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MNASNet05

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v0.50.2

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See https://github.com/qualcomm/ai-hub-models/releases/v0.50.2 for changelog.

Files changed (2) hide show
  1. README.md +63 -53
  2. release_assets.json +1 -0
README.md CHANGED
@@ -25,7 +25,17 @@ There are two ways to deploy this model on your device:
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  ### Option 1: Download Pre-Exported Models
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- Download pre-exported model assets from **[MNASNet05 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mnasnet05)**.
 
 
 
 
 
 
 
 
 
 
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  ### Option 2: Export with Custom Configurations
@@ -53,60 +63,60 @@ See our repository for [MNASNet05 on GitHub](https://github.com/qualcomm/ai-hub-
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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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- | MNASNet05 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.217 ms | 0 - 32 MB | NPU
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- | MNASNet05 | ONNX | float | Snapdragon® X2 Elite | 0.232 ms | 5 - 5 MB | NPU
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- | MNASNet05 | ONNX | float | Snapdragon® X Elite | 0.621 ms | 5 - 5 MB | NPU
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- | MNASNet05 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.337 ms | 0 - 47 MB | NPU
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- | MNASNet05 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.488 ms | 0 - 2 MB | NPU
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- | MNASNet05 | ONNX | float | Qualcomm® QCS9075 | 0.762 ms | 1 - 3 MB | NPU
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- | MNASNet05 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.28 ms | 0 - 28 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.217 ms | 0 - 32 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Snapdragon® X2 Elite | 0.216 ms | 0 - 0 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Snapdragon® X Elite | 0.644 ms | 2 - 2 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.344 ms | 0 - 40 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Qualcomm® QCS6490 | 29.144 ms | 10 - 13 MB | CPU
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- | MNASNet05 | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.519 ms | 0 - 7 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Qualcomm® QCS9075 | 0.711 ms | 0 - 3 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Qualcomm® QCM6690 | 10.406 ms | 9 - 17 MB | CPU
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- | MNASNet05 | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.261 ms | 0 - 27 MB | NPU
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- | MNASNet05 | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.673 ms | 10 - 18 MB | CPU
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  | MNASNet05 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.301 ms | 1 - 33 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Snapdragon® X2 Elite | 0.446 ms | 1 - 1 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Snapdragon® X Elite | 0.989 ms | 1 - 1 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.522 ms | 0 - 46 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.331 ms | 1 - 29 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.821 ms | 1 - 7 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® SA8775P | 1.121 ms | 1 - 31 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® QCS9075 | 0.979 ms | 3 - 5 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.573 ms | 0 - 48 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® SA7255P | 2.331 ms | 1 - 29 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Qualcomm® SA8295P | 1.443 ms | 1 - 29 MB | NPU
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- | MNASNet05 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.401 ms | 0 - 34 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.296 ms | 0 - 28 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.422 ms | 0 - 0 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.941 ms | 0 - 0 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.527 ms | 0 - 36 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.252 ms | 0 - 2 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 1.675 ms | 0 - 26 MB | NPU
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  | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.787 ms | 0 - 2 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 0.992 ms | 0 - 27 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.923 ms | 0 - 2 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 3.035 ms | 0 - 138 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.951 ms | 0 - 38 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.675 ms | 0 - 26 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.247 ms | 0 - 23 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.363 ms | 0 - 25 MB | NPU
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- | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.795 ms | 0 - 25 MB | NPU
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- | MNASNet05 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.306 ms | 0 - 34 MB | NPU
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- | MNASNet05 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.531 ms | 0 - 47 MB | NPU
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- | MNASNet05 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 2.342 ms | 0 - 30 MB | NPU
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- | MNASNet05 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.801 ms | 0 - 9 MB | NPU
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- | MNASNet05 | TFLITE | float | Qualcomm® SA8775P | 4.757 ms | 0 - 31 MB | NPU
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- | MNASNet05 | TFLITE | float | Qualcomm® QCS9075 | 0.987 ms | 0 - 8 MB | NPU
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- | MNASNet05 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.587 ms | 0 - 49 MB | NPU
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- | MNASNet05 | TFLITE | float | Qualcomm® SA7255P | 2.342 ms | 0 - 30 MB | NPU
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- | MNASNet05 | TFLITE | float | Qualcomm® SA8295P | 1.455 ms | 0 - 29 MB | NPU
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- | MNASNet05 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.398 ms | 0 - 30 MB | NPU
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  ## License
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  * The license for the original implementation of MNASNet05 can be found
 
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  ### Option 1: Download Pre-Exported Models
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+ Below are pre-exported model assets ready for deployment.
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+
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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/mnasnet05/releases/v0.50.2/mnasnet05-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/mnasnet05/releases/v0.50.2/mnasnet05-onnx-w8a16.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/mnasnet05/releases/v0.50.2/mnasnet05-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/mnasnet05/releases/v0.50.2/mnasnet05-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/mnasnet05/releases/v0.50.2/mnasnet05-tflite-float.zip)
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+
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+ For more device-specific assets and performance metrics, visit **[MNASNet05 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mnasnet05)**.
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  ### Option 2: Export with Custom Configurations
 
