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tables.py
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tables.py
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""" This modules provides the translation tables from python to c++. """
import gast as ast
import inspect
import logging
import sys
from pythran.typing import Dict, Set, List, TypeVar, Union, Optional, NDArray
from pythran.typing import Generator, Fun, Tuple, Iterable, Sized, File
from pythran.conversion import to_ast, ToNotEval
from pythran.intrinsic import Class
from pythran.intrinsic import ClassWithConstConstructor, ExceptionClass
from pythran.intrinsic import ClassWithReadOnceConstructor
from pythran.intrinsic import ConstFunctionIntr, FunctionIntr, UpdateEffect
from pythran.intrinsic import ConstMethodIntr, MethodIntr, AttributeIntr
from pythran.intrinsic import ReadEffect, ConstantIntr, UFunc
from pythran.intrinsic import ReadOnceFunctionIntr, ConstExceptionIntr
from pythran import interval
from functools import reduce
if sys.version_info.major == 3:
sys.modules['__builtin__'] = sys.modules['builtins']
sys.modules['__builtin__'].xrange = sys.modules['builtins'].range
class long(int):
pass
sys.modules['__builtin__'].long = long
import functools
sys.modules['__builtin__'].reduce = functools.reduce
getargspec = inspect.getfullargspec
else:
getargspec = inspect.getargspec
logger = logging.getLogger("pythran")
pythran_ward = '__pythran_'
namespace = "pythonic"
cxx_keywords = {
'and', 'and_eq', 'asm', 'auto', 'bitand', 'bitor',
'bool', 'break', 'case', 'catch', 'char', 'class',
'compl', 'const', 'const_cast', 'continue', 'default', 'delete',
'do', 'double', 'dynamic_cast', 'else', 'enum', 'explicit',
'export', 'extern', 'false', 'float', 'for', 'friend',
'goto', 'if', 'inline', 'int', 'long', 'mutable', 'namespace', 'new',
'not', 'not_eq', 'operator', 'or', 'or_eq', 'private', 'protected',
'public', 'register', 'reinterpret_cast', 'return', 'short', 'signed',
'sizeof', 'static', 'static_cast',
'struct', 'switch', 'template', 'this', 'throw', 'true',
'try', 'typedef', 'typeid', 'typename', 'union', 'unsigned',
'using', 'virtual', 'void', 'volatile', 'wchar_t', 'while',
'xor', 'xor_eq',
# C++11 additions
'constexpr', 'decltype', 'noexcept', 'nullptr', 'static_assert',
# reserved namespaces
'std',
}
def make_lazy(exp):
return '[&] () {{ return {0}; }}'.format(exp)
def make_and(x, y):
lx, ly = make_lazy(x), make_lazy(y)
return 'pythonic::__builtin__::pythran::and_({0}, {1})'.format(lx, ly)
def make_or(x, y):
lx, ly = make_lazy(x), make_lazy(y)
return 'pythonic::__builtin__::pythran::or_({0}, {1})'.format(lx, ly)
operator_to_lambda = {
# boolop
ast.And: make_and,
ast.Or: make_or,
# operator
ast.Add: "({0} + {1})".format,
ast.Sub: "({0} - {1})".format,
ast.Mult: "({0} * {1})".format,
ast.Div: "(pythonic::operator_::div({0}, {1}))".format,
ast.Mod: "(pythonic::operator_::mod({0}, {1}))".format,
ast.Pow: "(pythonic::__builtin__::pow({0}, {1}))".format,
ast.LShift: "({0} << {1})".format,
ast.RShift: "({0} >> {1})".format,
ast.BitOr: "({0} | {1})".format,
ast.BitXor: "({0} ^ {1})".format,
ast.BitAnd: "({0} & {1})".format,
ast.MatMult: "pythonic::operator_::matmul({0}, {1})".format,
# assume from __future__ import division
ast.FloorDiv:
"(pythonic::operator_::functor::floordiv{{}}({0}, {1}))".format,
# unaryop
ast.Invert: "(~{0})".format,
ast.Not: "(! {0})".format,
ast.UAdd: "(+{0})".format,
ast.USub: "(-{0})".format,
# cmpop
ast.Eq: "({0} == {1})".format,
ast.NotEq: "({0} != {1})".format,
ast.Lt: "({0} < {1})".format,
ast.LtE: "({0} <= {1})".format,
ast.Gt: "({0} > {1})".format,
ast.GtE: "({0} >= {1})".format,
ast.Is: ("(pythonic::__builtin__::id({0}) == "
"pythonic::__builtin__::id({1}))").format,
ast.IsNot: ("(pythonic::__builtin__::id({0}) != "
"pythonic::__builtin__::id({1}))").format,
ast.In: "(pythonic::in({1}, {0}))".format,
ast.NotIn: "(! pythonic::in({1}, {0}))".format,
}
update_operator_to_lambda = {
# operator
ast.Add: "({0} += {1})".format,
ast.Sub: "({0} -= {1})".format,
ast.Mult: "({0} *= {1})".format,
ast.Div: "(pythonic::operator_::idiv({0}, {1}))".format,
ast.Mod: "(pythonic::operator_::imod({0}, {1}))".format,
ast.Pow: "(pythonic::operator_::ipow({0}, {1}))".format,
ast.LShift: "({0} <<= {1})".format,
ast.RShift: "({0} >>= {1})".format,
ast.BitOr: "({0} |= {1})".format,
ast.BitXor: "({0} ^= {1})".format,
ast.BitAnd: "({0} &= {1})".format,
ast.MatMult: "pythonic::operator_::imatmul({0}, {1})".format,
# assume from __future__ import division
ast.FloorDiv:
"(pythonic::operator_::functor::ifloordiv{{}}({0}, {1}))".format,
}
T0, T1, T2, T3 = TypeVar('T0'), TypeVar('T1'), TypeVar('T2'), TypeVar('T3')
T4, T5, T6, T7 = TypeVar('T4'), TypeVar('T5'), TypeVar('T6'), TypeVar('T7')
_bool_signature = Union[
Fun[[], bool],
Fun[[T0], bool]
]
_int_signature = Union[
Fun[[], int],
Fun[[bool], int],
Fun[[int], int],
Fun[[float], int],
Fun[[str], int],
]
_float_signature = Union[
Fun[[], float],
Fun[[str], float],
Fun[[float], float],
]
_complex_signature = Union[
Fun[[float], complex],
Fun[[float, float], complex],
]
def update_effects(self, node):
"""
Combiner when we update the first argument of a function.
