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@@ -25,44 +25,77 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Super resolution
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  - **Model Stats:**
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  - Model checkpoint: xlsr_3x_checkpoint
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  - Input resolution: 128x128
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  - Number of parameters: 22.0K
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- - Model size: 92.7 KB
 
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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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@@ -124,12 +157,12 @@ python -m qai_hub_models.models.xlsr.export
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  Profiling Results
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  ------------------------------------------------------------
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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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  ### Model Details
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+ - **Model Type:** Model_use_case.super_resolution
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  - **Model Stats:**
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  - Model checkpoint: xlsr_3x_checkpoint
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  - Input resolution: 128x128
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  - Number of parameters: 22.0K
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+ - Model size (float): 92.7 KB
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+ - Model size (w8a8): 39.0 KB
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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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+ | XLSR | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 7.348 ms | 3 - 14 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.352 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | XLSR | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 4.361 ms | 6 - 35 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.175 ms | 0 - 20 MB | NPU | Use Export Script |
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+ | XLSR | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.002 ms | 0 - 9 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.823 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | XLSR | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.18 ms | 6 - 21 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.24 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | XLSR | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 7.348 ms | 3 - 14 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.352 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | XLSR | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.122 ms | 6 - 14 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.861 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | XLSR | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.271 ms | 6 - 20 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.279 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | XLSR | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.98 ms | 0 - 9 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.837 ms | 0 - 4 MB | NPU | Use Export Script |
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+ | XLSR | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.18 ms | 6 - 21 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.24 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | XLSR | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.07 ms | 6 - 14 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.845 ms | 0 - 5 MB | NPU | Use Export Script |
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+ | XLSR | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.444 ms | 0 - 7 MB | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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+ | XLSR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.013 ms | 0 - 21 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.486 ms | 0 - 23 MB | NPU | Use Export Script |
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+ | XLSR | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.828 ms | 0 - 22 MB | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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+ | XLSR | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 2.168 ms | 2 - 19 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.494 ms | 0 - 20 MB | NPU | Use Export Script |
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+ | XLSR | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.82 ms | 0 - 16 MB | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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+ | XLSR | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.02 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | XLSR | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.391 ms | 8 - 8 MB | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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+ | XLSR | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.495 ms | 1 - 12 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 0.91 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.702 ms | 0 - 20 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.591 ms | 0 - 24 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.051 ms | 0 - 17 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.395 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.816 ms | 0 - 15 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.594 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.126 ms | 0 - 18 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 1.003 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 17.0 ms | 4 - 11 MB | GPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.495 ms | 1 - 12 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 0.91 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.063 ms | 0 - 18 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.414 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.835 ms | 0 - 20 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.748 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.072 ms | 0 - 17 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.409 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.816 ms | 0 - 15 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.594 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.071 ms | 2 - 19 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.412 ms | 0 - 11 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.362 ms | 0 - 5 MB | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.onnx) |
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+ | XLSR | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.862 ms | 0 - 21 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.248 ms | 0 - 24 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.943 ms | 0 - 24 MB | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.onnx) |
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+ | XLSR | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.292 ms | 0 - 17 MB | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.tflite) |
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+ | XLSR | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.243 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.91 ms | 0 - 24 MB | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.onnx) |
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+ | XLSR | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.487 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | XLSR | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.366 ms | 8 - 8 MB | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR_w8a8.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  XLSR
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 7.3
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+ Estimated peak memory usage (MB): [3, 14]
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+ Total # Ops : 17
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+ Compute Unit(s) : npu (14 ops) gpu (0 ops) cpu (3 ops)
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  ```
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