v0.53.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.53.0 for changelog.
- README.md +86 -69
- release_assets.json +9 -9
README.md
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@@ -28,13 +28,13 @@ Below are pre-exported model assets ready for deployment.
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| Runtime | Precision | Chipset | SDK Versions | Download |
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| ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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| ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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| ONNX | w8a16_mixed_int16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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| QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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| QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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| QNN_DLC | w8a16_mixed_int16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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| TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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For more device-specific assets and performance metrics, visit **[LeViT on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/levit)**.
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## Performance Summary
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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|---|---|---|---|---|---|---
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| LeViT | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.
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| LeViT | ONNX | float | Snapdragon®
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| LeViT | ONNX | float | Snapdragon®
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| LeViT | ONNX | float | Snapdragon®
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| LeViT | ONNX | float |
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| LeViT | ONNX | float |
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| LeViT | ONNX | float |
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| LeViT | ONNX |
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| LeViT | ONNX |
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| LeViT | ONNX | w8a16 | Snapdragon®
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| LeViT | ONNX | w8a16 | Snapdragon® 8
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| LeViT | ONNX | w8a16 |
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| LeViT | ONNX | w8a16 |
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| LeViT | ONNX | w8a16 |
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| LeViT | ONNX | w8a16 |
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| LeViT | ONNX | w8a16 |
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| LeViT | ONNX | w8a16 |
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| LeViT | ONNX |
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| LeViT | ONNX |
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| LeViT | ONNX |
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| LeViT | ONNX |
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| LeViT | ONNX |
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| LeViT | ONNX | w8a16_mixed_int16 |
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| LeViT | ONNX | w8a16_mixed_int16 |
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| LeViT | ONNX | w8a16_mixed_int16 |
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| LeViT | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.549 ms | 0 - 59 MB | NPU
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| LeViT | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile |
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| LeViT |
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| LeViT | QNN_DLC | float | Snapdragon®
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| LeViT | QNN_DLC | float | Snapdragon®
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| LeViT | QNN_DLC | float | Snapdragon®
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| LeViT | QNN_DLC | float |
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| LeViT | QNN_DLC | float |
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| LeViT | QNN_DLC | float |
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| LeViT | QNN_DLC | float | Qualcomm®
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| LeViT | QNN_DLC | float |
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| LeViT | QNN_DLC |
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| LeViT | QNN_DLC |
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| LeViT | QNN_DLC |
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| LeViT | QNN_DLC | w8a16 | Snapdragon® 8 Gen
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| LeViT | QNN_DLC | w8a16 |
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| LeViT | QNN_DLC | w8a16 |
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| LeViT | QNN_DLC | w8a16 |
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| LeViT | QNN_DLC | w8a16 |
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| LeViT | QNN_DLC | w8a16 | Snapdragon® 8
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| LeViT | QNN_DLC | w8a16 |
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| LeViT | QNN_DLC |
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| LeViT | QNN_DLC |
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| LeViT | QNN_DLC |
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| LeViT | QNN_DLC |
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| LeViT | QNN_DLC |
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| LeViT | QNN_DLC |
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| LeViT | QNN_DLC | w8a16_mixed_int16 |
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| LeViT | QNN_DLC | w8a16_mixed_int16 |
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Snapdragon®
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Snapdragon®
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| LeViT |
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| LeViT |
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| LeViT |
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| LeViT |
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| LeViT |
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| LeViT |
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| LeViT |
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## License
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* The license for the original implementation of LeViT can be found
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| Runtime | Precision | Chipset | SDK Versions | Download |
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|---|---|---|---|---|
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| ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-onnx-float.zip)
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| ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-onnx-w8a16.zip)
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| ONNX | w8a16_mixed_int16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-onnx-w8a16_mixed_int16.zip)
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| QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-qnn_dlc-float.zip)
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| QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-qnn_dlc-w8a16.zip)
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| QNN_DLC | w8a16_mixed_int16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-qnn_dlc-w8a16_mixed_int16.zip)
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| TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-tflite-float.zip)
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For more device-specific assets and performance metrics, visit **[LeViT on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/levit)**.
