v0.45.0

See https://github.com/quic/ai-hub-models/releases/v0.45.0 for changelog.

README.md

@@ -41,12 +41,8 @@ More details on model performance across various devices, can be found
 | RegNet-Y-800MF | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.833 ms | 1 - 141 MB | NPU | [RegNet-Y-800MF.dlc](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.dlc) |
 | RegNet-Y-800MF | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.959 ms | 0 - 148 MB | NPU | [RegNet-Y-800MF.tflite](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.tflite) |
 | RegNet-Y-800MF | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.923 ms | 1 - 141 MB | NPU | [RegNet-Y-800MF.dlc](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.dlc) |
-| RegNet-Y-800MF | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.314 ms | 0 - 3 MB | NPU | [RegNet-Y-800MF.tflite](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.tflite) |
-| RegNet-Y-800MF | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.323 ms | 1 - 3 MB | NPU | [RegNet-Y-800MF.dlc](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.dlc) |
 | RegNet-Y-800MF | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.09 ms | 0 - 154 MB | NPU | [RegNet-Y-800MF.tflite](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.tflite) |
 | RegNet-Y-800MF | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.066 ms | 0 - 146 MB | NPU | [RegNet-Y-800MF.dlc](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.dlc) |
-| RegNet-Y-800MF | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.316 ms | 0 - 2 MB | NPU | [RegNet-Y-800MF.tflite](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.tflite) |
-| RegNet-Y-800MF | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.318 ms | 1 - 3 MB | NPU | [RegNet-Y-800MF.dlc](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.dlc) |
 | RegNet-Y-800MF | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.862 ms | 0 - 149 MB | NPU | [RegNet-Y-800MF.tflite](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.tflite) |
 | RegNet-Y-800MF | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.833 ms | 1 - 141 MB | NPU | [RegNet-Y-800MF.dlc](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.dlc) |
 | RegNet-Y-800MF | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.879 ms | 0 - 177 MB | NPU | [RegNet-Y-800MF.tflite](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.tflite) |
@@ -55,9 +51,9 @@ More details on model performance across various devices, can be found
 | RegNet-Y-800MF | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.669 ms | 0 - 150 MB | NPU | [RegNet-Y-800MF.tflite](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.tflite) |
 | RegNet-Y-800MF | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.67 ms | 0 - 144 MB | NPU | [RegNet-Y-800MF.dlc](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.dlc) |
 | RegNet-Y-800MF | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 0.703 ms | 0 - 119 MB | NPU | [RegNet-Y-800MF.onnx.zip](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.onnx.zip) |
-| RegNet-Y-800MF | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.611 ms | 0 - 153 MB | NPU | [RegNet-Y-800MF.tflite](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.tflite) |
-| RegNet-Y-800MF | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.623 ms | 1 - 145 MB | NPU | [RegNet-Y-800MF.dlc](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.dlc) |
-| RegNet-Y-800MF | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 0.694 ms | 1 - 121 MB | NPU | [RegNet-Y-800MF.onnx.zip](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.onnx.zip) |
+| RegNet-Y-800MF | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen 5 Mobile | TFLITE | 0.611 ms | 0 - 153 MB | NPU | [RegNet-Y-800MF.tflite](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.tflite) |
+| RegNet-Y-800MF | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen 5 Mobile | QNN_DLC | 0.623 ms | 1 - 145 MB | NPU | [RegNet-Y-800MF.dlc](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.dlc) |
+| RegNet-Y-800MF | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen 5 Mobile | ONNX | 0.694 ms | 1 - 121 MB | NPU | [RegNet-Y-800MF.onnx.zip](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.onnx.zip) |
 | RegNet-Y-800MF | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.524 ms | 1 - 1 MB | NPU | [RegNet-Y-800MF.dlc](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.dlc) |
 | RegNet-Y-800MF | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.268 ms | 14 - 14 MB | NPU | [RegNet-Y-800MF.onnx.zip](https://huggingface.co/qualcomm/RegNet-Y-800MF/blob/main/RegNet-Y-800MF.onnx.zip) |
 
@@ -198,6 +194,20 @@ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
 
 
 
+## Run demo on a cloud-hosted device
+
+You can also run the demo on-device.
+
+```bash
+python -m qai_hub_models.models.regnet_y_800mf.demo --eval-mode on-device
+```
+
+**NOTE**: If you want running in a Jupyter Notebook or Google Colab like
+environment, please add the following to your cell (instead of the above).
+```
+%run -m qai_hub_models.models.regnet_y_800mf.demo -- --eval-mode on-device
+```
+
 
 ## Deploying compiled model to Android