# Imports
import vapoursynth as vs
# getting Vapoursynth core
import ctypes
import site
import sys
import os
core = vs.core
# Limit thread count to 1, due to usage of sRestore
core.num_threads = 1
# Import scripts folder
scriptPath = 'F:/Hybrid/64bit/vsscripts'
sys.path.insert(0, os.path.abspath(scriptPath))
# Adding torch dependencies to PATH
path = site.getsitepackages()[0]+'/torch_dependencies/bin/'
ctypes.windll.kernel32.SetDllDirectoryW(path)
path = path.replace('\\', '/')
os.environ["PATH"] = path + os.pathsep + os.environ["PATH"]
# Loading Support Files
Dllref = ctypes.windll.LoadLibrary("F:/Hybrid/64bit/vsfilters/Support/libfftw3-3.dll")
# loading plugins
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/Support/libvs_placebo.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/DenoiseFilter/DGDenoise/DGDenoise.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/GrainFilter/RemoveGrain/RemoveGrainVS.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/DebandFilter/Flash3kDeband/flash3kyuu_deband.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/SharpenFilter/AWarpSharp2/libawarpsharp2.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/Support/TCanny.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/Support/fmtconv.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/Support/vcm.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/SharpenFilter/CAS/CAS.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/DenoiseFilter/ZSmooth/zsmooth.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/Support/libmvtools.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/ResizeFilter/nnedi3/NNEDI3CL.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/DeinterlaceFilter/Bwdif/Bwdif.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/SourceFilter/DGDecNV/DGDecodeNV.dll")
# Import scripts
import masked
import mclean
import mvsfunc
import muvsfunc
import SpotLess
import havsfunc
import validate
# Source: 'C:\Users\Selur\Desktop\VTS_27_1 videohelp.mkv'
# Current color space: YUV420P8, bit depth: 8, resolution: 720x576, frame rate: 25fps, scanorder: top field first, yuv luminance scale: limited, matrix: 470bg
# Loading C:\Users\Selur\Desktop\VTS_27_1 videohelp.mkv using DGSource
clip = core.dgdecodenv.DGSource("J:/tmp/mkv_341d81bcf45f892aeab6de7279ed50b9_853323747.dgi",fieldop=0)# 25 fps, scanorder: top field first
frame = clip.get_frame(0)
# Setting detected color matrix (470bg).
clip = core.std.SetFrameProps(clip=clip, _Matrix=5)
# setting color transfer (170), if it is not set.
if validate.transferIsInvalid(clip):
  clip = core.std.SetFrameProps(clip=clip, _Transfer=6)
# setting color primaries info (to 470), if it is not set.
if validate.primariesIsInvalid(clip):
  clip = core.std.SetFrameProps(clip=clip, _Primaries=5)
# setting color range to TV (limited) range.
clip = core.std.SetFrameProps(clip=clip, _ColorRange=1)
# making sure frame rate is set to 25fps
clip = core.std.AssumeFPS(clip=clip, fpsnum=25, fpsden=1)
# making sure the detected scan type is set (detected: top field first)
clip = core.std.SetFrameProps(clip=clip, _FieldBased=2)# tff
# Deinterlace using Bwdif
clip = core.bwdif.Bwdif(clip=clip, field=2, edeint=core.nnedi3cl.NNEDI3CL(clip=clip,field=2)) # new fps: 50
# Making sure content is preceived as frame based
clip = core.std.SetFrameProps(clip=clip, _FieldBased=0)# progressive
# adjusting frame count and rate with sRestore
clip = havsfunc.srestore(source=clip, frate=23.9760, speed=-25)
