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ResNet-Mixed-Convolution

Video Classification
PyTorch
LiteRT
ONNX
backbone
android
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@@ -35,33 +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-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 145.211 ms | 31 - 41 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 14.254 ms | 2 - 5 MB | FP16 | NPU | [ResNet-Mixed-Convolution.so](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.so) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.246 ms | 0 - 78 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 108.536 ms | 30 - 65 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 10.296 ms | 2 - 21 MB | FP16 | NPU | [ResNet-Mixed-Convolution.so](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.so) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.415 ms | 2 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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- | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 109.167 ms | 31 - 59 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 10.622 ms | 2 - 56 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 10.422 ms | 2 - 51 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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- | ResNet-Mixed-Convolution | SA7255P ADP | SA7255P | QNN | 760.705 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 144.711 ms | 31 - 41 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA8255 (Proxy) | SA8255P Proxy | QNN | 14.297 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | SA8295P ADP | SA8295P | TFLITE | 166.799 ms | 31 - 55 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA8295P ADP | SA8295P | QNN | 27.619 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 144.922 ms | 31 - 43 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA8650 (Proxy) | SA8650P Proxy | QNN | 14.317 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | SA8775P ADP | SA8775P | TFLITE | 191.618 ms | 31 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA8775P ADP | SA8775P | QNN | 32.071 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 760.705 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 140.246 ms | 31 - 41 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.267 ms | 2 - 6 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 191.618 ms | 31 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 32.071 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 152.171 ms | 31 - 66 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25.485 ms | 2 - 50 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.91 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.72 ms | 22 - 22 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
 
 
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@@ -125,7 +127,7 @@ Profiling Results
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  ResNet-Mixed-Convolution
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 145.2
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  Estimated peak memory usage (MB): [31, 41]
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  Total # Ops : 57
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  Compute Unit(s) : NPU (53 ops) CPU (4 ops)
 
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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-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 140.576 ms | 31 - 41 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 14.354 ms | 2 - 6 MB | FP16 | NPU | [ResNet-Mixed-Convolution.so](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.so) |
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+ | ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.117 ms | 0 - 74 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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+ | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 112.927 ms | 30 - 65 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 10.292 ms | 2 - 21 MB | FP16 | NPU | [ResNet-Mixed-Convolution.so](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.so) |
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+ | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.443 ms | 2 - 65 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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+ | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 133.765 ms | 31 - 59 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 8.644 ms | 2 - 58 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 10.231 ms | 2 - 58 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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+ | ResNet-Mixed-Convolution | SA7255P ADP | SA7255P | TFLITE | 995.73 ms | 31 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | SA7255P ADP | SA7255P | QNN | 760.674 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 145.205 ms | 31 - 43 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | SA8255 (Proxy) | SA8255P Proxy | QNN | 14.195 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | SA8295P ADP | SA8295P | TFLITE | 170.717 ms | 31 - 56 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | SA8295P ADP | SA8295P | QNN | 27.604 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 146.66 ms | 10 - 37 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | SA8650 (Proxy) | SA8650P Proxy | QNN | 14.279 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | SA8775P ADP | SA8775P | TFLITE | 191.625 ms | 31 - 56 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | SA8775P ADP | SA8775P | QNN | 32.053 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 995.73 ms | 31 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 760.674 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 143.731 ms | 31 - 43 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.323 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 191.625 ms | 31 - 56 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 32.053 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 151.048 ms | 31 - 66 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25.366 ms | 2 - 47 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 15.008 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.864 ms | 23 - 23 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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  ResNet-Mixed-Convolution
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 140.6
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  Estimated peak memory usage (MB): [31, 41]
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  Total # Ops : 57
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  Compute Unit(s) : NPU (53 ops) CPU (4 ops)