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uImageAI.pas
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uImageAI.pas
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unit uImageAI;
interface
uses
uTLH.SysUtils;
// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
type
TScale = (
scale1 = 1,
scale2 = 2,
scale3 = 3, // SRMD
scale4 = 4,
scale8 = 8,
scale16 = 16,
scale32 = 32
);
TOutFormat = (
ofInput,
ofJPG,
ofPNG,
ofWebP
);
const
SUPPORTED_FORMATS : Array [ 0..3 ] of String = ( '.jpg', '.jpeg', '.png', '.webp' );
INDIRECT_FORMATS : Array [ 0..3 ] of String = ( '.bmp', '.tif', '.tiff', {'.gif',} 'tga' );
// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
// Waifu2x NCNN Vulkan
type
TWaifu2x_NCNN_Vulkan_Model = (
wmCunet,
wmUpConf7_AnimeStyle,
wmUpConf7_Photo
);
TWaifu2x_NCNN_Vulkan_Settings = packed record
Model : TWaifu2x_NCNN_Vulkan_Model;
Scale : TScale;
Denoise : Integer;
TTA : Boolean;
OFormat : TOutFormat;
end;
function Waifu2x_NCNN_Vulkan( FileNameIn, FileNameOut : String; Model : TWaifu2x_NCNN_Vulkan_Model = wmCunet; Scale : TScale = scale2; Denoise : Integer = 0; TTA : Boolean = False; OFormat : TOutFormat = ofInput; Verbose : Boolean = False; ExecuteProc : TExecutePELine = nil ) : Integer;
// RealSR NCNN Vulkan
type
TRealSR_NCNN_Vulkan_Model = (
rsrmDF2K,
rsrmDF2K_JPEG
);
TRealSR_NCNN_Vulkan_Settings = packed record
Model : TRealSR_NCNN_Vulkan_Model;
TTA : Boolean;
OFormat : TOutFormat;
end;
function RealSR_NCNN_Vulkan( FileNameIn, FileNameOut : String; Model : TRealSR_NCNN_Vulkan_Model = rsrmDF2K; TTA : Boolean = False; OFormat : TOutFormat = ofInput; Verbose : Boolean = False; ExecuteProc : TExecutePELine = nil ) : Integer;
// SRMD NCNN Vulkan
type
TSRMD_NCNN_Vulkan_Settings = packed record
// Model : SRMD_NCNN_Vulkan_Model;
Scale : TScale;
Denoise : Integer;
TTA : Boolean;
OFormat : TOutFormat;
end;
function SRMD_NCNN_Vulkan( FileNameIn, FileNameOut : String; {Model : SRMD_NCNN_Vulkan_Model = rsrmDF2K;} Scale : TScale = scale2; Denoise : Integer = 0; TTA : Boolean = False; OFormat : TOutFormat = ofInput; Verbose : Boolean = False; ExecuteProc : TExecutePELine = nil ) : Integer;
// RealEsrgan NCNN Vulkan
type
TRealEsrgan_NCNN_Vulkan_Model = (
renvAnimeVideo,
renvESRGAN_X4Plus,
renvX4Plus_Anime,
renvESRNET_X4Plus
);
TRealEsrgan_NCNN_Vulkan_Settings = packed record
Model : TRealEsrgan_NCNN_Vulkan_Model;
Scale : TScale;
TTA : Boolean;
OFormat : TOutFormat;
end;
function RealEsrgan_NCNN_Vulkan( FileNameIn, FileNameOut : String; Model : TRealEsrgan_NCNN_Vulkan_Model = renvAnimeVideo; Scale : TScale = scale2; TTA : Boolean = False; OFormat : TOutFormat = ofInput; Verbose : Boolean = False; ExecuteProc : TExecutePELine = nil ) : Integer;
// RealCugan NCNN Vulkan
type
TRealCugan_NCNN_Vulkan_Model = (
rcnvSE,
rcnvNose,
rcnvPro
);
TRealCugan_NCNN_Vulkan_Settings = packed record
Model : TRealCugan_NCNN_Vulkan_Model;
Scale : TScale;
SyncGapMode : Byte;
TTA : Boolean;
OFormat : TOutFormat;
end;
