projektAI/venv/Lib/site-packages/numpy/core/tests/test_cpu_features.py

172 lines
6.6 KiB
Python
Raw Normal View History

2021-06-06 22:13:05 +02:00
import sys, platform, re, pytest
from numpy.core._multiarray_umath import __cpu_features__
def assert_features_equal(actual, desired, fname):
__tracebackhide__ = True # Hide traceback for py.test
actual, desired = str(actual), str(desired)
if actual == desired:
return
detected = str(__cpu_features__).replace("'", "")
try:
with open("/proc/cpuinfo", "r") as fd:
cpuinfo = fd.read(2048)
except Exception as err:
cpuinfo = str(err)
try:
import subprocess
auxv = subprocess.check_output(['/bin/true'], env=dict(LD_SHOW_AUXV="1"))
auxv = auxv.decode()
except Exception as err:
auxv = str(err)
import textwrap
error_report = textwrap.indent(
"""
###########################################
### Extra debugging information
###########################################
-------------------------------------------
--- NumPy Detections
-------------------------------------------
%s
-------------------------------------------
--- SYS / CPUINFO
-------------------------------------------
%s....
-------------------------------------------
--- SYS / AUXV
-------------------------------------------
%s
""" % (detected, cpuinfo, auxv), prefix='\r')
raise AssertionError((
"Failure Detection\n"
" NAME: '%s'\n"
" ACTUAL: %s\n"
" DESIRED: %s\n"
"%s"
) % (fname, actual, desired, error_report))
class AbstractTest(object):
features = []
features_groups = {}
features_map = {}
features_flags = set()
def load_flags(self):
# a hook
pass
def test_features(self):
self.load_flags()
for gname, features in self.features_groups.items():
test_features = [self.cpu_have(f) for f in features]
assert_features_equal(__cpu_features__.get(gname), all(test_features), gname)
for feature_name in self.features:
cpu_have = self.cpu_have(feature_name)
npy_have = __cpu_features__.get(feature_name)
assert_features_equal(npy_have, cpu_have, feature_name)
def cpu_have(self, feature_name):
map_names = self.features_map.get(feature_name, feature_name)
if isinstance(map_names, str):
return map_names in self.features_flags
for f in map_names:
if f in self.features_flags:
return True
return False
def load_flags_cpuinfo(self, magic_key):
self.features_flags = self.get_cpuinfo_item(magic_key)
def get_cpuinfo_item(self, magic_key):
values = set()
with open('/proc/cpuinfo') as fd:
for line in fd:
if not line.startswith(magic_key):
continue
flags_value = [s.strip() for s in line.split(':', 1)]
if len(flags_value) == 2:
values = values.union(flags_value[1].upper().split())
return values
def load_flags_auxv(self):
import subprocess
auxv = subprocess.check_output(['/bin/true'], env=dict(LD_SHOW_AUXV="1"))
for at in auxv.split(b'\n'):
if not at.startswith(b"AT_HWCAP"):
continue
hwcap_value = [s.strip() for s in at.split(b':', 1)]
if len(hwcap_value) == 2:
self.features_flags = self.features_flags.union(
hwcap_value[1].upper().decode().split()
)
is_linux = sys.platform.startswith('linux')
machine = platform.machine()
is_x86 = re.match("^(amd64|x86|i386|i686)", machine, re.IGNORECASE)
@pytest.mark.skipif(not is_linux or not is_x86, reason="Only for Linux and x86")
class Test_X86_Features(AbstractTest):
features = [
"MMX", "SSE", "SSE2", "SSE3", "SSSE3", "SSE41", "POPCNT", "SSE42",
"AVX", "F16C", "XOP", "FMA4", "FMA3", "AVX2", "AVX512F", "AVX512CD",
"AVX512ER", "AVX512PF", "AVX5124FMAPS", "AVX5124VNNIW", "AVX512VPOPCNTDQ",
"AVX512VL", "AVX512BW", "AVX512DQ", "AVX512VNNI", "AVX512IFMA",
"AVX512VBMI", "AVX512VBMI2", "AVX512BITALG",
]
features_groups = dict(
AVX512_KNL = ["AVX512F", "AVX512CD", "AVX512ER", "AVX512PF"],
AVX512_KNM = ["AVX512F", "AVX512CD", "AVX512ER", "AVX512PF", "AVX5124FMAPS",
"AVX5124VNNIW", "AVX512VPOPCNTDQ"],
AVX512_SKX = ["AVX512F", "AVX512CD", "AVX512BW", "AVX512DQ", "AVX512VL"],
AVX512_CLX = ["AVX512F", "AVX512CD", "AVX512BW", "AVX512DQ", "AVX512VL", "AVX512VNNI"],
AVX512_CNL = ["AVX512F", "AVX512CD", "AVX512BW", "AVX512DQ", "AVX512VL", "AVX512IFMA",
"AVX512VBMI"],
AVX512_ICL = ["AVX512F", "AVX512CD", "AVX512BW", "AVX512DQ", "AVX512VL", "AVX512IFMA",
"AVX512VBMI", "AVX512VNNI", "AVX512VBMI2", "AVX512BITALG", "AVX512VPOPCNTDQ"],
)
features_map = dict(
SSE3="PNI", SSE41="SSE4_1", SSE42="SSE4_2", FMA3="FMA",
AVX512VNNI="AVX512_VNNI", AVX512BITALG="AVX512_BITALG", AVX512VBMI2="AVX512_VBMI2",
AVX5124FMAPS="AVX512_4FMAPS", AVX5124VNNIW="AVX512_4VNNIW", AVX512VPOPCNTDQ="AVX512_VPOPCNTDQ",
)
def load_flags(self):
self.load_flags_cpuinfo("flags")
is_power = re.match("^(powerpc|ppc)64", machine, re.IGNORECASE)
@pytest.mark.skipif(not is_linux or not is_power, reason="Only for Linux and Power")
class Test_POWER_Features(AbstractTest):
features = ["VSX", "VSX2", "VSX3"]
features_map = dict(VSX2="ARCH_2_07", VSX3="ARCH_3_00")
def load_flags(self):
self.load_flags_auxv()
is_arm = re.match("^(arm|aarch64)", machine, re.IGNORECASE)
@pytest.mark.skipif(not is_linux or not is_arm, reason="Only for Linux and ARM")
class Test_ARM_Features(AbstractTest):
features = [
"NEON", "ASIMD", "FPHP", "ASIMDHP", "ASIMDDP", "ASIMDFHM"
]
features_groups = dict(
NEON_FP16 = ["NEON", "HALF"],
NEON_VFPV4 = ["NEON", "VFPV4"],
)
def load_flags(self):
self.load_flags_cpuinfo("Features")
arch = self.get_cpuinfo_item("CPU architecture")
# in case of mounting virtual filesystem of aarch64 kernel
is_rootfs_v8 = int('0'+next(iter(arch))) > 7 if arch else 0
if re.match("^(aarch64|AARCH64)", machine) or is_rootfs_v8:
self.features_map = dict(
NEON="ASIMD", HALF="ASIMD", VFPV4="ASIMD"
)
else:
self.features_map = dict(
# ELF auxiliary vector and /proc/cpuinfo on Linux kernel(armv8 aarch32)
# doesn't provide information about ASIMD, so we assume that ASIMD is supported
# if the kernel reports any one of the following ARM8 features.
ASIMD=("AES", "SHA1", "SHA2", "PMULL", "CRC32")
)