v0.42.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.
- Mobile-VIT_float.dlc +2 -2
- Mobile-VIT_float.onnx.zip +2 -2
- Mobile-VIT_w8a16.dlc +2 -2
- Mobile-VIT_w8a16.onnx.zip +2 -2
- README.md +54 -51
Mobile-VIT_float.dlc
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Mobile-VIT_float.onnx.zip
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Mobile-VIT_w8a16.dlc
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Mobile-VIT_w8a16.onnx.zip
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README.md
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@@ -37,53 +37,56 @@ 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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| Mobile-VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 10.
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| Mobile-VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC |
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| Mobile-VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 5.
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| Mobile-VIT | float |
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| Mobile-VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) |
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| Mobile-VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) |
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| Mobile-VIT | float |
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| Mobile-VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) |
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| Mobile-VIT | float |
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| Mobile-VIT | float | SA7255P ADP | Qualcomm® SA7255P |
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| Mobile-VIT | float |
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| Mobile-VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) |
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| Mobile-VIT | float |
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| Mobile-VIT | float | SA8295P ADP | Qualcomm® SA8295P |
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| Mobile-VIT | float |
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| Mobile-VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) |
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| Mobile-VIT | float |
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| Mobile-VIT | float | SA8775P ADP | Qualcomm® SA8775P |
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| Mobile-VIT | float |
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| Mobile-VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| Mobile-VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| Mobile-VIT | float | Samsung Galaxy
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| Mobile-VIT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile |
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| Mobile-VIT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile |
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| Mobile-VIT | float |
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| Mobile-VIT | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile |
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| Mobile-VIT | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile |
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| Mobile-VIT | float | Snapdragon
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| Mobile-VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite |
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| Mobile-VIT |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| Mobile-VIT | w8a16 | Samsung Galaxy
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| Mobile-VIT | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile |
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| Mobile-VIT | w8a16 |
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| Mobile-VIT | w8a16 | Snapdragon
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| Mobile-VIT | w8a16 | Snapdragon
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| Mobile-VIT | w8a16 | Snapdragon
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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://
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Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
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With this API token, you can configure your client to run models on the cloud
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```bash
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qai-hub configure --api_token API_TOKEN
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```
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Navigate to [docs](https://
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spot check the output with expected output.
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**Note**: This on-device profiling and inference requires access to Qualcomm®
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AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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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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|---|---|---|---|---|---|---|---|---|
|
| 40 |
+
| Mobile-VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 10.531 ms | 0 - 40 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
|
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+
| Mobile-VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 9.884 ms | 1 - 47 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
|
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+
| Mobile-VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 5.806 ms | 0 - 55 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
|
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+
| Mobile-VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 5.641 ms | 1 - 52 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
|
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+
| Mobile-VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.953 ms | 0 - 69 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
|
| 45 |
+
| Mobile-VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.464 ms | 1 - 16 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
|
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+
| Mobile-VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 4.643 ms | 0 - 41 MB | NPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.onnx.zip) |
|
| 47 |
+
| Mobile-VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.77 ms | 0 - 41 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.276 ms | 1 - 48 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
|
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+
| Mobile-VIT | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 10.531 ms | 0 - 40 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
|
| 50 |
+
| Mobile-VIT | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 9.884 ms | 1 - 47 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
|
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+
| Mobile-VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.93 ms | 0 - 69 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
|
| 52 |
+
| Mobile-VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.477 ms | 1 - 14 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
|
| 53 |
+
| Mobile-VIT | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 6.968 ms | 0 - 48 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
|
| 54 |
+
| Mobile-VIT | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 6.434 ms | 1 - 45 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
|
| 55 |
+
| Mobile-VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.961 ms | 0 - 66 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
|
| 56 |
+
| Mobile-VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.472 ms | 0 - 15 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
|
| 57 |
+
| Mobile-VIT | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.77 ms | 0 - 41 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
|
| 58 |
+
| Mobile-VIT | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.276 ms | 1 - 48 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
|
| 59 |
+
| Mobile-VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.741 ms | 0 - 55 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.445 ms | 0 - 56 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
|
| 61 |
+
| Mobile-VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.113 ms | 0 - 61 MB | NPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.onnx.zip) |
|
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+
| Mobile-VIT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 2.18 ms | 0 - 53 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.911 ms | 1 - 55 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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+
| Mobile-VIT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 2.525 ms | 0 - 54 MB | NPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.onnx.zip) |
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+
| Mobile-VIT | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1.854 ms | 0 - 45 MB | NPU | [Mobile-VIT.tflite](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.tflite) |
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+
| Mobile-VIT | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.599 ms | 1 - 55 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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+
| Mobile-VIT | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.136 ms | 0 - 55 MB | NPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.onnx.zip) |
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+
| Mobile-VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.833 ms | 44 - 44 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.dlc) |
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+
| Mobile-VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.748 ms | 12 - 12 MB | NPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT.onnx.zip) |
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+
| Mobile-VIT | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.675 ms | 0 - 39 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.749 ms | 0 - 16 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 18.982 ms | 5 - 27 MB | NPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.onnx.zip) |
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+
| Mobile-VIT | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.19 ms | 0 - 38 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 152.231 ms | 63 - 80 MB | CPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.onnx.zip) |
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+
| Mobile-VIT | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 118.359 ms | 63 - 68 MB | CPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.onnx.zip) |
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+
| Mobile-VIT | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.675 ms | 0 - 39 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.742 ms | 0 - 13 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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| 78 |
+
| Mobile-VIT | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.759 ms | 0 - 12 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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+
| Mobile-VIT | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.19 ms | 0 - 38 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
|
| 80 |
+
| Mobile-VIT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.421 ms | 0 - 51 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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| 81 |
+
| Mobile-VIT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 14.889 ms | 6 - 40 MB | NPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.onnx.zip) |
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| 82 |
+
| Mobile-VIT | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.743 ms | 0 - 48 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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| 83 |
+
| Mobile-VIT | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 12.685 ms | 11 - 38 MB | NPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.onnx.zip) |
|
| 84 |
+
| Mobile-VIT | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 4.159 ms | 0 - 85 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
|
| 85 |
+
| Mobile-VIT | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 131.457 ms | 63 - 80 MB | CPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.onnx.zip) |
|
| 86 |
+
| Mobile-VIT | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.414 ms | 0 - 46 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
|
| 87 |
+
| Mobile-VIT | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 11.911 ms | 5 - 33 MB | NPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.onnx.zip) |
|
| 88 |
+
| Mobile-VIT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.111 ms | 1 - 1 MB | NPU | [Mobile-VIT.dlc](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.dlc) |
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| 89 |
+
| Mobile-VIT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 17.741 ms | 17 - 17 MB | NPU | [Mobile-VIT.onnx.zip](https://huggingface.co/qualcomm/Mobile-VIT/blob/main/Mobile-VIT_w8a16.onnx.zip) |
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```
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+
## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
|
| 105 |
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+
Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
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Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
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With this API token, you can configure your client to run models on the cloud
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|
|
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```bash
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qai-hub configure --api_token API_TOKEN
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| 113 |
```
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+
Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
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|
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spot check the output with expected output.
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**Note**: This on-device profiling and inference requires access to Qualcomm®
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+
AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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