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EfficientFormer

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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 -84
  2. release_assets.json +6 -6
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: image-classification
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  EfficientFormer is a vision transformer model that can classify images from the Imagenet dataset.
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  This is based on the implementation of EfficientFormer found [here](https://github.com/snap-research/EfficientFormer).
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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/v0.61.0/src/qai_hub_models/models/efficientformer) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  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.
21
 
@@ -28,25 +28,25 @@ Below are pre-exported model assets ready for deployment.
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29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
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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/efficientformer/releases/v0.61.0/efficientformer-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/efficientformer/releases/v0.61.0/efficientformer-onnx-w8a16.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/efficientformer/releases/v0.61.0/efficientformer-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/efficientformer/releases/v0.61.0/efficientformer-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/efficientformer/releases/v0.61.0/efficientformer-tflite-float.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[EfficientFormer on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientformer)**.
38
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/efficientformer) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
- See our repository for [EfficientFormer on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/efficientformer) for usage instructions.
50
 
51
  ## Model Details
52
 
@@ -62,85 +62,82 @@ See our repository for [EfficientFormer on GitHub](https://github.com/qualcomm/a
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  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
- | EfficientFormer | ONNX | float | Snapdragon® X2 Elite | 0.563 ms | 2 - 2 MB | NPU
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- | EfficientFormer | ONNX | float | Snapdragon® X Elite | 1.199 ms | 25 - 25 MB | NPU
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- | EfficientFormer | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.83 ms | 0 - 77 MB | NPU
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- | EfficientFormer | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 4.974 ms | 1 - 80 MB | NPU
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- | EfficientFormer | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 1.591 ms | 1 - 4 MB | NPU
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- | EfficientFormer | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.155 ms | 0 - 29 MB | NPU
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- | EfficientFormer | ONNX | float | Qualcomm® QCS8450 | 4.974 ms | 1 - 80 MB | NPU
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- | EfficientFormer | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 1.598 ms | 1 - 3 MB | NPU
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- | EfficientFormer | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.199 ms | 25 - 25 MB | NPU
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  | EfficientFormer | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.647 ms | 0 - 41 MB | NPU
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  | EfficientFormer | ONNX | float | Snapdragon® 8 Elite Mobile | 0.647 ms | 0 - 41 MB | NPU
76
- | EfficientFormer | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.57 ms | 0 - 45 MB | NPU
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- | EfficientFormer | ONNX | w8a16 | Snapdragon® X2 Elite | 0.58 ms | 1 - 1 MB | NPU
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- | EfficientFormer | ONNX | w8a16 | Snapdragon® X Elite | 1.263 ms | 12 - 12 MB | NPU
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- | EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.825 ms | 0 - 84 MB | NPU
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- | EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 1.622 ms | 0 - 86 MB | NPU
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- | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 3.073 ms | 0 - 3 MB | NPU
82
- | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 1.241 ms | 0 - 4 MB | NPU
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- | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.212 ms | 0 - 16 MB | NPU
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- | EfficientFormer | ONNX | w8a16 | Qualcomm® QCS8450 | 1.622 ms | 0 - 86 MB | NPU
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- | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 1.545 ms | 0 - 3 MB | NPU
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- | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 1.263 ms | 12 - 12 MB | NPU
87
- | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 5.92 ms | 0 - 67 MB | NPU
88
- | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 1.345 ms | 0 - 65 MB | NPU
89
- | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 0.571 ms | 0 - 59 MB | NPU
90
- | EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 0.571 ms | 0 - 59 MB | NPU
91
- | EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.477 ms | 0 - 65 MB | NPU
92
- | EfficientFormer | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.345 ms | 0 - 65 MB | NPU
93
- | EfficientFormer | QNN_DLC | float | Snapdragon® X2 Elite | 0.856 ms | 1 - 1 MB | NPU
94
- | EfficientFormer | QNN_DLC | float | Snapdragon® X Elite | 1.692 ms | 1 - 1 MB | NPU
95
- | EfficientFormer | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.042 ms | 0 - 77 MB | NPU
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- | EfficientFormer | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 5.581 ms | 1 - 78 MB | NPU
97
  | EfficientFormer | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 1.837 ms | 1 - 4 MB | NPU
98
- | EfficientFormer | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 4.909 ms | 1 - 40 MB | NPU
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- | EfficientFormer | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.465 ms | 1 - 3 MB | NPU
100
- | EfficientFormer | QNN_DLC | float | Qualcomm® SA8775P | 2.063 ms | 1 - 43 MB | NPU
101
- | EfficientFormer | QNN_DLC | float | Qualcomm® SA8650P | 2.063 ms | 1 - 43 MB | NPU
102
- | EfficientFormer | QNN_DLC | float | Qualcomm® SA8255P | 2.063 ms | 1 - 43 MB | NPU
103
- | EfficientFormer | QNN_DLC | float | Qualcomm® QCS8450 | 5.581 ms | 1 - 78 MB | NPU
104
- | EfficientFormer | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 1.884 ms | 1 - 3 MB | NPU
105
- | EfficientFormer | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.692 ms | 1 - 1 MB | NPU
106
- | EfficientFormer | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 0.788 ms | 0 - 46 MB | NPU
107
- | EfficientFormer | QNN_DLC | float | Qualcomm® SA7255P | 4.909 ms | 1 - 40 MB | NPU
108
- | EfficientFormer | QNN_DLC | float | Qualcomm® SA8295P | 4.009 ms | 0 - 39 MB | NPU
109
- | EfficientFormer | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.788 ms | 0 - 46 MB | NPU
110
- | EfficientFormer | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.652 ms | 1 - 44 MB | NPU
111
- | EfficientFormer | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.793 ms | 0 - 0 MB | NPU
112
- | EfficientFormer | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.691 ms | 0 - 0 MB | NPU
113
- | EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.0 ms | 0 - 70 MB | NPU
114
- | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 1.441 ms | 0 - 3 MB | NPU
115
- | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.08 ms | 0 - 55 MB | NPU
116
- | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.478 ms | 0 - 2 MB | NPU
117
- | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.772 ms | 0 - 56 MB | NPU
118
- | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® SA8650P | 1.772 ms | 0 - 56 MB | NPU
119
- | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® SA8255P | 1.772 ms | 0 - 56 MB | NPU
120
- | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 1.612 ms | 0 - 2 MB | NPU
121
- | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 1.691 ms | 0 - 0 MB | NPU
122
- | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 6.784 ms | 0 - 176 MB | NPU
123
- | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 1.625 ms | 0 - 58 MB | NPU
124
- | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 0.672 ms | 0 - 49 MB | NPU
125
- | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® SA7255P | 3.08 ms | 0 - 55 MB | NPU
126
- | EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 0.672 ms | 0 - 49 MB | NPU
127
- | EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.571 ms | 0 - 60 MB | NPU
128
- | EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.625 ms | 0 - 58 MB | NPU
129
- | EfficientFormer | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.041 ms | 0 - 95 MB | NPU
130
- | EfficientFormer | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 5.538 ms | 0 - 96 MB | NPU
131
- | EfficientFormer | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 1.822 ms | 0 - 28 MB | NPU
132
- | EfficientFormer | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.866 ms | 0 - 53 MB | NPU
133
- | EfficientFormer | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.485 ms | 0 - 4 MB | NPU
134
- | EfficientFormer | TFLITE | float | Qualcomm® SA8775P | 2.06 ms | 0 - 55 MB | NPU
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- | EfficientFormer | TFLITE | float | Qualcomm® SA8650P | 2.06 ms | 0 - 55 MB | NPU
136
- | EfficientFormer | TFLITE | float | Qualcomm® SA8255P | 2.06 ms | 0 - 55 MB | NPU
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- | EfficientFormer | TFLITE | float | Qualcomm® QCS8450 | 5.538 ms | 0 - 96 MB | NPU
138
- | EfficientFormer | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1.868 ms | 0 - 27 MB | NPU
139
- | EfficientFormer | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 0.765 ms | 0 - 49 MB | NPU
140
- | EfficientFormer | TFLITE | float | Qualcomm® SA7255P | 4.866 ms | 0 - 53 MB | NPU
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- | EfficientFormer | TFLITE | float | Qualcomm® SA8295P | 3.969 ms | 0 - 48 MB | NPU
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- | EfficientFormer | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.765 ms | 0 - 49 MB | NPU
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- | EfficientFormer | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.653 ms | 0 - 52 MB | NPU
144
 
145
  ## License
146
  * The license for the original implementation of EfficientFormer can be found
 
