v0.42.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.
- DETR-ResNet50_float.dlc +2 -2
- DETR-ResNet50_float.onnx.zip +2 -2
- README.md +34 -34
DETR-ResNet50_float.dlc
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DETR-ResNet50_float.onnx.zip
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README.md
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@@ -35,36 +35,36 @@ 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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| DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 91.
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| DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 86.
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| DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 28.
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| DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC |
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| DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 20.
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| DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 18.
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-
| DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 18.
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| DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE |
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| DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 26.
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-
| DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 91.
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| 48 |
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| DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 86.
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-
| DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 20.
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| DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC |
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| 51 |
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| DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 32.
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| DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 31.
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| 53 |
-
| DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 20.
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| DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 18.
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| DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE |
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| DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 26.
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| 57 |
-
| DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 14.
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| DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC |
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-
| DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.
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-
| DETR-ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 11.
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| 61 |
-
| DETR-ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC |
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| DETR-ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 10.
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-
| DETR-ResNet50 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 9.
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| DETR-ResNet50 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 8.
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| DETR-ResNet50 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 7.
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| DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 18.
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| DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 18.
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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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|---|---|---|---|---|---|---|---|---|
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| 38 |
+
| DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 91.632 ms | 0 - 209 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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| DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 86.755 ms | 4 - 112 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 28.231 ms | 0 - 181 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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| DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 41.998 ms | 5 - 98 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 20.55 ms | 0 - 35 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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| DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 18.045 ms | 5 - 37 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 18.512 ms | 5 - 33 MB | NPU | [DETR-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx.zip) |
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| DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 30.027 ms | 0 - 210 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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| DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 26.453 ms | 3 - 114 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 91.632 ms | 0 - 209 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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| DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 86.755 ms | 4 - 112 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 20.576 ms | 3 - 44 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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| DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 17.984 ms | 5 - 38 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 32.572 ms | 0 - 172 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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| DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 31.283 ms | 5 - 92 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 20.563 ms | 0 - 34 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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| DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 18.077 ms | 4 - 36 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 30.027 ms | 0 - 210 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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| DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 26.453 ms | 3 - 114 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 14.253 ms | 0 - 212 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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| DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 12.644 ms | 5 - 122 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.526 ms | 4 - 138 MB | NPU | [DETR-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx.zip) |
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| DETR-ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 11.24 ms | 0 - 211 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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| DETR-ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 10.314 ms | 0 - 118 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 10.148 ms | 4 - 113 MB | NPU | [DETR-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx.zip) |
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| DETR-ResNet50 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 9.515 ms | 0 - 207 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
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| DETR-ResNet50 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 8.106 ms | 5 - 134 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 7.896 ms | 5 - 122 MB | NPU | [DETR-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx.zip) |
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| DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 18.764 ms | 235 - 235 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
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| DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 18.061 ms | 78 - 78 MB | NPU | [DETR-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx.zip) |
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```
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## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
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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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```bash
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qai-hub configure --api_token API_TOKEN
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```
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Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
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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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