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base

This module defines the base abstract interfaces for general scaling operations.

Classes:

  • Descaler

    Abstract descaling interface.

  • Kernel

    Abstract kernel interface combining scaling, descaling, resampling, and shifting functionality.

  • Resampler

    Abstract resampling interface.

  • Scaler

    Abstract scaling interface.

Attributes:

  • DescalerLike

    Type alias for anything that can resolve to a Descaler.

  • KernelLike

    Type alias for anything that can resolve to a Kernel.

  • ResamplerLike

    Type alias for anything that can resolve to a Resampler.

  • ScalerLike

    Type alias for anything that can resolve to a Scaler.

DescalerLike module-attribute

DescalerLike = Union[str, type[Descaler], Descaler]

Type alias for anything that can resolve to a Descaler.

This includes
  • A string identifier.
  • A class type subclassing Descaler.
  • An instance of a Descaler.

KernelLike module-attribute

KernelLike = Union[str, type[Kernel], Kernel]

Type alias for anything that can resolve to a Kernel.

This includes
  • A string identifier.
  • A class type subclassing Kernel.
  • An instance of a Kernel.

ResamplerLike module-attribute

ResamplerLike = Union[str, type[Resampler], Resampler]

Type alias for anything that can resolve to a Resampler.

This includes
  • A string identifier.
  • A class type subclassing Resampler.
  • An instance of a Resampler.

ScalerLike module-attribute

ScalerLike = Union[str, type[Scaler], Scaler]

Type alias for anything that can resolve to a Scaler.

This includes
  • A string identifier.
  • A class type subclassing Scaler.
  • An instance of a Scaler.

abstract_kernels module-attribute

abstract_kernels: list[BaseScalerMeta] = []

List of fully abstract kernel classes.

Used internally to track kernel base classes that should not be used directly.

partial_abstract_kernels module-attribute

partial_abstract_kernels: list[BaseScalerMeta] = []

List of partially abstract kernel classes.

These may implement some but not all kernel functionality.

BaseScaler

BaseScaler(**kwargs: Any)

Bases: vs_object, ABC

Base abstract scaling interface for VapourSynth scalers.

Initialize the scaler with optional keyword arguments.

These keyword arguments are automatically forwarded to the implemented_funcs methods but only if the method explicitly accepts them as named parameters. If the same keyword is passed to both __init__ and one of the implemented_funcs, the one passed to func takes precedence.

Parameters:

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments that configure the internal scaling behavior.

Methods:

  • ensure_obj

    Ensure that the input is a scaler instance, resolving it if necessary.

  • from_param

    Resolve and return a scaler type from a given input (string, type, or instance).

  • implemented_funcs

    Returns a set of function names that are implemented in the current class and the parent classes.

  • kernel_radius

    Return the effective kernel radius for the scaler.

  • pretty_string

    Cached property returning a user-friendly string representation.

Attributes:

  • kwargs (dict[str, Any]) –

    Arguments passed to the implemented funcs or internal scale function.

Source code in vskernels/abstract/base.py
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def __init__(self, **kwargs: Any) -> None:
    """
    Initialize the scaler with optional keyword arguments.

    These keyword arguments are automatically forwarded to the `implemented_funcs` methods
    but only if the method explicitly accepts them as named parameters.
    If the same keyword is passed to both `__init__` and one of the `implemented_funcs`,
    the one passed to `func` takes precedence.

    Args:
        **kwargs: Keyword arguments that configure the internal scaling behavior.
    """
    self.kwargs = kwargs

kwargs instance-attribute

kwargs: dict[str, Any] = kwargs

Arguments passed to the implemented funcs or internal scale function.

ensure_obj classmethod

ensure_obj(
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> Self

Ensure that the input is a scaler instance, resolving it if necessary.

Parameters:

  • scaler

    (str | type[Self] | Self | None, default: None ) –

    Scaler identifier (string, class, or instance).

  • func_except

    (FuncExcept | None, default: None ) –

    Function returned for custom error handling.

Returns:

  • Self

    Scaler instance.

Source code in vskernels/abstract/base.py
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@classmethod
def ensure_obj(
    cls,
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> Self:
    """
    Ensure that the input is a scaler instance, resolving it if necessary.

    Args:
        scaler: Scaler identifier (string, class, or instance).
        func_except: Function returned for custom error handling.

    Returns:
        Scaler instance.
    """
    return _base_ensure_obj(cls, scaler, func_except)

from_param classmethod

from_param(
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> type[Self]

Resolve and return a scaler type from a given input (string, type, or instance).

Parameters:

  • scaler

    (str | type[Self] | Self | None, default: None ) –

    Scaler identifier (string, class, or instance).

  • func_except

    (FuncExcept | None, default: None ) –

    Function returned for custom error handling.

Returns:

  • type[Self]

    Resolved scaler type.

Source code in vskernels/abstract/base.py
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@classmethod
def from_param(
    cls,
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> type[Self]:
    """
    Resolve and return a scaler type from a given input (string, type, or instance).

    Args:
        scaler: Scaler identifier (string, class, or instance).
        func_except: Function returned for custom error handling.

    Returns:
        Resolved scaler type.
    """
    return _base_from_param(cls, scaler, cls._err_class, func_except)

implemented_funcs classmethod

implemented_funcs() -> frozenset[str]

Returns a set of function names that are implemented in the current class and the parent classes.

These functions determine which keyword arguments will be extracted from the init method.

Returns:

Source code in vskernels/abstract/base.py
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@classproperty
@classmethod
def implemented_funcs(cls) -> frozenset[str]:
    """
    Returns a set of function names that are implemented in the current class and the parent classes.

    These functions determine which keyword arguments will be extracted from the __init__ method.

    Returns:
        Frozen set of function names.
    """
    return frozenset(func for klass in cls.mro() for func in getattr(klass, "_implemented_funcs", ()))

kernel_radius

kernel_radius() -> int

Return the effective kernel radius for the scaler.

Raises:

  • CustomNotImplementedError

    If no kernel radius is defined.

Returns:

  • int

    Kernel radius.

Source code in vskernels/abstract/base.py
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@BaseScalerMeta.cachedproperty
def kernel_radius(self) -> int:
    """
    Return the effective kernel radius for the scaler.

    Raises:
        CustomNotImplementedError: If no kernel radius is defined.

    Returns:
        Kernel radius.
    """
    ...

pretty_string

pretty_string() -> str

Cached property returning a user-friendly string representation.

Returns:

  • str

    Pretty-printed string with arguments.

Source code in vskernels/abstract/base.py
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@BaseScalerMeta.cachedproperty
def pretty_string(self) -> str:
    """
    Cached property returning a user-friendly string representation.

    Returns:
        Pretty-printed string with arguments.
    """
    return self._pretty_string()

BaseScalerMeta

Bases: ABCMeta

Metaclass for scaler classes.

This metaclass can be used to enforce abstraction rules by specifying abstract or partial_abstract as keyword arguments in the class definition.

  • If abstract=True: The class is marked as fully abstract and added to the abstract_kernels registry. It should not be instantiated.
  • If partial_abstract=True: The class is considered partially abstract, meaning it may lack certain implementations (e.g., kernel radius) but is still allowed to be instantiated. It is added to partial_abstract_kernels.

Classes:

Attributes:

cached_property class-attribute instance-attribute

cached_property = cachedproperty

cachedproperty

cachedproperty(func: Callable[Concatenate[_BaseScalerT, P], R_co])

Bases: cachedproperty[R_co]

Read only version of jetpytools.cachedproperty.

Source code in vskernels/abstract/base.py
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def __init__(self, func: Callable[Concatenate[_BaseScalerT, P], R_co]) -> None: ...

Descaler

Descaler(**kwargs: Any)

Bases: BaseScaler

Abstract descaling interface.

