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@@ -35,39 +35,39 @@ More details on model performance across various devices, can be found
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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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- | Beit | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 56.309 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 53.018 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Beit | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 19.592 ms | 0 - 295 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 27.546 ms | 1 - 301 MB | NPU | Use Export Script |
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- | Beit | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 19.175 ms | 0 - 17 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 18.357 ms | 1 - 3 MB | NPU | Use Export Script |
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- | Beit | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 22.609 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 20.688 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Beit | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 56.309 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 53.018 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Beit | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 19.487 ms | 0 - 18 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 18.112 ms | 1 - 3 MB | NPU | Use Export Script |
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- | Beit | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 22.061 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 24.25 ms | 1 - 17 MB | NPU | Use Export Script |
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- | Beit | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 19.185 ms | 0 - 19 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 18.099 ms | 1 - 3 MB | NPU | Use Export Script |
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- | Beit | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 22.609 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 20.688 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Beit | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 19.208 ms | 0 - 16 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 18.44 ms | 0 - 37 MB | NPU | Use Export Script |
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- | Beit | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 17.391 ms | 0 - 415 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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- | Beit | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 13.627 ms | 0 - 303 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 13.547 ms | 1 - 323 MB | NPU | Use Export Script |
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- | Beit | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 12.147 ms | 1 - 337 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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- | Beit | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 11.327 ms | 1 - 288 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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- | Beit | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 14.711 ms | 1 - 297 MB | NPU | Use Export Script |
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- | Beit | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 14.908 ms | 1 - 302 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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- | Beit | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.309 ms | 1 - 1 MB | NPU | Use Export Script |
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- | Beit | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.913 ms | 186 - 186 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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- | Beit | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 170.688 ms | 547 - 783 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit_w8a16.onnx) |
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- | Beit | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 130.875 ms | 654 - 783 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit_w8a16.onnx) |
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- | Beit | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 129.837 ms | 663 - 776 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit_w8a16.onnx) |
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- | Beit | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 192.13 ms | 926 - 926 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit_w8a16.onnx) |
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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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+ | Beit | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 56.331 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 52.85 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | Beit | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 19.615 ms | 0 - 297 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 27.774 ms | 1 - 302 MB | NPU | Use Export Script |
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+ | Beit | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 19.249 ms | 0 - 23 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 18.2 ms | 1 - 2 MB | NPU | Use Export Script |
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+ | Beit | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 22.623 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 20.717 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | Beit | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 56.331 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 52.85 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | Beit | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 19.162 ms | 0 - 19 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 18.109 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Beit | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 22.017 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 24.159 ms | 1 - 18 MB | NPU | Use Export Script |
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+ | Beit | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 19.539 ms | 0 - 20 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 18.177 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Beit | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 22.623 ms | 0 - 284 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 20.717 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | Beit | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 19.261 ms | 0 - 18 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 18.106 ms | 0 - 35 MB | NPU | Use Export Script |
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+ | Beit | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 17.368 ms | 0 - 389 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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+ | Beit | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 13.669 ms | 46 - 348 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 13.448 ms | 1 - 325 MB | NPU | Use Export Script |
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+ | Beit | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 12.079 ms | 1 - 336 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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+ | Beit | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 13.52 ms | 0 - 286 MB | NPU | [Beit.tflite](https://huggingface.co/qualcomm/Beit/blob/main/Beit.tflite) |
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+ | Beit | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 14.849 ms | 0 - 296 MB | NPU | Use Export Script |
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+ | Beit | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 13.126 ms | 1 - 303 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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+ | Beit | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.318 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | Beit | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.858 ms | 186 - 186 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit.onnx) |
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+ | Beit | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 166.073 ms | 626 - 894 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit_w8a16.onnx) |
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+ | Beit | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 129.536 ms | 665 - 793 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit_w8a16.onnx) |
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+ | Beit | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 130.174 ms | 672 - 786 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit_w8a16.onnx) |
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+ | Beit | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 201.038 ms | 920 - 920 MB | NPU | [Beit.onnx](https://huggingface.co/qualcomm/Beit/blob/main/Beit_w8a16.onnx) |
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