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ResNet34-SSD

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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 -40
  2. release_assets.json +6 -6
README.md CHANGED
@@ -27,9 +27,9 @@ 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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- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet34_ssd1200/releases/v0.55.0/resnet34_ssd1200-onnx-float.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/resnet34_ssd1200/releases/v0.55.0/resnet34_ssd1200-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/resnet34_ssd1200/releases/v0.55.0/resnet34_ssd1200-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet34-SSD on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet34_ssd1200)**.
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@@ -58,43 +58,45 @@ See our repository for [ResNet34-SSD on GitHub](https://github.com/qualcomm/ai-h
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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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- | ResNet34-SSD | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 41.026 ms | 17 - 520 MB | NPU
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- | ResNet34-SSD | ONNX | float | Snapdragon® X Elite | 91.68 ms | 165 - 165 MB | NPU
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- | ResNet34-SSD | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 62.565 ms | 17 - 531 MB | NPU
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- | ResNet34-SSD | ONNX | float | Qualcomm® QCS8550 (Proxy) | 90.146 ms | 0 - 43 MB | NPU
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- | ResNet34-SSD | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 50.11 ms | 1 - 434 MB | NPU
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- | ResNet34-SSD | ONNX | float | Qualcomm® QCS9075 | 152.817 ms | 16 - 78 MB | NPU
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- | ResNet34-SSD | ONNX | float | Qualcomm® QCS8750 | 50.11 ms | 1 - 434 MB | NPU
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- | ResNet34-SSD | ONNX | float | Qualcomm® QCS7181 | 91.68 ms | 165 - 165 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 52.559 ms | 17 - 558 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Snapdragon® X2 Elite | 62.808 ms | 17 - 17 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Snapdragon® X Elite | 129.301 ms | 17 - 17 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 84.613 ms | 16 - 603 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Qualcomm® QCS8275 | 482.475 ms | 16 - 383 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 125.121 ms | 17 - 19 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Qualcomm® SA8775P | 173.655 ms | 17 - 386 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Qualcomm® SA8650P | 173.655 ms | 17 - 386 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Qualcomm® SA8255P | 173.655 ms | 17 - 386 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 263.003 ms | 3 - 509 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Qualcomm® SA7255P | 482.475 ms | 16 - 383 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Qualcomm® SA8295P | 183.092 ms | 0 - 329 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 67.309 ms | 16 - 392 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Qualcomm® QCS9075 | 193.826 ms | 17 - 35 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Qualcomm® QCS8750 | 67.309 ms | 16 - 392 MB | NPU
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- | ResNet34-SSD | QNN_DLC | float | Qualcomm® QCS7181 | 129.301 ms | 17 - 17 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 74.289 ms | 0 - 564 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 108.455 ms | 0 - 547 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Qualcomm® QCS8275 | 514.664 ms | 0 - 378 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 144.203 ms | 0 - 3 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Qualcomm® SA8775P | 183.746 ms | 1 - 427 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Qualcomm® SA8650P | 183.746 ms | 1 - 427 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Qualcomm® SA8255P | 183.746 ms | 1 - 427 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 227.465 ms | 1 - 618 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Qualcomm® SA7255P | 514.664 ms | 0 - 378 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Qualcomm® SA8295P | 201.704 ms | 0 - 354 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 87.419 ms | 0 - 403 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Qualcomm® QCS9075 | 199.919 ms | 0 - 64 MB | NPU
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- | ResNet34-SSD | TFLITE | float | Qualcomm® QCS8750 | 87.419 ms | 0 - 403 MB | NPU
 
