c# script support
python server support
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@@ -14,11 +14,11 @@ public abstract class ColorAIOperation:BaseOperation
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public ColorAIOperation(string model_name)
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{
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_modelName = model_name;
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_cSharpDataTransferMQRPC = PythonModelProxyRPC.GetInterface();
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_cSharpDataTransferMQRPC = PythonModelProxyHTTP.GetInterface();
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CanHaveProcessingError = false;
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}
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private readonly CSharpDataTransferMQRPC _cSharpDataTransferMQRPC;
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private readonly CSharpDataTransferHTTP _cSharpDataTransferMQRPC;
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private int _imageWidth;
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private int _imageHeight;
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@@ -52,15 +52,16 @@ public abstract class ColorAIOperation:BaseOperation
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this.SetError("Model file not found");
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return;
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}
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_cSharpDataTransferMQRPC.TransferData<object>(new MethodCall("load_model", ModelFilePath.Path, _modelName));
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_cSharpDataTransferMQRPC.LoadModel(ModelFilePath.Path, _modelName);
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_initialized = true;
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}
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_cSharpDataTransferMQRPC.ActivateModel(_modelName);
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var sizeEncoded = _cSharpDataTransferMQRPC.GetAcceptSize();
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_cSharpDataTransferMQRPC.TransferData<object>(new MethodCall("activate_model", _modelName));
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var sizeEncoded = _cSharpDataTransferMQRPC.TransferData<object[]>(new MethodCall("get_accept_size"));
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var size = sizeEncoded.Select(Convert.ToInt32).ToArray();
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_imageWidth = size[1];
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_imageHeight = size[2];
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@@ -82,22 +83,30 @@ public abstract class ColorAIOperation:BaseOperation
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allowedFlags[i] = 1;
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}
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var resultEncoded = _cSharpDataTransferMQRPC.TransferData<object[]>(new MethodCall(IsRaw?"predict_raw": "predict", byteArray));
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var result = resultEncoded.Select(Convert.ToByte).ToArray();
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byte[] result;
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if (IsRaw)
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{
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result = _cSharpDataTransferMQRPC.PredictRaw(byteArray);
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}
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else
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{
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result = _cSharpDataTransferMQRPC.Predict(byteArray);
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}
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byte[] resultColor;
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if (IsRaw)
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{
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resultColor = result.Chunk(25).Select(x =>
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{
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return x.Select((x, i) => allowedFlags[i] == 1 ? (byte) (x) : (byte) 0).Max();
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}).ToArray();
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//resultColor = result.Select(x => (byte)(x)).ToArray();
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}
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else
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{
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resultColor = result.Select(x => allowedFlags[x]==1? (byte)(x * 255) : (byte)0).ToArray();
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resultColor = result.Select(x => allowedFlags[x]==1? (byte)(x * 255.0) : (byte)0).ToArray();
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}
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@@ -16,11 +16,11 @@ public class RawModelAIOperation: BaseOperation
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public RawModelAIOperation()
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{
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_cSharpDataTransferMQRPC = PythonModelProxyRPC.GetInterface();
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_cSharpDataTransferMQRPC = PythonModelProxyHTTP.GetInterface();
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CanHaveProcessingError = false;
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}
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private CSharpDataTransferMQRPC _cSharpDataTransferMQRPC;
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private CSharpDataTransferHTTP _cSharpDataTransferMQRPC;
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private int _imageWidth;
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private int _imageHeight;
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@@ -66,34 +66,22 @@ public class RawModelAIOperation: BaseOperation
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var absPath = Path.GetFullPath(Path.Combine(dir, ModelFilePath.Path));
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ModelFilePath.Path = absPath;
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}
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_cSharpDataTransferMQRPC.TransferData<object>(new MethodCall("load_model", ModelFilePath.Path, _modelName));
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_cSharpDataTransferMQRPC.LoadModel(ModelFilePath.Path, _modelName);
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_initialized = true;
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}
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_cSharpDataTransferMQRPC.ActivateModel(_modelName);
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_cSharpDataTransferMQRPC.TransferData<object>(new MethodCall("activate_model", _modelName));
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var sizeEncoded = _cSharpDataTransferMQRPC.TransferData<object[]>(new MethodCall("get_accept_size"));
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var sizeEncoded = _cSharpDataTransferMQRPC.GetAcceptSize();
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var size = sizeEncoded.Select(Convert.ToInt32).ToArray();
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_imageWidth = size[1];
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_imageHeight = size[2];
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_imageWidth = size[0];
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_imageHeight = size[1];
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var outputSize = _cSharpDataTransferMQRPC.TransferData<object[]>(new MethodCall("get_output_size"));
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var outputSize = _cSharpDataTransferMQRPC.GetOutputSize();
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var outputSizeArray = outputSize.Select(Convert.ToInt32).ToArray();
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int classes;
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if (outputSizeArray.Length<3)
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{
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classes=1;
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}
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else
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{
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classes = outputSizeArray[2];
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}
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var currentImage = context.ActiveImage;
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@@ -105,20 +93,11 @@ public class RawModelAIOperation: BaseOperation
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var allowed = FilterClasses.Split(',', StringSplitOptions.RemoveEmptyEntries).Select(x => Convert.ToInt32(x)).ToArray();