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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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+ | MNASNet05 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.218 ms | 0 - 31 MB | NPU
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+ | MNASNet05 | ONNX | float | Snapdragon® X2 Elite | 0.251 ms | 5 - 5 MB | NPU
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+ | MNASNet05 | ONNX | float | Snapdragon® X Elite | 0.611 ms | 5 - 5 MB | NPU
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+ | MNASNet05 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.339 ms | 0 - 47 MB | NPU
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+ | MNASNet05 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.486 ms | 1 - 3 MB | NPU
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+ | MNASNet05 | ONNX | float | Qualcomm® QCS9075 | 0.763 ms | 1 - 3 MB | NPU
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+ | MNASNet05 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.265 ms | 0 - 27 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.218 ms | 0 - 33 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Snapdragon® X2 Elite | 0.22 ms | 0 - 0 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Snapdragon® X Elite | 0.64 ms | 2 - 2 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.34 ms | 0 - 40 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Qualcomm® QCS6490 | 29.339 ms | 10 - 13 MB | CPU
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+ | MNASNet05 | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.517 ms | 0 - 8 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Qualcomm® QCS9075 | 0.69 ms | 0 - 3 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Qualcomm® QCM6690 | 10.32 ms | 9 - 16 MB | CPU
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+ | MNASNet05 | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.261 ms | 0 - 33 MB | NPU
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+ | MNASNet05 | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 7.63 ms | 10 - 17 MB | CPU
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  | MNASNet05 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.301 ms | 1 - 33 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Snapdragon® X2 Elite | 0.438 ms | 1 - 1 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Snapdragon® X Elite | 0.965 ms | 1 - 1 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.524 ms | 0 - 46 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 2.322 ms | 1 - 29 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 0.821 ms | 1 - 9 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® SA8775P | 1.119 ms | 1 - 31 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® QCS9075 | 0.976 ms | 1 - 3 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1.575 ms | 0 - 48 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® SA7255P | 2.322 ms | 1 - 29 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Qualcomm® SA8295P | 1.429 ms | 0 - 28 MB | NPU
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+ | MNASNet05 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.401 ms | 1 - 34 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.297 ms | 0 - 29 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.417 ms | 0 - 0 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® X Elite | 0.935 ms | 0 - 0 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.533 ms | 0 - 37 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 2.243 ms | 2 - 4 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 1.653 ms | 0 - 25 MB | NPU
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  | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 0.787 ms | 0 - 2 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 0.994 ms | 0 - 27 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 0.938 ms | 0 - 2 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 3.042 ms | 0 - 139 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 0.954 ms | 0 - 38 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® SA7255P | 1.653 ms | 0 - 25 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Qualcomm® SA8295P | 1.314 ms | 0 - 23 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.358 ms | 0 - 29 MB | NPU
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+ | MNASNet05 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 0.796 ms | 0 - 24 MB | NPU
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+ | MNASNet05 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.307 ms | 0 - 34 MB | NPU
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+ | MNASNet05 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.528 ms | 0 - 48 MB | NPU
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+ | MNASNet05 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 2.352 ms | 0 - 30 MB | NPU
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+ | MNASNet05 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 0.802 ms | 0 - 2 MB | NPU
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+ | MNASNet05 | TFLITE | float | Qualcomm® SA8775P | 1.15 ms | 0 - 32 MB | NPU
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+ | MNASNet05 | TFLITE | float | Qualcomm® QCS9075 | 0.986 ms | 0 - 8 MB | NPU
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+ | MNASNet05 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1.581 ms | 0 - 49 MB | NPU
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+ | MNASNet05 | TFLITE | float | Qualcomm® SA7255P | 2.352 ms | 0 - 30 MB | NPU
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+ | MNASNet05 | TFLITE | float | Qualcomm® SA8295P | 1.46 ms | 0 - 29 MB | NPU
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+ | MNASNet05 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.397 ms | 0 - 30 MB | NPU
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  ## License
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  * The license for the original implementation of MNASNet05 can be found
release_assets.json ADDED
@@ -0,0 +1 @@
 
 
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+ {"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/mnasnet05/releases/v0.50.2/mnasnet05-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/mnasnet05/releases/v0.50.2/mnasnet05-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/mnasnet05/releases/v0.50.2/mnasnet05-tflite-float.zip"}}},"w8a16":{"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/mnasnet05/releases/v0.50.2/mnasnet05-onnx-w8a16.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/mnasnet05/releases/v0.50.2/mnasnet05-qnn_dlc-w8a16.zip"}}}}}