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## Performance Summary
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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| 66 |
|---|---|---|---|---|---|---
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| LeViT | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.652 ms | 1 - 77 MB | NPU
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| LeViT | ONNX | float | Snapdragon® 8 Elite Mobile | 0.706 ms | 0 - 76 MB | NPU
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| LeViT | ONNX | float | Snapdragon® X2 Elite | 0.695 ms | 16 - 16 MB | NPU
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| LeViT | ONNX | float | Snapdragon® X Elite | 1.461 ms | 16 - 16 MB | NPU
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| LeViT | ONNX | float | Snapdragon® X Elite | 1.461 ms | 16 - 16 MB | NPU
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| LeViT | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.869 ms | 0 - 93 MB | NPU
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| LeViT | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.259 ms | 0 - 22 MB | NPU
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| LeViT | ONNX | float | Qualcomm® QCS9075 | 1.612 ms | 1 - 3 MB | NPU
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| LeViT | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.706 ms | 0 - 76 MB | NPU
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| LeViT | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.466 ms | 0 - 62 MB | NPU
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| LeViT | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 0.534 ms | 0 - 53 MB | NPU
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| LeViT | ONNX | w8a16 | Snapdragon® X2 Elite | 0.496 ms | 8 - 8 MB | NPU
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| LeViT | ONNX | w8a16 | Snapdragon® X Elite | 1.252 ms | 8 - 8 MB | NPU
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| LeViT | ONNX | w8a16 | Snapdragon® X Elite | 1.252 ms | 8 - 8 MB | NPU
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| LeViT | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.711 ms | 0 - 80 MB | NPU
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| LeViT | ONNX | w8a16 | Qualcomm® QCS6490 | 46.753 ms | 12 - 16 MB | CPU
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| LeViT | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.036 ms | 0 - 23 MB | NPU
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| LeViT | ONNX | w8a16 | Qualcomm® QCS9075 | 1.27 ms | 0 - 3 MB | NPU
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| LeViT | ONNX | w8a16 | Qualcomm® QCM6690 | 18.621 ms | 12 - 22 MB | CPU
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| LeViT | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.534 ms | 0 - 53 MB | NPU
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| LeViT | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.121 ms | 13 - 23 MB | CPU
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| LeViT | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.121 ms | 13 - 23 MB | CPU
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| LeViT | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.484 ms | 0 - 61 MB | NPU
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| LeViT | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 0.549 ms | 0 - 59 MB | NPU
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| LeViT | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.511 ms | 9 - 9 MB | NPU
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| LeViT | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 1.269 ms | 10 - 10 MB | NPU
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| LeViT | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 1.269 ms | 10 - 10 MB | NPU
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| LeViT | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.729 ms | 0 - 86 MB | NPU
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| LeViT | ONNX | w8a16_mixed_int16 | Qualcomm® QCS6490 | 44.611 ms | 11 - 16 MB | CPU
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| LeViT | ONNX | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 1.064 ms | 0 - 13 MB | NPU
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| LeViT | ONNX | w8a16_mixed_int16 | Qualcomm® QCS9075 | 1.296 ms | 0 - 3 MB | NPU
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| LeViT | ONNX | w8a16_mixed_int16 | Qualcomm® QCM6690 | 18.861 ms | 12 - 22 MB | CPU
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| LeViT | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.549 ms | 0 - 59 MB | NPU
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| LeViT | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 14.328 ms | 12 - 23 MB | CPU
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| LeViT | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 14.328 ms | 12 - 23 MB | CPU
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| LeViT | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.718 ms | 1 - 62 MB | NPU
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| LeViT | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.83 ms | 0 - 58 MB | NPU
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| LeViT | QNN_DLC | float | Snapdragon® X2 Elite | 0.971 ms | 1 - 1 MB | NPU
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| LeViT | QNN_DLC | float | Snapdragon® X Elite | 1.824 ms | 1 - 1 MB | NPU
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| LeViT | QNN_DLC | float | Snapdragon® X Elite | 1.824 ms | 1 - 1 MB | NPU
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| LeViT | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.08 ms | 0 - 82 MB | NPU
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| LeViT | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 3.804 ms | 1 - 58 MB | NPU
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| LeViT | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.602 ms | 1 - 2 MB | NPU
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| LeViT | QNN_DLC | float | Qualcomm® QCS9075 | 1.883 ms | 1 - 3 MB | NPU
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| LeViT | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 2.372 ms | 0 - 84 MB | NPU
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| LeViT | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.83 ms | 0 - 58 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.585 ms | 0 - 45 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 0.69 ms | 0 - 38 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.803 ms | 0 - 0 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.639 ms | 0 - 0 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.639 ms | 0 - 0 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.971 ms | 0 - 62 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 2.841 ms | 0 - 43 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.415 ms | 0 - 2 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.721 ms | 0 - 2 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 6.486 ms | 0 - 166 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.69 ms | 0 - 38 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.468 ms | 0 - 41 MB | NPU
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| LeViT | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.468 ms | 0 - 41 MB | NPU
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.605 ms | 0 - 45 MB | NPU
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 0.7 ms | 0 - 43 MB | NPU
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.798 ms | 0 - 0 MB | NPU
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 1.656 ms | 0 - 0 MB | NPU
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 1.656 ms | 0 - 0 MB | NPU
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.984 ms | 0 - 62 MB | NPU
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8275 (Proxy) | 2.925 ms | 0 - 41 MB | NPU
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS8550 (Proxy) | 1.456 ms | 0 - 2 MB | NPU
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCS9075 | 1.739 ms | 0 - 2 MB | NPU
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Qualcomm® QCM6690 | 6.747 ms | 0 - 167 MB | NPU
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| 136 |
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.7 ms | 0 - 43 MB | NPU
