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ResNet18Quantized

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PyTorch
LiteRT
ONNX
backbone
quantized
android
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@@ -36,36 +36,38 @@ 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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- | ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.4 ms | 0 - 77 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.548 ms | 0 - 3 MB | INT8 | NPU | [ResNet18Quantized.so](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.so) |
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- | ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.722 ms | 0 - 65 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
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- | ResNet18Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.312 ms | 0 - 36 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.41 ms | 0 - 19 MB | INT8 | NPU | [ResNet18Quantized.so](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.so) |
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- | ResNet18Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.532 ms | 0 - 40 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
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- | ResNet18Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.286 ms | 0 - 18 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.353 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.566 ms | 0 - 22 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
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- | ResNet18Quantized | SA7255P ADP | SA7255P | QNN | 4.645 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.407 ms | 0 - 76 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.551 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | SA8295P ADP | SA8295P | TFLITE | 0.765 ms | 0 - 18 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | SA8295P ADP | SA8295P | QNN | 0.925 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.4 ms | 0 - 74 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.545 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | SA8775P ADP | SA8775P | TFLITE | 0.659 ms | 0 - 12 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | SA8775P ADP | SA8775P | QNN | 0.798 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.388 ms | 0 - 29 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.949 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 7.607 ms | 0 - 3 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 4.645 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.407 ms | 0 - 76 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.55 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.659 ms | 0 - 12 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.798 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.482 ms | 0 - 34 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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- | ResNet18Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.632 ms | 0 - 39 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.601 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | ResNet18Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.721 ms | 12 - 12 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
 
 
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@@ -130,7 +132,7 @@ ResNet18Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.4
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- Estimated peak memory usage (MB): [0, 77]
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  Total # Ops : 41
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  Compute Unit(s) : NPU (41 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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+ | ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.418 ms | 0 - 76 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.552 ms | 0 - 2 MB | INT8 | NPU | [ResNet18Quantized.so](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.so) |
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+ | ResNet18Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.104 ms | 9 - 82 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
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+ | ResNet18Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.332 ms | 0 - 38 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.424 ms | 0 - 21 MB | INT8 | NPU | [ResNet18Quantized.so](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.so) |
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+ | ResNet18Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 9.009 ms | 10 - 213 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
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+ | ResNet18Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.327 ms | 0 - 18 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.364 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 9.608 ms | 11 - 200 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
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+ | ResNet18Quantized | SA7255P ADP | SA7255P | TFLITE | 4.523 ms | 0 - 12 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | SA7255P ADP | SA7255P | QNN | 4.864 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.42 ms | 0 - 74 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.554 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | SA8295P ADP | SA8295P | TFLITE | 0.798 ms | 0 - 16 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | SA8295P ADP | SA8295P | QNN | 0.915 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.421 ms | 0 - 74 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.552 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | SA8775P ADP | SA8775P | TFLITE | 0.685 ms | 0 - 12 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | SA8775P ADP | SA8775P | QNN | 0.808 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.39 ms | 0 - 31 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 2.12 ms | 0 - 13 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 7.198 ms | 0 - 2 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 4.523 ms | 0 - 12 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 4.864 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.42 ms | 0 - 75 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.55 ms | 0 - 4 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.685 ms | 0 - 12 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.808 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.564 ms | 0 - 39 MB | INT8 | NPU | [ResNet18Quantized.tflite](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.tflite) |
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+ | ResNet18Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.741 ms | 0 - 40 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.603 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | ResNet18Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.783 ms | 17 - 17 MB | INT8 | NPU | [ResNet18Quantized.onnx](https://huggingface.co/qualcomm/ResNet18Quantized/blob/main/ResNet18Quantized.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.4
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+ Estimated peak memory usage (MB): [0, 76]
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  Total # Ops : 41
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  Compute Unit(s) : NPU (41 ops)
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  ```