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add alternative upscaler, more to come soon!

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This commit is contained in:
Janis Hutz
2023-05-15 21:25:05 +02:00
parent 69c08778fc
commit b01cdcbdd6
18 changed files with 1485 additions and 84 deletions
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6
LICENSE
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@@ -631,8 +631,8 @@ to attach them to the start of each source file to most effectively
state the exclusion of warranty; and each file should have at least
the "copyright" line and a pointer to where the full notice is found.
<one line to give the program's name and a brief idea of what it does.>
Copyright (C) <year> <name of author>
A simple PyQT5 frontend to upscale both videos and images
Copyright (C) 2023 Janis Hutz
This program is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
@@ -652,7 +652,7 @@ Also add information on how to contact you by electronic and paper mail.
If the program does terminal interaction, make it output a short
notice like this when it starts in an interactive mode:
<program> Copyright (C) <year> <name of author>
ImageVideoUpscalerFrontend Copyright (C) 2023 Janis Hutz
This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
This is free software, and you are welcome to redistribute it
under certain conditions; type `show c' for details.

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bin/handler.py
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@@ -32,7 +32,10 @@ class Handler:
self.tmppath = ""
self.videometa = {}
def handler(self, fsrpath, filepath, quality_mode, quality_setting, output_path, sharpening, scaling, filetype, scalerEngine, threads=4 ):
# TODO: CHECK if this upscaler is any good: https://github.com/Maximellerbach/Image-Processing-using-AI (looks quite promising)
def handler(self, fsrpath, filepath, quality_setting, output_path, sharpening, scaling, filetype, scalerEngine, model, threads=4 ):
# Function to be called when using this class as this function automatically determines if file is video or image
print( '\n\nFSRImageVideoUpscalerFrontend - V1.1.0\n\nCopyright 2023 FSRImageVideoUpscalerFrontend contributors\n\n\n\n' );
@@ -61,37 +64,28 @@ class Handler:
# Determining filetype
if str(filepath)[len(filepath) - 4:] == ".mp4" or str(filepath)[len(filepath) - 4:] == ".mkv" or str(filepath)[len(filepath) - 4:] == ".MP4":
print( '\n\n==> Upscaling video' )
self.video_scaling( fsrpath, filepath, quality_mode, quality_setting, output_path, threads, sharpening, scaling, filetype, scalerEngine )
self.video_scaling( fsrpath, filepath, quality_setting, output_path, threads, sharpening, scaling, filetype, scalerEngine, model )
elif str(filepath)[len(filepath) - 4:] == ".JPG" or str(filepath)[len(filepath) - 4:] == ".png" or str(filepath)[len(filepath) - 4:] == ".jpg" or str(filepath)[len(filepath) - 5:] == ".jpeg":
print( '\n==>upscaling image' )
self.photo_scaling(fsrpath, filepath, quality_mode, quality_setting, output_path)
self.photo_scaling(fsrpath, filepath, quality_setting, output_path)
else:
print("not supported")
return False
def photo_scaling(self, fsrpath, filepath, quality_mode, quality_setting, output_path):
def photo_scaling(self, fsrpath, filepath, quality_setting, output_path):
# DO NOT CALL THIS! Use Handler().handler() instead!
if quality_mode == "default":
if self.os_type == "linux":
self.command = f"wine {fsrpath} -QualityMode {quality_setting} {self.filepath} {output_path}"
elif self.os_type == "win32":
self.command = f"FidelityFX_CLI -QualityMode {quality_setting} {self.filepath} {output_path}"
else:
print("OS CURRENTLY UNSUPPORTED!")
return False
if self.os_type == "linux":
self.command = f"wine {fsrpath} -Scale {quality_setting} {quality_setting} {self.filepath} {output_path}"
elif self.os_type == "win32":
self.command = f"FidelityFX_CLI -Scale {quality_setting} {quality_setting} {self.filepath} {output_path}"
else:
if self.os_type == "linux":
self.command = f"wine {fsrpath} -Scale {quality_setting} {quality_setting} {self.filepath} {output_path}"
elif self.os_type == "win32":
self.command = f"FidelityFX_CLI -Scale {quality_setting} {quality_setting} {self.filepath} {output_path}"
else:
print("OS CURRENTLY UNSUPPORTED!")
return False
print("OS CURRENTLY UNSUPPORTED!")
return False
os.system(self.command)
print( '\n\n==>Photo upscaled' );
def video_scaling( self, fsrpath, filepath, quality_mode, quality_setting, output_path, threads, sharpening, scaling, filetype, scalerEngine ):
def video_scaling( self, fsrpath, filepath, quality_setting, output_path, threads, sharpening, scaling, filetype, scalerEngine, model ):