It turn type of first parameter in combination of all others
parameters types.
"""
return [self.combine(node.args[0], node_args_k, register=True,
aliasing_type=True)
for node_args_k in node.args[1:]]
BINARY_UFUNC = {"accumulate": FunctionIntr()}
CLASSES = {
"list": {
"append": MethodIntr(signature=Fun[[List[T0], T0], None]),
"extend": MethodIntr(update_effects),
"index": ConstMethodIntr(
signature=Union[
Fun[[List[T0], T0], int],
Fun[[List[T0], T0, int], int],
Fun[[List[T0], T0, int, int], int],
]
),
"pop": MethodIntr(
signature=Union[
Fun[[List[T0]], T0],
Fun[[List[T0], int], T0],
],
),
"reverse": MethodIntr(signature=Fun[[List[T0]], None]),
"sort": MethodIntr(
signature=Union[
Fun[[List[T0]], None],
Fun[[List[T0], Fun[[T0, T0], int]], None],
],
),
"count": ConstMethodIntr(signature=Fun[[List[T0], T0], int]),
"remove": MethodIntr(signature=Fun[[List[T0], T0], None]),
"insert": MethodIntr(signature=Fun[[List[T0], int, T0], None]),
},
"str": {
"__mod__": ConstMethodIntr(
signature=Union[
Fun[[str, T0], str],
Fun[[str, T0, T1], str],
Fun[[str, T0, T1, T2], str],
Fun[[str, T0, T1, T2, T3, T4], str],
Fun[[str, T0, T1, T2, T3, T4, T5], str],
Fun[[str, T0, T1, T2, T3, T4, T5, T6], str],
],
),
"capitalize": ConstMethodIntr(signature=Fun[[str], str]),
"count": ConstMethodIntr(signature=Union[
Fun[[str, str], int],
Fun[[str, str, int], int],
Fun[[str, str, int, int], int],
]),
"endswith": ConstMethodIntr(
signature=Union[
Fun[[str, str], bool],
Fun[[str, str, Optional[int]], bool],
Fun[[str, str, Optional[int], Optional[int]], bool],
],
),
"startswith": ConstMethodIntr(
signature=Union[
Fun[[str, str], bool],
Fun[[str, str, Optional[int]], bool],
Fun[[str, str, Optional[int], Optional[int]], bool],
],
),
"find": ConstMethodIntr(
signature=Union[
Fun[[str, str], int],
Fun[[str, str, Optional[int]], int],
Fun[[str, str, Optional[int], Optional[int]], int],
],
),
"isalpha": ConstMethodIntr(signature=Fun[[str], bool]),
"isdigit": ConstMethodIntr(signature=Fun[[str], bool]),
"join": ConstMethodIntr(signature=Fun[[str, Iterable[str]], str]),
"lower": ConstMethodIntr(signature=Fun[[str], str]),
"replace": ConstMethodIntr(
signature=Union[
Fun[[str, str, str], str],
Fun[[str, str, str, int], str],
]
),
"split": ConstMethodIntr(
signature=Union[
Fun[[str], List[str]],
Fun[[str, str], List[str]],
Fun[[str, None], List[str]],
Fun[[str, str, int], List[str]],
Fun[[str, None, int], List[str]],
]
),
"strip": ConstMethodIntr(
signature=Union[
Fun[[str], str],
Fun[[str, str], str],
]
),
"lstrip": ConstMethodIntr(
signature=Union[
Fun[[str], str],
Fun[[str, str], str],
]
),
"rstrip": ConstMethodIntr(
signature=Union[
Fun[[str], str],
Fun[[str, str], str],
]
),
"upper": ConstMethodIntr(
signature=Fun[[str], str]
),
},
"set": {
"add": MethodIntr(signature=Fun[[Set[T0], T0], None]),
"clear": MethodIntr(signature=Fun[[Set[T0]], None]),
"copy": ConstMethodIntr(signature=Fun[[Set[T0]], Iterable[T0]]),
"discard": MethodIntr(signature=Fun[[Set[T0], T0], None]),
"remove": MethodIntr(signature=Fun[[Set[T0], T0], None]),
"isdisjoint": ConstMethodIntr(
signature=Fun[[Set[T0], Set[T0]], bool]),
"union_": ConstMethodIntr(
signature=Union[
Fun[[Set[T0], Iterable[T0]], Set[T0]],
Fun[[Set[T0], Iterable[T0], Iterable[T0]], Set[T0]],
Fun[[Set[T0], Iterable[T0], Iterable[T0], Iterable[T0]],
Set[T0]],
]
),
"update": MethodIntr(update_effects),
"intersection": ConstMethodIntr(
signature=Union[
Fun[[Set[T0], Iterable[T0]], Set[T0]],
Fun[[Set[T0], Iterable[T0], Iterable[T0]], Set[T0]],
Fun[[Set[T0], Iterable[T0], Iterable[T0], Iterable[T0]],
Set[T0]],
]
),
"intersection_update": MethodIntr(update_effects),
"difference": ConstMethodIntr(
signature=Union[
Fun[[Set[T0], Iterable[T0]], Set[T0]],
Fun[[Set[T0], Iterable[T0], Iterable[T0]], Set[T0]],
