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ResNet101

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v0.63.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.63.0 for changelog.

Files changed (2) hide show
  1. README.md +104 -107
  2. release_assets.json +13 -13
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: image-classification
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  ResNet101 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.
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18
  This is based on the implementation of ResNet101 found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/resnet.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/v0.62.2/src/qai_hub_models/models/resnet101) 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
 
@@ -29,26 +29,26 @@ 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/resnet101/releases/v0.62.2/resnet101-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.62.2/resnet101-onnx-w8a8.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/resnet101/releases/v0.62.2/resnet101-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.62.2/resnet101-qnn_dlc-w8a8.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/resnet101/releases/v0.62.2/resnet101-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.62.2/resnet101-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[ResNet101 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet101)**.
40
 
41
 
42
  ### Option 2: Export with Custom Configurations
43
 
44
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/resnet101) Python library to compile and export the model with your own:
45
  - Custom weights (e.g., fine-tuned checkpoints)
46
  - Custom input shapes
47
  - Target device and runtime configurations
48
 
49
  This option is ideal if you need to customize the model beyond the default configuration provided here.
50
 
51
- See our repository for [ResNet101 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/resnet101) for usage instructions.
52
 
53
  ## Model Details
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@@ -64,104 +64,101 @@ See our repository for [ResNet101 on GitHub](https://github.com/qualcomm/ai-hub-
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
- | ResNet101 | ONNX | float | Snapdragon® X2 Elite | 1.634 ms | 2 - 2 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® X Elite | 3.072 ms | 86 - 86 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.263 ms | 0 - 124 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 5.411 ms | 1 - 95 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 5.596 ms | 0 - 4 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.073 ms | 0 - 199 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® QCS8450 | 5.411 ms | 1 - 95 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 5.038 ms | 1 - 4 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.072 ms | 86 - 86 MB | NPU
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- | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.877 ms | 0 - 68 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® 8 Elite Mobile | 1.877 ms | 0 - 68 MB | NPU
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- | ResNet101 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.6 ms | 0 - 67 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.561 ms | 1 - 1 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® X Elite | 1.146 ms | 44 - 44 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.971 ms | 0 - 145 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.816 ms | 0 - 145 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 6.095 ms | 0 - 3 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.391 ms | 0 - 4 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.282 ms | 0 - 50 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.816 ms | 0 - 145 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.392 ms | 0 - 3 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.146 ms | 44 - 44 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.795 ms | 1 - 205 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.773 ms | 0 - 91 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.834 ms | 0 - 80 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.834 ms | 0 - 80 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.814 ms | 0 - 82 MB | NPU
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- | ResNet101 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.773 ms | 0 - 91 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® X2 Elite | 2.098 ms | 1 - 1 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® X Elite | 3.558 ms | 1 - 1 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.438 ms | 0 - 122 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 5.939 ms | 0 - 89 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 5.611 ms | 1 - 4 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.335 ms | 1 - 19 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® SA8775P | 5.432 ms | 1 - 68 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® SA8650P | 5.432 ms | 1 - 68 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® SA8255P | 5.432 ms | 1 - 68 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® QCS8450 | 5.939 ms | 0 - 89 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 5.152 ms | 3 - 5 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.558 ms | 1 - 1 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.955 ms | 0 - 66 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® SA7255P | 18.335 ms | 1 - 65 MB | NPU
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- | ResNet101 | QNN_DLC | float | Qualcomm® SA8295P | 5.633 ms | 0 - 39 MB | NPU
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- | ResNet101 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.955 ms | 0 - 66 MB | NPU
111
- | ResNet101 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.639 ms | 1 - 67 MB | NPU
112
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.654 ms | 0 - 0 MB | NPU
113
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.278 ms | 0 - 0 MB | NPU
114
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.982 ms | 0 - 125 MB | NPU
115
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.788 ms | 0 - 128 MB | NPU
116
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.916 ms | 2 - 4 MB | NPU
117
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.351 ms | 0 - 3 MB | NPU
118
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.284 ms | 0 - 6 MB | NPU
119
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.516 ms | 0 - 78 MB | NPU
120
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.516 ms | 0 - 78 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.516 ms | 0 - 78 MB | NPU
122
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.788 ms | 0 - 128 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.394 ms | 2 - 4 MB | NPU
124
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.278 ms | 0 - 0 MB | NPU
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- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.835 ms | 0 - 198 MB | NPU
126
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.798 ms | 0 - 85 MB | NPU
127
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.809 ms | 0 - 77 MB | NPU
128
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.01 ms | 0 - 76 MB | NPU
129
- | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.965 ms | 0 - 72 MB | NPU
130
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.809 ms | 0 - 77 MB | NPU
131
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.742 ms | 0 - 77 MB | NPU
132
- | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.798 ms | 0 - 85 MB | NPU
133
- | ResNet101 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.385 ms | 0 - 177 MB | NPU
134
- | ResNet101 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 5.916 ms | 0 - 146 MB | NPU
135
- | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 5.562 ms | 0 - 89 MB | NPU
136
- | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.321 ms | 0 - 3 MB | NPU
137
- | ResNet101 | TFLITE | float | Qualcomm® SA8775P | 5.431 ms | 0 - 113 MB | NPU
138
- | ResNet101 | TFLITE | float | Qualcomm® SA8650P | 5.431 ms | 0 - 113 MB | NPU
139
- | ResNet101 | TFLITE | float | Qualcomm® SA8255P | 5.431 ms | 0 - 113 MB | NPU
140
- | ResNet101 | TFLITE | float | Qualcomm® QCS8450 | 5.916 ms | 0 - 146 MB | NPU
141
- | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 5.14 ms | 0 - 88 MB | NPU
142
- | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.922 ms | 0 - 111 MB | NPU
143
- | ResNet101 | TFLITE | float | Qualcomm® SA7255P | 18.242 ms | 0 - 107 MB | NPU
144
- | ResNet101 | TFLITE | float | Qualcomm® SA8295P | 5.559 ms | 0 - 81 MB | NPU
145
- | ResNet101 | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.922 ms | 0 - 111 MB | NPU
146
- | ResNet101 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.642 ms | 0 - 114 MB | NPU
147
- | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.863 ms | 0 - 136 MB | NPU
148
- | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.639 ms | 0 - 136 MB | NPU
149
- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.551 ms | 0 - 45 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.239 ms | 0 - 46 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.13 ms | 0 - 3 MB | NPU
152
- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.404 ms | 0 - 74 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.404 ms | 0 - 74 MB | NPU
154
- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.404 ms | 0 - 74 MB | NPU
155
- | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.639 ms | 0 - 136 MB | NPU
156
- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.262 ms | 0 - 45 MB | NPU
157
- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.278 ms | 0 - 196 MB | NPU
158
- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.689 ms | 0 - 82 MB | NPU
159
- | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.74 ms | 0 - 71 MB | NPU
160
- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA7255P | 2.743 ms | 0 - 71 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.812 ms | 0 - 68 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.74 ms | 0 - 71 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.699 ms | 0 - 74 MB | NPU
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- | ResNet101 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.689 ms | 0 - 82 MB | NPU
165
 
