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EfficientNet-B0

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v0.62.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.62.0 for changelog.

Files changed (2) hide show
  1. README.md +81 -85
  2. release_assets.json +8 -8
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: image-classification
16
  EfficientNetB0 is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.
17
 
18
  This is based on the implementation of EfficientNet-B0 found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/efficientnet.py).
19
- 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/v0.61.0/src/qai_hub_models/models/efficientnet_b0) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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@@ -29,27 +29,27 @@ 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 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.61.0/efficientnet_b0-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.61.0/efficientnet_b0-onnx-w8a16.zip)
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- | ONNX | w8a16_mixed_int16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.61.0/efficientnet_b0-onnx-w8a16_mixed_int16.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/efficientnet_b0/releases/v0.61.0/efficientnet_b0-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/efficientnet_b0/releases/v0.61.0/efficientnet_b0-qnn_dlc-w8a16.zip)
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- | QNN_DLC | w8a16_mixed_int16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.61.0/efficientnet_b0-qnn_dlc-w8a16_mixed_int16.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/efficientnet_b0/releases/v0.61.0/efficientnet_b0-tflite-float.zip)
39
 
40
  For more device-specific assets and performance metrics, visit **[EfficientNet-B0 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_b0)**.
41
 
42
 
43
  ### Option 2: Export with Custom Configurations
44
 
45
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/efficientnet_b0) Python library to compile and export the model with your own:
46
  - Custom weights (e.g., fine-tuned checkpoints)
47
  - Custom input shapes
48
  - Target device and runtime configurations
49
 
50
  This option is ideal if you need to customize the model beyond the default configuration provided here.
51
 
52
- See our repository for [EfficientNet-B0 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/efficientnet_b0) for usage instructions.
53
 