Fun[[Set[T0], Iterable[T0], Iterable[T0], Iterable[T0]],
Set[T0]],
]
),
"difference_update": MethodIntr(update_effects),
"symmetric_difference": ConstMethodIntr(
signature=Union[
Fun[[Set[T0], Iterable[T0]], Set[T0]],
Fun[[Set[T0], Iterable[T0], Iterable[T0]], Set[T0]],
Fun[[Set[T0], Iterable[T0], Iterable[T0], Iterable[T0]],
Set[T0]],
]
),
"symmetric_difference_update": MethodIntr(update_effects),
"issuperset": ConstMethodIntr(
signature=Fun[[Set[T0], Set[T0]], bool]),
"issubset": ConstMethodIntr(
signature=Fun[[Set[T0], Set[T0]], bool]),
},
"Exception": {
"args": AttributeIntr(signature=Fun[[T0], str]),
"errno": AttributeIntr(signature=Fun[[T0], str]),
"strerror": AttributeIntr(signature=Fun[[T0], str]),
"filename": AttributeIntr(signature=Fun[[T0], str]),
},
"float": {
"is_integer": ConstMethodIntr(signature=Fun[[float], bool]),
},
"complex": {
"conjugate": ConstMethodIntr(),
"real": AttributeIntr(
signature=Union[
Fun[[complex], float],
Fun[[NDArray[complex, :]], NDArray[float, :]],
Fun[[NDArray[complex, :, :]], NDArray[float, :, :]],
Fun[[NDArray[complex, :, :, :]], NDArray[float, :, :, :]],
Fun[[NDArray[complex, :, :, :, :]],
NDArray[float, :, :, :, :]],
]
),
"imag": AttributeIntr(
signature=Union[
Fun[[complex], float],
Fun[[NDArray[complex, :]], NDArray[float, :]],
Fun[[NDArray[complex, :, :]], NDArray[float, :, :]],
Fun[[NDArray[complex, :, :, :]], NDArray[float, :, :, :]],
Fun[[NDArray[complex, :, :, :, :]],
NDArray[float, :, :, :, :]],
]
),
},
"dict": {
"fromkeys": ConstFunctionIntr(
signature=Union[
Fun[[Iterable[T0]], Dict[T0, Optional[T1]]],
Fun[[Iterable[T0], T1], Dict[T0, T1]],
],
),
"clear": MethodIntr(signature=Fun[[Dict[T0, T1]], None]),
"copy": ConstMethodIntr(
signature=Fun[[Dict[T0, T1]], Dict[T0, T1]]),
"get": ConstMethodIntr(
signature=Union[
Fun[[Dict[T0, T1], T0], Optional[T1]],
Fun[[Dict[T0, T1], T0, T1], T1],
],
),
"has_key": ConstMethodIntr(
signature=Fun[[Dict[T0, T1], T0], bool]
),
"items": MethodIntr(
signature=Fun[[Dict[T0, T1]], List[Tuple[T0, T1]]]),
"iteritems": MethodIntr(
signature=Fun[[Dict[T0, T1]], Generator[Tuple[T0, T1]]]),
"iterkeys": MethodIntr(
signature=Fun[[Dict[T0, T1]], Generator[T0]]),
"itervalues": MethodIntr(
signature=Fun[[Dict[T0, T1]], Generator[T1]]),
"keys": MethodIntr(signature=Fun[[Dict[T0, T1]], List[T0]]),
"pop": MethodIntr(
signature=Union[
Fun[[Dict[T0, T1], T0], T1],
Fun[[Dict[T0, T1], T0, T1], T1],
]
),
"popitem": MethodIntr(
signature=Fun[[Dict[T0, T1]], Tuple[T0, T1]]),
"setdefault": MethodIntr(
signature=Union[
Fun[[Dict[T0, T1], T0, T1], T1],
Fun[[Dict[T0, T1], T0], T1]
],
return_alias=lambda args: {
ast.Subscript(args[0],
ast.Index(args[1]),
ast.Load())
}.union({args[2]} if len(args) == 3 else set())
),
"update": MethodIntr(update_effects),
"values": MethodIntr(signature=Fun[[Dict[T0, T1]], List[T1]]),
"viewitems": MethodIntr(
signature=Fun[[Dict[T0, T1]], List[Tuple[T0, T1]]]),
"viewkeys": MethodIntr(signature=Fun[[Dict[T0, T1]], List[T0]]),
"viewvalues": MethodIntr(signature=Fun[[Dict[T0, T1]], List[T1]]),
},
"file": {
# Member variables
"closed": AttributeIntr(signature=Fun[[File], bool]),
"mode": AttributeIntr(signature=Fun[[File], str]),
"name": AttributeIntr(signature=Fun[[File], str]),
"newlines": AttributeIntr(signature=Fun[[File], str]),
# Member functions
"close": MethodIntr(
signature=Fun[[File], None],
global_effects=True
),
"flush": MethodIntr(
signature=Fun[[File], None],
global_effects=True
),
"fileno": MethodIntr(
signature=Fun[[File], int],
),
"isatty": MethodIntr(signature=Fun[[File], bool]),
"next": MethodIntr(global_effects=True),
"read": MethodIntr(
signature=Union[
Fun[[File], str],
Fun[[File, int], str],
],
global_effects=True
),
"readline": MethodIntr(
signature=Union[
Fun[[File], str],
