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hardsub

Classes:

  • CustomMaskFromFolder –

    A helper class for creating a mask clip from a folder of images.

  • CustomMaskFromRanges –

    A helper class for creating a mask clip from a mapping of file paths

  • HardsubASS –

    A helper for de-hardsubbing using an ASS subtitle file to generate a hardsub mask.

  • HardsubLine –

    Helper for de-hardsubbing white text with black border subtitles.

  • HardsubLineFade –

    A specialized version of HardsubLine with a weight for selecting a frame within the specified frame ranges.

  • HardsubMask –

    Abstract HardsubMask interface

  • HardsubSign –

    Hardsub scenefiltering helper using Zastin <https://github.com/kgrabs>_'s hardsub mask.

  • HardsubSignFades –

    Helper for hardsub scene filtering, typically used for de-hardsubbing signs during fades or hard-to-catch signs.

Functions:

CustomMaskFromClipsAndRanges dataclass 

CustomMaskFromClipsAndRanges(
    *,
    processing: VSFunctionNoArgs[VideoNode, ConstantFormatVideoNode] = Binarize,
    idx: Indexer | Type[Indexer] = IMWRI
)

Bases: GeneralMask, _BaseCMaskCar

Abstract CustomMaskFromClipsAndRanges interface

Methods:

Attributes:

clips instance-attribute 

clips: list[VideoNode]

idx class-attribute instance-attribute 

idx: Indexer | Type[Indexer] = field(default=IMWRI, kw_only=True)

processing class-attribute instance-attribute 

processing: VSFunctionNoArgs[VideoNode, ConstantFormatVideoNode] = field(
    default=Binarize, kw_only=True
)

apply_mask 

apply_mask(
    _clipa: VideoNode,
    _clipb: VideoNode,
    _ref: VideoNode | None = None,
    /,
    **kwargs: Any,
) -> ConstantFormatVideoNode
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@inject_self.init_kwargs.clean
def apply_mask(
    self, _clipa: vs.VideoNode, _clipb: vs.VideoNode, _ref: vs.VideoNode | None = None, /, **kwargs: Any
) -> ConstantFormatVideoNode:
    return _clipa.std.MaskedMerge(_clipb, self.get_mask(_ref or _clipa, **kwargs))

frame_ranges abstractmethod 

frame_ranges(clip: VideoNode) -> list[list[tuple[int, int]]]
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@abstractmethod
def frame_ranges(self, clip: vs.VideoNode) -> list[list[tuple[int, int]]]: ...

get_mask 

get_mask(
    ref: VideoNode, /, *args: Any, **kwargs: Any
) -> ConstantFormatVideoNode

Get the constructed mask

Parameters:

  • ref

    (VideoNode) –

    Reference clip.

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments passed to replace_ranges function.

Returns:

  • ConstantFormatVideoNode –

    Constructed mask

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def get_mask(self, ref: vs.VideoNode, /, *args: Any, **kwargs: Any) -> ConstantFormatVideoNode:
    """
    Get the constructed mask

    Args:
        ref: Reference clip.
        **kwargs: Keyword arguments passed to `replace_ranges` function.

    Returns:
        Constructed mask
    """
    assert check_variable(ref, self.get_mask)

    mask = vs.core.std.BlankClip(
        ref,
        format=ref.format.replace(color_family=vs.GRAY, subsampling_h=0, subsampling_w=0).id,
        keep=True,
        color=0,
    )

    matrix = Matrix.from_video(ref)

    for maskclip, mask_ranges in zip(self.clips, self.frame_ranges(ref)):
        maskclip = Point().resample(
            maskclip.std.AssumeFPS(ref), mask, matrix, range_in=ColorRange.FULL, range=ColorRange.FULL
        )
        maskclip = self.processing(maskclip)
        maskclip = vs.core.std.Loop(maskclip, mask.num_frames)

        mask = replace_ranges(mask, maskclip, mask_ranges, **kwargs)

    return mask

CustomMaskFromFolder dataclass 

CustomMaskFromFolder(
    folder_path: FilePathType,
    *,
    processing: VSFunctionNoArgs[VideoNode, ConstantFormatVideoNode] = Binarize,
    idx: Indexer | Type[Indexer] = IMWRI
)

Bases: CustomMaskFromClipsAndRanges

A helper class for creating a mask clip from a folder of images.

Methods:

Attributes:

clips instance-attribute 

clips: list[VideoNode]

folder_path instance-attribute 

folder_path: FilePathType

idx class-attribute instance-attribute 

idx: Indexer | Type[Indexer] = field(default=IMWRI, kw_only=True)

processing class-attribute instance-attribute 

processing: VSFunctionNoArgs[VideoNode, ConstantFormatVideoNode] = field(
    default=Binarize, kw_only=True
)

apply_mask 

apply_mask(
    _clipa: VideoNode,
    _clipb: VideoNode,
    _ref: VideoNode | None = None,
    /,
    **kwargs: Any,
) -> ConstantFormatVideoNode
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@inject_self.init_kwargs.clean
def apply_mask(
    self, _clipa: vs.VideoNode, _clipb: vs.VideoNode, _ref: vs.VideoNode | None = None, /, **kwargs: Any
) -> ConstantFormatVideoNode:
    return _clipa.std.MaskedMerge(_clipb, self.get_mask(_ref or _clipa, **kwargs))

frame_ranges 

frame_ranges(clip: VideoNode) -> list[list[tuple[int, int]]]
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def frame_ranges(self, clip: vs.VideoNode) -> list[list[tuple[int, int]]]:
    return [
        [(other[-1] if other else end, end)]
        for (*other, end) in (map(int, name.stem.split("_")) for name in self.files)
    ]

get_mask 

get_mask(
    ref: VideoNode, /, *args: Any, **kwargs: Any
) -> ConstantFormatVideoNode

Get the constructed mask

Parameters:

  • ref

    (VideoNode) –

    Reference clip.

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments passed to replace_ranges function.

Returns:

  • ConstantFormatVideoNode –

    Constructed mask

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def get_mask(self, ref: vs.VideoNode, /, *args: Any, **kwargs: Any) -> ConstantFormatVideoNode:
    """
    Get the constructed mask

    Args:
        ref: Reference clip.
        **kwargs: Keyword arguments passed to `replace_ranges` function.

    Returns:
        Constructed mask
    """
    assert check_variable(ref, self.get_mask)

    mask = vs.core.std.BlankClip(
        ref,
        format=ref.format.replace(color_family=vs.GRAY, subsampling_h=0, subsampling_w=0).id,
        keep=True,
        color=0,
    )

    matrix = Matrix.from_video(ref)

    for maskclip, mask_ranges in zip(self.clips, self.frame_ranges(ref)):
        maskclip = Point().resample(
            maskclip.std.AssumeFPS(ref), mask, matrix, range_in=ColorRange.FULL, range=ColorRange.FULL
        )
        maskclip = self.processing(maskclip)
        maskclip = vs.core.std.Loop(maskclip, mask.num_frames)

        mask = replace_ranges(mask, maskclip, mask_ranges, **kwargs)

    return mask

CustomMaskFromRanges dataclass 

CustomMaskFromRanges(
    ranges: Mapping[FilePathType, FrameRangeN | FrameRangesN],
    *,
    processing: VSFunctionNoArgs[VideoNode, ConstantFormatVideoNode] = Binarize,
    idx: Indexer | Type[Indexer] = IMWRI
)

Bases: CustomMaskFromClipsAndRanges

A helper class for creating a mask clip from a mapping of file paths and their corresponding frame ranges

Methods:

