C# StableDiffusion StableDiffusionSharp 脱离python臃肿的环境

2024-03-20 11:00:05
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22

说明

效果

项目

代码

下载

C# StableDiffusion StableDiffusionSharp 脱离python臃肿的环境

说明

Stable Diffusion in pure C/C++

github地址：https://github.com/leejet/stable-diffusion.cpp

C# Wrapper for StableDiffusion.cpp

github地址：https://github.com/DarthAffe/StableDiffusion.NET

效果

项目

电脑配置

AMD Ryzen 7 7735H with Radeon Graphics 3.19GHz
NVIDIA GeForce RTX 4060 Laptop GPU
cuda12.1+cudnn 8.8.1

代码

using NLog;
using OpenCvSharp;
using StableDiffusionSharp.Enums;
using System.ComponentModel;
using System.Drawing;
using System.Drawing.Imaging;
using System.IO;
using System.Windows.Forms;

namespace StableDiffusionSharp
{
public partial class Form1 : Form
{
public Form1()
{
InitializeComponent();
NLog.Windows.Forms.RichTextBoxTarget.ReInitializeAllTextboxes(this);
}

StableDiffusionModel sd;
ModelParameter mp;
StableDiffusionParameter sdp;
string modelpath = "C:\\MyStudy\\v1-5-pruned-emaonly.safetensors";
string prompt = "";
int progress = 0;

private static Logger _log = NLog.LogManager.GetCurrentClassLogger();

private void button1_Click(object sender, System.EventArgs e)
{
prompt = txtPrompt.Text;
if (string.IsNullOrEmpty(prompt))
{
MessageBox.Show("请输入提示词！");
txtPrompt.Focus();
return;
}
if (pictureBox1.Image != null)
{
pictureBox1.Image.Dispose();
}
pictureBox1.Image = null;
button1.Enabled = false;
progress = 0;

//各种参数设置 TODO:从UI界面取值
sdp.SampleSteps = 25;
sdp.Width = 512;
sdp.Height = 512;
sdp.CfgScale = 7.5f;
sdp.SampleMethod = Sampler.Euler_A;
sdp.NegativePrompt = string.Empty;
sdp.Seed = -1;
sdp.Strength = 0.7f;
sdp.ClipSkip = -1;

sdp.ControlNet.Image = null;
sdp.ControlNet.Strength = 0.9f;
sdp.ControlNet.CannyPreprocess = false;
sdp.ControlNet.CannyHighThreshold = 0.08f;
sdp.ControlNet.CannyLowThreshold = 0.08f;
sdp.ControlNet.CannyWeak = 0.8f;
sdp.ControlNet.CannyStrong = 1.0f;
sdp.ControlNet.CannyInverse = false;

sdp.PhotoMaker.InputIdImageDirectory = string.Empty;
sdp.PhotoMaker.StyleRatio = 20f;
sdp.PhotoMaker.NormalizeInput = false;

backgroundWorker1.RunWorkerAsync();
}

private void Form1_Load(object sender, System.EventArgs e)
{
//检查文件是否存在
if (!File.Exists(modelpath))
{
MessageBox.Show("文件不存在，请检查！");
return;
}

timer1.Enabled = true;
timer1.Interval = 100;

StableDiffusionModel.Log += StableDiffusionModel_Log;
StableDiffusionModel.Progress += StableDiffusionModel_Progress;
}

private void timer1_Tick(object sender, System.EventArgs e)
{
mp = new ModelParameter();
sdp = new StableDiffusionParameter();
sd = new StableDiffusionModel(modelpath, mp);
button1.Enabled = true;
timer1.Enabled = false;
}

private void StableDiffusionModel_Progress(object sender, EventArgs.StableDiffusionProgressEventArgs e)
{
_log.Info($"{e.Step}|{e.Steps} taking {e.Time}s");
progress = (int)(e.Progress * 100);
backgroundWorker1.ReportProgress(progress);
}

private void StableDiffusionModel_Log(object sender, EventArgs.StableDiffusionLogEventArgs e)
{
_log.Info($"{e.Text.Replace("\n", "")}");
}

private void backgroundWorker1_DoWork(object sender, DoWorkEventArgs e)
{
StableDiffusionImage sdimage = sd.TextToImage(prompt, sdp);
Mat image = new Mat(sdimage.Height, sdimage.Width, MatType.CV_8UC3, sdimage.Data);
Cv2.CvtColor(image, image, ColorConversionCodes.BGR2RGB);
//Cv2.ImShow("output", image);
pictureBox1.Image = new Bitmap(image.ToMemoryStream());
}