Subclasses must define the descale_function used to perform the descaling.

Initialize the scaler with optional keyword arguments.

These keyword arguments are automatically forwarded to the implemented_funcs methods but only if the method explicitly accepts them as named parameters. If the same keyword is passed to both __init__ and one of the implemented_funcs, the one passed to func takes precedence.

Parameters:

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments that configure the internal scaling behavior.

Methods:

  • descale

    Descale a clip to the given resolution.

  • ensure_obj

    Ensure that the input is a scaler instance, resolving it if necessary.

  • from_param

    Resolve and return a scaler type from a given input (string, type, or instance).

  • get_descale_args

    Construct the argument dictionary used for descaling.

  • get_rescale_args

    Construct the argument dictionary used for upscaling.

  • implemented_funcs

    Returns a set of function names that are implemented in the current class and the parent classes.

  • kernel_radius

    Return the effective kernel radius for the scaler.

  • pretty_string

    Cached property returning a user-friendly string representation.

  • rescale

    Rescale a clip to the given resolution from a previously descaled clip.

Attributes:

  • descale_function (Callable[..., ConstantFormatVideoNode]) –

    Descale function called internally when performing descaling operations.

  • kwargs (dict[str, Any]) –

    Arguments passed to the implemented funcs or internal scale function.

  • rescale_function (Callable[..., ConstantFormatVideoNode]) –

    Rescale function called internally when performing upscaling operations.

Source code in vskernels/abstract/base.py
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def __init__(self, **kwargs: Any) -> None:
    """
    Initialize the scaler with optional keyword arguments.

    These keyword arguments are automatically forwarded to the `implemented_funcs` methods
    but only if the method explicitly accepts them as named parameters.
    If the same keyword is passed to both `__init__` and one of the `implemented_funcs`,
    the one passed to `func` takes precedence.

    Args:
        **kwargs: Keyword arguments that configure the internal scaling behavior.
    """
    self.kwargs = kwargs

descale_function instance-attribute

descale_function: Callable[..., ConstantFormatVideoNode]

Descale function called internally when performing descaling operations.

kwargs instance-attribute

kwargs: dict[str, Any] = kwargs

Arguments passed to the implemented funcs or internal scale function.

rescale_function instance-attribute

rescale_function: Callable[..., ConstantFormatVideoNode]

Rescale function called internally when performing upscaling operations.

descale

descale(
    clip: VideoNode,
    width: int | None,
    height: int | None,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any
) -> ConstantFormatVideoNode

Descale a clip to the given resolution.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • width

    (int | None) –

    Target descaled width (defaults to clip width if None).

  • height

    (int | None) –

    Target descaled height (defaults to clip height if None).

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left) applied during scaling.

Returns:

  • ConstantFormatVideoNode

    The descaled clip.

Source code in vskernels/abstract/base.py
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def descale(
    self,
    clip: vs.VideoNode,
    width: int | None,
    height: int | None,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any,
) -> ConstantFormatVideoNode:
    """
    Descale a clip to the given resolution.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        width: Target descaled width (defaults to clip width if None).
        height: Target descaled height (defaults to clip height if None).
        shift: Subpixel shift (top, left) applied during scaling.

    Returns:
        The descaled clip.
    """
    width, height = self._wh_norm(clip, width, height)
    check_correct_subsampling(clip, width, height)

    return self.descale_function(
        clip, **_norm_props_enums(self.get_descale_args(clip, shift, width, height, **kwargs))
    )

ensure_obj classmethod

ensure_obj(
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> Self

Ensure that the input is a scaler instance, resolving it if necessary.

Parameters:

  • scaler

    (str | type[Self] | Self | None, default: None ) –

    Scaler identifier (string, class, or instance).

  • func_except

    (FuncExcept | None, default: None ) –

    Function returned for custom error handling.

Returns:

  • Self

    Scaler instance.

Source code in vskernels/abstract/base.py
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@classmethod
def ensure_obj(
    cls,
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> Self:
    """
    Ensure that the input is a scaler instance, resolving it if necessary.

    Args:
        scaler: Scaler identifier (string, class, or instance).
        func_except: Function returned for custom error handling.

    Returns:
        Scaler instance.
    """
    return _base_ensure_obj(cls, scaler, func_except)

from_param classmethod

from_param(
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> type[Self]

Resolve and return a scaler type from a given input (string, type, or instance).

Parameters:

  • scaler

    (str | type[Self] | Self | None, default: None ) –

    Scaler identifier (string, class, or instance).

  • func_except

    (FuncExcept | None, default: None ) –

    Function returned for custom error handling.

Returns:

  • type[Self]

    Resolved scaler type.

Source code in vskernels/abstract/base.py
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@classmethod
def from_param(
    cls,
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> type[Self]:
    """
    Resolve and return a scaler type from a given input (string, type, or instance).

    Args:
        scaler: Scaler identifier (string, class, or instance).
        func_except: Function returned for custom error handling.

    Returns:
        Resolved scaler type.
    """
    return _base_from_param(cls, scaler, cls._err_class, func_except)

get_descale_args

get_descale_args(
    clip: VideoNode,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any
) -> dict[str, Any]

Construct the argument dictionary used for descaling.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left).

  • width

    (int | None, default: None ) –

    Target width for descaling.

  • height

    (int | None, default: None ) –

    Target height for descaling.

  • **kwargs

    (Any, default: {} ) –

    Extra keyword arguments to merge.

Returns:

  • dict[str, Any]

    Combined keyword argument dictionary.

Source code in vskernels/abstract/base.py
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def get_descale_args(
    self,
    clip: vs.VideoNode,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any,
) -> dict[str, Any]:
    """
    Construct the argument dictionary used for descaling.

    Args:
        clip: The source clip.
        shift: Subpixel shift (top, left).
        width: Target width for descaling.
        height: Target height for descaling.
        **kwargs: Extra keyword arguments to merge.

    Returns:
        Combined keyword argument dictionary.
    """
    return {"width": width, "height": height, "src_top": shift[0], "src_left": shift[1]} | self.kwargs | kwargs

get_rescale_args

get_rescale_args(
    clip: VideoNode,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any
) -> dict[str, Any]

Construct the argument dictionary used for upscaling.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left).

  • width

    (int | None, default: None ) –

    Target width for upscaling.

  • height

    (int | None, default: None ) –

    Target height for upscaling.

  • **kwargs

    (Any, default: {} ) –

    Extra keyword arguments to merge.

Returns:

  • dict[str, Any]

    Combined keyword argument dictionary.

Source code in vskernels/abstract/base.py
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def get_rescale_args(
    self,
    clip: vs.VideoNode,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any,
) -> dict[str, Any]:
    """
    Construct the argument dictionary used for upscaling.

    Args:
        clip: The source clip.
        shift: Subpixel shift (top, left).
        width: Target width for upscaling.
        height: Target height for upscaling.
        **kwargs: Extra keyword arguments to merge.

    Returns:
        Combined keyword argument dictionary.
    """
    return {"width": width, "height": height, "src_top": shift[0], "src_left": shift[1]} | self.kwargs | kwargs

implemented_funcs classmethod

implemented_funcs() -> frozenset[str]

Returns a set of function names that are implemented in the current class and the parent classes.

These functions determine which keyword arguments will be extracted from the init method.

Returns:

Source code in vskernels/abstract/base.py
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@classproperty
@classmethod
def implemented_funcs(cls) -> frozenset[str]:
    """
    Returns a set of function names that are implemented in the current class and the parent classes.

    These functions determine which keyword arguments will be extracted from the __init__ method.

    Returns:
        Frozen set of function names.
    """
    return frozenset(func for klass in cls.mro() for func in getattr(klass, "_implemented_funcs", ()))

kernel_radius

kernel_radius() -> int

Return the effective kernel radius for the scaler.