54
  ## Model Details
55
 
@@ -66,17 +66,17 @@ See our repository for [EfficientNet-B0 on GitHub](https://github.com/qualcomm/a
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
  | EfficientNet-B0 | ONNX | float | Snapdragon® X2 Elite | 0.656 ms | 2 - 2 MB | NPU
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- | EfficientNet-B0 | ONNX | float | Snapdragon® X Elite | 1.313 ms | 14 - 14 MB | NPU
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- | EfficientNet-B0 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.894 ms | 0 - 71 MB | NPU
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- | EfficientNet-B0 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 2.874 ms | 1 - 77 MB | NPU
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- | EfficientNet-B0 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 1.615 ms | 1 - 4 MB | NPU
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- | EfficientNet-B0 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.253 ms | 0 - 15 MB | NPU
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- | EfficientNet-B0 | ONNX | float | Qualcomm® QCS8450 | 2.874 ms | 1 - 77 MB | NPU
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- | EfficientNet-B0 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 1.858 ms | 1 - 3 MB | NPU
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- | EfficientNet-B0 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.313 ms | 14 - 14 MB | NPU
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- | EfficientNet-B0 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.698 ms | 0 - 42 MB | NPU
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- | EfficientNet-B0 | ONNX | float | Snapdragon® 8 Elite Mobile | 0.698 ms | 0 - 42 MB | NPU
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- | EfficientNet-B0 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.551 ms | 0 - 43 MB | NPU
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  | EfficientNet-B0 | ONNX | w8a16 | Snapdragon® X2 Elite | 0.571 ms | 1 - 1 MB | NPU
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  | EfficientNet-B0 | ONNX | w8a16 | Snapdragon® X Elite | 1.486 ms | 6 - 6 MB | NPU
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  | EfficientNet-B0 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.949 ms | 0 - 82 MB | NPU
@@ -93,44 +93,42 @@ See our repository for [EfficientNet-B0 on GitHub](https://github.com/qualcomm/a
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  | EfficientNet-B0 | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 0.668 ms | 0 - 57 MB | NPU
94
  | EfficientNet-B0 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.555 ms | 0 - 60 MB | NPU
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  | EfficientNet-B0 | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.444 ms | 2 - 60 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.652 ms | 1 - 1 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 1.493 ms | 6 - 6 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.942 ms | 0 - 82 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 1.358 ms | 0 - 4 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.43 ms | 0 - 9 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 1.573 ms | 0 - 3 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 1.493 ms | 6 - 6 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 5.891 ms | 0 - 60 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 1.474 ms | 0 - 59 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 0.677 ms | 0 - 57 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 0.677 ms | 0 - 57 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.551 ms | 0 - 63 MB | NPU
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- | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 1.474 ms | 0 - 59 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Snapdragon® X2 Elite | 0.841 ms | 1 - 1 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Snapdragon® X Elite | 1.758 ms | 1 - 1 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.078 ms | 0 - 64 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 3.609 ms | 0 - 73 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 1.778 ms | 1 - 4 MB | NPU
114
- | EfficientNet-B0 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 4.892 ms | 1 - 36 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.557 ms | 1 - 2 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Qualcomm® SA8775P | 2.021 ms | 0 - 39 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Qualcomm® SA8650P | 2.021 ms | 0 - 39 MB | NPU
118
- | EfficientNet-B0 | QNN_DLC | float | Qualcomm® SA8255P | 2.021 ms | 0 - 39 MB | NPU
119
- | EfficientNet-B0 | QNN_DLC | float | Qualcomm® QCS8450 | 3.609 ms | 0 - 73 MB | NPU
120
- | EfficientNet-B0 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 1.867 ms | 1 - 3 MB | NPU
121
- | EfficientNet-B0 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.758 ms | 1 - 1 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 0.807 ms | 1 - 41 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Qualcomm® SA7255P | 4.892 ms | 1 - 36 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Qualcomm® SA8295P | 3.606 ms | 0 - 43 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.807 ms | 1 - 41 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.612 ms | 1 - 42 MB | NPU
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  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.803 ms | 0 - 0 MB | NPU
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  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.862 ms | 0 - 0 MB | NPU
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  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.132 ms | 0 - 66 MB | NPU
130
  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 1.97 ms | 0 - 68 MB | NPU
131
  | EfficientNet-B0 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 5.057 ms | 0 - 2 MB | NPU
132
  | EfficientNet-B0 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 1.569 ms | 0 - 3 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.281 ms | 0 - 47 MB | NPU
134
  | EfficientNet-B0 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.672 ms | 0 - 2 MB | NPU
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  | EfficientNet-B0 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.947 ms | 0 - 52 MB | NPU
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  | EfficientNet-B0 | QNN_DLC | w8a16 | Qualcomm® SA8650P | 1.947 ms | 0 - 52 MB | NPU
@@ -146,39 +144,37 @@ See our repository for [EfficientNet-B0 on GitHub](https://github.com/qualcomm/a
146
  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 0.773 ms | 0 - 46 MB | NPU
147
  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.645 ms | 0 - 47 MB | NPU
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  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.708 ms | 0 - 48 MB | NPU
149
- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.83 ms | 0 - 0 MB | NPU
150
- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 1.875 ms | 0 - 0 MB | NPU
151
- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 1.135 ms | 0 - 66 MB | NPU
152
- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 1.583 ms | 0 - 3 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 3.295 ms | 0 - 48 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.679 ms | 0 - 2 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 1.971 ms | 0 - 51 MB | NPU
156
- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8650P | 1.971 ms | 0 - 51 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8255P | 1.971 ms | 0 - 51 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 1.798 ms | 0 - 2 MB | NPU
159
- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 1.875 ms | 0 - 0 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 6.724 ms | 0 - 165 MB | NPU
161
- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 1.729 ms | 0 - 48 MB | NPU
162
- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 0.78 ms | 0 - 47 MB | NPU
163
- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA7255P | 3.295 ms | 0 - 48 MB | NPU
164
- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 0.78 ms | 0 - 47 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.632 ms | 0 - 52 MB | NPU
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- | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 1.729 ms | 0 - 48 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.065 ms | 0 - 66 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 3.613 ms | 0 - 80 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 1.801 ms | 0 - 17 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.92 ms | 0 - 41 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.541 ms | 0 - 6 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Qualcomm® SA8775P | 2.03 ms | 0 - 45 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Qualcomm® SA8650P | 2.03 ms | 0 - 45 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Qualcomm® SA8255P | 2.03 ms | 0 - 45 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Qualcomm® QCS8450 | 3.613 ms | 0 - 80 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1.883 ms | 0 - 16 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 0.815 ms | 0 - 46 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Qualcomm® SA7255P | 4.92 ms | 0 - 41 MB | NPU
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  | EfficientNet-B0 | TFLITE | float | Qualcomm® SA8295P | 3.634 ms | 0 - 48 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.815 ms | 0 - 46 MB | NPU
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- | EfficientNet-B0 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.613 ms | 0 - 45 MB | NPU
182
 