# DO NOT CALL THIS! Use Handler().handler() instead!
# Splitting video into frames
@@ -117,11 +111,31 @@ class Handler:
os.system( self.command )
print( '\n==> Video split ' )
# Retrieving Video metadata
self.filelist = os.listdir(self.tmppath)
self.videometa = ffmpeg.probe(str(filepath))["streams"].pop(0)
self.duration = self.videometa.get( 'duration' )
self.frames = len( self.filelist )
try:
self.framerate = round(float(self.frames) / float(self.duration), 1)
except TypeError:
print( '\n\n=> using fallback method to get framerate' )
self.infos = str( self.videometa.get( 'r_frame_rate' ) )
self.framerate = float( self.infos[:len(self.infos) - 2] )
print( '\n\n==> Video duration is: ', self.duration, 's' )
print( '==> Framecount is: ', self.frames, ' frames' )
print( '==> Frame rate is: ', self.framerate, ' FPS' )
print( '==> Running with: ', threads, ' threads\n\n' )
time.sleep( 2 );
if ( scalerEngine == 'fsr' ):
self.fsrScaler( self.tmppath, filepath, threads, quality_mode, fsrpath, quality_setting, sharpening, scaling, filetype )
self.fsrScaler( self.tmppath, filepath, threads, fsrpath, quality_setting + 'x', sharpening, scaling, filetype )
elif ( scalerEngine == 'SS' ):
self.superScaler( self.tmppath, threads, quality_setting, self.os_type )
self.superScaler( self.tmppath, threads, quality_setting, self.os_type, model )
else:
raise Exception( 'ERROR upscaling. scalerEngine invalid' );
@@ -153,25 +167,31 @@ class Handler:
# reassemble Video
print( '\n\n==>Reassembling Video... with framerate @', self.framerate, '\n\n' )
if self.os_type == 'linux':
self.command = f'ffmpeg -framerate {self.framerate} -i {self.tmppath}sc/ig%08d.bmp {output_path} -i {self.tmppath}audio.aac'
self.command = f'ffmpeg -framerate {self.framerate} -i {self.tmppath}sc/ig%08d.{filetype} {output_path} -i {self.tmppath}audio.aac'
elif self.os_type == 'win32':
self.command = f'ffmpeg -framerate {self.framerate} -i \"{self.tmppath}sc\\ig%08d.bmp\" {output_path} -i {self.tmppath}audio.aac'
self.command = f'ffmpeg -framerate {self.framerate} -i \"{self.tmppath}sc\\ig%08d.{filetype}\" {output_path} -i {self.tmppath}audio.aac'
else:
print( 'OS CURRENTLY UNSUPPORTED!' );
return False
os.system( self.command )
def superScaler ( self, tmppath, threads, quality_setting, os_platform ):
print( tmppath );
def superScaler ( self, tmppath, threads, quality_setting, os_platform, model ):
print( '\n\n==> Preparing to upscale videos <==\n\n==> You will see a lot of numbers flying by showing the progress of the upscaling of each individual image.\n==> This process might take a long time, depending on the length of the video.\n\n')
time.sleep( 2 );
try:
os.mkdir( f'{tmppath}sc' )
except FileExistsError:
pass
if ( os_platform == 'win32' ):
self.command = f'realesrgan-ncnn-vulkan -i {tmppath} -o {tmppath}\\us -s {quality_setting} -j {threads}:{threads}:{threads}'
self.command = f'realesrgan-ncnn-vulkan -i {tmppath} -o {tmppath}sc -s {quality_setting} -j {threads}:{threads}:{threads} -n {model}'
elif ( os_platform == 'linux' ):
self.command = f'wine ./bin/lib/realesrgan-ncnn-vulkan.exe -i {tmppath} -o {tmppath}/us -s {quality_setting} -j {threads}:{threads}:{threads}'
self.command = f'wine ./bin/lib/realesrgan-ncnn-vulkan.exe -i {tmppath} -o {tmppath}sc -s {quality_setting} -j {threads}:{threads}:{threads} -n {model}'
os.system( self.command );
def fsrScaler ( self, tmppath, filepath, threads, quality_mode, fsrpath, quality_setting, sharpening, scaling, filetype ):
def fsrScaler ( self, tmppath, filepath, threads, fsrpath, quality_setting, sharpening, scaling, filetype ):
# Locate Images and assemble FSR-Command
self.file_list = []
self.filelist = os.listdir(tmppath)
@@ -191,26 +211,6 @@ class Handler:
self.maxlength = 31900
self.pos = 1
# Retrieving Video metadata
self.videometa = ffmpeg.probe(str(filepath))["streams"].pop(0)
self.duration = self.videometa.get( 'duration' )
self.frames = len( self.filelist )
try:
self.framerate = round(float(self.frames) / float(self.duration), 1)
except TypeError:
print( '\n\n=> using fallback method to get framerate' )
self.infos = str( self.videometa.get( 'r_frame_rate' ) )
self.framerate = float( self.infos[:len(self.infos) - 2] )
print( '\n\n==> Video duration is: ', self.duration, 's' )
print( '==> Framecount is: ', self.frames, ' frames' )
print( '==> Frame rate is: ', self.framerate, ' FPS' )
print( '==> Running with: ', threads, ' threads\n\n' )
time.sleep( 2 );
try:
os.mkdir( f'{tmppath}us' )
except FileExistsError:
@@ -240,7 +240,7 @@ class Handler:
if ( i == self.threads - 1 ):
for element in self.file_list:
self.files += element;
self.command_list.append( ( quality_mode, self.files, fsrpath, quality_setting, i, self.maxlength, self.os_type ) )
self.command_list.append( ( self.files, fsrpath, quality_setting, i, self.maxlength, self.os_type ) )
self.pool = multiprocessing.Pool( self.threads )
self.pool.starmap( upscalerEngine, self.command_list );
@@ -300,7 +300,7 @@ class Handler:
def upscalerEngine ( quality_mode, files, fsrpath, quality_setting, number, maxlength, os_type ):
def upscalerEngine ( files, fsrpath, quality_setting, number, maxlength, os_type ):
files = files;
# Refactoring of commands that are longer than 32K characters
fileout = [];
@@ -350,22 +350,13 @@ def upscalerEngine ( quality_mode, files, fsrpath, quality_setting, number, max
while len( fileout ) > 0:
files_handle = fileout.pop(0)
if quality_mode == 'default':
if os_type == 'linux':
command_us = f'wine {fsrpath} -QualityMode {quality_setting} {files_handle}'
elif os_type == 'win32':
command_us = f'FidelityFX_CLI -QualityMode {quality_setting} {files_handle}'
else:
print( 'OS CURRENTLY UNSUPPORTED!' )
return False
if os_type == 'linux':
command_us = f'wine {fsrpath} -Scale {quality_setting} {quality_setting} {files_handle}'
elif os_type == 'win32':
command_us = f'FidelityFX_CLI -Scale {quality_setting} {quality_setting} {files_handle}'
else:
if os_type == 'linux':
