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ResNet101Quantized

Image Classification
PyTorch
LiteRT
ONNX
backbone
quantized
android
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@@ -36,38 +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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- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.156 ms | 0 - 184 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.274 ms | 0 - 2 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.so) |
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- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 37.17 ms | 4 - 219 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.onnx) |
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- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.896 ms | 0 - 86 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.975 ms | 0 - 18 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.so) |
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- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 28.876 ms | 3 - 678 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.onnx) |
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- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.796 ms | 0 - 48 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.827 ms | 0 - 45 MB | INT8 | NPU | Use Export Script |
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- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 26.92 ms | 15 - 637 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.onnx) |
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- | ResNet101 | SA7255P ADP | SA7255P | TFLITE | 16.106 ms | 0 - 43 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA7255P ADP | SA7255P | QNN | 16.638 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.157 ms | 0 - 186 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.276 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ResNet101 | SA8295P ADP | SA8295P | TFLITE | 1.821 ms | 0 - 45 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA8295P ADP | SA8295P | QNN | 1.885 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.155 ms | 0 - 188 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.271 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ResNet101 | SA8775P ADP | SA8775P | TFLITE | 1.435 ms | 0 - 43 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA8775P ADP | SA8775P | QNN | 1.573 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | ResNet101 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.456 ms | 0 - 74 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.286 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | ResNet101 | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.525 ms | 0 - 2 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 16.106 ms | 0 - 43 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 16.638 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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  | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.153 ms | 0 - 187 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.267 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.435 ms | 0 - 43 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.573 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.503 ms | 0 - 91 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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- | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.601 ms | 0 - 79 MB | INT8 | NPU | Use Export Script |
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- | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.236 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.433 ms | 53 - 53 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.onnx) |
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@@ -132,7 +132,7 @@ ResNet101
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.2
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- Estimated peak memory usage (MB): [0, 184]
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  Total # Ops : 150
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  Compute Unit(s) : NPU (150 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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+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.158 ms | 0 - 185 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.313 ms | 0 - 9 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.so) |
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+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 37.051 ms | 2 - 207 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.onnx) |
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+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.881 ms | 0 - 92 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.999 ms | 0 - 80 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.so) |
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+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 30.344 ms | 337 - 1006 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.onnx) |
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+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.754 ms | 0 - 49 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.89 ms | 0 - 45 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 30.948 ms | 15 - 638 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.onnx) |
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+ | ResNet101 | SA7255P ADP | SA7255P | TFLITE | 16.176 ms | 0 - 43 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | SA7255P ADP | SA7255P | QNN | 16.64 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.158 ms | 0 - 187 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.273 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101 | SA8295P ADP | SA8295P | TFLITE | 1.838 ms | 0 - 45 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | SA8295P ADP | SA8295P | QNN | 1.877 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.155 ms | 0 - 184 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.267 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101 | SA8775P ADP | SA8775P | TFLITE | 1.453 ms | 0 - 43 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | SA8775P ADP | SA8775P | QNN | 1.576 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.595 ms | 0 - 74 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.419 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101 | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.472 ms | 0 - 2 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 16.176 ms | 0 - 43 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 16.64 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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  | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.153 ms | 0 - 187 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.268 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.453 ms | 0 - 43 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.576 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.494 ms | 0 - 92 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.tflite) |
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+ | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.664 ms | 0 - 76 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.252 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.554 ms | 53 - 53 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.2
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+ Estimated peak memory usage (MB): [0, 185]
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  Total # Ops : 150
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  Compute Unit(s) : NPU (150 ops)
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  ```