Fun[[File, int], str],
],
global_effects=True
),
"readlines": MethodIntr(
signature=Union[
Fun[[File], List[str]],
Fun[[File, int], List[str]],
],
global_effects=True
),
"xreadlines": MethodIntr(
signature=Fun[[File], File],
global_effects=True
),
"seek": MethodIntr(
signature=Union[
Fun[[File, int], None],
Fun[[File, int, int], None],
],
global_effects=True
),
"tell": MethodIntr(signature=Fun[[File], int]),
"truncate": MethodIntr(
signature=Union[
Fun[[File], None],
Fun[[File, int], None],
],
global_effects=True
),
"write": MethodIntr(
signature=Fun[[File, str], None],
global_effects=True
),
"writelines": MethodIntr(
signature=Fun[[File, Iterable[str]], None],
global_effects=True
),
},
"finfo": {
"eps": AttributeIntr(signature=float),
},
"ndarray": {
"astype": MethodIntr(
signature=Union[
# dtype = bool
Fun[[NDArray[bool, :], _bool_signature], NDArray[bool, :]],
Fun[[NDArray[int, :], _bool_signature], NDArray[bool, :]],
Fun[[NDArray[float, :], _bool_signature], NDArray[bool, :]],
Fun[[NDArray[complex, :], _bool_signature], NDArray[bool, :]],
Fun[[NDArray[bool, :, :], _bool_signature],
NDArray[bool, :, :]],
Fun[[NDArray[int, :, :], _bool_signature],
NDArray[bool, :, :]],
Fun[[NDArray[float, :, :], _bool_signature],
NDArray[bool, :, :]],
Fun[[NDArray[complex, :, :], _bool_signature],
NDArray[bool, :, :]],
Fun[[NDArray[bool, :, :, :], _bool_signature],
NDArray[bool, :, :, :]],
Fun[[NDArray[int, :, :, :], _bool_signature],
NDArray[bool, :, :, :]],
Fun[[NDArray[float, :, :, :], _bool_signature],
NDArray[bool, :, :, :]],
Fun[[NDArray[complex, :, :, :], _bool_signature],
NDArray[bool, :, :, :]],
Fun[[NDArray[bool, :, :, :, :], _bool_signature],
NDArray[bool, :, :, :, :]],
Fun[[NDArray[int, :, :, :, :], _bool_signature],
NDArray[bool, :, :, :, :]],
Fun[[NDArray[float, :, :, :, :], _bool_signature],
NDArray[bool, :, :, :, :]],
Fun[[NDArray[complex, :, :, :, :], _bool_signature],
NDArray[bool, :, :, :, :]],
# dtype = int
Fun[[NDArray[bool, :], _int_signature], NDArray[int, :]],
Fun[[NDArray[int, :], _int_signature], NDArray[int, :]],
Fun[[NDArray[float, :], _int_signature], NDArray[int, :]],
Fun[[NDArray[complex, :], _int_signature], NDArray[int, :]],
Fun[[NDArray[bool, :, :], _int_signature], NDArray[int, :, :]],
Fun[[NDArray[int, :, :], _int_signature], NDArray[int, :, :]],
Fun[[NDArray[float, :, :], _int_signature],
NDArray[int, :, :]],
Fun[[NDArray[complex, :, :], _int_signature],
NDArray[int, :, :]],
Fun[[NDArray[bool, :, :, :], _int_signature],
NDArray[int, :, :, :]],
Fun[[NDArray[int, :, :, :], _int_signature],
NDArray[int, :, :, :]],
Fun[[NDArray[float, :, :, :], _int_signature],
NDArray[int, :, :, :]],
Fun[[NDArray[complex, :, :, :], _int_signature],
NDArray[int, :, :, :]],
Fun[[NDArray[bool, :, :, :, :], _int_signature],
NDArray[int, :, :, :, :]],
Fun[[NDArray[int, :, :, :, :], _int_signature],
NDArray[int, :, :, :, :]],
Fun[[NDArray[float, :, :, :, :], _int_signature],
NDArray[int, :, :, :, :]],
Fun[[NDArray[complex, :, :, :, :], _int_signature],
NDArray[int, :, :, :, :]],
# dtype = float
Fun[[NDArray[bool, :], _float_signature], NDArray[float, :]],
Fun[[NDArray[int, :], _float_signature], NDArray[float, :]],
Fun[[NDArray[float, :], _float_signature], NDArray[float, :]],
Fun[[NDArray[complex, :], _float_signature],
NDArray[float, :]],
Fun[[NDArray[bool, :, :], _float_signature],
NDArray[float, :, :]],
Fun[[NDArray[int, :, :], _float_signature],
NDArray[float, :, :]],
Fun[[NDArray[float, :, :], _float_signature],
NDArray[float, :, :]],
Fun[[NDArray[complex, :, :], _float_signature],
NDArray[float, :, :]],
Fun[[NDArray[bool, :, :, :], _float_signature],
NDArray[float, :, :, :]],
Fun[[NDArray[int, :, :, :], _float_signature],
NDArray[float, :, :, :]],
Fun[[NDArray[float, :, :, :], _float_signature],
