def _init_axis(model):
"""ensure axis is a keyword for the model
Input:
model: a function of the form y = model(x)
Returns:
a function of the form y = model(x, axis=None)
"""
from klepto import signature
signature = signature(model)[0]
if type(model) is OUQModel or 'axis' in signature: #XXX: check len? kwds?
return model
# add axis (as second argument) #XXX: better utilize signature?
def dummy(x, axis=None, **kwds): #XXX: *args?
"model of form, y = model(x, axis=None)"
result = model(x, **kwds)
if axis is None or not hasattr(result, '__len__'):
return result
return result[axis]
# copy attributes
dummy.__orig__ = model #XXX: better name, __wrap__ ?
#dummy.__doc__ = model.__doc__ or "model of form, y = model(x, axis=None)"
d = model.__dict__.items()
dummy.__dict__.update((i, j) for (i, j) in d if i not in dummy.__dict__)
return dummy
def test_special():
p = partial(add, 0, x=0)
p2 = partial(add, z=0)
p3 = partial(add, 0)
if IS_PYPY: # builtins in PYPY are python functions
if hex(sys.hexversion) < '0x3080cf0':
base, exp, mod = 'base', 'exponent', 'modulus'
else:
base, exp, mod = 'base', 'exp', 'mod'
assert signature(pow, safe=True) == ((base, exp, mod), {
mod: None
}, '', '')
else:
assert signature(pow, safe=True) == (None, None, None, None)
assert signature(p, safe=True) == (None, None, None, None)
assert signature(p2, safe=True) == (('x', 'y'), {'z': 0}, '', '')
assert signature(p3, safe=True) == (('y', ), {'!x': 0}, '', '')
if IS_PYPY: # PYPY bug in ArgSpec for min, so use pow
assert isvalid(pow, 0, 1) == True
assert isvalid(pow, 0) == False
assert isvalid(pow) == False
else: # python >= 3.5 bug in ArgSpec for pow, so use min
assert isvalid(min, 0, 1) == True
assert isvalid(min, 0) == False
assert isvalid(min) == False
assert isvalid(p, 0, 1) == False
assert isvalid(p, 0) == False
assert isvalid(p) == False
assert isvalid(p2, 0, 1) == False
assert isvalid(p2, 0) == False
assert isvalid(p2) == False
assert isvalid(p3, 0, 1) == False
assert isvalid(p3, 0) == True
assert isvalid(p3) == False
assert _keygen(p3, [], 0) == ((), {'y': 0})
assert _keygen(p2, [], 0) == ((), {'x': 0, 'z': 0})
assert _keygen(p, [], 0) == ((0, ), {})
assert _keygen(min, [], x=0, y=1) == ((), {'y': 1, 'x': 0})
assert _keygen(min, [], 0, 1) == ((0, 1), {})
assert _keygen(min, [], 0) == ((0, ), {})
assert _keygen(min, 'x', 0) == ((0, ), {})
assert _keygen(min, ['x', 'y'], 0) == ((0, ), {})
assert _keygen(min, [0, 1], 0) == ((NULL, ), {}) if IS_PYPY else ((0, ),
{})
assert _keygen(min, ['*'], 0) == ((), {}) if IS_PYPY else ((0, ), {})
def test_signature():
s = signature(bar)
assert s == (("x", "y", "z", "a", "b"), {"a": 1, "b": 2}, "args", "")
# a partial with a 'fixed' x, thus x is 'unsettable' as a keyword
p = partial(bar, 0)
s = signature(p)
assert s == (("y", "z", "a", "b"), {"a": 1, "!x": 0, "b": 2}, "args", "")
"""
>>> p(0,1)
4
>>> p(0,1,2,3,4,5)
6
"""
# a partial where y is 'unsettable' as a positional argument
p = partial(bar, y=10)
s = signature(p)
assert s == (("x", "!y", "z", "a", "b"), {"a": 1, "y": 10, "b": 2}, "args", "")
"""
def test_signature():
s = signature(bar)
assert s == (('x', 'y', 'z', 'a', 'b'), {'a': 1, 'b': 2}, 'args', '')