183
  ## License
184
  * The license for the original implementation of EfficientNet-B0 can be found
 
16
  EfficientNetB0 is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.
17
 
18
  This is based on the implementation of EfficientNet-B0 found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/efficientnet.py).
19
+ 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/v0.62.0/src/qai_hub_models/models/efficientnet_b0) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
22
 
 
29
 
30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
+ | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.62.0/efficientnet_b0-onnx-float.zip)
33
+ | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.62.0/efficientnet_b0-onnx-w8a16.zip)
34
+ | ONNX | w8a16_mixed_int16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.62.0/efficientnet_b0-onnx-w8a16_mixed_int16.zip)
35
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.62.0/efficientnet_b0-qnn_dlc-float.zip)
36
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.62.0/efficientnet_b0-qnn_dlc-w8a16.zip)
37
+ | QNN_DLC | w8a16_mixed_int16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.62.0/efficientnet_b0-qnn_dlc-w8a16_mixed_int16.zip)
38
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.62.0/efficientnet_b0-tflite-float.zip)
39
 
40
  For more device-specific assets and performance metrics, visit **[EfficientNet-B0 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_b0)**.
41
 
42
 
43
  ### Option 2: Export with Custom Configurations
44
 
45
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.0/src/qai_hub_models/models/efficientnet_b0) Python library to compile and export the model with your own:
46
  - Custom weights (e.g., fine-tuned checkpoints)
47
  - Custom input shapes
48
  - Target device and runtime configurations
49
 
50
  This option is ideal if you need to customize the model beyond the default configuration provided here.
51
 
52
+ See our repository for [EfficientNet-B0 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.0/src/qai_hub_models/models/efficientnet_b0) for usage instructions.
53
 
54
  ## Model Details
55
 
 
66
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
67
  |---|---|---|---|---|---|---
68
  | EfficientNet-B0 | ONNX | float | Snapdragon® X2 Elite | 0.656 ms | 2 - 2 MB | NPU
69
+ | EfficientNet-B0 | ONNX | float | Snapdragon® X Elite | 1.315 ms | 14 - 14 MB | NPU
70
+ | EfficientNet-B0 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.904 ms | 0 - 69 MB | NPU
71
+ | EfficientNet-B0 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 2.88 ms | 1 - 78 MB | NPU
72
+ | EfficientNet-B0 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 1.605 ms | 1 - 4 MB | NPU
73
+ | EfficientNet-B0 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.259 ms | 0 - 16 MB | NPU
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+ | EfficientNet-B0 | ONNX | float | Qualcomm® QCS8450 | 2.88 ms | 1 - 78 MB | NPU
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+ | EfficientNet-B0 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 1.628 ms | 1 - 3 MB | NPU
76
+ | EfficientNet-B0 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.315 ms | 14 - 14 MB | NPU
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+ | EfficientNet-B0 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.697 ms | 0 - 38 MB | NPU
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+ | EfficientNet-B0 | ONNX | float | Snapdragon® 8 Elite Mobile | 0.697 ms | 0 - 38 MB | NPU
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+ | EfficientNet-B0 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.552 ms | 0 - 43 MB | NPU
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  | EfficientNet-B0 | ONNX | w8a16 | Snapdragon® X2 Elite | 0.571 ms | 1 - 1 MB | NPU
81
  | EfficientNet-B0 | ONNX | w8a16 | Snapdragon® X Elite | 1.486 ms | 6 - 6 MB | NPU
82
  | EfficientNet-B0 | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.949 ms | 0 - 82 MB | NPU
 