NDArray[float, :, :, :]],
Fun[[NDArray[complex, :, :, :], _float_signature],
NDArray[float, :, :, :]],
Fun[[NDArray[bool, :, :, :, :], _float_signature],
NDArray[float, :, :, :, :]],
Fun[[NDArray[int, :, :, :, :], _float_signature],
NDArray[float, :, :, :, :]],
Fun[[NDArray[float, :, :, :, :], _float_signature],
NDArray[float, :, :, :, :]],
Fun[[NDArray[complex, :, :, :, :], _float_signature],
NDArray[float, :, :, :, :]],
# dtype = complex
Fun[[NDArray[bool, :], _complex_signature],
NDArray[complex, :]],
Fun[[NDArray[int, :], _complex_signature],
NDArray[complex, :]],
Fun[[NDArray[float, :], _complex_signature],
NDArray[complex, :]],
Fun[[NDArray[complex, :], _complex_signature],
NDArray[complex, :]],
Fun[[NDArray[bool, :, :], _complex_signature],
NDArray[complex, :, :]],
Fun[[NDArray[int, :, :], _complex_signature],
NDArray[complex, :, :]],
Fun[[NDArray[float, :, :], _complex_signature],
NDArray[complex, :, :]],
Fun[[NDArray[complex, :, :], _complex_signature],
NDArray[complex, :, :]],
Fun[[NDArray[bool, :, :, :], _complex_signature],
NDArray[complex, :, :, :]],
Fun[[NDArray[int, :, :, :], _complex_signature],
NDArray[complex, :, :, :]],
Fun[[NDArray[float, :, :, :], _complex_signature],
NDArray[complex, :, :, :]],
Fun[[NDArray[complex, :, :, :], _complex_signature],
NDArray[complex, :, :, :]],
Fun[[NDArray[bool, :, :, :, :], _complex_signature],
NDArray[complex, :, :, :, :]],
Fun[[NDArray[int, :, :, :, :], _complex_signature],
NDArray[complex, :, :, :, :]],
Fun[[NDArray[float, :, :, :, :], _complex_signature],
NDArray[complex, :, :, :, :]],
Fun[[NDArray[complex, :, :, :, :], _complex_signature],
NDArray[complex, :, :, :, :]],
]
),
"dtype": AttributeIntr(),
"fill": MethodIntr(
signature=Union[
# 1d
Fun[[NDArray[bool, :], bool], None],
Fun[[NDArray[int, :], int], None],
Fun[[NDArray[float, :], float], None],
Fun[[NDArray[complex, :], complex], None],
# 2d
Fun[[NDArray[bool, :, :], bool], None],
Fun[[NDArray[int, :, :], int], None],
Fun[[NDArray[float, :, :], float], None],
Fun[[NDArray[complex, :, :], complex], None],
# 3d
Fun[[NDArray[bool, :, :, :], bool], None],
Fun[[NDArray[int, :, :, :], int], None],
Fun[[NDArray[float, :, :, :], float], None],
Fun[[NDArray[complex, :, :, :], complex], None],
# 4d
Fun[[NDArray[bool, :, :, :, :], bool], None],
Fun[[NDArray[int, :, :, :, :], int], None],
Fun[[NDArray[float, :, :, :, :], float], None],
Fun[[NDArray[complex, :, :, :, :], complex], None],
],
),
"flat": AttributeIntr(
signature=Union[
# 1d
Fun[[NDArray[bool, :]], Generator[bool]],
Fun[[NDArray[int, :]], Generator[int]],
Fun[[NDArray[float, :]], Generator[float]],
Fun[[NDArray[complex, :]], Generator[complex]],
# 2d
Fun[[NDArray[bool, :, :]], Generator[bool]],
Fun[[NDArray[int, :, :]], Generator[int]],
Fun[[NDArray[float, :, :]], Generator[float]],
Fun[[NDArray[complex, :, :]], Generator[complex]],
# 3d
Fun[[NDArray[bool, :, :, :]], Generator[bool]],
Fun[[NDArray[int, :, :, :]], Generator[int]],
Fun[[NDArray[float, :, :, :]], Generator[float]],
Fun[[NDArray[complex, :, :, :]], Generator[complex]],
# 4d
Fun[[NDArray[bool, :, :, :, :]], Generator[bool]],
Fun[[NDArray[int, :, :, :, :]], Generator[int]],
Fun[[NDArray[float, :, :, :, :]], Generator[float]],
Fun[[NDArray[complex, :, :, :, :]], Generator[complex]],
]
),
"flatten": MethodIntr(
signature=Union[
# 1d
Fun[[NDArray[bool, :]], NDArray[bool, :]],
Fun[[NDArray[int, :]], NDArray[int, :]],
Fun[[NDArray[float, :]], NDArray[float, :]],
Fun[[NDArray[complex, :]], NDArray[complex, :]],
# 2d
Fun[[NDArray[bool, :, :]], NDArray[bool, :]],
Fun[[NDArray[int, :, :]], NDArray[int, :]],
Fun[[NDArray[float, :, :]], NDArray[float, :]],
Fun[[NDArray[complex, :, :]], NDArray[complex, :]],
# 3d
Fun[[NDArray[bool, :, :, :]], NDArray[bool, :]],
