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EfficientNet-B4

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v0.51.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.

Files changed (2) hide show
  1. README.md +39 -39
  2. release_assets.json +39 -1
README.md CHANGED
@@ -29,10 +29,10 @@ Below are pre-exported model assets ready for deployment.
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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/efficientnet_b4/releases/v0.50.2/efficientnet_b4-onnx-float.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.50.2/efficientnet_b4-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.50.2/efficientnet_b4-qnn_dlc-w8a16.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.50.2/efficientnet_b4-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[EfficientNet-B4 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_b4)**.
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@@ -62,41 +62,41 @@ See our repository for [EfficientNet-B4 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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- | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.469 ms | 0 - 77 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Snapdragon® X2 Elite | 1.632 ms | 45 - 45 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Snapdragon® X Elite | 3.343 ms | 45 - 45 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.259 ms | 0 - 129 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 3.062 ms | 0 - 50 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Qualcomm® QCS9075 | 4.021 ms | 1 - 4 MB | NPU
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- | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.752 ms | 0 - 73 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.515 ms | 0 - 73 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® X2 Elite | 1.953 ms | 1 - 1 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® X Elite | 3.651 ms | 1 - 1 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.407 ms | 0 - 126 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 12.007 ms | 1 - 69 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.351 ms | 1 - 3 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS9075 | 4.202 ms | 1 - 3 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 7.871 ms | 0 - 143 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.86 ms | 1 - 73 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.322 ms | 0 - 102 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.69 ms | 0 - 0 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.805 ms | 0 - 0 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.318 ms | 0 - 151 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 8.767 ms | 0 - 2 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 6.65 ms | 0 - 99 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.44 ms | 0 - 130 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 3.795 ms | 0 - 2 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 16.082 ms | 0 - 231 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.127 ms | 0 - 154 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.615 ms | 0 - 103 MB | NPU
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- | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.622 ms | 0 - 105 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.506 ms | 0 - 105 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.407 ms | 0 - 166 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 12.08 ms | 0 - 106 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.35 ms | 0 - 3 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS9075 | 4.193 ms | 0 - 48 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 7.854 ms | 0 - 189 MB | NPU
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- | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.854 ms | 0 - 109 MB | NPU
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  ## License
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  * The license for the original implementation of EfficientNet-B4 can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
+ | 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/efficientnet_b4/releases/v0.51.0/efficientnet_b4-onnx-float.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/efficientnet_b4/releases/v0.51.0/efficientnet_b4-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/efficientnet_b4/releases/v0.51.0/efficientnet_b4-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/efficientnet_b4/releases/v0.51.0/efficientnet_b4-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[EfficientNet-B4 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_b4)**.
38
 
 
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.466 ms | 0 - 77 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® X2 Elite | 1.631 ms | 45 - 45 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® X Elite | 3.34 ms | 45 - 45 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.255 ms | 0 - 128 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 3.092 ms | 0 - 50 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Qualcomm® QCS9075 | 4.022 ms | 0 - 4 MB | NPU
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+ | EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.769 ms | 0 - 77 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.503 ms | 1 - 69 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® X2 Elite | 1.937 ms | 1 - 1 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® X Elite | 3.607 ms | 1 - 1 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.389 ms | 0 - 117 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 12.011 ms | 1 - 65 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.356 ms | 1 - 2 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS9075 | 4.14 ms | 3 - 5 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 7.859 ms | 0 - 138 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.849 ms | 0 - 69 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.308 ms | 0 - 109 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.682 ms | 0 - 0 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.769 ms | 0 - 0 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.28 ms | 0 - 148 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 8.704 ms | 0 - 2 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 6.567 ms | 0 - 101 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.463 ms | 0 - 2 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 3.779 ms | 0 - 2 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 16.721 ms | 0 - 231 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.175 ms | 0 - 150 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.593 ms | 0 - 103 MB | NPU
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+ | EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.598 ms | 0 - 107 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.507 ms | 0 - 86 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.397 ms | 0 - 146 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 12.067 ms | 0 - 82 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.309 ms | 0 - 2 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS9075 | 4.156 ms | 0 - 48 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 7.858 ms | 0 - 157 MB | NPU
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+ | EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.839 ms | 0 - 82 MB | NPU
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  ## License
102
  * The license for the original implementation of EfficientNet-B4 can be found
release_assets.json CHANGED
@@ -1 +1,39 @@
1
- {"version":"0.50.2","precisions":{"float":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.50.2/efficientnet_b4-onnx-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.50.2/efficientnet_b4-qnn_dlc-float.zip"},"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.19.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.50.2/efficientnet_b4-tflite-float.zip"}}},"w8a16":{"universal_assets":{"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.50.2/efficientnet_b4-qnn_dlc-w8a16.zip"}}}}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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/efficientnet_b4/releases/v0.51.0/efficientnet_b4-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/efficientnet_b4/releases/v0.51.0/efficientnet_b4-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/efficientnet_b4/releases/v0.51.0/efficientnet_b4-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/efficientnet_b4/releases/v0.51.0/efficientnet_b4-qnn_dlc-w8a16.zip"
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+ }
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+ }
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+ }
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+ }
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+ }