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  | EfficientNet-B0 | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 0.668 ms | 0 - 57 MB | NPU
94
  | EfficientNet-B0 | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.555 ms | 0 - 60 MB | NPU
95
  | EfficientNet-B0 | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.444 ms | 2 - 60 MB | NPU
96
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.584 ms | 1 - 1 MB | NPU
97
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Snapdragon® X Elite | 1.491 ms | 6 - 6 MB | NPU
98
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 0.951 ms | 0 - 84 MB | NPU
99
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 1.365 ms | 0 - 4 MB | NPU
100
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.432 ms | 0 - 9 MB | NPU
101
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 1.574 ms | 0 - 3 MB | NPU
102
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 1.491 ms | 6 - 6 MB | NPU
103
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 5.892 ms | 0 - 65 MB | NPU
104
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 1.475 ms | 0 - 59 MB | NPU
105
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 0.68 ms | 0 - 63 MB | NPU
106
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 0.68 ms | 0 - 63 MB | NPU
107
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.553 ms | 0 - 63 MB | NPU
108
+ | EfficientNet-B0 | ONNX | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 1.475 ms | 0 - 59 MB | NPU
109
+ | EfficientNet-B0 | QNN_DLC | float | Snapdragon® X2 Elite | 0.844 ms | 1 - 1 MB | NPU
110
+ | EfficientNet-B0 | QNN_DLC | float | Snapdragon® X Elite | 1.753 ms | 1 - 1 MB | NPU
111
+ | EfficientNet-B0 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.075 ms | 0 - 65 MB | NPU
112
+ | EfficientNet-B0 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 3.614 ms | 0 - 74 MB | NPU
113
+ | EfficientNet-B0 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 1.783 ms | 1 - 4 MB | NPU
114
+ | EfficientNet-B0 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.562 ms | 0 - 7 MB | NPU
115
+ | EfficientNet-B0 | QNN_DLC | float | Qualcomm® SA8775P | 2.009 ms | 1 - 40 MB | NPU
116
+ | EfficientNet-B0 | QNN_DLC | float | Qualcomm® SA8650P | 2.009 ms | 1 - 40 MB | NPU
117
+ | EfficientNet-B0 | QNN_DLC | float | Qualcomm® SA8255P | 2.009 ms | 1 - 40 MB | NPU
118
+ | EfficientNet-B0 | QNN_DLC | float | Qualcomm® QCS8450 | 3.614 ms | 0 - 74 MB | NPU
119
+ | EfficientNet-B0 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 1.871 ms | 1 - 3 MB | NPU
120
+ | EfficientNet-B0 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.753 ms | 1 - 1 MB | NPU
121
+ | EfficientNet-B0 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 0.806 ms | 1 - 36 MB | NPU
122
+ | EfficientNet-B0 | QNN_DLC | float | Qualcomm® SA7255P | 4.947 ms | 1 - 36 MB | NPU
123
+ | EfficientNet-B0 | QNN_DLC | float | Qualcomm® SA8295P | 3.618 ms | 0 - 43 MB | NPU
124
+ | EfficientNet-B0 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.806 ms | 1 - 36 MB | NPU
125
+ | EfficientNet-B0 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.613 ms | 1 - 42 MB | NPU
 
126
  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.803 ms | 0 - 0 MB | NPU
127
  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.862 ms | 0 - 0 MB | NPU
128
  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.132 ms | 0 - 66 MB | NPU
129
  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 1.97 ms | 0 - 68 MB | NPU
130
  | EfficientNet-B0 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 5.057 ms | 0 - 2 MB | NPU
131
  | EfficientNet-B0 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 1.569 ms | 0 - 3 MB | NPU
 
132
  | EfficientNet-B0 | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.672 ms | 0 - 2 MB | NPU
133
  | EfficientNet-B0 | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.947 ms | 0 - 52 MB | NPU
134
  | EfficientNet-B0 | QNN_DLC | w8a16 | Qualcomm® SA8650P | 1.947 ms | 0 - 52 MB | NPU
 