Attributes:

clips instance-attribute 

clips: list[VideoNode]

idx class-attribute instance-attribute 

idx: Indexer | Type[Indexer] = field(default=IMWRI, kw_only=True)

processing class-attribute instance-attribute 

processing: VSFunctionNoArgs[VideoNode, ConstantFormatVideoNode] = field(
    default=Binarize, kw_only=True
)

ranges instance-attribute 

ranges: Mapping[FilePathType, FrameRangeN | FrameRangesN]

apply_mask 

apply_mask(
    _clipa: VideoNode,
    _clipb: VideoNode,
    _ref: VideoNode | None = None,
    /,
    **kwargs: Any,
) -> ConstantFormatVideoNode
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@inject_self.init_kwargs.clean
def apply_mask(
    self, _clipa: vs.VideoNode, _clipb: vs.VideoNode, _ref: vs.VideoNode | None = None, /, **kwargs: Any
) -> ConstantFormatVideoNode:
    return _clipa.std.MaskedMerge(_clipb, self.get_mask(_ref or _clipa, **kwargs))

frame_ranges 

frame_ranges(clip: VideoNode) -> list[list[tuple[int, int]]]
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def frame_ranges(self, clip: vs.VideoNode) -> list[list[tuple[int, int]]]:
    return [normalize_ranges(clip, ranges) for ranges in self.ranges.values()]

get_mask 

get_mask(
    ref: VideoNode, /, *args: Any, **kwargs: Any
) -> ConstantFormatVideoNode

Get the constructed mask

Parameters:

  • ref

    (VideoNode) –

    Reference clip.

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments passed to replace_ranges function.

Returns:

  • ConstantFormatVideoNode –

    Constructed mask

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def get_mask(self, ref: vs.VideoNode, /, *args: Any, **kwargs: Any) -> ConstantFormatVideoNode:
    """
    Get the constructed mask

    Args:
        ref: Reference clip.
        **kwargs: Keyword arguments passed to `replace_ranges` function.

    Returns:
        Constructed mask
    """
    assert check_variable(ref, self.get_mask)

    mask = vs.core.std.BlankClip(
        ref,
        format=ref.format.replace(color_family=vs.GRAY, subsampling_h=0, subsampling_w=0).id,
        keep=True,
        color=0,
    )

    matrix = Matrix.from_video(ref)

    for maskclip, mask_ranges in zip(self.clips, self.frame_ranges(ref)):
        maskclip = Point().resample(
            maskclip.std.AssumeFPS(ref), mask, matrix, range_in=ColorRange.FULL, range=ColorRange.FULL
        )
        maskclip = self.processing(maskclip)
        maskclip = vs.core.std.Loop(maskclip, mask.num_frames)

        mask = replace_ranges(mask, maskclip, mask_ranges, **kwargs)

    return mask

HardsubASS 

HardsubASS(
    filename: FilePathType,
    ranges: FrameRangeN | FrameRangesN | None = None,
    bound: BoundingBox | None = None,
    *,
    fontdir: str | None = None,
    blur: bool = False,
    refframes: int | list[int | None] | None = None
)

Bases: HardsubMask

A helper for de-hardsubbing using an ASS subtitle file to generate a hardsub mask.

Parameters:

  • filename

    (FilePathType) –

    Subtitle file.

  • ranges

    (FrameRangeN | FrameRangesN | None, default: None ) –

    The frame ranges that the mask should be applied to.

  • bound

    (BoundingBox | None, default: None ) –

    An optional bounding box that defines the area of the frame where the mask will be applied. If None, the mask applies to the whole frame.

  • blur

    (bool, default: False ) –

    Whether to apply a box blur effect to the mask.

  • refframes

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

    A list of reference frames used in building the final mask for each specified range. Must have the same length as ranges.

Methods:

Attributes:

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def __init__(
    self,
    filename: FilePathType,
    ranges: FrameRangeN | FrameRangesN | None = None,
    bound: BoundingBox | None = None,
    *,
    fontdir: str | None = None,
    blur: bool = False,
    refframes: int | list[int | None] | None = None,
) -> None:
    """
    Args:
        filename: Subtitle file.
        ranges: The frame ranges that the mask should be applied to.
        bound: An optional bounding box that defines the area of the frame where the mask will be applied. If None,
            the mask applies to the whole frame.
        blur: Whether to apply a box blur effect to the mask.
        refframes: A list of reference frames used in building the final mask for each specified range. Must have
            the same length as `ranges`.
    """
    self.filename = str(filename)
    self.fontdir = fontdir
    super().__init__(ranges, bound, blur=blur, refframes=refframes)

bin_thr class-attribute instance-attribute 

bin_thr: float = 0.75

blur instance-attribute 

blur: bool = blur

bound instance-attribute 

bound: BoundingBox | None = bound

filename instance-attribute 

filename: str = str(filename)

fontdir instance-attribute 

fontdir: str | None = fontdir

ranges instance-attribute 

ranges: FrameRangesN = (
    ranges
    if isinstance(ranges, Sequence)
    else [(0, None)] if ranges is None else [ranges]
)

refframes instance-attribute 

refframes: list[int | None]

apply_dehardsub 

apply_dehardsub(
    hardsub: VideoNode, ref: VideoNode, partials: list[VideoNode] | None = None
) -> ConstantFormatVideoNode

Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

Parameters:

  • hardsub

    (VideoNode) –

    Hardsub master source (eg Wakanim RU dub).

  • ref

    (VideoNode) –

    Non-subbed reference source (eg CR, Funi, Amazon).

  • partials

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

    Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

Returns:

  • ConstantFormatVideoNode –

    Dehardsubbed clip.

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def apply_dehardsub(
    self, hardsub: vs.VideoNode, ref: vs.VideoNode, partials: list[vs.VideoNode] | None = None
) -> ConstantFormatVideoNode:
    """
    Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

    Args:
        hardsub: Hardsub master source (eg Wakanim RU dub).
        ref: Non-subbed reference source (eg CR, Funi, Amazon).
        partials: Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

    Returns:
        Dehardsubbed clip.
    """
    if partials:
        partials_dehardsubbed, _ = self.get_progressive_dehardsub(hardsub, ref, partials)
        dehardsub = partials_dehardsubbed[-1]
    else:
        dehardsub = hardsub.std.MaskedMerge(ref, self.get_mask(hardsub, ref))

    return replace_ranges(hardsub, dehardsub, self.ranges)

apply_mask 

apply_mask(
    _clipa: VideoNode,
    _clipb: VideoNode,
    _ref: VideoNode | None = None,
    /,
    **kwargs: Any,
) -> ConstantFormatVideoNode
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@inject_self.init_kwargs.clean
def apply_mask(
    self, _clipa: vs.VideoNode, _clipb: vs.VideoNode, _ref: vs.VideoNode | None = None, /, **kwargs: Any
) -> ConstantFormatVideoNode:
    return _clipa.std.MaskedMerge(_clipb, self.get_mask(_ref or _clipa, **kwargs))

get_mask 

get_mask(
    clip: VideoNode, /, ref: VideoNode, **kwargs: Any
) -> ConstantFormatVideoNode

Get the constructed mask

Parameters:

  • clip

    (VideoNode) –

    Source clip.

  • ref

    (VideoNode) –

    Reference clip.

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments passed to the internal _mask method.

Returns:

  • ConstantFormatVideoNode –

    Constructed mask

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@limiter
def get_mask(self, clip: vs.VideoNode, /, ref: vs.VideoNode, **kwargs: Any) -> ConstantFormatVideoNode:
    """
    Get the constructed mask

    Args:
        clip: Source clip.
        ref: Reference clip.
        **kwargs: Keyword arguments passed to the internal `_mask` method.

