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NASNet

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v0.53.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.53.0 for changelog.

Files changed (2) hide show
  1. README.md +41 -34
  2. release_assets.json +6 -6
README.md CHANGED
@@ -28,10 +28,10 @@ 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/nasnet/releases/v0.52.0/nasnet-onnx-float.zip)
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- | ONNX | w8a8_mixed_fp16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nasnet/releases/v0.52.0/nasnet-onnx-w8a8_mixed_fp16.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/nasnet/releases/v0.52.0/nasnet-qnn_dlc-float.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/nasnet/releases/v0.52.0/nasnet-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[NASNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/nasnet)**.
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@@ -62,36 +62,43 @@ See our repository for [NASNet on GitHub](https://github.com/qualcomm/ai-hub-mod
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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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- | NASNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.372 ms | 1 - 677 MB | NPU
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- | NASNet | ONNX | float | Snapdragon® X2 Elite | 8.998 ms | 189 - 189 MB | NPU
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- | NASNet | ONNX | float | Snapdragon® X Elite | 17.761 ms | 188 - 188 MB | NPU
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- | NASNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 12.727 ms | 1 - 834 MB | NPU
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- | NASNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 17.503 ms | 0 - 194 MB | NPU
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- | NASNet | ONNX | float | Qualcomm® QCS9075 | 27.992 ms | 0 - 4 MB | NPU
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- | NASNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.678 ms | 0 - 637 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.525 ms | 11 - 389 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® X2 Elite | 5.675 ms | 100 - 100 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® X Elite | 13.241 ms | 98 - 98 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 7.977 ms | 12 - 515 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 11.416 ms | 9 - 485 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Qualcomm® QCS9075 | 13.77 ms | 11 - 14 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 6.824 ms | 12 - 391 MB | NPU
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- | NASNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.068 ms | 1 - 665 MB | NPU
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- | NASNet | QNN_DLC | float | Snapdragon® X2 Elite | 9.356 ms | 1 - 1 MB | NPU
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- | NASNet | QNN_DLC | float | Snapdragon® X Elite | 17.939 ms | 1 - 1 MB | NPU
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- | NASNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 12.302 ms | 0 - 832 MB | NPU
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- | NASNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 53.756 ms | 1 - 666 MB | NPU
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- | NASNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 17.236 ms | 1 - 2 MB | NPU
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- | NASNet | QNN_DLC | float | Qualcomm® QCS9075 | 29.362 ms | 1 - 3 MB | NPU
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- | NASNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 35.003 ms | 0 - 808 MB | NPU
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- | NASNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.317 ms | 0 - 706 MB | NPU
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- | NASNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.552 ms | 0 - 575 MB | NPU
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- | NASNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.676 ms | 0 - 711 MB | NPU
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- | NASNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 43.227 ms | 0 - 578 MB | NPU
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- | NASNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 12.226 ms | 0 - 3 MB | NPU
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- | NASNet | TFLITE | float | Qualcomm® QCS9075 | 15.146 ms | 0 - 191 MB | NPU
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- | NASNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 28.859 ms | 0 - 695 MB | NPU
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- | NASNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 6.922 ms | 0 - 562 MB | NPU
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of NASNet can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
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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/nasnet/releases/v0.53.0/nasnet-onnx-float.zip)
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+ | ONNX | w8a8_mixed_fp16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nasnet/releases/v0.53.0/nasnet-onnx-w8a8_mixed_fp16.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/nasnet/releases/v0.53.0/nasnet-qnn_dlc-float.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/nasnet/releases/v0.53.0/nasnet-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[NASNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/nasnet)**.
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62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | NASNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.381 ms | 1 - 673 MB | NPU
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+ | NASNet | ONNX | float | Snapdragon® 8 Elite Mobile | 10.747 ms | 1 - 676 MB | NPU
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+ | NASNet | ONNX | float | Snapdragon® X2 Elite | 8.973 ms | 189 - 189 MB | NPU
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+ | NASNet | ONNX | float | Snapdragon® X Elite | 17.764 ms | 188 - 188 MB | NPU
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+ | NASNet | ONNX | float | Snapdragon® X Elite | 17.764 ms | 188 - 188 MB | NPU
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+ | NASNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 12.685 ms | 1 - 833 MB | NPU