Raises:

  • CustomNotImplementedError

    If no kernel radius is defined.

Returns:

  • int

    Kernel radius.

Source code in vskernels/abstract/base.py
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@BaseScalerMeta.cachedproperty
def kernel_radius(self) -> int:
    """
    Return the effective kernel radius for the scaler.

    Raises:
        CustomNotImplementedError: If no kernel radius is defined.

    Returns:
        Kernel radius.
    """
    ...

pretty_string

pretty_string() -> str

Cached property returning a user-friendly string representation.

Returns:

  • str

    Pretty-printed string with arguments.

Source code in vskernels/abstract/base.py
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@BaseScalerMeta.cachedproperty
def pretty_string(self) -> str:
    """
    Cached property returning a user-friendly string representation.

    Returns:
        Pretty-printed string with arguments.
    """
    return self._pretty_string()

rescale

rescale(
    clip: VideoNode,
    width: int | None,
    height: int | None,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any
) -> ConstantFormatVideoNode

Rescale a clip to the given resolution from a previously descaled clip.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • width

    (int | None) –

    Target scaled width (defaults to clip width if None).

  • height

    (int | None) –

    Target scaled height (defaults to clip height if None).

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left) applied during scaling.

Returns:

  • ConstantFormatVideoNode

    The scaled clip.

Source code in vskernels/abstract/base.py
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def rescale(
    self,
    clip: vs.VideoNode,
    width: int | None,
    height: int | None,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any,
) -> ConstantFormatVideoNode:
    """
    Rescale a clip to the given resolution from a previously descaled clip.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        width: Target scaled width (defaults to clip width if None).
        height: Target scaled height (defaults to clip height if None).
        shift: Subpixel shift (top, left) applied during scaling.

    Returns:
        The scaled clip.
    """
    width, height = self._wh_norm(clip, width, height)
    check_correct_subsampling(clip, width, height)

    return self.rescale_function(
        clip, **_norm_props_enums(self.get_rescale_args(clip, shift, width, height, **kwargs))
    )

Kernel

Kernel(**kwargs: Any)

Bases: Scaler, Descaler, Resampler

Abstract kernel interface combining scaling, descaling, resampling, and shifting functionality.

Subclasses are expected to implement the actual transformation logic by overriding the methods or providing the respective *_function callables (scale_function, descale_function, resample_function).

This class is abstract and should not be used directly.

Initialize the scaler with optional keyword arguments.

These keyword arguments are automatically forwarded to the implemented_funcs methods but only if the method explicitly accepts them as named parameters. If the same keyword is passed to both __init__ and one of the implemented_funcs, the one passed to func takes precedence.

Parameters:

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments that configure the internal scaling behavior.

Methods:

  • descale

    Descale a clip to the given resolution.

  • ensure_obj

    Ensure that the input is a scaler instance, resolving it if necessary.

  • from_param

    Resolve and return a scaler type from a given input (string, type, or instance).

  • get_descale_args

    Generate and normalize argument dictionary for a descale operation.

  • get_params_args

    Generate a base set of parameters to pass for scaling, descaling, or resampling.

  • get_resample_args

    Generate and normalize argument dictionary for a resample operation.

  • get_rescale_args

    Generate and normalize argument dictionary for a rescale operation.

  • get_scale_args

    Generate and normalize argument dictionary for a scale operation.

  • implemented_funcs

    Returns a set of function names that are implemented in the current class and the parent classes.

  • kernel_radius

    Return the effective kernel radius for the scaler.

  • multi

    Deprecated alias for supersample.

  • pretty_string

    Cached property returning a user-friendly string representation.

  • resample

    Resample a video clip to the given format.

  • rescale

    Rescale a clip to the given resolution from a previously descaled clip.

  • scale

    Scale a clip to a specified resolution.

  • shift

    Apply a subpixel shift to the clip using the kernel's scaling logic.

  • supersample

    Supersample a clip by a given scaling factor.

Attributes:

  • descale_function (Callable[..., ConstantFormatVideoNode]) –

    Descale function called internally when performing descaling operations.

  • kwargs (dict[str, Any]) –

    Arguments passed to the implemented funcs or internal scale function.

  • resample_function (Callable[..., ConstantFormatVideoNode]) –

    Resample function called internally when performing resampling operations.

  • rescale_function (Callable[..., ConstantFormatVideoNode]) –

    Rescale function called internally when performing upscaling operations.

  • scale_function (Callable[..., VideoNode]) –

    Scale function called internally when performing scaling operations.

Source code in vskernels/abstract/base.py
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def __init__(self, **kwargs: Any) -> None:
    """
    Initialize the scaler with optional keyword arguments.

    These keyword arguments are automatically forwarded to the `implemented_funcs` methods
    but only if the method explicitly accepts them as named parameters.
    If the same keyword is passed to both `__init__` and one of the `implemented_funcs`,
    the one passed to `func` takes precedence.

    Args:
        **kwargs: Keyword arguments that configure the internal scaling behavior.
    """
    self.kwargs = kwargs

descale_function instance-attribute

descale_function: Callable[..., ConstantFormatVideoNode]

Descale function called internally when performing descaling operations.

kwargs instance-attribute

kwargs: dict[str, Any] = kwargs

Arguments passed to the implemented funcs or internal scale function.

resample_function instance-attribute

resample_function: Callable[..., ConstantFormatVideoNode]

Resample function called internally when performing resampling operations.

rescale_function instance-attribute

rescale_function: Callable[..., ConstantFormatVideoNode]

Rescale function called internally when performing upscaling operations.

scale_function instance-attribute

scale_function: Callable[..., VideoNode]

Scale function called internally when performing scaling operations.

descale

descale(
    clip: VideoNode,
    width: int | None,
    height: int | None,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any
) -> ConstantFormatVideoNode

Descale a clip to the given resolution.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • width

    (int | None) –

    Target descaled width (defaults to clip width if None).

  • height

    (int | None) –

    Target descaled height (defaults to clip height if None).

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left) applied during scaling.

Returns:

  • ConstantFormatVideoNode

    The descaled clip.

Source code in vskernels/abstract/base.py
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def descale(
    self,
    clip: vs.VideoNode,
    width: int | None,
    height: int | None,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any,
) -> ConstantFormatVideoNode:
    """
    Descale a clip to the given resolution.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        width: Target descaled width (defaults to clip width if None).
        height: Target descaled height (defaults to clip height if None).
        shift: Subpixel shift (top, left) applied during scaling.

    Returns:
        The descaled clip.
    """
    width, height = self._wh_norm(clip, width, height)
    check_correct_subsampling(clip, width, height)

    return self.descale_function(
        clip, **_norm_props_enums(self.get_descale_args(clip, shift, width, height, **kwargs))
    )

ensure_obj classmethod

ensure_obj(
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> Self

Ensure that the input is a scaler instance, resolving it if necessary.

Parameters:

  • scaler

    (str | type[Self] | Self | None, default: None ) –

    Scaler identifier (string, class, or instance).

  • func_except

    (FuncExcept | None, default: None ) –

    Function returned for custom error handling.

Returns:

  • Self

    Scaler instance.

Source code in vskernels/abstract/base.py
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@classmethod
def ensure_obj(
    cls,
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> Self:
    """
    Ensure that the input is a scaler instance, resolving it if necessary.

    Args:
        scaler: Scaler identifier (string, class, or instance).
        func_except: Function returned for custom error handling.

    Returns:
        Scaler instance.
    """
    return _base_ensure_obj(cls, scaler, func_except)

from_param classmethod

from_param(
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> type[Self]

Resolve and return a scaler type from a given input (string, type, or instance).

