guyman624/comp.py

## comp.py
"""
I do not provide support for this unless its an actual error in the code and not related to your setup.

You'll need:
- Vapoursynth (this was written & tested on R53 with Python 3.9.6)
- pip3 install pathlib anitopy pyperclip requests requests_toolbelt
- https://github.com/HolyWu/L-SMASH-Works/releases/latest/ (Install to your usual Vapoursynth plugins64 folder)
- (if using ffmpeg) ffmpeg installed & in path

How to use:
- Drop comp.py into a folder with the video files you want
- (Recommended) Rename your files to have the typical [Group] Show - EP.mkv naming, since the script will try to parse the group and show name.
e.g. [JPBD] Youjo Senki - 01.m2ts ("fakegroup" for JPBDs so the imagefiles will have JPBD in the name)
- Change vars below (trim if needed)
- Run comp.py
"""

### Change these if you need to

# Ram Limit (in MB)
ram_limit = 6000

# Framecounts
frame_count_dark = 8
frame_count_bright = 4

# Automatically upload to slow.pics
slowpics = True

# Output slow.pics link to discord webhook (disabled if empty)
webhook_url = r""

# Upscale videos to make the clips match the highest found res
upscale = True

# Use ffmpeg as the image renderer (ffmpeg needs to be in path)
ffmpeg = True

"""
Used to trim clips.

Example:
trim_dict = {0: 1000, 1: 1046}

Means:
First clip should start at frame 1000
Second clip should start at frame 1046
(Clips are taken in alphabetical order of the filenames)
"""
trim_dict = {}

### Not recommended to change stuff below

import os
import time
import ctypes
import random
import pathlib
import requests
import anitopy as ani
import pyperclip as pc
import vapoursynth as vs
from requests import Session
from functools import partial
from threading import Condition
from concurrent.futures import Future
from requests_toolbelt import MultipartEncoder
from typing import Any, Dict, List, Optional, BinaryIO, TextIO, Union, Callable, Type, TypeVar, Sequence, cast
RenderCallback = Callable[[int, vs.VideoFrame], None]
VideoProp = Union[int, Sequence[int],float, Sequence[float],str, Sequence[str],vs.VideoNode, Sequence[vs.VideoNode],vs.VideoFrame, Sequence[vs.VideoFrame],Callable[..., Any], Sequence[Callable[..., Any]]]
T = TypeVar("T", bound=VideoProp)
vs.core.max_cache_size = ram_limit

def lazylist(clip: vs.VideoNode, dark_frames: int = 8, light_frames: int = 4, seed: int = 20202020, diff_thr: int = 15):
    """
    Blame Sea for what this shits out

    A function for generating a list of frames for comparison purposes.
    Works by running `core.std.PlaneStats()` on the input clip,
    iterating over all frames, and sorting all frames into 2 lists
    based on the PlaneStatsAverage value of the frame.
    Randomly picks frames from both lists, 8 from `dark` and 4
    from `light` by default.
    :param clip:          Input clip
    :param dark_frame:    Number of dark frames
    :param light_frame:   Number of light frames
    :param seed:          seed for `random.sample()`
    :param diff_thr:      Minimum distance between each frames (In seconds)
    :return:              List of dark and light frames
    """

    dark = []
    light = []

    def checkclip(n, f, clip):

        avg = f.props["PlaneStatsAverage"]

        if 0.062746 <= avg <= 0.380000:
            dark.append(n)

        elif 0.450000 <= avg <= 0.800000:
            light.append(n)

        return clip

    s_clip = clip.std.PlaneStats()

    eval_frames = vs.core.std.FrameEval(
        clip, partial(checkclip, clip=s_clip), prop_src=s_clip
    )
    print('Rendering clip to get frames...')
    clip_async_render(eval_frames)

    dark.sort()
    light.sort()

    dark_dedupe = [dark[0]]
    light_dedupe = [light[0]]

    thr = round(clip.fps_num / clip.fps_den * diff_thr)
    lastvald = dark[0]
    lastvall = light[0]

    for i in range(1, len(dark)):

        checklist = dark[0:i]
        x = dark[i]

        for y in checklist:
            if x >= y + thr and x >= lastvald + thr:
                dark_dedupe.append(x)
                lastvald = x
                break

    for i in range(1, len(light)):

        checklist = light[0:i]
        x = light[i]

        for y in checklist:
            if x >= y + thr and x >= lastvall + thr:
                light_dedupe.append(x)
                lastvall = x
                break

    if len(dark_dedupe) > dark_frames:
        random.seed(seed)
        dark_dedupe = random.sample(dark_dedupe, dark_frames)

    if len(light_dedupe) > light_frames:
        random.seed(seed)
        light_dedupe = random.sample(light_dedupe, light_frames)

