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Swin-Small

Image Classification
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v0.59.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.

Files changed (2) hide show
  1. README.md +79 -79
  2. release_assets.json +18 -19
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: image-classification
16
  SwinSmall 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 Swin-Small found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/swin_transformer.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/v0.58.0/src/qai_hub_models/models/swin_small) 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
 
@@ -29,25 +29,25 @@ Below are pre-exported model assets ready for deployment.
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30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
- | 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/swin_small/releases/v0.58.0/swin_small-onnx-float.zip)
33
- | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.58.0/swin_small-onnx-w8a16.zip)
34
- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.58.0/swin_small-qnn_dlc-float.zip)
35
- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.58.0/swin_small-qnn_dlc-w8a16.zip)
36
- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.58.0/swin_small-tflite-float.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[Swin-Small on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/swin_small)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/swin_small) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
- See our repository for [Swin-Small on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/swin_small) for usage instructions.
51
 
52
  ## Model Details
53
 
@@ -63,77 +63,77 @@ See our repository for [Swin-Small on GitHub](https://github.com/qualcomm/ai-hub
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
- | Swin-Small | ONNX | float | Snapdragon® X2 Elite | 6.809 ms | 2 - 2 MB | NPU
67
- | Swin-Small | ONNX | float | Snapdragon® X Elite | 16.21 ms | 100 - 100 MB | NPU
68
- | Swin-Small | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 10.208 ms | 1 - 426 MB | NPU
69
- | Swin-Small | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 23.988 ms | 0 - 410 MB | NPU
70
- | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.588 ms | 0 - 515 MB | NPU
71
- | Swin-Small | ONNX | float | Qualcomm® QCS8450 | 23.988 ms | 0 - 410 MB | NPU
72
- | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 17.885 ms | 0 - 4 MB | NPU
73
- | Swin-Small | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.421 ms | 0 - 619 MB | NPU
74
- | Swin-Small | ONNX | float | Snapdragon® 8 Elite Mobile | 7.837 ms | 1 - 606 MB | NPU
75
- | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.837 ms | 1 - 606 MB | NPU
76
- | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 16.21 ms | 100 - 100 MB | NPU
77
- | Swin-Small | ONNX | w8a16 | Snapdragon® X2 Elite | 5.981 ms | 1 - 1 MB | NPU
78
- | Swin-Small | ONNX | w8a16 | Snapdragon® X Elite | 13.83 ms | 54 - 54 MB | NPU
79
- | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 8.711 ms | 0 - 529 MB | NPU
80
- | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.129 ms | 0 - 61 MB | NPU
81
- | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 14.21 ms | 0 - 3 MB | NPU
82
- | Swin-Small | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 14.115 ms | 0 - 390 MB | NPU
83
- | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.649 ms | 0 - 453 MB | NPU
84
- | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 56.972 ms | 0 - 575 MB | NPU
85
- | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 6.976 ms | 0 - 441 MB | NPU
86
- | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 14.115 ms | 0 - 390 MB | NPU
87
- | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 6.976 ms | 0 - 441 MB | NPU
88
- | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 13.83 ms | 54 - 54 MB | NPU
89
- | Swin-Small | QNN_DLC | float | Snapdragon® X2 Elite | 7.084 ms | 1 - 1 MB | NPU
90
- | Swin-Small | QNN_DLC | float | Snapdragon® X Elite | 16.45 ms | 1 - 1 MB | NPU
91
- | Swin-Small | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.965 ms | 1 - 408 MB | NPU
92
- | Swin-Small | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 23.979 ms | 0 - 397 MB | NPU
93
- | Swin-Small | QNN_DLC | float | Qualcomm® QCS8275 | 37.922 ms | 1 - 275 MB | NPU
94
- | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.359 ms | 1 - 3 MB | NPU
95
- | Swin-Small | QNN_DLC | float | Qualcomm® SA8775P | 17.398 ms | 1 - 593 MB | NPU
96
- | Swin-Small | QNN_DLC | float | Qualcomm® SA8650P | 17.398 ms | 1 - 593 MB | NPU
97
- | Swin-Small | QNN_DLC | float | Qualcomm® SA8255P | 17.398 ms | 1 - 593 MB | NPU
