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QuickSRNetMedium-Quantized

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@@ -35,48 +35,47 @@ 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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.185 ms | 0 - 4 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.52 ms | 0 - 11 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.so) |
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- | QuickSRNetMedium-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.994 ms | 12 - 17 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.onnx) |
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- | QuickSRNetMedium-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.914 ms | 0 - 23 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.354 ms | 0 - 22 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.so) |
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- | QuickSRNetMedium-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.762 ms | 13 - 33 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.onnx) |
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- | QuickSRNetMedium-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.375 ms | 0 - 17 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.383 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.275 ms | 13 - 29 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.onnx) |
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- | QuickSRNetMedium-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.334 ms | 0 - 13 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.043 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 13.726 ms | 2 - 4 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.13 ms | 0 - 4 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.418 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA7255P ADP | SA7255P | TFLITE | 6.19 ms | 2 - 12 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | SA7255P ADP | SA7255P | QNN | 2.712 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.116 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.418 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.226 ms | 0 - 16 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | SA8295P ADP | SA8295P | QNN | 0.884 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.118 ms | 0 - 4 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.412 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.101 ms | 1 - 11 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | SA8775P ADP | SA8775P | QNN | 0.969 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.152 ms | 0 - 16 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.579 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.508 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.725 ms | 15 - 15 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.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[quicksrnetmedium_quantized]"
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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
@@ -127,7 +126,7 @@ Profiling Results
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  QuickSRNetMedium-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 1.2
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  Estimated peak memory usage (MB): [0, 4]
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  Total # Ops : 19
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  Compute Unit(s) : NPU (16 ops) CPU (3 ops)
@@ -155,7 +154,7 @@ from qai_hub_models.models.quicksrnetmedium_quantized 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()
@@ -247,7 +246,8 @@ 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-Quantized 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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.127 ms | 0 - 4 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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+ | QuickSRNetMedium-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.516 ms | 0 - 11 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.so) |
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+ | QuickSRNetMedium-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.892 ms | 12 - 16 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.onnx) |
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+ | QuickSRNetMedium-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.955 ms | 0 - 22 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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+ | QuickSRNetMedium-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.358 ms | 0 - 22 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.so) |
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+ | QuickSRNetMedium-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.692 ms | 12 - 33 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.onnx) |
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+ | QuickSRNetMedium-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.409 ms | 0 - 17 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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+ | QuickSRNetMedium-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.384 ms | 0 - 16 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.869 ms | 13 - 35 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.onnx) |
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+ | QuickSRNetMedium-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.306 ms | 0 - 14 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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+ | QuickSRNetMedium-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.094 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 14.797 ms | 2 - 4 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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+ | QuickSRNetMedium-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.13 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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+ | QuickSRNetMedium-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.422 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | SA7255P ADP | SA7255P | TFLITE | 6.461 ms | 2 - 11 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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+ | QuickSRNetMedium-Quantized | SA7255P ADP | SA7255P | QNN | 2.521 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.127 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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+ | QuickSRNetMedium-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.412 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.937 ms | 2 - 18 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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+ | QuickSRNetMedium-Quantized | SA8295P ADP | SA8295P | QNN | 1.169 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.121 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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+ | QuickSRNetMedium-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.417 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.144 ms | 0 - 11 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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+ | QuickSRNetMedium-Quantized | SA8775P ADP | SA8775P | QNN | 0.927 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.89 ms | 2 - 17 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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+ | QuickSRNetMedium-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.573 ms | 0 - 16 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.527 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.143 ms | 15 - 15 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.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[quicksrnetmedium-quantized]"
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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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  QuickSRNetMedium-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 1.1
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  Estimated peak memory usage (MB): [0, 4]
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  Total # Ops : 19
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  Compute Unit(s) : NPU (16 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-Quantized 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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