEATURES", "").split(", \t\n\r"): supported.discard(f) return supported # platform-dependent legacy fallback before numpy 1.19, no windows if platform.system() == "Darwin": if subprocess.check_output(["/usr/sbin/sysctl", "hw.optional.avx2_0"])[-1] == '1': return {"AVX2"} elif platform.system() == "Linux": import numpy.distutils.cpuinfo result = set() if "avx2" in numpy.distutils.cpuinfo.cpu.info[0].get('flags', ""): result.add("AVX2") if "avx512" in numpy.distutils.cpuinfo.cpu.info[0].get('flags', ""): result.add("AVX512") if "avx512_fp16" in numpy.distutils.cpuinfo.cpu.info[0].get('flags', ""): # avx512_fp16 is supported starting SPR result.add("AVX512_SPR") if is_sve_supported(): result.add("SVE") for f in os.getenv("FAISS_DISABLE_CPU_FEATURES", "").split(", \t\n\r"): result.discard(f) return result return set() logger = logging.getLogger(__name__) instruction_sets = None # try to load optimization level from env variable opt_env_variable_name = "FAISS_OPT_LEVEL" opt_level = os.environ.get(opt_env_variable_name, None) if opt_level is None: logger.debug(f"Environment variable {opt_env_variable_name} is not set, " \ "so let's pick the instruction set according to the current CPU") instruction_sets = supported_instruction_sets() else: logger.debug(f"Using {opt_level} as an instruction set.") instruction_sets = set() instruction_sets.add(opt_level) loaded = False has_AVX512_SPR = any("AVX512_SPR" in x.upper() for x in instruction_sets) if has_AVX512_SPR: try: logger.info("Loading faiss with AVX512-SPR support.") from .swigfaiss_avx512_spr import * logger.info("Successfully loaded faiss with AVX512-SPR support.") loaded = True except ImportError as e: logger.info(f"Could not load library with AVX512-SPR support due to:\n{e!r}") # reset so that we load without AVX512 below loaded = False has_AVX512 = any("AVX512" in x.upper() for x in instruction_sets) if has_AVX512 and not loaded: try: logger.info("Loading faiss with AVX512 support.") from .swigfaiss_avx512 import * logger.info("Successfully loaded faiss with AVX512 support.") loaded = True except ImportError as e: logger.info(f"Could not load library with AVX512 support due to:\n{e!r}") # reset so that we load without AVX512 below loaded = False has_AVX2 = "AVX2" in instruction_sets if has_AVX2 and not loaded: try: logger.info("Loading faiss with AVX2 support.") from .swigfaiss_avx2 import * logger.info("Successfully loaded faiss with AVX2 support.") loaded = True except ImportError as e: logger.info(f"Could not load library with AVX2 support due to:\n{e!r}") # reset so that we load without AVX2 below loaded = False has_SVE = "SVE" in instruction_sets if has_SVE and not loaded: try: logger.info("Loading faiss with SVE support.") from .swigfaiss_sve import * logger.info("Successfully loaded faiss with SVE support.") loaded = True except ImportError as e: logger.info(f"Could not load library with SVE support due to:\n{e!r}") # reset so that we load without SVE below loaded = False if not loaded: try: # we import * so that the symbol X can be accessed as faiss.X logger.info("Loading faiss.") from .swigfaiss import * logger.info("Successfully loaded faiss.") except ModuleNotFoundError: formatted_ins_sets = ", ".join(supported_instruction_sets()) message = ( f"No module named 'faiss.swigfaiss' found. To fix this, you must " f"do both of the following:\n" f"A) Set the correct FAISS_OPT_LEVEL value when executing " f"'cmake'.\n" f"B) Build the correct SWIG wrapper.\n\n" f"These are the supported instruction sets on your system:\n" f"{formatted_ins_sets}\n" f"- If 'AVX512_SPR' (case insensitive) is supported on your " f"system, you can set the FAISS_OPT_LEVEL=avx512_spr " f"to build the SWIG wrapper with 'AVX512-SPR' support.\n" f"You will have to build the 'swigfaiss_avx512_spr' " f"target in this case.\n" f"- If 'AVX512' (case insensitive) is supported on your system, " f"you can set the FAISS_OPT_LEVEL=avx512 to build the SWIG wrapper " f"with 'AVX512' support.\n" f"You will have to build the 'swigfaiss_avx512' target in this " f"case.\n" f"- If 'AVX2' (case sensitive) is supported on your system, you " f"can set the FAISS_OPT_LEVEL=AVX2 to build the SWIG wrapper " f"with 'AVX2' support.\n" f"You will have to build the 'swigfaiss_avx2' target in this " f"case.\n" f"- If 'SVE' (case sensitive) is supported on your system, you can " f"set the FAISS_OPT_LEVEL=SVE to build the SWIG wrapper with " f"'SVE' support.\n" f"You will have to build the 'swigfaiss_sve' target in this " f"case.\n" f"- If none of the above instruction sets are supported on your " f"system, you can execute 'cmake' without setting the " f"FAISS_OPT_LEVEL variable and build the 'swigfaiss' target." ) logger.error(message) sys.exit(1)