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SwinV2-Base

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PyTorch
backbone
bu_auto
android
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v0.56.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.56.0 for changelog.

Files changed (2) hide show
  1. README.md +42 -46
  2. release_assets.json +12 -12
README.md CHANGED
@@ -29,9 +29,9 @@ 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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- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swinv2_base/releases/v0.55.0/swinv2_base-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/swinv2_base/releases/v0.55.0/swinv2_base-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/swinv2_base/releases/v0.55.0/swinv2_base-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[SwinV2-Base on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/swinv2_base)**.
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@@ -61,49 +61,45 @@ See our repository for [SwinV2-Base on GitHub](https://github.com/qualcomm/ai-hu
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
63
  |---|---|---|---|---|---|---
64
- | SwinV2-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.438 ms | 1 - 422 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Snapdragon® X2 Elite | 12.358 ms | 1 - 1 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Snapdragon® X Elite | 29.04 ms | 1 - 1 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 19.599 ms | 0 - 546 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Qualcomm® QCS8275 | 74.007 ms | 1 - 394 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 27.979 ms | 1 - 2 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Qualcomm® SA8775P | 31.572 ms | 1 - 388 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Qualcomm® SA8650P | 31.572 ms | 1 - 388 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Qualcomm® SA8255P | 31.572 ms | 1 - 388 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 41.545 ms | 0 - 534 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Qualcomm® SA7255P | 74.007 ms | 1 - 394 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Qualcomm® SA8295P | 37.877 ms | 1 - 378 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 14.616 ms | 1 - 390 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Qualcomm® QCS9075 | 36.634 ms | 1 - 3 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Qualcomm® QCS8750 | 14.616 ms | 1 - 390 MB | NPU
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- | SwinV2-Base | QNN_DLC | float | Qualcomm® QCS7181 | 29.04 ms | 1 - 1 MB | NPU
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- | SwinV2-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 11.379 ms | 0 - 942 MB | NPU
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- | SwinV2-Base | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 12.161 ms | 0 - 0 MB | NPU
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- | SwinV2-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 30.804 ms | 0 - 0 MB | NPU
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- | SwinV2-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 19.666 ms | 0 - 2030 MB | NPU
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- | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 52.495 ms | 0 - 910 MB | NPU
85
- | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 29.149 ms | 0 - 3 MB | NPU
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- | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® SA8775P | 29.717 ms | 0 - 907 MB | NPU
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- | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® SA8650P | 29.717 ms | 0 - 907 MB | NPU
88
- | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® SA8255P | 29.717 ms | 0 - 907 MB | NPU
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- | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® SA7255P | 52.495 ms | 0 - 910 MB | NPU
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- | SwinV2-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 14.721 ms | 0 - 912 MB | NPU
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- | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 34.328 ms | 0 - 2 MB | NPU
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- | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® QCS8750 | 14.721 ms | 0 - 912 MB | NPU
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- | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® QCS7181 | 30.804 ms | 0 - 0 MB | NPU
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- | SwinV2-Base | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.388 ms | 0 - 932 MB | NPU
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- | SwinV2-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 20.151 ms | 0 - 2185 MB | NPU
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- | SwinV2-Base | TFLITE | float | Qualcomm® QCS8275 | 71.155 ms | 0 - 885 MB | NPU
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- | SwinV2-Base | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 29.41 ms | 0 - 5 MB | NPU
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- | SwinV2-Base | TFLITE | float | Qualcomm® SA8775P | 32.509 ms | 0 - 878 MB | NPU
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- | SwinV2-Base | TFLITE | float | Qualcomm® SA8650P | 32.509 ms | 0 - 878 MB | NPU
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- | SwinV2-Base | TFLITE | float | Qualcomm® SA8255P | 32.509 ms | 0 - 878 MB | NPU
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- | SwinV2-Base | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 43.111 ms | 0 - 679 MB | NPU
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- | SwinV2-Base | TFLITE | float | Qualcomm® SA7255P | 71.155 ms | 0 - 885 MB | NPU
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- | SwinV2-Base | TFLITE | float | Qualcomm® SA8295P | 40.548 ms | 0 - 875 MB | NPU
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- | SwinV2-Base | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 14.935 ms | 0 - 895 MB | NPU
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- | SwinV2-Base | TFLITE | float | Qualcomm® QCS9075 | 36.338 ms | 0 - 180 MB | NPU
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- | SwinV2-Base | TFLITE | float | Qualcomm® QCS8750 | 14.935 ms | 0 - 895 MB | NPU
107
 
108
  ## License
109
  * The license for the original implementation of SwinV2-Base can be found
 
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30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swinv2_base/releases/v0.56.0/swinv2_base-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/swinv2_base/releases/v0.56.0/swinv2_base-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/swinv2_base/releases/v0.56.0/swinv2_base-tflite-float.zip)
35
 
36
  For more device-specific assets and performance metrics, visit **[SwinV2-Base on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/swinv2_base)**.
37
 
