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@@ -34,35 +34,35 @@ 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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- | XLSR | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.429 ms | 0 - 11 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.833 ms | 0 - 3 MB | FP16 | NPU | [XLSR.so](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.so) |
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- | XLSR | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.444 ms | 0 - 5 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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- | XLSR | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.675 ms | 0 - 16 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.484 ms | 0 - 20 MB | FP16 | NPU | [XLSR.so](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.so) |
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- | XLSR | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.893 ms | 0 - 21 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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- | XLSR | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.797 ms | 0 - 13 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.592 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | XLSR | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.88 ms | 0 - 17 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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- | XLSR | SA7255P ADP | SA7255P | TFLITE | 16.616 ms | 6 - 16 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | SA7255P ADP | SA7255P | QNN | 11.465 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.518 ms | 0 - 11 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.84 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA8295P ADP | SA8295P | TFLITE | 3.801 ms | 0 - 15 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | SA8295P ADP | SA8295P | QNN | 1.248 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.46 ms | 0 - 11 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.813 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA8775P ADP | SA8775P | TFLITE | 4.024 ms | 6 - 16 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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  | XLSR | SA8775P ADP | SA8775P | QNN | 1.464 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | XLSR | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 16.616 ms | 6 - 16 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 11.465 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | XLSR | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.376 ms | 0 - 12 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.872 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | XLSR | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 4.024 ms | 6 - 16 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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  | XLSR | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.464 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | XLSR | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.857 ms | 6 - 31 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.312 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | XLSR | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.945 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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- | XLSR | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.41 ms | 8 - 8 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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@@ -126,10 +126,10 @@ Profiling Results
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  XLSR
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 2.4
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- Estimated peak memory usage (MB): [0, 11]
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- Total # Ops : 16
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- Compute Unit(s) : NPU (13 ops) CPU (3 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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+ | XLSR | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.51 ms | 6 - 10 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.883 ms | 0 - 3 MB | FP16 | NPU | [XLSR.so](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.so) |
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+ | XLSR | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.426 ms | 2 - 8 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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+ | XLSR | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.97 ms | 0 - 23 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.54 ms | 45 - 66 MB | FP16 | NPU | [XLSR.so](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.so) |
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+ | XLSR | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.845 ms | 0 - 17 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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+ | XLSR | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.168 ms | 3 - 16 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.568 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.859 ms | 3 - 18 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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+ | XLSR | SA7255P ADP | SA7255P | TFLITE | 17.388 ms | 6 - 18 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | SA7255P ADP | SA7255P | QNN | 11.434 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.093 ms | 0 - 7 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.833 ms | 0 - 4 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | SA8295P ADP | SA8295P | TFLITE | 6.736 ms | 6 - 23 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | SA8295P ADP | SA8295P | QNN | 1.276 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.723 ms | 6 - 14 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.866 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | SA8775P ADP | SA8775P | TFLITE | 4.779 ms | 6 - 17 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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  | XLSR | SA8775P ADP | SA8775P | QNN | 1.464 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 17.388 ms | 6 - 18 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 11.434 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.002 ms | 0 - 7 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.812 ms | 0 - 4 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 4.779 ms | 6 - 17 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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  | XLSR | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.464 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.273 ms | 6 - 30 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.288 ms | 0 - 20 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.932 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.408 ms | 8 - 8 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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  XLSR
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 4.5
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+ Estimated peak memory usage (MB): [6, 10]
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+ Total # Ops : 17
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+ Compute Unit(s) : NPU (14 ops) CPU (3 ops)
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  ```
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