    return dark_dedupe + light_dedupe

def _get_slowpics_header(content_length: str, content_type: str, sess: Session) -> Dict[str, str]:
    """
    Stolen from vardefunc
    """
    return {
        "Accept": "*/*",
        "Accept-Encoding": "gzip, deflate, br",
        "Accept-Language": "en-US,en;q=0.5",
        "Content-Length": content_length,
        "Content-Type": content_type,
        "Origin": "https://slow.pics/",
        "Referer": "https://slow.pics/comparison",
        "Sec-Fetch-Mode": "cors",
        "Sec-Fetch-Site": "same-origin",
        "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36",
        "X-XSRF-TOKEN": sess.cookies.get_dict()["XSRF-TOKEN"]
    }

class RenderContext:
    """
    Stolen from lvsfunc

    Contains info on the current render operation.
    """
    clip: vs.VideoNode
    queued: int
    frames: Dict[int, vs.VideoFrame]
    frames_rendered: int
    timecodes: List[float]
    condition: Condition

    def __init__(self, clip: vs.VideoNode, queued: int) -> None:
        self.clip = clip
        self.queued = queued
        self.frames = {}
        self.frames_rendered = 0
        self.timecodes = [0.0]
        self.condition = Condition()

def get_prop(frame: vs.VideoFrame, key: str, t: Type[T]) -> T:
    """
    Stolen from lvsfunc

    Gets FrameProp ``prop`` from frame ``frame`` with expected type ``t``
    to satisfy the type checker.

    :param frame:   Frame containing props
    :param key:     Prop to get
    :param t:       Type of prop

    :return:        frame.prop[key]
    """
    try:
        prop = frame.props[key]
    except KeyError:
        raise KeyError(f"get_prop: 'Key {key} not present in props'")

    if not isinstance(prop, t):
        raise ValueError(f"get_prop: 'Key {key} did not contain expected type: Expected {t} got {type(prop)}'")

    return prop

def clip_async_render(clip: vs.VideoNode,
                      outfile: Optional[BinaryIO] = None,
                      timecodes: Optional[TextIO] = None,
                      progress: Optional[str] = "Rendering clip...",
                      callback: Union[RenderCallback, List[RenderCallback], None] = None) -> List[float]:
    """
    Stolen from lvsfunc

    Render a clip by requesting frames asynchronously using clip.get_frame_async,
    providing for callback with frame number and frame object.

    This is mostly a re-implementation of VideoNode.output, but a little bit slower since it's pure python.
    You only really need this when you want to render a clip while operating on each frame in order
    or you want timecodes without using vspipe.

    :param clip:      Clip to render.
    :param outfile:   Y4MPEG render output BinaryIO handle. If None, no Y4M output is performed.
                      Use ``sys.stdout.buffer`` for stdout. (Default: None)
    :param timecodes: Timecode v2 file TextIO handle. If None, timecodes will not be written.
    :param progress:  String to use for render progress display.
                      If empty or ``None``, no progress display.
    :param callback:  Single or list of callbacks to be preformed. The callbacks are called
                      when each sequential frame is output, not when each frame is done.
                      Must have signature ``Callable[[int, vs.VideoNode], None]``
                      See :py:func:`lvsfunc.comparison.diff` for a use case (Default: None).

    :return:          List of timecodes from rendered clip.
    """
    cbl = [] if callback is None else callback if isinstance(callback, list) else [callback]

    ctx = RenderContext(clip, vs.core.num_threads)

    bad_timecodes: bool = False

    def cb(f: Future[vs.VideoFrame], n: int) -> None:
        ctx.frames[n] = f.result()
        nn = ctx.queued

        while ctx.frames_rendered in ctx.frames:
            nonlocal timecodes
            nonlocal bad_timecodes

            frame = ctx.frames[ctx.frames_rendered]
            # if a frame is missing timing info, clear timecodes because they're worthless
            if ("_DurationNum" not in frame.props or "_DurationDen" not in frame.props) and not bad_timecodes:
                bad_timecodes = True
                if timecodes:
                    timecodes.seek(0)
                    timecodes.truncate()
                    timecodes = None
                ctx.timecodes = []
                print("clip_async_render: frame missing duration information, discarding timecodes")
            elif not bad_timecodes:
                ctx.timecodes.append(ctx.timecodes[-1]
                                     + get_prop(frame, "_DurationNum", int)
                                     / get_prop(frame, "_DurationDen", int))
            finish_frame(outfile, timecodes, ctx)
            [cb(ctx.frames_rendered, ctx.frames[ctx.frames_rendered]) for cb in cbl]
            del ctx.frames[ctx.frames_rendered]  # tfw no infinite memory
            ctx.frames_rendered += 1

