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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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- | QuickSRNetMedium | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.336 ms | 0 - 10 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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- | QuickSRNetMedium | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.006 ms | 0 - 7 MB | FP16 | NPU | [QuickSRNetMedium.so](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.so) |
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- | QuickSRNetMedium | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.531 ms | 0 - 8 MB | FP16 | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.onnx) |
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- | QuickSRNetMedium | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.06 ms | 0 - 23 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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- | QuickSRNetMedium | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.651 ms | 0 - 20 MB | FP16 | NPU | [QuickSRNetMedium.so](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.so) |
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- | QuickSRNetMedium | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.038 ms | 0 - 23 MB | FP16 | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.onnx) |
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- | QuickSRNetMedium | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.024 ms | 0 - 17 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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- | QuickSRNetMedium | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.764 ms | 0 - 16 MB | FP16 | NPU | Use Export Script |
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- | QuickSRNetMedium | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.127 ms | 0 - 16 MB | FP16 | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.onnx) |
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- | QuickSRNetMedium | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.366 ms | 1 - 11 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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- | QuickSRNetMedium | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.926 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | QuickSRNetMedium | SA7255P ADP | SA7255P | TFLITE | 16.731 ms | 6 - 15 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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- | QuickSRNetMedium | SA7255P ADP | SA7255P | QNN | 14.013 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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- | QuickSRNetMedium | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.006 ms | 0 - 11 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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- | QuickSRNetMedium | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.905 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | QuickSRNetMedium | SA8295P ADP | SA8295P | TFLITE | 2.545 ms | 0 - 15 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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- | QuickSRNetMedium | SA8295P ADP | SA8295P | QNN | 1.996 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | QuickSRNetMedium | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.387 ms | 0 - 10 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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- | QuickSRNetMedium | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.911 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | QuickSRNetMedium | SA8775P ADP | SA8775P | TFLITE | 2.577 ms | 0 - 10 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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- | QuickSRNetMedium | SA8775P ADP | SA8775P | QNN | 1.902 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | QuickSRNetMedium | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.021 ms | 3 - 24 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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- | QuickSRNetMedium | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.332 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | QuickSRNetMedium | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.036 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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- | QuickSRNetMedium | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.539 ms | 9 - 9 MB | FP16 | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.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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  ```
@@ -122,7 +122,7 @@ Profiling Results
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  QuickSRNetMedium
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 1.3
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  Estimated peak memory usage (MB): [0, 10]
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  Total # Ops : 17
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  Compute Unit(s) : NPU (14 ops) CPU (3 ops)
@@ -150,7 +150,7 @@ from qai_hub_models.models.quicksrnetmedium 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 QuickSRNetMedium 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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+ | QuickSRNetMedium | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.39 ms | 0 - 10 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.023 ms | 0 - 7 MB | FP16 | NPU | [QuickSRNetMedium.so](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.so) |
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+ | QuickSRNetMedium | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.517 ms | 0 - 7 MB | FP16 | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.onnx) |
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+ | QuickSRNetMedium | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.877 ms | 0 - 23 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.66 ms | 0 - 23 MB | FP16 | NPU | [QuickSRNetMedium.so](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.so) |
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+ | QuickSRNetMedium | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.037 ms | 0 - 24 MB | FP16 | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.onnx) |
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+ | QuickSRNetMedium | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.097 ms | 0 - 16 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.666 ms | 0 - 16 MB | FP16 | NPU | Use Export Script |
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+ | QuickSRNetMedium | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.924 ms | 0 - 17 MB | FP16 | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.onnx) |
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+ | QuickSRNetMedium | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.375 ms | 0 - 10 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.934 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | QuickSRNetMedium | SA7255P ADP | SA7255P | TFLITE | 16.198 ms | 6 - 15 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | SA7255P ADP | SA7255P | QNN | 13.971 ms | 0 - 9 MB | FP16 | NPU | Use Export Script |
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+ | QuickSRNetMedium | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.407 ms | 0 - 3 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.929 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | QuickSRNetMedium | SA8295P ADP | SA8295P | TFLITE | 2.151 ms | 0 - 15 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | SA8295P ADP | SA8295P | QNN | 1.982 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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+ | QuickSRNetMedium | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.371 ms | 0 - 11 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.935 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | QuickSRNetMedium | SA8775P ADP | SA8775P | TFLITE | 2.519 ms | 0 - 10 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | SA8775P ADP | SA8775P | QNN | 1.91 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | QuickSRNetMedium | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.475 ms | 6 - 21 MB | FP16 | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.338 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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+ | QuickSRNetMedium | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.03 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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+ | QuickSRNetMedium | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.52 ms | 9 - 9 MB | FP16 | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.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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  QuickSRNetMedium
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 1.4
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  Estimated peak memory usage (MB): [0, 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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  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 QuickSRNetMedium 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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