# a partial with a 'fixed' x, thus x is 'unsettable' as a keyword
p = partial(bar, 0)
s = signature(p)
assert s == (('y', 'z', 'a', 'b'), {'a': 1, '!x': 0, 'b': 2}, 'args', '')
'''
>>> p(0,1)
4
>>> p(0,1,2,3,4,5)
6
'''
# a partial where y is 'unsettable' as a positional argument
p = partial(bar, y=10)
s = signature(p)
assert s == (('x', '!y', 'z', 'a', 'b'), {'a': 1, 'y': 10, 'b': 2}, 'args', '')
'''
def test_signature():
s = signature(bar)
assert s == (('x', 'y', 'z', 'a', 'b'), {'a': 1, 'b': 2}, 'args', '')
# a partial with a 'fixed' x, thus x is 'unsettable' as a keyword
p = partial(bar, 0)
s = signature(p)
assert s == (('y', 'z', 'a', 'b'), {'a': 1, '!x': 0, 'b': 2}, 'args', '')
'''
>>> p(0,1)
4
>>> p(0,1,2,3,4,5)
6
'''
# a partial where y is 'unsettable' as a positional argument
p = partial(bar, y=10)
s = signature(p)
assert s == (('x', '!y', 'z', 'a', 'b'), {'a': 1, 'y': 10, 'b': 2}, 'args', '')
'''
def test_special():
p = partial(add, 0,x=0)
p2 = partial(add, z=0)
p3 = partial(add, 0)
if IS_PYPY: # builtins in PYPY are python functions
assert signature(pow, safe=True) == (('base', 'exponent', 'modulus'), {'modulus': None}, '', '')
else:
assert signature(pow, safe=True) == (None, None, None, None)
assert signature(p, safe=True) == (None, None, None, None)
assert signature(p2, safe=True) == (('x', 'y'), {'z': 0}, '', '')
assert signature(p3, safe=True) == (('y',), {'!x': 0}, '', '')
if IS_PYPY: # PYPY bug in ArgSpec for min, so use pow
assert isvalid(pow, 0,1) == True
assert isvalid(pow, 0) == False
assert isvalid(pow) == False
else: # python >= 3.5 bug in ArgSpec for pow, so use min
assert isvalid(min, 0,1) == True
assert isvalid(min, 0) == False
assert isvalid(min) == False
assert isvalid(p, 0,1) == False
assert isvalid(p, 0) == False
assert isvalid(p) == False
assert isvalid(p2, 0,1) == False
assert isvalid(p2, 0) == False
assert isvalid(p2) == False
assert isvalid(p3, 0,1) == False
assert isvalid(p3, 0) == True
assert isvalid(p3) == False
assert _keygen(p3, [], 0) == ((), {'y': 0})
assert _keygen(p2, [], 0) == ((), {'x': 0, 'z': 0})
assert _keygen(p, [], 0) == ((0,), {})
assert _keygen(min, [], x=0,y=1) == ((), {'y': 1, 'x': 0})
assert _keygen(min, [], 0,1) == ((0,1), {})
assert _keygen(min, [], 0) == ((0,), {})
assert _keygen(min, 'x', 0) == ((0,), {})
assert _keygen(min, ['x','y'], 0) == ((0,), {})
assert _keygen(min, [0,1], 0) == ((NULL,), {}) if IS_PYPY else ((0,), {})
assert _keygen(min, ['*'], 0) == ((), {}) if IS_PYPY else ((0,), {})
def test_special():
p = partial(add, 0, x=0)
p2 = partial(add, z=0)
p3 = partial(add, 0)
if IS_PYPY: # builtins in PYPY are python functions
assert signature(pow, safe=True) == (("base", "exponent", "modulus"), {"modulus": None}, "", "")
else:
assert signature(pow, safe=True) == (None, None, None, None)
assert signature(p, safe=True) == (None, None, None, None)
assert signature(p2, safe=True) == (("x", "y"), {"z": 0}, "", "")
assert signature(p3, safe=True) == (("y",), {"!x": 0}, "", "")
if IS_PYPY: # PYPY bug in ArgSpec for min, so use pow
assert isvalid(pow, 0, 1) == True
assert isvalid(pow, 0) == False
assert isvalid(pow) == False
else: # python >= 3.5 bug in ArgSpec for pow, so use min
assert isvalid(min, 0, 1) == True
