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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 | 2.457 ms | 0 - 5 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 | 0.854 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 | 1.443 ms | 0 - 3 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 | 1.649 ms | 0 - 17 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 | 0.474 ms | 0 - 18 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 | 0.902 ms | 0 - 26 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 | 1.407 ms | 0 - 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 | 0.598 ms | 0 - 16 MB | FP16 | NPU | Use Export Script |
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- | XLSR | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.833 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 | 16.368 ms | 6 - 15 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | SA7255P ADP | SA7255P | QNN | 11.291 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.37 ms | 0 - 12 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.849 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA8295P ADP | SA8295P | TFLITE | 3.77 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 | 1.256 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.423 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 | 0.844 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA8775P ADP | SA8775P | TFLITE | 4.108 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 | 1.443 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | XLSR | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 16.368 ms | 6 - 15 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 11.291 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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- | XLSR | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.472 ms | 0 - 11 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.819 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | XLSR | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 4.108 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 | 1.443 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | XLSR | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.613 ms | 0 - 21 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.168 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | XLSR | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.915 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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- | XLSR | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.395 ms | 8 - 8 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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@@ -126,8 +126,8 @@ 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) : 2.5
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- Estimated peak memory usage (MB): [0, 5]
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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 | 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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  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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  ```