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ad_numpy.py
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ad_numpy.py
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import numpy as np_
from functools import wraps
from decorators import *
#class ndarray_(np.ndarray):
# pass
#
#def change_ndarray(func):
# @wraps(func)
# def wrapper(*args, **kwargs):
# return func(*args, **kwargs).view(ndarray_)
# return wrapper
#
#def change_numpy(func):
# @wraps(func)
# def wrapper(*args, **kwargs):
# return func(*args, **kwargs)
# return wrapper
# wrapper around ndarray classes
class ndarray_(np_.ndarray):
alias = None
#def __new__(cls, name, bases, local):
# #print ("ndarray_ __new__ is called")
# #for attr in local:
# # value = local[attr]
# # if callable(value):
# # print ("Value ", value)
# # local[attr] = primitive(value)
# print ("__new__")
# self.wrap_attrs()
# return type.__new__(cls, name, bases, local)
#def __init__(self, *args, **kwargs):
# print ("__init__")
# self.wrap_attrs()
# return super(self).__init__(*args, **kwargs)
@classmethod
def wrap_attrs(self):
#print ("Wrapping ", self.__name__)
self.__neg__ = primitive(self.__neg__)
self.__add__ = primitive(self.__add__)
self.__sub__ = primitive(self.__sub__)
self.__mul__ = primitive(self.__mul__)
self.__pow__ = primitive(self.__pow__)
#self.__div__ = primitive(self.__div__)
self.__mod__ = primitive(self.__mod__)
self.__abs__ = primitive(self.__abs__)
self.__radd__ = primitive(self.__radd__)
self.__rsub__ = primitive(self.__rsub__)
self.__rmul__ = primitive(self.__rmul__)
self.__rpow__ = primitive(self.__rpow__)
#self.__rdiv__ = primitive(self.__rdiv__)
self.__rmod__ = primitive(self.__rmod__)
self.__eq__ = primitive(self.__eq__)
self.__ne__ = primitive(self.__ne__)
self.__gt__ = primitive(self.__gt__)
self.__ge__ = primitive(self.__ge__)
self.__lt__ = primitive(self.__lt__)
self.__le__ = primitive(self.__le__)
self.__hash__ = primitive(self.__hash__)
self.__truediv__ = primitive(self.__truediv__)
self.__matmul__ = primitive(self.__matmul__)
self.__rtruediv__ = primitive(self.__rtruediv__)
self.__rmatmul__ = primitive(self.__rmatmul__)
#for item in dir(self):
# if (item == "wrap_attrs"):
# continue
# if item.startswith("__") and callable(getattr(self, item)) and type(getattr(self, item)) is not type:
# setattr(self, item, primitive(getattr(self, item)))
#int8 Byte (-128 to 127)
class int8_(np_.int8):
alias = None
@classmethod
def wrap_attrs(self):
#print ("Wrapping ", self.__name__)
self.__neg__ = primitive(self.__neg__)
self.__add__ = primitive(self.__add__)
self.__sub__ = primitive(self.__sub__)
self.__mul__ = primitive(self.__mul__)
self.__pow__ = primitive(self.__pow__)
#self.__div__ = primitive(self.__div__)
self.__abs__ = primitive(self.__abs__)
self.__eq__ = primitive(self.__eq__)
self.__ne__ = primitive(self.__ne__)
self.__gt__ = primitive(self.__gt__)
self.__ge__ = primitive(self.__ge__)
self.__lt__ = primitive(self.__lt__)
self.__le__ = primitive(self.__le__)
#int16 Integer (-32768 to 32767)
class int16_(np_.int16):
alias = None
@classmethod
def wrap_attrs(self):
#print ("Wrapping ", self.__name__)
self.__neg__ = primitive(self.__neg__)
self.__add__ = primitive(self.__add__)
self.__sub__ = primitive(self.__sub__)
self.__mul__ = primitive(self.__mul__)
self.__pow__ = primitive(self.__pow__)
#self.__div__ = primitive(self.__div__)
self.__abs__ = primitive(self.__abs__)
self.__eq__ = primitive(self.__eq__)
self.__ne__ = primitive(self.__ne__)
self.__gt__ = primitive(self.__gt__)
self.__ge__ = primitive(self.__ge__)
self.__lt__ = primitive(self.__lt__)
self.__le__ = primitive(self.__le__)
#int32 Integer (-2147483648 to 2147483647)
class int32_(np_.int32):
alias = None
@classmethod
def wrap_attrs(self):
#print ("Wrapping ", self.__name__)
self.__neg__ = primitive(self.__neg__)
self.__add__ = primitive(self.__add__)
self.__sub__ = primitive(self.__sub__)
self.__mul__ = primitive(self.__mul__)