command_us = f'wine {fsrpath} -Scale {quality_setting} {quality_setting} {files_handle}'
elif os_type == 'win32':
command_us = f'FidelityFX_CLI -Scale {quality_setting} {quality_setting} {files_handle}'
else:
print( 'OS CURRENTLY UNSUPPORTED!' )
return False
print( 'OS CURRENTLY UNSUPPORTED!' )
return False
sub = subprocess.Popen( command_us, shell=True );
sub.wait();
time.sleep(3)

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bin/lib/models/realesr-animevideov3-x2.param Normal file
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@@ -0,0 +1,43 @@
7767517
41 42
Input input.1 0 1 data
Split splitncnn_input0 1 2 data input.1_splitncnn_0 input.1_splitncnn_1
Convolution Conv_0 1 1 input.1_splitncnn_1 54 0=64 1=3 4=1 5=1 6=1728
PReLU PRelu_1 1 1 54 56 0=64
Convolution Conv_2 1 1 56 57 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_3 1 1 57 59 0=64
Convolution Conv_4 1 1 59 60 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_5 1 1 60 62 0=64
Convolution Conv_6 1 1 62 63 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_7 1 1 63 65 0=64
Convolution Conv_8 1 1 65 66 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_9 1 1 66 68 0=64
Convolution Conv_10 1 1 68 69 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_11 1 1 69 71 0=64
Convolution Conv_12 1 1 71 72 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_13 1 1 72 74 0=64
Convolution Conv_14 1 1 74 75 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_15 1 1 75 77 0=64
Convolution Conv_16 1 1 77 78 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_17 1 1 78 80 0=64
Convolution Conv_18 1 1 80 81 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_19 1 1 81 83 0=64
Convolution Conv_20 1 1 83 84 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_21 1 1 84 86 0=64
Convolution Conv_22 1 1 86 87 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_23 1 1 87 89 0=64
Convolution Conv_24 1 1 89 90 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_25 1 1 90 92 0=64
Convolution Conv_26 1 1 92 93 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_27 1 1 93 95 0=64
Convolution Conv_28 1 1 95 96 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_29 1 1 96 98 0=64
Convolution Conv_30 1 1 98 99 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_31 1 1 99 101 0=64
Convolution Conv_32 1 1 101 102 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_33 1 1 102 104 0=64
Convolution Conv_34 1 1 104 105 0=48 1=3 4=1 5=1 6=27648
PixelShuffle DepthToSpace_35 1 1 105 106 0=4
Interp Resize_37 1 1 input.1_splitncnn_0 111 0=1 1=4.000000e+00 2=4.000000e+00
BinaryOp Add_38 2 1 106 111 112
Interp Resize_40 1 1 112 output 0=3 1=5.000000e-01 2=5.000000e-01

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@@ -0,0 +1,43 @@
7767517
41 42
Input input.1 0 1 data
Split splitncnn_input0 1 2 data input.1_splitncnn_0 input.1_splitncnn_1
Convolution Conv_0 1 1 input.1_splitncnn_1 54 0=64 1=3 4=1 5=1 6=1728
PReLU PRelu_1 1 1 54 56 0=64
Convolution Conv_2 1 1 56 57 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_3 1 1 57 59 0=64
Convolution Conv_4 1 1 59 60 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_5 1 1 60 62 0=64
Convolution Conv_6 1 1 62 63 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_7 1 1 63 65 0=64
Convolution Conv_8 1 1 65 66 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_9 1 1 66 68 0=64
Convolution Conv_10 1 1 68 69 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_11 1 1 69 71 0=64
Convolution Conv_12 1 1 71 72 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_13 1 1 72 74 0=64
Convolution Conv_14 1 1 74 75 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_15 1 1 75 77 0=64
Convolution Conv_16 1 1 77 78 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_17 1 1 78 80 0=64
Convolution Conv_18 1 1 80 81 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_19 1 1 81 83 0=64
Convolution Conv_20 1 1 83 84 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_21 1 1 84 86 0=64
Convolution Conv_22 1 1 86 87 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_23 1 1 87 89 0=64
Convolution Conv_24 1 1 89 90 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_25 1 1 90 92 0=64
Convolution Conv_26 1 1 92 93 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_27 1 1 93 95 0=64
Convolution Conv_28 1 1 95 96 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_29 1 1 96 98 0=64
Convolution Conv_30 1 1 98 99 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_31 1 1 99 101 0=64
Convolution Conv_32 1 1 101 102 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_33 1 1 102 104 0=64
Convolution Conv_34 1 1 104 105 0=48 1=3 4=1 5=1 6=27648
PixelShuffle DepthToSpace_35 1 1 105 106 0=4
Interp Resize_37 1 1 input.1_splitncnn_0 111 0=1 1=4.000000e+00 2=4.000000e+00
BinaryOp Add_38 2 1 106 111 112
Interp Resize_40 1 1 112 output 0=3 1=7.500000e-01 2=7.500000e-01

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@@ -0,0 +1,42 @@
7767517
40 41
Input input.1 0 1 data
Split splitncnn_input0 1 2 data input.1_splitncnn_0 input.1_splitncnn_1
Convolution Conv_0 1 1 input.1_splitncnn_1 54 0=64 1=3 4=1 5=1 6=1728
PReLU PRelu_1 1 1 54 56 0=64
Convolution Conv_2 1 1 56 57 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_3 1 1 57 59 0=64
Convolution Conv_4 1 1 59 60 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_5 1 1 60 62 0=64
Convolution Conv_6 1 1 62 63 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_7 1 1 63 65 0=64
Convolution Conv_8 1 1 65 66 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_9 1 1 66 68 0=64
Convolution Conv_10 1 1 68 69 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_11 1 1 69 71 0=64
Convolution Conv_12 1 1 71 72 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_13 1 1 72 74 0=64
Convolution Conv_14 1 1 74 75 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_15 1 1 75 77 0=64
Convolution Conv_16 1 1 77 78 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_17 1 1 78 80 0=64
