v0.42.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.
- DETR-ResNet101_float.dlc +2 -2
- DETR-ResNet101_float.onnx.zip +2 -2
- README.md +34 -34
DETR-ResNet101_float.dlc
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DETR-ResNet101_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-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 137.
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| DETR-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC |
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| DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 37.
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| DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC |
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| DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 26.
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| DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 24.
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-
| DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 25.
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| DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 41.
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| DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC |
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| DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 137.
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| DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC |
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| DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 26.
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| DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 24.
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| DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE |
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| DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 43.
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-
| DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 26.
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| DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 24.
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| DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 41.
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| DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC |
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-
| DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 18.
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| DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 17.
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| DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX |
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-
| DETR-ResNet101 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE |
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| DETR-ResNet101 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 14.
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| DETR-ResNet101 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX |
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| DETR-ResNet101 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 12.
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| DETR-ResNet101 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 11.
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| DETR-ResNet101 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 11.
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| DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 25.
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| DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 24.
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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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| 37 |
|---|---|---|---|---|---|---|---|---|
|
| 38 |
+
| DETR-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 137.662 ms | 0 - 258 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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| DETR-ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 133.941 ms | 0 - 142 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 37.939 ms | 0 - 209 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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| DETR-ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 57.042 ms | 5 - 105 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 26.298 ms | 0 - 45 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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| DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 24.84 ms | 5 - 50 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 25.137 ms | 0 - 167 MB | NPU | [DETR-ResNet101.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx.zip) |
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| DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 41.307 ms | 0 - 258 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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| DETR-ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 38.882 ms | 5 - 147 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 137.662 ms | 0 - 258 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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| DETR-ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 133.941 ms | 0 - 142 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 26.41 ms | 0 - 50 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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| DETR-ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 24.889 ms | 5 - 52 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 44.122 ms | 0 - 202 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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| DETR-ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 43.491 ms | 5 - 103 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 26.495 ms | 0 - 55 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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| DETR-ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 24.877 ms | 5 - 52 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 41.307 ms | 0 - 258 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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| DETR-ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 38.882 ms | 5 - 147 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 18.712 ms | 0 - 260 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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| DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 17.745 ms | 5 - 214 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 18.956 ms | 5 - 164 MB | NPU | [DETR-ResNet101.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx.zip) |
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| DETR-ResNet101 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 14.714 ms | 0 - 254 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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| DETR-ResNet101 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 14.536 ms | 5 - 152 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 15.121 ms | 0 - 210 MB | NPU | [DETR-ResNet101.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx.zip) |
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| DETR-ResNet101 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 12.094 ms | 0 - 256 MB | NPU | [DETR-ResNet101.tflite](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.tflite) |
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| DETR-ResNet101 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 11.41 ms | 9 - 165 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 11.148 ms | 5 - 151 MB | NPU | [DETR-ResNet101.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.onnx.zip) |
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| DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 25.295 ms | 311 - 311 MB | NPU | [DETR-ResNet101.dlc](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.dlc) |
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| DETR-ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 24.786 ms | 114 - 114 MB | NPU | [DETR-ResNet101.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet101/blob/main/DETR-ResNet101.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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