v0.51.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.
- README.md +48 -48
- release_assets.json +46 -1
README.md
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@@ -28,11 +28,11 @@ 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/efficientformer/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/efficientformer/releases/v0.
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| QNN_DLC | float | Universal | QAIRT 2.
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| QNN_DLC | w8a16 | Universal | QAIRT 2.
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| TFLITE | float | Universal | QAIRT 2.
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For more device-specific assets and performance metrics, visit **[EfficientFormer on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientformer)**.
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@@ -62,49 +62,49 @@ See our repository for [EfficientFormer on GitHub](https://github.com/qualcomm/a
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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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| EfficientFormer | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.
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| EfficientFormer | ONNX | float | Snapdragon® X2 Elite | 0.
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| EfficientFormer | ONNX | float | Snapdragon® X Elite | 1.
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| EfficientFormer | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.
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| EfficientFormer | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.
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| EfficientFormer | ONNX | float | Qualcomm® QCS9075 | 1.
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| EfficientFormer | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.
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| EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.
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| EfficientFormer | ONNX | w8a16 | Snapdragon® X2 Elite | 0.
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| EfficientFormer | ONNX | w8a16 | Snapdragon® X Elite | 1.
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| EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.
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| EfficientFormer | ONNX | w8a16 | Qualcomm® QCS6490 |
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| EfficientFormer | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.
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| EfficientFormer | ONNX | w8a16 | Qualcomm® QCS9075 | 1.
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| EfficientFormer | ONNX | w8a16 | Qualcomm® QCM6690 | 66.
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| EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.
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| EfficientFormer | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 62.
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| EfficientFormer | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.
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| EfficientFormer | QNN_DLC | float | Snapdragon® X2 Elite | 0.
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| EfficientFormer | QNN_DLC | float | Snapdragon® X Elite | 1.
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| EfficientFormer | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.
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| EfficientFormer | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 4.
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| EfficientFormer | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.
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| EfficientFormer | QNN_DLC | float | Qualcomm® QCS9075 | 1.
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| EfficientFormer | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 5.
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| EfficientFormer | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.
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| EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.
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| EfficientFormer | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.
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| EfficientFormer | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.
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| EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.
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| EfficientFormer | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 3.
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| EfficientFormer | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.
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| EfficientFormer | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.
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| EfficientFormer | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 7.
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| EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.
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| EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.
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| EfficientFormer | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.65 ms | 0 -
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| EfficientFormer | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.
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| EfficientFormer | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 4.
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| EfficientFormer | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.
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| EfficientFormer | TFLITE | float | Qualcomm® QCS9075 | 1.
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| EfficientFormer | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 5.
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| EfficientFormer | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.
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## License
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* The license for the original implementation of EfficientFormer 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/efficientformer/releases/v0.51.0/efficientformer-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/efficientformer/releases/v0.51.0/efficientformer-onnx-w8a16.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/efficientformer/releases/v0.51.0/efficientformer-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/efficientformer/releases/v0.51.0/efficientformer-qnn_dlc-w8a16.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/efficientformer/releases/v0.51.0/efficientformer-tflite-float.zip)
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For more device-specific assets and performance metrics, visit **[EfficientFormer on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientformer)**.