Parameters:

  • scaler

    (str | type[Self] | Self | None, default: None ) –

    Scaler identifier (string, class, or instance).

  • func_except

    (FuncExcept | None, default: None ) –

    Function returned for custom error handling.

Returns:

  • type[Self]

    Resolved scaler type.

Source code in vskernels/abstract/base.py
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@classmethod
def from_param(
    cls,
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> type[Self]:
    """
    Resolve and return a scaler type from a given input (string, type, or instance).

    Args:
        scaler: Scaler identifier (string, class, or instance).
        func_except: Function returned for custom error handling.

    Returns:
        Resolved scaler type.
    """
    return _base_from_param(cls, scaler, cls._err_class, func_except)

get_descale_args

get_descale_args(
    clip: VideoNode,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any
) -> dict[str, Any]

Generate and normalize argument dictionary for a descale operation.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Vertical and horizontal shift to apply.

  • width

    (int | None, default: None ) –

    Target width.

  • height

    (int | None, default: None ) –

    Target height.

  • **kwargs

    (Any, default: {} ) –

    Additional arguments to pass to the descale function.

Returns:

  • dict[str, Any]

    Dictionary of keyword arguments for the descale function.

Source code in vskernels/abstract/base.py
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def get_descale_args(
    self,
    clip: vs.VideoNode,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any,
) -> dict[str, Any]:
    """
    Generate and normalize argument dictionary for a descale operation.

    Args:
        clip: The source clip.
        shift: Vertical and horizontal shift to apply.
        width: Target width.
        height: Target height.
        **kwargs: Additional arguments to pass to the descale function.

    Returns:
        Dictionary of keyword arguments for the descale function.
    """
    return {"src_top": shift[0], "src_left": shift[1]} | self.get_params_args(True, clip, width, height, **kwargs)

get_params_args

get_params_args(
    is_descale: bool,
    clip: VideoNode,
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any
) -> dict[str, Any]

Generate a base set of parameters to pass for scaling, descaling, or resampling.

Parameters:

  • is_descale

    (bool) –

    Whether this is for a descale operation.

  • clip

    (VideoNode) –

    The source clip.

  • width

    (int | None, default: None ) –

    Target width.

  • height

    (int | None, default: None ) –

    Target height.

  • **kwargs

    (Any, default: {} ) –

    Additional keyword arguments to include.

Returns:

  • dict[str, Any]

    Dictionary of combined parameters.

Source code in vskernels/abstract/base.py
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def get_params_args(
    self, is_descale: bool, clip: vs.VideoNode, width: int | None = None, height: int | None = None, **kwargs: Any
) -> dict[str, Any]:
    """
    Generate a base set of parameters to pass for scaling, descaling, or resampling.

    Args:
        is_descale: Whether this is for a descale operation.
        clip: The source clip.
        width: Target width.
        height: Target height.
        **kwargs: Additional keyword arguments to include.

    Returns:
        Dictionary of combined parameters.
    """
    return {"width": width, "height": height} | self.kwargs | kwargs

get_resample_args

get_resample_args(
    clip: VideoNode,
    format: int | VideoFormatLike | HoldsVideoFormat,
    matrix: MatrixLike | None,
    matrix_in: MatrixLike | None,
    **kwargs: Any
) -> dict[str, Any]

Generate and normalize argument dictionary for a resample operation.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • format

    (int | VideoFormatLike | HoldsVideoFormat) –

    The target video format, which can either be:

    • an integer format ID,
    • a vs.PresetVideoFormat or vs.VideoFormat,
    • or a source from which a valid VideoFormat can be extracted.
  • matrix

    (MatrixLike | None) –

    Target color matrix.

  • matrix_in

    (MatrixLike | None) –

    Source color matrix.

  • **kwargs

    (Any, default: {} ) –

    Additional arguments to pass to the resample function.

Returns:

  • dict[str, Any]

    Dictionary of keyword arguments for the resample function.

Source code in vskernels/abstract/base.py
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def get_resample_args(
    self,
    clip: vs.VideoNode,
    format: int | VideoFormatLike | HoldsVideoFormat,
    matrix: MatrixLike | None,
    matrix_in: MatrixLike | None,
    **kwargs: Any,
) -> dict[str, Any]:
    """
    Generate and normalize argument dictionary for a resample operation.

    Args:
        clip: The source clip.
        format: The target video format, which can either be:

               - an integer format ID,
               - a `vs.PresetVideoFormat` or `vs.VideoFormat`,
               - or a source from which a valid `VideoFormat` can be extracted.
        matrix: Target color matrix.
        matrix_in: Source color matrix.
        **kwargs: Additional arguments to pass to the resample function.

    Returns:
        Dictionary of keyword arguments for the resample function.
    """
    return {
        "format": get_video_format(format).id,
        "matrix": Matrix.from_param(matrix),
        "matrix_in": Matrix.from_param(matrix_in),
    } | self.get_params_args(False, clip, **kwargs)

get_rescale_args

get_rescale_args(
    clip: VideoNode,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any
) -> dict[str, Any]

Generate and normalize argument dictionary for a rescale operation.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Vertical and horizontal shift to apply.

  • width

    (int | None, default: None ) –

    Target width.

  • height

    (int | None, default: None ) –

    Target height.

  • **kwargs

    (Any, default: {} ) –

    Additional arguments to pass to the rescale function.

Returns:

  • dict[str, Any]

    Dictionary of keyword arguments for the rescale function.

Source code in vskernels/abstract/base.py
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def get_rescale_args(
    self,
    clip: vs.VideoNode,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any,
) -> dict[str, Any]:
    """
    Generate and normalize argument dictionary for a rescale operation.

    Args:
        clip: The source clip.
        shift: Vertical and horizontal shift to apply.
        width: Target width.
        height: Target height.
        **kwargs: Additional arguments to pass to the rescale function.

    Returns:
        Dictionary of keyword arguments for the rescale function.
    """
    return {"src_top": shift[0], "src_left": shift[1]} | self.get_params_args(True, clip, width, height, **kwargs)

get_scale_args

get_scale_args(
    clip: VideoNode,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any
) -> dict[str, Any]

Generate and normalize argument dictionary for a scale operation.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Vertical and horizontal shift to apply.

  • width

    (int | None, default: None ) –

    Target width.

  • height

    (int | None, default: None ) –

    Target height.

  • **kwargs

    (Any, default: {} ) –

    Additional arguments to pass to the scale function.

Returns:

  • dict[str, Any]

    Dictionary of keyword arguments for the scale function.

Source code in vskernels/abstract/base.py
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def get_scale_args(
    self,
    clip: vs.VideoNode,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any,
) -> dict[str, Any]:
    """
    Generate and normalize argument dictionary for a scale operation.

    Args:
        clip: The source clip.
        shift: Vertical and horizontal shift to apply.
        width: Target width.
        height: Target height.
        **kwargs: Additional arguments to pass to the scale function.

    Returns:
        Dictionary of keyword arguments for the scale function.
    """
    return {"src_top": shift[0], "src_left": shift[1]} | self.get_params_args(False, clip, width, height, **kwargs)

implemented_funcs classmethod

implemented_funcs() -> frozenset[str]

Returns a set of function names that are implemented in the current class and the parent classes.

These functions determine which keyword arguments will be extracted from the init method.

Returns:

Source code in vskernels/abstract/base.py
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@classproperty
@classmethod
def implemented_funcs(cls) -> frozenset[str]:
    """
    Returns a set of function names that are implemented in the current class and the parent classes.

    These functions determine which keyword arguments will be extracted from the __init__ method.

    Returns:
        Frozen set of function names.
    """
    return frozenset(func for klass in cls.mro() for func in getattr(klass, "_implemented_funcs", ()))

kernel_radius

kernel_radius() -> int

Return the effective kernel radius for the scaler.