private void backgroundWorker1_ProgressChanged(object sender, ProgressChangedEventArgs e)
{
progressBar1.Value = e.ProgressPercentage;
}

private void backgroundWorker1_RunWorkerCompleted(object sender, RunWorkerCompletedEventArgs e)
{
button1.Enabled = true;
//progressBar1.Value = 0;
}

private void button2_Click(object sender, System.EventArgs e)
{
if (pictureBox1.Image == null)
{
return;
}
Bitmap output = new Bitmap(pictureBox1.Image);
SaveFileDialog sdf = new SaveFileDialog();
sdf.Title = "保存";
sdf.Filter = "Images (*.jpg)|*.jpg|Images (*.png)|*.png|Images (*.bmp)|*.bmp|Images (*.emf)|*.emf|Images (*.exif)|*.exif|Images (*.gif)|*.gif|Images (*.ico)|*.ico|Images (*.tiff)|*.tiff|Images (*.wmf)|*.wmf";
if (sdf.ShowDialog() == DialogResult.OK)
{
switch (sdf.FilterIndex)
{
case 1:
{
output.Save(sdf.FileName, ImageFormat.Jpeg);
break;
}
case 2:
{
output.Save(sdf.FileName, ImageFormat.Png);
break;
}
case 3:
{
output.Save(sdf.FileName, ImageFormat.Bmp);
break;
}
case 4:
{
output.Save(sdf.FileName, ImageFormat.Emf);
break;
}
case 5:
{
output.Save(sdf.FileName, ImageFormat.Exif);
break;
}
case 6:
{
output.Save(sdf.FileName, ImageFormat.Gif);
break;
}
case 7:
{
output.Save(sdf.FileName, ImageFormat.Icon);
break;
}

case 8:
{
output.Save(sdf.FileName, ImageFormat.Tiff);
break;
}
case 9:
{
output.Save(sdf.FileName, ImageFormat.Wmf);
break;
}
}
MessageBox.Show("保存成功，位置：" + sdf.FileName);
}

}
}
}

using NLog;
using OpenCvSharp;
using StableDiffusionSharp.Enums;
using System.ComponentModel;
using System.Drawing;
using System.Drawing.Imaging;
using System.IO;
using System.Windows.Forms;

namespace StableDiffusionSharp
{
    public partial class Form1 : Form
    {
        public Form1()
        {
            InitializeComponent();
            NLog.Windows.Forms.RichTextBoxTarget.ReInitializeAllTextboxes(this);
        }

        StableDiffusionModel sd;
        ModelParameter mp;
        StableDiffusionParameter sdp;
        string modelpath = "C:\\MyStudy\\v1-5-pruned-emaonly.safetensors";
        string prompt = "";
        int progress = 0;

        private static Logger _log = NLog.LogManager.GetCurrentClassLogger();

        private void button1_Click(object sender, System.EventArgs e)
        {
            prompt = txtPrompt.Text;
            if (string.IsNullOrEmpty(prompt))
            {
                MessageBox.Show("请输入提示词！");
                txtPrompt.Focus();
                return;
            }
            if (pictureBox1.Image != null)
            {
                pictureBox1.Image.Dispose();
            }
            pictureBox1.Image = null;
            button1.Enabled = false;
            progress = 0;

            //各种参数设置 TODO:从UI界面取值
            sdp.SampleSteps = 25;
            sdp.Width = 512;
            sdp.Height = 512;
            sdp.CfgScale = 7.5f;
            sdp.SampleMethod = Sampler.Euler_A;
            sdp.NegativePrompt = string.Empty;
            sdp.Seed = -1;
            sdp.Strength = 0.7f;
            sdp.ClipSkip = -1;

            sdp.ControlNet.Image = null;
            sdp.ControlNet.Strength = 0.9f;
            sdp.ControlNet.CannyPreprocess = false;
            sdp.ControlNet.CannyHighThreshold = 0.08f;
            sdp.ControlNet.CannyLowThreshold = 0.08f;
            sdp.ControlNet.CannyWeak = 0.8f;
            sdp.ControlNet.CannyStrong = 1.0f;
            sdp.ControlNet.CannyInverse = false;

            sdp.PhotoMaker.InputIdImageDirectory = string.Empty;
            sdp.PhotoMaker.StyleRatio = 20f;
            sdp.PhotoMaker.NormalizeInput = false;

            backgroundWorker1.RunWorkerAsync();
        }

        private void Form1_Load(object sender, System.EventArgs e)
        {
            //检查文件是否存在
            if (!File.Exists(modelpath))
            {
                MessageBox.Show("文件不存在，请检查！");
                return;
            }

            timer1.Enabled = true;
            timer1.Interval = 100;