    Returns:
        Constructed mask
    """
    assert check_variable(clip, self.get_mask)
    assert check_variable(ref, self.get_mask)

    if self.refframes:
        hm = vs.core.std.BlankClip(
            ref, format=ref.format.replace(color_family=vs.GRAY, subsampling_h=0, subsampling_w=0).id, keep=True
        )

        for ran, rf in zip(self.ranges, self.refframes):
            if rf is None:
                rf = ref.num_frames - 1
            elif rf < 0:
                rf = ref.num_frames - 1 + rf

            mask = depth(
                self._mask(clip[rf], ref[rf], **kwargs), clip, range_out=ColorRange.FULL, range_in=ColorRange.FULL
            )
            mask = vs.core.std.Loop(mask, hm.num_frames)

            hm = replace_ranges(hm, ExprOp.MAX.combine(hm, mask), ran)
    else:
        hm = depth(self._mask(clip, ref, **kwargs), clip, range_out=ColorRange.FULL, range_in=ColorRange.FULL)

    if self.bound:
        bm = self.bound.get_mask(hm, **kwargs)

        if self.blur:
            bm = box_blur(bm, 5, 5)

        hm = hm.std.BlankClip(keep=True).std.MaskedMerge(hm, bm)

    return hm

get_progressive_dehardsub 

get_progressive_dehardsub(
    hardsub: VideoNode, ref: VideoNode, partials: list[VideoNode]
) -> tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]]

Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

Parameters:

  • hardsub

    (VideoNode) –

    Hardsub master source (eg Wakanim RU dub).

  • ref

    (VideoNode) –

    Non-subbed reference source (eg CR, Funi, Amazon).

  • partials

    (list[VideoNode]) –

    Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

Returns:

  • tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]] –

    Dehardsub stages and masks used for progressive dehardsub.

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def get_progressive_dehardsub(
    self, hardsub: vs.VideoNode, ref: vs.VideoNode, partials: list[vs.VideoNode]
) -> tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]]:
    """
    Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

    Args:
        hardsub: Hardsub master source (eg Wakanim RU dub).
        ref: Non-subbed reference source (eg CR, Funi, Amazon).
        partials: Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

    Returns:
        Dehardsub stages and masks used for progressive dehardsub.
    """
    assert check_variable(hardsub, self.get_progressive_dehardsub)

    masks = [self.get_mask(hardsub, ref)]
    partials_dehardsubbed = [hardsub]
    dehardsub_masks = list[ConstantFormatVideoNode]()
    partials = [*partials, ref]

    thr = scale_value(self.bin_thr, 32, masks[-1])

    for p in partials:
        masks.append(ExprOp.SUB.combine(masks[-1], self.get_mask(p, ref)))
        dehardsub_masks.append(
            iterate(expr_func([masks[-1]], f"x {thr} < 0 x ?"), core.lazy.std.Maximum, 4).std.Inflate()
        )
        partials_dehardsubbed.append(partials_dehardsubbed[-1].std.MaskedMerge(p, dehardsub_masks[-1]))

        masks[-1] = masks[-1].std.MaskedMerge(masks[-1].std.Invert(), masks[-2])

    return partials_dehardsubbed, dehardsub_masks

HardsubLine 

HardsubLine(
    ranges: FrameRangeN | FrameRangesN | None = None,
    bound: BoundingBox | None = None,
    expand: int | None = None,
    *,
    blur: bool = False,
    refframes: int | list[int | None] | None = None
)

Bases: HardsubMask

Helper for de-hardsubbing white text with black border subtitles. Originally written by Kageru from Kagefunc: https://github.com/Irrational-Encoding-Wizardry/kagefunc

Parameters:

  • ranges

    (FrameRangeN | FrameRangesN | None, default: None ) –

    The frame ranges that the mask should be applied to.

  • bound

    (BoundingBox | None, default: None ) –

    An optional bounding box that defines the area of the frame where the mask will be applied. If None, the mask applies to the whole frame.

  • expand

    (int | None, default: None ) –

    std.Maximum iterations. Default is automatically adjusted based on the width of the clip.

  • blur

    (bool, default: False ) –

    Whether to apply a box blur effect to the mask.

  • refframes

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

    A list of reference frames used in building the final mask for each specified range. Must have the same length as ranges.

Methods:

Attributes:

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def __init__(
    self,
    ranges: FrameRangeN | FrameRangesN | None = None,
    bound: BoundingBox | None = None,
    expand: int | None = None,
    *,
    blur: bool = False,
    refframes: int | list[int | None] | None = None,
) -> None:
    """
    Args:
        ranges: The frame ranges that the mask should be applied to.
        bound: An optional bounding box that defines the area of the frame where the mask will be applied. If None,
            the mask applies to the whole frame.
        expand: std.Maximum iterations. Default is automatically adjusted based on the width of the clip.
        blur: Whether to apply a box blur effect to the mask.
        refframes: A list of reference frames used in building the final mask for each specified range. Must have
            the same length as `ranges`.
    """
    self.expand = expand

    super().__init__(ranges, bound, blur=blur, refframes=refframes)

bin_thr class-attribute instance-attribute 

bin_thr: float = 0.75

blur instance-attribute 

blur: bool = blur

bound instance-attribute 

bound: BoundingBox | None = bound

expand instance-attribute 

expand: int | None = expand

ranges instance-attribute 

ranges: FrameRangesN = (
    ranges
    if isinstance(ranges, Sequence)
    else [(0, None)] if ranges is None else [ranges]
)

refframes instance-attribute 

refframes: list[int | None]

apply_dehardsub 

apply_dehardsub(
    hardsub: VideoNode, ref: VideoNode, partials: list[VideoNode] | None = None
) -> ConstantFormatVideoNode

Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

Parameters:

  • hardsub

    (VideoNode) –

    Hardsub master source (eg Wakanim RU dub).

  • ref

    (VideoNode) –

    Non-subbed reference source (eg CR, Funi, Amazon).

  • partials

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

    Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

Returns:

  • ConstantFormatVideoNode –

    Dehardsubbed clip.

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def apply_dehardsub(
    self, hardsub: vs.VideoNode, ref: vs.VideoNode, partials: list[vs.VideoNode] | None = None
) -> ConstantFormatVideoNode:
    """
    Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

    Args:
        hardsub: Hardsub master source (eg Wakanim RU dub).
        ref: Non-subbed reference source (eg CR, Funi, Amazon).
        partials: Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

    Returns:
        Dehardsubbed clip.
    """
    if partials:
        partials_dehardsubbed, _ = self.get_progressive_dehardsub(hardsub, ref, partials)
        dehardsub = partials_dehardsubbed[-1]
    else:
        dehardsub = hardsub.std.MaskedMerge(ref, self.get_mask(hardsub, ref))

    return replace_ranges(hardsub, dehardsub, self.ranges)

apply_mask 

apply_mask(
    _clipa: VideoNode,
    _clipb: VideoNode,
    _ref: VideoNode | None = None,
    /,
    **kwargs: Any,
) -> ConstantFormatVideoNode
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@inject_self.init_kwargs.clean
def apply_mask(
    self, _clipa: vs.VideoNode, _clipb: vs.VideoNode, _ref: vs.VideoNode | None = None, /, **kwargs: Any
) -> ConstantFormatVideoNode:
    return _clipa.std.MaskedMerge(_clipb, self.get_mask(_ref or _clipa, **kwargs))

get_mask 

get_mask(
    clip: VideoNode, /, ref: VideoNode, **kwargs: Any
) -> ConstantFormatVideoNode

Get the constructed mask

Parameters:

  • clip

    (VideoNode) –

    Source clip.

  • ref

    (VideoNode) –

    Reference clip.

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments passed to the internal _mask method.

Returns:

  • ConstantFormatVideoNode –

    Constructed mask

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@limiter
def get_mask(self, clip: vs.VideoNode, /, ref: vs.VideoNode, **kwargs: Any) -> ConstantFormatVideoNode:
    """
    Get the constructed mask

    Args:
        clip: Source clip.
        ref: Reference clip.
        **kwargs: Keyword arguments passed to the internal `_mask` method.

