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MobileNet-v2-Quantized

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ONNX
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real_time
quantized
android
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@@ -37,34 +37,33 @@ 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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- | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.42 ms | 0 - 7 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.634 ms | 0 - 102 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.so) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 116.498 ms | 17 - 75 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.295 ms | 0 - 14 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.463 ms | 0 - 21 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.so) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 99.675 ms | 39 - 1632 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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- | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.29 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.472 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 101.059 ms | 22 - 1447 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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- | MobileNet-v2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.061 ms | 0 - 19 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.456 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 12.359 ms | 0 - 7 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.427 ms | 0 - 7 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.589 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA7255P ADP | SA7255P | TFLITE | 1.869 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA7255P ADP | SA7255P | QNN | 2.623 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.428 ms | 0 - 53 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.591 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.814 ms | 0 - 12 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA8295P ADP | SA8295P | QNN | 1.071 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.428 ms | 0 - 106 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.589 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.759 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA8775P ADP | SA8775P | QNN | 1.15 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.47 ms | 0 - 23 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.689 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.719 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 136.247 ms | 60 - 60 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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@@ -129,7 +128,7 @@ MobileNet-v2-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.4
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- Estimated peak memory usage (MB): [0, 7]
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  Total # Ops : 108
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  Compute Unit(s) : NPU (108 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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+ | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.431 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.639 ms | 0 - 7 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.so) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 79.784 ms | 10 - 45 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.3 ms | 0 - 24 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.457 ms | 0 - 26 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.so) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 68.238 ms | 8 - 457 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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+ | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.241 ms | 0 - 20 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.396 ms | 0 - 20 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 53.79 ms | 3 - 445 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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+ | MobileNet-v2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.084 ms | 0 - 18 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.454 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 13.917 ms | 0 - 7 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.424 ms | 0 - 7 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.591 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA7255P ADP | SA7255P | TFLITE | 1.843 ms | 0 - 14 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA7255P ADP | SA7255P | QNN | 2.631 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.433 ms | 0 - 18 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.587 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.795 ms | 0 - 20 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA8295P ADP | SA8295P | QNN | 1.677 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.428 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.585 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.76 ms | 0 - 14 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA8775P ADP | SA8775P | QNN | 1.133 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.479 ms | 0 - 26 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.696 ms | 0 - 24 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.731 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
 
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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, 17]
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  Total # Ops : 108
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  Compute Unit(s) : NPU (108 ops)
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  ```