Hugging Face's logo

qualcomm
/
Swin-Small

Image Classification
PyTorch
LiteRT
backbone
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
29b8e9a
·
verified ·
1 Parent(s): 7734d6f

v0.34.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.34.0 for changelog.

Files changed (6) hide show
  1. README.md +28 -37
  2. Swin-Small_w8a16.dlc +1 -1
  3. precompiled/qualcomm-snapdragon-x-elite/Swin-Small.bin +1 -1
  4. precompiled/qualcomm-snapdragon-x-elite/Swin-Small.onnx.zip +2 -2
  5. precompiled/qualcomm-snapdragon-x-elite/Swin-Small_w8a16.onnx.zip +2 -2
  6. precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml +5 -0
README.md CHANGED
@@ -24,6 +24,7 @@ More details on model performance across various devices, can be found
24
  [here](https://aihub.qualcomm.com/models/swin_small).
25
 
26
 
 
27
  ### Model Details
28
 
29
  - **Model Type:** Model_use_case.image_classification
@@ -36,52 +37,52 @@ More details on model performance across various devices, can be found
36
 
37
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
- | Swin-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 44.82 ms | 0 - 277 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
40
  | Swin-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 39.173 ms | 1 - 248 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
41
- | Swin-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 23.849 ms | 0 - 271 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
42
  | Swin-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 24.465 ms | 1 - 245 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
43
- | Swin-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 18.904 ms | 0 - 30 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
44
  | Swin-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 16.534 ms | 0 - 55 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
45
- | Swin-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 21.075 ms | 0 - 278 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
46
  | Swin-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 18.383 ms | 0 - 521 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
47
- | Swin-Small | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 44.82 ms | 0 - 277 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
48
  | Swin-Small | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 39.173 ms | 1 - 248 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
49
- | Swin-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 19.118 ms | 0 - 31 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
50
  | Swin-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 16.504 ms | 0 - 56 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
51
- | Swin-Small | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 26.658 ms | 0 - 272 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
52
  | Swin-Small | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 23.439 ms | 1 - 245 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
53
- | Swin-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 19.146 ms | 0 - 32 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
54
  | Swin-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 16.52 ms | 0 - 58 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
55
- | Swin-Small | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 21.075 ms | 0 - 278 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
56
  | Swin-Small | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 18.383 ms | 0 - 521 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
57
- | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 19.016 ms | 0 - 28 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
58
  | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 16.566 ms | 0 - 59 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
59
  | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 16.175 ms | 1 - 38 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
60
- | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 12.585 ms | 0 - 281 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
61
  | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 10.714 ms | 1 - 768 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
62
  | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.932 ms | 1 - 739 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
63
- | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 12.478 ms | 0 - 270 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
64
  | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 9.809 ms | 1 - 254 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
65
  | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 9.849 ms | 1 - 516 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
66
  | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 19.435 ms | 634 - 634 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
67
  | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 18.449 ms | 100 - 100 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
68
- | Swin-Small | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 29.147 ms | 0 - 200 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
69
- | Swin-Small | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 19.15 ms | 0 - 215 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
70
- | Swin-Small | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 16.341 ms | 0 - 75 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
71
- | Swin-Small | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 16.71 ms | 0 - 200 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
72
- | Swin-Small | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 48.287 ms | 0 - 860 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
73
- | Swin-Small | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 29.147 ms | 0 - 200 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
74
- | Swin-Small | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 16.542 ms | 0 - 78 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
75
- | Swin-Small | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 19.155 ms | 0 - 204 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
76
- | Swin-Small | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 16.336 ms | 0 - 74 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
77
- | Swin-Small | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 16.71 ms | 0 - 200 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
78
- | Swin-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 16.384 ms | 0 - 74 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
79
  | Swin-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 102.226 ms | 259 - 358 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
80
- | Swin-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 10.84 ms | 0 - 218 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
81
  | Swin-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 72.858 ms | 291 - 522 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
82
- | Swin-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 7.962 ms | 0 - 198 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
83
  | Swin-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 64.398 ms | 269 - 474 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
84
- | Swin-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 18.945 ms | 175 - 175 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
85
  | Swin-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 98.155 ms | 463 - 463 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
86
 
87
 
@@ -140,17 +141,7 @@ device. This script does the following:
140
  ```bash
141
  python -m qai_hub_models.models.swin_small.export
142
  ```
143
- ```
144
- Profiling Results
145
- ------------------------------------------------------------
146
- Swin-Small
147
- Device : cs_8275 (ANDROID 14)
148
- Runtime : TFLITE
149
- Estimated inference time (ms) : 44.8
150
- Estimated peak memory usage (MB): [0, 277]
151
- Total # Ops : 1563
152
- Compute Unit(s) : npu (1563 ops) gpu (0 ops) cpu (0 ops)
153
- ```
154
 
155
 
156
  ## How does this work?
 
