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- using System;
- using System.Collections.Generic;
- using System.Diagnostics;
- using System.Drawing;
- using System.Drawing.Imaging;
- using System.IO;
- using System.Reflection;
- using System.Threading;
- using Microsoft.ML.OnnxRuntime;
- using Microsoft.ML.OnnxRuntime.Tensors;
- using Yolo5;
-
- namespace ProductionControl.Device
- {
- public class DefectLib : IDisposable
- {
- public Action<WarningEnum, string> WarningEvent;
- /// <summary>
- /// 检测结果JSON(原图,结果)
- /// </summary>
- public Action<DefectTask> finishEvent;
- /// <summary>
- /// 是否打开设备成功
- /// </summary>
- public bool IsInit { get; private set; } = false;
- //private System.Timers.Timer timer = new System.Timers.Timer();
-
- private Thread t_task, t_task2, t_task3, t_task4, t_task_operation, t_task_operation2, t_task_tag;
- private Yolo_Class yolo1;
- private InferenceSession _onnxSession;
- public DefectLib()
- {
- }
- public bool start()
- {
- try
- {
- yolo1 = new Yolo_Class();
- //加载模型(只加载一次即可)
- string modelFilePath = Path.GetDirectoryName(Assembly.GetExecutingAssembly().Location) + "\\DevCfg\\best.onnx";
- _onnxSession = yolo1.LoadModel(modelFilePath, true);//false-CPU true-显卡
-
- IsInit = true;
- //timer.Elapsed += Timer_Elapsed;
- //timer.Interval = 100;
- //timer.Enabled = true;
- taskList.Clear();
- taskOperationList.Clear();
- taskTagList.Clear();
-
- t_task = new System.Threading.Thread(run);
- t_task.IsBackground = true;
- t_task.Start();
- t_task2 = new System.Threading.Thread(run);
- t_task2.IsBackground = true;
- t_task2.Start();
- t_task3 = new System.Threading.Thread(run);
- t_task3.IsBackground = true;
- t_task3.Start();
- t_task4 = new System.Threading.Thread(run);
- t_task4.IsBackground = true;
- t_task4.Start();
-
- t_task_operation = new System.Threading.Thread(run2);
- t_task_operation.IsBackground = true;
- t_task_operation.Start();
-
- t_task_operation2 = new System.Threading.Thread(run2);
- t_task_operation2.IsBackground = true;
- t_task_operation2.Start();
-
- t_task_tag = new System.Threading.Thread(run3);
- t_task_tag.IsBackground = true;
- t_task_tag.Start();
- return true;
- }
- catch (Exception ex)
- {
- WarningEvent?.Invoke(WarningEnum.High, ex.Message);
- return false;
- }
- }
- public void stop()
- {
- if (!IsInit) return;
-
- try
- {
- IsInit = false;
- //timer.Elapsed -= Timer_Elapsed;
- //释放模型
- _onnxSession.Dispose();
- if (t_task != null)
- {
- bool b = t_task.Join(5000);
- if (!b) t_task.Abort();
- t_task = null;
- }
- if (t_task2 != null)
- {
- bool b = t_task2.Join(5000);
- if (!b) t_task2.Abort();
- t_task2 = null;
- }
- if (t_task3 != null)
- {
- bool b = t_task3.Join(5000);
- if (!b) t_task3.Abort();
- t_task3 = null;
- }
- if (t_task4 != null)
- {
- bool b = t_task4.Join(5000);
- if (!b) t_task4.Abort();
- t_task4 = null;
- }
-
- if (t_task_operation != null)
- {
- bool b = t_task_operation.Join(5000);
- if (!b) t_task_operation.Abort();
- t_task_operation = null;
- }
- if (t_task_operation2 != null)
- {
- bool b = t_task_operation2.Join(5000);
- if (!b) t_task_operation2.Abort();
- t_task_operation2 = null;
- }
- if (t_task_tag != null)