15
  EfficientFormer is a vision transformer model that can classify images from the Imagenet dataset.
16
 
17
  This is based on the implementation of EfficientFormer found [here](https://github.com/snap-research/EfficientFormer).
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/v0.62.0/src/qai_hub_models/models/efficientformer) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  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.
21
 
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | 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/efficientformer/releases/v0.62.0/efficientformer-onnx-float.zip)
32
+ | 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/efficientformer/releases/v0.62.0/efficientformer-onnx-w8a16.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientformer/releases/v0.62.0/efficientformer-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/efficientformer/releases/v0.62.0/efficientformer-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/efficientformer/releases/v0.62.0/efficientformer-tflite-float.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[EfficientFormer on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientformer)**.
38
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.0/src/qai_hub_models/models/efficientformer) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
+ See our repository for [EfficientFormer on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.0/src/qai_hub_models/models/efficientformer) for usage instructions.
50
 
51
  ## Model Details
52
 
 
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | EfficientFormer | ONNX | float | Snapdragon® X2 Elite | 0.564 ms | 2 - 2 MB | NPU
66
+ | EfficientFormer | ONNX | float | Snapdragon® X Elite | 1.204 ms | 24 - 24 MB | NPU
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+ | EfficientFormer | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.833 ms | 0 - 76 MB | NPU
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+ | EfficientFormer | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 4.975 ms | 1 - 80 MB | NPU
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+ | EfficientFormer | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 1.594 ms | 1 - 4 MB | NPU
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+ | EfficientFormer | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.165 ms | 0 - 133 MB | NPU
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+ | EfficientFormer | ONNX | float | Qualcomm® QCS8450 | 4.975 ms | 1 - 80 MB | NPU
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+ | EfficientFormer | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 1.583 ms | 1 - 3 MB | NPU
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+ | EfficientFormer | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.204 ms | 24 - 24 MB | NPU
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  | EfficientFormer | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.647 ms | 0 - 41 MB | NPU
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  | EfficientFormer | ONNX | float | Snapdragon® 8 Elite Mobile | 0.647 ms | 0 - 41 MB | NPU
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+ | EfficientFormer | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.571 ms | 0 - 46 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Snapdragon® X2 Elite | 0.52 ms | 1 - 1 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Snapdragon® X Elite | 1.261 ms | 13 - 13 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 0.821 ms | 0 - 84 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 1.613 ms | 0 - 86 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 3.327 ms | 0 - 3 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 1.231 ms | 0 - 4 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.213 ms | 0 - 130 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Qualcomm® QCS8450 | 1.613 ms | 0 - 86 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 1.376 ms | 0 - 3 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 1.261 ms | 13 - 13 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 5.924 ms | 0 - 67 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 1.361 ms | 0 - 65 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 0.575 ms | 0 - 59 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 0.575 ms | 0 - 59 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.486 ms | 0 - 65 MB | NPU
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+ | EfficientFormer | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.361 ms | 0 - 65 MB | NPU
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+ | EfficientFormer | QNN_DLC | float | Snapdragon® X2 Elite | 0.904 ms | 1 - 1 MB | NPU
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+ | EfficientFormer | QNN_DLC | float | Snapdragon® X Elite | 1.676 ms | 1 - 1 MB | NPU
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+ | EfficientFormer | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.029 ms | 0 - 76 MB | NPU
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+ | EfficientFormer | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 5.588 ms | 0 - 78 MB | NPU
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  | EfficientFormer | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 1.837 ms | 1 - 4 MB | NPU
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+ | EfficientFormer | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.473 ms | 1 - 2 MB | NPU
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+ | EfficientFormer | QNN_DLC | float | Qualcomm® SA8775P | 2.046 ms | 1 - 43 MB | NPU
100
