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ResNet18

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PyTorch
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android
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v0.52.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.52.0 for changelog.

Files changed (2) hide show
  1. README.md +33 -33
  2. release_assets.json +9 -9
README.md CHANGED
@@ -29,12 +29,12 @@ 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/resnet18/releases/v0.51.0/resnet18-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.51.0/resnet18-onnx-w8a8.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/resnet18/releases/v0.51.0/resnet18-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.51.0/resnet18-qnn_dlc-w8a8.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/resnet18/releases/v0.51.0/resnet18-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.51.0/resnet18-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet18 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet18)**.
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@@ -81,33 +81,33 @@ See our repository for [ResNet18 on GitHub](https://github.com/qualcomm/ai-hub-m
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  | ResNet18 | ONNX | w8a8 | Qualcomm® QCM6690 | 11.375 ms | 8 - 15 MB | CPU
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  | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.361 ms | 0 - 22 MB | NPU
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  | ResNet18 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 8.694 ms | 7 - 15 MB | CPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.592 ms | 1 - 27 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® X2 Elite | 0.659 ms | 1 - 1 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® X Elite | 1.45 ms | 1 - 1 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.909 ms | 0 - 35 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 5.87 ms | 1 - 24 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.323 ms | 1 - 2 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® SA8775P | 1.946 ms | 1 - 26 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® QCS9075 | 2.063 ms | 1 - 3 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 2.436 ms | 0 - 34 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® SA7255P | 5.87 ms | 1 - 24 MB | NPU
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- | ResNet18 | QNN_DLC | float | Qualcomm® SA8295P | 2.308 ms | 0 - 20 MB | NPU
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- | ResNet18 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.714 ms | 1 - 28 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.276 ms | 0 - 26 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.312 ms | 0 - 0 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.614 ms | 0 - 0 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.42 ms | 0 - 47 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.806 ms | 2 - 4 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.331 ms | 0 - 23 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.534 ms | 0 - 1 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.718 ms | 0 - 25 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.617 ms | 2 - 4 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 3.241 ms | 0 - 32 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.742 ms | 0 - 49 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.331 ms | 0 - 23 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.952 ms | 0 - 22 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.313 ms | 0 - 23 MB | NPU
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- | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.681 ms | 0 - 31 MB | NPU
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  | ResNet18 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.585 ms | 0 - 30 MB | NPU
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  | ResNet18 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.921 ms | 0 - 55 MB | NPU
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  | ResNet18 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 5.814 ms | 0 - 27 MB | NPU
 
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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/resnet18/releases/v0.52.0/resnet18-onnx-float.zip)
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+ | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.52.0/resnet18-onnx-w8a8.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/resnet18/releases/v0.52.0/resnet18-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.52.0/resnet18-qnn_dlc-w8a8.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/resnet18/releases/v0.52.0/resnet18-tflite-float.zip)
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+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.52.0/resnet18-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet18 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet18)**.
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  | ResNet18 | ONNX | w8a8 | Qualcomm® QCM6690 | 11.375 ms | 8 - 15 MB | CPU
82
  | ResNet18 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.361 ms | 0 - 22 MB | NPU
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  | ResNet18 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 8.694 ms | 7 - 15 MB | CPU
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+ | ResNet18 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.594 ms | 1 - 27 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Snapdragon® X2 Elite | 0.672 ms | 1 - 1 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Snapdragon® X Elite | 1.446 ms | 1 - 1 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 0.905 ms | 0 - 35 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 5.855 ms | 1 - 24 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.323 ms | 0 - 13 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® SA8775P | 1.947 ms | 1 - 26 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® QCS9075 | 2.066 ms | 3 - 5 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 2.447 ms | 0 - 34 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® SA7255P | 5.855 ms | 1 - 24 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Qualcomm® SA8295P | 2.316 ms | 0 - 20 MB | NPU
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+ | ResNet18 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.71 ms | 0 - 28 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.274 ms | 0 - 26 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.305 ms | 0 - 0 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® X Elite | 0.617 ms | 0 - 0 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.413 ms | 0 - 47 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 1.792 ms | 0 - 2 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 1.311 ms | 0 - 23 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 0.539 ms | 0 - 8 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 0.721 ms | 0 - 25 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 0.615 ms | 0 - 2 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 3.235 ms | 0 - 32 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 0.738 ms | 0 - 49 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 1.311 ms | 0 - 23 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 0.934 ms | 0 - 22 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.304 ms | 0 - 27 MB | NPU
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+ | ResNet18 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.678 ms | 0 - 31 MB | NPU
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  | ResNet18 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.585 ms | 0 - 30 MB | NPU
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  | ResNet18 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 0.921 ms | 0 - 55 MB | NPU
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  | ResNet18 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 5.814 ms | 0 - 27 MB | NPU
release_assets.json CHANGED
@@ -1,51 +1,51 @@
1
  {
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- "version": "0.51.0",
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  "precisions": {
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- "w8a8": {
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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/resnet18/releases/v0.51.0/resnet18-tflite-w8a8.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/resnet18/releases/v0.51.0/resnet18-qnn_dlc-w8a8.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/resnet18/releases/v0.51.0/resnet18-onnx-w8a8.zip"
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  }
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  }
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  },
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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/resnet18/releases/v0.51.0/resnet18-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/resnet18/releases/v0.51.0/resnet18-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/resnet18/releases/v0.51.0/resnet18-onnx-float.zip"
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  }
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  }
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  }
 
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  {
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+ "version": "0.52.0",
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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/resnet18/releases/v0.52.0/resnet18-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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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet18/releases/v0.52.0/resnet18-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/resnet18/releases/v0.52.0/resnet18-onnx-float.zip"
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  }
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  }
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  },
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+ "w8a8": {
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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/resnet18/releases/v0.52.0/resnet18-tflite-w8a8.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/resnet18/releases/v0.52.0/resnet18-qnn_dlc-w8a8.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/resnet18/releases/v0.52.0/resnet18-onnx-w8a8.zip"
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  }
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  }
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  }