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@@ -34,44 +34,44 @@ 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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- | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 68.744 ms | 0 - 116 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 65.698 ms | 0 - 213 MB | FP16 | NPU | [Real-ESRGAN-x4plus.so](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.so) |
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- | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 71.83 ms | 6 - 120 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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- | Real-ESRGAN-x4plus | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 50.067 ms | 3 - 112 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 50.681 ms | 0 - 108 MB | FP16 | NPU | [Real-ESRGAN-x4plus.so](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.so) |
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- | Real-ESRGAN-x4plus | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 51.229 ms | 6 - 175 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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- | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 43.102 ms | 3 - 137 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 42.524 ms | 0 - 131 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 43.429 ms | 6 - 134 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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- | Real-ESRGAN-x4plus | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 68.455 ms | 0 - 114 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 62.619 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA7255P ADP | SA7255P | TFLITE | 3550.388 ms | 0 - 136 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 66.47 ms | 0 - 116 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | SA8255 (Proxy) | SA8255P Proxy | QNN | 63.379 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8295P ADP | SA8295P | TFLITE | 114.323 ms | 3 - 129 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | SA8295P ADP | SA8295P | QNN | 112.247 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 64.785 ms | 0 - 117 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | SA8650 (Proxy) | SA8650P Proxy | QNN | 63.079 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8775P ADP | SA8775P | TFLITE | 132.83 ms | 3 - 137 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | SA8775P ADP | SA8775P | QNN | 131.059 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 154.329 ms | 3 - 109 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 125.664 ms | 0 - 87 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 64.964 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.69 ms | 39 - 39 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.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[real_esrgan_x4plus]"
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  ```
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-
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
@@ -122,8 +122,8 @@ Profiling Results
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  Real-ESRGAN-x4plus
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 68.7
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- Estimated peak memory usage (MB): [0, 116]
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  Total # Ops : 1025
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  Compute Unit(s) : NPU (1025 ops)
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  ```
@@ -150,7 +150,7 @@ from qai_hub_models.models.real_esrgan_x4plus 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 Real-ESRGAN-x4plus can be found [here](https://github.com/xinntao/Real-ESRGAN/blob/master/LICENSE).
 
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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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+ | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 69.664 ms | 0 - 114 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 65.559 ms | 0 - 38 MB | FP16 | NPU | [Real-ESRGAN-x4plus.so](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.so) |
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+ | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 68.807 ms | 1 - 107 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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+ | Real-ESRGAN-x4plus | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 53.682 ms | 1 - 111 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 49.852 ms | 0 - 105 MB | FP16 | NPU | [Real-ESRGAN-x4plus.so](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.so) |
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+ | Real-ESRGAN-x4plus | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 52.425 ms | 6 - 173 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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+ | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 40.361 ms | 3 - 137 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 42.94 ms | 0 - 131 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 43.209 ms | 6 - 134 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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+ | Real-ESRGAN-x4plus | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 68.926 ms | 0 - 113 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 63.373 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA7255P ADP | SA7255P | TFLITE | 3550.32 ms | 0 - 134 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | SA7255P ADP | SA7255P | QNN | 3549.238 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 67.393 ms | 0 - 212 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | SA8255 (Proxy) | SA8255P Proxy | QNN | 67.061 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA8295P ADP | SA8295P | TFLITE | 114.344 ms | 3 - 130 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | SA8295P ADP | SA8295P | QNN | 112.232 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 74.08 ms | 3 - 43 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | SA8650 (Proxy) | SA8650P Proxy | QNN | 65.413 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA8775P ADP | SA8775P | TFLITE | 132.831 ms | 3 - 137 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | SA8775P ADP | SA8775P | QNN | 131.078 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 146.131 ms | 3 - 108 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 147.462 ms | 0 - 88 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 64.975 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.748 ms | 39 - 39 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.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[real-esrgan-x4plus]"
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  ```
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
 
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  Real-ESRGAN-x4plus
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 69.7
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+ Estimated peak memory usage (MB): [0, 114]
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  Total # Ops : 1025
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  Compute Unit(s) : NPU (1025 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 Real-ESRGAN-x4plus can be found
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+ [here](https://github.com/xinntao/Real-ESRGAN/blob/master/LICENSE).
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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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