v0.42.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.
- README.md +99 -92
- VIT_float.dlc +2 -2
- VIT_float.onnx.zip +2 -2
- VIT_w8a16.dlc +2 -2
- VIT_w8a16.onnx.zip +2 -2
- VIT_w8a8.dlc +2 -2
- VIT_w8a8.onnx.zip +2 -2
- VIT_w8a8.tflite +1 -1
- VIT_w8a8_mixed_int16.onnx.zip +2 -2
README.md
CHANGED
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@@ -38,94 +38,101 @@ 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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| VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE |
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| VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 40.
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| VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE |
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| VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 19.
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| VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 8.
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| VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC |
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| VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 13.
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| VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 11.
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| VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC |
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| VIT | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
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| VIT | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 40.
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| VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 8.
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| VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 11.
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| VIT | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 14.
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| VIT | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 17.
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| VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 8.
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| VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 11.
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| VIT | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 11.
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| VIT | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC |
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| VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE |
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| VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC |
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| VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.
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| VIT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 4.
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| VIT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 5.
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| VIT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 6.
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| VIT | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 3.
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| VIT | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 4.
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| VIT | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 4.
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| VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC |
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| VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.
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| VIT | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC |
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| VIT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC |
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| VIT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX |
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| VIT | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 24.
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| VIT | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX |
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| VIT | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX |
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| VIT | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC |
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| VIT | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 26.
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| VIT | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 26.
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| VIT | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 24.
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| VIT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC |
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| VIT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX |
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| VIT | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 15.
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| VIT | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX |
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| VIT | w8a16 | Snapdragon
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| VIT | w8a16 | Snapdragon
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| VIT | w8a16 | Snapdragon
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| VIT | w8a16 | Snapdragon
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| VIT | w8a8 | Samsung Galaxy
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| VIT | w8a8 | Samsung Galaxy
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| VIT | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile |
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| VIT | w8a8 |
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| VIT | w8a8 |
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| VIT | w8a8 | Snapdragon
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| VIT | w8a8 | Snapdragon
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| VIT |
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| VIT |
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| VIT |
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| VIT | w8a8_mixed_int16 |
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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 |
|---|---|---|---|---|---|---|---|---|
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| 41 |
+
| VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 36.645 ms | 0 - 300 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+
| VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 40.171 ms | 1 - 302 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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| VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 12.467 ms | 0 - 310 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+
| VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 19.979 ms | 0 - 312 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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| VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 8.494 ms | 0 - 19 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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| VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 10.929 ms | 0 - 27 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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| VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 13.374 ms | 0 - 26 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx.zip) |
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| VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 11.344 ms | 0 - 301 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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| VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 13.943 ms | 0 - 302 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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| VIT | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 36.645 ms | 0 - 300 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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| VIT | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 40.171 ms | 1 - 302 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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| VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 8.479 ms | 0 - 28 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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| VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 11.181 ms | 0 - 26 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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| VIT | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 14.229 ms | 0 - 302 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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| VIT | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 17.096 ms | 1 - 307 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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| VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 8.116 ms | 0 - 60 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+
| VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 11.219 ms | 0 - 22 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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+
| VIT | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 11.344 ms | 0 - 301 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+
| VIT | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 13.943 ms | 0 - 302 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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+
| VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 5.988 ms | 0 - 307 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+
| VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 7.741 ms | 1 - 310 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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+
| VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.113 ms | 0 - 326 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx.zip) |
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+
| VIT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 4.142 ms | 0 - 305 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+
| VIT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 5.549 ms | 0 - 308 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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+
| VIT | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 6.403 ms | 1 - 325 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx.zip) |
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+
| VIT | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 3.642 ms | 0 - 303 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+
| VIT | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 4.232 ms | 1 - 305 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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+
| VIT | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 4.862 ms | 1 - 318 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx.zip) |
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+
| VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 11.88 ms | 1100 - 1100 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