assert isvalid(min, 0) == False
assert isvalid(min) == False
assert isvalid(p, 0, 1) == False
assert isvalid(p, 0) == False
assert isvalid(p) == False
assert isvalid(p2, 0, 1) == False
assert isvalid(p2, 0) == False
assert isvalid(p2) == False
assert isvalid(p3, 0, 1) == False
assert isvalid(p3, 0) == True
assert isvalid(p3) == False
assert _keygen(p3, [], 0) == ((), {"y": 0})
assert _keygen(p2, [], 0) == ((), {"x": 0, "z": 0})
assert _keygen(p, [], 0) == ((0,), {})
assert _keygen(min, [], x=0, y=1) == ((), {"y": 1, "x": 0})
assert _keygen(min, [], 0, 1) == ((0, 1), {})
assert _keygen(min, [], 0) == ((0,), {})
assert _keygen(min, "x", 0) == ((0,), {})
assert _keygen(min, ["x", "y"], 0) == ((0,), {})
assert _keygen(min, [0, 1], 0) == ((NULL,), {}) if IS_PYPY else ((0,), {})
assert _keygen(min, ["*"], 0) == ((), {}) if IS_PYPY else ((0,), {})
def test_keygen():
# a partial with a 'fixed' x, and positionally 'unsettable' b
p = partial(bar, 0, b=10)
s = signature(p)
assert s == (('y', 'z', 'a', '!b'), {'a': 1, '!x': 0, 'b': 10}, 'args', '')
ignored = (0, 1, 3, 5, '*', 'b', 'c')
user_args = ('0', '1', '2', '3', '4', '5', '6')
user_kwds = {'a': '10', 'b': '20', 'c': '30', 'd': '40'}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {
'a': '2',
'c': NULL,
'b': NULL,
'd': '40',
'y': NULL,
'z': NULL
}
ignored = (0, 1, 3, 5, '**', 'b', 'c')
user_args = ('0', '1', '2', '3', '4', '5', '6')
user_kwds = {'a': '10', 'b': '20', 'c': '30', 'd': '40'}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ('4', NULL, '6')
assert key_kwds == {'a': '2', 'b': NULL, 'y': NULL, 'z': NULL}
ignored = ('*', '**')
user_args = ('0', '1', '2', '3', '4', '5', '6')
user_kwds = {'a': '10', 'b': '20', 'c': '30', 'd': '40'}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {'a': '2', 'b': '3', 'y': '0', 'z': '1'}
ignored = (0, 2)
user_args = ('0', '1', '2', '3', '4', '5', '6')
user_kwds = {'a': '10', 'b': '20', 'c': '30', 'd': '40'}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ('4', '5', '6')
assert key_kwds == {
'a': NULL,
'c': '30',
'b': '3',
'd': '40',
'y': NULL,
'z': '1'
}
ignored = (0, )
user_args = ('0', '1', '2', '3', '4', '5', '6')
user_kwds = {'a': '10', 'b': '20', 'c': '30', 'd': '40', 'y': 50}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ('4', '5', '6')
assert key_kwds == {
'a': '2',
'c': '30',
'b': '3',
'd': '40',
'y': NULL,
'z': '1'
}
ignored = ('a', 'y', 'c')
user_args = ('0', '1', '2', '3', '4', '5', '6')
user_kwds = {'a': '10', 'b': '20', 'c': '30', 'd': '40', 'y': 50}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ('4', '5', '6')
assert key_kwds == {
'a': NULL,
'c': NULL,
'b': '3',
'd': '40',
'y': NULL,
'z': '1'
}
ignored = (1, 5, 'a', 'y', 'c')
user_args = ('0', '1')
user_kwds = {}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {'a': NULL, 'y': NULL, 'b': 10, 'z': NULL} #XXX: c?
ignored = (1, 5, 'a', 'y', 'c')
user_args = ()
user_kwds = {'c': '30', 'd': '40', 'y': 50}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {
'a': NULL,
'y': NULL,
'c': NULL,
'd': '40',
'b': 10,
'z': NULL
}
ignored = (1, 5, 'a', 'c')
user_args = ('0', '1')
user_kwds = {}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {'a': NULL, 'y': '0', 'b': 10, 'z': NULL} #XXX: c?
