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@@ -35,45 +35,44 @@ 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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- | Mobile_Vit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.184 ms | 0 - 16 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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- | Mobile_Vit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.086 ms | 0 - 16 MB | FP16 | NPU | [Mobile_Vit.so](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.so) |
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- | Mobile_Vit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.248 ms | 0 - 51 MB | FP16 | NPU | [Mobile_Vit.onnx](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.onnx) |
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- | Mobile_Vit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.579 ms | 0 - 35 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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- | Mobile_Vit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.515 ms | 1 - 40 MB | FP16 | NPU | [Mobile_Vit.so](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.so) |
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- | Mobile_Vit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.278 ms | 1 - 52 MB | FP16 | NPU | [Mobile_Vit.onnx](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.onnx) |
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- | Mobile_Vit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.892 ms | 0 - 36 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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- | Mobile_Vit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.475 ms | 1 - 41 MB | FP16 | NPU | Use Export Script |
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- | Mobile_Vit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.904 ms | 1 - 43 MB | FP16 | NPU | [Mobile_Vit.onnx](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.onnx) |
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- | Mobile_Vit | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.175 ms | 0 - 16 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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- | Mobile_Vit | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.636 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | Mobile_Vit | SA7255P ADP | SA7255P | TFLITE | 43.318 ms | 0 - 29 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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- | Mobile_Vit | SA7255P ADP | SA7255P | QNN | 43.469 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Mobile_Vit | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.183 ms | 0 - 16 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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- | Mobile_Vit | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.642 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | Mobile_Vit | SA8295P ADP | SA8295P | TFLITE | 8.331 ms | 0 - 34 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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- | Mobile_Vit | SA8295P ADP | SA8295P | QNN | 8.577 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | Mobile_Vit | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.18 ms | 0 - 15 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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- | Mobile_Vit | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.652 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | Mobile_Vit | SA8775P ADP | SA8775P | TFLITE | 7.422 ms | 0 - 29 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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- | Mobile_Vit | SA8775P ADP | SA8775P | QNN | 7.753 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Mobile_Vit | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.103 ms | 0 - 35 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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- | Mobile_Vit | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.1 ms | 1 - 40 MB | FP16 | NPU | Use Export Script |
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- | Mobile_Vit | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.041 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Mobile_Vit | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.486 ms | 14 - 14 MB | FP16 | NPU | [Mobile_Vit.onnx](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.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[mobile_vit]"
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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
@@ -152,7 +151,7 @@ from qai_hub_models.models.mobile_vit 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()
@@ -244,7 +243,8 @@ 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 Mobile_Vit can be found [here](https://github.com/pytorch/vision/blob/main/LICENSE).
 
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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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+ | Mobile_Vit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.178 ms | 0 - 16 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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+ | Mobile_Vit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.097 ms | 0 - 20 MB | FP16 | NPU | [Mobile_Vit.so](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.so) |
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+ | Mobile_Vit | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.252 ms | 0 - 47 MB | FP16 | NPU | [Mobile_Vit.onnx](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.onnx) |
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+ | Mobile_Vit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.585 ms | 0 - 35 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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+ | Mobile_Vit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.516 ms | 0 - 38 MB | FP16 | NPU | [Mobile_Vit.so](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.so) |
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+ | Mobile_Vit | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.351 ms | 1 - 50 MB | FP16 | NPU | [Mobile_Vit.onnx](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.onnx) |
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+ | Mobile_Vit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.55 ms | 0 - 36 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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+ | Mobile_Vit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.483 ms | 1 - 41 MB | FP16 | NPU | Use Export Script |
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+ | Mobile_Vit | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.05 ms | 0 - 44 MB | FP16 | NPU | [Mobile_Vit.onnx](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.onnx) |
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+ | Mobile_Vit | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.191 ms | 0 - 16 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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+ | Mobile_Vit | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.637 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Mobile_Vit | SA7255P ADP | SA7255P | TFLITE | 43.187 ms | 0 - 29 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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+ | Mobile_Vit | SA7255P ADP | SA7255P | QNN | 43.432 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Mobile_Vit | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.201 ms | 0 - 15 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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+ | Mobile_Vit | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.657 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Mobile_Vit | SA8295P ADP | SA8295P | TFLITE | 8.334 ms | 0 - 34 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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+ | Mobile_Vit | SA8295P ADP | SA8295P | QNN | 8.364 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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+ | Mobile_Vit | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.19 ms | 0 - 15 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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+ | Mobile_Vit | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.646 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Mobile_Vit | SA8775P ADP | SA8775P | TFLITE | 7.416 ms | 0 - 29 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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+ | Mobile_Vit | SA8775P ADP | SA8775P | QNN | 7.708 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Mobile_Vit | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.175 ms | 0 - 34 MB | FP16 | NPU | [Mobile_Vit.tflite](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.tflite) |
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+ | Mobile_Vit | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.033 ms | 1 - 38 MB | FP16 | NPU | Use Export Script |
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+ | Mobile_Vit | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.025 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Mobile_Vit | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.5 ms | 15 - 15 MB | FP16 | NPU | [Mobile_Vit.onnx](https://huggingface.co/qualcomm/Mobile_Vit/blob/main/Mobile_Vit.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[mobile-vit]"
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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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  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 Mobile_Vit can be found
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+ [here](https://github.com/pytorch/vision/blob/main/LICENSE).
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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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