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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 +35 -44
  2. release_assets.json +40 -1
README.md CHANGED
@@ -12,7 +12,7 @@ pipeline_tag: image-classification
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  # NASNet: Optimized for Qualcomm Devices
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- NASNet is a vision transformer model that can classify images from the Imagenet dataset.
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  This is based on the implementation of NASNet found [here](https://github.com/huggingface/pytorch-image-models/tree/main).
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  This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/src/qai_hub_models/models/nasnet) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
@@ -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/v0.50.2/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/v0.50.2/nasnet-onnx-w8a8_mixed_fp16.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/nasnet/releases/v0.50.2/nasnet-qnn_dlc-float.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/nasnet/releases/v0.50.2/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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@@ -62,45 +62,36 @@ 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 | 8.39 ms | 1 - 673 MB | NPU
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- | NASNet | ONNX | float | Snapdragon® X2 Elite | 10.699 ms | 189 - 189 MB | NPU
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- | NASNet | ONNX | float | Snapdragon® X Elite | 17.795 ms | 188 - 188 MB | NPU
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- | NASNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 12.781 ms | 1 - 838 MB | NPU
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- | NASNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 17.495 ms | 0 - 197 MB | NPU
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- | NASNet | ONNX | float | Qualcomm® QCS9075 | 28.261 ms | 0 - 4 MB | NPU
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- | NASNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.374 ms | 0 - 640 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 4.516 ms | 5 - 359 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® X2 Elite | 4.488 ms | 100 - 100 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® X Elite | 12.004 ms | 98 - 98 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 6.901 ms | 6 - 478 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 9.747 ms | 5 - 10 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Qualcomm® QCS9075 | 11.55 ms | 5 - 8 MB | NPU
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- | NASNet | ONNX | w8a8_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.535 ms | 5 - 361 MB | NPU
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- | NASNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.769 ms | 0 - 664 MB | NPU
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- | NASNet | QNN_DLC | float | Snapdragon® X2 Elite | 10.154 ms | 1 - 1 MB | NPU
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- | NASNet | QNN_DLC | float | Snapdragon® X Elite | 19.289 ms | 1 - 1 MB | NPU
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- | NASNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 12.32 ms | 0 - 813 MB | NPU
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- | NASNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 54.013 ms | 1 - 660 MB | NPU
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- | NASNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 19.02 ms | 1 - 3 MB | NPU
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- | NASNet | QNN_DLC | float | Qualcomm® QCS9075 | 28.662 ms | 1 - 3 MB | NPU
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- | NASNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 35.42 ms | 0 - 793 MB | NPU
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- | NASNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.17 ms | 0 - 650 MB | NPU
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- | NASNet | QNN_DLC | w8a8_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.843 ms | 0 - 379 MB | NPU
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- | NASNet | QNN_DLC | w8a8_mixed_fp16 | Snapdragon® X2 Elite | 4.111 ms | 0 - 0 MB | NPU
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- | NASNet | QNN_DLC | w8a8_mixed_fp16 | Snapdragon® X Elite | 9.146 ms | 0 - 0 MB | NPU
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- | NASNet | QNN_DLC | w8a8_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 6.018 ms | 0 - 493 MB | NPU
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- | NASNet | QNN_DLC | w8a8_mixed_fp16 | Qualcomm® QCS8275 (Proxy) | 16.35 ms | 0 - 379 MB | NPU
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- | NASNet | QNN_DLC | w8a8_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 8.843 ms | 0 - 2 MB | NPU
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- | NASNet | QNN_DLC | w8a8_mixed_fp16 | Qualcomm® QCS9075 | 9.426 ms | 0 - 2 MB | NPU
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- | NASNet | QNN_DLC | w8a8_mixed_fp16 | Qualcomm® QCS8450 (Proxy) | 10.984 ms | 0 - 505 MB | NPU
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- | NASNet | QNN_DLC | w8a8_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.001 ms | 0 - 378 MB | NPU
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- | NASNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.624 ms | 2 - 618 MB | NPU
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- | NASNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 8.785 ms | 0 - 778 MB | NPU
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- | NASNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 44.298 ms | 0 - 629 MB | NPU
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- | NASNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 12.486 ms | 0 - 3 MB | NPU
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- | NASNet | TFLITE | float | Qualcomm® QCS9075 | 15.553 ms | 0 - 192 MB | NPU
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- | NASNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 28.988 ms | 0 - 758 MB | NPU
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- | NASNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 6.952 ms | 0 - 633 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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  # NASNet: Optimized for Qualcomm Devices
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+ NASNet is a CNN-based architecture discovered via Neural Architecture Search (NAS) that can classify images from the Imagenet dataset.
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  This is based on the implementation of NASNet found [here](https://github.com/huggingface/pytorch-image-models/tree/main).
18
  This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/src/qai_hub_models/models/nasnet) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
 
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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/v0.51.0/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/v0.51.0/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/v0.51.0/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/v0.51.0/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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  ## 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 | 9.064 ms | 1 - 662 MB | NPU
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+ | NASNet | QNN_DLC | float | Snapdragon® X2 Elite | 9.429 ms | 1 - 1 MB | NPU
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+ | NASNet | QNN_DLC | float | Snapdragon® X Elite | 17.926 ms | 1 - 1 MB | NPU
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+ | NASNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 12.289 ms | 0 - 834 MB | NPU
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+ | NASNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 53.776 ms | 1 - 666 MB | NPU
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+ | NASNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 17.107 ms | 1 - 3 MB | NPU
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+ | NASNet | QNN_DLC | float | Qualcomm® QCS9075 | 29.112 ms | 1 - 3 MB | NPU
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+ | NASNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 35.015 ms | 0 - 808 MB | NPU
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+ | NASNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 10.42 ms | 1 - 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
release_assets.json CHANGED
@@ -1 +1,40 @@
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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/nasnet/releases/v0.50.2/nasnet-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/nasnet/releases/v0.50.2/nasnet-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/nasnet/releases/v0.50.2/nasnet-tflite-float.zip"}}},"w8a8_mixed_fp16":{"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/nasnet/releases/v0.50.2/nasnet-onnx-w8a8_mixed_fp16.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/nasnet/releases/v0.51.0/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/v0.51.0/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/v0.51.0/nasnet-onnx-float.zip"
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+ }
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+ }
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+ },
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+ "w8a8_mixed_fp16": {
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+ "universal_assets": {
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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/v0.51.0/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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+ }