function RealCugan_NCNN_Vulkan( FileNameIn, FileNameOut : String; Model : TRealCugan_NCNN_Vulkan_Model = rcnvSE; Scale : TScale = scale2; SyncGapMode : Byte = 3; TTA : Boolean = False; OFormat : TOutFormat = ofInput; Verbose : Boolean = False; ExecuteProc : TExecutePELine = nil ) : Integer;
type
TA4kFilter = (
apfMedianBlur,
apfMeanBlur,
apfCasSharpening,
apfGaussianBlurWeak,
apfGaussianBlur,
apfBilateralFilter,
apfBilateralFilterFaster
);
TA4kFilters = set of TA4kFilter;
TA4k_Settings = packed record
Scale : Double;
PreFilters : TA4kFilters;
PostFilters : TA4kFilters;
Passes : Word;
PushColorCount : Word;
StrengthColor : Double;
StrengthGradient : Double;
FastMode : Boolean;
GPUMode : Boolean;
CNNMode : Boolean;
HDN : Boolean;
HDNLevel : Byte;
NCNN : Boolean;
end;
function Anime4k( FileNameIn : String;
FileNameOut : String;
Scale : Double = 2; // zoom factor for resizing (double [=2])
PreFilters : TA4kFilters = [ apfCasSharpening ];
PostFilters : TA4kFilters = [ apfCasSharpening, apfBilateralFilter];
Passes : Word = 2; // Passes for processing (int [=2])
PushColorCount : Word = 2; // Limit the number of color pushes (int [=2])
StrengthColor : Double = 0.3; // Strength for pushing color,range 0 to 1,higher for thinner (double [=0.3])
StrengthGradient : Double = 1; // Strength for pushing gradient,range 0 to 1,higher for sharper (double [=1])
FastMode : Boolean = False; // Faster but maybe low quality
GPUMode : Boolean = True; // Enable GPU acceleration
CNNMode : Boolean = False; // Enable ACNet
HDN : Boolean = False; // Enable HDN mode for ACNet
HDNLevel : Byte = 1; // Set HDN level (int [=1])
NCNN : Boolean = False; // Open ncnn and ACNet
ExecuteProc : TExecutePELine = nil ) : Integer;
// Waifu2x
type
TWaifu2x_Settings = packed record
Scale : Double;
Denoise : Word;
TTA : Boolean;
GPU : Boolean;
ForceOpenCL : Boolean;
PNGCompression : Byte;
JPEG_WebPCompression : Byte;
OFormat : TOutFormat;
end;
function Waifu2x( FileNameIn, FileNameOut : String;
Scale : Double = 2;
Denoise : Word = 0; // Denoise 0=Off, 1..4
TTA : Boolean = False; // Enable Test-Time Augmentation mode.
GPU : Boolean = True;
ForceOpenCL : Boolean = False; // force to use OpenCL on Intel Platform
PNGCompression : Byte = 0; // Set PNG compression level (0-9), 9 = Max compression (slowest & smallest)
JPEG_WebPCompression : Byte = 101; // JPEG & WebP Compression quality (0-101, 0 being smallest size and lowest quality), use 101 for lossless WebP
OFormat : TOutFormat = ofInput;
ExecuteProc : TExecutePELine = nil ) : Integer;
// Waifu2x Caffe
type
tWaifu2x_Caffe_ProcessMode = ( wcpmCPU, wcpmGPU, wcpmCudnn );
tWaifu2x_Caffe_Models = (
wcmCunet,
wcmAnimeStyleArtRGB,
wcmAnimeStyleArt,
wcmPhoto,
wcmUpConv7_AnimeStyleArtRGB,
wcmUpConv7_Photo,
wcmUpResNet10,
wcmUkBench
);
TWaifu2x_Caffe_Settings = packed record
Model : tWaifu2x_Caffe_Models;
ScaleWidth : Cardinal;
ScaleHeight : Cardinal;
ScaleRatio : Double;
CropWidth : Word;
CropHeight : Word;
CropDivisor : Word;
Denoise : Word;
Mode : tWaifu2x_Caffe_ProcessMode;
TTA : Boolean;
ImageQuality : Integer;
end;
function Waifu2x_Caffe( FileNameIn, FileNameOut : String;
Model : tWaifu2x_Caffe_Models = wcmCunet;