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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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| EfficientFormer | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.607 ms | 0 - 52 MB | NPU
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| EfficientFormer | ONNX | float | Snapdragon® X2 Elite | 0.65 ms | 25 - 25 MB | NPU
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| EfficientFormer | ONNX | float | Snapdragon® X Elite | 1.543 ms | 24 - 24 MB | NPU
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| EfficientFormer | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.95 ms | 0 - 89 MB | NPU
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| EfficientFormer | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.304 ms | 0 - 3 MB | NPU
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| EfficientFormer | ONNX | float | Qualcomm® QCS9075 | 1.879 ms | 1 - 3 MB | NPU
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| EfficientFormer | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.698 ms | 0 - 43 MB | NPU
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| EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.53 ms | 0 - 67 MB | NPU
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| EfficientFormer | ONNX | w8a16 | Snapdragon® X2 Elite | 0.557 ms | 12 - 12 MB | NPU
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| EfficientFormer | ONNX | w8a16 | Snapdragon® X Elite | 1.674 ms | 12 - 12 MB | NPU
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| EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.967 ms | 0 - 94 MB | NPU
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| EfficientFormer | ONNX | w8a16 | Qualcomm® QCS6490 | 147.206 ms | 21 - 25 MB | CPU
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| EfficientFormer | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.415 ms | 0 - 17 MB | NPU
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| EfficientFormer | ONNX | w8a16 | Qualcomm® QCS9075 | 1.64 ms | 0 - 3 MB | NPU
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| EfficientFormer | ONNX | w8a16 | Qualcomm® QCM6690 | 66.124 ms | 22 - 31 MB | CPU
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| EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.65 ms | 0 - 63 MB | NPU
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| EfficientFormer | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 62.908 ms | 23 - 32 MB | CPU
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| EfficientFormer | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.648 ms | 1 - 43 MB | NPU
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| EfficientFormer | QNN_DLC | float | Snapdragon® X2 Elite | 0.856 ms | 1 - 1 MB | NPU
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| EfficientFormer | QNN_DLC | float | Snapdragon® X Elite | 1.713 ms | 1 - 1 MB | NPU
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| EfficientFormer | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.015 ms | 0 - 78 MB | NPU
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| EfficientFormer | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 4.862 ms | 1 - 40 MB | NPU
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| EfficientFormer | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.482 ms | 1 - 2 MB | NPU
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| EfficientFormer | QNN_DLC | float | Qualcomm® QCS9075 | 1.973 ms | 1 - 3 MB | NPU
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| EfficientFormer | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 5.582 ms | 0 - 78 MB | NPU
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| EfficientFormer | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.788 ms | 1 - 44 MB | NPU
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| EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.612 ms | 0 - 64 MB | NPU
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| EfficientFormer | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.857 ms | 0 - 0 MB | NPU
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| EfficientFormer | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.797 ms | 0 - 0 MB | NPU
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| EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.09 ms | 0 - 79 MB | NPU
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| EfficientFormer | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 3.264 ms | 0 - 57 MB | NPU
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| EfficientFormer | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.612 ms | 0 - 7 MB | NPU
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| EfficientFormer | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.778 ms | 0 - 2 MB | NPU
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| EfficientFormer | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 7.098 ms | 0 - 181 MB | NPU
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| EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.715 ms | 0 - 55 MB | NPU
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| EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.715 ms | 0 - 61 MB | NPU
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| EfficientFormer | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.65 ms | 0 - 55 MB | NPU
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| EfficientFormer | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.041 ms | 0 - 94 MB | NPU
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| EfficientFormer | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 4.941 ms | 0 - 52 MB | NPU
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| EfficientFormer | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.507 ms | 0 - 4 MB | NPU
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| EfficientFormer | TFLITE | float | Qualcomm® QCS9075 | 1.953 ms | 0 - 27 MB | NPU
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| EfficientFormer | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 5.547 ms | 0 - 96 MB | NPU
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| EfficientFormer | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.774 ms | 0 - 57 MB | NPU
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## License
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* The license for the original implementation of EfficientFormer can be found
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release_assets.json
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{
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{
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"version": "0.51.0",
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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": "1.4.2"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientformer/releases/v0.51.0/efficientformer-tflite-float.zip"
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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/efficientformer/releases/v0.51.0/efficientformer-qnn_dlc-float.zip"
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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/efficientformer/releases/v0.51.0/efficientformer-onnx-float.zip"
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}
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}
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},
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"w8a16": {
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"universal_assets": {
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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/efficientformer/releases/v0.51.0/efficientformer-qnn_dlc-w8a16.zip"
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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/efficientformer/releases/v0.51.0/efficientformer-onnx-w8a16.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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