Fun[[NDArray[int, :, :, :]], NDArray[int, :]],
Fun[[NDArray[float, :, :, :]], NDArray[float, :]],
Fun[[NDArray[complex, :, :, :]], NDArray[complex, :]],
# 4d
Fun[[NDArray[bool, :, :, :, :]], NDArray[bool, :]],
Fun[[NDArray[int, :, :, :, :]], NDArray[int, :]],
Fun[[NDArray[float, :, :, :, :]], NDArray[float, :]],
Fun[[NDArray[complex, :, :, :, :]], NDArray[complex, :]],
]
),
"item": MethodIntr(
signature=Union[
# item = int
# 1d
Fun[[NDArray[bool, :], int], bool],
Fun[[NDArray[int, :], int], int],
Fun[[NDArray[float, :], int], float],
Fun[[NDArray[complex, :], int], complex],
# 2d
Fun[[NDArray[bool, :, :], int], bool],
Fun[[NDArray[int, :, :], int], int],
Fun[[NDArray[float, :, :], int], float],
Fun[[NDArray[complex, :, :], int], complex],
# 3d
Fun[[NDArray[bool, :, :, :], int], bool],
Fun[[NDArray[int, :, :, :], int], int],
Fun[[NDArray[float, :, :, :], int], float],
Fun[[NDArray[complex, :, :, :], int], complex],
# 4d
Fun[[NDArray[bool, :, :, :, :], int], bool],
Fun[[NDArray[int, :, :, :, :], int], int],
Fun[[NDArray[float, :, :, :, :], int], float],
Fun[[NDArray[complex, :, :, :, :], int], complex],
# item = tuple
# 1d
Fun[[NDArray[bool, :], Tuple[int]], bool],
Fun[[NDArray[int, :], Tuple[int]], int],
Fun[[NDArray[float, :], Tuple[int]], float],
Fun[[NDArray[complex, :], Tuple[int]], complex],
# 2d
Fun[[NDArray[bool, :, :], Tuple[int, int]], bool],
Fun[[NDArray[int, :, :], Tuple[int, int]], int],
Fun[[NDArray[float, :, :], Tuple[int, int]], float],
Fun[[NDArray[complex, :, :], Tuple[int, int]], complex],
# 3d
Fun[[NDArray[bool, :, :, :], Tuple[int, int, int]], bool],
Fun[[NDArray[int, :, :, :], Tuple[int, int, int]], int],
Fun[[NDArray[float, :, :, :], Tuple[int, int, int]], float],
Fun[[NDArray[complex, :, :, :], Tuple[int, int, int]],
complex],
# 4d
Fun[[NDArray[bool, :, :, :, :], Tuple[int, int, int, int]],
bool],
Fun[[NDArray[int, :, :, :, :], Tuple[int, int, int, int]],
int],
Fun[[NDArray[float, :, :, :, :], Tuple[int, int, int, int]],
float],
Fun[[NDArray[complex, :, :, :, :], Tuple[int, int, int, int]],
complex],
]
),
"itemsize": AttributeIntr(signature=Fun[[NDArray[T0, :]], int],
return_range=interval.positive_values),
"nbytes": AttributeIntr(
signature=Fun[[NDArray[T0, :]], int],
return_range=interval.positive_values
),
"ndim": AttributeIntr(signature=Fun[[NDArray[T0, :]], int],
return_range=interval.positive_values),
"shape": AttributeIntr(
signature=Union[
# bool
Fun[[NDArray[bool, :]], Tuple[int]],
Fun[[NDArray[bool, :, :]], Tuple[int, int]],
Fun[[NDArray[bool, :, :, :]], Tuple[int, int, int]],
Fun[[NDArray[bool, :, :, :, :]], Tuple[int, int, int, int]],
# int
Fun[[NDArray[int, :]], Tuple[int]],
Fun[[NDArray[int, :, :]], Tuple[int, int]],
Fun[[NDArray[int, :, :, :]], Tuple[int, int, int]],
Fun[[NDArray[int, :, :, :, :]], Tuple[int, int, int, int]],
# float
Fun[[NDArray[float, :]], Tuple[int]],
Fun[[NDArray[float, :, :]], Tuple[int, int]],
Fun[[NDArray[float, :, :, :]], Tuple[int, int, int]],
Fun[[NDArray[float, :, :, :, :]], Tuple[int, int, int, int]],
# complex
Fun[[NDArray[complex, :]], Tuple[int]],
Fun[[NDArray[complex, :, :]], Tuple[int, int]],
Fun[[NDArray[complex, :, :, :]], Tuple[int, int, int]],
Fun[[NDArray[complex, :, :, :, :]], Tuple[int, int, int, int]],
],
return_range_content=interval.positive_values
),
"size": AttributeIntr(signature=Fun[[NDArray[T0, :]], int],
return_range=interval.positive_values),
"strides": AttributeIntr(
signature=Union[
# bool
Fun[[NDArray[bool, :]], Tuple[int]],
Fun[[NDArray[bool, :, :]], Tuple[int, int]],
Fun[[NDArray[bool, :, :, :]], Tuple[int, int, int]],
Fun[[NDArray[bool, :, :, :, :]], Tuple[int, int, int, int]],
# int
Fun[[NDArray[int, :]], Tuple[int]],
Fun[[NDArray[int, :, :]], Tuple[int, int]],
Fun[[NDArray[int, :, :, :]], Tuple[int, int, int]],