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+ | NASNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 17.659 ms | 0 - 700 MB | NPU
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+ | NASNet | ONNX | float | Qualcomm® QCS9075 | 27.472 ms | 0 - 4 MB | NPU
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+ | NASNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.747 ms | 1 - 676 MB | NPU
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+ | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.516 ms | 12 - 393 MB | NPU
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+ | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® 8 Elite Mobile | 6.814 ms | 12 - 392 MB | NPU
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+ | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® X2 Elite | 5.612 ms | 100 - 100 MB | NPU
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+ | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® X Elite | 13.391 ms | 98 - 98 MB | NPU
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+ | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® X Elite | 13.391 ms | 98 - 98 MB | NPU
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+ | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 8.009 ms | 11 - 519 MB | NPU
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+ | NASNet | ONNX | w8a8_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 11.4 ms | 9 - 16 MB | NPU
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+ | NASNet | ONNX | w8a8_mixed_fp16 | Qualcomm® QCS9075 | 13.799 ms | 13 - 16 MB | NPU
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+ | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 6.814 ms | 12 - 392 MB | NPU
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+ | NASNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 9.06 ms | 0 - 664 MB | NPU
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+ | NASNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 10.307 ms | 0 - 706 MB | NPU
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+ | NASNet | QNN_DLC | float | Snapdragon® X2 Elite | 9.401 ms | 1 - 1 MB | NPU
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+ | NASNet | QNN_DLC | float | Snapdragon® X Elite | 17.956 ms | 1 - 1 MB | NPU
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+ | NASNet | QNN_DLC | float | Snapdragon® X Elite | 17.956 ms | 1 - 1 MB | NPU
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+ | NASNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 12.258 ms | 0 - 835 MB | NPU
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+ | NASNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 53.777 ms | 1 - 666 MB | NPU
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+ | NASNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 17.129 ms | 1 - 27 MB | NPU
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+ | NASNet | QNN_DLC | float | Qualcomm® QCS9075 | 28.686 ms | 3 - 5 MB | NPU
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+ | NASNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 35.193 ms | 0 - 807 MB | NPU
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+ | NASNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.307 ms | 0 - 706 MB | NPU
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+ | NASNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.534 ms | 0 - 564 MB | NPU
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+ | NASNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 6.928 ms | 0 - 574 MB | NPU
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+ | NASNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.635 ms | 0 - 714 MB | NPU
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+ | NASNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 43.251 ms | 0 - 577 MB | NPU
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+ | NASNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 12.366 ms | 0 - 3 MB | NPU
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+ | NASNet | TFLITE | float | Qualcomm® QCS9075 | 15.491 ms | 0 - 191 MB | NPU
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+ | NASNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 29.205 ms | 0 - 697 MB | NPU
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+ | NASNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 6.928 ms | 0 - 574 MB | NPU
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  ## License
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  * The license for the original implementation of NASNet can be found
release_assets.json CHANGED
@@ -1,27 +1,27 @@
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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/nasnet/releases/v0.52.0/nasnet-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/nasnet/releases/v0.52.0/nasnet-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/nasnet/releases/v0.52.0/nasnet-onnx-float.zip"
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  }
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  }
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  },
@@ -32,7 +32,7 @@
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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/nasnet/releases/v0.52.0/nasnet-onnx-w8a8_mixed_fp16.zip"
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  }
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  }
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  }
 
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  {
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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": {
8
  "qairt": "2.45.0.260326154327",
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+ "litert": "1.4.3"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nasnet/releases/v0.53.0/nasnet-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/nasnet/releases/v0.53.0/nasnet-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/nasnet/releases/v0.53.0/nasnet-onnx-float.zip"
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  }
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  }
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  },
 
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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/nasnet/releases/v0.53.0/nasnet-onnx-w8a8_mixed_fp16.zip"
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  }
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  }
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  }