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How to use __call__ method in pyatom
Best Python code snippet using pyatom_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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