Test your AI Agents with the all-new Agent to Agent Testing Platform.Learn More

How to use call method in pytest-benchmark

Best Python code snippet using pytest-benchmark

_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):...

Automation Testing Tutorials

Learn to execute automation testing from scratch with LambdaTest Learning Hub. Right from setting up the prerequisites to run your first automation test, to following best practices and diving deeper into advanced test scenarios. LambdaTest Learning Hubs compile a list of step-by-step guides to help you be proficient with different test automation frameworks i.e. Selenium, Cypress, TestNG etc.