Fun[[NDArray[int, :, :, :, :]], Tuple[int, int, int, int]],
# float
Fun[[NDArray[float, :]], Tuple[int]],
Fun[[NDArray[float, :, :]], Tuple[int, int]],
Fun[[NDArray[float, :, :, :]], Tuple[int, int, int]],
Fun[[NDArray[float, :, :, :, :]], Tuple[int, int, int, int]],
# complex
Fun[[NDArray[complex, :]], Tuple[int]],
Fun[[NDArray[complex, :, :]], Tuple[int, int]],
Fun[[NDArray[complex, :, :, :]], Tuple[int, int, int]],
Fun[[NDArray[complex, :, :, :, :]], Tuple[int, int, int, int]],
]
),
"T": AttributeIntr(signature=Fun[[NDArray[T0, :]], NDArray[T0, :]]),
"tolist": ConstMethodIntr(
signature=Union[
# 1d
Fun[[NDArray[bool, :]], List[bool]],
Fun[[NDArray[int, :]], List[int]],
Fun[[NDArray[float, :]], List[float]],
Fun[[NDArray[complex, :]], List[complex]],
# 2d
Fun[[NDArray[bool, :, :]], List[bool]],
Fun[[NDArray[int, :, :]], List[int]],
Fun[[NDArray[float, :, :]], List[float]],
Fun[[NDArray[complex, :, :]], List[complex]],
# 3d
Fun[[NDArray[bool, :, :, :]], List[bool]],
Fun[[NDArray[int, :, :, :]], List[int]],
Fun[[NDArray[float, :, :, :]], List[float]],
Fun[[NDArray[complex, :, :, :]], List[complex]],
# 4d
Fun[[NDArray[bool, :, :, :, :]], List[bool]],
Fun[[NDArray[int, :, :, :, :]], List[int]],
Fun[[NDArray[float, :, :, :, :]], List[float]],
Fun[[NDArray[complex, :, :, :, :]], List[complex]],
]
),
"tostring": ConstMethodIntr(signature=Fun[[NDArray[T0, :]], str]),
},
}
_numpy_ones_signature = Union[
# 1d
Fun[[int], NDArray[float, :]],
Fun[[int, _bool_signature], NDArray[bool, :]],
Fun[[int, _int_signature], NDArray[int, :]],
Fun[[int, _float_signature], NDArray[float, :]],
Fun[[int, _complex_signature], NDArray[complex, :]],
# 1D tuple
Fun[[Tuple[int]], NDArray[float, :]],
Fun[[Tuple[int], _bool_signature], NDArray[bool, :]],
Fun[[Tuple[int], _int_signature], NDArray[int, :]],
Fun[[Tuple[int], _float_signature], NDArray[float, :]],
Fun[[Tuple[int], _complex_signature], NDArray[complex, :]],
# 2D tuple
Fun[[Tuple[int, int]], NDArray[float, :, :]],
Fun[[Tuple[int, int], _bool_signature], NDArray[bool, :, :]],
Fun[[Tuple[int, int], _int_signature], NDArray[int, :, :]],
Fun[[Tuple[int, int], _float_signature], NDArray[float, :, :]],
Fun[[Tuple[int, int], _complex_signature], NDArray[complex, :, :]],
# 3D tuple
Fun[[Tuple[int, int, int]], NDArray[float, :, :, :]],
Fun[[Tuple[int, int, int], _bool_signature], NDArray[bool, :, :, :]],
Fun[[Tuple[int, int, int], _int_signature], NDArray[int, :, :, :]],
Fun[[Tuple[int, int, int], _float_signature], NDArray[float, :, :, :]],
Fun[[Tuple[int, int, int], _complex_signature], NDArray[complex, :, :, :]],
# 4D tuple
Fun[[Tuple[int, int, int, int]], NDArray[float, :, :, :, :]],
Fun[[Tuple[int, int, int, int], _bool_signature],
NDArray[bool, :, :, :, :]],
Fun[[Tuple[int, int, int, int], _int_signature],
NDArray[int, :, :, :, :]],
Fun[[Tuple[int, int, int, int], _float_signature],
NDArray[float, :, :, :, :]],
Fun[[Tuple[int, int, int, int], _complex_signature],
NDArray[complex, :, :, :, :]],
]
_numpy_ones_like_signature = Union[
# scalar
Fun[[bool], bool],
Fun[[int], int],
Fun[[float], float],
Fun[[complex], complex],
# scalar + None
Fun[[bool, None], bool],
Fun[[int, None], int],
Fun[[float, None], float],
Fun[[complex, None], complex],
# scalar + dtype
Fun[[bool, _bool_signature], bool],
Fun[[bool, _int_signature], int],
Fun[[bool, _float_signature], float],
Fun[[bool, _complex_signature], complex],
Fun[[int, _bool_signature], bool],
Fun[[int, _int_signature], int],
Fun[[int, _float_signature], float],
Fun[[int, _complex_signature], complex],
Fun[[complex, _bool_signature], bool],
Fun[[complex, _int_signature], int],
Fun[[complex, _float_signature], float],
Fun[[complex, _complex_signature], complex],
# array 1D
Fun[[Iterable[bool]], NDArray[bool, :]],