self.__pow__ = primitive(self.__pow__)
#self.__div__ = primitive(self.__div__)
self.__abs__ = primitive(self.__abs__)
self.__eq__ = primitive(self.__eq__)
self.__ne__ = primitive(self.__ne__)
self.__gt__ = primitive(self.__gt__)
self.__ge__ = primitive(self.__ge__)
self.__lt__ = primitive(self.__lt__)
self.__le__ = primitive(self.__le__)
#int64 Integer (-9223372036854775808 to 9223372036854775807)
class int64_(np_.int64):
alias = None
@classmethod
def wrap_attrs(self):
#print ("Wrapping ", self.__name__)
self.__neg__ = primitive(self.__neg__)
self.__add__ = primitive(self.__add__)
self.__sub__ = primitive(self.__sub__)
self.__mul__ = primitive(self.__mul__)
self.__pow__ = primitive(self.__pow__)
#self.__div__ = primitive(self.__div__)
self.__abs__ = primitive(self.__abs__)
self.__eq__ = primitive(self.__eq__)
self.__ne__ = primitive(self.__ne__)
self.__gt__ = primitive(self.__gt__)
self.__ge__ = primitive(self.__ge__)
self.__lt__ = primitive(self.__lt__)
self.__le__ = primitive(self.__le__)
self.__array__ = primitive(self.__array__)
self.__array_interface__ = primitive(self.__array_interface__)
self.__array_priority__ = primitive(self.__array_priority__)
self.__array_struct__ = primitive(self.__array_struct__)
self.__array_wrap__ = primitive(self.__array_wrap__)
#uint8 Unsigned integer (0 to 255)
class uint8_(np_.uint8):
alias = None
@classmethod
def wrap_attrs(self):
#print ("Wrapping ", self.__name__)
self.__neg__ = primitive(self.__neg__)
self.__add__ = primitive(self.__add__)
self.__sub__ = primitive(self.__sub__)
self.__mul__ = primitive(self.__mul__)
self.__pow__ = primitive(self.__pow__)
#self.__div__ = primitive(self.__div__)
self.__abs__ = primitive(self.__abs__)
self.__eq__ = primitive(self.__eq__)
self.__ne__ = primitive(self.__ne__)
self.__gt__ = primitive(self.__gt__)
self.__ge__ = primitive(self.__ge__)
self.__lt__ = primitive(self.__lt__)
self.__le__ = primitive(self.__le__)
#uint16 Unsigned integer (0 to 65535)
class uint16_(np_.uint16):
alias = None
@classmethod
def wrap_attrs(self):
#print ("Wrapping ", self.__name__)
self.__neg__ = primitive(self.__neg__)
self.__add__ = primitive(self.__add__)
self.__sub__ = primitive(self.__sub__)
self.__mul__ = primitive(self.__mul__)
self.__pow__ = primitive(self.__pow__)
#self.__div__ = primitive(self.__div__)
self.__abs__ = primitive(self.__abs__)
self.__eq__ = primitive(self.__eq__)
self.__ne__ = primitive(self.__ne__)
self.__gt__ = primitive(self.__gt__)
self.__ge__ = primitive(self.__ge__)
self.__lt__ = primitive(self.__lt__)
self.__le__ = primitive(self.__le__)
#uint32 Unsigned integer (0 to 4294967295)
class uint32_(np_.uint32):
alias = None
@classmethod
def wrap_attrs(self):
#print ("Wrapping ", self.__name__)
self.__neg__ = primitive(self.__neg__)
self.__add__ = primitive(self.__add__)
self.__sub__ = primitive(self.__sub__)
self.__mul__ = primitive(self.__mul__)
self.__pow__ = primitive(self.__pow__)
#self.__div__ = primitive(self.__div__)
self.__abs__ = primitive(self.__abs__)
self.__eq__ = primitive(self.__eq__)
self.__ne__ = primitive(self.__ne__)
self.__gt__ = primitive(self.__gt__)
self.__ge__ = primitive(self.__ge__)
self.__lt__ = primitive(self.__lt__)
self.__le__ = primitive(self.__le__)
#uint64 Unsigned integer (0 to 18446744073709551615)
class uint64_(np_.uint64):
alias = None
@classmethod
def wrap_attrs(self):
#print ("Wrapping ", self.__name__)
self.__neg__ = primitive(self.__neg__)
self.__add__ = primitive(self.__add__)
self.__sub__ = primitive(self.__sub__)
self.__mul__ = primitive(self.__mul__)
self.__pow__ = primitive(self.__pow__)
#self.__div__ = primitive(self.__div__)
self.__abs__ = primitive(self.__abs__)
self.__eq__ = primitive(self.__eq__)
self.__ne__ = primitive(self.__ne__)
self.__gt__ = primitive(self.__gt__)
self.__ge__ = primitive(self.__ge__)
self.__lt__ = primitive(self.__lt__)
self.__le__ = primitive(self.__le__)
#float_ Shorthand for float64.
