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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
########################################################
import inspect
from .library import *
from .util import *
from .broadcast import *
from .base import *
from .index import *
def create_array(buf, numdims, idims, dtype):
out_arr = ct.c_longlong(0)
ct.c_dims = dim4(idims[0], idims[1], idims[2], idims[3])
safe_call(clib.af_create_array(ct.pointer(out_arr), ct.c_longlong(buf),\
numdims, ct.pointer(ct.c_dims), dtype))
return out_arr
def constant_array(val, d0, d1=None, d2=None, d3=None, dtype=f32):
if not isinstance(dtype, ct.c_int):
if isinstance(dtype, int):
dtype = ct.c_int(dtype)
else:
raise TypeError("Invalid dtype")
out = ct.c_longlong(0)
dims = dim4(d0, d1, d2, d3)
if isinstance(val, complex):
c_real = ct.c_double(val.real)
c_imag = ct.c_double(val.imag)
if (dtype != c32 and dtype != c64):
dtype = c32
safe_call(clib.af_constant_complex(ct.pointer(out), c_real, c_imag,\
4, ct.pointer(dims), dtype))
elif dtype == s64:
c_val = ct.c_longlong(val.real)
safe_call(clib.af_constant_long(ct.pointer(out), c_val, 4, ct.pointer(dims)))
elif dtype == u64:
c_val = ct.c_ulonglong(val.real)
safe_call(clib.af_constant_ulong(ct.pointer(out), c_val, 4, ct.pointer(dims)))
else:
c_val = ct.c_double(val)
safe_call(clib.af_constant(ct.pointer(out), c_val, 4, ct.pointer(dims), dtype))
return out
def binary_func(lhs, rhs, c_func):
out = array()
other = rhs
if (is_number(rhs)):
ldims = dim4_tuple(lhs.dims())
lty = lhs.type()
other = array()
other.arr = constant_array(rhs, ldims[0], ldims[1], ldims[2], ldims[3], lty)
elif not isinstance(rhs, array):
raise TypeError("Invalid parameter to binary function")
safe_call(c_func(ct.pointer(out.arr), lhs.arr, other.arr, bcast.get()))
return out
def binary_funcr(lhs, rhs, c_func):
out = array()
other = lhs
if (is_number(lhs)):
rdims = dim4_tuple(rhs.dims())
rty = rhs.type()
other = array()
other.arr = constant_array(lhs, rdims[0], rdims[1], rdims[2], rdims[3], rty)
elif not isinstance(lhs, array):
raise TypeError("Invalid parameter to binary function")
c_func(ct.pointer(out.arr), other.arr, rhs.arr, bcast.get())
return out
def transpose(a, conj=False):
out = array()
safe_call(clib.af_transpose(ct.pointer(out.arr), a.arr, conj))
return out
def transpose_inplace(a, conj=False):
safe_call(clib.af_transpose_inplace(a.arr, conj))
def ctype_to_lists(ctype_arr, dim, shape, offset=0):
if (dim == 0):
return list(ctype_arr[offset : offset + shape[0]])
else:
dim_len = shape[dim]
res = [[]] * dim_len
for n in range(dim_len):
res[n] = ctype_to_lists(ctype_arr, dim - 1, shape, offset)
offset += shape[0]
return res
def get_info(dims, buf_len):
elements = 1
numdims = len(dims)
idims = [1]*4
for i in range(numdims):
elements *= dims[i]
idims[i] = dims[i]
if (elements == 0):
if (buf_len != 0):
idims = [buf_len, 1, 1, 1]
numdims = 1
else:
raise RuntimeError("Invalid size")
return numdims, idims
class array(base_array):
def __init__(self, src=None, dims=(0,), type_char=None):
super(array, self).__init__()
buf=None
buf_len=0
_type_char='f'
dtype = f32
if src is not None:
if (isinstance(src, array)):
safe_call(clib.af_retain_array(ct.pointer(self.arr), src.arr))
return
host = __import__("array")
if isinstance(src, host.array):
buf,buf_len = src.buffer_info()
_type_char = src.typecode
numdims, idims = get_info(dims, buf_len)
elif isinstance(src, list):
tmp = host.array('f', src)
buf,buf_len = tmp.buffer_info()
_type_char = tmp.typecode
numdims, idims = get_info(dims, buf_len)
elif isinstance(src, int) or isinstance(src, ct.c_ulonglong):
buf = src
numdims, idims = get_info(dims, buf_len)
elements = 1
for dim in idims:
elements *= dim
if (elements == 0):
raise RuntimeError("Expected dims when src is data pointer")