Fun[[Iterable[int]], NDArray[int, :]],
Fun[[Iterable[float]], NDArray[float, :]],
Fun[[Iterable[complex]], NDArray[complex, :]],
# array 2d
Fun[[Iterable[Iterable[bool]]], NDArray[bool, :, :]],
Fun[[Iterable[Iterable[int]]], NDArray[int, :, :]],
Fun[[Iterable[Iterable[float]]], NDArray[float, :, :]],
Fun[[Iterable[Iterable[complex]]], NDArray[complex, :, :]],
# array 3d
Fun[[Iterable[Iterable[Iterable[bool]]]], NDArray[bool, :, :, :]],
Fun[[Iterable[Iterable[Iterable[int]]]], NDArray[int, :, :, :]],
Fun[[Iterable[Iterable[Iterable[float]]]], NDArray[float, :, :, :]],
Fun[[Iterable[Iterable[Iterable[float]]], _float_signature],
NDArray[float, :, :, :]],
Fun[[Iterable[Iterable[Iterable[complex]]]], NDArray[complex, :, :, :]],
# array 4d
Fun[[Iterable[Iterable[Iterable[Iterable[bool]]]]],
NDArray[bool, :, :, :, :]],
Fun[[Iterable[Iterable[Iterable[Iterable[int]]]]],
NDArray[int, :, :, :, :]],
Fun[[Iterable[Iterable[Iterable[Iterable[float]]]]],
NDArray[float, :, :, :, :]],
Fun[[Iterable[Iterable[Iterable[Iterable[complex]]]]],
NDArray[complex, :, :, :, :]],
# with dtype
]
_numpy_unary_op_signature = Union[
# 1d
Fun[[bool], bool],
Fun[[int], int],
Fun[[float], float],
Fun[[complex], complex],
# 1d Iterable
Fun[[Iterable[bool]], NDArray[bool, :]],
Fun[[Iterable[int]], NDArray[int, :]],
Fun[[Iterable[float]], NDArray[float, :]],
Fun[[Iterable[complex]], NDArray[complex, :]],
# 2d Iterable
Fun[[Iterable[Iterable[bool]]], NDArray[bool, :, :]],
Fun[[Iterable[Iterable[int]]], NDArray[int, :, :]],
Fun[[Iterable[Iterable[float]]], NDArray[float, :, :]],
Fun[[Iterable[Iterable[complex]]], NDArray[complex, :, :]],
# 3d Iterable
Fun[[Iterable[Iterable[Iterable[bool]]]], NDArray[bool, :, :, :]],
Fun[[Iterable[Iterable[Iterable[int]]]], NDArray[int, :, :, :]],
Fun[[Iterable[Iterable[Iterable[float]]]], NDArray[float, :, :, :]],
Fun[[Iterable[Iterable[Iterable[complex]]]], NDArray[complex, :, :, :]],
# 4d Iterable
Fun[[Iterable[Iterable[Iterable[Iterable[bool]]]]],
NDArray[bool, :, :, :, :]],
Fun[[Iterable[Iterable[Iterable[Iterable[int]]]]],
NDArray[int, :, :, :, :]],
Fun[[Iterable[Iterable[Iterable[Iterable[float]]]]],
NDArray[float, :, :, :, :]],
Fun[[Iterable[Iterable[Iterable[Iterable[complex]]]]],
NDArray[complex, :, :, :, :]],
]
_numpy_float_unary_op_signature = Union[
# 1d
Fun[[bool], float],
Fun[[int], float],
Fun[[float], float],
# 1d Iterable
Fun[[Iterable[bool]], NDArray[float, :]],
Fun[[Iterable[int]], NDArray[float, :]],
Fun[[Iterable[float]], NDArray[float, :]],
# 2d Iterable
Fun[[Iterable[Iterable[bool]]], NDArray[float, :, :]],
Fun[[Iterable[Iterable[int]]], NDArray[float, :, :]],
Fun[[Iterable[Iterable[float]]], NDArray[float, :, :]],
# 3d Iterable
Fun[[Iterable[Iterable[Iterable[bool]]]], NDArray[float, :, :, :]],
Fun[[Iterable[Iterable[Iterable[int]]]], NDArray[float, :, :, :]],
Fun[[Iterable[Iterable[Iterable[float]]]], NDArray[float, :, :, :]],
# 4d Iterable
Fun[[Iterable[Iterable[Iterable[Iterable[bool]]]]],
NDArray[float, :, :, :, :]],
Fun[[Iterable[Iterable[Iterable[Iterable[int]]]]],
NDArray[float, :, :, :, :]],
Fun[[Iterable[Iterable[Iterable[Iterable[float]]]]],
NDArray[float, :, :, :, :]],
]
_numpy_int_unary_op_signature = Union[
# 1d
Fun[[bool], bool],
Fun[[int], int],
# 1d Iterable
Fun[[Iterable[bool]], NDArray[bool, :]],
Fun[[Iterable[int]], NDArray[int, :]],
# 2d Iterable
Fun[[Iterable[Iterable[bool]]], NDArray[bool, :, :]],
Fun[[Iterable[Iterable[int]]], NDArray[int, :, :]],
# 3d Iterable
Fun[[Iterable[Iterable[Iterable[bool]]]], NDArray[bool, :, :, :]],
Fun[[Iterable[Iterable[Iterable[int]]]], NDArray[int, :, :, :]],
# 4d Iterable
Fun[[Iterable[Iterable[Iterable[Iterable[bool]]]]],
NDArray[bool, :, :, :, :]],
Fun[[Iterable[Iterable[Iterable[Iterable[int]]]]],
NDArray[int, :, :, :, :]],
]