 
61
  ## Performance Summary
62
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
63
  |---|---|---|---|---|---|---
64
+ | SwinV2-Base | QNN_DLC | float | Snapdragon® X2 Elite | 12.465 ms | 1 - 1 MB | NPU
65
+ | SwinV2-Base | QNN_DLC | float | Snapdragon® X Elite | 28.983 ms | 1 - 1 MB | NPU
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+ | SwinV2-Base | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 19.684 ms | 0 - 545 MB | NPU
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+ | SwinV2-Base | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 41.312 ms | 1 - 534 MB | NPU
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+ | SwinV2-Base | QNN_DLC | float | Qualcomm® QCS8275 | 74.166 ms | 1 - 395 MB | NPU
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+ | SwinV2-Base | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 28.015 ms | 1 - 300 MB | NPU
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+ | SwinV2-Base | QNN_DLC | float | Qualcomm® QCS8450 | 41.312 ms | 1 - 534 MB | NPU
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+ | SwinV2-Base | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 14.731 ms | 1 - 391 MB | NPU
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+ | SwinV2-Base | QNN_DLC | float | Qualcomm® SA8295P | 37.74 ms | 1 - 378 MB | NPU
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+ | SwinV2-Base | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.56 ms | 0 - 427 MB | NPU
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+ | SwinV2-Base | QNN_DLC | float | Qualcomm® SA7255P | 74.166 ms | 1 - 395 MB | NPU
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+ | SwinV2-Base | QNN_DLC | float | Qualcomm® QCS9075 | 36.282 ms | 1 - 3 MB | NPU
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+ | SwinV2-Base | QNN_DLC | float | Qualcomm® QCS8750 | 14.731 ms | 1 - 391 MB | NPU
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+ | SwinV2-Base | QNN_DLC | float | Qualcomm® QCS7181 | 28.983 ms | 1 - 1 MB | NPU
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+ | SwinV2-Base | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 12.196 ms | 0 - 0 MB | NPU
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+ | SwinV2-Base | QNN_DLC | w8a16 | Snapdragon® X Elite | 30.76 ms | 0 - 0 MB | NPU
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+ | SwinV2-Base | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 19.664 ms | 0 - 2038 MB | NPU
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+ | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 52.728 ms | 0 - 488 MB | NPU
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+ | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 29.221 ms | 0 - 234 MB | NPU
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+ | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 33.941 ms | 2 - 4 MB | NPU
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+ | SwinV2-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 11.393 ms | 0 - 951 MB | NPU
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+ | SwinV2-Base | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 14.685 ms | 0 - 904 MB | NPU
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+ | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® SA7255P | 52.728 ms | 0 - 488 MB | NPU
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+ | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® QCS8750 | 14.685 ms | 0 - 904 MB | NPU
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+ | SwinV2-Base | QNN_DLC | w8a16 | Qualcomm® QCS7181 | 30.76 ms | 0 - 0 MB | NPU
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+ | SwinV2-Base | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 20.144 ms | 0 - 2188 MB | NPU
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+ | SwinV2-Base | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 42.813 ms | 0 - 676 MB | NPU
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+ | SwinV2-Base | TFLITE | float | Qualcomm® QCS8275 | 71.114 ms | 0 - 884 MB | NPU
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+ | SwinV2-Base | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 29.364 ms | 0 - 3 MB | NPU
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+ | SwinV2-Base | TFLITE | float | Qualcomm® SA8775P | 267.249 ms | 3 - 26 MB | CPU
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+ | SwinV2-Base | TFLITE | float | Qualcomm® SA8650P | 267.249 ms | 3 - 26 MB | CPU
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+ | SwinV2-Base | TFLITE | float | Qualcomm® SA8255P | 267.249 ms | 3 - 26 MB | CPU
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+ | SwinV2-Base | TFLITE | float | Qualcomm® QCS8450 | 42.813 ms | 0 - 676 MB | NPU
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+ | SwinV2-Base | TFLITE | float | Snapdragon® 8 Elite Mobile | 14.965 ms | 0 - 902 MB | NPU
98
+ | SwinV2-Base | TFLITE | float | Qualcomm® SA8295P | 40.603 ms | 0 - 875 MB | NPU
99
+ | SwinV2-Base | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.37 ms | 0 - 939 MB | NPU
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+ | SwinV2-Base | TFLITE | float | Qualcomm® SA7255P | 71.114 ms | 0 - 884 MB | NPU
101
+ | SwinV2-Base | TFLITE | float | Qualcomm® QCS9075 | 36.727 ms | 0 - 180 MB | NPU
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+ | SwinV2-Base | TFLITE | float | Qualcomm® QCS8750 | 14.965 ms | 0 - 902 MB | NPU
 
 
 
 
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  ## License
105
  * The license for the original implementation of SwinV2-Base can be found
release_assets.json CHANGED
@@ -1,30 +1,30 @@
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  {
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- "version": "0.55.0",
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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": "1.4.3"
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- },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swinv2_base/releases/v0.55.0/swinv2_base-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/swinv2_base/releases/v0.55.0/swinv2_base-qnn_dlc-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/swinv2_base/releases/v0.55.0/swinv2_base-qnn_dlc-w8a16.zip"
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  }
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  }
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  }
 
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  {
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+ "version": "0.56.0",
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  "precisions": {
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+ "w8a16": {
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  "universal_assets": {
 
 
 
 
 
 
 
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  "qnn_dlc": {
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  "tool_versions": {
8
  "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/swinv2_base/releases/v0.56.0/swinv2_base-qnn_dlc-w8a16.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": "1.4.4"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swinv2_base/releases/v0.56.0/swinv2_base-tflite-float.zip"
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+ },
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  "qnn_dlc": {
24
  "tool_versions": {
25
  "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/swinv2_base/releases/v0.56.0/swinv2_base-qnn_dlc-float.zip"
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  }
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  }
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  }