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var allowedFlags = new byte[128];
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foreach (var i in allowed)
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{
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allowedFlags[i] = 1;
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}
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var resultEncoded = _cSharpDataTransferMQRPC.TransferData<object[]>(new MethodCall("predict_raw", byteArray));
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var result = resultEncoded.Select(Convert.ToByte).ToArray();
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var result = _cSharpDataTransferMQRPC.PredictRaw(byteArray);
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byte[] resultColor;
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resultColor = result.Select(x => (byte)(x) ).ToArray();
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// black and white mask
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var mask = new Mat(outputSizeArray[0], outputSizeArray[1], MatType.CV_8UC1, resultColor);
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@@ -59,6 +59,7 @@ public class YoloDetectionOperation:BaseOperation
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}
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protected override void InterpretInternal(Context context)
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{
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CheckImageExists(context);
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CheckColorful(context);
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try
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{
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@@ -0,0 +1,76 @@
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using System.Reflection;
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using Compunet.YoloV8;
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using Hawkeye.VisionBuilder.Workflow.Datatypes;
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using Hawkeye.VisionBuilder.Workflow.Operations.Attributes;
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using Microsoft.Scripting.Runtime;
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using OpenCvSharp;
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namespace Hawkeye.VisionBuilder.Workflow.Operations.Scripts;
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[Category("Script")]
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public class CSharpProcessOperation:BaseOperation
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{
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private FilePath _scriptFilePath = new FilePath() { Format = "C# dll(*.dll)|*.dll" };
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private bool _initialized;
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private object _processor;
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private MethodInfo? _method;
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public FilePath ScriptFilePath
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{
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get => _scriptFilePath;
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set
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{
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_scriptFilePath = value;
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_initialized = false;
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}
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}
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bool EnsureInitialized()
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{
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if (!_initialized)
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{
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if (!File.Exists(ScriptFilePath?.Path))
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{
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this.SetError("Script file not found");
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return false;
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}
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var absPath = Path.GetFullPath(ScriptFilePath?.Path);
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var loadContext = new PluginLoadContext(absPath);
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var assembly = loadContext.LoadFromAssemblyPath(absPath);
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// find class that has Process method
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foreach (var type in assembly.GetTypes())
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{
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var method = type.GetMethod("ProcessImage", BindingFlags.Public | BindingFlags.Instance);
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if (method != null)
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{
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_processor = Activator.CreateInstance(type);
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_method = method;
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break;
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}
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}
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Label = Path.GetFileNameWithoutExtension(ScriptFilePath?.Path);
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_initialized = true;
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}
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return true;
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}
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protected override void InterpretInternal(Context context)
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{
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CheckImageExists(context);
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if (!EnsureInitialized()) return;
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var image = context.ActiveImage.ImageData;
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var result = (Mat)_method.Invoke(_processor, new []{ image });
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context.ActiveImage = new HawkeyeImage()
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{
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ImageData = result
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};
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}
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}
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@@ -0,0 +1,37 @@
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using System.Reflection;
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using System.Runtime.Loader;
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namespace Hawkeye.VisionBuilder.Workflow.Operations.Scripts;
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class PluginLoadContext : AssemblyLoadContext
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{
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private AssemblyDependencyResolver _resolver;
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public PluginLoadContext(string pluginPath)
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{
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_resolver = new AssemblyDependencyResolver(pluginPath);
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}
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protected override Assembly Load(AssemblyName assemblyName)
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{
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string assemblyPath = _resolver.ResolveAssemblyToPath(assemblyName);
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if (assemblyPath != null)
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{
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return LoadFromAssemblyPath(assemblyPath);
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}
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return null;
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}
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protected override IntPtr LoadUnmanagedDll(string unmanagedDllName)
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{
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string libraryPath = _resolver.ResolveUnmanagedDllToPath(unmanagedDllName);
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if (libraryPath != null)
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{
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return LoadUnmanagedDllFromPath(libraryPath);
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}
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return IntPtr.Zero;
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}
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}
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