        # enqueue a new frame
        if nn < clip.num_frames:
            ctx.queued += 1
            cbp = partial(cb, n=nn)
            clip.get_frame_async(nn).add_done_callback(cbp)  # type: ignore

        ctx.condition.acquire()
        ctx.condition.notify()
        ctx.condition.release()

    if outfile:
        if clip.format is None:
            raise ValueError("clip_async_render: 'Cannot render a variable format clip to y4m!'")
        if clip.format.color_family not in (vs.YUV, vs.GRAY):
            raise ValueError("clip_async_render: 'Can only render YUV and GRAY clips to y4m!'")
        if clip.format.color_family == vs.GRAY:
            y4mformat = "mono"
        else:
            ss = (clip.format.subsampling_w, clip.format.subsampling_h)
            if ss == (1, 1):
                y4mformat = "420"
            elif ss == (1, 0):
                y4mformat = "422"
            elif ss == (0, 0):
                y4mformat = "444"
            elif ss == (2, 2):
                y4mformat = "410"
            elif ss == (2, 0):
                y4mformat = "411"
            elif ss == (0, 1):
                y4mformat = "440"
            else:
                raise ValueError("clip_async_render: 'What have you done'")

        y4mformat = f"{y4mformat}p{clip.format.bits_per_sample}" if clip.format.bits_per_sample > 8 else y4mformat

        header = f"YUV4MPEG2 C{y4mformat} W{clip.width} H{clip.height} " \
            f"F{clip.fps.numerator}:{clip.fps.denominator} Ip A0:0\n"
        outfile.write(header.encode("utf-8"))

    if timecodes:
        timecodes.write("# timestamp format v2\n")

    ctx.condition.acquire()

    # seed threads
    try:
        for n in range(min(clip.num_frames, vs.core.num_threads)):
            cbp = partial(cb, n=n)  # lambda won't bind the int immediately
            clip.get_frame_async(n).add_done_callback(cbp)  # type: ignore

        while ctx.frames_rendered != clip.num_frames:
            ctx.condition.wait()
    finally:
        return ctx.timecodes  # might as well

def finish_frame(outfile: Optional[BinaryIO], timecodes: Optional[TextIO], ctx: RenderContext) -> None:
    """
    Stolen from lvsfunc

    Output a frame.

    :param outfile:   Output IO handle for Y4MPEG
    :param timecodes: Output IO handle for timecodesv2
    :param ctx:       Rendering context
    """
    if timecodes:
        timecodes.write(f"{round(ctx.timecodes[ctx.frames_rendered]*1000):d}\n")
    if outfile is None:
        return

    f: vs.VideoFrame = ctx.frames[ctx.frames_rendered]

    outfile.write("FRAME\n".encode("utf-8"))

    for i, p in enumerate(f.planes()):
        if f.get_stride(i) != p.width * f.format.bytes_per_sample:
            outfile.write(bytes(p))  # type: ignore
        else:
            outfile.write(p)  # type: ignore

def screengen(
    clip: vs.VideoNode,
    folder: str,
    suffix: str,
    frame_numbers: List = None,
    start: int = 1):
    """
    Stoled from Sea

    Mod of Narkyy's screenshot generator, stolen from awsmfunc.
    Generates screenshots from a list of frames.
    Not specifying `frame_numbers` will use `ssfunc.util.lazylist()` to generate a list of frames.
    :param folder:            Name of folder where screenshots are saved.
    :param suffix:            Name prepended to screenshots (usually group name).
    :param frame_numbers:     List of frames. Either a list or an external file.
    :param start:             Frame to start from.
    :param delim:             Delimiter for the external file.
    > Usage: ScreenGen(src, "Screenshots", "a")
             ScreenGen(enc, "Screenshots", "b")
    """

    folder_path = "./{name}".format(name=folder)


    if not os.path.isdir(folder_path):
        os.mkdir(folder_path)

    for i, num in enumerate(frame_numbers, start=start):
        filename = "{path}/{:03d} - {suffix}.png".format(
            i, path=folder_path, suffix=suffix
        )

        matrix = clip.get_frame(0).props._Matrix

        if matrix == 2:
            matrix = 1

        print(f"Saving Frame {i}/{len(frame_numbers)} from {suffix}", end="\r")
        vs.core.imwri.Write(
            clip.resize.Spline36(
                format=vs.RGB24, matrix_in=matrix, dither_type="error_diffusion"
            ),
            "PNG",
            filename,
            overwrite=True,
        ).get_frame(num)

def get_highest_res(files: List[str]) -> int:
    height = 0
    for f in files:
        video = vs.core.lsmas.LWLibavSource(f)
        if height < video.height:
            height = video.height

    return height

def get_frames(clip: vs.VideoNode, frames: List[int]) -> vs.VideoNode:
    out = clip[frames[0]]
    for i in frames[1:]:
        out += clip[i]
    return out