98
- | Swin-Small | QNN_DLC | float | Qualcomm® QCS8450 | 23.979 ms | 0 - 397 MB | NPU
99
- | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 22.492 ms | 1 - 3 MB | NPU
100
- | Swin-Small | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.239 ms | 0 - 602 MB | NPU
101
- | Swin-Small | QNN_DLC | float | Qualcomm® SA7255P | 37.922 ms | 1 - 275 MB | NPU
102
- | Swin-Small | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 7.601 ms | 1 - 587 MB | NPU
103
- | Swin-Small | QNN_DLC | float | Qualcomm® SA8295P | 22.631 ms | 1 - 269 MB | NPU
104
- | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.601 ms | 1 - 587 MB | NPU
105
- | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 16.45 ms | 1 - 1 MB | NPU
106
- | Swin-Small | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 7.239 ms | 0 - 0 MB | NPU
107
- | Swin-Small | QNN_DLC | w8a16 | Snapdragon® X Elite | 17.275 ms | 0 - 0 MB | NPU
108
- | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 10.759 ms | 0 - 872 MB | NPU
109
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 29.266 ms | 0 - 636 MB | NPU
110
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 16.231 ms | 0 - 272 MB | NPU
111
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 16.726 ms | 0 - 638 MB | NPU
112
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8650P | 16.726 ms | 0 - 638 MB | NPU
113
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8255P | 16.726 ms | 0 - 638 MB | NPU
114
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 23.292 ms | 0 - 2 MB | NPU
115
- | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 17.046 ms | 0 - 652 MB | NPU
116
- | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 6.464 ms | 0 - 640 MB | NPU
117
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 72.958 ms | 0 - 751 MB | NPU
118
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA7255P | 29.266 ms | 0 - 636 MB | NPU
119
- | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 8.073 ms | 0 - 621 MB | NPU
120
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 17.046 ms | 0 - 652 MB | NPU
121
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 8.073 ms | 0 - 621 MB | NPU
122
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 17.275 ms | 0 - 0 MB | NPU
123
- | Swin-Small | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 10.154 ms | 0 - 430 MB | NPU
124
- | Swin-Small | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 23.37 ms | 0 - 411 MB | NPU
125
- | Swin-Small | TFLITE | float | Qualcomm® QCS8275 | 37.406 ms | 0 - 306 MB | NPU
126
- | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.431 ms | 0 - 3 MB | NPU
127
- | Swin-Small | TFLITE | float | Qualcomm® SA8775P | 17.475 ms | 0 - 306 MB | NPU
128
- | Swin-Small | TFLITE | float | Qualcomm® SA8650P | 17.475 ms | 0 - 306 MB | NPU
129
- | Swin-Small | TFLITE | float | Qualcomm® SA8255P | 17.475 ms | 0 - 306 MB | NPU
130
- | Swin-Small | TFLITE | float | Qualcomm® QCS8450 | 23.37 ms | 0 - 411 MB | NPU
131
- | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 17.648 ms | 0 - 104 MB | NPU
132
- | Swin-Small | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.605 ms | 6 - 328 MB | NPU
133
- | Swin-Small | TFLITE | float | Qualcomm® SA7255P | 37.406 ms | 0 - 306 MB | NPU
134
- | Swin-Small | TFLITE | float | Snapdragon® 8 Elite Mobile | 7.841 ms | 0 - 304 MB | NPU
135
- | Swin-Small | TFLITE | float | Qualcomm® SA8295P | 22.95 ms | 0 - 297 MB | NPU
136
- | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 7.841 ms | 0 - 304 MB | NPU
137
 
138
  ## License
139
  * The license for the original implementation of Swin-Small can be found
 
16
  SwinSmall 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 Swin-Small found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/swin_transformer.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/v0.59.0/src/qai_hub_models/models/swin_small) 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/swin_small/releases/v0.59.0/swin_small-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/swin_small/releases/v0.59.0/swin_small-onnx-w8a16.zip)
34
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-qnn_dlc-float.zip)
35
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-qnn_dlc-w8a16.zip)
36
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-tflite-float.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[Swin-Small on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/swin_small)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/swin_small) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
+ See our repository for [Swin-Small on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/swin_small) for usage instructions.
51
 
