How to use call method in refurb

Best Python code snippet using refurb_python

_callable.py

Source:_callable.py

...57    _NumberType_co = TypeVar("_NumberType_co", covariant=True, bound=number)58    _GenericType_co = TypeVar("_GenericType_co", covariant=True, bound=generic)59    class _BoolOp(Protocol[_GenericType_co]):60        @overload61        def __call__(self, __other: _BoolLike) -> _GenericType_co: ...62        @overload  # platform dependent63        def __call__(self, __other: int) -> signedinteger[Any]: ...64        @overload65        def __call__(self, __other: float) -> float64: ...66        @overload67        def __call__(self, __other: complex) -> complex128: ...68        @overload69        def __call__(self, __other: _NumberType) -> _NumberType: ...70    class _BoolBitOp(Protocol[_GenericType_co]):71        @overload72        def __call__(self, __other: _BoolLike) -> _GenericType_co: ...73        @overload  # platform dependent74        def __call__(self, __other: int) -> signedinteger[Any]: ...75        @overload76        def __call__(self, __other: _IntType) -> _IntType: ...77    class _BoolSub(Protocol):78        # Note that `__other: bool_` is absent here79        @overload80        def __call__(self, __other: bool) -> NoReturn: ...81        @overload  # platform dependent82        def __call__(self, __other: int) -> signedinteger[Any]: ...83        @overload84        def __call__(self, __other: float) -> float64: ...85        @overload86        def __call__(self, __other: complex) -> complex128: ...87        @overload88        def __call__(self, __other: _NumberType) -> _NumberType: ...89    class _BoolTrueDiv(Protocol):90        @overload91        def __call__(self, __other: Union[float, _IntLike, _BoolLike]) -> float64: ...92        @overload93        def __call__(self, __other: complex) -> complex128: ...94        @overload95        def __call__(self, __other: _NumberType) -> _NumberType: ...96    class _BoolMod(Protocol):97        @overload98        def __call__(self, __other: _BoolLike) -> int8: ...99        @overload  # platform dependent100        def __call__(self, __other: int) -> signedinteger[Any]: ...101        @overload102        def __call__(self, __other: float) -> float64: ...103        @overload104        def __call__(self, __other: _IntType) -> _IntType: ...105        @overload106        def __call__(self, __other: _FloatType) -> _FloatType: ...107    class _BoolDivMod(Protocol):108        @overload109        def __call__(self, __other: _BoolLike) -> _2Tuple[int8]: ...110        @overload  # platform dependent111        def __call__(self, __other: int) -> _2Tuple[signedinteger[Any]]: ...112        @overload113        def __call__(self, __other: float) -> _2Tuple[float64]: ...114        @overload115        def __call__(self, __other: _IntType) -> _2Tuple[_IntType]: ...116        @overload117        def __call__(self, __other: _FloatType) -> _2Tuple[_FloatType]: ...118    class _TD64Div(Protocol[_NumberType_co]):119        @overload120        def __call__(self, __other: timedelta64) -> _NumberType_co: ...121        @overload122        def __call__(self, __other: _FloatLike) -> timedelta64: ...123    class _IntTrueDiv(Protocol[_NBit_co]):124        @overload125        def __call__(self, __other: bool) -> floating[_NBit_co]: ...126        @overload127        def __call__(self, __other: int) -> floating[Any]: ...128        @overload129        def __call__(self, __other: float) -> float64: ...130        @overload131        def __call__(self, __other: complex) -> complex128: ...132        @overload133        def __call__(self, __other: integer[_NBit]) -> floating[Union[_NBit_co, _NBit]]: ...134    class _UnsignedIntOp(Protocol[_NBit_co]):135        # NOTE: `uint64 + signedinteger -> float64`136        @overload137        def __call__(self, __other: bool) -> unsignedinteger[_NBit_co]: ...138        @overload139        def __call__(140            self, __other: Union[int, signedinteger[Any]]141        ) -> Any: ...142        @overload143        def __call__(self, __other: float) -> float64: ...144        @overload145        def __call__(self, __other: complex) -> complex128: ...146        @overload147        def __call__(148            self, __other: unsignedinteger[_NBit]149        ) -> unsignedinteger[Union[_NBit_co, _NBit]]: ...150    class _UnsignedIntBitOp(Protocol[_NBit_co]):151        @overload152        def __call__(self, __other: bool) -> unsignedinteger[_NBit_co]: ...153        @overload154        def __call__(self, __other: int) -> signedinteger[Any]: ...155        @overload156        def __call__(self, __other: signedinteger[Any]) -> signedinteger[Any]: ...157        @overload158        def __call__(159            self, __other: unsignedinteger[_NBit]160        ) -> unsignedinteger[Union[_NBit_co, _NBit]]: ...161    class _UnsignedIntMod(Protocol[_NBit_co]):162        @overload163        def __call__(self, __other: bool) -> unsignedinteger[_NBit_co]: ...164        @overload165        def __call__(166            self, __other: Union[int, signedinteger[Any]]167        ) -> Any: ...168        @overload169        def __call__(self, __other: float) -> float64: ...170        @overload171        def __call__(172            self, __other: unsignedinteger[_NBit]173        ) -> unsignedinteger[Union[_NBit_co, _NBit]]: ...174    class _UnsignedIntDivMod(Protocol[_NBit_co]):175        @overload176        def __call__(self, __other: bool) -> _2Tuple[signedinteger[_NBit_co]]: ...177        @overload178        def __call__(179            self, __other: Union[int, signedinteger[Any]]180        ) -> _2Tuple[Any]: ...181        @overload182        def __call__(self, __other: float) -> _2Tuple[float64]: ...183        @overload184        def __call__(185            self, __other: unsignedinteger[_NBit]186        ) -> _2Tuple[unsignedinteger[Union[_NBit_co, _NBit]]]: ...187    class _SignedIntOp(Protocol[_NBit_co]):188        @overload189        def __call__(self, __other: bool) -> signedinteger[_NBit_co]: ...190        @overload191        def __call__(self, __other: int) -> signedinteger[Any]: ...192        @overload193        def __call__(self, __other: float) -> float64: ...194        @overload195        def __call__(self, __other: complex) -> complex128: ...196        @overload197        def __call__(198            self, __other: signedinteger[_NBit]199        ) -> signedinteger[Union[_NBit_co, _NBit]]: ...200    class _SignedIntBitOp(Protocol[_NBit_co]):201        @overload202        def __call__(self, __other: bool) -> signedinteger[_NBit_co]: ...203        @overload204        def __call__(self, __other: int) -> signedinteger[Any]: ...205        @overload206        def __call__(207            self, __other: signedinteger[_NBit]208        ) -> signedinteger[Union[_NBit_co, _NBit]]: ...209    class _SignedIntMod(Protocol[_NBit_co]):210        @overload211        def __call__(self, __other: bool) -> signedinteger[_NBit_co]: ...212        @overload213        def __call__(self, __other: int) -> signedinteger[Any]: ...214        @overload215        def __call__(self, __other: float) -> float64: ...216        @overload217        def __call__(218            self, __other: signedinteger[_NBit]219        ) -> signedinteger[Union[_NBit_co, _NBit]]: ...220    class _SignedIntDivMod(Protocol[_NBit_co]):221        @overload222        def __call__(self, __other: bool) -> _2Tuple[signedinteger[_NBit_co]]: ...223        @overload224        def __call__(self, __other: int) -> _2Tuple[signedinteger[Any]]: ...225        @overload226        def __call__(self, __other: float) -> _2Tuple[float64]: ...227        @overload228        def __call__(229            self, __other: signedinteger[_NBit]230        ) -> _2Tuple[signedinteger[Union[_NBit_co, _NBit]]]: ...231    class _FloatOp(Protocol[_NBit_co]):232        @overload233        def __call__(self, __other: bool) -> floating[_NBit_co]: ...234        @overload235        def __call__(self, __other: int) -> floating[Any]: ...236        @overload237        def __call__(self, __other: float) -> float64: ...238        @overload239        def __call__(self, __other: complex) -> complex128: ...240        @overload241        def __call__(242            self, __other: Union[integer[_NBit], floating[_NBit]]243        ) -> floating[Union[_NBit_co, _NBit]]: ...244    class _FloatMod(Protocol[_NBit_co]):245        @overload246        def __call__(self, __other: bool) -> floating[_NBit_co]: ...247        @overload248        def __call__(self, __other: int) -> floating[Any]: ...249        @overload250        def __call__(self, __other: float) -> float64: ...251        @overload252        def __call__(253            self, __other: Union[integer[_NBit], floating[_NBit]]254        ) -> floating[Union[_NBit_co, _NBit]]: ...255    class _FloatDivMod(Protocol[_NBit_co]):256        @overload257        def __call__(self, __other: bool) -> _2Tuple[floating[_NBit_co]]: ...258        @overload259        def __call__(self, __other: int) -> _2Tuple[floating[Any]]: ...260        @overload261        def __call__(self, __other: float) -> _2Tuple[float64]: ...262        @overload263        def __call__(264            self, __other: Union[integer[_NBit], floating[_NBit]]265        ) -> _2Tuple[floating[Union[_NBit_co, _NBit]]]: ...266    class _ComplexOp(Protocol[_NBit_co]):267        @overload268        def __call__(self, __other: bool) -> complexfloating[_NBit_co, _NBit_co]: ...269        @overload270        def __call__(self, __other: int) -> complexfloating[Any, Any]: ...271        @overload272        def __call__(self, __other: Union[float, complex]) -> complex128: ...273        @overload274        def __call__(275            self,276            __other: Union[277                integer[_NBit],278                floating[_NBit],279                complexfloating[_NBit, _NBit],280            ]281        ) -> complexfloating[Union[_NBit_co, _NBit], Union[_NBit_co, _NBit]]: ...282    class _NumberOp(Protocol):283        def __call__(self, __other: _NumberLike) -> number: ...284else:285    _BoolOp = Any286    _BoolBitOp = Any287    _BoolSub = Any288    _BoolTrueDiv = Any289    _BoolMod = Any290    _BoolDivMod = Any291    _TD64Div = Any292    _IntTrueDiv = Any293    _UnsignedIntOp = Any294    _UnsignedIntBitOp = Any295    _UnsignedIntMod = Any296    _UnsignedIntDivMod = Any297    _SignedIntOp = Any...