Convolution Conv_18 1 1 80 81 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_19 1 1 81 83 0=64
Convolution Conv_20 1 1 83 84 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_21 1 1 84 86 0=64
Convolution Conv_22 1 1 86 87 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_23 1 1 87 89 0=64
Convolution Conv_24 1 1 89 90 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_25 1 1 90 92 0=64
Convolution Conv_26 1 1 92 93 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_27 1 1 93 95 0=64
Convolution Conv_28 1 1 95 96 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_29 1 1 96 98 0=64
Convolution Conv_30 1 1 98 99 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_31 1 1 99 101 0=64
Convolution Conv_32 1 1 101 102 0=64 1=3 4=1 5=1 6=36864
PReLU PRelu_33 1 1 102 104 0=64
Convolution Conv_34 1 1 104 105 0=48 1=3 4=1 5=1 6=27648
PixelShuffle DepthToSpace_35 1 1 105 106 0=4
Interp Resize_37 1 1 input.1_splitncnn_0 111 0=1 1=4.000000e+00 2=4.000000e+00
BinaryOp Add_38 2 1 106 111 output

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bin/lib/models/realesrgan-x4plus-anime.param Normal file
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@@ -0,0 +1,270 @@
7767517
268 473
Input input.1 0 1 data
Convolution Conv_0 1 1 data 193 0=64 1=3 4=1 5=1 6=1728
Split splitncnn_0 1 8 193 193_splitncnn_0 193_splitncnn_1 193_splitncnn_2 193_splitncnn_3 193_splitncnn_4 193_splitncnn_5 193_splitncnn_6 193_splitncnn_7
Convolution Conv_1 1 1 193_splitncnn_7 195 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_1 1 4 195 195_splitncnn_0 195_splitncnn_1 195_splitncnn_2 195_splitncnn_3
Concat Concat_3 2 1 193_splitncnn_6 195_splitncnn_3 196
Convolution Conv_4 1 1 196 198 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_2 1 3 198 198_splitncnn_0 198_splitncnn_1 198_splitncnn_2
Concat Concat_6 3 1 193_splitncnn_5 195_splitncnn_2 198_splitncnn_2 199
Convolution Conv_7 1 1 199 201 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_3 1 2 201 201_splitncnn_0 201_splitncnn_1
Concat Concat_9 4 1 193_splitncnn_4 195_splitncnn_1 198_splitncnn_1 201_splitncnn_1 202
Convolution Conv_10 1 1 202 204 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_12 5 1 193_splitncnn_3 195_splitncnn_0 198_splitncnn_0 201_splitncnn_0 204 205
Convolution Conv_13 1 1 205 206 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_16 2 1 206 193_splitncnn_2 209 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_4 1 6 209 209_splitncnn_0 209_splitncnn_1 209_splitncnn_2 209_splitncnn_3 209_splitncnn_4 209_splitncnn_5
Convolution Conv_17 1 1 209_splitncnn_5 211 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_5 1 4 211 211_splitncnn_0 211_splitncnn_1 211_splitncnn_2 211_splitncnn_3
Concat Concat_19 2 1 209_splitncnn_4 211_splitncnn_3 212
Convolution Conv_20 1 1 212 214 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_6 1 3 214 214_splitncnn_0 214_splitncnn_1 214_splitncnn_2
Concat Concat_22 3 1 209_splitncnn_3 211_splitncnn_2 214_splitncnn_2 215
Convolution Conv_23 1 1 215 217 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_7 1 2 217 217_splitncnn_0 217_splitncnn_1
Concat Concat_25 4 1 209_splitncnn_2 211_splitncnn_1 214_splitncnn_1 217_splitncnn_1 218
Convolution Conv_26 1 1 218 220 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_28 5 1 209_splitncnn_1 211_splitncnn_0 214_splitncnn_0 217_splitncnn_0 220 221
Convolution Conv_29 1 1 221 222 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_32 2 1 222 209_splitncnn_0 225 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_8 1 6 225 225_splitncnn_0 225_splitncnn_1 225_splitncnn_2 225_splitncnn_3 225_splitncnn_4 225_splitncnn_5
Convolution Conv_33 1 1 225_splitncnn_5 227 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_9 1 4 227 227_splitncnn_0 227_splitncnn_1 227_splitncnn_2 227_splitncnn_3
Concat Concat_35 2 1 225_splitncnn_4 227_splitncnn_3 228
Convolution Conv_36 1 1 228 230 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_10 1 3 230 230_splitncnn_0 230_splitncnn_1 230_splitncnn_2
Concat Concat_38 3 1 225_splitncnn_3 227_splitncnn_2 230_splitncnn_2 231
Convolution Conv_39 1 1 231 233 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_11 1 2 233 233_splitncnn_0 233_splitncnn_1
Concat Concat_41 4 1 225_splitncnn_2 227_splitncnn_1 230_splitncnn_1 233_splitncnn_1 234
Convolution Conv_42 1 1 234 236 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_44 5 1 225_splitncnn_1 227_splitncnn_0 230_splitncnn_0 233_splitncnn_0 236 237
Convolution Conv_45 1 1 237 238 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_48 2 1 238 225_splitncnn_0 241 0=1 -23301=2,2.000000e-01,1.000000e+00
Eltwise Add_51 2 1 241 193_splitncnn_1 244 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_12 1 7 244 244_splitncnn_0 244_splitncnn_1 244_splitncnn_2 244_splitncnn_3 244_splitncnn_4 244_splitncnn_5 244_splitncnn_6
Convolution Conv_52 1 1 244_splitncnn_6 246 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_13 1 4 246 246_splitncnn_0 246_splitncnn_1 246_splitncnn_2 246_splitncnn_3
Concat Concat_54 2 1 244_splitncnn_5 246_splitncnn_3 247
Convolution Conv_55 1 1 247 249 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_14 1 3 249 249_splitncnn_0 249_splitncnn_1 249_splitncnn_2
Concat Concat_57 3 1 244_splitncnn_4 246_splitncnn_2 249_splitncnn_2 250
Convolution Conv_58 1 1 250 252 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_15 1 2 252 252_splitncnn_0 252_splitncnn_1
Concat Concat_60 4 1 244_splitncnn_3 246_splitncnn_1 249_splitncnn_1 252_splitncnn_1 253
Convolution Conv_61 1 1 253 255 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_63 5 1 244_splitncnn_2 246_splitncnn_0 249_splitncnn_0 252_splitncnn_0 255 256
Convolution Conv_64 1 1 256 257 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_67 2 1 257 244_splitncnn_1 260 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_16 1 6 260 260_splitncnn_0 260_splitncnn_1 260_splitncnn_2 260_splitncnn_3 260_splitncnn_4 260_splitncnn_5
