Hugging Face's logo

qualcomm
/
VIT

Image Classification
PyTorch
backbone
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
d8f9804
·
verified ·
1 Parent(s): ac709b4

v0.31.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

Files changed (5) hide show
  1. .gitattributes +3 -0
  2. README.md +79 -65
  3. VIT.dlc +3 -0
  4. VIT_w8a16.dlc +3 -0
  5. VIT_w8a8.dlc +3 -0
.gitattributes CHANGED
@@ -35,3 +35,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
  VIT.so filter=lfs diff=lfs merge=lfs -text
37
  VIT_w8a8.so filter=lfs diff=lfs merge=lfs -text
 
 
 
 
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
  VIT.so filter=lfs diff=lfs merge=lfs -text
37
  VIT_w8a8.so filter=lfs diff=lfs merge=lfs -text
38
+ VIT.dlc filter=lfs diff=lfs merge=lfs -text
39
+ VIT_w8a16.dlc filter=lfs diff=lfs merge=lfs -text
40
+ VIT_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -35,70 +35,84 @@ More details on model performance across various devices, can be found
35
 
36
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
- | VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 249.1 ms | 0 - 315 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
39
- | VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 248.995 ms | 1 - 10 MB | NPU | Use Export Script |
40
- | VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.91 ms | 0 - 317 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
41
- | VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 21.232 ms | 0 - 316 MB | NPU | Use Export Script |
42
- | VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 13.083 ms | 0 - 15 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
43
- | VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 13.865 ms | 1 - 3 MB | NPU | Use Export Script |
44
- | VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 16.025 ms | 0 - 315 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
45
- | VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 16.89 ms | 1 - 10 MB | NPU | Use Export Script |
46
- | VIT | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 249.1 ms | 0 - 315 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
47
- | VIT | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 248.995 ms | 1 - 10 MB | NPU | Use Export Script |
48
- | VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 13.106 ms | 0 - 15 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
49
- | VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 13.886 ms | 1 - 4 MB | NPU | Use Export Script |
50
- | VIT | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 20.029 ms | 0 - 307 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
51
- | VIT | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 19.918 ms | 1 - 16 MB | NPU | Use Export Script |
52
- | VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 13.131 ms | 0 - 20 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
53
- | VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 13.943 ms | 1 - 4 MB | NPU | Use Export Script |
54
- | VIT | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 16.025 ms | 0 - 315 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
55
- | VIT | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 16.89 ms | 1 - 10 MB | NPU | Use Export Script |
56
- | VIT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 12.749 ms | 0 - 34 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
57
- | VIT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 13.849 ms | 0 - 28 MB | NPU | Use Export Script |
58
- | VIT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.585 ms | 0 - 293 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
59
- | VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 9.013 ms | 0 - 323 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
60
- | VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 9.579 ms | 1 - 333 MB | NPU | Use Export Script |
61
- | VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.249 ms | 138 - 474 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
62
- | VIT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 8.255 ms | 0 - 319 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
63
- | VIT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 8.028 ms | 1 - 312 MB | NPU | Use Export Script |
64
- | VIT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 7.826 ms | 1 - 321 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
65
- | VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.611 ms | 1 - 1 MB | NPU | Use Export Script |
66
- | VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.889 ms | 171 - 171 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
67
- | VIT | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 154.348 ms | 652 - 904 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx) |
68
- | VIT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 120.86 ms | 672 - 832 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx) |
69
- | VIT | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 116.224 ms | 678 - 809 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx) |
70
- | VIT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 169.671 ms | 922 - 922 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx) |
71
- | VIT | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 53.751 ms | 0 - 51 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
72
- | VIT | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 205.911 ms | 0 - 10 MB | NPU | Use Export Script |
73
- | VIT | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 13.227 ms | 0 - 59 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
74
- | VIT | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 14.52 ms | 0 - 201 MB | NPU | Use Export Script |
75
- | VIT | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 12.431 ms | 0 - 44 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
76
- | VIT | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 10.613 ms | 0 - 2 MB | NPU | Use Export Script |
77
- | VIT | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 12.873 ms | 0 - 51 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
78
- | VIT | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 9.671 ms | 0 - 10 MB | NPU | Use Export Script |
79
- | VIT | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 51.37 ms | 2 - 45 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
80
- | VIT | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 79.083 ms | 0 - 12 MB | NPU | Use Export Script |
81
- | VIT | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 53.751 ms | 0 - 51 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
82
- | VIT | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 205.911 ms | 0 - 10 MB | NPU | Use Export Script |
83
- | VIT | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 12.564 ms | 0 - 21 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
84
- | VIT | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 10.668 ms | 0 - 2 MB | NPU | Use Export Script |
85
- | VIT | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 15.111 ms | 0 - 54 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
86
- | VIT | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 16.868 ms | 0 - 17 MB | NPU | Use Export Script |
87
- | VIT | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 12.595 ms | 0 - 19 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
88
- | VIT | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 10.645 ms | 0 - 2 MB | NPU | Use Export Script |
89
- | VIT | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 12.873 ms | 0 - 51 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
90
- | VIT | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 9.671 ms | 0 - 10 MB | NPU | Use Export Script |
91
- | VIT | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 12.493 ms | 0 - 20 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
92
- | VIT | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 10.598 ms | 0 - 32 MB | NPU | Use Export Script |
93
- | VIT | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 28.306 ms | 0 - 114 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx) |
94
- | VIT | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 8.944 ms | 0 - 56 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
95
- | VIT | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 7.082 ms | 0 - 163 MB | NPU | Use Export Script |
96
- | VIT | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 19.695 ms | 0 - 277 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx) |
97
- | VIT | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 6.133 ms | 0 - 58 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
98
- | VIT | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 5.766 ms | 0 - 263 MB | NPU | Use Export Script |
99
- | VIT | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 14.788 ms | 0 - 254 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx) |
100
- | VIT | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.218 ms | 1 - 1 MB | NPU | Use Export Script |
101
- | VIT | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 34.257 ms | 88 - 88 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
102
 
