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Real-ESRGAN-General-x4v3

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@@ -34,45 +34,43 @@ 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-General-x4v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.371 ms | 9 - 20 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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- | Real-ESRGAN-General-x4v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 7.051 ms | 0 - 14 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.so](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.so) |
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- | Real-ESRGAN-General-x4v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.942 ms | 6 - 20 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.onnx) |
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- | Real-ESRGAN-General-x4v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.513 ms | 9 - 41 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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- | Real-ESRGAN-General-x4v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.924 ms | 0 - 24 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.so](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.so) |
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- | Real-ESRGAN-General-x4v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.982 ms | 2 - 42 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.onnx) |
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- | Real-ESRGAN-General-x4v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 5.125 ms | 9 - 36 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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- | Real-ESRGAN-General-x4v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.925 ms | 0 - 25 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-General-x4v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.771 ms | 8 - 40 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.onnx) |
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- | Real-ESRGAN-General-x4v3 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.216 ms | 9 - 21 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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- | Real-ESRGAN-General-x4v3 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 6.265 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-General-x4v3 | SA7255P ADP | SA7255P | TFLITE | 243.694 ms | 9 - 28 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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- | Real-ESRGAN-General-x4v3 | SA7255P ADP | SA7255P | QNN | 237.937 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-General-x4v3 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 7.4 ms | 9 - 20 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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- | Real-ESRGAN-General-x4v3 | SA8255 (Proxy) | SA8255P Proxy | QNN | 6.271 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-General-x4v3 | SA8295P ADP | SA8295P | TFLITE | 12.492 ms | 9 - 37 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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- | Real-ESRGAN-General-x4v3 | SA8295P ADP | SA8295P | QNN | 11.218 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-General-x4v3 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 7.447 ms | 9 - 19 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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- | Real-ESRGAN-General-x4v3 | SA8650 (Proxy) | SA8650P Proxy | QNN | 6.195 ms | 0 - 4 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-General-x4v3 | SA8775P ADP | SA8775P | TFLITE | 14.011 ms | 9 - 28 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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- | Real-ESRGAN-General-x4v3 | SA8775P ADP | SA8775P | QNN | 12.09 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-General-x4v3 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 11.631 ms | 9 - 37 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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- | Real-ESRGAN-General-x4v3 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 9.788 ms | 0 - 28 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-General-x4v3 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.688 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-General-x4v3 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.157 ms | 9 - 9 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.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_general_x4v3]"
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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
@@ -123,7 +121,7 @@ Profiling Results
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  Real-ESRGAN-General-x4v3
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 7.4
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  Estimated peak memory usage (MB): [9, 20]
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  Total # Ops : 72
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  Compute Unit(s) : NPU (69 ops) CPU (3 ops)
@@ -151,7 +149,7 @@ from qai_hub_models.models.real_esrgan_general_x4v3 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()
@@ -243,7 +241,8 @@ 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-General-x4v3 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-General-x4v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.295 ms | 9 - 20 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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+ | Real-ESRGAN-General-x4v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 7.017 ms | 0 - 10 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.so](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.so) |
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+ | Real-ESRGAN-General-x4v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 7.102 ms | 6 - 26 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.onnx) |
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+ | Real-ESRGAN-General-x4v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.374 ms | 9 - 39 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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+ | Real-ESRGAN-General-x4v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.933 ms | 0 - 36 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.so](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.so) |
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+ | Real-ESRGAN-General-x4v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 5.009 ms | 2 - 44 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.onnx) |
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+ | Real-ESRGAN-General-x4v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 5.076 ms | 9 - 37 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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+ | Real-ESRGAN-General-x4v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.848 ms | 0 - 26 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-General-x4v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.887 ms | 0 - 28 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.onnx) |
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+ | Real-ESRGAN-General-x4v3 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.12 ms | 9 - 19 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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+ | Real-ESRGAN-General-x4v3 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 6.241 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-General-x4v3 | SA7255P ADP | SA7255P | QNN | 237.898 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-General-x4v3 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 7.331 ms | 2 - 12 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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+ | Real-ESRGAN-General-x4v3 | SA8255 (Proxy) | SA8255P Proxy | QNN | 6.252 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-General-x4v3 | SA8295P ADP | SA8295P | TFLITE | 12.227 ms | 9 - 37 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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+ | Real-ESRGAN-General-x4v3 | SA8295P ADP | SA8295P | QNN | 10.782 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-General-x4v3 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 7.359 ms | 9 - 19 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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+ | Real-ESRGAN-General-x4v3 | SA8650 (Proxy) | SA8650P Proxy | QNN | 6.243 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-General-x4v3 | SA8775P ADP | SA8775P | TFLITE | 13.909 ms | 9 - 28 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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+ | Real-ESRGAN-General-x4v3 | SA8775P ADP | SA8775P | QNN | 12.1 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-General-x4v3 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 11.892 ms | 9 - 38 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.tflite) |
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+ | Real-ESRGAN-General-x4v3 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 9.804 ms | 0 - 33 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-General-x4v3 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.704 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-General-x4v3 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.779 ms | 9 - 9 MB | FP16 | NPU | [Real-ESRGAN-General-x4v3.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-General-x4v3/blob/main/Real-ESRGAN-General-x4v3.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-general-x4v3]"
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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-General-x4v3
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  Device : Samsung Galaxy S23 (13)
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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): [9, 20]
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  Total # Ops : 72
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  Compute Unit(s) : NPU (69 ops) CPU (3 ops)
 
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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-General-x4v3 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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