# Spot removal using SpotLess
clip = SpotLess.SpotLess(clip=clip, radT=3, pel=1, smoother="zsmooth")
from vsdpir import dpir as DPIR
# adjusting color space from YUV420P8 to RGBH for vsDPIRDeblock
clip = core.resize.Bicubic(clip=clip, format=vs.RGBH, matrix_in_s="470bg", range_s="limited")
# deblocking using DPIRDeblock
clip = DPIR(clip=clip, strength=50.000, task="deblock", device_index=0, trt=True, trt_cache_path="J:/tmp")
# adjusting color space from RGBH to RGB48 for vsCAS
clip = core.resize.Bicubic(clip=clip, format=vs.RGB48, range_s="limited")
# contrast sharpening using CAS
clip = core.cas.CAS(clip=clip, sharpness=0.800)
# adjusting color space from RGB48 to YUV444P16 for vsMClean
clip = core.resize.Bicubic(clip=clip, format=vs.YUV444P16, matrix_s="470bg", range_s="limited")
# denoising using mClean
clip = mclean.mClean(clip=clip, thSAD=600, rn=0)
## Starting applying 'limit' masked filtering for vsDGDenoise
clipMask = clip
clipMask = core.resize.Bicubic(clip=clipMask, format=vs.GRAY16, range_s="limited")
clipMask = core.std.BinarizeMask(clipMask, 7680)
clipMask = core.std.InvertMask(clipMask)
clipFiltered = clip
# denoising using DGDenoise
clipFiltered = core.dgdenoise.DGDenoise(clip=clipFiltered)
clip = core.std.MaskedMerge(clip, clipFiltered, clipMask)# LimitMask
## Finished applying 'LimitMask' masked filtering for vsDGDenoise
# Resizing using 10 - bicubic spline
clip = core.fmtc.resample(clip=clip, kernel="spline16", w=1280, h=960, interlaced=False, interlacedd=False)# resolution 1280x960 before YUV444P16 after YUV444P16
## Starting applying 'limit' masked filtering for vsBasicVSRPPFilter
clipMask = clip
clipMask = core.resize.Bicubic(clip=clipMask, format=vs.RGBH, matrix_in_s="470bg", range_s="limited")
clipMask = core.resize.Bicubic(clip=clipMask, format=vs.GRAY16, matrix_s="470bg", range_s="limited")
clipMask = core.std.BinarizeMask(clipMask, 30720)
clipFiltered = clip
# adjusting color space from YUV444P16 to RGBH for vsBasicVSRPPFilter
clipFiltered = core.resize.Bicubic(clip=clipFiltered, format=vs.RGBH, matrix_in_s="470bg", range_s="limited")
# Quality enhancement using BasicVSR++
from vsbasicvsrpp import basicvsrpp as BasicVSRPP
clipFiltered = BasicVSRPP(clip=clipFiltered, model=4, tile_w=640, tile_h=480)
clipFiltered = core.resize.Bicubic(clip=clipFiltered, format=vs.RGBS, range_s="limited")
clip = core.resize.Bicubic(clip=clip, format=vs.RGBS, matrix_in_s="470bg", range_s="limited")
clipMask = core.resize.Bicubic(clip=clipMask, format=vs.GRAYS, range_s="limited")
clip = core.std.MaskedMerge(clip, clipFiltered, clipMask)# LimitMask
## Finished applying 'LimitMask' masked filtering for vsBasicVSRPPFilter
# adjusting color space from RGBS to YUV444P16 for vsGLSLFilmGrain
clip = core.resize.Bicubic(clip=clip, format=vs.YUV444P16, matrix_s="470bg", range_s="limited", dither_type="error_diffusion")
with open("F:/Hybrid/64bit/vsfilters/GLSL/parameterized/filmgrain.glsl") as glslf:
  glsl = glslf.read()
glsl = glsl.replace('#define INTENSITY 0.05', '#define INTENSITY 0.03')
clip = core.placebo.Shader(clip=clip, shader_s=glsl, width=clip.width, height=clip.height)
# adjusting output color from: YUV444P16 to YUV420P10 for NVEncModel
clip = core.resize.Bicubic(clip=clip, format=vs.YUV420P10, range_s="limited", dither_type="error_diffusion")
# set output frame rate to 23.976fps (progressive)
clip = core.std.AssumeFPS(clip=clip, fpsnum=24000, fpsden=1001)
# output
clip.set_output()