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@@ -35,35 +35,35 @@ 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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- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 115.599 ms | 3 - 642 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 13.128 ms | 2 - 4 MB | FP16 | NPU | [ResNet-2Plus1D.so](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.so) |
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- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.248 ms | 1 - 171 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 85.498 ms | 26 - 67 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 9.463 ms | 2 - 20 MB | FP16 | NPU | [ResNet-2Plus1D.so](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.so) |
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- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 9.4 ms | 2 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 100.3 ms | 27 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 9.093 ms | 2 - 52 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.846 ms | 0 - 52 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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- | ResNet-2Plus1D | SA7255P ADP | SA7255P | TFLITE | 826.241 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA7255P ADP | SA7255P | QNN | 633.979 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 115.309 ms | 6 - 683 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | QNN | 13.13 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | SA8295P ADP | SA8295P | TFLITE | 144.934 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA8295P ADP | SA8295P | QNN | 23.151 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 116.721 ms | 4 - 614 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | QNN | 13.115 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | SA8775P ADP | SA8775P | TFLITE | 155.413 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA8775P ADP | SA8775P | QNN | 26.56 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 826.241 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 633.979 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 115.373 ms | 3 - 648 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 13.56 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 155.413 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 26.56 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 139.046 ms | 28 - 69 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 21.541 ms | 2 - 58 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.305 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.64 ms | 60 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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@@ -127,8 +127,8 @@ Profiling Results
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  ResNet-2Plus1D
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 115.6
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- Estimated peak memory usage (MB): [3, 642]
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  Total # Ops : 94
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  Compute Unit(s) : NPU (87 ops) CPU (7 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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+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 115.021 ms | 5 - 619 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 13.097 ms | 2 - 25 MB | FP16 | NPU | [ResNet-2Plus1D.so](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.so) |
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+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.261 ms | 0 - 145 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 90.128 ms | 27 - 68 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 9.427 ms | 2 - 64 MB | FP16 | NPU | [ResNet-2Plus1D.so](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.so) |
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+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 8.982 ms | 2 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 99.671 ms | 26 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 9.098 ms | 2 - 53 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.511 ms | 2 - 54 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | SA7255P ADP | SA7255P | TFLITE | 825.331 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA7255P ADP | SA7255P | QNN | 633.954 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 114.05 ms | 11 - 621 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | QNN | 13.055 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | SA8295P ADP | SA8295P | TFLITE | 143.632 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA8295P ADP | SA8295P | QNN | 23.163 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 114.974 ms | 0 - 683 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | QNN | 13.172 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | SA8775P ADP | SA8775P | TFLITE | 155.245 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA8775P ADP | SA8775P | QNN | 26.559 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 825.331 ms | 28 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 633.954 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 116.676 ms | 4 - 631 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 13.06 ms | 2 - 6 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 155.245 ms | 28 - 60 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 26.559 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 128.7 ms | 28 - 72 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 21.395 ms | 2 - 57 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.294 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.635 ms | 61 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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  ResNet-2Plus1D
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 115.0
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+ Estimated peak memory usage (MB): [5, 619]
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  Total # Ops : 94
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  Compute Unit(s) : NPU (87 ops) CPU (7 ops)
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  ```