24
  [here](https://aihub.qualcomm.com/models/swin_small).
25
 
26
 
27
+
28
  ### Model Details
29
 
30
  - **Model Type:** Model_use_case.image_classification
 
37
 
38
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | Swin-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 44.672 ms | 0 - 278 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
41
  | Swin-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 39.173 ms | 1 - 248 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
42
+ | Swin-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 23.805 ms | 0 - 272 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
43
  | Swin-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 24.465 ms | 1 - 245 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
44
+ | Swin-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 18.881 ms | 0 - 33 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
45
  | Swin-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 16.534 ms | 0 - 55 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
46
+ | Swin-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 21.036 ms | 0 - 277 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
47
  | Swin-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 18.383 ms | 0 - 521 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
48
+ | Swin-Small | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 44.672 ms | 0 - 278 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
49
  | Swin-Small | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 39.173 ms | 1 - 248 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
50
+ | Swin-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 19.171 ms | 0 - 28 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
51
  | Swin-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 16.504 ms | 0 - 56 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
52
+ | Swin-Small | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 26.685 ms | 0 - 272 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
53
  | Swin-Small | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 23.439 ms | 1 - 245 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
54
+ | Swin-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 19.122 ms | 0 - 27 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
55
  | Swin-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 16.52 ms | 0 - 58 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
56
+ | Swin-Small | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 21.036 ms | 0 - 277 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
57
  | Swin-Small | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 18.383 ms | 0 - 521 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
58
+ | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 18.942 ms | 0 - 29 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
59
  | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 16.566 ms | 0 - 59 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
60
  | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 16.175 ms | 1 - 38 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
61
+ | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 12.669 ms | 0 - 278 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
62
  | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 10.714 ms | 1 - 768 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
63
  | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.932 ms | 1 - 739 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
64
+ | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 12.399 ms | 0 - 270 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
65
  | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 9.809 ms | 1 - 254 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
66
  | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 9.849 ms | 1 - 516 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
67
  | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 19.435 ms | 634 - 634 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
68
  | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 18.449 ms | 100 - 100 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
69
+ | Swin-Small | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 29.178 ms | 0 - 200 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
70
+ | Swin-Small | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 19.425 ms | 0 - 215 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
71
+ | Swin-Small | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 16.583 ms | 0 - 76 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
72
+ | Swin-Small | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 16.712 ms | 0 - 200 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
73
+ | Swin-Small | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 48.553 ms | 0 - 857 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
74
+ | Swin-Small | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 29.178 ms | 0 - 200 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
75
+ | Swin-Small | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 16.361 ms | 0 - 76 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
76
+ | Swin-Small | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 19.094 ms | 0 - 203 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
77
+ | Swin-Small | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 16.413 ms | 0 - 73 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
78
+ | Swin-Small | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 16.712 ms | 0 - 200 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
79
+ | Swin-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 16.544 ms | 0 - 76 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
80
  | Swin-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 102.226 ms | 259 - 358 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
81
+ | Swin-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 10.861 ms | 0 - 218 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
82
  | Swin-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 72.858 ms | 291 - 522 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
83
+ | Swin-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 9.639 ms | 0 - 197 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
84
  | Swin-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 64.398 ms | 269 - 474 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
85
+ | Swin-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 18.917 ms | 172 - 172 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.dlc) |
86
  | Swin-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 98.155 ms | 463 - 463 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
87
 
88
 
 
141
  ```bash
142
  python -m qai_hub_models.models.swin_small.export
143
  ```
144
+
 
 
 
 
 
 
 
 
 
 
145
 
146
 
147
  ## How does this work?
Swin-Small_w8a16.dlc CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:9af8354ea9d8bf98b0d3f2ee9dd57a46f25dbad8d47dc078fa94049a0a04c18c
3
  size 55066449
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:19a1e344f2855864d86e3c73e362bb4ab9d972a305a2a3f956c8641b82315007
3
  size 55066449
precompiled/qualcomm-snapdragon-x-elite/Swin-Small.bin CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:3b3978e27dc61f4bc9731c231c822cb40d55e33d7409ef11ff05691f593f9f69
3
  size 104954496
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4c89e036ddcd624127786034da2a78d3465689c6529cd57015c659c7b145fe2c
3
  size 104954496
precompiled/qualcomm-snapdragon-x-elite/Swin-Small.onnx.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:dbee77e895854524f19067879b86e0cf004a1830d5325292d65c4db165959ff3
3
- size 93554221
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aa7ab811e534e8a31a6d1bb0fd9b9ee6446536af9870af11880da05cee853ea1
3
+ size 93554045
precompiled/qualcomm-snapdragon-x-elite/Swin-Small_w8a16.onnx.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:ded980e7e6e17cdfeb6657785a5d25cba2c73eef9825ec42d87ac219f3bafdea
3
- size 47579906
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:132b959bcd3c800e884fe1334dc64604b8d0e1ba4056dc7c481b82bdb8ad1973
3
+ size 47579912
precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ sdk_versions:
2
+ qnn_context_binary:
3
+ qairt: 2.34.2.250528164111_119506
4
+ precompiled_qnn_onnx:
5
+ qairt: 2.33.2.250410134701_117956