# Imports
import vapoursynth as vs
# getting Vapoursynth core
import logging
import site
import ctypes
import sys
import os
core = vs.core
# Limit frame cache to 48473MB
core.max_cache_size = 48473
# Import scripts folder
scriptPath = 'F:/Hybrid/64bit/vsscripts'
sys.path.insert(0, os.path.abspath(scriptPath))
# Loading Support Files
Dllref = ctypes.windll.LoadLibrary("F:/Hybrid/64bit/vsfilters/Support/libfftw3f-3.dll")
os.environ["CUDA_MODULE_LOADING"] = "LAZY"
# Force logging to std:err
logging.StreamHandler(sys.stderr)
# loading plugins
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/MiscFilter/MiscFilters/MiscFilters.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/FrameFilter/RIFE/librife.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/MiscFilter/LGhost/LGhost.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/SharpenFilter/CAS/CAS.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/DerainbowFilter/SSIQ/libssiq.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/Support/vszip.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vs-mlrt/vstrt.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/DenoiseFilter/ZSmooth/zsmooth.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/GrainFilter/AddGrain/AddGrain.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/DenoiseFilter/NEO_FFT3DFilter/neo-fft3d.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/DenoiseFilter/DFTTest/DFTTest.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/Support/EEDI3m_opencl.dll")# vsQTGMC
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/ResizeFilter/nnedi3/NNEDI3CL.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/Support/libmvtools.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/Support/fmtconv.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/DeinterlaceFilter/Bwdif/Bwdif.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/Support/akarin.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/SourceFilter/BestSource/BestSource.dll")
# Import scripts
import edi_rpow2
import linedarken
import dehalo
from importlib.machinery import SourceFileLoader
vsmlrt = SourceFileLoader('vsmlrt', 'F:/Hybrid/64bit/vs-mlrt/vsmlrt.py').load_module()
from vsmlrt import Backend
import chromashift
import qtgmc
import validate
# Source: 'C:\Users\Selur\Desktop\Monroe7.mov'
# Current color space: YUV422P10, bit depth: 10, resolution: 720x486, frame rate: 29.97fps, scanorder: bottom field first, yuv luminance scale: limited, matrix: 470bg, format: prores
# Loading C:\Users\Selur\Desktop\Monroe7.mov using BestSource)
clip = core.bs.VideoSource(source="C:/Users/Selur/Desktop/Monroe7.mov", cachepath="J:/tmp/Monroe7_bestSource", track=0, hwdevice="opencl")
frame = clip.get_frame(0)
# setting color matrix to 470bg.
clip = core.std.SetFrameProps(clip, _Matrix=vs.MATRIX_BT470_BG)
# setting color transfer (vs.TRANSFER_BT601), if it is not set.
if validate.transferIsInvalid(clip):
  clip = core.std.SetFrameProps(clip=clip, _Transfer=vs.TRANSFER_BT601)
# setting color primaries info (to vs.PRIMARIES_BT470_BG), if it is not set.
if validate.primariesIsInvalid(clip):
  clip = core.std.SetFrameProps(clip=clip, _Primaries=vs.PRIMARIES_BT470_BG)
# setting color range to TV (limited) range.
clip = core.std.SetFrameProps(clip=clip, _ColorRange=vs.RANGE_LIMITED)
# making sure frame rate is set to 29.97fps
clip = core.std.AssumeFPS(clip=clip, fpsnum=30000, fpsden=1001)
# making sure the detected scan type is set (detected: bottom field first)
clip = core.std.SetFrameProps(clip=clip, _FieldBased=vs.FIELD_BOTTOM) # bff
clip = core.std.AddBorders(clip=clip, left=0, right=0, top=0, bottom=2) # add borders to archive mod 4 (vsQTGMC) - 720x488
# Deinterlacing using QTGMC
clip = qtgmc.QTGMC(Input=clip, Preset="Fast", InputType=0, TFF=False, TR2=2, SourceMatch=0, Lossless=0, EZDenoise=10.00, NoisePreset="Fast", opencl=True, TR0=2, TR1=2, Rep0=1, Rep1=0, Rep2=4, DCT=5, ThSCD1=300, ThSCD2=110, Sbb=0, NoiseProcess=2, GrainRestore=0.0, NoiseDeint="bob") # new fps: 29.97
clip = core.std.Crop(clip=clip, left=0, right=0, top=0, bottom=2) # removing added borders from mod requirement (vsQTGMC) -  720x486
# Making sure content is preceived as frame based
clip = core.std.SetFrameProps(clip=clip, _FieldBased=vs.FIELD_PROGRESSIVE) # progressive
clip = clip[::2] # selecting previously even frames
# adjusting frame with SelectEvery
clip = core.std.SelectEvery(clip=clip, cycle=5, offsets=[0, 1, 4])
clip = core.std.AssumeFPS(clip=clip,fpsnum=8991, fpsden=500)# new fps: 17.982
# Chroma adjustment using ChromaShiftSP
clip = chromashift.ChromaShiftSP(clip=clip, X=4.00)
# changing range from limited to full range for vsVSMLRTFilter
clip = core.resize.Bicubic(clip, range_in_s="limited", range_s="full")