144
  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 0.773 ms | 0 - 46 MB | NPU
145
  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.645 ms | 0 - 47 MB | NPU
146
  | EfficientNet-B0 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.708 ms | 0 - 48 MB | NPU
147
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X2 Elite | 0.816 ms | 0 - 0 MB | NPU
148
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® X Elite | 1.9 ms | 0 - 0 MB | NPU
149
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 1.134 ms | 0 - 66 MB | NPU
150
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 1.586 ms | 0 - 3 MB | NPU
151
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.675 ms | 0 - 2 MB | NPU
152
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8775P | 1.951 ms | 0 - 51 MB | NPU
153
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8650P | 1.951 ms | 0 - 51 MB | NPU
154
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA8255P | 1.951 ms | 0 - 51 MB | NPU
155
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 1.803 ms | 0 - 2 MB | NPU
156
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ IQ-X7181 | 1.9 ms | 0 - 0 MB | NPU
157
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-6690 | 6.742 ms | 0 - 169 MB | NPU
158
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-7790 | 1.718 ms | 0 - 48 MB | NPU
159
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 0.779 ms | 0 - 47 MB | NPU
160
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Qualcomm® SA7255P | 3.3 ms | 0 - 48 MB | NPU
161
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Mobile | 0.779 ms | 0 - 47 MB | NPU
162
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.634 ms | 0 - 47 MB | NPU
163
+ | EfficientNet-B0 | QNN_DLC | w8a16_mixed_int16 | Snapdragon® 7 Gen 4 Mobile | 1.718 ms | 0 - 48 MB | NPU
164
+ | EfficientNet-B0 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.068 ms | 0 - 65 MB | NPU
165
+ | EfficientNet-B0 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 3.59 ms | 0 - 80 MB | NPU
166
+ | EfficientNet-B0 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 1.795 ms | 0 - 17 MB | NPU
167
+ | EfficientNet-B0 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.532 ms | 0 - 2 MB | NPU
168
+ | EfficientNet-B0 | TFLITE | float | Qualcomm® SA8775P | 2.025 ms | 0 - 45 MB | NPU
169
+ | EfficientNet-B0 | TFLITE | float | Qualcomm® SA8650P | 2.025 ms | 0 - 45 MB | NPU
170
+ | EfficientNet-B0 | TFLITE | float | Qualcomm® SA8255P | 2.025 ms | 0 - 45 MB | NPU
171
+ | EfficientNet-B0 | TFLITE | float | Qualcomm® QCS8450 | 3.59 ms | 0 - 80 MB | NPU
172
+ | EfficientNet-B0 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1.882 ms | 0 - 16 MB | NPU
173
+ | EfficientNet-B0 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 0.816 ms | 0 - 46 MB | NPU
174
+ | EfficientNet-B0 | TFLITE | float | Qualcomm® SA7255P | 4.922 ms | 0 - 41 MB | NPU
 
 
175
  | EfficientNet-B0 | TFLITE | float | Qualcomm® SA8295P | 3.634 ms | 0 - 48 MB | NPU
176
+ | EfficientNet-B0 | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.816 ms | 0 - 46 MB | NPU
177
+ | EfficientNet-B0 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.611 ms | 0 - 41 MB | NPU
178
 
179
  ## License
180
  * The license for the original implementation of EfficientNet-B0 can be found
release_assets.json CHANGED
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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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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.61.0/efficientnet_b0-qnn_dlc-float.zip"
18
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19
  "tflite": {
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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/efficientnet_b0/releases/v0.61.0/efficientnet_b0-tflite-float.zip"
24
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25
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26
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@@ -31,13 +31,13 @@
31
  "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.27.1"
33
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.61.0/efficientnet_b0-onnx-w8a16.zip"
35
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36
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.61.0/efficientnet_b0-qnn_dlc-w8a16.zip"
41
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42
  }
43
  },
@@ -48,13 +48,13 @@
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50
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52
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53
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b0/releases/v0.61.0/efficientnet_b0-qnn_dlc-w8a16_mixed_int16.zip"
58
  }
59
  }
60
  }
 
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25
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26
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31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
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41
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42
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48
  "qairt": "2.45.0.260326154327",
49
  "onnx_runtime": "1.27.1"
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