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BiseNet

Image Segmentation
PyTorch
LiteRT
real_time
android
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@@ -26,7 +26,7 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Semantic segmentation
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  - **Model Stats:**
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  - Model checkpoint: best_dice_loss_miou_0.655.pth
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  - Inference latency: RealTime
@@ -34,37 +34,37 @@ More details on model performance across various devices, can be found
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  - Number of parameters: 12.0M
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  - Model size: 45.7 MB
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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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- | BiseNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 27.835 ms | 9 - 45 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 27.934 ms | 8 - 21 MB | FP16 | NPU | [BiseNet.so](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.so) |
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- | BiseNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 30.487 ms | 63 - 132 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 20.959 ms | 31 - 79 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 20.685 ms | 8 - 36 MB | FP16 | NPU | [BiseNet.so](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.so) |
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- | BiseNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 23.769 ms | 74 - 116 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 19.023 ms | 31 - 60 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 19.195 ms | 8 - 35 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 21.234 ms | 68 - 110 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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- | BiseNet | SA7255P ADP | SA7255P | TFLITE | 485.045 ms | 31 - 56 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA7255P ADP | SA7255P | QNN | 484.5 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 28.077 ms | 8 - 40 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 26.44 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | SA8295P ADP | SA8295P | TFLITE | 37.645 ms | 32 - 58 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA8295P ADP | SA8295P | QNN | 35.679 ms | 3 - 21 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 27.978 ms | 7 - 47 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 26.48 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | SA8775P ADP | SA8775P | TFLITE | 41.211 ms | 32 - 57 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | SA8775P ADP | SA8775P | QNN | 39.407 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 485.045 ms | 31 - 56 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 484.5 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 27.8 ms | 32 - 59 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 26.501 ms | 8 - 11 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 41.211 ms | 32 - 57 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 39.407 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 35.686 ms | 32 - 81 MB | FP16 | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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- | BiseNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 35.601 ms | 8 - 36 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 25.221 ms | 8 - 8 MB | FP16 | NPU | Use Export Script |
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- | BiseNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 29.943 ms | 66 - 66 MB | FP16 | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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@@ -126,12 +126,12 @@ python -m qai_hub_models.models.bisenet.export
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  Profiling Results
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  ------------------------------------------------------------
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  BiseNet
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 27.8
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- Estimated peak memory usage (MB): [9, 45]
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- Total # Ops : 63
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- Compute Unit(s) : NPU (63 ops)
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  ```
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  ### Model Details
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+ - **Model Type:** Model_use_case.semantic_segmentation
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  - **Model Stats:**
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  - Model checkpoint: best_dice_loss_miou_0.655.pth
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  - Inference latency: RealTime
 
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  - Number of parameters: 12.0M
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  - Model size: 45.7 MB
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+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | BiseNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 86.208 ms | 32 - 58 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 83.446 ms | 5 - 14 MB | NPU | Use Export Script |
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+ | BiseNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 35.448 ms | 31 - 80 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 41.918 ms | 5 - 41 MB | NPU | Use Export Script |
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+ | BiseNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 27.566 ms | 12 - 99 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 26.535 ms | 8 - 11 MB | NPU | Use Export Script |
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+ | BiseNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 34.868 ms | 32 - 59 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 33.362 ms | 3 - 17 MB | NPU | Use Export Script |
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+ | BiseNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 86.208 ms | 32 - 58 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 83.446 ms | 5 - 14 MB | NPU | Use Export Script |
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+ | BiseNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 28.218 ms | 10 - 43 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 26.251 ms | 8 - 10 MB | NPU | Use Export Script |
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+ | BiseNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 37.687 ms | 31 - 58 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 35.596 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | BiseNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 27.967 ms | 32 - 110 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 26.951 ms | 8 - 10 MB | NPU | Use Export Script |
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+ | BiseNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 34.868 ms | 32 - 59 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 33.362 ms | 3 - 17 MB | NPU | Use Export Script |
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+ | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 27.978 ms | 32 - 108 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 26.562 ms | 8 - 22 MB | NPU | Use Export Script |
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+ | BiseNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 30.553 ms | 63 - 128 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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+ | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 20.788 ms | 31 - 79 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 20.489 ms | 8 - 43 MB | NPU | Use Export Script |
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+ | BiseNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 24.105 ms | 72 - 114 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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+ | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 19.052 ms | 31 - 60 MB | NPU | [BiseNet.tflite](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.tflite) |
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+ | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 16.265 ms | 8 - 42 MB | NPU | Use Export Script |
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+ | BiseNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 21.672 ms | 68 - 109 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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+ | BiseNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 25.311 ms | 8 - 8 MB | NPU | Use Export Script |
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+ | BiseNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 30.085 ms | 66 - 66 MB | NPU | [BiseNet.onnx](https://huggingface.co/qualcomm/BiseNet/blob/main/BiseNet.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  BiseNet
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 86.2
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+ Estimated peak memory usage (MB): [32, 58]
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+ Total # Ops : 63
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+ Compute Unit(s) : npu (63 ops) gpu (0 ops) cpu (0 ops)
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  ```
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