if (type_char is None):
raise TypeError("Expected type_char when src is data pointer")
_type_char = type_char
else:
raise TypeError("src is an object of unsupported class")
if (type_char is not None and
type_char != _type_char):
raise TypeError("Can not create array of requested type from input data type")
self.arr = create_array(buf, numdims, idims, to_dtype[_type_char])
def copy(self):
out = array()
safe_call(clib.af_retain_array(ct.pointer(out.arr), self.arr))
return out
def __del__(self):
if (self.arr.value != 0):
clib.af_release_array(self.arr)
def elements(self):
num = ct.c_ulonglong(0)
safe_call(clib.af_get_elements(ct.pointer(num), self.arr))
return num.value
def type(self):
dty = ct.c_int(f32.value)
safe_call(clib.af_get_type(ct.pointer(dty), self.arr))
return dty.value
def dims(self):
d0 = ct.c_longlong(0)
d1 = ct.c_longlong(0)
d2 = ct.c_longlong(0)
d3 = ct.c_longlong(0)
safe_call(clib.af_get_dims(ct.pointer(d0), ct.pointer(d1),\
ct.pointer(d2), ct.pointer(d3), self.arr))
dims = (d0.value,d1.value,d2.value,d3.value)
return dims[:self.numdims()]
def numdims(self):
nd = ct.c_uint(0)
safe_call(clib.af_get_numdims(ct.pointer(nd), self.arr))
return nd.value
def is_empty(self):
res = ct.c_bool(False)
safe_call(clib.af_is_empty(ct.pointer(res), self.arr))
return res.value
def is_scalar(self):
res = ct.c_bool(False)
safe_call(clib.af_is_scalar(ct.pointer(res), self.arr))
return res.value
def is_row(self):
res = ct.c_bool(False)
safe_call(clib.af_is_row(ct.pointer(res), self.arr))
return res.value
def is_column(self):
res = ct.c_bool(False)
safe_call(clib.af_is_column(ct.pointer(res), self.arr))
return res.value
def is_vector(self):
res = ct.c_bool(False)
safe_call(clib.af_is_vector(ct.pointer(res), self.arr))
return res.value
def is_complex(self):
res = ct.c_bool(False)
safe_call(clib.af_is_complex(ct.pointer(res), self.arr))
return res.value
def is_real(self):
res = ct.c_bool(False)
safe_call(clib.af_is_real(ct.pointer(res), self.arr))
return res.value
def is_double(self):
res = ct.c_bool(False)
safe_call(clib.af_is_double(ct.pointer(res), self.arr))
return res.value
def is_single(self):
res = ct.c_bool(False)
safe_call(clib.af_is_single(ct.pointer(res), self.arr))
return res.value
def is_real_floating(self):
res = ct.c_bool(False)
safe_call(clib.af_is_realfloating(ct.pointer(res), self.arr))
return res.value
def is_floating(self):
res = ct.c_bool(False)
safe_call(clib.af_is_floating(ct.pointer(res), self.arr))
return res.value
def is_integer(self):
res = ct.c_bool(False)
safe_call(clib.af_is_integer(ct.pointer(res), self.arr))
return res.value
def is_bool(self):
res = ct.c_bool(False)
safe_call(clib.af_is_bool(ct.pointer(res), self.arr))
return res.value
def __add__(self, other):
return binary_func(self, other, clib.af_add)
def __iadd__(self, other):
self = binary_func(self, other, clib.af_add)
return self
def __radd__(self, other):
return binary_funcr(other, self, clib.af_add)
def __sub__(self, other):
return binary_func(self, other, clib.af_sub)
def __isub__(self, other):
self = binary_func(self, other, clib.af_sub)
return self
def __rsub__(self, other):
return binary_funcr(other, self, clib.af_sub)
def __mul__(self, other):
return binary_func(self, other, clib.af_mul)
def __imul__(self, other):
self = binary_func(self, other, clib.af_mul)
return self
def __rmul__(self, other):
return binary_funcr(other, self, clib.af_mul)
# Necessary for python3
def __truediv__(self, other):
return binary_func(self, other, clib.af_div)
def __itruediv__(self, other):
self = binary_func(self, other, clib.af_div)
return self
def __rtruediv__(self, other):
return binary_funcr(other, self, clib.af_div)
# Necessary for python2
def __div__(self, other):
return binary_func(self, other, clib.af_div)
def __idiv__(self, other):