ScaleWidth : Cardinal = 0;
ScaleHeight : Cardinal = 0;
ScaleRatio : Double = 1;
CropWidth : Word = 0;
CropHeight : Word = 0;
CropDivisor : Word = 128; // Specify the division size. The default value is `128`
Denoise : Word = 0; // Denoise 0=Off, 1=Auto, 2..5
Mode : tWaifu2x_Caffe_ProcessMode = wcpmGPU;
TTA : Boolean = False; // Enable Test-Time Augmentation mode
ImageQuality : Integer = -1;
ExecuteProc : TExecutePELine = nil ) : Integer;
// Cain NCNN Vulkan
function Cain_NCNN_Vulkan( FileNameIn1, FileNameIn2, FileNameOut : String; Verbose : Boolean = False; ExecuteProc : TExecutePELine = nil ) : Integer;
// Dain NCNN Vulkan
type
TDain_Settings = packed record
FrameCount : Cardinal;
TimeStep : Double;
TileSize : Word;
end;
function Dain_NCNN_Vulkan( FileNameIn1,
FileNameIn2,
FileNameOut : String;
FrameCount : Cardinal = 0;
TimeStep : Double = 0.5;
TileSize : Word = 256;
Verbose : Boolean = False;
ExecuteProc : TExecutePELine = nil ) : Integer;
// IfrNet NCNN Vulkan
type
TIfrNet_NCNN_Vulkan_Model = (
imVimeo90K,
imVimeo90K_S,
imVimeo90K_L,
imGoPro,
imGoPro_S,
imGoPro_L
);
TIfrNet_NCNN_Vulkan_Settings = packed record
Model : TIfrNet_NCNN_Vulkan_Model;
TTA : Boolean;
UltraHD : Boolean;
FrameCount : Cardinal;
TimeStep : Double;
end;
function IfrNet_NCNN_Vulkan( FileNameIn1,
FileNameIn2,
FileNameOut : String;
Model : TIfrNet_NCNN_Vulkan_Model = imVimeo90K;
TTA : Boolean = False;
UltraHD : Boolean = False;
FrameCount : Cardinal = 0;
TimeStep : Double = 0.5;
Verbose : Boolean = False;
ExecuteProc : TExecutePELine = nil ) : Integer;
// Rife NCNN Vulkan
type
TRife_NCNN_Vulkan_Model = (
rmRife,
rmRifeAnime,
rmRifeHD,
rmRifeUHD,
rmRife2,
rmRife2_3,
rmRife2_4,
rmRife3_0,
rmRife3_1,
rmRife4
);
TRife_NCNN_Vulkan_Settings = packed record
Model : TRife_NCNN_Vulkan_Model;
TTA : Boolean;
UltraHD : Boolean;
FrameCount : Cardinal;
TimeStep : Double;
end;
function Rife_NCNN_Vulkan( FileNameIn1,
FileNameIn2,
FileNameOut : String;
Model : TRife_NCNN_Vulkan_Model = rmRife2_3;
TTA : Boolean = False;
UltraHD : Boolean = False;
FrameCount : Cardinal = 0;
TimeStep : Double = 0.5;
Verbose : Boolean = False;
ExecuteProc : TExecutePELine = nil ) : Integer;
// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
type
TDataMode = (
dmUndefined = 0,
dmWaifu2x_NCNN,
dmRealSR_NCNN,
dmSRMD_NCNN,
dmRealEsrgan_NCNN,
dmRealCugan_NCNN,
dmAnime4k,
dmWaifu2x,
dmWaifu2x_Caffe,
dmCain,
dmDain,
dmIfrNet_NCNN,
dmRife_NCNN
);
TDataRecordUnion = packed record
Mode : TDataMode;
case Integer of
0 : ( Waifu2x_NCNN : TWaifu2x_NCNN_Vulkan_Settings );
1 : ( RealSR_NCNN : TRealSR_NCNN_Vulkan_Settings );
2 : ( SRMD_NCNN : TSRMD_NCNN_Vulkan_Settings );
3 : ( RealEsrgan_NCNN : TRealEsrgan_NCNN_Vulkan_Settings );
4 : ( RealCugan_NCNN : TRealCugan_NCNN_Vulkan_Settings );
5 : ( Anime4k : TA4k_Settings );
6 : ( Waifu2x : TWaifu2x_Settings );
7 : ( Waifu2x_Caffe : TWaifu2x_Caffe_Settings );
// 8 : ; // Cain
9 : ( Dain : TDain_Settings );
10 : ( IfrNet_NCNN : TIfrNet_NCNN_Vulkan_Settings );
11 : ( Rife_NCNN : TRife_NCNN_Vulkan_Settings );
end;
// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
implementation
uses
SysUtils;
// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
{
type
TWaifu2x_NCNN_Vulkan_Model = (
wmCunet,
wmUpConf7_AnimeStyle,
wmUpConf7_Photo
);
}
function Waifu2x_NCNN_Vulkan( FileNameIn, FileNameOut : String; Model : TWaifu2x_NCNN_Vulkan_Model = wmCunet; Scale : TScale = scale2; Denoise : Integer = 0; TTA : Boolean = False; OFormat : TOutFormat = ofInput; Verbose : Boolean = False; ExecuteProc : TExecutePELine = nil ) : Integer;
const
EXECUTABLE = 'waifu2x-ncnn-vulkan\waifu2x-ncnn-vulkan.exe';
Models : Array [ 0..2 ] of String = (
'models-cunet',
'models-upconv_7_anime_style_art_rgb',
'models-upconv_7_photo'
);
var
FileName : String;
Params : String;
i, ID : Integer;
B : Boolean;
begin
result := -104;
if NOT FileExists( FileNameIn ) then
Exit;
result := -103;
Params := LowerCase( ExtractFileExt( FileNameIn ) );
ID := -1;
for i := Low( SUPPORTED_FORMATS ) to High( SUPPORTED_FORMATS ) do
begin
if ( SUPPORTED_FORMATS[ i ] = Params ) then
begin
ID := i;
Break;
end;
end;
if ( ID < 0 ) then
Exit;
result := -102;
Params := LowerCase( ExtractFileExt( FileNameOut ) );
ID := -1;
for i := Low( SUPPORTED_FORMATS ) to High( SUPPORTED_FORMATS ) do
begin
if ( SUPPORTED_FORMATS[ i ] = Params ) then
begin
ID := i;
Break;
end;
end;
if ( ID < 0 ) then
Exit;
if NOT DirectoryExists( ExtractFileDir( FileNameOut ) ) then
begin
if NOT ForceDirectories( ExtractFileDir( FileNameOut ) ) then
begin
result := -101;
Exit;
end;
end;
if FileExists( FileNameOut ) then
begin
if NOT DeleteFile( FileNameOut ) then
begin
result := -100;
Exit;
end;
end;
if ( Denoise < -1 ) then
Denoise := -1
else if ( Denoise > 3 ) then
Denoise := 3;
if ( Scale = scale3 ) then
Scale := scale4;
FileName := IncludeTrailingPathDelimiter( ExtractFileDir( ParamStr( 0 ) ) ) + EXECUTABLE;
Params := Format( '-i "%s" -o "%s" -s %d -n %d -model-path "%s"', [ FileNameIn, FileNameOut, Integer( Scale ), Denoise, Models[ Integer( Model ) ] ] );
case OFormat of
ofJPG : Params := Params + ' -f jpg';
ofPNG : Params := Params + ' -f png';
ofWebP : Params := Params + ' -f webp';
end;
if TTA then
Params := Params + ' -x';
if Verbose then
Params := Params + ' -v';
if Assigned( ExecuteProc ) then
ExecuteProc( FileName + ' ' + Params, B, False );
result := ExecutePE( nil, FileName, Params, ''{WorkingDirectory}, ExecuteProc{CaptureLineProc}, ExecutePE_DefaultOptions+[ eoWaitForTerminate ] );
end;
{
type
TRealSR_NCNN_Vulkan_Model = (
rsrmDF2K,
rsrmDF2K_JPEG
);
}
function RealSR_NCNN_Vulkan( FileNameIn, FileNameOut : String; Model : TRealSR_NCNN_Vulkan_Model = rsrmDF2K; TTA : Boolean = False; OFormat : TOutFormat = ofInput; Verbose : Boolean = False; ExecuteProc : TExecutePELine = nil ) : Integer;
const
EXECUTABLE = 'realsr-ncnn-vulkan\realsr-ncnn-vulkan.exe';
Models : Array [ 0..1 ] of String = (
'models-DF2K',
'models-DF2K_JPEG'
);
var
FileName : String;
Params : String;
i, ID : Integer;
B : Boolean;
begin
result := -104;
if NOT FileExists( FileNameIn ) then
Exit;
result := -103;
Params := LowerCase( ExtractFileExt( FileNameIn ) );
