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@@ -35,35 +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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- | Beit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 18.258 ms | 0 - 14 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 17.134 ms | 1 - 2 MB | FP16 | NPU | [Beit.so](https://huggingface.co/qualcomm/Beit/blob/main/Beit.so) |
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- | Beit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 24.304 ms | 0 - 380 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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- | Beit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 13.013 ms | 0 - 300 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 11.835 ms | 1 - 18 MB | FP16 | NPU | [Beit.so](https://huggingface.co/qualcomm/Beit/blob/main/Beit.so) |
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- | Beit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 17.192 ms | 1 - 93 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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- | Beit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 12.932 ms | 0 - 285 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 16.988 ms | 1 - 296 MB | FP16 | NPU | Use Export Script |
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- | Beit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 17.209 ms | 1 - 76 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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- | Beit | SA7255P ADP | SA7255P | TFLITE | 264.784 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA7255P ADP | SA7255P | QNN | 265.659 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 18.567 ms | 0 - 17 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA8255 (Proxy) | SA8255P Proxy | QNN | 17.058 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA8295P ADP | SA8295P | TFLITE | 23.065 ms | 0 - 284 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA8295P ADP | SA8295P | QNN | 24.252 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 18.28 ms | 0 - 18 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA8650 (Proxy) | SA8650P Proxy | QNN | 17.146 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Beit | SA8775P ADP | SA8775P | TFLITE | 26.563 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | SA8775P ADP | SA8775P | QNN | 24.2 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Beit | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 264.784 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 265.659 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | Beit | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 18.564 ms | 0 - 17 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 17.152 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Beit | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 26.563 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 24.2 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Beit | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 20.516 ms | 0 - 295 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25.895 ms | 0 - 295 MB | FP16 | NPU | Use Export Script |
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- | Beit | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 17.417 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Beit | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 25.305 ms | 186 - 186 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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@@ -127,8 +127,8 @@ Profiling Results
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  Beit
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 18.3
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- Estimated peak memory usage (MB): [0, 14]
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  Total # Ops : 557
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  Compute Unit(s) : NPU (557 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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+ | Beit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 17.536 ms | 0 - 23 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 16.683 ms | 1 - 4 MB | FP16 | NPU | [Beit.so](https://huggingface.co/qualcomm/Beit/blob/main/Beit.so) |
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+ | Beit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 23.581 ms | 0 - 381 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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+ | Beit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.448 ms | 0 - 303 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 12.022 ms | 1 - 18 MB | FP16 | NPU | [Beit.so](https://huggingface.co/qualcomm/Beit/blob/main/Beit.so) |
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+ | Beit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 16.681 ms | 1 - 94 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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+ | Beit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 12.175 ms | 0 - 286 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 16.396 ms | 1 - 296 MB | FP16 | NPU | Use Export Script |
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+ | Beit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 17.091 ms | 1 - 75 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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+ | Beit | SA7255P ADP | SA7255P | TFLITE | 263.376 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | SA7255P ADP | SA7255P | QNN | 265.535 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Beit | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 17.52 ms | 0 - 13 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | SA8255 (Proxy) | SA8255P Proxy | QNN | 16.621 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Beit | SA8295P ADP | SA8295P | TFLITE | 21.891 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | SA8295P ADP | SA8295P | QNN | 24.184 ms | 1 - 17 MB | FP16 | NPU | Use Export Script |
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+ | Beit | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 17.508 ms | 0 - 13 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | SA8650 (Proxy) | SA8650P Proxy | QNN | 16.768 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Beit | SA8775P ADP | SA8775P | TFLITE | 25.708 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | SA8775P ADP | SA8775P | QNN | 23.659 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Beit | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 263.376 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 265.535 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Beit | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 17.502 ms | 0 - 13 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 16.682 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Beit | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 25.708 ms | 0 - 283 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 23.659 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Beit | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 19.517 ms | 0 - 293 MB | FP16 | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25.506 ms | 1 - 301 MB | FP16 | NPU | Use Export Script |
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+ | Beit | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 16.919 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Beit | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 24.47 ms | 186 - 186 MB | FP16 | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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  Beit
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 17.5
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+ Estimated peak memory usage (MB): [0, 23]
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  Total # Ops : 557
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  Compute Unit(s) : NPU (557 ops)
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  ```