Windows.ai.machinelearning 〈Top-Rated × RELEASE〉

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    Windows.ai.machinelearning 〈Top-Rated × RELEASE〉

    // 5. Map to label return Labels[ArgMax(classId)]; Windows ML automatically uses DirectML – you don’t need to change code. But you can select the device:

    // Force GPU var device = new LearningModelDevice(LearningModelDeviceKind.DirectXHighPerformance); // Force NPU (Windows 11 24H2+) var device = new LearningModelDevice(LearningModelDeviceKind.Npu); windows.ai.machinelearning

    var info = LearningModelDevice.FindAllDevices(); foreach (var d in info) Console.WriteLine(d.AdapterId); | Model Type | Input Shape | Output Shape | |------------|-------------|---------------| | Image classification | [1,3,224,224] | [1,1000] | | Object detection (YOLO) | [1,3,640,640] | [1,84,8400] | | BERT text | [1,128] (ids) + [1,128] (mask) | [1,2] (logits) | 7. Debugging & Performance Enable diagnostics: var info = LearningModelDevice.FindAllDevices()