def actual_script():
    files = sorted([f for f in os.listdir('.') if f.endswith('.mkv') or f.endswith('.m2ts') or f.endswith('.mp4')])

    if len(files) < 2:
        print("Not enough video files found.")
        time.sleep(3)
        exit

    print('Files found: ')
    for f in files:
        if trim_dict.get(files.index(f)) is not None:
            print(f + f" (Will be trimmed to start at frame {trim_dict.get(files.index(f))})")
        else:
            print(f)

    print('\n')

    dict = ani.parse(files[0])
    collection_name = dict.get('anime_title') if dict.get('anime_title') is not None else dict.get('episode_title')

    first = vs.core.lsmas.LWLibavSource(files[0])
    if trim_dict.get(0) is not None:
        first = first[trim_dict.get(0):]

    frames = lazylist(first, frame_count_dark, frame_count_bright)
    print(frames)
    print("\n")

    if upscale:
        max_height = get_highest_res(files)

    for file in files:
        dict = ani.parse(file)
        suffix = ""
        if dict.get('release_group') is not None:
            suffix = str(dict.get('release_group')).replace("[\\/:\"*?<>|]+", "")
        if not suffix:
            suffix = file.replace("[\\/:\"*?<>|]+", "")

        print(f"Generating screens for {file}")
        clip = vs.core.lsmas.LWLibavSource(file)
        index = files.index(file)
        if trim_dict.get(index) is not None:
            clip = clip[trim_dict.get(index):]
        if upscale and clip.height < max_height:
            clip = vs.core.resize.Spline36(clip, clip.width * (max_height / clip.height), max_height)

        if ffmpeg:
            import subprocess
            matrix = clip.get_frame(0).props._Matrix
            if matrix == 2:
                matrix = 1
            clip = clip.resize.Bicubic(format=vs.RGB24, matrix_in=matrix, dither_type="error_diffusion")
            clip = get_frames(clip, frames)
            clip = clip.std.ShufflePlanes([1, 2, 0], vs.RGB).std.AssumeFPS(fpsnum=1, fpsden=1)

            if not os.path.isdir("./screens"):
                os.mkdir("./screens")
            path_images = [
                "{path}/{:03d} - {suffix}.png".format(frames.index(f) + 1, path="./screens", suffix=suffix)
                for f in frames
            ]

            print(path_images)

            for i, path_image in enumerate(path_images):
                ffmpeg_line = f"ffmpeg -y -hide_banner -loglevel error -f rawvideo -video_size {clip.width}x{clip.height} -pixel_format gbrp -framerate {str(clip.fps)} -i pipe: -pred mixed -ss {i} -t 1 \"{path_image}\""
                try:
                    with subprocess.Popen(ffmpeg_line, stdin=subprocess.PIPE) as process:
                        clip.output(cast(BinaryIO, process.stdin), y4m=False)
                except:
                    None
        else:
            screengen(clip, "screens", suffix, frames)

        print("\n")

    if slowpics:
        time.sleep(3)
        fields: Dict[str, Any] = {
            'collectionName': collection_name,
            'public': 'false',
            'optimize-images': 'true'
        }
        all_image_files = sorted([f for f in os.listdir('./screens/') if f.endswith('.png')])

        # Screen Number not dynamic yet so dont care about this being hardcoded
        for x in range(frame_count_dark + frame_count_bright):
            formatted_num = "{:03d}".format(x + 1)
            current_comp = [f for f in all_image_files if f.startswith(formatted_num + " - ")]
            print(f"Comp {formatted_num}: {current_comp}")
            fields[f'comparisons[{x}].name'] = formatted_num
            for imageName in current_comp:
                i = current_comp.index(imageName)
                image = pathlib.Path(f'./screens/{imageName}')
                fields[f'comparisons[{x}].images[{i}].name'] = image.name.split(' - ', 1)[1]
                fields[f'comparisons[{x}].images[{i}].file'] = (image.name, image.read_bytes(), 'image/png')

        sess = Session()
        sess.get('https://slow.pics/api/comparison')
        # TODO: yeet this
        files = MultipartEncoder(fields)

        print('\nUploading images...')
        url = sess.post(
            'https://slow.pics/api/comparison', data=files.to_string(),
            headers=_get_slowpics_header(str(files.len), files.content_type, sess)
        )
        sess.close()

        slowpics_url = f'https://slow.pics/c/{url.text}'
        print(f'Slowpics url: {slowpics_url}')
        pc.copy(slowpics_url)

        if webhook_url:
            data = {"content": slowpics_url}
            if requests.post(webhook_url, data).status_code < 300:
                print('Posted to webhook.')
            else:
                print('Failed to post on webhook!')

        time.sleep(3)

actual_script()
	"""
	I do not provide support for this unless its an actual error in the code and not related to your setup.

