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library.py
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#######################################################
# Copyright (c) 2015, ArrayFire
# All rights reserved.
#
# This file is distributed under 3-clause BSD license.
# The complete license agreement can be obtained at:
# http://arrayfire.com/licenses/BSD-3-Clause
########################################################
"""
module containing enums and other constants from arrayfire library
"""
import platform
import ctypes as ct
try:
from enum import Enum as _Enum
def _Enum_Type(v):
return v
except:
class _Enum(object):
pass
class _Enum_Type(object):
def __init__(self, v):
self.value = v
class ERR(_Enum):
"""
Error values. For internal use only.
"""
NONE = _Enum_Type(0)
#100-199 Errors in environment
NO_MEM = _Enum_Type(101)
DRIVER = _Enum_Type(102)
RUNTIME = _Enum_Type(103)
# 200-299 Errors in input parameters
INVALID_ARRAY = _Enum_Type(201)
ARG = _Enum_Type(202)
SIZE = _Enum_Type(203)
TYPE = _Enum_Type(204)
DIFF_TYPE = _Enum_Type(205)
BATCH = _Enum_Type(207)
# 300-399 Errors for missing software features
NOT_SUPPORTED = _Enum_Type(301)
NOT_CONFIGURED = _Enum_Type(302)
NONFREE = _Enum_Type(303)
# 400-499 Errors for missing hardware features
NO_DBL = _Enum_Type(401)
NO_GFX = _Enum_Type(402)
# 500-599 Errors specific to the heterogeneous API
LOAD_LIB = _Enum_Type(501)
LOAD_SYM = _Enum_Type(502)
ARR_BKND_MISMATCH = _Enum_Type(503)
# 900-999 Errors from upstream libraries and runtimes
INTERNAL = _Enum_Type(998)
UNKNOWN = _Enum_Type(999)
class Dtype(_Enum):
"""
Error values. For internal use only.
"""
f32 = _Enum_Type(0)
c32 = _Enum_Type(1)
f64 = _Enum_Type(2)
c64 = _Enum_Type(3)
b8 = _Enum_Type(4)
s32 = _Enum_Type(5)
u32 = _Enum_Type(6)
u8 = _Enum_Type(7)
s64 = _Enum_Type(8)
u64 = _Enum_Type(9)
s16 = _Enum_Type(10)
u16 = _Enum_Type(11)
class Source(_Enum):
"""
Source of the pointer
"""
device = _Enum_Type(0)
host = _Enum_Type(1)
class INTERP(_Enum):
"""
Interpolation method
"""
NEAREST = _Enum_Type(0)
LINEAR = _Enum_Type(1)
BILINEAR = _Enum_Type(2)
CUBIC = _Enum_Type(3)
LOWER = _Enum_Type(4)
class PAD(_Enum):
"""
Edge padding types
"""
ZERO = _Enum_Type(0)
SYM = _Enum_Type(1)
class CONNECTIVITY(_Enum):
"""
Neighborhood connectivity
"""
FOUR = _Enum_Type(4)
EIGHT = _Enum_Type(8)
class CONV_MODE(_Enum):
"""
Convolution mode
"""
DEFAULT = _Enum_Type(0)
EXPAND = _Enum_Type(1)
class CONV_DOMAIN(_Enum):
"""
Convolution domain
"""
AUTO = _Enum_Type(0)
SPATIAL = _Enum_Type(1)
FREQ = _Enum_Type(2)
class MATCH(_Enum):
"""
Match type
"""
"""
Sum of absolute differences
"""
SAD = _Enum_Type(0)
"""
Zero mean SAD
"""
ZSAD = _Enum_Type(1)
"""
Locally scaled SAD
"""
LSAD = _Enum_Type(2)
"""
Sum of squared differences
"""
SSD = _Enum_Type(3)
"""
Zero mean SSD
"""
ZSSD = _Enum_Type(4)
"""
Locally scaled SSD
"""
LSSD = _Enum_Type(5)
"""
Normalized cross correlation
"""
NCC = _Enum_Type(6)
"""
Zero mean NCC
"""
ZNCC = _Enum_Type(7)
"""
Sum of hamming distances
"""
SHD = _Enum_Type(8)
class YCC_STD(_Enum):
"""
YCC Standard formats
"""
BT_601 = _Enum_Type(601)
BT_709 = _Enum_Type(709)
BT_2020 = _Enum_Type(2020)
class CSPACE(_Enum):
"""
Colorspace formats
"""
GRAY = _Enum_Type(0)
RGB = _Enum_Type(1)
HSV = _Enum_Type(2)
YCbCr= _Enum_Type(3)
class MATPROP(_Enum):
"""
Matrix properties
"""
"""
None, general.
"""
NONE = _Enum_Type(0)
"""
Transposed.
"""
TRANS = _Enum_Type(1)
"""
Conjugate transposed.
"""
CTRANS = _Enum_Type(2)
"""
Upper triangular matrix.
"""
UPPER = _Enum_Type(32)
"""
Lower triangular matrix.
"""
LOWER = _Enum_Type(64)
"""
Treat diagonal as units.
"""
DIAG_UNIT = _Enum_Type(128)
"""
Symmetric matrix.
"""
SYM = _Enum_Type(512)
"""
Positive definite matrix.
"""
POSDEF = _Enum_Type(1024)
"""
Orthogonal matrix.
"""
ORTHOG = _Enum_Type(2048)
"""
Tri diagonal matrix.
"""
TRI_DIAG = _Enum_Type(4096)
"""
Block diagonal matrix.