#float16 Half precision float: sign bit, 5 bits exponent, 10 bits mantissa
class float16_(np_.float16):
alias = None
@classmethod
def wrap_attrs(self):
#print ("Wrapping ", self.__name__)
self.__neg__ = primitive(self.__neg__)
self.__add__ = primitive(self.__add__)
self.__sub__ = primitive(self.__sub__)
self.__mul__ = primitive(self.__mul__)
self.__pow__ = primitive(self.__pow__)
#self.__div__ = primitive(self.__div__)
self.__abs__ = primitive(self.__abs__)
self.__eq__ = primitive(self.__eq__)
self.__ne__ = primitive(self.__ne__)
self.__gt__ = primitive(self.__gt__)
self.__ge__ = primitive(self.__ge__)
self.__lt__ = primitive(self.__lt__)
self.__le__ = primitive(self.__le__)
#float32 Single precision float: sign bit, 8 bits exponent, 23 bits mantissa
class float32_(np_.float32):
alias = None
@classmethod
def wrap_attrs(self):
#print ("Wrapping ", self.__name__)
self.__neg__ = primitive(self.__neg__)
self.__add__ = primitive(self.__add__)
self.__sub__ = primitive(self.__sub__)
self.__mul__ = primitive(self.__mul__)
self.__pow__ = primitive(self.__pow__)
#self.__div__ = primitive(self.__div__)
self.__abs__ = primitive(self.__abs__)
self.__eq__ = primitive(self.__eq__)
self.__ne__ = primitive(self.__ne__)
self.__gt__ = primitive(self.__gt__)
self.__ge__ = primitive(self.__ge__)
self.__lt__ = primitive(self.__lt__)
self.__le__ = primitive(self.__le__)
#float64 Double precision float: sign bit, 11 bits exponent, 52 bits mantissa
class float64_(np_.float64):
alias = None
@classmethod
def wrap_attrs(self):
#print ("Wrapping ", self.__name__)
self.__neg__ = primitive(self.__neg__)
self.__add__ = primitive(self.__add__)
self.__sub__ = primitive(self.__sub__)
self.__mul__ = primitive(self.__mul__)
self.__pow__ = primitive(self.__pow__)
#self.__div__ = primitive(self.__div__)
self.__abs__ = primitive(self.__abs__)
self.__eq__ = primitive(self.__eq__)
self.__ne__ = primitive(self.__ne__)
self.__gt__ = primitive(self.__gt__)
self.__ge__ = primitive(self.__ge__)
self.__lt__ = primitive(self.__lt__)
self.__le__ = primitive(self.__le__)
# wrapped types
wrapped_types = {np_.ndarray : ndarray_, np_.int8 : int8_, np_.int16 : int16_, np_.int32 : int32_, np_.int64 : int64_, np_.uint8 : uint8_, np_.uint16 : uint16_, np_.uint32 : uint32_, np_.uint64 : uint64_, np_.float16 : float16_, np_.float32 : float32_, np_.float64 : float64_}
scalar_wrapper_types = {np_.int8 : int8_, np_.int16 : int16_, np_.int32 : int32_, np_.int64 : int64_, np_.uint8 : uint8_, np_.uint16 : uint16_, np_.uint32 : uint32_, np_.uint64 : uint64_, np_.float16 : float16_, np_.float32 : float32_, np_.float64 : float64_}
for name, obj in np_.__dict__.items():
# wrap all values
if callable(obj) and type(obj) is not type:
globals()[name] = primitive(obj)
else:
globals()[name] = obj