ID := -1;
for i := Low( SUPPORTED_FORMATS ) to High( SUPPORTED_FORMATS ) do
begin
if ( SUPPORTED_FORMATS[ i ] = Params ) then
begin
ID := i;
Break;
end;
end;
if ( ID < 0 ) then
Exit;
result := -102;
Params := LowerCase( ExtractFileExt( FileNameOut ) );
ID := -1;
for i := Low( SUPPORTED_FORMATS ) to High( SUPPORTED_FORMATS ) do
begin
if ( SUPPORTED_FORMATS[ i ] = Params ) then
begin
ID := i;
Break;
end;
end;
if ( ID < 0 ) then
Exit;
if NOT DirectoryExists( ExtractFileDir( FileNameOut ) ) then
begin
if NOT ForceDirectories( ExtractFileDir( FileNameOut ) ) then
begin
result := -101;
Exit;
end;
end;
if FileExists( FileNameOut ) then
begin
if NOT DeleteFile( FileNameOut ) then
begin
result := -100;
Exit;
end;
end;
FileName := IncludeTrailingPathDelimiter( ExtractFileDir( ParamStr( 0 ) ) ) + EXECUTABLE;
Params := Format( '-i "%s" -o "%s" -model-path "%s"', [ FileNameIn, FileNameOut, Models[ Integer( Model ) ] ] );
case OFormat of
ofJPG : Params := Params + ' -f jpg';
ofPNG : Params := Params + ' -f png';
ofWebP : Params := Params + ' -f webp';
end;
if TTA then
Params := Params + ' -x';
if Verbose then
Params := Params + ' -v';
if Assigned( ExecuteProc ) then
ExecuteProc( FileName + ' ' + Params, B, False );
result := ExecutePE( nil, FileName, Params, ''{WorkingDirectory}, ExecuteProc{CaptureLineProc}, ExecutePE_DefaultOptions+[ eoWaitForTerminate ] );
end;
function SRMD_NCNN_Vulkan( FileNameIn, FileNameOut : String; {Model : SRMD_NCNN_Vulkan_Model = rsrmDF2K;} Scale : TScale = scale2; Denoise : Integer = 0; TTA : Boolean = False; OFormat : TOutFormat = ofInput; Verbose : Boolean = False; ExecuteProc : TExecutePELine = nil ) : Integer;
const
EXECUTABLE = 'srmd-ncnn-vulkan\srmd-ncnn-vulkan.exe';
Models : Array [ 0..0 ] of String = (
'models-srmd'
);
var
FileName : String;
Params : String;
i, ID : Integer;
B : Boolean;
begin
result := -104;
if NOT FileExists( FileNameIn ) then
Exit;
result := -103;
Params := LowerCase( ExtractFileExt( FileNameIn ) );
ID := -1;
for i := Low( SUPPORTED_FORMATS ) to High( SUPPORTED_FORMATS ) do
begin
if ( SUPPORTED_FORMATS[ i ] = Params ) then
begin
ID := i;
Break;
end;
end;
if ( ID < 0 ) then
Exit;
result := -102;
Params := LowerCase( ExtractFileExt( FileNameOut ) );
ID := -1;
for i := Low( SUPPORTED_FORMATS ) to High( SUPPORTED_FORMATS ) do
begin
if ( SUPPORTED_FORMATS[ i ] = Params ) then
begin
ID := i;
Break;
end;
end;
if ( ID < 0 ) then
Exit;
if NOT DirectoryExists( ExtractFileDir( FileNameOut ) ) then
begin
if NOT ForceDirectories( ExtractFileDir( FileNameOut ) ) then
begin
result := -101;
Exit;
end;
end;
if FileExists( FileNameOut ) then
begin
if NOT DeleteFile( FileNameOut ) then
begin
result := -100;
Exit;
end;
end;
if ( Denoise < -1 ) then
Denoise := -1
else if ( Denoise > 10 ) then
Denoise := 10;
if ( Scale > Scale4 ) then
Scale := Scale4;
FileName := IncludeTrailingPathDelimiter( ExtractFileDir( ParamStr( 0 ) ) ) + EXECUTABLE;
Params := Format( '-i "%s" -o "%s" -s %d -n %d -model-path "%s"', [ FileNameIn, FileNameOut, Integer( Scale ), Denoise, Models[ 0 ] ] );