Convolution Conv_68 1 1 260_splitncnn_5 262 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_17 1 4 262 262_splitncnn_0 262_splitncnn_1 262_splitncnn_2 262_splitncnn_3
Concat Concat_70 2 1 260_splitncnn_4 262_splitncnn_3 263
Convolution Conv_71 1 1 263 265 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_18 1 3 265 265_splitncnn_0 265_splitncnn_1 265_splitncnn_2
Concat Concat_73 3 1 260_splitncnn_3 262_splitncnn_2 265_splitncnn_2 266
Convolution Conv_74 1 1 266 268 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_19 1 2 268 268_splitncnn_0 268_splitncnn_1
Concat Concat_76 4 1 260_splitncnn_2 262_splitncnn_1 265_splitncnn_1 268_splitncnn_1 269
Convolution Conv_77 1 1 269 271 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_79 5 1 260_splitncnn_1 262_splitncnn_0 265_splitncnn_0 268_splitncnn_0 271 272
Convolution Conv_80 1 1 272 273 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_83 2 1 273 260_splitncnn_0 276 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_20 1 6 276 276_splitncnn_0 276_splitncnn_1 276_splitncnn_2 276_splitncnn_3 276_splitncnn_4 276_splitncnn_5
Convolution Conv_84 1 1 276_splitncnn_5 278 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_21 1 4 278 278_splitncnn_0 278_splitncnn_1 278_splitncnn_2 278_splitncnn_3
Concat Concat_86 2 1 276_splitncnn_4 278_splitncnn_3 279
Convolution Conv_87 1 1 279 281 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_22 1 3 281 281_splitncnn_0 281_splitncnn_1 281_splitncnn_2
Concat Concat_89 3 1 276_splitncnn_3 278_splitncnn_2 281_splitncnn_2 282
Convolution Conv_90 1 1 282 284 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_23 1 2 284 284_splitncnn_0 284_splitncnn_1
Concat Concat_92 4 1 276_splitncnn_2 278_splitncnn_1 281_splitncnn_1 284_splitncnn_1 285
Convolution Conv_93 1 1 285 287 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_95 5 1 276_splitncnn_1 278_splitncnn_0 281_splitncnn_0 284_splitncnn_0 287 288
Convolution Conv_96 1 1 288 289 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_99 2 1 289 276_splitncnn_0 292 0=1 -23301=2,2.000000e-01,1.000000e+00
Eltwise Add_102 2 1 292 244_splitncnn_0 295 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_24 1 7 295 295_splitncnn_0 295_splitncnn_1 295_splitncnn_2 295_splitncnn_3 295_splitncnn_4 295_splitncnn_5 295_splitncnn_6
Convolution Conv_103 1 1 295_splitncnn_6 297 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_25 1 4 297 297_splitncnn_0 297_splitncnn_1 297_splitncnn_2 297_splitncnn_3
Concat Concat_105 2 1 295_splitncnn_5 297_splitncnn_3 298
Convolution Conv_106 1 1 298 300 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_26 1 3 300 300_splitncnn_0 300_splitncnn_1 300_splitncnn_2
Concat Concat_108 3 1 295_splitncnn_4 297_splitncnn_2 300_splitncnn_2 301
Convolution Conv_109 1 1 301 303 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_27 1 2 303 303_splitncnn_0 303_splitncnn_1
Concat Concat_111 4 1 295_splitncnn_3 297_splitncnn_1 300_splitncnn_1 303_splitncnn_1 304
Convolution Conv_112 1 1 304 306 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_114 5 1 295_splitncnn_2 297_splitncnn_0 300_splitncnn_0 303_splitncnn_0 306 307
Convolution Conv_115 1 1 307 308 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_118 2 1 308 295_splitncnn_1 311 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_28 1 6 311 311_splitncnn_0 311_splitncnn_1 311_splitncnn_2 311_splitncnn_3 311_splitncnn_4 311_splitncnn_5
Convolution Conv_119 1 1 311_splitncnn_5 313 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_29 1 4 313 313_splitncnn_0 313_splitncnn_1 313_splitncnn_2 313_splitncnn_3
Concat Concat_121 2 1 311_splitncnn_4 313_splitncnn_3 314
Convolution Conv_122 1 1 314 316 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_30 1 3 316 316_splitncnn_0 316_splitncnn_1 316_splitncnn_2
Concat Concat_124 3 1 311_splitncnn_3 313_splitncnn_2 316_splitncnn_2 317
Convolution Conv_125 1 1 317 319 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_31 1 2 319 319_splitncnn_0 319_splitncnn_1
Concat Concat_127 4 1 311_splitncnn_2 313_splitncnn_1 316_splitncnn_1 319_splitncnn_1 320
Convolution Conv_128 1 1 320 322 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_130 5 1 311_splitncnn_1 313_splitncnn_0 316_splitncnn_0 319_splitncnn_0 322 323
Convolution Conv_131 1 1 323 324 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_134 2 1 324 311_splitncnn_0 327 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_32 1 6 327 327_splitncnn_0 327_splitncnn_1 327_splitncnn_2 327_splitncnn_3 327_splitncnn_4 327_splitncnn_5
Convolution Conv_135 1 1 327_splitncnn_5 329 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_33 1 4 329 329_splitncnn_0 329_splitncnn_1 329_splitncnn_2 329_splitncnn_3
Concat Concat_137 2 1 327_splitncnn_4 329_splitncnn_3 330
Convolution Conv_138 1 1 330 332 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_34 1 3 332 332_splitncnn_0 332_splitncnn_1 332_splitncnn_2
Concat Concat_140 3 1 327_splitncnn_3 329_splitncnn_2 332_splitncnn_2 333
Convolution Conv_141 1 1 333 335 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_35 1 2 335 335_splitncnn_0 335_splitncnn_1
Concat Concat_143 4 1 327_splitncnn_2 329_splitncnn_1 332_splitncnn_1 335_splitncnn_1 336
Convolution Conv_144 1 1 336 338 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_146 5 1 327_splitncnn_1 329_splitncnn_0 332_splitncnn_0 335_splitncnn_0 338 339
Convolution Conv_147 1 1 339 340 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_150 2 1 340 327_splitncnn_0 343 0=1 -23301=2,2.000000e-01,1.000000e+00
Eltwise Add_153 2 1 343 295_splitncnn_0 346 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_36 1 7 346 346_splitncnn_0 346_splitncnn_1 346_splitncnn_2 346_splitncnn_3 346_splitncnn_4 346_splitncnn_5 346_splitncnn_6
Convolution Conv_154 1 1 346_splitncnn_6 348 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_37 1 4 348 348_splitncnn_0 348_splitncnn_1 348_splitncnn_2 348_splitncnn_3