_callable.pyi

Source:_callable.pyi

...63_GenericType_co = TypeVar("_GenericType_co", covariant=True, bound=generic)6465class _BoolOp(Protocol[_GenericType_co]):66    @overload67    def __call__(self, other: _BoolLike_co, /) -> _GenericType_co: ...68    @overload  # platform dependent69    def __call__(self, other: int, /) -> int_: ...70    @overload71    def __call__(self, other: float, /) -> float64: ...72    @overload73    def __call__(self, other: complex, /) -> complex128: ...74    @overload75    def __call__(self, other: _NumberType, /) -> _NumberType: ...7677class _BoolBitOp(Protocol[_GenericType_co]):78    @overload79    def __call__(self, other: _BoolLike_co, /) -> _GenericType_co: ...80    @overload  # platform dependent81    def __call__(self, other: int, /) -> int_: ...82    @overload83    def __call__(self, other: _IntType, /) -> _IntType: ...8485class _BoolSub(Protocol):86    # Note that `other: bool_` is absent here87    @overload88    def __call__(self, other: bool, /) -> NoReturn: ...89    @overload  # platform dependent90    def __call__(self, other: int, /) -> int_: ...91    @overload92    def __call__(self, other: float, /) -> float64: ...93    @overload94    def __call__(self, other: complex, /) -> complex128: ...95    @overload96    def __call__(self, other: _NumberType, /) -> _NumberType: ...9798class _BoolTrueDiv(Protocol):99    @overload100    def __call__(self, other: float | _IntLike_co, /) -> float64: ...101    @overload102    def __call__(self, other: complex, /) -> complex128: ...103    @overload104    def __call__(self, other: _NumberType, /) -> _NumberType: ...105106class _BoolMod(Protocol):107    @overload108    def __call__(self, other: _BoolLike_co, /) -> int8: ...109    @overload  # platform dependent110    def __call__(self, other: int, /) -> int_: ...111    @overload112    def __call__(self, other: float, /) -> float64: ...113    @overload114    def __call__(self, other: _IntType, /) -> _IntType: ...115    @overload116    def __call__(self, other: _FloatType, /) -> _FloatType: ...117118class _BoolDivMod(Protocol):119    @overload120    def __call__(self, other: _BoolLike_co, /) -> _2Tuple[int8]: ...121    @overload  # platform dependent122    def __call__(self, other: int, /) -> _2Tuple[int_]: ...123    @overload124    def __call__(self, other: float, /) -> _2Tuple[floating[_NBit1 | _NBitDouble]]: ...125    @overload126    def __call__(self, other: _IntType, /) -> _2Tuple[_IntType]: ...127    @overload128    def __call__(self, other: _FloatType, /) -> _2Tuple[_FloatType]: ...129130class _TD64Div(Protocol[_NumberType_co]):131    @overload132    def __call__(self, other: timedelta64, /) -> _NumberType_co: ...133    @overload134    def __call__(self, other: _BoolLike_co, /) -> NoReturn: ...135    @overload136    def __call__(self, other: _FloatLike_co, /) -> timedelta64: ...137138class _IntTrueDiv(Protocol[_NBit1]):139    @overload140    def __call__(self, other: bool, /) -> floating[_NBit1]: ...141    @overload142    def __call__(self, other: int, /) -> floating[_NBit1 | _NBitInt]: ...143    @overload144    def __call__(self, other: float, /) -> floating[_NBit1 | _NBitDouble]: ...145    @overload146    def __call__(147        self, other: complex, /,148    ) -> complexfloating[_NBit1 | _NBitDouble, _NBit1 | _NBitDouble]: ...149    @overload150    def __call__(self, other: integer[_NBit2], /) -> floating[_NBit1 | _NBit2]: ...151152class _UnsignedIntOp(Protocol[_NBit1]):153    # NOTE: `uint64 + signedinteger -> float64`154    @overload155    def __call__(self, other: bool, /) -> unsignedinteger[_NBit1]: ...156    @overload157    def __call__(158        self, other: int | signedinteger[Any], /159    ) -> Any: ...160    @overload161    def __call__(self, other: float, /) -> floating[_NBit1 | _NBitDouble]: ...162    @overload163    def __call__(164        self, other: complex, /,165    ) -> complexfloating[_NBit1 | _NBitDouble, _NBit1 | _NBitDouble]: ...166    @overload167    def __call__(168        self, other: unsignedinteger[_NBit2], /169    ) -> unsignedinteger[_NBit1 | _NBit2]: ...170171class _UnsignedIntBitOp(Protocol[_NBit1]):172    @overload173    def __call__(self, other: bool, /) -> unsignedinteger[_NBit1]: ...174    @overload175    def __call__(self, other: int, /) -> signedinteger[Any]: ...176    @overload177    def __call__(self, other: signedinteger[Any], /) -> signedinteger[Any]: ...178    @overload179    def __call__(180        self, other: unsignedinteger[_NBit2], /181    ) -> unsignedinteger[_NBit1 | _NBit2]: ...182183class _UnsignedIntMod(Protocol[_NBit1]):184    @overload185    def __call__(self, other: bool, /) -> unsignedinteger[_NBit1]: ...186    @overload187    def __call__(188        self, other: int | signedinteger[Any], /189    ) -> Any: ...190    @overload191    def __call__(self, other: float, /) -> floating[_NBit1 | _NBitDouble]: ...192    @overload193    def __call__(194        self, other: unsignedinteger[_NBit2], /195    ) -> unsignedinteger[_NBit1 | _NBit2]: ...196197class _UnsignedIntDivMod(Protocol[_NBit1]):198    @overload199    def __call__(self, other: bool, /) -> _2Tuple[signedinteger[_NBit1]]: ...200    @overload201    def __call__(202        self, other: int | signedinteger[Any], /203    ) -> _2Tuple[Any]: ...204    @overload205    def __call__(self, other: float, /) -> _2Tuple[floating[_NBit1 | _NBitDouble]]: ...206    @overload207    def __call__(208        self, other: unsignedinteger[_NBit2], /209    ) -> _2Tuple[unsignedinteger[_NBit1 | _NBit2]]: ...210211class _SignedIntOp(Protocol[_NBit1]):212    @overload213    def __call__(self, other: bool, /) -> signedinteger[_NBit1]: ...214    @overload215    def __call__(self, other: int, /) -> signedinteger[_NBit1 | _NBitInt]: ...216    @overload217    def __call__(self, other: float, /) -> floating[_NBit1 | _NBitDouble]: ...218    @overload219    def __call__(220        self, other: complex, /,221    ) -> complexfloating[_NBit1 | _NBitDouble, _NBit1 | _NBitDouble]: ...222    @overload223    def __call__(224        self, other: signedinteger[_NBit2], /,225    ) -> signedinteger[_NBit1 | _NBit2]: ...226227class _SignedIntBitOp(Protocol[_NBit1]):228    @overload229    def __call__(self, other: bool, /) -> signedinteger[_NBit1]: ...230    @overload231    def __call__(self, other: int, /) -> signedinteger[_NBit1 | _NBitInt]: ...232    @overload233    def __call__(234        self, other: signedinteger[_NBit2], /,235    ) -> signedinteger[_NBit1 | _NBit2]: ...236237class _SignedIntMod(Protocol[_NBit1]):238    @overload239    def __call__(self, other: bool, /) -> signedinteger[_NBit1]: ...240    @overload241    def __call__(self, other: int, /) -> signedinteger[_NBit1 | _NBitInt]: ...242    @overload243    def __call__(self, other: float, /) -> floating[_NBit1 | _NBitDouble]: ...244    @overload245    def __call__(246        self, other: signedinteger[_NBit2], /,247    ) -> signedinteger[_NBit1 | _NBit2]: ...248249class _SignedIntDivMod(Protocol[_NBit1]):250    @overload251    def __call__(self, other: bool, /) -> _2Tuple[signedinteger[_NBit1]]: ...252    @overload253    def __call__(self, other: int, /) -> _2Tuple[signedinteger[_NBit1 | _NBitInt]]: ...254    @overload255    def __call__(self, other: float, /) -> _2Tuple[floating[_NBit1 | _NBitDouble]]: ...256    @overload257    def __call__(258        self, other: signedinteger[_NBit2], /,259    ) -> _2Tuple[signedinteger[_NBit1 | _NBit2]]: ...260261class _FloatOp(Protocol[_NBit1]):262    @overload263    def __call__(self, other: bool, /) -> floating[_NBit1]: ...264    @overload265    def __call__(self, other: int, /) -> floating[_NBit1 | _NBitInt]: ...266    @overload267    def __call__(self, other: float, /) -> floating[_NBit1 | _NBitDouble]: ...268    @overload269    def __call__(270        self, other: complex, /,271    ) -> complexfloating[_NBit1 | _NBitDouble, _NBit1 | _NBitDouble]: ...272    @overload273    def __call__(274        self, other: integer[_NBit2] | floating[_NBit2], /275    ) -> floating[_NBit1 | _NBit2]: ...276277class _FloatMod(Protocol[_NBit1]):278    @overload279    def __call__(self, other: bool, /) -> floating[_NBit1]: ...280    @overload281    def __call__(self, other: int, /) -> floating[_NBit1 | _NBitInt]: ...282    @overload283    def __call__(self, other: float, /) -> floating[_NBit1 | _NBitDouble]: ...284    @overload285    def __call__(286        self, other: integer[_NBit2] | floating[_NBit2], /287    ) -> floating[_NBit1 | _NBit2]: ...288289class _FloatDivMod(Protocol[_NBit1]):290    @overload291    def __call__(self, other: bool, /) -> _2Tuple[floating[_NBit1]]: ...292    @overload293    def __call__(self, other: int, /) -> _2Tuple[floating[_NBit1 | _NBitInt]]: ...294    @overload295    def __call__(self, other: float, /) -> _2Tuple[floating[_NBit1 | _NBitDouble]]: ...296    @overload297    def __call__(298        self, other: integer[_NBit2] | floating[_NBit2], /299    ) -> _2Tuple[floating[_NBit1 | _NBit2]]: ...300301class _ComplexOp(Protocol[_NBit1]):302    @overload303    def __call__(self, other: bool, /) -> complexfloating[_NBit1, _NBit1]: ...304    @overload305    def __call__(self, other: int, /) -> complexfloating[_NBit1 | _NBitInt, _NBit1 | _NBitInt]: ...306    @overload307    def __call__(308        self, other: complex, /,309    ) -> complexfloating[_NBit1 | _NBitDouble, _NBit1 | _NBitDouble]: ...310    @overload311    def __call__(312        self,313        other: Union[314            integer[_NBit2],315            floating[_NBit2],316            complexfloating[_NBit2, _NBit2],317        ], /,318    ) -> complexfloating[_NBit1 | _NBit2, _NBit1 | _NBit2]: ...319320class _NumberOp(Protocol):321    def __call__(self, other: _NumberLike_co, /) -> Any: ...322323class _ComparisonOp(Protocol[_T1_contra, _T2_contra]):324    @overload325    def __call__(self, other: _T1_contra, /) -> bool_: ...326    @overload
...