# setting color range to PC (full) range.
clip = core.std.SetFrameProps(clip=clip, _ColorRange=vs.RANGE_FULL)
# adjusting color space from YUV422P10 to RGBH for vsVSMLRTFilter
clip = core.resize.Bicubic(clip=clip, format=vs.RGBH, matrix_in_s="470bg", range_s="full")
# filtering using VSMLRT
clip = vsmlrt.inference([clip],network_path="F:/Hybrid/64bit/onnx_models/1x_BleedOut_Compact_300k_net_g.onnx", backend=Backend.TRT(fp16=True,device_id=0,bf16=False,num_streams=1,verbose=True,use_cuda_graph=False,workspace=1073741824,builder_optimization_level=3,engine_folder="J:/TRT")) # 720x486
# changing range from full to limited range for vsVSMLRTFilter
clip = core.resize.Bicubic(clip, range_in_s="full", range_s="limited")
# making sure 0-1 limits are respected
clip = core.vszip.Limiter(clip=clip, min=[0,0,0], max=[1,1,1])
# adjusting color space from RGBH to RGB24 for vsSSIQ
clip = core.resize.Bicubic(clip=clip, format=vs.RGB24, dither_type="error_diffusion")
# rainbow removal using SSIQ
clip = core.ssiq.SSIQ(clip=clip, strength=300, interlaced=0)
clip = core.std.Crop(clip=clip, left=6, right=14, top=4, bottom=8)# cropping to 700x474
# contrast sharpening using CAS
clip = core.cas.CAS(clip=clip, sharpness=0.700)
clip = core.lghost.LGhost(clip, mode=[1,1,1], shift=[2,4,6], intensity=[10,10,10], planes=[0])
# adjusting color space from RGB24 to YUV444P16 for vsDeHalo_Alpha
clip = core.resize.Bicubic(clip=clip, format=vs.YUV444P16, matrix_s="470bg", range_in_s="limited")
# applying dehalo using DeHalo_alpha
clip = dehalo.DeHalo_alpha(clip, rx=3.00, ry=3.00)
clip = core.std.AddBorders(clip=clip, left=2, right=2, top=2, bottom=4) # add borders to archive mod 8 (vsBasicVSRPPFilter) - 704x480
# adjusting color space from YUV444P16 to RGBH for vsBasicVSRPPFilter
clip = core.resize.Bicubic(clip=clip, format=vs.RGBH, matrix_in_s="470bg", range_s="limited")
# Quality enhancement using BasicVSR++
from vsbasicvsrpp import basicvsrpp as BasicVSRPP
clip = BasicVSRPP(clip=clip, model=4, length=16)
clip = core.std.Crop(clip=clip, left=2, right=2, top=2, bottom=4) # removing added borders from mod requirement (vsBasicVSRPPFilter) -  700x474
# adjusting color space from RGBH to YUV444P16 for vsFastLineDarken
clip = core.resize.Bicubic(clip=clip, format=vs.YUV444P16, matrix_s="470bg", range_in_s="limited")
# Using FastLineDarkenMOD for line darkening
clip = linedarken.FastLineDarkenMOD(c=clip,strength=60)
clip = core.misc.SCDetect(clip=clip,threshold=0.100)
# adjusting color space from YUV444P16 to RGBS for vsRIFE
clip = core.resize.Bicubic(clip=clip, format=vs.RGBS, matrix_in_s="470bg", range_s="limited")
# adjusting frame count&rate with RIFE, target fps: 23.976fps
clip = core.rife.RIFE(clip, model=58, fps_num=24000, fps_den=1001, sc=True) # new fps: 23.976
clip = core.std.AddBorders(clip=clip, left=0, right=0, top=1, bottom=1) # add borders to archive mod 4 (NNEDI3(CL)) - 700x476
# resizing using NNEDI3CL
# current: 700x476 target: 1920x1300 -> pow: 4
clip = edi_rpow2.nnedi3cl_rpow2(clip=clip, rfactor=4, nsize=3, nns=4) # 2800x1904
clip = core.std.Crop(clip=clip, left=0, right=0, top=4, bottom=4) # removing added borders from mod requirement (NNEDI3(CL)) -  2800x1896
# resizing 2800x1896 to 1920x1300
clip = core.fmtc.resample(clip=clip, w=1920, h=1300, kernel="spline64", interlaced=False, interlacedd=False)
# adjusting output color from: RGBS to YUV420P10 for NVEncModel
clip = core.resize.Bicubic(clip=clip, format=vs.YUV420P10, matrix_s="470bg", range_in_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()