Raises:

  • CustomNotImplementedError

    If no kernel radius is defined.

Returns:

  • int

    Kernel radius.

Source code in vskernels/abstract/base.py
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@BaseScalerMeta.cachedproperty
def kernel_radius(self) -> int:
    """
    Return the effective kernel radius for the scaler.

    Raises:
        CustomNotImplementedError: If no kernel radius is defined.

    Returns:
        Kernel radius.
    """
    ...

multi

multi(
    clip: VideoNodeT,
    multi: float = 2.0,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any
) -> VideoNodeT

Deprecated alias for supersample.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNodeT) –

    The source clip.

  • multi

    (float, default: 2.0 ) –

    Supersampling factor.

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left) applied during scaling.

  • **kwargs

    (Any, default: {} ) –

    Additional arguments forwarded to the scale function.

Returns:

Source code in vskernels/abstract/base.py
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@deprecated('The "multi" method is deprecated. Use "supersample" instead.', category=DeprecationWarning)
def multi(
    self, clip: VideoNodeT, multi: float = 2.0, shift: tuple[TopShift, LeftShift] = (0, 0), **kwargs: Any
) -> VideoNodeT:
    """
    Deprecated alias for `supersample`.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        multi: Supersampling factor.
        shift: Subpixel shift (top, left) applied during scaling.
        **kwargs: Additional arguments forwarded to the scale function.

    Returns:
        The supersampled clip.
    """
    return self.supersample(clip, multi, shift, **kwargs)

pretty_string

pretty_string() -> str

Cached property returning a user-friendly string representation.

Returns:

  • str

    Pretty-printed string with arguments.

Source code in vskernels/abstract/base.py
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@BaseScalerMeta.cachedproperty
def pretty_string(self) -> str:
    """
    Cached property returning a user-friendly string representation.

    Returns:
        Pretty-printed string with arguments.
    """
    return self._pretty_string()

resample

resample(
    clip: VideoNode,
    format: int | VideoFormatLike | HoldsVideoFormat,
    matrix: MatrixLike | None = None,
    matrix_in: MatrixLike | None = None,
    **kwargs: Any
) -> ConstantFormatVideoNode

Resample a video clip to the given format.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • format

    (int | VideoFormatLike | HoldsVideoFormat) –

    The target video format, which can either be:

    • an integer format ID,
    • a vs.PresetVideoFormat or vs.VideoFormat,
    • or a source from which a valid VideoFormat can be extracted.
  • matrix

    (MatrixLike | None, default: None ) –

    An optional color transformation matrix to apply.

  • matrix_in

    (MatrixLike | None, default: None ) –

    An optional input matrix for color transformations.

  • **kwargs

    (Any, default: {} ) –

    Additional keyword arguments passed to the resample_function.

Returns:

  • ConstantFormatVideoNode

    The resampled clip.

Source code in vskernels/abstract/base.py
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def resample(
    self,
    clip: vs.VideoNode,
    format: int | VideoFormatLike | HoldsVideoFormat,
    matrix: MatrixLike | None = None,
    matrix_in: MatrixLike | None = None,
    **kwargs: Any,
) -> ConstantFormatVideoNode:
    """
    Resample a video clip to the given format.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        format: The target video format, which can either be:

               - an integer format ID,
               - a `vs.PresetVideoFormat` or `vs.VideoFormat`,
               - or a source from which a valid `VideoFormat` can be extracted.
        matrix: An optional color transformation matrix to apply.
        matrix_in: An optional input matrix for color transformations.
        **kwargs: Additional keyword arguments passed to the `resample_function`.

    Returns:
        The resampled clip.
    """
    return self.resample_function(
        clip, **_norm_props_enums(self.get_resample_args(clip, format, matrix, matrix_in, **kwargs))
    )

rescale

rescale(
    clip: VideoNode,
    width: int | None,
    height: int | None,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any
) -> ConstantFormatVideoNode

Rescale a clip to the given resolution from a previously descaled clip.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • width

    (int | None) –

    Target scaled width (defaults to clip width if None).

  • height

    (int | None) –

    Target scaled height (defaults to clip height if None).

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left) applied during scaling.

Returns:

  • ConstantFormatVideoNode

    The scaled clip.

Source code in vskernels/abstract/base.py
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def rescale(
    self,
    clip: vs.VideoNode,
    width: int | None,
    height: int | None,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any,
) -> ConstantFormatVideoNode:
    """
    Rescale a clip to the given resolution from a previously descaled clip.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        width: Target scaled width (defaults to clip width if None).
        height: Target scaled height (defaults to clip height if None).
        shift: Subpixel shift (top, left) applied during scaling.

    Returns:
        The scaled clip.
    """
    width, height = self._wh_norm(clip, width, height)
    check_correct_subsampling(clip, width, height)

    return self.rescale_function(
        clip, **_norm_props_enums(self.get_rescale_args(clip, shift, width, height, **kwargs))
    )

scale

scale(
    clip: VideoNode,
    width: int | None = None,
    height: int | None = None,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any
) -> VideoNode | ConstantFormatVideoNode

Scale a clip to a specified resolution.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • width

    (int | None, default: None ) –

    Target width (defaults to clip width if None).

  • height

    (int | None, default: None ) –

    Target height (defaults to clip height if None).

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left) applied during scaling.

  • **kwargs

    (Any, default: {} ) –

    Additional arguments forwarded to the scale function.

Returns:

  • VideoNode | ConstantFormatVideoNode

    The scaled clip.

Source code in vskernels/abstract/base.py
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def scale(
    self,
    clip: vs.VideoNode,
    width: int | None = None,
    height: int | None = None,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any,
) -> vs.VideoNode | ConstantFormatVideoNode:
    """
    Scale a clip to a specified resolution.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        width: Target width (defaults to clip width if None).
        height: Target height (defaults to clip height if None).
        shift: Subpixel shift (top, left) applied during scaling.
        **kwargs: Additional arguments forwarded to the scale function.

    Returns:
        The scaled clip.
    """
    width, height = self._wh_norm(clip, width, height)
    check_correct_subsampling(clip, width, height)

    return self.scale_function(clip, **_norm_props_enums(self.get_scale_args(clip, shift, width, height, **kwargs)))

shift

shift(
    clip: VideoNode, shift: tuple[TopShift, LeftShift], /, **kwargs: Any
) -> ConstantFormatVideoNode
shift(
    clip: VideoNode,
    shift_top: float | list[float],
    shift_left: float | list[float],
    /,
    **kwargs: Any,
) -> ConstantFormatVideoNode
shift(
    clip: VideoNode,
    shifts_or_top: float | tuple[float, float] | list[float],
    shift_left: float | list[float] | None = None,
    /,
    **kwargs: Any,
) -> ConstantFormatVideoNode

Apply a subpixel shift to the clip using the kernel's scaling logic.

If a single float or tuple is provided, it is used uniformly. If a list is given, the shift is applied per plane.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • shifts_or_top

    (float | tuple[float, float] | list[float]) –

    Either a single vertical shift, a (top, left) tuple, or a list of vertical shifts.

  • shift_left

    (float | list[float] | None, default: None ) –

    Horizontal shift or list of horizontal shifts. Ignored if shifts_or_top is a tuple.

  • **kwargs

    (Any, default: {} ) –

    Additional arguments passed to the internal scale call.

Returns:

  • ConstantFormatVideoNode

    A new clip with the applied shift.

Raises:

  • VariableFormatError

    If the input clip has variable format.

  • CustomValueError

    If the input clip is GRAY but lists of shift has been passed.

Source code in vskernels/abstract/base.py
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def shift(
    self,
    clip: vs.VideoNode,
    shifts_or_top: float | tuple[float, float] | list[float],
    shift_left: float | list[float] | None = None,
    /,
    **kwargs: Any,
) -> ConstantFormatVideoNode:
    """
    Apply a subpixel shift to the clip using the kernel's scaling logic.

