Difference between revisions of "Edge AI SDK/AI Framework/AMD"

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(Vision Application)
(Application)
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=== <span style="font-size:larger;">Vision Application</span> ===
 
=== <span style="font-size:larger;">Vision Application</span> ===
  
{| border="1" cellpadding="1" cellspacing="1" style="width: 500px;"
+
{| border="1" cellpadding="1" cellspacing="1" style="width: 900px;"
 
|-
 
|-
| style="width: 137px;" | Application
+
| style="width: 154px;" | Application
| style="width: 150px;" | Model
+
| style="width: 179px;" | Model
| style="width: 225px;" | AI Comput Units
+
| style="width: 179px;" | AIMB-2210 FPS (video file)
 
|-
 
|-
| style="width: 137px;" | Object Detection
+
| style="width: 154px;" | Object Detection
| style="width: 150px;" | yolov8/X
+
| style="width: 154px;" | yolov8 (CPU)
| style="width: 225px;" | CPU (v8), iGPU(v8), NPU (X)
+
| style="width: 154px;" | 25
 
|-
 
|-
| style="width: 137px;" | Face Detection
+
| style="width: 154px;" | Object Detection
| style="width: 150px;" |  
+
| style="width: 154px;" | yolov8 (iGPU)
| style="width: 225px;" | CPU, iGPU, NPU
+
| style="width: 154px;" | 35
 
|-
 
|-
 +
| style="width: 154px;" | Object Detection
 +
| style="width: 154px;" | yolovX-int(NPU)
 +
| style="width: 154px;" | 65
 +
|-
 +
| style="width: 154px;" | Object Detection
 +
| style="width: 154px;" | yolov8 (iGPU)
 +
| style="width: 154px;" | 35
 +
|-
 +
| style="width: 154px;" | Face Detection
 +
| style="width: 154px;" |  (CPU)
 +
| style="width: 154px;" | 35
 +
|-
 +
| style="width: 154px;" | Face Detection
 +
| style="width: 154px;" |  (iGPU)
 +
| style="width: 154px;" | 45
 +
|-
 +
| style="width: 154px;" | Face Detection
 +
| style="width: 154px;" | RetinaFace-int (NPU)
 +
| style="width: 154px;" | 65
 +
|-
 +
| style="width: 154px;" | Object Detection
 +
| style="width: 154px;" | yolov8 (iGPU)
 +
| style="width: 154px;" | 65
 +
 
 +
 +
 +
 
|}
 
|}
  

Revision as of 07:50, 4 September 2025

RyzenAI SDK

AMD Ryzen™ AI software includes the tools and runtime libraries for optimizing and deploying AI inference on AMD Ryzen AI powered PCs1. Ryzen AI software enables applications to run on the neural processing unit (NPU) built in the AMD XDNA™ architecture, the first dedicated AI processing silicon on a Windows x86 processor2, and supports an integrated GPU (iGPU).


Ryzen™ AI software enables developers to efficiently port their pre-trained PyTorch or TensorFlow models to run on the integrated GPU (iGPU) or Neural Processing Unit (NPU) available in select Ryzen AI-powered laptops. Applications are deployed using ONNX Runtime, giving the user easy inferencing across the different hardware.


AMD Ryzen™ AI Software includes the tools and runtime libraries for optimizing and deploying AI inference on AMD Ryzen™ AI powered PCs. Ryzen AI software enables applications to run on the neural processing unit (NPU) built in the AMD XDNA™ architecture, as well as on the integrated GPU. This allows developers to build and deploy models trained in PyTorch or TensorFlow and run them directly on laptops powered by Ryzen AI using ONNX Runtime and the Vitis™ AI Execution Provider (EP).

Addressing Various AI Workloads  -Large Language Models -Image and Video Generation -Recommendation -Computer Vision

Application

Vision Application

Application Model AIMB-2210 FPS (video file)
Object Detection yolov8 (CPU) 25
Object Detection yolov8 (iGPU) 35
Object Detection yolovX-int(NPU) 65
Object Detection yolov8 (iGPU) 35
Face Detection (CPU) 35
Face Detection (iGPU) 45
Face Detection RetinaFace-int (NPU) 65
Object Detection yolov8 (iGPU) 65



Benchmark

System Monitoring