- {
- bool b = t_task_tag.Join(5000);
- if (!b) t_task_tag.Abort();
- t_task_tag = null;
- }
- taskList.Clear();
- taskOperationList.Clear();
- taskTagList.Clear();
- }
- catch { }
- }
- /// <summary>
- /// 保存图片
- /// </summary>
- /// <param name="Img"></param>图片
- /// <param name="pictureUrl"></param>保存路径
- /// <param name="pictureName"></param>保存名称
- public void SaveImage(Bitmap Img, string pictureUrl, string pictureName)
- {
- if (!Directory.Exists(pictureUrl))
- {
- Directory.CreateDirectory(pictureUrl);
- }
- FileInfo FileUrl = new FileInfo(pictureUrl);//防止路径中有日期导致路径错误
-
- try
- {
- using (Bitmap bitmap = new Bitmap(Img))
- {
- using (MemoryStream stream = new MemoryStream())
- {
- bitmap.Save(stream, ImageFormat.Bmp);
- System.Drawing.Image img = System.Drawing.Image.FromStream(stream);
- //img.Save(FileUrl +"\\"+ pictureName);
- //img.Dispose();
- string szURL = FileUrl + "\\" + pictureName;
- img.Save(szURL, ImageFormat.Bmp);
- img.Dispose();
- }
- }
- }
- catch (Exception)
- {
- if (Img != null)
- {
- Img.Dispose();
- }
- }
- }
- private void run()
- {
- while (IsInit)
- {
- if (taskList.Count < 1)
- {
- Thread.Sleep(0);
- continue;
- }
-
- //
- var task = pop();
- try
- {
- if (task != null)
- {
- Stopwatch stopwatch = Stopwatch.StartNew();
- //源图
- //Bitmap bmp = yolo1.Read2Bmp(file_path);
- //切割图像,输入图像格式14208*10640
- stopwatch.Restart();
- task.bmps_cut = yolo1.OpenCVToCuts(task.bmp, task.cut_size.Width, task.cut_size.Height);
- stopwatch.Stop();
- task.stopwatch[0] = stopwatch.ElapsedMilliseconds;
-
- //Resize图像
- stopwatch.Restart();
- task.bmps_resize = yolo1.OpenCVToResizes(task.bmps_cut, task.resize.Width, task.resize.Height);
- stopwatch.Stop();
- task.stopwatch[1] = stopwatch.ElapsedMilliseconds;
-
- //预处理模型
- stopwatch.Restart();
- task.tensors = yolo1.PreprocessImage(task.bmps_resize);
- stopwatch.Stop();
- task.stopwatch[2] = stopwatch.ElapsedMilliseconds;
- lock (taskOperationList)
- taskOperationList.Add(task);
- }
- }
- catch (Exception ex)
- {
- WarningEvent?.Invoke(WarningEnum.Low, "DefectLib task err:" + ex.Message);
- task.isSucceed = false;
- task.resultInfo = ex.Message;
- callback(task);
- }
- }
- }
- private void run2()
- {
- while (IsInit)
- {
- if (taskOperationList.Count < 1)
- {
- Thread.Sleep(0);
- continue;
- }
-
- //
- var task = pop2();
- try
- {
- if (task != null)
- {
- Stopwatch stopwatch = Stopwatch.StartNew();
- //====运行推理(必需单队列)
- stopwatch.Restart();
- IDisposableReadOnlyCollection<DisposableNamedOnnxValue>[] results = yolo1.RunModlel(_onnxSession, task.tensors);
- task.informationList = yolo1.ScreeningResults(results, task.bmps_resize, task.thresholds);
- stopwatch.Stop();
- task.stopwatch[3] = stopwatch.ElapsedMilliseconds;
- if (task.informationList.Count > 0)
- {
- lock (taskTagList)
- taskTagList.Add(task);
- }
- else
- {
- task.isSucceed = true;
- callback(task);
- }
- }
- }
- catch (Exception ex)
- {
- WarningEvent?.Invoke(WarningEnum.Low, "DefectLib task2 err:" + ex.Message);
- task.isSucceed = false;
- task.resultInfo = ex.Message;
- callback(task);
- }
- }
- }
- private void run3()
- {
- while (IsInit)
- {
- if (taskTagList.Count < 1)
- {