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| 137 |
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 1.479 ms | 0 - 41 MB | NPU
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| 138 |
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| LeViT | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 1.479 ms | 0 - 41 MB | NPU
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| 139 |
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| LeViT | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.658 ms | 0 - 68 MB | NPU
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| LeViT | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.782 ms | 0 - 54 MB | NPU
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| 141 |
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| LeViT | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.033 ms | 0 - 93 MB | NPU
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| 142 |
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| LeViT | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 4.014 ms | 0 - 62 MB | NPU
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| 143 |
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| LeViT | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.506 ms | 0 - 2 MB | NPU
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| LeViT | TFLITE | float | Qualcomm® QCS9075 | 1.861 ms | 0 - 19 MB | NPU
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| LeViT | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 2.356 ms | 0 - 79 MB | NPU
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| LeViT | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.782 ms | 0 - 54 MB | NPU
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## License
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* The license for the original implementation of LeViT can be found
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release_assets.json
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{
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"version": "0.
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"precisions": {
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"float": {
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"universal_assets": {
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"tflite": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327",
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"litert": "1.4.
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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},
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"qnn_dlc": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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},
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"onnx": {
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"tool_versions": {
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"qairt": "2.42.0.251225135753_193295",
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"onnx_runtime": "1.24.3"
|
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},
|
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-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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}
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}
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},
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@@ -31,14 +31,14 @@
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"tool_versions": {
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"qairt": "2.45.0.260326154327"
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},
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-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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},
|
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"onnx": {
|
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"tool_versions": {
|
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"qairt": "2.42.0.251225135753_193295",
|
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"onnx_runtime": "1.24.3"
|
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},
|
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-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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}
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}
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},
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@@ -48,14 +48,14 @@
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"tool_versions": {
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"qairt": "2.45.0.260326154327"
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},
|
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-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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},
|
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"onnx": {
|
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"tool_versions": {
|
| 55 |
"qairt": "2.42.0.251225135753_193295",
|
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"onnx_runtime": "1.24.3"
|
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},
|
| 58 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.
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}
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}
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}
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| 1 |
{
|
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+
"version": "0.53.0",
|
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"precisions": {
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"float": {
|
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"universal_assets": {
|
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"tflite": {
|
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"tool_versions": {
|
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"qairt": "2.45.0.260326154327",
|
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+
"litert": "1.4.3"
|
| 10 |
},
|
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+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-tflite-float.zip"
|
| 12 |
},
|
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"qnn_dlc": {
|
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"tool_versions": {
|
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"qairt": "2.45.0.260326154327"
|
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},
|
| 17 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-qnn_dlc-float.zip"
|
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},
|
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"onnx": {
|
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"tool_versions": {
|
| 21 |
"qairt": "2.42.0.251225135753_193295",
|
| 22 |
"onnx_runtime": "1.24.3"
|
| 23 |
},
|
| 24 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-onnx-float.zip"
|
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}
|
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}
|
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},
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|
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|
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"tool_versions": {
|
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"qairt": "2.45.0.260326154327"
|
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},
|
| 34 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-qnn_dlc-w8a16_mixed_int16.zip"
|
| 35 |
},
|
| 36 |
"onnx": {
|
| 37 |
"tool_versions": {
|
| 38 |
"qairt": "2.42.0.251225135753_193295",
|
| 39 |
"onnx_runtime": "1.24.3"
|
| 40 |
},
|
| 41 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-onnx-w8a16_mixed_int16.zip"
|
| 42 |
}
|
| 43 |
}
|
| 44 |
},
|
|
|
|
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"tool_versions": {
|
| 49 |
"qairt": "2.45.0.260326154327"
|
| 50 |
},
|
| 51 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-qnn_dlc-w8a16.zip"
|
| 52 |
},
|
| 53 |
"onnx": {
|
| 54 |
"tool_versions": {
|
| 55 |
"qairt": "2.42.0.251225135753_193295",
|
| 56 |
"onnx_runtime": "1.24.3"
|
| 57 |
},
|
| 58 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/levit/releases/v0.53.0/levit-onnx-w8a16.zip"
|
| 59 |
}
|
| 60 |
}
|
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}
|