    Returns:
        Constructed mask
    """
    assert check_variable(clip, self.get_mask)
    assert check_variable(ref, self.get_mask)

    if self.refframes:
        hm = vs.core.std.BlankClip(
            ref, format=ref.format.replace(color_family=vs.GRAY, subsampling_h=0, subsampling_w=0).id, keep=True
        )

        for ran, rf in zip(self.ranges, self.refframes):
            if rf is None:
                rf = ref.num_frames - 1
            elif rf < 0:
                rf = ref.num_frames - 1 + rf

            mask = depth(
                self._mask(clip[rf], ref[rf], **kwargs), clip, range_out=ColorRange.FULL, range_in=ColorRange.FULL
            )
            mask = vs.core.std.Loop(mask, hm.num_frames)

            hm = replace_ranges(hm, ExprOp.MAX.combine(hm, mask), ran)
    else:
        hm = depth(self._mask(clip, ref, **kwargs), clip, range_out=ColorRange.FULL, range_in=ColorRange.FULL)

    if self.bound:
        bm = self.bound.get_mask(hm, **kwargs)

        if self.blur:
            bm = box_blur(bm, 5, 5)

        hm = hm.std.BlankClip(keep=True).std.MaskedMerge(hm, bm)

    return hm

get_progressive_dehardsub 

get_progressive_dehardsub(
    hardsub: VideoNode, ref: VideoNode, partials: list[VideoNode]
) -> tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]]

Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

Parameters:

  • hardsub

    (VideoNode) –

    Hardsub master source (eg Wakanim RU dub).

  • ref

    (VideoNode) –

    Non-subbed reference source (eg CR, Funi, Amazon).

  • partials

    (list[VideoNode]) –

    Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

Returns:

  • tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]] –

    Dehardsub stages and masks used for progressive dehardsub.

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def get_progressive_dehardsub(
    self, hardsub: vs.VideoNode, ref: vs.VideoNode, partials: list[vs.VideoNode]
) -> tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]]:
    """
    Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

    Args:
        hardsub: Hardsub master source (eg Wakanim RU dub).
        ref: Non-subbed reference source (eg CR, Funi, Amazon).
        partials: Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

    Returns:
        Dehardsub stages and masks used for progressive dehardsub.
    """
    assert check_variable(hardsub, self.get_progressive_dehardsub)

    masks = [self.get_mask(hardsub, ref)]
    partials_dehardsubbed = [hardsub]
    dehardsub_masks = list[ConstantFormatVideoNode]()
    partials = [*partials, ref]

    thr = scale_value(self.bin_thr, 32, masks[-1])

    for p in partials:
        masks.append(ExprOp.SUB.combine(masks[-1], self.get_mask(p, ref)))
        dehardsub_masks.append(
            iterate(expr_func([masks[-1]], f"x {thr} < 0 x ?"), core.lazy.std.Maximum, 4).std.Inflate()
        )
        partials_dehardsubbed.append(partials_dehardsubbed[-1].std.MaskedMerge(p, dehardsub_masks[-1]))

        masks[-1] = masks[-1].std.MaskedMerge(masks[-1].std.Invert(), masks[-2])

    return partials_dehardsubbed, dehardsub_masks

HardsubLineFade 

HardsubLineFade(
    ranges: FrameRangeN | FrameRangesN | None = None,
    bound: BoundingBox | None = None,
    expand: int | None = None,
    refframe: float = 0.5,
    *,
    blur: bool = False
)

Bases: HardsubLine

A specialized version of HardsubLine with a weight for selecting a frame within the specified frame ranges.

Parameters:

  • ranges

    (FrameRangeN | FrameRangesN | None, default: None ) –

    The frame ranges that the mask should be applied to.

  • bound

    (BoundingBox | None, default: None ) –

    An optional bounding box that defines the area of the frame where the mask will be applied. If None, the mask applies to the whole frame.

  • expand

    (int | None, default: None ) –

    std.Maximum iterations. Default is automatically adjusted based on the width of the clip.

  • refframe

    (float, default: 0.5 ) –

    Weight of the reference frame used in building the final mask for each range. Must be between 0 and 1.

  • blur

    (bool, default: False ) –

    Whether to apply a box blur effect to the mask.

Methods:

Attributes:

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def __init__(
    self,
    ranges: FrameRangeN | FrameRangesN | None = None,
    bound: BoundingBox | None = None,
    expand: int | None = None,
    refframe: float = 0.5,
    *,
    blur: bool = False,
) -> None:
    """
    Args:
        ranges: The frame ranges that the mask should be applied to.
        bound: An optional bounding box that defines the area of the frame where the mask will be applied. If None,
            the mask applies to the whole frame.
        expand: std.Maximum iterations. Default is automatically adjusted based on the width of the clip.
        refframe: Weight of the reference frame used in building the final mask for each range. Must be between 0
            and 1.
        blur: Whether to apply a box blur effect to the mask.
    """
    if refframe < 0 or refframe > 1:
        raise CustomOverflowError('"refframe" must be between 0 and 1!', self.__class__)

    self.ref_float = refframe

    super().__init__(ranges, bound, expand, blur=blur, refframes=None)

bin_thr class-attribute instance-attribute 

bin_thr: float = 0.75

blur instance-attribute 

blur: bool = blur

bound instance-attribute 

bound: BoundingBox | None = bound

expand instance-attribute 

expand: int | None = expand

ranges instance-attribute 

ranges: FrameRangesN = (
    ranges
    if isinstance(ranges, Sequence)
    else [(0, None)] if ranges is None else [ranges]
)

ref_float instance-attribute 

ref_float: float = refframe

refframes instance-attribute 

refframes: list[int | None]

apply_dehardsub 

apply_dehardsub(
    hardsub: VideoNode, ref: VideoNode, partials: list[VideoNode] | None = None
) -> ConstantFormatVideoNode

Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

Parameters:

  • hardsub

    (VideoNode) –

    Hardsub master source (eg Wakanim RU dub).

  • ref

    (VideoNode) –

    Non-subbed reference source (eg CR, Funi, Amazon).

  • partials

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

    Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

Returns:

  • ConstantFormatVideoNode –

    Dehardsubbed clip.

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def apply_dehardsub(
    self, hardsub: vs.VideoNode, ref: vs.VideoNode, partials: list[vs.VideoNode] | None = None
) -> ConstantFormatVideoNode:
    """
    Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

    Args:
        hardsub: Hardsub master source (eg Wakanim RU dub).
        ref: Non-subbed reference source (eg CR, Funi, Amazon).
        partials: Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

    Returns:
        Dehardsubbed clip.
    """
    if partials:
        partials_dehardsubbed, _ = self.get_progressive_dehardsub(hardsub, ref, partials)
        dehardsub = partials_dehardsubbed[-1]
    else:
        dehardsub = hardsub.std.MaskedMerge(ref, self.get_mask(hardsub, ref))

    return replace_ranges(hardsub, dehardsub, self.ranges)

apply_mask 

apply_mask(
    _clipa: VideoNode,
    _clipb: VideoNode,
    _ref: VideoNode | None = None,
    /,
    **kwargs: Any,
) -> ConstantFormatVideoNode
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@inject_self.init_kwargs.clean
def apply_mask(
    self, _clipa: vs.VideoNode, _clipb: vs.VideoNode, _ref: vs.VideoNode | None = None, /, **kwargs: Any
) -> ConstantFormatVideoNode:
    return _clipa.std.MaskedMerge(_clipb, self.get_mask(_ref or _clipa, **kwargs))

get_mask 

get_mask(
    clip: VideoNode, /, ref: VideoNode, **kwargs: Any
) -> ConstantFormatVideoNode
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def get_mask(self, clip: vs.VideoNode, /, ref: vs.VideoNode, **kwargs: Any) -> ConstantFormatVideoNode:
    self.refframes = [r[0] + round((r[1] - r[0]) * self.ref_float) for r in normalize_ranges(ref, self.ranges)]

    return super().get_mask(clip, ref)

get_progressive_dehardsub 

get_progressive_dehardsub(
    hardsub: VideoNode, ref: VideoNode, partials: list[VideoNode]
) -> tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]]

Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

Parameters:

  • hardsub

    (VideoNode) –

    Hardsub master source (eg Wakanim RU dub).