	You'll need:
	- Vapoursynth (this was written & tested on R53 with Python 3.9.6)
	- pip3 install pathlib anitopy pyperclip requests requests_toolbelt
	- https://github.com/HolyWu/L-SMASH-Works/releases/latest/ (Install to your usual Vapoursynth plugins64 folder)
	- (if using ffmpeg) ffmpeg installed & in path

	How to use:
	- Drop comp.py into a folder with the video files you want
	- (Recommended) Rename your files to have the typical [Group] Show - EP.mkv naming, since the script will try to parse the group and show name.
	e.g. [JPBD] Youjo Senki - 01.m2ts ("fakegroup" for JPBDs so the imagefiles will have JPBD in the name)
	- Change vars below (trim if needed)
	- Run comp.py
	"""

	### Change these if you need to

	# Ram Limit (in MB)
	ram_limit = 6000

	# Framecounts
	frame_count_dark = 8
	frame_count_bright = 4

	# Automatically upload to slow.pics
	slowpics = True

	# Output slow.pics link to discord webhook (disabled if empty)
	webhook_url = r""

	# Upscale videos to make the clips match the highest found res
	upscale = True

	# Use ffmpeg as the image renderer (ffmpeg needs to be in path)
	ffmpeg = True

	"""
	Used to trim clips.

	Example:
	trim_dict = {0: 1000, 1: 1046}

	Means:
	First clip should start at frame 1000
	Second clip should start at frame 1046
	(Clips are taken in alphabetical order of the filenames)
	"""
	trim_dict = {}

	### Not recommended to change stuff below

	import os
	import time
	import ctypes
	import random
	import pathlib
	import requests
	import anitopy as ani
	import pyperclip as pc
	import vapoursynth as vs
	from requests import Session
	from functools import partial
	from threading import Condition
	from concurrent.futures import Future
	from requests_toolbelt import MultipartEncoder
	from typing import Any, Dict, List, Optional, BinaryIO, TextIO, Union, Callable, Type, TypeVar, Sequence, cast
	RenderCallback = Callable[[int, vs.VideoFrame], None]
	VideoProp = Union[int, Sequence[int],float, Sequence[float],str, Sequence[str],vs.VideoNode, Sequence[vs.VideoNode],vs.VideoFrame, Sequence[vs.VideoFrame],Callable[..., Any], Sequence[Callable[..., Any]]]
	T = TypeVar("T", bound=VideoProp)
	vs.core.max_cache_size = ram_limit

	def lazylist(clip: vs.VideoNode, dark_frames: int = 8, light_frames: int = 4, seed: int = 20202020, diff_thr: int = 15):
	"""
	Blame Sea for what this shits out

	A function for generating a list of frames for comparison purposes.
	Works by running `core.std.PlaneStats()` on the input clip,
	iterating over all frames, and sorting all frames into 2 lists
	based on the PlaneStatsAverage value of the frame.
	Randomly picks frames from both lists, 8 from `dark` and 4
	from `light` by default.
	:param clip: Input clip
	:param dark_frame: Number of dark frames
	:param light_frame: Number of light frames
	:param seed: seed for `random.sample()`
	:param diff_thr: Minimum distance between each frames (In seconds)
	:return: List of dark and light frames
	"""

	dark = []
	light = []

	def checkclip(n, f, clip):

	avg = f.props["PlaneStatsAverage"]

	if 0.062746 <= avg <= 0.380000:
	dark.append(n)

	elif 0.450000 <= avg <= 0.800000:
	light.append(n)

	return clip

	s_clip = clip.std.PlaneStats()

	eval_frames = vs.core.std.FrameEval(
	clip, partial(checkclip, clip=s_clip), prop_src=s_clip
	)
	print('Rendering clip to get frames...')
	clip_async_render(eval_frames)

	dark.sort()
	light.sort()

	dark_dedupe = [dark[0]]
	light_dedupe = [light[0]]

	thr = round(clip.fps_num / clip.fps_den * diff_thr)
	lastvald = dark[0]
	lastvall = light[0]

	for i in range(1, len(dark)):

	checklist = dark[0:i]
	x = dark[i]

	for y in checklist:
	if x >= y + thr and x >= lastvald + thr:
	dark_dedupe.append(x)
	lastvald = x
	break

	for i in range(1, len(light)):

	checklist = light[0:i]
	x = light[i]

	for y in checklist:
	if x >= y + thr and x >= lastvall + thr:
	light_dedupe.append(x)
	lastvall = x
	break

	if len(dark_dedupe) > dark_frames:
	random.seed(seed)
	dark_dedupe = random.sample(dark_dedupe, dark_frames)

	if len(light_dedupe) > light_frames:
	random.seed(seed)
	light_dedupe = random.sample(light_dedupe, light_frames)