case OFormat of
ofJPG : Params := Params + ' -f jpg';
ofPNG : Params := Params + ' -f png';
ofWebP : Params := Params + ' -f webp';
end;
if TTA then
Params := Params + ' -x';
if Verbose then
Params := Params + ' -v';
if Assigned( ExecuteProc ) then
ExecuteProc( FileName + ' ' + Params, B, False );
result := ExecutePE( nil, FileName, Params, ''{WorkingDirectory}, ExecuteProc{CaptureLineProc}, ExecutePE_DefaultOptions+[ eoWaitForTerminate ] );
end;
{
type
TRealEsrgan_NCNN_Vulkan_Model = (
renvAnimeVideo,
renvESRGAN_X4Plus,
renvX4Plus_Anime,
renvESRNET_X4Plus
);
}
function RealEsrgan_NCNN_Vulkan( FileNameIn, FileNameOut : String; Model : TRealEsrgan_NCNN_Vulkan_Model = renvAnimeVideo; Scale : TScale = scale2; TTA : Boolean = False; OFormat : TOutFormat = ofInput; Verbose : Boolean = False; ExecuteProc : TExecutePELine = nil ) : Integer;
const
EXECUTABLE = 'RealEsrgan-ncnn-vulkan\RealEsrgan-ncnn-vulkan.exe';
ModelDir = 'models';
Models : Array [ 0..8 ] of String = (
'esrgan-x4',
'realesr-animevideov3-x2',
'realesr-animevideov3-x3',
'realesr-animevideov3-x4',
'realesrgan-x4plus-anime',
'realesrgan-x4plus',
'RealESRGANv2-animevideo-xsx2',
'RealESRGANv2-animevideo-xsx4',
'realesrnet-x4plus'
);
var
FileName : String;
Params : String;
i, ID : Integer;
B : Boolean;
begin
result := -104;
if NOT FileExists( FileNameIn ) then
Exit;
result := -103;
Params := LowerCase( ExtractFileExt( FileNameIn ) );
ID := -1;
for i := Low( SUPPORTED_FORMATS ) to High( SUPPORTED_FORMATS ) do
begin
if ( SUPPORTED_FORMATS[ i ] = Params ) then
begin
ID := i;
Break;
end;
end;
if ( ID < 0 ) then
Exit;
result := -102;
Params := LowerCase( ExtractFileExt( FileNameOut ) );
ID := -1;
for i := Low( SUPPORTED_FORMATS ) to High( SUPPORTED_FORMATS ) do
begin
if ( SUPPORTED_FORMATS[ i ] = Params ) then
begin
ID := i;
Break;
end;
end;
if ( ID < 0 ) then
Exit;
if NOT DirectoryExists( ExtractFileDir( FileNameOut ) ) then
begin
if NOT ForceDirectories( ExtractFileDir( FileNameOut ) ) then
begin
result := -101;
Exit;
end;
end;
if FileExists( FileNameOut ) then
begin
if NOT DeleteFile( FileNameOut ) then
begin
result := -100;
Exit;
end;
end;
if ( Scale > Scale4 ) then
Scale := Scale4;
FileName := IncludeTrailingPathDelimiter( ExtractFileDir( ParamStr( 0 ) ) ) + EXECUTABLE;
Params := Format( '-i "%s" -o "%s" -s %d model-path "%s" -model-name "\%s"', [ FileNameIn, FileNameOut, Integer( Scale ), ModelDir, Models[ Integer( Model ) ] ] );
case OFormat of
ofJPG : Params := Params + ' -f jpg';
ofPNG : Params := Params + ' -f png';
ofWebP : Params := Params + ' -f webp';
end;
if TTA then
Params := Params + ' -x';
if Verbose then
Params := Params + ' -v';
if Assigned( ExecuteProc ) then
ExecuteProc( FileName + ' ' + Params, B, False );
result := ExecutePE( nil, FileName, Params, ''{WorkingDirectory}, ExecuteProc{CaptureLineProc}, ExecutePE_DefaultOptions+[ eoWaitForTerminate ] );
end;
{
type
TRealCugan_NCNN_Vulkan_Model = (
rcnvSE,
rcnvNose,
rcnvPro
);
}