 
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  ## License
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  * The license for the original implementation of ResNet34-SSD can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet34_ssd1200/releases/v0.56.0/resnet34_ssd1200-onnx-float.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/resnet34_ssd1200/releases/v0.56.0/resnet34_ssd1200-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/resnet34_ssd1200/releases/v0.56.0/resnet34_ssd1200-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet34-SSD on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet34_ssd1200)**.
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
60
  |---|---|---|---|---|---|---
61
+ | ResNet34-SSD | ONNX | float | Snapdragon® X2 Elite | 43.349 ms | 164 - 164 MB | NPU
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+ | ResNet34-SSD | ONNX | float | Snapdragon® X Elite | 88.337 ms | 132 - 132 MB | NPU
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+ | ResNet34-SSD | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 63.557 ms | 17 - 507 MB | NPU
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+ | ResNet34-SSD | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 177.876 ms | 17 - 437 MB | NPU
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+ | ResNet34-SSD | ONNX | float | Qualcomm® QCS8550 (Proxy) | 86.745 ms | 0 - 32 MB | NPU
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+ | ResNet34-SSD | ONNX | float | Qualcomm® QCS8450 | 177.876 ms | 17 - 437 MB | NPU
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+ | ResNet34-SSD | ONNX | float | Snapdragon® 8 Elite Mobile | 52.014 ms | 1 - 422 MB | NPU
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+ | ResNet34-SSD | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 38.567 ms | 1 - 494 MB | NPU
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+ | ResNet34-SSD | ONNX | float | Qualcomm® QCS9075 | 153.507 ms | 16 - 78 MB | NPU
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+ | ResNet34-SSD | ONNX | float | Qualcomm® QCS8750 | 52.014 ms | 1 - 422 MB | NPU
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+ | ResNet34-SSD | ONNX | float | Qualcomm® QCS7181 | 88.337 ms | 132 - 132 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Snapdragon® X2 Elite | 62.483 ms | 17 - 17 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Snapdragon® X Elite | 129.833 ms | 17 - 17 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 85.129 ms | 16 - 605 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 259.163 ms | 16 - 522 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Qualcomm® QCS8275 | 481.99 ms | 16 - 383 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 134.915 ms | 17 - 19 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Qualcomm® QCS8450 | 259.163 ms | 16 - 522 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 67.26 ms | 16 - 391 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Qualcomm® SA8295P | 183.207 ms | 1 - 329 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 51.973 ms | 0 - 547 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Qualcomm® SA7255P | 481.99 ms | 16 - 383 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Qualcomm® QCS9075 | 194.463 ms | 17 - 35 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Qualcomm® QCS8750 | 67.26 ms | 16 - 391 MB | NPU
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+ | ResNet34-SSD | QNN_DLC | float | Qualcomm® QCS7181 | 129.833 ms | 17 - 17 MB | NPU
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+ | ResNet34-SSD | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 107.277 ms | 0 - 542 MB | NPU
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+ | ResNet34-SSD | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 243.208 ms | 1 - 619 MB | NPU
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+ | ResNet34-SSD | TFLITE | float | Qualcomm® QCS8275 | 513.425 ms | 0 - 378 MB | NPU
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+ | ResNet34-SSD | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 143.989 ms | 6 - 9 MB | NPU
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+ | ResNet34-SSD | TFLITE | float | Qualcomm® SA8775P | 462.59 ms | 18 - 107 MB | CPU
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+ | ResNet34-SSD | TFLITE | float | Qualcomm® SA8650P | 462.59 ms | 18 - 107 MB | CPU
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+ | ResNet34-SSD | TFLITE | float | Qualcomm® SA8255P | 462.59 ms | 18 - 107 MB | CPU
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+ | ResNet34-SSD | TFLITE | float | Qualcomm® QCS8450 | 243.208 ms | 1 - 619 MB | NPU
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+ | ResNet34-SSD | TFLITE | float | Snapdragon® 8 Elite Mobile | 87.467 ms | 0 - 403 MB | NPU
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+ | ResNet34-SSD | TFLITE | float | Qualcomm® SA8295P | 201.906 ms | 0 - 353 MB | NPU
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+ | ResNet34-SSD | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 71.678 ms | 0 - 570 MB | NPU
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+ | ResNet34-SSD | TFLITE | float | Qualcomm® SA7255P | 513.425 ms | 0 - 378 MB | NPU
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+ | ResNet34-SSD | TFLITE | float | Qualcomm® QCS9075 | 199.528 ms | 0 - 64 MB | NPU
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+ | ResNet34-SSD | TFLITE | float | Qualcomm® QCS8750 | 87.467 ms | 0 - 403 MB | NPU
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  ## License
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  * The license for the original implementation of ResNet34-SSD can be found
release_assets.json CHANGED
@@ -1,27 +1,27 @@
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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/resnet34_ssd1200/releases/v0.55.0/resnet34_ssd1200-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/resnet34_ssd1200/releases/v0.55.0/resnet34_ssd1200-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": "1.25.0"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet34_ssd1200/releases/v0.55.0/resnet34_ssd1200-onnx-float.zip"
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  }
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  }
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  }
 
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  {
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+ "version": "0.56.0",
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  "precisions": {
4
  "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": "1.4.4"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet34_ssd1200/releases/v0.56.0/resnet34_ssd1200-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/resnet34_ssd1200/releases/v0.56.0/resnet34_ssd1200-qnn_dlc-float.zip"
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  },
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  "onnx": {
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  "tool_versions": {
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+ "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.25.0"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet34_ssd1200/releases/v0.56.0/resnet34_ssd1200-onnx-float.zip"
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  }
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  }
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  }