  • ref

    (VideoNode) –

    Non-subbed reference source (eg CR, Funi, Amazon).

  • partials

    (list[VideoNode]) –

    Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

Returns:

  • tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]] –

    Dehardsub stages and masks used for progressive dehardsub.

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def get_progressive_dehardsub(
    self, hardsub: vs.VideoNode, ref: vs.VideoNode, partials: list[vs.VideoNode]
) -> tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]]:
    """
    Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

    Args:
        hardsub: Hardsub master source (eg Wakanim RU dub).
        ref: Non-subbed reference source (eg CR, Funi, Amazon).
        partials: Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

    Returns:
        Dehardsub stages and masks used for progressive dehardsub.
    """
    assert check_variable(hardsub, self.get_progressive_dehardsub)

    masks = [self.get_mask(hardsub, ref)]
    partials_dehardsubbed = [hardsub]
    dehardsub_masks = list[ConstantFormatVideoNode]()
    partials = [*partials, ref]

    thr = scale_value(self.bin_thr, 32, masks[-1])

    for p in partials:
        masks.append(ExprOp.SUB.combine(masks[-1], self.get_mask(p, ref)))
        dehardsub_masks.append(
            iterate(expr_func([masks[-1]], f"x {thr} < 0 x ?"), core.lazy.std.Maximum, 4).std.Inflate()
        )
        partials_dehardsubbed.append(partials_dehardsubbed[-1].std.MaskedMerge(p, dehardsub_masks[-1]))

        masks[-1] = masks[-1].std.MaskedMerge(masks[-1].std.Invert(), masks[-2])

    return partials_dehardsubbed, dehardsub_masks

HardsubMask 

HardsubMask(
    ranges: FrameRangeN | FrameRangesN | None = None,
    bound: BoundingBox | None = None,
    *,
    blur: bool = False,
    refframes: int | list[int | None] | None = None
)

Bases: DeferredMask

Abstract HardsubMask interface

Parameters:

  • ranges

    (FrameRangeN | FrameRangesN | None, default: None ) –

    The frame ranges that the mask should be applied to.

  • bound

    (BoundingBox | None, default: None ) –

    An optional bounding box that defines the area of the frame where the mask will be applied. If None, the mask applies to the whole frame.

  • blur

    (bool, default: False ) –

    Whether to apply a box blur effect to the mask.

  • refframes

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

    A list of reference frames used in building the final mask for each specified range. Must have the same length as ranges.

Methods:

Attributes:

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def __init__(
    self,
    ranges: FrameRangeN | FrameRangesN | None = None,
    bound: BoundingBox | None = None,
    *,
    blur: bool = False,
    refframes: int | list[int | None] | None = None,
) -> None:
    """
    Args:
        ranges: The frame ranges that the mask should be applied to.
        bound: An optional bounding box that defines the area of the frame where the mask will be applied. If None,
            the mask applies to the whole frame.
        blur: Whether to apply a box blur effect to the mask.
        refframes: A list of reference frames used in building the final mask for each specified range. Must have
            the same length as `ranges`.
    """
    self.ranges = ranges if isinstance(ranges, Sequence) else [(0, None)] if ranges is None else [ranges]
    self.blur = blur
    self.bound = bound

    if refframes is None:
        self.refframes = []
    else:
        self.refframes = refframes if isinstance(refframes, list) else normalize_seq(refframes, len(self.ranges))

    if len(self.refframes) > 0 and len(self.refframes) != len(self.ranges):
        raise FramesLengthError(self.__class__, "", "Received reference frame and range list size mismatch!")

bin_thr class-attribute instance-attribute 

bin_thr: float = 0.75

blur instance-attribute 

blur: bool = blur

bound instance-attribute 

bound: BoundingBox | None = bound

ranges instance-attribute 

ranges: FrameRangesN = (
    ranges
    if isinstance(ranges, Sequence)
    else [(0, None)] if ranges is None else [ranges]
)

refframes instance-attribute 

refframes: list[int | None]

apply_dehardsub 

apply_dehardsub(
    hardsub: VideoNode, ref: VideoNode, partials: list[VideoNode] | None = None
) -> ConstantFormatVideoNode

Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

Parameters:

  • hardsub

    (VideoNode) –

    Hardsub master source (eg Wakanim RU dub).

  • ref

    (VideoNode) –

    Non-subbed reference source (eg CR, Funi, Amazon).

  • partials

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

    Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

Returns:

  • ConstantFormatVideoNode –

    Dehardsubbed clip.

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def apply_dehardsub(
    self, hardsub: vs.VideoNode, ref: vs.VideoNode, partials: list[vs.VideoNode] | None = None
) -> ConstantFormatVideoNode:
    """
    Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

    Args:
        hardsub: Hardsub master source (eg Wakanim RU dub).
        ref: Non-subbed reference source (eg CR, Funi, Amazon).
        partials: Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

    Returns:
        Dehardsubbed clip.
    """
    if partials:
        partials_dehardsubbed, _ = self.get_progressive_dehardsub(hardsub, ref, partials)
        dehardsub = partials_dehardsubbed[-1]
    else:
        dehardsub = hardsub.std.MaskedMerge(ref, self.get_mask(hardsub, ref))

    return replace_ranges(hardsub, dehardsub, self.ranges)

apply_mask 

apply_mask(
    _clipa: VideoNode,
    _clipb: VideoNode,
    _ref: VideoNode | None = None,
    /,
    **kwargs: Any,
) -> ConstantFormatVideoNode
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@inject_self.init_kwargs.clean
def apply_mask(
    self, _clipa: vs.VideoNode, _clipb: vs.VideoNode, _ref: vs.VideoNode | None = None, /, **kwargs: Any
) -> ConstantFormatVideoNode:
    return _clipa.std.MaskedMerge(_clipb, self.get_mask(_ref or _clipa, **kwargs))

get_mask 

get_mask(
    clip: VideoNode, /, ref: VideoNode, **kwargs: Any
) -> ConstantFormatVideoNode

Get the constructed mask

Parameters:

  • clip

    (VideoNode) –

    Source clip.

  • ref

    (VideoNode) –

    Reference clip.

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments passed to the internal _mask method.

Returns:

  • ConstantFormatVideoNode –

    Constructed mask

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@limiter
def get_mask(self, clip: vs.VideoNode, /, ref: vs.VideoNode, **kwargs: Any) -> ConstantFormatVideoNode:
    """
    Get the constructed mask

    Args:
        clip: Source clip.
        ref: Reference clip.
        **kwargs: Keyword arguments passed to the internal `_mask` method.

    Returns:
        Constructed mask
    """
    assert check_variable(clip, self.get_mask)
    assert check_variable(ref, self.get_mask)

    if self.refframes:
        hm = vs.core.std.BlankClip(
            ref, format=ref.format.replace(color_family=vs.GRAY, subsampling_h=0, subsampling_w=0).id, keep=True
        )

        for ran, rf in zip(self.ranges, self.refframes):
            if rf is None:
                rf = ref.num_frames - 1
            elif rf < 0:
                rf = ref.num_frames - 1 + rf

            mask = depth(
                self._mask(clip[rf], ref[rf], **kwargs), clip, range_out=ColorRange.FULL, range_in=ColorRange.FULL
            )
            mask = vs.core.std.Loop(mask, hm.num_frames)

            hm = replace_ranges(hm, ExprOp.MAX.combine(hm, mask), ran)
    else:
        hm = depth(self._mask(clip, ref, **kwargs), clip, range_out=ColorRange.FULL, range_in=ColorRange.FULL)

    if self.bound:
        bm = self.bound.get_mask(hm, **kwargs)

        if self.blur:
            bm = box_blur(bm, 5, 5)

        hm = hm.std.BlankClip(keep=True).std.MaskedMerge(hm, bm)

    return hm

get_progressive_dehardsub 

get_progressive_dehardsub(
    hardsub: VideoNode, ref: VideoNode, partials: list[VideoNode]
) -> tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]]

Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

Parameters:

  • hardsub

    (VideoNode) –

    Hardsub master source (eg Wakanim RU dub).