function RealCugan_NCNN_Vulkan( FileNameIn, FileNameOut : String; Model : TRealCugan_NCNN_Vulkan_Model = rcnvSE; Scale : TScale = scale2; SyncGapMode : Byte = 3; TTA : Boolean = False; OFormat : TOutFormat = ofInput; Verbose : Boolean = False; ExecuteProc : TExecutePELine = nil ) : Integer;
const
EXECUTABLE = 'RealCugan-ncnn-vulkan\RealCugan-ncnn-vulkan.exe';
Models : Array [ 0..2 ] of String = (
'models-se',
'models-nose',
'models-pro'
);
var
FileName : String;
Params : String;
i, ID : Integer;
B : Boolean;
begin
result := -104;
if NOT FileExists( FileNameIn ) then
Exit;
result := -103;
Params := LowerCase( ExtractFileExt( FileNameIn ) );
ID := -1;
for i := Low( SUPPORTED_FORMATS ) to High( SUPPORTED_FORMATS ) do
begin
if ( SUPPORTED_FORMATS[ i ] = Params ) then
begin
ID := i;
Break;
end;
end;
if ( ID < 0 ) then
Exit;
result := -102;
Params := LowerCase( ExtractFileExt( FileNameOut ) );
ID := -1;
for i := Low( SUPPORTED_FORMATS ) to High( SUPPORTED_FORMATS ) do
begin
if ( SUPPORTED_FORMATS[ i ] = Params ) then
begin
ID := i;
Break;
end;
end;
if ( ID < 0 ) then
Exit;
if NOT DirectoryExists( ExtractFileDir( FileNameOut ) ) then
begin
if NOT ForceDirectories( ExtractFileDir( FileNameOut ) ) then
begin
result := -101;
Exit;
end;
end;
if FileExists( FileNameOut ) then
begin
if NOT DeleteFile( FileNameOut ) then
begin
result := -100;
Exit;
end;
end;
if ( Scale > Scale4 ) then
Scale := Scale4;
if ( SyncGapMode > 3 ) then
SyncGapMode := 3;
FileName := IncludeTrailingPathDelimiter( ExtractFileDir( ParamStr( 0 ) ) ) + EXECUTABLE;
Params := Format( '-i "%s" -o "%s" -s %d -c %d -model-name "\%s"', [ FileNameIn, FileNameOut, Integer( Scale ), SyncGapMode, Models[ Integer( Model ) ] ] );
case OFormat of
ofJPG : Params := Params + ' -f jpg';
ofPNG : Params := Params + ' -f png';
ofWebP : Params := Params + ' -f webp';
end;
if TTA then
Params := Params + ' -x';
if Verbose then
Params := Params + ' -v';
if Assigned( ExecuteProc ) then
ExecuteProc( FileName + ' ' + Params, B, False );
result := ExecutePE( nil, FileName, Params, ''{WorkingDirectory}, ExecuteProc{CaptureLineProc}, ExecutePE_DefaultOptions+[ eoWaitForTerminate ] );
end;
// Anime4k
{
type
TA4kFilter = (
apfMedianBlur,
apfMeanBlur,
apfCasSharpening,
apfGaussianBlurWeak,
apfGaussianBlur,
apfBilateralFilter,
apfBilateralFilterFaster
);
TA4kFilters = set of TA4kFilter;
}
function Anime4k( FileNameIn : String;
FileNameOut : String;
Scale : Double = 2; // zoom factor for resizing (double [=2])
PreFilters : TA4kFilters = [ apfCasSharpening ];
PostFilters : TA4kFilters = [ apfCasSharpening, apfBilateralFilter];
Passes : Word = 2; // Passes for processing (int [=2])
PushColorCount : Word = 2; // Limit the number of color pushes (int [=2])
StrengthColor : Double = 0.3; // Strength for pushing color,range 0 to 1,higher for thinner (double [=0.3])
StrengthGradient : Double = 1; // Strength for pushing gradient,range 0 to 1,higher for sharper (double [=1])
FastMode : Boolean = False; // Faster but maybe low quality
GPUMode : Boolean = True; // Enable GPU acceleration
CNNMode : Boolean = False; // Enable ACNet
HDN : Boolean = False; // Enable HDN mode for ACNet