    If a single float or tuple is provided, it is used uniformly.
    If a list is given, the shift is applied per plane.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        shifts_or_top: Either a single vertical shift, a (top, left) tuple, or a list of vertical shifts.
        shift_left: Horizontal shift or list of horizontal shifts. Ignored if `shifts_or_top` is a tuple.
        **kwargs: Additional arguments passed to the internal `scale` call.

    Returns:
        A new clip with the applied shift.

    Raises:
        VariableFormatError: If the input clip has variable format.
        CustomValueError: If the input clip is GRAY but lists of shift has been passed.
    """
    assert check_variable_format(clip, self.shift)

    n_planes = clip.format.num_planes

    def _shift(src: vs.VideoNode, shift: tuple[TopShift, LeftShift] = (0, 0)) -> ConstantFormatVideoNode:
        return self.scale(src, shift=shift, **kwargs)  # type: ignore[return-value]

    if isinstance(shifts_or_top, tuple):
        return _shift(clip, shifts_or_top)

    if isinstance(shifts_or_top, (int, float)) and isinstance(shift_left, (int, float, NoneType)):
        return _shift(clip, (shifts_or_top, shift_left or 0))

    if shift_left is None:
        shift_left = 0.0

    shifts_top = normalize_seq(shifts_or_top, n_planes)
    shifts_left = normalize_seq(shift_left, n_planes)

    if n_planes == 1:
        return _shift(clip, (shifts_top[0], shifts_left[0]))

    shifted_planes = [
        plane if top == left == 0 else _shift(plane, (top, left))
        for plane, top, left in zip(split(clip), shifts_top, shifts_left)
    ]

    return core.std.ShufflePlanes(shifted_planes, [0, 0, 0], clip.format.color_family, clip)

supersample

supersample(
    clip: VideoNodeT,
    rfactor: float = 2.0,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any
) -> VideoNodeT

Supersample a clip by a given scaling factor.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNodeT) –

    The source clip.

  • rfactor

    (float, default: 2.0 ) –

    Scaling factor for supersampling.

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left) applied during scaling.

  • **kwargs

    (Any, default: {} ) –

    Additional arguments forwarded to the scale function.

Raises:

  • CustomValueError

    If resulting resolution is non-positive.

Returns:

Source code in vskernels/abstract/base.py
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def supersample(
    self, clip: VideoNodeT, rfactor: float = 2.0, shift: tuple[TopShift, LeftShift] = (0, 0), **kwargs: Any
) -> VideoNodeT:
    """
    Supersample a clip by a given scaling factor.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        rfactor: Scaling factor for supersampling.
        shift: Subpixel shift (top, left) applied during scaling.
        **kwargs: Additional arguments forwarded to the scale function.

    Raises:
        CustomValueError: If resulting resolution is non-positive.

    Returns:
        The supersampled clip.
    """
    assert check_variable_resolution(clip, self.supersample)

    dst_width, dst_height = ceil(clip.width * rfactor), ceil(clip.height * rfactor)

    if max(dst_width, dst_height) <= 0.0:
        raise CustomValueError(
            'Multiplying the resolution by "rfactor" must result in a positive resolution!',
            self.supersample,
            rfactor,
        )

    return self.scale(clip, dst_width, dst_height, shift, **kwargs)  # type: ignore[return-value]

Resampler

Resampler(**kwargs: Any)

Bases: BaseScaler

Abstract resampling interface.

Subclasses must define the resample_function used to perform the resampling.

Initialize the scaler with optional keyword arguments.

These keyword arguments are automatically forwarded to the implemented_funcs methods but only if the method explicitly accepts them as named parameters. If the same keyword is passed to both __init__ and one of the implemented_funcs, the one passed to func takes precedence.

Parameters:

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments that configure the internal scaling behavior.

Methods:

  • ensure_obj

    Ensure that the input is a scaler instance, resolving it if necessary.

  • from_param

    Resolve and return a scaler type from a given input (string, type, or instance).

  • get_resample_args

    Construct the argument dictionary used for resampling.

  • implemented_funcs

    Returns a set of function names that are implemented in the current class and the parent classes.

  • kernel_radius

    Return the effective kernel radius for the scaler.

  • pretty_string

    Cached property returning a user-friendly string representation.

  • resample

    Resample a video clip to the given format.

Attributes:

  • kwargs (dict[str, Any]) –

    Arguments passed to the implemented funcs or internal scale function.

  • resample_function (Callable[..., ConstantFormatVideoNode]) –

    Resample function called internally when performing resampling operations.

Source code in vskernels/abstract/base.py
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def __init__(self, **kwargs: Any) -> None:
    """
    Initialize the scaler with optional keyword arguments.

    These keyword arguments are automatically forwarded to the `implemented_funcs` methods
    but only if the method explicitly accepts them as named parameters.
    If the same keyword is passed to both `__init__` and one of the `implemented_funcs`,
    the one passed to `func` takes precedence.

    Args:
        **kwargs: Keyword arguments that configure the internal scaling behavior.
    """
    self.kwargs = kwargs

kwargs instance-attribute

kwargs: dict[str, Any] = kwargs

Arguments passed to the implemented funcs or internal scale function.

resample_function instance-attribute

resample_function: Callable[..., ConstantFormatVideoNode]

Resample function called internally when performing resampling operations.

ensure_obj classmethod

ensure_obj(
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> Self

Ensure that the input is a scaler instance, resolving it if necessary.

Parameters:

  • scaler

    (str | type[Self] | Self | None, default: None ) –

    Scaler identifier (string, class, or instance).

  • func_except

    (FuncExcept | None, default: None ) –

    Function returned for custom error handling.

Returns:

  • Self

    Scaler instance.

Source code in vskernels/abstract/base.py
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@classmethod
def ensure_obj(
    cls,
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> Self:
    """
    Ensure that the input is a scaler instance, resolving it if necessary.

    Args:
        scaler: Scaler identifier (string, class, or instance).
        func_except: Function returned for custom error handling.

    Returns:
        Scaler instance.
    """
    return _base_ensure_obj(cls, scaler, func_except)

from_param classmethod

from_param(
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> type[Self]

Resolve and return a scaler type from a given input (string, type, or instance).

Parameters:

  • scaler

    (str | type[Self] | Self | None, default: None ) –

    Scaler identifier (string, class, or instance).

  • func_except

    (FuncExcept | None, default: None ) –

    Function returned for custom error handling.

Returns:

  • type[Self]

    Resolved scaler type.

Source code in vskernels/abstract/base.py
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@classmethod
def from_param(
    cls,
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> type[Self]:
    """
    Resolve and return a scaler type from a given input (string, type, or instance).

    Args:
        scaler: Scaler identifier (string, class, or instance).
        func_except: Function returned for custom error handling.

    Returns:
        Resolved scaler type.
    """
    return _base_from_param(cls, scaler, cls._err_class, func_except)

get_resample_args

get_resample_args(
    clip: VideoNode,
    format: int | VideoFormatLike | HoldsVideoFormat,
    matrix: MatrixLike | None,
    matrix_in: MatrixLike | None,
    **kwargs: Any
) -> dict[str, Any]

Construct the argument dictionary used for resampling.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • format

    (int | VideoFormatLike | HoldsVideoFormat) –

    The target video format, which can either be:

    • an integer format ID,
    • a vs.PresetVideoFormat or vs.VideoFormat,
    • or a source from which a valid VideoFormat can be extracted.
  • matrix

    (MatrixLike | None) –

    The matrix for color transformation.

  • matrix_in

    (MatrixLike | None) –

    The input matrix for color transformation.