ignored = ()
user_args = ('0', )
user_kwds = {'c': '30'}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {'a': 1, 'y': '0', 'b': 10, 'c': '30'}
# Author: Mike McKerns (mmckerns @caltech and @uqfoundation)
# Copyright (c) 2013-2014 California Institute of Technology.
# License: 3-clause BSD. The full license text is available at:
# - http://trac.mystic.cacr.caltech.edu/project/pathos/browser/klepto/LICENSE
import sys
from functools import partial
from klepto.keymaps import hashmap
from klepto import NULL
from klepto import signature, keygen
from klepto import _keygen, isvalid
def bar(x,y,z,a=1,b=2,*args):
return x+y+z+a+b
s = signature(bar)
assert s == (('x', 'y', 'z', 'a', 'b'), {'a': 1, 'b': 2}, 'args', '')
# a partial with a 'fixed' x, thus x is 'unsettable' as a keyword
p = partial(bar, 0)
s = signature(p)
assert s == (('y', 'z', 'a', 'b'), {'a': 1, '!x': 0, 'b': 2}, 'args', '')
'''
>>> p(0,1)
4
>>> p(0,1,2,3,4,5)
6
'''
# a partial where y is 'unsettable' as a positional argument
p = partial(bar, y=10)
s = signature(p)
def test_keygen():
# a partial with a 'fixed' x, and positionally 'unsettable' b
p = partial(bar, 0, b=10)
s = signature(p)
assert s == (("y", "z", "a", "!b"), {"a": 1, "!x": 0, "b": 10}, "args", "")
ignored = (0, 1, 3, 5, "*", "b", "c")
user_args = ("0", "1", "2", "3", "4", "5", "6")
user_kwds = {"a": "10", "b": "20", "c": "30", "d": "40"}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {"a": "2", "c": NULL, "b": NULL, "d": "40", "y": NULL, "z": NULL}
ignored = (0, 1, 3, 5, "**", "b", "c")
user_args = ("0", "1", "2", "3", "4", "5", "6")
user_kwds = {"a": "10", "b": "20", "c": "30", "d": "40"}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ("4", NULL, "6")
assert key_kwds == {"a": "2", "b": NULL, "y": NULL, "z": NULL}
ignored = ("*", "**")
user_args = ("0", "1", "2", "3", "4", "5", "6")
user_kwds = {"a": "10", "b": "20", "c": "30", "d": "40"}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {"a": "2", "b": "3", "y": "0", "z": "1"}
ignored = (0, 2)
user_args = ("0", "1", "2", "3", "4", "5", "6")
user_kwds = {"a": "10", "b": "20", "c": "30", "d": "40"}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ("4", "5", "6")
assert key_kwds == {"a": NULL, "c": "30", "b": "3", "d": "40", "y": NULL, "z": "1"}
ignored = (0,)
user_args = ("0", "1", "2", "3", "4", "5", "6")
user_kwds = {"a": "10", "b": "20", "c": "30", "d": "40", "y": 50}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ("4", "5", "6")
assert key_kwds == {"a": "2", "c": "30", "b": "3", "d": "40", "y": NULL, "z": "1"}
ignored = ("a", "y", "c")
user_args = ("0", "1", "2", "3", "4", "5", "6")
user_kwds = {"a": "10", "b": "20", "c": "30", "d": "40", "y": 50}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ("4", "5", "6")
assert key_kwds == {"a": NULL, "c": NULL, "b": "3", "d": "40", "y": NULL, "z": "1"}
ignored = (1, 5, "a", "y", "c")
user_args = ("0", "1")
user_kwds = {}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {"a": NULL, "y": NULL, "b": 10, "z": NULL} # XXX: c?
ignored = (1, 5, "a", "y", "c")
user_args = ()
user_kwds = {"c": "30", "d": "40", "y": 50}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {"a": NULL, "y": NULL, "c": NULL, "d": "40", "b": 10, "z": NULL}
ignored = (1, 5, "a", "c")
user_args = ("0", "1")
user_kwds = {}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {"a": NULL, "y": "0", "b": 10, "z": NULL} # XXX: c?