self = binary_func(self, other, clib.af_div)
return self
def __rdiv__(self, other):
return binary_funcr(other, self, clib.af_div)
def __mod__(self, other):
return binary_func(self, other, clib.af_mod)
def __imod__(self, other):
self = binary_func(self, other, clib.af_mod)
return self
def __rmod__(self, other):
return binary_funcr(other, self, clib.af_mod)
def __pow__(self, other):
return binary_func(self, other, clib.af_pow)
def __ipow__(self, other):
self = binary_func(self, other, clib.af_pow)
return self
def __rpow__(self, other):
return binary_funcr(other, self, clib.af_pow)
def __lt__(self, other):
return binary_func(self, other, clib.af_lt)
def __gt__(self, other):
return binary_func(self, other, clib.af_gt)
def __le__(self, other):
return binary_func(self, other, clib.af_le)
def __ge__(self, other):
return binary_func(self, other, clib.af_ge)
def __eq__(self, other):
return binary_func(self, other, clib.af_eq)
def __ne__(self, other):
return binary_func(self, other, clib.af_neq)
def __and__(self, other):
return binary_func(self, other, clib.af_bitand)
def __iand__(self, other):
self = binary_func(self, other, clib.af_bitand)
return self
def __or__(self, other):
return binary_func(self, other, clib.af_bitor)
def __ior__(self, other):
self = binary_func(self, other, clib.af_bitor)
return self
def __xor__(self, other):
return binary_func(self, other, clib.af_bitxor)
def __ixor__(self, other):
self = binary_func(self, other, clib.af_bitxor)
return self
def __lshift__(self, other):
return binary_func(self, other, clib.af_bitshiftl)
def __ilshift__(self, other):
self = binary_func(self, other, clib.af_bitshiftl)
return self
def __rshift__(self, other):
return binary_func(self, other, clib.af_bitshiftr)
def __irshift__(self, other):
self = binary_func(self, other, clib.af_bitshiftr)
return self
def __neg__(self):
return 0 - self
def __pos__(self):
return self
def __invert__(self):
return self == 0
def __nonzero__(self):
return self != 0
# TODO:
# def __abs__(self):
# return self
def __getitem__(self, key):
try:
out = array()
n_dims = self.numdims()
inds = get_indices(key, n_dims)
safe_call(clib.af_index_gen(ct.pointer(out.arr),\
self.arr, ct.c_longlong(n_dims), ct.pointer(inds)))
return out
except RuntimeError as e:
raise IndexError(str(e))
def __setitem__(self, key, val):
try:
n_dims = self.numdims()
if (is_number(val)):
tdims = get_assign_dims(key, self.dims())
other_arr = constant_array(val, tdims[0], tdims[1], tdims[2], tdims[3])
else:
other_arr = val.arr
out_arr = ct.c_longlong(0)
inds = get_indices(key, n_dims)
safe_call(clib.af_assign_gen(ct.pointer(out_arr),\
self.arr, ct.c_longlong(n_dims), ct.pointer(inds),\
other_arr))
safe_call(clib.af_release_array(self.arr))
self.arr = out_arr
except RuntimeError as e:
raise IndexError(str(e))
def to_ctype(self, row_major=False, return_shape=False):
if (self.arr.value == 0):
raise RuntimeError("Can not call to_ctype on empty array")
tmp = transpose(self) if row_major else self
ctype_type = to_c_type[self.type()] * self.elements()
res = ctype_type()
safe_call(clib.af_get_data_ptr(ct.pointer(res), self.arr))
if (return_shape):
return res, self.dims()
else:
return res
def to_array(self, row_major=False, return_shape=False):
if (self.arr.value == 0):
raise RuntimeError("Can not call to_array on empty array")
res = self.to_ctype(row_major, return_shape)
host = __import__("array")
h_type = to_typecode[self.type()]
if (return_shape):
return host.array(h_type, res[0]), res[1]
else:
return host.array(h_type, res)
def to_list(self, row_major=False):
ct_array, shape = self.to_ctype(row_major, True)
return ctype_to_lists(ct_array, len(shape) - 1, shape)
def display(a):
expr = inspect.stack()[1][-2]
if (expr is not None):
print('%s' % expr[0].split('display(')[1][:-2])
safe_call(clib.af_print_array(a.arr))