  • **kwargs

    (Any, default: {} ) –

    Additional keyword arguments for resampling.

Returns:

  • dict[str, Any]

    A dictionary containing the resampling arguments.

Source code in vskernels/abstract/base.py
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def get_resample_args(
    self,
    clip: vs.VideoNode,
    format: int | VideoFormatLike | HoldsVideoFormat,
    matrix: MatrixLike | None,
    matrix_in: MatrixLike | None,
    **kwargs: Any,
) -> dict[str, Any]:
    """
    Construct the argument dictionary used for resampling.

    Args:
        clip: The source clip.
        format: The target video format, which can either be:

               - an integer format ID,
               - a `vs.PresetVideoFormat` or `vs.VideoFormat`,
               - or a source from which a valid `VideoFormat` can be extracted.
        matrix: The matrix for color transformation.
        matrix_in: The input matrix for color transformation.
        **kwargs: Additional keyword arguments for resampling.

    Returns:
        A dictionary containing the resampling arguments.
    """
    return (
        {
            "format": get_video_format(format).id,
            "matrix": Matrix.from_param(matrix),
            "matrix_in": Matrix.from_param(matrix_in),
        }
        | self.kwargs
        | kwargs
    )

implemented_funcs classmethod

implemented_funcs() -> frozenset[str]

Returns a set of function names that are implemented in the current class and the parent classes.

These functions determine which keyword arguments will be extracted from the init method.

Returns:

Source code in vskernels/abstract/base.py
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@classproperty
@classmethod
def implemented_funcs(cls) -> frozenset[str]:
    """
    Returns a set of function names that are implemented in the current class and the parent classes.

    These functions determine which keyword arguments will be extracted from the __init__ method.

    Returns:
        Frozen set of function names.
    """
    return frozenset(func for klass in cls.mro() for func in getattr(klass, "_implemented_funcs", ()))

kernel_radius

kernel_radius() -> int

Return the effective kernel radius for the scaler.

Raises:

  • CustomNotImplementedError

    If no kernel radius is defined.

Returns:

  • int

    Kernel radius.

Source code in vskernels/abstract/base.py
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@BaseScalerMeta.cachedproperty
def kernel_radius(self) -> int:
    """
    Return the effective kernel radius for the scaler.

    Raises:
        CustomNotImplementedError: If no kernel radius is defined.

    Returns:
        Kernel radius.
    """
    ...

pretty_string

pretty_string() -> str

Cached property returning a user-friendly string representation.

Returns:

  • str

    Pretty-printed string with arguments.

Source code in vskernels/abstract/base.py
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@BaseScalerMeta.cachedproperty
def pretty_string(self) -> str:
    """
    Cached property returning a user-friendly string representation.

    Returns:
        Pretty-printed string with arguments.
    """
    return self._pretty_string()

resample

resample(
    clip: VideoNode,
    format: int | VideoFormatLike | HoldsVideoFormat,
    matrix: MatrixLike | None = None,
    matrix_in: MatrixLike | None = None,
    **kwargs: Any
) -> ConstantFormatVideoNode

Resample a video clip to the given format.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • format

    (int | VideoFormatLike | HoldsVideoFormat) –

    The target video format, which can either be:

    • an integer format ID,
    • a vs.PresetVideoFormat or vs.VideoFormat,
    • or a source from which a valid VideoFormat can be extracted.
  • matrix

    (MatrixLike | None, default: None ) –

    An optional color transformation matrix to apply.

  • matrix_in

    (MatrixLike | None, default: None ) –

    An optional input matrix for color transformations.

  • **kwargs

    (Any, default: {} ) –

    Additional keyword arguments passed to the resample_function.

Returns:

  • ConstantFormatVideoNode

    The resampled clip.

Source code in vskernels/abstract/base.py
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def resample(
    self,
    clip: vs.VideoNode,
    format: int | VideoFormatLike | HoldsVideoFormat,
    matrix: MatrixLike | None = None,
    matrix_in: MatrixLike | None = None,
    **kwargs: Any,
) -> ConstantFormatVideoNode:
    """
    Resample a video clip to the given format.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        format: The target video format, which can either be:

               - an integer format ID,
               - a `vs.PresetVideoFormat` or `vs.VideoFormat`,
               - or a source from which a valid `VideoFormat` can be extracted.
        matrix: An optional color transformation matrix to apply.
        matrix_in: An optional input matrix for color transformations.
        **kwargs: Additional keyword arguments passed to the `resample_function`.

    Returns:
        The resampled clip.
    """
    return self.resample_function(
        clip, **_norm_props_enums(self.get_resample_args(clip, format, matrix, matrix_in, **kwargs))
    )

Scaler

Scaler(**kwargs: Any)

Bases: BaseScaler

Abstract scaling interface.

Subclasses should define a scale_function to perform the actual scaling logic.

Initialize the scaler with optional keyword arguments.

These keyword arguments are automatically forwarded to the implemented_funcs methods but only if the method explicitly accepts them as named parameters. If the same keyword is passed to both __init__ and one of the implemented_funcs, the one passed to func takes precedence.

Parameters:

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments that configure the internal scaling behavior.

Methods:

  • ensure_obj

    Ensure that the input is a scaler instance, resolving it if necessary.

  • from_param

    Resolve and return a scaler type from a given input (string, type, or instance).

  • get_scale_args

    Generate the keyword arguments used for scaling.

  • implemented_funcs

    Returns a set of function names that are implemented in the current class and the parent classes.

  • kernel_radius

    Return the effective kernel radius for the scaler.

  • multi

    Deprecated alias for supersample.

  • pretty_string

    Cached property returning a user-friendly string representation.

  • scale

    Scale a clip to a specified resolution.

  • supersample

    Supersample a clip by a given scaling factor.

Attributes:

  • kwargs (dict[str, Any]) –

    Arguments passed to the implemented funcs or internal scale function.

  • scale_function (Callable[..., VideoNode]) –

    Scale function called internally when performing scaling operations.

Source code in vskernels/abstract/base.py
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def __init__(self, **kwargs: Any) -> None:
    """
    Initialize the scaler with optional keyword arguments.

    These keyword arguments are automatically forwarded to the `implemented_funcs` methods
    but only if the method explicitly accepts them as named parameters.
    If the same keyword is passed to both `__init__` and one of the `implemented_funcs`,
    the one passed to `func` takes precedence.

    Args:
        **kwargs: Keyword arguments that configure the internal scaling behavior.
    """
    self.kwargs = kwargs

kwargs instance-attribute

kwargs: dict[str, Any] = kwargs

Arguments passed to the implemented funcs or internal scale function.

scale_function instance-attribute

scale_function: Callable[..., VideoNode]

Scale function called internally when performing scaling operations.

ensure_obj classmethod

ensure_obj(
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> Self

Ensure that the input is a scaler instance, resolving it if necessary.

Parameters:

  • scaler

    (str | type[Self] | Self | None, default: None ) –

    Scaler identifier (string, class, or instance).

  • func_except

    (FuncExcept | None, default: None ) –

    Function returned for custom error handling.

Returns:

  • Self

    Scaler instance.

Source code in vskernels/abstract/base.py
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@classmethod
def ensure_obj(
    cls,
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> Self:
    """
    Ensure that the input is a scaler instance, resolving it if necessary.

    Args:
        scaler: Scaler identifier (string, class, or instance).
        func_except: Function returned for custom error handling.

    Returns:
        Scaler instance.
    """
    return _base_ensure_obj(cls, scaler, func_except)

from_param classmethod

from_param(
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> type[Self]

Resolve and return a scaler type from a given input (string, type, or instance).

Parameters:

  • scaler

    (str | type[Self] | Self | None, default: None ) –

    Scaler identifier (string, class, or instance).

