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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

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  1. README.md +33 -33
README.md CHANGED
@@ -34,35 +34,35 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | ESRGAN | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 456.797 ms | 1 - 176 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 448.453 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ESRGAN | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 137.983 ms | 3 - 174 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 124.356 ms | 0 - 138 MB | NPU | Use Export Script |
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- | ESRGAN | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 75.708 ms | 3 - 41 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 62.022 ms | 0 - 2 MB | NPU | Use Export Script |
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- | ESRGAN | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 110.278 ms | 3 - 179 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 105.301 ms | 0 - 14 MB | NPU | Use Export Script |
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- | ESRGAN | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 456.797 ms | 1 - 176 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 448.453 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ESRGAN | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 67.262 ms | 0 - 55 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 65.539 ms | 0 - 2 MB | NPU | Use Export Script |
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- | ESRGAN | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 121.054 ms | 3 - 167 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 111.717 ms | 0 - 18 MB | NPU | Use Export Script |
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- | ESRGAN | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 65.692 ms | 0 - 45 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 65.881 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ESRGAN | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 110.278 ms | 3 - 179 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 105.301 ms | 0 - 14 MB | NPU | Use Export Script |
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- | ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 65.862 ms | 0 - 55 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 63.771 ms | 0 - 47 MB | NPU | Use Export Script |
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- | ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 66.561 ms | 6 - 115 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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- | ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 52.955 ms | 0 - 179 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 49.632 ms | 0 - 124 MB | NPU | Use Export Script |
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- | ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 50.211 ms | 46 - 240 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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- | ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 46.31 ms | 3 - 182 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 42.283 ms | 0 - 117 MB | NPU | Use Export Script |
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- | ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 42.836 ms | 6 - 127 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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- | ESRGAN | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 64.998 ms | 0 - 0 MB | NPU | Use Export Script |
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- | ESRGAN | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.692 ms | 37 - 37 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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@@ -126,8 +126,8 @@ Profiling Results
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  ESRGAN
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 456.8
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- Estimated peak memory usage (MB): [1, 176]
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  Total # Ops : 1024
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  Compute Unit(s) : npu (1024 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -216,13 +216,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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  ```bash
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- python -m qai_hub_models.models.esrgan.demo --on-device
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  ```
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  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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- %run -m qai_hub_models.models.esrgan.demo -- --on-device
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  ```
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | ESRGAN | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3553.361 ms | 0 - 201 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 3547.894 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ESRGAN | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 136.993 ms | 3 - 195 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 132.628 ms | 0 - 144 MB | NPU | Use Export Script |
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+ | ESRGAN | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 67.87 ms | 3 - 40 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 65.163 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ESRGAN | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 108.791 ms | 3 - 204 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 105.325 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ESRGAN | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3553.361 ms | 0 - 201 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 3547.894 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ESRGAN | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 67.12 ms | 3 - 42 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 65.332 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ESRGAN | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 118.016 ms | 3 - 190 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 110.814 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | ESRGAN | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 73.375 ms | 3 - 42 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 63.295 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | ESRGAN | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 108.791 ms | 3 - 204 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 105.325 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 66.225 ms | 0 - 89 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 65.245 ms | 0 - 42 MB | NPU | Use Export Script |
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+ | ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 73.76 ms | 0 - 102 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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+ | ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 53.906 ms | 3 - 206 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 50.4 ms | 0 - 134 MB | NPU | Use Export Script |
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+ | ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 51.559 ms | 6 - 213 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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+ | ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 39.476 ms | 3 - 200 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 42.394 ms | 0 - 125 MB | NPU | Use Export Script |
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+ | ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 39.22 ms | 6 - 136 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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+ | ESRGAN | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 64.76 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | ESRGAN | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.644 ms | 38 - 38 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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  ESRGAN
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 3553.4
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+ Estimated peak memory usage (MB): [0, 201]
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  Total # Ops : 1024
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  Compute Unit(s) : npu (1024 ops) gpu (0 ops) cpu (0 ops)
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  ```
 
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  You can also run the demo on-device.
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  ```bash
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+ python -m qai_hub_models.models.esrgan.demo --eval-mode on-device
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  ```
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  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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+ %run -m qai_hub_models.models.esrgan.demo -- --eval-mode on-device
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  ```
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