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+
| VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.885 ms | 171 - 171 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx.zip) |
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+
| VIT | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 70.308 ms | 0 - 194 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
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+
| VIT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 27.051 ms | 0 - 45 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
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+
| VIT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 304.034 ms | 30 - 122 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx.zip) |
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+
| VIT | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 24.559 ms | 0 - 189 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
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| VIT | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 525.765 ms | 85 - 102 MB | CPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx.zip) |
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+
| VIT | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 567.411 ms | 87 - 102 MB | CPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx.zip) |
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+
| VIT | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 70.308 ms | 0 - 194 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
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+
| VIT | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 26.91 ms | 0 - 46 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
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| VIT | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 26.873 ms | 0 - 44 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
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| VIT | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 24.559 ms | 0 - 189 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
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+
| VIT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 19.879 ms | 0 - 204 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
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| VIT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 260.409 ms | 53 - 91 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx.zip) |
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+
| VIT | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 15.874 ms | 0 - 191 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
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| VIT | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 297.138 ms | 55 - 95 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx.zip) |
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| 85 |
+
| VIT | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 43.457 ms | 0 - 255 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
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+
| VIT | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 595.119 ms | 66 - 82 MB | CPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx.zip) |
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| 87 |
+
| VIT | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 12.888 ms | 0 - 195 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
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| 88 |
+
| VIT | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 198.485 ms | 53 - 97 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx.zip) |
|
| 89 |
+
| VIT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 27.131 ms | 277 - 277 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
|
| 90 |
+
| VIT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 159.494 ms | 63 - 63 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx.zip) |
|
| 91 |
+
| VIT | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 15.551 ms | 0 - 48 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 92 |
+
| VIT | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 29.907 ms | 0 - 150 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 93 |
+
| VIT | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.11 ms | 0 - 60 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 94 |
+
| VIT | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 13.198 ms | 0 - 267 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 95 |
+
| VIT | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 7.428 ms | 0 - 20 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 96 |
+
| VIT | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 9.673 ms | 0 - 23 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 97 |
+
| VIT | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 307.251 ms | 31 - 121 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx.zip) |
|
| 98 |
+
| VIT | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 7.844 ms | 0 - 47 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 99 |
+
| VIT | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 9.511 ms | 0 - 150 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 100 |
+
| VIT | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 61.128 ms | 2 - 47 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 101 |
+
| VIT | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 77.949 ms | 0 - 661 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 102 |
+
| VIT | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 438.387 ms | 68 - 86 MB | CPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx.zip) |
|
| 103 |
+
| VIT | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 493.483 ms | 73 - 85 MB | CPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx.zip) |
|
| 104 |
+
| VIT | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 15.551 ms | 0 - 48 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 105 |
+
| VIT | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 29.907 ms | 0 - 150 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 106 |
+
| VIT | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 7.42 ms | 0 - 19 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 107 |
+
| VIT | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 10.22 ms | 0 - 24 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 108 |
+
| VIT | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 9.768 ms | 0 - 49 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 109 |
+
| VIT | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 16.394 ms | 0 - 165 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 110 |
+
| VIT | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 7.449 ms | 0 - 21 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 111 |
+
| VIT | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 10.202 ms | 0 - 22 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 112 |
+
| VIT | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 7.844 ms | 0 - 47 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 113 |
+
| VIT | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 9.511 ms | 0 - 150 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 114 |
+
| VIT | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 5.252 ms | 0 - 57 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 115 |
+
| VIT | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 6.907 ms | 0 - 156 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 116 |
+
| VIT | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 249.531 ms | 52 - 91 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx.zip) |
|
| 117 |
+
| VIT | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 4.078 ms | 0 - 54 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 118 |
+
| VIT | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 5.792 ms | 0 - 153 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 119 |
+
| VIT | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 205.336 ms | 57 - 95 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx.zip) |
|
| 120 |
+
| VIT | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | TFLITE | 22.784 ms | 1 - 33 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 121 |
+
| VIT | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 18.157 ms | 0 - 170 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 122 |
+
| VIT | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 483.82 ms | 66 - 84 MB | CPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx.zip) |
|
| 123 |
+
| VIT | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 3.46 ms | 0 - 55 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
|
| 124 |
+
| VIT | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 3.782 ms | 0 - 258 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 125 |
+
| VIT | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 194.367 ms | 52 - 95 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx.zip) |
|
| 126 |
+
| VIT | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 10.809 ms | 439 - 439 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
|
| 127 |
+
| VIT | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 178.816 ms | 60 - 60 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx.zip) |
|
| 128 |
+
| VIT | w8a8_mixed_int16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 371.606 ms | 43 - 152 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8_mixed_int16.onnx.zip) |
|
| 129 |
+
| VIT | w8a8_mixed_int16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 533.886 ms | 72 - 91 MB | CPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8_mixed_int16.onnx.zip) |
|
| 130 |
+
| VIT | w8a8_mixed_int16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 515.386 ms | 86 - 106 MB | CPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8_mixed_int16.onnx.zip) |
|
| 131 |
+
| VIT | w8a8_mixed_int16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 306.677 ms | 78 - 119 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8_mixed_int16.onnx.zip) |
|
| 132 |
+
| VIT | w8a8_mixed_int16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 303.831 ms | 78 - 118 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8_mixed_int16.onnx.zip) |
|
| 133 |
+
| VIT | w8a8_mixed_int16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 508.832 ms | 91 - 110 MB | CPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8_mixed_int16.onnx.zip) |
|
| 134 |
+
| VIT | w8a8_mixed_int16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 242.334 ms | 79 - 122 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8_mixed_int16.onnx.zip) |
|
| 135 |
+
| VIT | w8a8_mixed_int16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 320.981 ms | 133 - 133 MB | NPU | [VIT.onnx.zip](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8_mixed_int16.onnx.zip) |
|
| 136 |
|
| 137 |
|
| 138 |
|
|
|
|
| 146 |
```
|
| 147 |
|
| 148 |
|
| 149 |
+
## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
|
| 150 |
|
| 151 |
+
Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
|
| 152 |
Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
|
| 153 |
|
| 154 |
With this API token, you can configure your client to run models on the cloud
|
|
|
|
| 156 |
```bash
|
| 157 |
qai-hub configure --api_token API_TOKEN
|
| 158 |
```
|
| 159 |
+
Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
|
| 160 |
|
| 161 |
|
| 162 |
|
|
|
|
| 267 |
spot check the output with expected output.
|
| 268 |
|
| 269 |
**Note**: This on-device profiling and inference requires access to Qualcomm®
|
| 270 |
+
AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
|
| 271 |
|
| 272 |
|
| 273 |
|
VIT_float.dlc
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