  • func_except

    (FuncExcept | None, default: None ) –

    Function returned for custom error handling.

Returns:

  • type[Self]

    Resolved scaler type.

Source code in vskernels/abstract/base.py
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@classmethod
def from_param(
    cls,
    scaler: str | type[Self] | Self | None = None,
    /,
    func_except: FuncExcept | None = None,
) -> type[Self]:
    """
    Resolve and return a scaler type from a given input (string, type, or instance).

    Args:
        scaler: Scaler identifier (string, class, or instance).
        func_except: Function returned for custom error handling.

    Returns:
        Resolved scaler type.
    """
    return _base_from_param(cls, scaler, cls._err_class, func_except)

get_scale_args

get_scale_args(
    clip: VideoNode,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any
) -> dict[str, Any]

Generate the keyword arguments used for scaling.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left).

  • width

    (int | None, default: None ) –

    Target width.

  • height

    (int | None, default: None ) –

    Target height.

  • **kwargs

    (Any, default: {} ) –

    Extra parameters to merge.

Returns:

  • dict[str, Any]

    Final dictionary of keyword arguments for the scale function.

Source code in vskernels/abstract/base.py
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def get_scale_args(
    self,
    clip: vs.VideoNode,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    width: int | None = None,
    height: int | None = None,
    **kwargs: Any,
) -> dict[str, Any]:
    """
    Generate the keyword arguments used for scaling.

    Args:
        clip: The source clip.
        shift: Subpixel shift (top, left).
        width: Target width.
        height: Target height.
        **kwargs: Extra parameters to merge.

    Returns:
        Final dictionary of keyword arguments for the scale function.
    """
    return {"width": width, "height": height, "src_top": shift[0], "src_left": shift[1]} | self.kwargs | kwargs

implemented_funcs classmethod

implemented_funcs() -> frozenset[str]

Returns a set of function names that are implemented in the current class and the parent classes.

These functions determine which keyword arguments will be extracted from the init method.

Returns:

Source code in vskernels/abstract/base.py
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@classproperty
@classmethod
def implemented_funcs(cls) -> frozenset[str]:
    """
    Returns a set of function names that are implemented in the current class and the parent classes.

    These functions determine which keyword arguments will be extracted from the __init__ method.

    Returns:
        Frozen set of function names.
    """
    return frozenset(func for klass in cls.mro() for func in getattr(klass, "_implemented_funcs", ()))

kernel_radius

kernel_radius() -> int

Return the effective kernel radius for the scaler.

Raises:

  • CustomNotImplementedError

    If no kernel radius is defined.

Returns:

  • int

    Kernel radius.

Source code in vskernels/abstract/base.py
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@BaseScalerMeta.cachedproperty
def kernel_radius(self) -> int:
    """
    Return the effective kernel radius for the scaler.

    Raises:
        CustomNotImplementedError: If no kernel radius is defined.

    Returns:
        Kernel radius.
    """
    ...

multi

multi(
    clip: VideoNodeT,
    multi: float = 2.0,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any
) -> VideoNodeT

Deprecated alias for supersample.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNodeT) –

    The source clip.

  • multi

    (float, default: 2.0 ) –

    Supersampling factor.

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left) applied during scaling.

  • **kwargs

    (Any, default: {} ) –

    Additional arguments forwarded to the scale function.

Returns:

Source code in vskernels/abstract/base.py
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@deprecated('The "multi" method is deprecated. Use "supersample" instead.', category=DeprecationWarning)
def multi(
    self, clip: VideoNodeT, multi: float = 2.0, shift: tuple[TopShift, LeftShift] = (0, 0), **kwargs: Any
) -> VideoNodeT:
    """
    Deprecated alias for `supersample`.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        multi: Supersampling factor.
        shift: Subpixel shift (top, left) applied during scaling.
        **kwargs: Additional arguments forwarded to the scale function.

    Returns:
        The supersampled clip.
    """
    return self.supersample(clip, multi, shift, **kwargs)

pretty_string

pretty_string() -> str

Cached property returning a user-friendly string representation.

Returns:

  • str

    Pretty-printed string with arguments.

Source code in vskernels/abstract/base.py
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@BaseScalerMeta.cachedproperty
def pretty_string(self) -> str:
    """
    Cached property returning a user-friendly string representation.

    Returns:
        Pretty-printed string with arguments.
    """
    return self._pretty_string()

scale

scale(
    clip: VideoNode,
    width: int | None = None,
    height: int | None = None,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any
) -> VideoNode | ConstantFormatVideoNode

Scale a clip to a specified resolution.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNode) –

    The source clip.

  • width

    (int | None, default: None ) –

    Target width (defaults to clip width if None).

  • height

    (int | None, default: None ) –

    Target height (defaults to clip height if None).

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left) applied during scaling.

  • **kwargs

    (Any, default: {} ) –

    Additional arguments forwarded to the scale function.

Returns:

  • VideoNode | ConstantFormatVideoNode

    The scaled clip.

Source code in vskernels/abstract/base.py
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def scale(
    self,
    clip: vs.VideoNode,
    width: int | None = None,
    height: int | None = None,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any,
) -> vs.VideoNode | ConstantFormatVideoNode:
    """
    Scale a clip to a specified resolution.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        width: Target width (defaults to clip width if None).
        height: Target height (defaults to clip height if None).
        shift: Subpixel shift (top, left) applied during scaling.
        **kwargs: Additional arguments forwarded to the scale function.

    Returns:
        The scaled clip.
    """
    width, height = self._wh_norm(clip, width, height)
    check_correct_subsampling(clip, width, height)

    return self.scale_function(clip, **_norm_props_enums(self.get_scale_args(clip, shift, width, height, **kwargs)))

supersample

supersample(
    clip: VideoNodeT,
    rfactor: float = 2.0,
    shift: tuple[TopShift, LeftShift] = (0, 0),
    **kwargs: Any
) -> VideoNodeT

Supersample a clip by a given scaling factor.

Keyword arguments passed during initialization are automatically injected here, unless explicitly overridden by the arguments provided at call time. Only arguments that match named parameters in this method are injected.

Parameters:

  • clip

    (VideoNodeT) –

    The source clip.

  • rfactor

    (float, default: 2.0 ) –

    Scaling factor for supersampling.

  • shift

    (tuple[TopShift, LeftShift], default: (0, 0) ) –

    Subpixel shift (top, left) applied during scaling.

  • **kwargs

    (Any, default: {} ) –

    Additional arguments forwarded to the scale function.

Raises:

  • CustomValueError

    If resulting resolution is non-positive.

Returns:

Source code in vskernels/abstract/base.py
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def supersample(
    self, clip: VideoNodeT, rfactor: float = 2.0, shift: tuple[TopShift, LeftShift] = (0, 0), **kwargs: Any
) -> VideoNodeT:
    """
    Supersample a clip by a given scaling factor.

    Keyword arguments passed during initialization are automatically injected here,
    unless explicitly overridden by the arguments provided at call time.
    Only arguments that match named parameters in this method are injected.

    Args:
        clip: The source clip.
        rfactor: Scaling factor for supersampling.
        shift: Subpixel shift (top, left) applied during scaling.
        **kwargs: Additional arguments forwarded to the scale function.

    Raises:
        CustomValueError: If resulting resolution is non-positive.

    Returns:
        The supersampled clip.
    """
    assert check_variable_resolution(clip, self.supersample)

    dst_width, dst_height = ceil(clip.width * rfactor), ceil(clip.height * rfactor)

    if max(dst_width, dst_height) <= 0.0:
        raise CustomValueError(
            'Multiplying the resolution by "rfactor" must result in a positive resolution!',
            self.supersample,
            rfactor,
        )

    return self.scale(clip, dst_width, dst_height, shift, **kwargs)  # type: ignore[return-value]