- Thread.Sleep(0);
- continue;
- }
-
- //
- var task = pop3();
- try
- {
- if (task != null)
- {
- Stopwatch stopwatch = Stopwatch.StartNew();
- //====打标 null ,有缺陷返回缺陷图片数组,没缺陷返回所有图片数组
- stopwatch.Restart();
- task.bmps_tag = yolo1.DrawYoloPrediction2(task.bmps_cut, task.informationList, 27, SixLabors.ImageSharp.Color.OrangeRed, task.resize.Width);
- stopwatch.Stop();
- task.stopwatch[4] = stopwatch.ElapsedMilliseconds;
- task.isSucceed = true;
- callback(task);
- }
- }
- catch (Exception ex)
- {
- WarningEvent?.Invoke(WarningEnum.Low, "DefectLib task3 err:" + ex.Message);
- task.isSucceed = false;
- task.resultInfo = ex.Message;
- callback(task);
- }
- }
- }
- private void callback(DefectTask task)
- {
- //返回成功/失败,异步调用
- if (task.finishEvent != null || (task.finishEvent = finishEvent) != null)
- //task.finishEvent.BeginInvoke(result, errInfo, res => task.finishEvent.EndInvoke(res), null);
- System.Threading.ThreadPool.QueueUserWorkItem(waitCallback, task);
- }
- //异步回调
- WaitCallback waitCallback = new WaitCallback(o =>
- {
- var task = (DefectTask)o;
- task.finishEvent(task);
- });
- //=======task list
- private List<DefectTask> taskList = new List<DefectTask>();
- private List<DefectTask> taskOperationList = new List<DefectTask>();
- private List<DefectTask> taskTagList = new List<DefectTask>();
- public class DefectTask
- {
- //图索引
- public int index = 0;
- /// <summary>
- /// 源文件
- /// </summary>
- public Bitmap bmp;
- public Size cut_size = new Size(592, 532);
- public Size resize = new Size(224, 224);
- /// <summary>
- /// 阈值
- /// </summary>
- public float thresholds = 0.4f;
- /// <summary>
- /// 完成后回调
- /// </summary>
- public Action<DefectTask> finishEvent;
-
- //
- public long createTime = DateTime.Now.Ticks;
- public DateTime nowTime;
- //中间变量,供step2使用
- public Bitmap[] bmps_cut;
- public Bitmap[] bmps_resize;
- //预处理模型
- public Tensor<float>[] tensors;
-
- //==结果返回
- public List<Dictionary<int, List<string>[]>> informationList;
- public Bitmap[] bmps_tag;
- public bool isSucceed;//转换是否成功
- public string resultInfo = "";//成功或失败信息
- public long[] stopwatch = new long[5];
- }
-
- public void add(DefectTask task)
- {
- lock (taskList)
- taskList.Add(task);
- }
- private DefectTask pop()
- {
- lock (taskList)
- {
- if (taskList.Count < 1)
- return null;
-
- int index = 0;// taskList.FindIndex(p => { return p.isSync; });
- //if (index < 0) index = 0;
- var task = taskList[0];
- taskList.RemoveAt(0);
- return task;
- }
- }
- private DefectTask pop2()
- {
- lock (taskOperationList)
- {
- if (taskOperationList.Count < 1)
- return null;
-
- int index = 0;// taskList.FindIndex(p => { return p.isSync; });
- //if (index < 0) index = 0;
- var task = taskOperationList[0];
- taskOperationList.RemoveAt(0);
- return task;
- }
- }
- private DefectTask pop3()
- {
- lock (taskTagList)
- {
- if (taskTagList.Count < 1)
- return null;
-
- int index = 0;// taskList.FindIndex(p => { return p.isSync; });
- //if (index < 0) index = 0;
- var task = taskTagList[0];
- taskTagList.RemoveAt(0);
- return task;
- }
- }
-
- public void Dispose()
- {
- stop();
- }
- }
- }
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