Concat Concat_156 2 1 346_splitncnn_5 348_splitncnn_3 349
Convolution Conv_157 1 1 349 351 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_38 1 3 351 351_splitncnn_0 351_splitncnn_1 351_splitncnn_2
Concat Concat_159 3 1 346_splitncnn_4 348_splitncnn_2 351_splitncnn_2 352
Convolution Conv_160 1 1 352 354 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_39 1 2 354 354_splitncnn_0 354_splitncnn_1
Concat Concat_162 4 1 346_splitncnn_3 348_splitncnn_1 351_splitncnn_1 354_splitncnn_1 355
Convolution Conv_163 1 1 355 357 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_165 5 1 346_splitncnn_2 348_splitncnn_0 351_splitncnn_0 354_splitncnn_0 357 358
Convolution Conv_166 1 1 358 359 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_169 2 1 359 346_splitncnn_1 362 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_40 1 6 362 362_splitncnn_0 362_splitncnn_1 362_splitncnn_2 362_splitncnn_3 362_splitncnn_4 362_splitncnn_5
Convolution Conv_170 1 1 362_splitncnn_5 364 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_41 1 4 364 364_splitncnn_0 364_splitncnn_1 364_splitncnn_2 364_splitncnn_3
Concat Concat_172 2 1 362_splitncnn_4 364_splitncnn_3 365
Convolution Conv_173 1 1 365 367 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_42 1 3 367 367_splitncnn_0 367_splitncnn_1 367_splitncnn_2
Concat Concat_175 3 1 362_splitncnn_3 364_splitncnn_2 367_splitncnn_2 368
Convolution Conv_176 1 1 368 370 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_43 1 2 370 370_splitncnn_0 370_splitncnn_1
Concat Concat_178 4 1 362_splitncnn_2 364_splitncnn_1 367_splitncnn_1 370_splitncnn_1 371
Convolution Conv_179 1 1 371 373 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_181 5 1 362_splitncnn_1 364_splitncnn_0 367_splitncnn_0 370_splitncnn_0 373 374
Convolution Conv_182 1 1 374 375 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_185 2 1 375 362_splitncnn_0 378 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_44 1 6 378 378_splitncnn_0 378_splitncnn_1 378_splitncnn_2 378_splitncnn_3 378_splitncnn_4 378_splitncnn_5
Convolution Conv_186 1 1 378_splitncnn_5 380 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_45 1 4 380 380_splitncnn_0 380_splitncnn_1 380_splitncnn_2 380_splitncnn_3
Concat Concat_188 2 1 378_splitncnn_4 380_splitncnn_3 381
Convolution Conv_189 1 1 381 383 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_46 1 3 383 383_splitncnn_0 383_splitncnn_1 383_splitncnn_2
Concat Concat_191 3 1 378_splitncnn_3 380_splitncnn_2 383_splitncnn_2 384
Convolution Conv_192 1 1 384 386 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_47 1 2 386 386_splitncnn_0 386_splitncnn_1
Concat Concat_194 4 1 378_splitncnn_2 380_splitncnn_1 383_splitncnn_1 386_splitncnn_1 387
Convolution Conv_195 1 1 387 389 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_197 5 1 378_splitncnn_1 380_splitncnn_0 383_splitncnn_0 386_splitncnn_0 389 390
Convolution Conv_198 1 1 390 391 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_201 2 1 391 378_splitncnn_0 394 0=1 -23301=2,2.000000e-01,1.000000e+00
Eltwise Add_204 2 1 394 346_splitncnn_0 397 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_48 1 7 397 397_splitncnn_0 397_splitncnn_1 397_splitncnn_2 397_splitncnn_3 397_splitncnn_4 397_splitncnn_5 397_splitncnn_6
Convolution Conv_205 1 1 397_splitncnn_6 399 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_49 1 4 399 399_splitncnn_0 399_splitncnn_1 399_splitncnn_2 399_splitncnn_3
Concat Concat_207 2 1 397_splitncnn_5 399_splitncnn_3 400
Convolution Conv_208 1 1 400 402 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_50 1 3 402 402_splitncnn_0 402_splitncnn_1 402_splitncnn_2
Concat Concat_210 3 1 397_splitncnn_4 399_splitncnn_2 402_splitncnn_2 403
Convolution Conv_211 1 1 403 405 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_51 1 2 405 405_splitncnn_0 405_splitncnn_1
Concat Concat_213 4 1 397_splitncnn_3 399_splitncnn_1 402_splitncnn_1 405_splitncnn_1 406
Convolution Conv_214 1 1 406 408 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_216 5 1 397_splitncnn_2 399_splitncnn_0 402_splitncnn_0 405_splitncnn_0 408 409
Convolution Conv_217 1 1 409 410 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_220 2 1 410 397_splitncnn_1 413 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_52 1 6 413 413_splitncnn_0 413_splitncnn_1 413_splitncnn_2 413_splitncnn_3 413_splitncnn_4 413_splitncnn_5
Convolution Conv_221 1 1 413_splitncnn_5 415 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_53 1 4 415 415_splitncnn_0 415_splitncnn_1 415_splitncnn_2 415_splitncnn_3
Concat Concat_223 2 1 413_splitncnn_4 415_splitncnn_3 416
Convolution Conv_224 1 1 416 418 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_54 1 3 418 418_splitncnn_0 418_splitncnn_1 418_splitncnn_2
Concat Concat_226 3 1 413_splitncnn_3 415_splitncnn_2 418_splitncnn_2 419
Convolution Conv_227 1 1 419 421 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_55 1 2 421 421_splitncnn_0 421_splitncnn_1
Concat Concat_229 4 1 413_splitncnn_2 415_splitncnn_1 418_splitncnn_1 421_splitncnn_1 422
Convolution Conv_230 1 1 422 424 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_232 5 1 413_splitncnn_1 415_splitncnn_0 418_splitncnn_0 421_splitncnn_0 424 425
Convolution Conv_233 1 1 425 426 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_236 2 1 426 413_splitncnn_0 429 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_56 1 6 429 429_splitncnn_0 429_splitncnn_1 429_splitncnn_2 429_splitncnn_3 429_splitncnn_4 429_splitncnn_5
Convolution Conv_237 1 1 429_splitncnn_5 431 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_57 1 4 431 431_splitncnn_0 431_splitncnn_1 431_splitncnn_2 431_splitncnn_3
Concat Concat_239 2 1 429_splitncnn_4 431_splitncnn_3 432
Convolution Conv_240 1 1 432 434 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_58 1 3 434 434_splitncnn_0 434_splitncnn_1 434_splitncnn_2