	return dark_dedupe + light_dedupe

	def _get_slowpics_header(content_length: str, content_type: str, sess: Session) -> Dict[str, str]:
	"""
	Stolen from vardefunc
	"""
	return {
	"Accept": "/",
	"Accept-Encoding": "gzip, deflate, br",
	"Accept-Language": "en-US,en;q=0.5",
	"Content-Length": content_length,
	"Content-Type": content_type,
	"Origin": "https://slow.pics/",
	"Referer": "https://slow.pics/comparison",
	"Sec-Fetch-Mode": "cors",
	"Sec-Fetch-Site": "same-origin",
	"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36",
	"X-XSRF-TOKEN": sess.cookies.get_dict()["XSRF-TOKEN"]
	}

	class RenderContext:
	"""
	Stolen from lvsfunc

	Contains info on the current render operation.
	"""
	clip: vs.VideoNode
	queued: int
	frames: Dict[int, vs.VideoFrame]
	frames_rendered: int
	timecodes: List[float]
	condition: Condition

	def __init__(self, clip: vs.VideoNode, queued: int) -> None:
	self.clip = clip
	self.queued = queued
	self.frames = {}
	self.frames_rendered = 0
	self.timecodes = [0.0]
	self.condition = Condition()

	def get_prop(frame: vs.VideoFrame, key: str, t: Type[T]) -> T:
	"""
	Stolen from lvsfunc

	Gets FrameProp ``prop`` from frame ``frame`` with expected type ``t``
	to satisfy the type checker.

	:param frame: Frame containing props
	:param key: Prop to get
	:param t: Type of prop

	:return: frame.prop[key]
	"""
	try:
	prop = frame.props[key]
	except KeyError:
	raise KeyError(f"get_prop: 'Key {key} not present in props'")

	if not isinstance(prop, t):
	raise ValueError(f"get_prop: 'Key {key} did not contain expected type: Expected {t} got {type(prop)}'")

	return prop

	def clip_async_render(clip: vs.VideoNode,
	outfile: Optional[BinaryIO] = None,
	timecodes: Optional[TextIO] = None,
	progress: Optional[str] = "Rendering clip...",
	callback: Union[RenderCallback, List[RenderCallback], None] = None) -> List[float]:
	"""
	Stolen from lvsfunc

	Render a clip by requesting frames asynchronously using clip.get_frame_async,
	providing for callback with frame number and frame object.

	This is mostly a re-implementation of VideoNode.output, but a little bit slower since it's pure python.
	You only really need this when you want to render a clip while operating on each frame in order
	or you want timecodes without using vspipe.

	:param clip: Clip to render.
	:param outfile: Y4MPEG render output BinaryIO handle. If None, no Y4M output is performed.
	Use ``sys.stdout.buffer`` for stdout. (Default: None)
	:param timecodes: Timecode v2 file TextIO handle. If None, timecodes will not be written.
	:param progress: String to use for render progress display.
	If empty or ``None``, no progress display.
	:param callback: Single or list of callbacks to be preformed. The callbacks are called
	when each sequential frame is output, not when each frame is done.
	Must have signature ``Callable[[int, vs.VideoNode], None]``
	See :py:func:`lvsfunc.comparison.diff` for a use case (Default: None).

	:return: List of timecodes from rendered clip.
	"""
	cbl = [] if callback is None else callback if isinstance(callback, list) else [callback]

	ctx = RenderContext(clip, vs.core.num_threads)

	bad_timecodes: bool = False

	def cb(f: Future[vs.VideoFrame], n: int) -> None:
	ctx.frames[n] = f.result()
	nn = ctx.queued

	while ctx.frames_rendered in ctx.frames:
	nonlocal timecodes
	nonlocal bad_timecodes

	frame = ctx.frames[ctx.frames_rendered]
	# if a frame is missing timing info, clear timecodes because they're worthless
	if ("_DurationNum" not in frame.props or "_DurationDen" not in frame.props) and not bad_timecodes:
	bad_timecodes = True
	if timecodes:
	timecodes.seek(0)
	timecodes.truncate()
	timecodes = None
	ctx.timecodes = []
	print("clip_async_render: frame missing duration information, discarding timecodes")
	elif not bad_timecodes:
	ctx.timecodes.append(ctx.timecodes[-1]
	+ get_prop(frame, "_DurationNum", int)
	/ get_prop(frame, "_DurationDen", int))
	finish_frame(outfile, timecodes, ctx)
	[cb(ctx.frames_rendered, ctx.frames[ctx.frames_rendered]) for cb in cbl]
	del ctx.frames[ctx.frames_rendered] # tfw no infinite memory
	ctx.frames_rendered += 1