            StableDiffusionModel.Log += StableDiffusionModel_Log;
            StableDiffusionModel.Progress += StableDiffusionModel_Progress;
        }

        private void timer1_Tick(object sender, System.EventArgs e)
        {
            mp = new ModelParameter();
            sdp = new StableDiffusionParameter();
            sd = new StableDiffusionModel(modelpath, mp);
            button1.Enabled = true;
            timer1.Enabled = false;
        }

        private void StableDiffusionModel_Progress(object sender, EventArgs.StableDiffusionProgressEventArgs e)
        {
            _log.Info($"{e.Step}|{e.Steps} taking  {e.Time}s");
            progress = (int)(e.Progress * 100);
            backgroundWorker1.ReportProgress(progress);
        }

        private void StableDiffusionModel_Log(object sender, EventArgs.StableDiffusionLogEventArgs e)
        {
            _log.Info($"{e.Text.Replace("\n", "")}");
        }

        private void backgroundWorker1_DoWork(object sender, DoWorkEventArgs e)
        {
            StableDiffusionImage sdimage = sd.TextToImage(prompt, sdp);
            Mat image = new Mat(sdimage.Height, sdimage.Width, MatType.CV_8UC3, sdimage.Data);
            Cv2.CvtColor(image, image, ColorConversionCodes.BGR2RGB);
            //Cv2.ImShow("output", image);
            pictureBox1.Image = new Bitmap(image.ToMemoryStream());
        }

        private void backgroundWorker1_ProgressChanged(object sender, ProgressChangedEventArgs e)
        {
            progressBar1.Value = e.ProgressPercentage;
        }

        private void backgroundWorker1_RunWorkerCompleted(object sender, RunWorkerCompletedEventArgs e)
        {
            button1.Enabled = true;
            //progressBar1.Value = 0;
        }

        private void button2_Click(object sender, System.EventArgs e)
        {
            if (pictureBox1.Image == null)
            {
                return;
            }
            Bitmap output = new Bitmap(pictureBox1.Image);
            SaveFileDialog sdf = new SaveFileDialog();
            sdf.Title = "保存";
            sdf.Filter = "Images (*.jpg)|*.jpg|Images (*.png)|*.png|Images (*.bmp)|*.bmp|Images (*.emf)|*.emf|Images (*.exif)|*.exif|Images (*.gif)|*.gif|Images (*.ico)|*.ico|Images (*.tiff)|*.tiff|Images (*.wmf)|*.wmf";
            if (sdf.ShowDialog() == DialogResult.OK)
            {
                switch (sdf.FilterIndex)
                {
                    case 1:
                        {
                            output.Save(sdf.FileName, ImageFormat.Jpeg);
                            break;
                        }
                    case 2:
                        {
                            output.Save(sdf.FileName, ImageFormat.Png);
                            break;
                        }
                    case 3:
                        {
                            output.Save(sdf.FileName, ImageFormat.Bmp);
                            break;
                        }
                    case 4:
                        {
                            output.Save(sdf.FileName, ImageFormat.Emf);
                            break;
                        }
                    case 5:
                        {
                            output.Save(sdf.FileName, ImageFormat.Exif);
                            break;
                        }
                    case 6:
                        {
                            output.Save(sdf.FileName, ImageFormat.Gif);
                            break;
                        }
                    case 7:
                        {
                            output.Save(sdf.FileName, ImageFormat.Icon);
                            break;
                        }

                    case 8:
                        {
                            output.Save(sdf.FileName, ImageFormat.Tiff);
                            break;
                        }
                    case 9:
                        {
                            output.Save(sdf.FileName, ImageFormat.Wmf);
                            break;
                        }
                }
                MessageBox.Show("保存成功，位置：" + sdf.FileName);
            }

        }
    }
}

下载

源码下载（模型太大，需要单独下载）

模型下载

Stable Diffusion v1.4 https://huggingface.co/CompVis/stable-diffusion-v-1-4-original
Stable Diffusion v1.5 https://huggingface.co/runwayml/stable-diffusion-v1-5
Stable Diffuison v2.1 https://huggingface.co/stabilityai/stable-diffusion-2-1

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C# StableDiffusion StableDiffusionSharp 脱离python臃肿的环境

说明

效果

项目

代码

下载

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