+ | EfficientFormer | QNN_DLC | float | Qualcomm® SA8650P | 2.046 ms | 1 - 43 MB | NPU
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+ | EfficientFormer | QNN_DLC | float | Qualcomm® SA8255P | 2.046 ms | 1 - 43 MB | NPU
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+ | EfficientFormer | QNN_DLC | float | Qualcomm® QCS8450 | 5.588 ms | 0 - 78 MB | NPU
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+ | EfficientFormer | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 1.88 ms | 3 - 5 MB | NPU
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+ | EfficientFormer | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.676 ms | 1 - 1 MB | NPU
105
+ | EfficientFormer | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 0.774 ms | 0 - 40 MB | NPU
106
+ | EfficientFormer | QNN_DLC | float | Qualcomm® SA7255P | 4.897 ms | 1 - 40 MB | NPU
107
+ | EfficientFormer | QNN_DLC | float | Qualcomm® SA8295P | 4.007 ms | 0 - 39 MB | NPU
108
+ | EfficientFormer | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 0.774 ms | 0 - 40 MB | NPU
109
+ | EfficientFormer | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.655 ms | 1 - 43 MB | NPU
110
+ | EfficientFormer | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.818 ms | 0 - 0 MB | NPU
111
+ | EfficientFormer | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.67 ms | 0 - 0 MB | NPU
112
+ | EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.009 ms | 0 - 75 MB | NPU
113
+ | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 1.433 ms | 0 - 3 MB | NPU
114
+ | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.473 ms | 0 - 89 MB | NPU
115
+ | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® SA8775P | 1.781 ms | 0 - 56 MB | NPU
116
+ | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® SA8650P | 1.781 ms | 0 - 56 MB | NPU
117
+ | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® SA8255P | 1.781 ms | 0 - 56 MB | NPU
118
+ | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 1.628 ms | 0 - 2 MB | NPU
119
+ | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 1.67 ms | 0 - 0 MB | NPU
120
+ | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 6.859 ms | 0 - 176 MB | NPU
121
+ | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 1.621 ms | 0 - 58 MB | NPU
122
+ | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 0.674 ms | 0 - 49 MB | NPU
123
+ | EfficientFormer | QNN_DLC | w8a16 | Qualcomm® SA7255P | 3.055 ms | 0 - 53 MB | NPU
124
+ | EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 0.674 ms | 0 - 49 MB | NPU
125
+ | EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.564 ms | 0 - 59 MB | NPU
126
+ | EfficientFormer | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1.621 ms | 0 - 58 MB | NPU
127
+ | EfficientFormer | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.034 ms | 0 - 96 MB | NPU
128
+ | EfficientFormer | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 5.553 ms | 0 - 94 MB | NPU
129
+ | EfficientFormer | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 1.825 ms | 0 - 28 MB | NPU
130
+ | EfficientFormer | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.493 ms | 0 - 2 MB | NPU
131
+ | EfficientFormer | TFLITE | float | Qualcomm® SA8775P | 2.056 ms | 0 - 55 MB | NPU
132
+ | EfficientFormer | TFLITE | float | Qualcomm® SA8650P | 2.056 ms | 0 - 55 MB | NPU
133
+ | EfficientFormer | TFLITE | float | Qualcomm® SA8255P | 2.056 ms | 0 - 55 MB | NPU
134
+ | EfficientFormer | TFLITE | float | Qualcomm® QCS8450 | 5.553 ms | 0 - 94 MB | NPU
135
+ | EfficientFormer | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1.876 ms | 0 - 27 MB | NPU
136
+ | EfficientFormer | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 0.768 ms | 0 - 49 MB | NPU
137
+ | EfficientFormer | TFLITE | float | Qualcomm® SA7255P | 4.838 ms | 0 - 52 MB | NPU
138
+ | EfficientFormer | TFLITE | float | Qualcomm® SA8295P | 3.968 ms | 0 - 48 MB | NPU
139
+ | EfficientFormer | TFLITE | float | Snapdragon® 8 Elite Mobile | 0.768 ms | 0 - 49 MB | NPU
140
+ | EfficientFormer | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.657 ms | 0 - 50 MB | NPU
 
 
 
141
 
142
  ## License
143
  * The license for the original implementation of EfficientFormer can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.61.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
@@ -8,19 +8,19 @@
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientformer/releases/v0.61.0/efficientformer-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientformer/releases/v0.61.0/efficientformer-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327"
22
  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientformer/releases/v0.61.0/efficientformer-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -31,13 +31,13 @@
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientformer/releases/v0.61.0/efficientformer-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientformer/releases/v0.61.0/efficientformer-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  }
 
1
  {
2
+ "version": "0.62.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
 
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientformer/releases/v0.62.0/efficientformer-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientformer/releases/v0.62.0/efficientformer-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientformer/releases/v0.62.0/efficientformer-tflite-float.zip"
24
  }
25
  }
26
  },
 
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientformer/releases/v0.62.0/efficientformer-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientformer/releases/v0.62.0/efficientformer-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  }