HDNLevel : Byte = 1; // Set HDN level (int [=1])
NCNN : Boolean = False; // Open ncnn and ACNet
ExecuteProc : TExecutePELine = nil ) : Integer;
const
EXECUTABLE = 'Anime4k\Anime4k.exe';
Models : Array [ 0..0 ] of String = (
'models'
);
var
FileName : String;
Params : String;
i, ID : Integer;
B : Boolean;
LF : TFormatSettings;
begin
result := -104;
if NOT FileExists( FileNameIn ) then
Exit;
result := -103;
Params := LowerCase( ExtractFileExt( FileNameIn ) );
ID := -1;
for i := Low( SUPPORTED_FORMATS ) to High( SUPPORTED_FORMATS ) do
begin
if ( SUPPORTED_FORMATS[ i ] = Params ) then
begin
ID := i;
Break;
end;
end;
if ( ID < 0 ) then
Exit;
result := -102;
Params := LowerCase( ExtractFileExt( FileNameOut ) );
ID := -1;
for i := Low( SUPPORTED_FORMATS ) to High( SUPPORTED_FORMATS ) do
begin
if ( SUPPORTED_FORMATS[ i ] = Params ) then
begin
ID := i;
Break;
end;
end;
if ( ID < 0 ) then
Exit;
if NOT DirectoryExists( ExtractFileDir( FileNameOut ) ) then
begin
if NOT ForceDirectories( ExtractFileDir( FileNameOut ) ) then
begin
result := -101;
Exit;
end;
end;
if FileExists( FileNameOut ) then
begin
if NOT DeleteFile( FileNameOut ) then
begin
result := -100;
Exit;
end;
end;
if ( Scale = 0 ) then
Scale := 1;
if ( StrengthColor < 0 ) then
StrengthColor := 0
else if ( StrengthColor > 1 ) then
StrengthColor := 1;
if ( StrengthGradient < 0 ) then
StrengthGradient := 0
else if ( StrengthGradient > 1 ) then
StrengthGradient := 1;
if ( HDNLevel > 3 ) then
HDNLevel := 3;
FileName := IncludeTrailingPathDelimiter( ExtractFileDir( ParamStr( 0 ) ) ) + EXECUTABLE;
GetLocaleFormatSettings( 0, LF );
LF.DecimalSeparator := '.';
Params := Format( '--input "%s" --output "%s" --zoomFactor %.2f --passes %d --pushColorCount %d --strengthColor %.2f --strengthGradient %.2f --ncnnModelPath "./%s"', [ FileNameIn, FileNameOut, Scale, Passes, PushColorCount, StrengthColor, StrengthGradient, Models[ 0 ] ], LF );
if ( PreFilters <> [] ) then
begin
I := 0;
if ( apfMedianBlur in PreFilters ) then
I := I OR 1;
if ( apfMeanBlur in PreFilters ) then
I := I OR 2;
if ( apfCasSharpening in PreFilters ) then
I := I OR 4;
if ( apfGaussianBlurWeak in PreFilters ) then
I := I OR 8;
if ( apfGaussianBlur in PreFilters ) then
I := I OR 16;
if ( apfBilateralFilter in PreFilters ) then
I := I OR 32;
if ( apfBilateralFilterFaster in PreFilters ) then
I := I OR 64;
Params := Params + Format( ' --preprocessing --preFilters %d', [ I ] );
end;
if ( PostFilters <> [] ) then
begin
I := 0;
if ( apfMedianBlur in PostFilters ) then
I := I OR 1;
if ( apfMeanBlur in PostFilters ) then
I := I OR 2;
if ( apfCasSharpening in PostFilters ) then
I := I OR 4;
if ( apfGaussianBlurWeak in PostFilters ) then
I := I OR 8;
if ( apfGaussianBlur in PostFilters ) then
I := I OR 16;
if ( apfBilateralFilter in PostFilters ) then
I := I OR 32;
if ( apfBilateralFilterFaster in PostFilters ) then
I := I OR 64;
Params := Params + Format( ' --postprocessing --postFilters %d', [ I ] );
end;
if FastMode then
Params := Params + ' --fastMode';
if GPUMode then
Params := Params + ' --GPUMode';
if CNNMode then