166
  ## License
167
  * The license for the original implementation of ResNet101 can be found
 
16
  ResNet101 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 ResNet101 found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/resnet.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/v0.63.0/src/qai_hub_models/models/resnet101) 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 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.63.0/resnet101-onnx-float.zip)
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+ | ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.63.0/resnet101-onnx-w8a8.zip)
34
+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.63.0/resnet101-qnn_dlc-float.zip)
35
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.63.0/resnet101-qnn_dlc-w8a8.zip)
36
+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.63.0/resnet101-tflite-float.zip)
37
+ | TFLITE | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.63.0/resnet101-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[ResNet101 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet101)**.
40
 
41
 
42
  ### Option 2: Export with Custom Configurations
43
 
44
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/resnet101) Python library to compile and export the model with your own:
45
  - Custom weights (e.g., fine-tuned checkpoints)
46
  - Custom input shapes
47
  - Target device and runtime configurations
48
 
49
  This option is ideal if you need to customize the model beyond the default configuration provided here.
50
 
51
+ See our repository for [ResNet101 on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/resnet101) for usage instructions.
52
 
53
  ## Model Details
54
 
 
64
  ## Performance Summary
65
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
66
  |---|---|---|---|---|---|---
67
+ | ResNet101 | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.634 ms | 1 - 73 MB | NPU
68
+ | ResNet101 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.866 ms | 0 - 73 MB | NPU
69
+ | ResNet101 | ONNX | float | Snapdragon® X2 Elite | 1.611 ms | 2 - 2 MB | NPU
70
+ | ResNet101 | ONNX | float | Snapdragon® X Elite | 3.05 ms | 86 - 86 MB | NPU
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+ | ResNet101 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.239 ms | 0 - 128 MB | NPU
72
+ | ResNet101 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 4.549 ms | 0 - 98 MB | NPU
73
+ | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 5.558 ms | 0 - 5 MB | NPU
74
+ | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.081 ms | 0 - 14 MB | NPU
75
+ | ResNet101 | ONNX | float | Qualcomm® QCS8450 | 4.549 ms | 0 - 98 MB | NPU
76
+ | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 4.99 ms | 1 - 4 MB | NPU
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+ | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.05 ms | 86 - 86 MB | NPU
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+ | ResNet101 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.866 ms | 0 - 73 MB | NPU
79
+ | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.813 ms | 0 - 85 MB | NPU
80
+ | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.833 ms | 0 - 85 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.567 ms | 1 - 1 MB | NPU
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+ | ResNet101 | ONNX | w8a8 | Snapdragon® X Elite | 1.141 ms | 44 - 44 MB | NPU
83
+ | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.969 ms | 0 - 146 MB | NPU
84
+ | ResNet101 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.5 ms | 0 - 150 MB | NPU
85
+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.032 ms | 0 - 3 MB | NPU
86
+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.385 ms | 0 - 4 MB | NPU
87
+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.273 ms | 0 - 3 MB | NPU
88
+ | ResNet101 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.5 ms | 0 - 150 MB | NPU
89
+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.379 ms | 0 - 4 MB | NPU
90
+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.141 ms | 44 - 44 MB | NPU
91
+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.431 ms | 0 - 204 MB | NPU
92
+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.72 ms | 0 - 94 MB | NPU
93
+ | ResNet101 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.833 ms | 0 - 85 MB | NPU
94
+ | ResNet101 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.72 ms | 0 - 94 MB | NPU
95
+ | ResNet101 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.67 ms | 1 - 69 MB | NPU
96
+ | ResNet101 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.943 ms | 1 - 68 MB | NPU
97
+ | ResNet101 | QNN_DLC | float | Snapdragon® X2 Elite | 1.936 ms | 1 - 1 MB | NPU
98
+ | ResNet101 | QNN_DLC | float | Snapdragon® X Elite | 3.527 ms | 1 - 1 MB | NPU
99
+ | ResNet101 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.401 ms | 0 - 124 MB | NPU
100
+ | ResNet101 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 5.132 ms | 1 - 94 MB | NPU
101
+ | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 5.592 ms | 1 - 4 MB | NPU
102
+ | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.314 ms | 1 - 2 MB | NPU
103
+ | ResNet101 | QNN_DLC | float | Qualcomm® SA8775P | 5.314 ms | 1 - 69 MB | NPU
104
+ | ResNet101 | QNN_DLC | float | Qualcomm® SA8650P | 5.314 ms | 1 - 69 MB | NPU
105
+ | ResNet101 | QNN_DLC | float | Qualcomm® SA8255P | 5.314 ms | 1 - 69 MB | NPU
106
+ | ResNet101 | QNN_DLC | float | Qualcomm® QCS8450 | 5.132 ms | 1 - 94 MB | NPU
107
+ | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 5.13 ms | 1 - 3 MB | NPU
108
+ | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.527 ms | 1 - 1 MB | NPU
109
+ | ResNet101 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.943 ms | 1 - 68 MB | NPU
110
+ | ResNet101 | QNN_DLC | float | Qualcomm® SA8295P | 5.468 ms | 1 - 40 MB | NPU
111
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.739 ms | 0 - 80 MB | NPU
112
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.78 ms | 0 - 82 MB | NPU
113
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.629 ms | 0 - 0 MB | NPU
114
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.268 ms | 0 - 0 MB | NPU
115
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.971 ms | 0 - 127 MB | NPU
116
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.501 ms | 0 - 132 MB | NPU
117
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 4.222 ms | 2 - 4 MB | NPU
118
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.353 ms | 0 - 3 MB | NPU
119
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.275 ms | 0 - 2 MB | NPU
120
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.513 ms | 0 - 81 MB | NPU
121
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.513 ms | 0 - 81 MB | NPU
122
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.513 ms | 0 - 81 MB | NPU
123
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.501 ms | 0 - 132 MB | NPU
124
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.383 ms | 2 - 4 MB | NPU
125
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.268 ms | 0 - 0 MB | NPU
126
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.854 ms | 0 - 197 MB | NPU
127
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.818 ms | 0 - 88 MB | NPU
128
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.78 ms | 0 - 82 MB | NPU
129
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.003 ms | 0 - 79 MB | NPU
130
+ | ResNet101 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 1.801 ms | 0 - 77 MB | NPU
131
+ | ResNet101 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.818 ms | 0 - 88 MB | NPU
132
+ | ResNet101 | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.661 ms | 0 - 118 MB | NPU
133
+ | ResNet101 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.953 ms | 0 - 113 MB | NPU
134
+ | ResNet101 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.387 ms | 0 - 183 MB | NPU
135
+ | ResNet101 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 5.14 ms | 0 - 153 MB | NPU
136
+ | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 5.553 ms | 0 - 90 MB | NPU
137
+ | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.288 ms | 0 - 2 MB | NPU
138
+ | ResNet101 | TFLITE | float | Qualcomm® SA8775P | 5.284 ms | 0 - 112 MB | NPU
139
+ | ResNet101 | TFLITE | float | Qualcomm® SA8650P | 5.284 ms | 0 - 112 MB | NPU
140
+ | ResNet101 | TFLITE | float | Qualcomm® SA8255P | 5.284 ms | 0 - 112 MB | NPU
141
+ | ResNet101 | TFLITE | float | Qualcomm® QCS8450 | 5.14 ms | 0 - 153 MB | NPU
142
+ | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 5.076 ms | 0 - 89 MB | NPU
143
+ | ResNet101 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.953 ms | 0 - 113 MB | NPU
144
+ | ResNet101 | TFLITE | float | Qualcomm® SA8295P | 5.454 ms | 0 - 88 MB | NPU
145
+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.707 ms | 0 - 79 MB | NPU
146
+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.733 ms | 0 - 72 MB | NPU
147
+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.851 ms | 0 - 133 MB | NPU
148
+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.353 ms | 0 - 140 MB | NPU
149
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 3.905 ms | 0 - 45 MB | NPU
150
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.229 ms | 0 - 46 MB | NPU
151
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.13 ms | 0 - 2 MB | NPU
152
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.365 ms | 0 - 78 MB | NPU
153
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.365 ms | 0 - 78 MB | NPU
154
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.365 ms | 0 - 78 MB | NPU
155
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.353 ms | 0 - 140 MB | NPU
156
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.252 ms | 0 - 45 MB | NPU
157
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 11.196 ms | 0 - 193 MB | NPU
158
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.663 ms | 0 - 81 MB | NPU
159
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.733 ms | 0 - 72 MB | NPU
160
+ | ResNet101 | TFLITE | w8a8 | Qualcomm® SA8295P | 1.663 ms | 0 - 73 MB | NPU
161
+ | ResNet101 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.663 ms | 0 - 81 MB | NPU
 