52
  ## Model Details
53
 
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | Swin-Small | ONNX | float | Snapdragon® X2 Elite | 6.803 ms | 2 - 2 MB | NPU
67
+ | Swin-Small | ONNX | float | Snapdragon® X Elite | 16.29 ms | 101 - 101 MB | NPU
68
+ | Swin-Small | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 10.219 ms | 0 - 419 MB | NPU
69
+ | Swin-Small | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 23.899 ms | 0 - 410 MB | NPU
70
+ | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.516 ms | 0 - 8 MB | NPU
71
+ | Swin-Small | ONNX | float | Qualcomm® QCS8450 | 23.899 ms | 0 - 410 MB | NPU
72
+ | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 17.884 ms | 0 - 4 MB | NPU
73
+ | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 16.29 ms | 101 - 101 MB | NPU
74
+ | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.823 ms | 1 - 606 MB | NPU
75
+ | Swin-Small | ONNX | float | Snapdragon® 8 Elite Mobile | 7.823 ms | 1 - 606 MB | NPU
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+ | Swin-Small | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.424 ms | 1 - 621 MB | NPU
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+ | Swin-Small | ONNX | w8a16 | Snapdragon® X2 Elite | 5.98 ms | 1 - 1 MB | NPU
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+ | Swin-Small | ONNX | w8a16 | Snapdragon® X Elite | 13.798 ms | 54 - 54 MB | NPU
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+ | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 8.712 ms | 0 - 528 MB | NPU
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+ | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 16.407 ms | 0 - 440 MB | NPU
81
+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 40.257 ms | 0 - 3 MB | NPU
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+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.191 ms | 0 - 58 MB | NPU
83
+ | Swin-Small | ONNX | w8a16 | Qualcomm® QCS8450 | 16.407 ms | 0 - 440 MB | NPU
84
+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 13.691 ms | 0 - 3 MB | NPU
85
+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 13.798 ms | 54 - 54 MB | NPU
86
+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 6.926 ms | 0 - 441 MB | NPU
87
+ | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 6.926 ms | 0 - 441 MB | NPU
88
+ | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.65 ms | 0 - 453 MB | NPU
89
+ | Swin-Small | QNN_DLC | float | Snapdragon® X2 Elite | 7.113 ms | 1 - 1 MB | NPU
90
+ | Swin-Small | QNN_DLC | float | Snapdragon® X Elite | 16.346 ms | 1 - 1 MB | NPU
91
+ | Swin-Small | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.934 ms | 0 - 405 MB | NPU
92
+ | Swin-Small | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 23.922 ms | 0 - 396 MB | NPU
93
+ | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 37.942 ms | 1 - 275 MB | NPU
94
+ | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.374 ms | 1 - 4 MB | NPU
95
+ | Swin-Small | QNN_DLC | float | Qualcomm® SA8775P | 17.388 ms | 1 - 593 MB | NPU
96
+ | Swin-Small | QNN_DLC | float | Qualcomm® SA8650P | 17.388 ms | 1 - 593 MB | NPU
97
+ | Swin-Small | QNN_DLC | float | Qualcomm® SA8255P | 17.388 ms | 1 - 593 MB | NPU
98
+ | Swin-Small | QNN_DLC | float | Qualcomm® QCS8450 | 23.922 ms | 0 - 396 MB | NPU
99
+ | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 17.609 ms | 1 - 3 MB | NPU
100
+ | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 16.346 ms | 1 - 1 MB | NPU
101
+ | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.617 ms | 1 - 586 MB | NPU
102
+ | Swin-Small | QNN_DLC | float | Qualcomm® SA7255P | 37.942 ms | 1 - 275 MB | NPU
103
+ | Swin-Small | QNN_DLC | float | Qualcomm® SA8295P | 22.636 ms | 1 - 269 MB | NPU
104
+ | Swin-Small | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 7.617 ms | 1 - 586 MB | NPU
105
+ | Swin-Small | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.248 ms | 0 - 602 MB | NPU
106
+ | Swin-Small | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 7.213 ms | 0 - 0 MB | NPU
107
+ | Swin-Small | QNN_DLC | w8a16 | Snapdragon® X Elite | 17.313 ms | 0 - 0 MB | NPU
108
+ | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 10.768 ms | 0 - 870 MB | NPU
109
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 29.258 ms | 0 - 636 MB | NPU
110
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 16.192 ms | 0 - 3 MB | NPU
111
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 16.763 ms | 0 - 638 MB | NPU
112
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8650P | 16.763 ms | 0 - 638 MB | NPU
113
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8255P | 16.763 ms | 0 - 638 MB | NPU
114
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 17.063 ms | 0 - 2 MB | NPU
115
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 17.313 ms | 0 - 0 MB | NPU
116
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 74.076 ms | 0 - 752 MB | NPU
117
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 17.237 ms | 0 - 652 MB | NPU
118
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 8.108 ms | 0 - 622 MB | NPU
119
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA7255P | 29.258 ms | 0 - 636 MB | NPU
120
+ | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 8.108 ms | 0 - 622 MB | NPU
121
+ | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 6.502 ms | 0 - 641 MB | NPU
122
+ | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 17.237 ms | 0 - 652 MB | NPU
123
+ | Swin-Small | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 10.204 ms | 0 - 433 MB | NPU
124
+ | Swin-Small | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 23.391 ms | 0 - 410 MB | NPU
125
+ | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 37.439 ms | 0 - 302 MB | NPU
126
+ | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.556 ms | 0 - 4 MB | NPU
127
+ | Swin-Small | TFLITE | float | Qualcomm® SA8775P | 17.487 ms | 0 - 306 MB | NPU
128
+ | Swin-Small | TFLITE | float | Qualcomm® SA8650P | 17.487 ms | 0 - 306 MB | NPU
129
+ | Swin-Small | TFLITE | float | Qualcomm® SA8255P | 17.487 ms | 0 - 306 MB | NPU
130
+ | Swin-Small | TFLITE | float | Qualcomm® QCS8450 | 23.391 ms | 0 - 410 MB | NPU
131
+ | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 17.613 ms | 0 - 104 MB | NPU
132
+ | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 7.825 ms | 0 - 303 MB | NPU
133
+ | Swin-Small | TFLITE | float | Qualcomm® SA7255P | 37.439 ms | 0 - 302 MB | NPU
134
+ | Swin-Small | TFLITE | float | Qualcomm® SA8295P | 22.998 ms | 0 - 297 MB | NPU
135
+ | Swin-Small | TFLITE | float | Snapdragon® 8 Elite Mobile | 7.825 ms | 0 - 303 MB | NPU
136
+ | Swin-Small | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.601 ms | 0 - 322 MB | NPU
137
 
