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PPE-Detection-Quantized

Object Detection
PyTorch
TF Lite
ONNX
real_time
quantized
android
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@@ -37,34 +37,34 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.248 ms | 0 - 24 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.313 ms | 0 - 13 MB | INT8 | NPU | [PPE-Detection-Quantized.so](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.so) |
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- | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.605 ms | 0 - 15 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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- | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.188 ms | 0 - 14 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.228 ms | 0 - 16 MB | INT8 | NPU | [PPE-Detection-Quantized.so](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.so) |
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- | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.432 ms | 0 - 50 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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- | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.192 ms | 0 - 11 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.224 ms | 0 - 13 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.473 ms | 0 - 28 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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- | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.305 ms | 0 - 18 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.941 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 4.985 ms | 0 - 7 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.248 ms | 0 - 13 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.302 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 3.889 ms | 0 - 13 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 4.261 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.255 ms | 0 - 14 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.308 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.703 ms | 0 - 11 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 0.869 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.251 ms | 0 - 50 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.306 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.535 ms | 0 - 11 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 0.739 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.359 ms | 0 - 16 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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- | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.416 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.403 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.645 ms | 8 - 8 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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@@ -129,8 +129,8 @@ Profiling Results
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  PPE-Detection-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 0.2
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- Estimated peak memory usage (MB): [0, 24]
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  Total # Ops : 86
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  Compute Unit(s) : NPU (86 ops)
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  ```
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.253 ms | 0 - 14 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.311 ms | 0 - 122 MB | INT8 | NPU | [PPE-Detection-Quantized.so](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.so) |
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+ | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.592 ms | 0 - 9 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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+ | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.19 ms | 0 - 16 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.232 ms | 0 - 17 MB | INT8 | NPU | [PPE-Detection-Quantized.so](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.so) |
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+ | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.46 ms | 0 - 51 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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+ | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.182 ms | 1 - 13 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.243 ms | 0 - 13 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.477 ms | 0 - 28 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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+ | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.226 ms | 0 - 20 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.76 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 4.862 ms | 0 - 3 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.247 ms | 0 - 13 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.303 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 3.915 ms | 0 - 17 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 4.094 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.25 ms | 0 - 77 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.306 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.722 ms | 0 - 11 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 0.913 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.251 ms | 0 - 92 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.308 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.545 ms | 0 - 16 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 0.822 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.356 ms | 0 - 22 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
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+ | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.42 ms | 0 - 16 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.417 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.615 ms | 8 - 8 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
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  PPE-Detection-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 0.3
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+ Estimated peak memory usage (MB): [0, 14]
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  Total # Ops : 86
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  Compute Unit(s) : NPU (86 ops)
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  ```