ignored = ()
user_args = ("0",)
user_kwds = {"c": "30"}
key_args, key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {"a": 1, "y": "0", "b": 10, "c": "30"}
def test_keygen():
# a partial with a 'fixed' x, and positionally 'unsettable' b
p = partial(bar, 0,b=10)
s = signature(p)
assert s == (('y', 'z', 'a', '!b'), {'a': 1, '!x': 0, 'b': 10}, 'args', '')
ignored = (0,1,3,5,'*','b','c')
user_args = ('0','1','2','3','4','5','6')
user_kwds = {'a':'10','b':'20','c':'30','d':'40'}
key_args,key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {'a': '2', 'c': NULL, 'b': NULL, 'd': '40', 'y': NULL, 'z': NULL}
ignored = (0,1,3,5,'**','b','c')
user_args = ('0','1','2','3','4','5','6')
user_kwds = {'a':'10','b':'20','c':'30','d':'40'}
key_args,key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ('4', NULL, '6')
assert key_kwds == {'a': '2', 'b': NULL, 'y': NULL, 'z': NULL}
ignored = ('*','**')
user_args = ('0','1','2','3','4','5','6')
user_kwds = {'a':'10','b':'20','c':'30','d':'40'}
key_args,key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {'a': '2', 'b': '3', 'y': '0', 'z': '1'}
ignored = (0,2)
user_args = ('0','1','2','3','4','5','6')
user_kwds = {'a':'10','b':'20','c':'30','d':'40'}
key_args,key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ('4', '5', '6')
assert key_kwds == {'a': NULL, 'c': '30', 'b': '3', 'd':'40', 'y': NULL, 'z': '1'}
ignored = (0,)
user_args = ('0','1','2','3','4','5','6')
user_kwds = {'a':'10','b':'20','c':'30','d':'40','y':50}
key_args,key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ('4', '5', '6')
assert key_kwds == {'a': '2', 'c': '30', 'b': '3', 'd':'40', 'y': NULL, 'z': '1'}
ignored = ('a','y','c')
user_args = ('0','1','2','3','4','5','6')
user_kwds = {'a':'10','b':'20','c':'30','d':'40','y':50}
key_args,key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ('4', '5', '6')
assert key_kwds == {'a': NULL, 'c': NULL, 'b': '3', 'd':'40', 'y': NULL, 'z': '1'}
ignored = (1,5,'a','y','c')
user_args = ('0','1')
user_kwds = {}
key_args,key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {'a': NULL, 'y': NULL, 'b': 10, 'z': NULL} #XXX: c?
ignored = (1,5,'a','y','c')
user_args = ()
user_kwds = {'c':'30','d':'40','y':50}
key_args,key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {'a': NULL, 'y': NULL, 'c': NULL, 'd': '40', 'b': 10, 'z': NULL}
ignored = (1,5,'a','c')
user_args = ('0','1')
user_kwds = {}
key_args,key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {'a': NULL, 'y': '0', 'b': 10, 'z': NULL} #XXX: c?
ignored = ()
user_args = ('0',)
user_kwds = {'c':'30'}
key_args,key_kwds = _keygen(p, ignored, *user_args, **user_kwds)
assert key_args == ()
assert key_kwds == {'a': 1, 'y': '0', 'b': 10, 'c': '30'}
# License: 3-clause BSD. The full license text is available at:
# - http://trac.mystic.cacr.caltech.edu/project/pathos/browser/klepto/LICENSE
import sys
from functools import partial
from klepto.keymaps import hashmap
from klepto import NULL
from klepto import signature, keygen
from klepto import _keygen, isvalid
def bar(x, y, z, a=1, b=2, *args):
return x + y + z + a + b
s = signature(bar)
assert s == (('x', 'y', 'z', 'a', 'b'), {'a': 1, 'b': 2}, 'args', '')
# a partial with a 'fixed' x, thus x is 'unsettable' as a keyword
p = partial(bar, 0)
s = signature(p)
assert s == (('y', 'z', 'a', 'b'), {'a': 1, '!x': 0, 'b': 2}, 'args', '')
'''
>>> p(0,1)
4
>>> p(0,1,2,3,4,5)
6
'''
# a partial where y is 'unsettable' as a positional argument
p = partial(bar, y=10)
s = signature(p)
