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QuickSRNetMedium-Quantized

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@@ -35,32 +35,34 @@ 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 | 1.118 ms | 0 - 6 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 | 0.515 ms | 0 - 2 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 | 5.453 ms | 12 - 14 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 | 0.893 ms | 0 - 21 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 - 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 S24 | Snapdragon® 8 Gen 3 | ONNX | 4.455 ms | 13 - 47 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 | 1.054 ms | 0 - 15 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 | 0.294 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.229 ms | 14 - 34 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 | 4.399 ms | 2 - 16 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 | 1.037 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 12.711 ms | 2 - 9 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 | 1.114 ms | 0 - 1 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 | 0.412 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.111 ms | 0 - 10 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 | 0.416 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.15 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 | SA8775 (Proxy) | SA8775P Proxy | QNN | 0.412 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.119 ms | 0 - 1 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 | 0.414 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.918 ms | 2 - 15 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 | 0.973 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.218 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.579 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.506 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.474 ms | 15 - 15 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.onnx) |
 
 
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@@ -125,7 +127,7 @@ 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) : 1.1
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  Estimated peak memory usage (MB): [0, 6]
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  Total # Ops : 19
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  Compute Unit(s) : NPU (16 ops) CPU (3 ops)
@@ -147,13 +149,29 @@ in memory using the `jit.trace` and then call the `submit_compile_job` API.
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  import torch
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149
  import qai_hub as hub
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- from qai_hub_models.models.quicksrnetmedium_quantized import
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  # Load the model
 
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  # Device
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  device = hub.Device("Samsung Galaxy S23")
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  ```
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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 | 1.197 ms | 0 - 6 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 | 0.517 ms | 0 - 10 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 | 5.435 ms | 12 - 14 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 | 0.909 ms | 0 - 12 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 | 0.353 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 S24 | Snapdragon® 8 Gen 3 | ONNX | 4.52 ms | 13 - 46 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 | 1.396 ms | 0 - 9 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 | 0.296 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.203 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 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.337 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 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.046 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 12.837 ms | 2 - 9 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 | 1.125 ms | 0 - 2 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 | 0.41 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | SA7255P ADP | SA7255P | TFLITE | 4.58 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 | 2.764 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.122 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 | 0.414 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.909 ms | 0 - 8 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 | 0.897 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.111 ms | 0 - 8 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 | 0.441 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.117 ms | 1 - 9 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 | 0.964 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.051 ms | 2 - 14 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 | 0.582 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.502 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.063 ms | 15 - 15 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.onnx) |
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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, 6]
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  Total # Ops : 19
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  Compute Unit(s) : NPU (16 ops) CPU (3 ops)
 
149
  import torch
150
 
151
  import qai_hub as hub
152
+ from qai_hub_models.models.quicksrnetmedium_quantized import Model
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154
  # Load the model
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+ torch_model = Model.from_pretrained()
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157
  # Device
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  device = hub.Device("Samsung Galaxy S23")
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160
+ # Trace model
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+ input_shape = torch_model.get_input_spec()
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+ sample_inputs = torch_model.sample_inputs()
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+
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+ pt_model = torch.jit.trace(torch_model, [torch.tensor(data[0]) for _, data in sample_inputs.items()])
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+
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+ # Compile model on a specific device
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+ compile_job = hub.submit_compile_job(
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+ model=pt_model,
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+ device=device,
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+ input_specs=torch_model.get_input_spec(),
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+ )
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+
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+ # Get target model to run on-device
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+ target_model = compile_job.get_target_model()
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  ```
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