activation_functions.py

Source:activation_functions.py

2import numpy as np3# Collection of activation functions4# Reference: https://en.wikipedia.org/wiki/Activation_function5class Sigmoid(object):6    def __call__(self, x):7        return 1 / (1 + np.exp(-x))8    def gradient(self, x):9        return self.__call__(x) * (1 - self.__call__(x))10class Softmax(object):11    def __call__(self, x):12        e_x = np.exp(x - np.max(x, axis=-1, keepdims=True))13        return e_x / np.sum(e_x, axis=-1, keepdims=True)14    def gradient(self, x):15        p = self.__call__(x)16        return p * (1 - p)17class TanH(object):18    def __call__(self, x):19        return 2 / (1 + np.exp(-2 * x)) - 120    def gradient(self, x):21        return 1 - np.power(self.__call__(x), 2)22class ReLU(object):23    def __call__(self, x):24        return np.where(x >= 0, x, 0)25    def gradient(self, x):26        return np.where(x >= 0, 1, 0)27class LeakyReLU(object):28    def __init__(self, alpha=0.2):29        self.alpha = alpha30    def __call__(self, x):31        return np.where(x >= 0, x, self.alpha * x)32    def gradient(self, x):33        return np.where(x >= 0, 1, self.alpha)34class ELU(object):35    def __init__(self, alpha=0.1):36        self.alpha = alpha37    def __call__(self, x):38        return np.where(x >= 0.0, x, self.alpha * (np.exp(x) - 1))39    def gradient(self, x):40        return np.where(x >= 0.0, 1, self.__call__(x) + self.alpha)41class SELU(object):42    # Reference : https://arxiv.org/abs/1706.02515,43    # https://github.com/bioinf-jku/SNNs/blob/master/SelfNormalizingNetworks_MLP_MNIST.ipynb44    def __init__(self):45        self.alpha = 1.673263242354377284817042991671746        self.scale = 1.050700987355480493419334985294647    def __call__(self, x):48        return self.scale * np.where(x >= 0.0, x, self.alpha * (np.exp(x) - 1))49    def gradient(self, x):50        return self.scale * np.where(x >= 0.0, 1, self.alpha * np.exp(x))51class SoftPlus(object):52    def __call__(self, x):53        return np.log(1 + np.exp(x))54    def gradient(self, x):...

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