  • ref

    (VideoNode) –

    Non-subbed reference source (eg CR, Funi, Amazon).

  • partials

    (list[VideoNode]) –

    Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

Returns:

  • tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]] –

    Dehardsub stages and masks used for progressive dehardsub.

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def get_progressive_dehardsub(
    self, hardsub: vs.VideoNode, ref: vs.VideoNode, partials: list[vs.VideoNode]
) -> tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]]:
    """
    Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

    Args:
        hardsub: Hardsub master source (eg Wakanim RU dub).
        ref: Non-subbed reference source (eg CR, Funi, Amazon).
        partials: Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

    Returns:
        Dehardsub stages and masks used for progressive dehardsub.
    """
    assert check_variable(hardsub, self.get_progressive_dehardsub)

    masks = [self.get_mask(hardsub, ref)]
    partials_dehardsubbed = [hardsub]
    dehardsub_masks = list[ConstantFormatVideoNode]()
    partials = [*partials, ref]

    thr = scale_value(self.bin_thr, 32, masks[-1])

    for p in partials:
        masks.append(ExprOp.SUB.combine(masks[-1], self.get_mask(p, ref)))
        dehardsub_masks.append(
            iterate(expr_func([masks[-1]], f"x {thr} < 0 x ?"), core.lazy.std.Maximum, 4).std.Inflate()
        )
        partials_dehardsubbed.append(partials_dehardsubbed[-1].std.MaskedMerge(p, dehardsub_masks[-1]))

        masks[-1] = masks[-1].std.MaskedMerge(masks[-1].std.Invert(), masks[-2])

    return partials_dehardsubbed, dehardsub_masks

HardsubSign 

HardsubSign(
    ranges: FrameRangeN | FrameRangesN | None = None,
    bound: BoundingBox | None = None,
    thr: float = 0.06,
    minimum: int = 1,
    expand: int = 8,
    inflate: int = 7,
    expand_mode: XxpandMode = RECTANGLE,
    *,
    blur: bool = False,
    refframes: int | list[int | None] | None = None
)

Bases: HardsubMask

Hardsub scenefiltering helper using Zastin <https://github.com/kgrabs>_'s hardsub mask.

Parameters:

  • ranges

    (FrameRangeN | FrameRangesN | None, default: None ) –

    The frame ranges that the mask should be applied to.

  • bound

    (BoundingBox | None, default: None ) –

    An optional bounding box that defines the area of the frame where the mask will be applied. If None, the mask applies to the whole frame.

  • thr

    (float, default: 0.06 ) –

    Binarization threshold, [0, 1] (Default: 0.06).

  • minimum

    (int, default: 1 ) –

    std.Minimum iterations (Default: 1).

  • expand

    (int, default: 8 ) –

    std.Maximum iterations (Default: 8).

  • inflate

    (int, default: 7 ) –

    std.Inflate iterations (Default: 7).

  • expand_mode

    (XxpandMode, default: RECTANGLE ) –

    Specifies the XxpandMode used for mask growth (Default: XxpandMode.RECTANGLE).

  • blur

    (bool, default: False ) –

    Whether to apply a box blur effect to the mask.

  • refframes

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

    A list of reference frames used in building the final mask for each specified range. Must have the same length as ranges.

Methods:

Attributes:

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def __init__(
    self,
    ranges: FrameRangeN | FrameRangesN | None = None,
    bound: BoundingBox | None = None,
    thr: float = 0.06,
    minimum: int = 1,
    expand: int = 8,
    inflate: int = 7,
    expand_mode: XxpandMode = XxpandMode.RECTANGLE,
    *,
    blur: bool = False,
    refframes: int | list[int | None] | None = None,
) -> None:
    """
    Args:
        ranges: The frame ranges that the mask should be applied to.
        bound: An optional bounding box that defines the area of the frame where the mask will be applied. If None,
            the mask applies to the whole frame.
        thr: Binarization threshold, [0, 1] (Default: 0.06).
        minimum: std.Minimum iterations (Default: 1).
        expand: std.Maximum iterations (Default: 8).
        inflate: std.Inflate iterations (Default: 7).
        expand_mode: Specifies the XxpandMode used for mask growth (Default: XxpandMode.RECTANGLE).
        blur: Whether to apply a box blur effect to the mask.
        refframes: A list of reference frames used in building the final mask for each specified range. Must have
            the same length as `ranges`.
    """
    self.thr = thr
    self.minimum = minimum
    self.expand = expand
    self.inflate = inflate
    self.expand_mode = expand_mode
    super().__init__(ranges, bound, blur=blur, refframes=refframes)

bin_thr class-attribute instance-attribute 

bin_thr: float = 0.75

blur instance-attribute 

blur: bool = blur

bound instance-attribute 

bound: BoundingBox | None = bound

expand instance-attribute 

expand: int = expand

expand_mode instance-attribute 

expand_mode: XxpandMode = expand_mode

inflate instance-attribute 

inflate: int = inflate

minimum instance-attribute 

minimum: int = minimum

ranges instance-attribute 

ranges: FrameRangesN = (
    ranges
    if isinstance(ranges, Sequence)
    else [(0, None)] if ranges is None else [ranges]
)

refframes instance-attribute 

refframes: list[int | None]

thr instance-attribute 

thr: float = thr

apply_dehardsub 

apply_dehardsub(
    hardsub: VideoNode, ref: VideoNode, partials: list[VideoNode] | None = None
) -> ConstantFormatVideoNode

Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

Parameters:

  • hardsub

    (VideoNode) –

    Hardsub master source (eg Wakanim RU dub).

  • ref

    (VideoNode) –

    Non-subbed reference source (eg CR, Funi, Amazon).

  • partials

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

    Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

Returns:

  • ConstantFormatVideoNode –

    Dehardsubbed clip.

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def apply_dehardsub(
    self, hardsub: vs.VideoNode, ref: vs.VideoNode, partials: list[vs.VideoNode] | None = None
) -> ConstantFormatVideoNode:
    """
    Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

    Args:
        hardsub: Hardsub master source (eg Wakanim RU dub).
        ref: Non-subbed reference source (eg CR, Funi, Amazon).
        partials: Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

    Returns:
        Dehardsubbed clip.
    """
    if partials:
        partials_dehardsubbed, _ = self.get_progressive_dehardsub(hardsub, ref, partials)
        dehardsub = partials_dehardsubbed[-1]
    else:
        dehardsub = hardsub.std.MaskedMerge(ref, self.get_mask(hardsub, ref))

    return replace_ranges(hardsub, dehardsub, self.ranges)

apply_mask 

apply_mask(
    _clipa: VideoNode,
    _clipb: VideoNode,
    _ref: VideoNode | None = None,
    /,
    **kwargs: Any,
) -> ConstantFormatVideoNode
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@inject_self.init_kwargs.clean
def apply_mask(
    self, _clipa: vs.VideoNode, _clipb: vs.VideoNode, _ref: vs.VideoNode | None = None, /, **kwargs: Any
) -> ConstantFormatVideoNode:
    return _clipa.std.MaskedMerge(_clipb, self.get_mask(_ref or _clipa, **kwargs))

get_mask 

get_mask(
    clip: VideoNode, /, ref: VideoNode, **kwargs: Any
) -> ConstantFormatVideoNode

Get the constructed mask

Parameters:

  • clip

    (VideoNode) –

    Source clip.