Concat Concat_242 3 1 429_splitncnn_3 431_splitncnn_2 434_splitncnn_2 435
Convolution Conv_243 1 1 435 437 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_59 1 2 437 437_splitncnn_0 437_splitncnn_1
Concat Concat_245 4 1 429_splitncnn_2 431_splitncnn_1 434_splitncnn_1 437_splitncnn_1 438
Convolution Conv_246 1 1 438 440 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_248 5 1 429_splitncnn_1 431_splitncnn_0 434_splitncnn_0 437_splitncnn_0 440 441
Convolution Conv_249 1 1 441 442 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_252 2 1 442 429_splitncnn_0 445 0=1 -23301=2,2.000000e-01,1.000000e+00
Eltwise Add_255 2 1 445 397_splitncnn_0 448 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_60 1 7 448 448_splitncnn_0 448_splitncnn_1 448_splitncnn_2 448_splitncnn_3 448_splitncnn_4 448_splitncnn_5 448_splitncnn_6
Convolution Conv_256 1 1 448_splitncnn_6 450 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_61 1 4 450 450_splitncnn_0 450_splitncnn_1 450_splitncnn_2 450_splitncnn_3
Concat Concat_258 2 1 448_splitncnn_5 450_splitncnn_3 451
Convolution Conv_259 1 1 451 453 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_62 1 3 453 453_splitncnn_0 453_splitncnn_1 453_splitncnn_2
Concat Concat_261 3 1 448_splitncnn_4 450_splitncnn_2 453_splitncnn_2 454
Convolution Conv_262 1 1 454 456 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_63 1 2 456 456_splitncnn_0 456_splitncnn_1
Concat Concat_264 4 1 448_splitncnn_3 450_splitncnn_1 453_splitncnn_1 456_splitncnn_1 457
Convolution Conv_265 1 1 457 459 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_267 5 1 448_splitncnn_2 450_splitncnn_0 453_splitncnn_0 456_splitncnn_0 459 460
Convolution Conv_268 1 1 460 461 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_271 2 1 461 448_splitncnn_1 464 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_64 1 6 464 464_splitncnn_0 464_splitncnn_1 464_splitncnn_2 464_splitncnn_3 464_splitncnn_4 464_splitncnn_5
Convolution Conv_272 1 1 464_splitncnn_5 466 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_65 1 4 466 466_splitncnn_0 466_splitncnn_1 466_splitncnn_2 466_splitncnn_3
Concat Concat_274 2 1 464_splitncnn_4 466_splitncnn_3 467
Convolution Conv_275 1 1 467 469 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_66 1 3 469 469_splitncnn_0 469_splitncnn_1 469_splitncnn_2
Concat Concat_277 3 1 464_splitncnn_3 466_splitncnn_2 469_splitncnn_2 470
Convolution Conv_278 1 1 470 472 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_67 1 2 472 472_splitncnn_0 472_splitncnn_1
Concat Concat_280 4 1 464_splitncnn_2 466_splitncnn_1 469_splitncnn_1 472_splitncnn_1 473
Convolution Conv_281 1 1 473 475 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_283 5 1 464_splitncnn_1 466_splitncnn_0 469_splitncnn_0 472_splitncnn_0 475 476
Convolution Conv_284 1 1 476 477 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_287 2 1 477 464_splitncnn_0 480 0=1 -23301=2,2.000000e-01,1.000000e+00
Split splitncnn_68 1 6 480 480_splitncnn_0 480_splitncnn_1 480_splitncnn_2 480_splitncnn_3 480_splitncnn_4 480_splitncnn_5
Convolution Conv_288 1 1 480_splitncnn_5 482 0=32 1=3 4=1 5=1 6=18432 9=2 -23310=1,2.000000e-01
Split splitncnn_69 1 4 482 482_splitncnn_0 482_splitncnn_1 482_splitncnn_2 482_splitncnn_3
Concat Concat_290 2 1 480_splitncnn_4 482_splitncnn_3 483
Convolution Conv_291 1 1 483 485 0=32 1=3 4=1 5=1 6=27648 9=2 -23310=1,2.000000e-01
Split splitncnn_70 1 3 485 485_splitncnn_0 485_splitncnn_1 485_splitncnn_2
Concat Concat_293 3 1 480_splitncnn_3 482_splitncnn_2 485_splitncnn_2 486
Convolution Conv_294 1 1 486 488 0=32 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Split splitncnn_71 1 2 488 488_splitncnn_0 488_splitncnn_1
Concat Concat_296 4 1 480_splitncnn_2 482_splitncnn_1 485_splitncnn_1 488_splitncnn_1 489
Convolution Conv_297 1 1 489 491 0=32 1=3 4=1 5=1 6=46080 9=2 -23310=1,2.000000e-01
Concat Concat_299 5 1 480_splitncnn_1 482_splitncnn_0 485_splitncnn_0 488_splitncnn_0 491 492
Convolution Conv_300 1 1 492 493 0=64 1=3 4=1 5=1 6=110592
Eltwise Add_303 2 1 493 480_splitncnn_0 496 0=1 -23301=2,2.000000e-01,1.000000e+00
Eltwise Add_306 2 1 496 448_splitncnn_0 499 0=1 -23301=2,2.000000e-01,1.000000e+00
Convolution Conv_307 1 1 499 500 0=64 1=3 4=1 5=1 6=36864
BinaryOp Add_308 2 1 193_splitncnn_0 500 501
Interp Resize_310 1 1 501 506 0=1 1=2.000000e+00 2=2.000000e+00
Convolution Conv_311 1 1 506 508 0=64 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Interp Resize_314 1 1 508 513 0=1 1=2.000000e+00 2=2.000000e+00
Convolution Conv_315 1 1 513 515 0=64 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Convolution Conv_317 1 1 515 517 0=64 1=3 4=1 5=1 6=36864 9=2 -23310=1,2.000000e-01
Convolution Conv_319 1 1 517 output 0=3 1=3 4=1 5=1 6=1728

BIN
bin/lib/models/realesrgan-x4plus.bin Normal file
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1001
bin/lib/models/realesrgan-x4plus.param Normal file
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File diff suppressed because it is too large Load Diff

2
config/settings.ini
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@@ -1,6 +1,6 @@
[PathSettings]
defaultOutputPath = $HOME/FSRImageVideoUpscaler/
tmpPathLinux = /home/janis/
tmpPathLinux = /tmp/
tmpPathWindows = C:\temp
[DevSettings]

39
fsrimagevideoupscaler-cli.py → imagevideoupscaler-cli.py
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@@ -12,18 +12,19 @@ import bin.handler
import os
import multiprocessing
allowedFiletypes = [ 'bmp', 'png', 'jpg' ];
allowedFiletypes = [ 'png', 'jpg' ];
if __name__ == '__main__':
ap = argparse.ArgumentParser( description='FSRImageVideoUpscaler - CLI, a CLI application to upscale videos and images using FSR.' )
ap.add_argument( 'inputfile', help='File path for the video / image to be upscaled' )
ap.add_argument( 'outputfile', help='File path for the video / image that was upscaled' )
ap.add_argument( '-s', '--scalefactor', help='Scale factor for the video / image' )