 
 
162
 
163
  ## License
164
  * The license for the original implementation of ResNet101 can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
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  {
2
- "version": "0.62.2",
3
  "precisions": {
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  "float": {
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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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  "onnx_runtime": "1.27.1"
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  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.62.2/resnet101-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
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- "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.62.2/resnet101-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
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  "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/resnet101/releases/v0.62.2/resnet101-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -28,22 +28,22 @@
28
  "universal_assets": {
29
  "onnx": {
30
  "tool_versions": {
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/resnet101/releases/v0.62.2/resnet101-onnx-w8a8.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/resnet101/releases/v0.62.2/resnet101-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
43
  "tool_versions": {
44
- "qairt": "2.45.0.260326154327"
45
  },
46
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.62.2/resnet101-tflite-w8a8.zip"
47
  }
48
  }
49
  }
 
1
  {
2
+ "version": "0.63.0",
3
  "precisions": {
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  "float": {
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  "universal_assets": {
6
  "onnx": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209",
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  "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.63.0/resnet101-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
+ "qairt": "2.50.0.260828221209"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.63.0/resnet101-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
+ "qairt": "2.50.0.260828221209"
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  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.63.0/resnet101-tflite-float.zip"
24
  }
25
  }
26
  },
 
28
  "universal_assets": {
29
  "onnx": {
30
  "tool_versions": {
31
+ "qairt": "2.50.0.260828221209",
32
  "onnx_runtime": "1.27.1"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.63.0/resnet101-onnx-w8a8.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
+ "qairt": "2.50.0.260828221209"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.63.0/resnet101-qnn_dlc-w8a8.zip"
41
  },
42
  "tflite": {
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  "tool_versions": {
44
+ "qairt": "2.50.0.260828221209"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet101/releases/v0.63.0/resnet101-tflite-w8a8.zip"
47
  }
48
  }
49
  }