  • ref

    (VideoNode) –

    Reference clip.

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments passed to the internal _mask method.

Returns:

  • ConstantFormatVideoNode –

    Constructed mask

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@limiter
def get_mask(self, clip: vs.VideoNode, /, ref: vs.VideoNode, **kwargs: Any) -> ConstantFormatVideoNode:
    """
    Get the constructed mask

    Args:
        clip: Source clip.
        ref: Reference clip.
        **kwargs: Keyword arguments passed to the internal `_mask` method.

    Returns:
        Constructed mask
    """
    assert check_variable(clip, self.get_mask)
    assert check_variable(ref, self.get_mask)

    if self.refframes:
        hm = vs.core.std.BlankClip(
            ref, format=ref.format.replace(color_family=vs.GRAY, subsampling_h=0, subsampling_w=0).id, keep=True
        )

        for ran, rf in zip(self.ranges, self.refframes):
            if rf is None:
                rf = ref.num_frames - 1
            elif rf < 0:
                rf = ref.num_frames - 1 + rf

            mask = depth(
                self._mask(clip[rf], ref[rf], **kwargs), clip, range_out=ColorRange.FULL, range_in=ColorRange.FULL
            )
            mask = vs.core.std.Loop(mask, hm.num_frames)

            hm = replace_ranges(hm, ExprOp.MAX.combine(hm, mask), ran)
    else:
        hm = depth(self._mask(clip, ref, **kwargs), clip, range_out=ColorRange.FULL, range_in=ColorRange.FULL)

    if self.bound:
        bm = self.bound.get_mask(hm, **kwargs)

        if self.blur:
            bm = box_blur(bm, 5, 5)

        hm = hm.std.BlankClip(keep=True).std.MaskedMerge(hm, bm)

    return hm

get_progressive_dehardsub 

get_progressive_dehardsub(
    hardsub: VideoNode, ref: VideoNode, partials: list[VideoNode]
) -> tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]]

Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

Parameters:

  • hardsub

    (VideoNode) –

    Hardsub master source (eg Wakanim RU dub).

  • ref

    (VideoNode) –

    Non-subbed reference source (eg CR, Funi, Amazon).

  • partials

    (list[VideoNode]) –

    Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

Returns:

  • tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]] –

    Dehardsub stages and masks used for progressive dehardsub.

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def get_progressive_dehardsub(
    self, hardsub: vs.VideoNode, ref: vs.VideoNode, partials: list[vs.VideoNode]
) -> tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]]:
    """
    Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

    Args:
        hardsub: Hardsub master source (eg Wakanim RU dub).
        ref: Non-subbed reference source (eg CR, Funi, Amazon).
        partials: Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

    Returns:
        Dehardsub stages and masks used for progressive dehardsub.
    """
    assert check_variable(hardsub, self.get_progressive_dehardsub)

    masks = [self.get_mask(hardsub, ref)]
    partials_dehardsubbed = [hardsub]
    dehardsub_masks = list[ConstantFormatVideoNode]()
    partials = [*partials, ref]

    thr = scale_value(self.bin_thr, 32, masks[-1])

    for p in partials:
        masks.append(ExprOp.SUB.combine(masks[-1], self.get_mask(p, ref)))
        dehardsub_masks.append(
            iterate(expr_func([masks[-1]], f"x {thr} < 0 x ?"), core.lazy.std.Maximum, 4).std.Inflate()
        )
        partials_dehardsubbed.append(partials_dehardsubbed[-1].std.MaskedMerge(p, dehardsub_masks[-1]))

        masks[-1] = masks[-1].std.MaskedMerge(masks[-1].std.Invert(), masks[-2])

    return partials_dehardsubbed, dehardsub_masks

HardsubSignFades 

HardsubSignFades(
    ranges: FrameRangeN | FrameRangesN | None = None,
    bound: BoundingBox | None = None,
    highpass: float = 0.0763,
    expand: int = 8,
    edgemask: GenericMaskT = SobelStd,
    expand_mode: XxpandMode = RECTANGLE,
    *,
    blur: bool = False,
    refframes: int | list[int | None] | None = None
)

Bases: HardsubMask

Helper for hardsub scene filtering, typically used for de-hardsubbing signs during fades or hard-to-catch signs. Originally written by Kageru from Kagefunc: https://github.com/Irrational-Encoding-Wizardry/kagefunc

Parameters:

  • ranges

    (FrameRangeN | FrameRangesN | None, default: None ) –

    The frame ranges that the mask should be applied to.

  • bound

    (BoundingBox | None, default: None ) –

    An optional bounding box that defines the area of the frame where the mask will be applied. If None, the mask applies to the whole frame.

  • highpass

    (float, default: 0.0763 ) –

    Highpass threshold. Lower this value if the sign isn't fully de-hardsubbed, but be cautious as it may also capture more artifacts.

  • expand

    (int, default: 8 ) –

    Number of expand iterations.

  • edgemask

    (GenericMaskT, default: SobelStd ) –

    Edge mask used for finding subtitles.

  • expand_mode

    (XxpandMode, default: RECTANGLE ) –

    Specifies the XxpandMode used for mask growth

  • blur

    (bool, default: False ) –

    Whether to apply a box blur effect to the mask.

  • refframes

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

    A list of reference frames used in building the final mask for each specified range. Must have the same length as ranges.

Methods:

Attributes:

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def __init__(
    self,
    ranges: FrameRangeN | FrameRangesN | None = None,
    bound: BoundingBox | None = None,
    highpass: float = 0.0763,
    expand: int = 8,
    edgemask: GenericMaskT = SobelStd,
    expand_mode: XxpandMode = XxpandMode.RECTANGLE,
    *,
    blur: bool = False,
    refframes: int | list[int | None] | None = None,
) -> None:
    """
    Args:
        ranges: The frame ranges that the mask should be applied to.
        bound: An optional bounding box that defines the area of the frame where the mask will be applied. If None,
            the mask applies to the whole frame.
        highpass: Highpass threshold. Lower this value if the sign isn't fully de-hardsubbed, but be cautious as it
            may also capture more artifacts.
        expand: Number of expand iterations.
        edgemask: Edge mask used for finding subtitles.
        expand_mode: Specifies the XxpandMode used for mask growth
        blur: Whether to apply a box blur effect to the mask.
        refframes: A list of reference frames used in building the final mask for each specified range. Must have
            the same length as `ranges`.
    """
    self.highpass = highpass
    self.expand = expand
    self.edgemask = edgemask
    self.expand_mode = expand_mode

    super().__init__(ranges, bound, blur=blur, refframes=refframes)

bin_thr class-attribute instance-attribute 

bin_thr: float = 0.75

blur instance-attribute 

blur: bool = blur

bound instance-attribute 

bound: BoundingBox | None = bound

edgemask instance-attribute 

edgemask: GenericMaskT = edgemask

expand instance-attribute 

expand: int = expand

expand_mode instance-attribute 

expand_mode: XxpandMode = expand_mode

highpass instance-attribute 

highpass: float = highpass

ranges instance-attribute 

ranges: FrameRangesN = (
    ranges
    if isinstance(ranges, Sequence)
    else [(0, None)] if ranges is None else [ranges]
)

refframes instance-attribute 

refframes: list[int | None]

apply_dehardsub 

apply_dehardsub(
    hardsub: VideoNode, ref: VideoNode, partials: list[VideoNode] | None = None
) -> ConstantFormatVideoNode

Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

Parameters:

  • hardsub

    (VideoNode) –

    Hardsub master source (eg Wakanim RU dub).