"""
BLOCK_DIAG = _Enum_Type(8192)
class NORM(_Enum):
"""
Norm types
"""
VECTOR_1 = _Enum_Type(0)
VECTOR_INF = _Enum_Type(1)
VECTOR_2 = _Enum_Type(2)
VECTOR_P = _Enum_Type(3)
MATRIX_1 = _Enum_Type(4)
MATRIX_INF = _Enum_Type(5)
MATRIX_2 = _Enum_Type(6)
MATRIX_L_PQ = _Enum_Type(7)
EUCLID = VECTOR_2
class COLORMAP(_Enum):
"""
Colormaps
"""
DEFAULT = _Enum_Type(0)
SPECTRUM = _Enum_Type(1)
COLORS = _Enum_Type(2)
RED = _Enum_Type(3)
MOOD = _Enum_Type(4)
HEAT = _Enum_Type(5)
BLUE = _Enum_Type(6)
class IMAGE_FORMAT(_Enum):
"""
Image Formats
"""
BMP = _Enum_Type(0)
ICO = _Enum_Type(1)
JPEG = _Enum_Type(2)
JNG = _Enum_Type(3)
PNG = _Enum_Type(13)
PPM = _Enum_Type(14)
PPMRAW = _Enum_Type(15)
TIFF = _Enum_Type(18)
PSD = _Enum_Type(20)
HDR = _Enum_Type(26)
EXR = _Enum_Type(29)
JP2 = _Enum_Type(31)
RAW = _Enum_Type(34)
class HOMOGRAPHY(_Enum):
"""
Homography Types
"""
RANSAC = _Enum_Type(0)
LMEDS = _Enum_Type(1)
class BACKEND(_Enum):
"""
Backend libraries
"""
DEFAULT = _Enum_Type(0)
CPU = _Enum_Type(1)
CUDA = _Enum_Type(2)
OPENCL = _Enum_Type(4)
class _clibrary(object):
def __libname(self, name):
platform_name = platform.system()
assert(len(platform_name) >= 3)
libname = 'libaf' + name
if platform_name == 'Linux':
libname += '.so'
elif platform_name == 'Darwin':
libname += '.dylib'
elif platform_name == "Windows" or platform_name[:3] == "CYG":
libname += '.dll'
libname = libname[3:] # remove 'lib'
if platform_name == "Windows":
'''
Supressing crashes caused by missing dlls
http://stackoverflow.com/questions/8347266/missing-dll-print-message-instead-of-launching-a-popup
https://msdn.microsoft.com/en-us/library/windows/desktop/ms680621.aspx
'''
ct.windll.kernel32.SetErrorMode(0x0001 | 0x0002);
else:
raise OSError(platform_name + ' not supported')
return libname
def set_unsafe(self, name):
lib = self.__clibs[name]
if (lib is None):
raise RuntimeError("Backend not found")
self.__name = name
def __init__(self):
self.__name = None
self.__clibs = {'cuda' : None,
'opencl' : None,
'cpu' : None,
'' : None}
self.__backend_map = {0 : 'default',
1 : 'cpu' ,
2 : 'cuda' ,
4 : 'opencl' }
self.__backend_name_map = {'default' : 0,
'cpu' : 1,
'cuda' : 2,
'opencl' : 4}
# Iterate in reverse order of preference
for name in ('cpu', 'opencl', 'cuda', ''):
try:
libname = self.__libname(name)
ct.cdll.LoadLibrary(libname)
self.__clibs[name] = ct.CDLL(libname)
self.__name = name
except:
pass
if (self.__name is None):
raise RuntimeError("Could not load any ArrayFire libraries")
def get_id(self, name):
return self.__backend_name_map[name]
def get_name(self, bk_id):
return self.__backend_map[bk_id]
def get(self):
return self.__clibs[self.__name]
def name(self):
return self.__name
def is_unified(self):
return self.__name == ''
def parse(self, res):
lst = []
for key,value in self.__backend_name_map.items():
if (value & res):
lst.append(key)
return tuple(lst)
backend = _clibrary()
def set_backend(name, unsafe=False):
"""
Set a specific backend by name
Parameters
----------
name : str.
unsafe : optional: bool. Default: False.
If False, does not switch backend if current backend is not unified backend.
"""
if (backend.is_unified() == False and unsanfe == False):
raise RuntimeError("Can not change backend after loading %s" % name)
if (backend.is_unified()):
safe_call(backend.get().af_set_backend(backend.get_id(name)))
else:
backend.set_unsafe(name)
return
def get_backend_id(A):
"""
Get backend name of an array
Parameters
----------
A : af.Array
Returns
----------
name : str.
Backend name
"""
if (backend.is_unified()):
backend_id = ct.c_int(BACKEND.DEFAULT.value)
safe_call(backend.get().af_get_backend_id(ct.pointer(backend_id), A.arr))
return backend.get_name(backend_id.value)
else:
return backend.name()
def get_backend_count():
"""
Get number of available backends
Returns
----------
count : int
Number of available backends
"""
if (backend.is_unified()):
count = ct.c_int(0)
safe_call(backend.get().af_get_backend_count(ct.pointer(count)))
return count.value
else:
return 1
def get_available_backends():
"""
Get names of available backends
Returns
----------
names : tuple of strings
Names of available backends
"""
if (backend.is_unified()):
available = ct.c_int(0)
safe_call(backend.get().af_get_available_backends(ct.pointer(available)))
return backend.parse(int(available.value))
else:
return (backend.name(),)
from .util import safe_call