ap.add_argument( '-F', '--filetype', help='Change the file type of the temporary image files. Supports bmp, png, jpg. Video quality: bmp > png > jpg. Only use bmp for short videos only, or on high end, high-capacity SSDs, as it uses lots of storage space! png is default, if not specified.' )
ap.add_argument( '-S', '--sharpening', help='Sharpening factor (between 0 and 1 wheras 0 means no sharpening, 1 the most sharpening. Recommendation: Do not exceed 0.25, as it often looks bad)' )
ap.add_argument( '-s', '--scalefactor', help='Scale factor for the video / image. Can be a integer from 1 - 4' )
ap.add_argument( '-F', '--filetype', help='Change the file type of the temporary image files. Supports png, jpg. Video quality: png > jpg. Png is default, if not specified.' )
ap.add_argument( '-S', '--sharpening', help='Sharpening factor (between 0 and 1 whereas 0 means no sharpening, 1 the most sharpening. Recommendation: Do not exceed 0.25, as it often looks bad)' )
ap.add_argument( '-N', '--noscaling', help='Do not upscale video, instead only sharpen. Sharpening argument required!', action='store_true' )
ap.add_argument( '-T', '--threads', help='Thread count to use. Cannot exceed CPU thread count. Scaling non-linear (using 2 threads is not exactly 2x the speed of 1 thread)' )
ap.add_argument( '-T', '--threads', help='Thread count to use. Cannot exceed CPU thread count. Scaling non-linear (using 2 threads is not exactly 2x the speed of 1 thread). Scales well with FSR, barely with Real-ESRGAN, as it uses mostly the GPU to upscale' )
ap.add_argument( '-E', '--engine', help='Upscaling engine. Can be fsr or SS (for Real-ESRGAN). FSR tends to be lower quality, but faster, Real-ESRGAN higher quality, but slower. Defaults to Real-ESRGAN' )
ap.add_argument( '-M', '--model', help='Only available if using Real-ESRGAN. Change the ML-Model used to upsample video, can be: realesr-animevideov3 | realesrgan-x4plus | realesrgan-x4plus-anime , defaults to realesrgan-x4plus' )
args = ap.parse_args()
handler = bin.handler.Handler()
@@ -32,10 +33,13 @@ if __name__ == '__main__':
go2 = True;
go3 = True;
engine = 'SS';
model = 'realesrgan-x4plus';
availableModels = [ 'realesr-animevideov3', 'realesrgan-x4plus', 'realesrgan-x4plus-anime' ];
multiprocessing.freeze_support();
if ( os.path.exists( args.outputfile ) ):
if ( input( 'File already exists. Do you want to replace it? (y/n) ' ).lower() == 'y' ):
doReplace = input( 'File already exists. Do you want to replace it? (Y/n) ' ).lower()
if ( doReplace == 'y' or doReplace == '' ):
go = True
os.remove( args.outputfile );
else:
@@ -48,6 +52,13 @@ if __name__ == '__main__':
else:
print( 'Invalid argument for engine' )
go2 = False;
if ( engine == 'SS' and args.model != None ):
if ( args.model in availableModels ):
model = args.model;
else:
print( 'Invalid argument for model. Can be: realesr-animevideov3 | realesrgan-x4plus | realesrgan-x4plus-anime | realesrnet-x4plus' )
go2 = False;
if ( args.noscaling ):
if ( args.sharpening != None ):
@@ -69,24 +80,24 @@ if __name__ == '__main__':
filetype = args.filetype
else:
g3o = False
print( 'Invalid filetype for temp images specified. Please ensure to only use png, bmp or jpg!' );
print( 'Invalid filetype for temp images specified. Please ensure to only use png or jpg!' );
else:
filetype = 'png'
if ( go and go2 and go3 ):
if ( args.scalefactor ):
if ( args.scalefactor[ len(args.scalefactor) -1: ] == 'x' ):
if ( int( args.scalefactor ) ):
if ( args.threads != None ):
handler.handler( 'bin/lib/FidelityFX_CLI.exe', args.inputfile, 'custom', args.scalefactor, args.outputfile, args.sharpening, args.noscaling, filetype, engine, threads=int( args.threads ) );
handler.handler( 'bin/lib/FidelityFX_CLI.exe', args.inputfile, args.scalefactor, args.outputfile, args.sharpening, args.noscaling, filetype, engine, model, threads=int( args.threads ) );
else:
handler.handler( 'bin/lib/FidelityFX_CLI.exe', args.inputfile, 'custom', args.scalefactor, args.outputfile, args.sharpening, args.noscaling, filetype, engine );
handler.handler( 'bin/lib/FidelityFX_CLI.exe', args.inputfile, args.scalefactor, args.outputfile, args.sharpening, args.noscaling, filetype, engine, model );
else:
raise NameError( 'Argument Scale does require to be of form 2x! (it has to end in x)' )
raise NameError( 'Argument Scale does require to be an integer!' )
else:
if ( args.threads != None ):
handler.handler( 'bin/lib/FidelityFX_CLI.exe', args.inputfile, 'custom', '2x', args.outputfile, args.sharpening, args.noscaling, filetype, engine, threads=int( args.threads ) );
handler.handler( 'bin/lib/FidelityFX_CLI.exe', args.inputfile, '2', args.outputfile, args.sharpening, args.noscaling, filetype, engine, model, threads=int( args.threads ) );
else:
handler.handler( 'bin/lib/FidelityFX_CLI.exe', args.inputfile, 'custom', '2x', args.outputfile, args.sharpening, args.noscaling, filetype, engine )
print( '\n\n---------------------------------------------------------------------------------\n\nDONE \n\nFSRImageVideoUpscalerFrontend V1.1.0\n\nCopyright 2023 FSRImageVideoUpscalerFrontend contributors\nThis application comes with absolutely no warranty to the extent permitted by applicable law\n\n' )
handler.handler( 'bin/lib/FidelityFX_CLI.exe', args.inputfile, '2', args.outputfile, args.sharpening, args.noscaling, filetype, engine, model )
print( '\n\n---------------------------------------------------------------------------------\n\nDONE \n\n\n\nImageVideoUpscalerFrontend V1.1.0\n\nCopyright 2023 FSRImageVideoUpscalerFrontend contributors\nThis application comes with absolutely no warranty to the extent permitted by applicable law\n\n\n\nYour video was saved to ' + args.outputfile + '\n\n\n' )

0
fsrimagevideoupscaler.py → imagevideoupscaler.py
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0
fsrimagevideoupscaler.spec → imagevideoupscaler.spec
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