  • ref

    (VideoNode) –

    Non-subbed reference source (eg CR, Funi, Amazon).

  • partials

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

    Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

Returns:

  • ConstantFormatVideoNode –

    Dehardsubbed clip.

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def apply_dehardsub(
    self, hardsub: vs.VideoNode, ref: vs.VideoNode, partials: list[vs.VideoNode] | None = None
) -> ConstantFormatVideoNode:
    """
    Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

    Args:
        hardsub: Hardsub master source (eg Wakanim RU dub).
        ref: Non-subbed reference source (eg CR, Funi, Amazon).
        partials: Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

    Returns:
        Dehardsubbed clip.
    """
    if partials:
        partials_dehardsubbed, _ = self.get_progressive_dehardsub(hardsub, ref, partials)
        dehardsub = partials_dehardsubbed[-1]
    else:
        dehardsub = hardsub.std.MaskedMerge(ref, self.get_mask(hardsub, ref))

    return replace_ranges(hardsub, dehardsub, self.ranges)

apply_mask 

apply_mask(
    _clipa: VideoNode,
    _clipb: VideoNode,
    _ref: VideoNode | None = None,
    /,
    **kwargs: Any,
) -> ConstantFormatVideoNode
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@inject_self.init_kwargs.clean
def apply_mask(
    self, _clipa: vs.VideoNode, _clipb: vs.VideoNode, _ref: vs.VideoNode | None = None, /, **kwargs: Any
) -> ConstantFormatVideoNode:
    return _clipa.std.MaskedMerge(_clipb, self.get_mask(_ref or _clipa, **kwargs))

get_mask 

get_mask(
    clip: VideoNode, /, ref: VideoNode, **kwargs: Any
) -> ConstantFormatVideoNode

Get the constructed mask

Parameters:

  • clip

    (VideoNode) –

    Source clip.

  • ref

    (VideoNode) –

    Reference clip.

  • **kwargs

    (Any, default: {} ) –

    Keyword arguments passed to the internal _mask method.

Returns:

  • ConstantFormatVideoNode –

    Constructed mask

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@limiter
def get_mask(self, clip: vs.VideoNode, /, ref: vs.VideoNode, **kwargs: Any) -> ConstantFormatVideoNode:
    """
    Get the constructed mask

    Args:
        clip: Source clip.
        ref: Reference clip.
        **kwargs: Keyword arguments passed to the internal `_mask` method.

    Returns:
        Constructed mask
    """
    assert check_variable(clip, self.get_mask)
    assert check_variable(ref, self.get_mask)

    if self.refframes:
        hm = vs.core.std.BlankClip(
            ref, format=ref.format.replace(color_family=vs.GRAY, subsampling_h=0, subsampling_w=0).id, keep=True
        )

        for ran, rf in zip(self.ranges, self.refframes):
            if rf is None:
                rf = ref.num_frames - 1
            elif rf < 0:
                rf = ref.num_frames - 1 + rf

            mask = depth(
                self._mask(clip[rf], ref[rf], **kwargs), clip, range_out=ColorRange.FULL, range_in=ColorRange.FULL
            )
            mask = vs.core.std.Loop(mask, hm.num_frames)

            hm = replace_ranges(hm, ExprOp.MAX.combine(hm, mask), ran)
    else:
        hm = depth(self._mask(clip, ref, **kwargs), clip, range_out=ColorRange.FULL, range_in=ColorRange.FULL)

    if self.bound:
        bm = self.bound.get_mask(hm, **kwargs)

        if self.blur:
            bm = box_blur(bm, 5, 5)

        hm = hm.std.BlankClip(keep=True).std.MaskedMerge(hm, bm)

    return hm

get_progressive_dehardsub 

get_progressive_dehardsub(
    hardsub: VideoNode, ref: VideoNode, partials: list[VideoNode]
) -> tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]]

Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

Parameters:

  • hardsub

    (VideoNode) –

    Hardsub master source (eg Wakanim RU dub).

  • ref

    (VideoNode) –

    Non-subbed reference source (eg CR, Funi, Amazon).

  • partials

    (list[VideoNode]) –

    Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

Returns:

  • tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]] –

    Dehardsub stages and masks used for progressive dehardsub.

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def get_progressive_dehardsub(
    self, hardsub: vs.VideoNode, ref: vs.VideoNode, partials: list[vs.VideoNode]
) -> tuple[list[ConstantFormatVideoNode], list[ConstantFormatVideoNode]]:
    """
    Dehardsub using multiple superior hardsubbed sources and one inferior non-subbed source.

    Args:
        hardsub: Hardsub master source (eg Wakanim RU dub).
        ref: Non-subbed reference source (eg CR, Funi, Amazon).
        partials: Sources to use for partial dehardsubbing (eg Waka DE, FR, SC).

    Returns:
        Dehardsub stages and masks used for progressive dehardsub.
    """
    assert check_variable(hardsub, self.get_progressive_dehardsub)

    masks = [self.get_mask(hardsub, ref)]
    partials_dehardsubbed = [hardsub]
    dehardsub_masks = list[ConstantFormatVideoNode]()
    partials = [*partials, ref]

    thr = scale_value(self.bin_thr, 32, masks[-1])

    for p in partials:
        masks.append(ExprOp.SUB.combine(masks[-1], self.get_mask(p, ref)))
        dehardsub_masks.append(
            iterate(expr_func([masks[-1]], f"x {thr} < 0 x ?"), core.lazy.std.Maximum, 4).std.Inflate()
        )
        partials_dehardsubbed.append(partials_dehardsubbed[-1].std.MaskedMerge(p, dehardsub_masks[-1]))

        masks[-1] = masks[-1].std.MaskedMerge(masks[-1].std.Invert(), masks[-2])

    return partials_dehardsubbed, dehardsub_masks

bounded_dehardsub 

bounded_dehardsub(
    hrdsb: VideoNode,
    ref: VideoNode,
    signs: list[HardsubMask],
    partials: list[VideoNode] | None = None,
) -> ConstantFormatVideoNode
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def bounded_dehardsub(
    hrdsb: vs.VideoNode, ref: vs.VideoNode, signs: list[HardsubMask], partials: list[vs.VideoNode] | None = None
) -> ConstantFormatVideoNode:
    assert check_variable(hrdsb, bounded_dehardsub)
    for sign in signs:
        hrdsb = sign.apply_dehardsub(hrdsb, ref, partials)

    return hrdsb

diff_hardsub_mask 

diff_hardsub_mask(
    a: VideoNode, b: VideoNode, **kwargs: Any
) -> ConstantFormatVideoNode
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def diff_hardsub_mask(a: vs.VideoNode, b: vs.VideoNode, **kwargs: Any) -> ConstantFormatVideoNode:
    assert check_variable(a, diff_hardsub_mask)
    assert check_variable(b, diff_hardsub_mask)

    return a.std.BlankClip(color=get_neutral_values(a), keep=True).std.MaskedMerge(
        a.std.MakeDiff(b), HardsubLine(**kwargs).get_mask(a, b)
    )

get_all_sign_masks 

get_all_sign_masks(
    hrdsb: VideoNode, ref: VideoNode, signs: list[HardsubMask]
) -> ConstantFormatVideoNode
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@limiter
def get_all_sign_masks(hrdsb: vs.VideoNode, ref: vs.VideoNode, signs: list[HardsubMask]) -> ConstantFormatVideoNode:
    assert check_variable(hrdsb, get_all_sign_masks)
    assert check_variable(ref, get_all_sign_masks)

    mask = core.std.BlankClip(
        ref, format=ref.format.replace(color_family=vs.GRAY, subsampling_w=0, subsampling_h=0).id, keep=True
    )

    for sign in signs:
        mask = replace_ranges(mask, ExprOp.ADD.combine(mask, max_planes(sign.get_mask(hrdsb, ref))), sign.ranges)

    return mask