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@@ -34,39 +34,39 @@ 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 | 2.479 ms | 0 - 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 | 0.972 ms | 0 - 4 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 | 1.51 ms | 0 - 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 | 1.835 ms | 0 - 22 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 | 0.631 ms | 0 - 19 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 | 1.016 ms | 0 - 24 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 | 1.971 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 | 0.646 ms | 0 - 16 MB | FP16 | NPU | Use Export Script |
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- | XLSR | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.068 ms | 0 - 16 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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- | XLSR | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.446 ms | 0 - 10 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.894 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA7255P ADP | SA7255P | TFLITE | 16.83 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 | 11.761 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.628 ms | 6 - 16 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.882 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA8295P ADP | SA8295P | TFLITE | 3.901 ms | 0 - 16 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | SA8295P ADP | SA8295P | QNN | 1.791 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.538 ms | 0 - 12 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.906 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | XLSR | SA8775P ADP | SA8775P | TFLITE | 4.213 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 | 1.819 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | XLSR | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.165 ms | 6 - 28 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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- | XLSR | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.35 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | XLSR | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.004 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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- | XLSR | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.541 ms | 8 - 8 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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  ## Installation
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- This model can be installed as a Python package via pip.
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  ```bash
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  pip install qai-hub-models
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  ```
@@ -122,8 +122,8 @@ 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, 10]
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  Total # Ops : 16
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  Compute Unit(s) : NPU (13 ops) CPU (3 ops)
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  ```
@@ -150,7 +150,7 @@ from qai_hub_models.models.xlsr import Model
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  torch_model = Model.from_pretrained()
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  # Device
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- device = hub.Device("Samsung Galaxy S23")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
@@ -242,7 +242,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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- * The license for the original implementation of XLSR can be found [here](https://github.com/quic/aimet-model-zoo/blob/develop/LICENSE.pdf).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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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 | 2.61 ms | 0 - 12 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 | 0.978 ms | 0 - 7 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 | 1.516 ms | 0 - 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 | 1.723 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 | 0.627 ms | 0 - 21 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 | 1.049 ms | 0 - 23 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 | 1.969 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 | 0.574 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.838 ms | 0 - 16 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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+ | XLSR | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.602 ms | 0 - 9 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.907 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | SA7255P ADP | SA7255P | TFLITE | 16.749 ms | 3 - 14 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | SA7255P ADP | SA7255P | QNN | 11.605 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.54 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 | 0.916 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | SA8295P ADP | SA8295P | TFLITE | 4.445 ms | 6 - 22 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | SA8295P ADP | SA8295P | QNN | 1.778 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.559 ms | 0 - 9 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.968 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | SA8775P ADP | SA8775P | TFLITE | 4.25 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 | 1.859 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.348 ms | 6 - 26 MB | FP16 | NPU | [XLSR.tflite](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.tflite) |
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+ | XLSR | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.295 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.992 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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+ | XLSR | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.526 ms | 9 - 9 MB | FP16 | NPU | [XLSR.onnx](https://huggingface.co/qualcomm/XLSR/blob/main/XLSR.onnx) |
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  ## Installation
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+ Install the package via pip:
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  ```bash
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  pip install qai-hub-models
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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) : 2.6
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+ Estimated peak memory usage (MB): [0, 12]
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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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  torch_model = Model.from_pretrained()
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  # Device
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+ device = hub.Device("Samsung Galaxy S24")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
 
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  ## License
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+ * The license for the original implementation of XLSR can be found
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+ [here](https://github.com/quic/aimet-model-zoo/blob/develop/LICENSE.pdf).
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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