	# enqueue a new frame
	if nn < clip.num_frames:
	ctx.queued += 1
	cbp = partial(cb, n=nn)
	clip.get_frame_async(nn).add_done_callback(cbp) # type: ignore

	ctx.condition.acquire()
	ctx.condition.notify()
	ctx.condition.release()

	if outfile:
	if clip.format is None:
	raise ValueError("clip_async_render: 'Cannot render a variable format clip to y4m!'")
	if clip.format.color_family not in (vs.YUV, vs.GRAY):
	raise ValueError("clip_async_render: 'Can only render YUV and GRAY clips to y4m!'")
	if clip.format.color_family == vs.GRAY:
	y4mformat = "mono"
	else:
	ss = (clip.format.subsampling_w, clip.format.subsampling_h)
	if ss == (1, 1):
	y4mformat = "420"
	elif ss == (1, 0):
	y4mformat = "422"
	elif ss == (0, 0):
	y4mformat = "444"
	elif ss == (2, 2):
	y4mformat = "410"
	elif ss == (2, 0):
	y4mformat = "411"
	elif ss == (0, 1):
	y4mformat = "440"
	else:
	raise ValueError("clip_async_render: 'What have you done'")

	y4mformat = f"{y4mformat}p{clip.format.bits_per_sample}" if clip.format.bits_per_sample > 8 else y4mformat

	header = f"YUV4MPEG2 C{y4mformat} W{clip.width} H{clip.height} " \
	f"F{clip.fps.numerator}:{clip.fps.denominator} Ip A0:0\n"
	outfile.write(header.encode("utf-8"))

	if timecodes:
	timecodes.write("# timestamp format v2\n")

	ctx.condition.acquire()

	# seed threads
	try:
	for n in range(min(clip.num_frames, vs.core.num_threads)):
	cbp = partial(cb, n=n) # lambda won't bind the int immediately
	clip.get_frame_async(n).add_done_callback(cbp) # type: ignore

	while ctx.frames_rendered != clip.num_frames:
	ctx.condition.wait()
	finally:
	return ctx.timecodes # might as well

	def finish_frame(outfile: Optional[BinaryIO], timecodes: Optional[TextIO], ctx: RenderContext) -> None:
	"""
	Stolen from lvsfunc

	Output a frame.

	:param outfile: Output IO handle for Y4MPEG
	:param timecodes: Output IO handle for timecodesv2
	:param ctx: Rendering context
	"""
	if timecodes:
	timecodes.write(f"{round(ctx.timecodes[ctx.frames_rendered]*1000):d}\n")
	if outfile is None:
	return

	f: vs.VideoFrame = ctx.frames[ctx.frames_rendered]

	outfile.write("FRAME\n".encode("utf-8"))

	for i, p in enumerate(f.planes()):
	if f.get_stride(i) != p.width * f.format.bytes_per_sample:
	outfile.write(bytes(p)) # type: ignore
	else:
	outfile.write(p) # type: ignore

	def screengen(
	clip: vs.VideoNode,
	folder: str,
	suffix: str,
	frame_numbers: List = None,
	start: int = 1):
	"""
	Stoled from Sea

	Mod of Narkyy's screenshot generator, stolen from awsmfunc.
	Generates screenshots from a list of frames.
	Not specifying `frame_numbers` will use `ssfunc.util.lazylist()` to generate a list of frames.
	:param folder: Name of folder where screenshots are saved.
	:param suffix: Name prepended to screenshots (usually group name).
	:param frame_numbers: List of frames. Either a list or an external file.
	:param start: Frame to start from.
	:param delim: Delimiter for the external file.
	> Usage: ScreenGen(src, "Screenshots", "a")
	ScreenGen(enc, "Screenshots", "b")
	"""

	folder_path = "./{name}".format(name=folder)


	if not os.path.isdir(folder_path):
	os.mkdir(folder_path)

	for i, num in enumerate(frame_numbers, start=start):
	filename = "{path}/{:03d} - {suffix}.png".format(
	i, path=folder_path, suffix=suffix
	)

	matrix = clip.get_frame(0).props._Matrix

	if matrix == 2:
	matrix = 1

	print(f"Saving Frame {i}/{len(frame_numbers)} from {suffix}", end="\r")
	vs.core.imwri.Write(
	clip.resize.Spline36(
	format=vs.RGB24, matrix_in=matrix, dither_type="error_diffusion"
	),
	"PNG",
	filename,
	overwrite=True,
	).get_frame(num)

	def get_highest_res(files: List[str]) -> int:
	height = 0
	for f in files:
	video = vs.core.lsmas.LWLibavSource(f)
	if height < video.height:
	height = video.height

	return height

	def get_frames(clip: vs.VideoNode, frames: List[int]) -> vs.VideoNode:
	out = clip[frames[0]]
	for i in frames[1:]:
	out += clip[i]
	return out