138
  ## License
139
  * The license for the original implementation of Swin-Small can be found
release_assets.json CHANGED
@@ -1,44 +1,43 @@
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  {
2
- "version": "0.58.0",
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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": {
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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/swin_small/releases/v0.58.0/swin_small-qnn_dlc-w8a16.zip"
11
  },
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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/swin_small/releases/v0.58.0/swin_small-onnx-w8a16.zip"
18
  }
19
  }
20
  },
21
- "float": {
22
  "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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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.58.0/swin_small-tflite-float.zip"
29
  },
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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/swin_small/releases/v0.58.0/swin_small-qnn_dlc-float.zip"
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- "onnx": {
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- "tool_versions": {
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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/swin_small/releases/v0.58.0/swin_small-onnx-float.zip"
42
  }
43
  }
44
  }
 
1
  {
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+ "version": "0.59.0",
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  "precisions": {
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  "universal_assets": {
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+ "onnx": {
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+ "tool_versions": {
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-onnx-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/swin_small/releases/v0.59.0/swin_small-qnn_dlc-float.zip"
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  },
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+ "tflite": {
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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/swin_small/releases/v0.59.0/swin_small-tflite-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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+ "onnx": {
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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/swin_small/releases/v0.59.0/swin_small-onnx-w8a16.zip"
35
  },
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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/swin_small/releases/v0.59.0/swin_small-qnn_dlc-w8a16.zip"
 
 
 
 
 
 
 
41
  }
42
  }
43
  }