	def actual_script():
	files = sorted([f for f in os.listdir('.') if f.endswith('.mkv') or f.endswith('.m2ts') or f.endswith('.mp4')])

	if len(files) < 2:
	print("Not enough video files found.")
	time.sleep(3)
	exit

	print('Files found: ')
	for f in files:
	if trim_dict.get(files.index(f)) is not None:
	print(f + f" (Will be trimmed to start at frame {trim_dict.get(files.index(f))})")
	else:
	print(f)

	print('\n')

	dict = ani.parse(files[0])
	collection_name = dict.get('anime_title') if dict.get('anime_title') is not None else dict.get('episode_title')

	first = vs.core.lsmas.LWLibavSource(files[0])
	if trim_dict.get(0) is not None:
	first = first[trim_dict.get(0):]

	frames = lazylist(first, frame_count_dark, frame_count_bright)
	print(frames)
	print("\n")

	if upscale:
	max_height = get_highest_res(files)

	for file in files:
	dict = ani.parse(file)
	suffix = ""
	if dict.get('release_group') is not None:
	suffix = str(dict.get('release_group')).replace("[\\/:\"*?<>\|]+", "")
	if not suffix:
	suffix = file.replace("[\\/:\"*?<>\|]+", "")

	print(f"Generating screens for {file}")
	clip = vs.core.lsmas.LWLibavSource(file)
	index = files.index(file)
	if trim_dict.get(index) is not None:
	clip = clip[trim_dict.get(index):]
	if upscale and clip.height < max_height:
	clip = vs.core.resize.Spline36(clip, clip.width * (max_height / clip.height), max_height)

	if ffmpeg:
	import subprocess
	matrix = clip.get_frame(0).props._Matrix
	if matrix == 2:
	matrix = 1
	clip = clip.resize.Bicubic(format=vs.RGB24, matrix_in=matrix, dither_type="error_diffusion")
	clip = get_frames(clip, frames)
	clip = clip.std.ShufflePlanes([1, 2, 0], vs.RGB).std.AssumeFPS(fpsnum=1, fpsden=1)

	if not os.path.isdir("./screens"):
	os.mkdir("./screens")
	path_images = [
	"{path}/{:03d} - {suffix}.png".format(frames.index(f) + 1, path="./screens", suffix=suffix)
	for f in frames
	]

	print(path_images)

	for i, path_image in enumerate(path_images):
	ffmpeg_line = f"ffmpeg -y -hide_banner -loglevel error -f rawvideo -video_size {clip.width}x{clip.height} -pixel_format gbrp -framerate {str(clip.fps)} -i pipe: -pred mixed -ss {i} -t 1 \"{path_image}\""
	try:
	with subprocess.Popen(ffmpeg_line, stdin=subprocess.PIPE) as process:
	clip.output(cast(BinaryIO, process.stdin), y4m=False)
	except:
	None
	else:
	screengen(clip, "screens", suffix, frames)

	print("\n")

	if slowpics:
	time.sleep(3)
	fields: Dict[str, Any] = {
	'collectionName': collection_name,
	'public': 'false',
	'optimize-images': 'true'
	}
	all_image_files = sorted([f for f in os.listdir('./screens/') if f.endswith('.png')])

	# Screen Number not dynamic yet so dont care about this being hardcoded
	for x in range(frame_count_dark + frame_count_bright):
	formatted_num = "{:03d}".format(x + 1)
	current_comp = [f for f in all_image_files if f.startswith(formatted_num + " - ")]
	print(f"Comp {formatted_num}: {current_comp}")
	fields[f'comparisons[{x}].name'] = formatted_num
	for imageName in current_comp:
	i = current_comp.index(imageName)
	image = pathlib.Path(f'./screens/{imageName}')
	fields[f'comparisons[{x}].images[{i}].name'] = image.name.split(' - ', 1)[1]
	fields[f'comparisons[{x}].images[{i}].file'] = (image.name, image.read_bytes(), 'image/png')

	sess = Session()
	sess.get('https://slow.pics/api/comparison')
	# TODO: yeet this
	files = MultipartEncoder(fields)

	print('\nUploading images...')
	url = sess.post(
	'https://slow.pics/api/comparison', data=files.to_string(),
	headers=_get_slowpics_header(str(files.len), files.content_type, sess)
	)
	sess.close()

	slowpics_url = f'https://slow.pics/c/{url.text}'
	print(f'Slowpics url: {slowpics_url}')
	pc.copy(slowpics_url)

	if webhook_url:
	data = {"content": slowpics_url}
	if requests.post(webhook_url, data).status_code < 300:
	print('Posted to webhook.')
	else:
	print('Failed to post on webhook!')

	time.sleep(3)

	actual_script()