103
 
104
 
@@ -162,7 +176,7 @@ Profiling Results
162
  VIT
163
  Device : cs_8275 (ANDROID 14)
164
  Runtime : TFLITE
165
- Estimated inference time (ms) : 249.1
166
  Estimated peak memory usage (MB): [0, 315]
167
  Total # Ops : 1579
168
  Compute Unit(s) : npu (1579 ops) gpu (0 ops) cpu (0 ops)
 
35
 
36
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | VIT | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 43.891 ms | 0 - 315 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
39
+ | VIT | float | QCS8275 (Proxy) | Qualcomm�� QCS8275 (Proxy) | QNN_DLC | 45.176 ms | 0 - 324 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
40
+ | VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.891 ms | 0 - 321 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
41
+ | VIT | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 21.31 ms | 0 - 316 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
42
+ | VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 12.696 ms | 0 - 28 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
43
+ | VIT | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 13.809 ms | 0 - 32 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
44
+ | VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 16.043 ms | 0 - 315 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
45
+ | VIT | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 16.876 ms | 1 - 324 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
46
+ | VIT | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 43.891 ms | 0 - 315 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
47
+ | VIT | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 45.176 ms | 0 - 324 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
48
+ | VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 13.166 ms | 0 - 24 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
49
+ | VIT | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 13.828 ms | 0 - 31 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
50
+ | VIT | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 20.073 ms | 0 - 307 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
51
+ | VIT | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 19.819 ms | 1 - 327 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
52
+ | VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 12.733 ms | 0 - 26 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
53
+ | VIT | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 13.893 ms | 0 - 30 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
54
+ | VIT | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 16.043 ms | 0 - 315 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
55
+ | VIT | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 16.876 ms | 1 - 324 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
56
+ | VIT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 12.72 ms | 0 - 13 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
57
+ | VIT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 13.859 ms | 0 - 28 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
58
+ | VIT | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.382 ms | 0 - 354 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
59
+ | VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 8.994 ms | 0 - 319 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
60
+ | VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 9.587 ms | 38 - 370 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
61
+ | VIT | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.286 ms | 1 - 336 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
62
+ | VIT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 8.262 ms | 0 - 319 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
63
+ | VIT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 8.024 ms | 1 - 314 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
64
+ | VIT | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 7.679 ms | 1 - 321 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
65
+ | VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 16.174 ms | 1116 - 1116 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT.dlc) |
66
+ | VIT | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.868 ms | 171 - 171 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
67
+ | VIT | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 64.945 ms | 0 - 194 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
68
+ | VIT | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 54.193 ms | 0 - 217 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
69
+ | VIT | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 25.843 ms | 0 - 50 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
70
+ | VIT | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 22.764 ms | 0 - 193 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
71
+ | VIT | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 204.364 ms | 0 - 1746 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
72
+ | VIT | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 64.945 ms | 0 - 194 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
73
+ | VIT | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 25.66 ms | 0 - 48 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
74
+ | VIT | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 36.87 ms | 0 - 218 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
75
+ | VIT | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 25.89 ms | 0 - 49 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
76
+ | VIT | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 22.764 ms | 0 - 193 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
77
+ | VIT | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 25.997 ms | 0 - 48 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
78
+ | VIT | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 154.774 ms | 648 - 864 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx) |
79
+ | VIT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 19.578 ms | 33 - 232 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
80
+ | VIT | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 120.519 ms | 667 - 828 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx) |
81
+ | VIT | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 16.278 ms | 0 - 191 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
82
+ | VIT | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 116.506 ms | 672 - 802 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx) |
83
+ | VIT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 27.85 ms | 363 - 363 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.dlc) |
84
+ | VIT | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 171.672 ms | 922 - 922 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a16.onnx) |
85
+ | VIT | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 25.051 ms | 0 - 51 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
86
+ | VIT | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 30.628 ms | 0 - 163 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
87
+ | VIT | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 13.202 ms | 0 - 60 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
88
+ | VIT | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 14.188 ms | 0 - 201 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
89
+ | VIT | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 12.463 ms | 0 - 20 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
90
+ | VIT | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 10.635 ms | 0 - 29 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
91
+ | VIT | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 12.831 ms | 0 - 51 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
92
+ | VIT | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 9.662 ms | 0 - 253 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
93
+ | VIT | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 85.312 ms | 2 - 45 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
94
+ | VIT | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 80.304 ms | 0 - 560 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
95
+ | VIT | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 25.051 ms | 0 - 51 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
96
+ | VIT | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 30.628 ms | 0 - 163 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
97
+ | VIT | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 12.589 ms | 0 - 21 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
98
+ | VIT | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 10.576 ms | 0 - 28 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
99
+ | VIT | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 15.122 ms | 0 - 54 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
100
+ | VIT | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 16.878 ms | 0 - 168 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
101
+ | VIT | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 12.513 ms | 0 - 37 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
102
+ | VIT | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 10.609 ms | 0 - 28 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
103
+ | VIT | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 12.831 ms | 0 - 51 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
104
+ | VIT | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 9.662 ms | 0 - 253 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
105
+ | VIT | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 12.582 ms | 0 - 42 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
106
+ | VIT | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 10.604 ms | 0 - 27 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
107
+ | VIT | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 28.376 ms | 0 - 120 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx) |
108
+ | VIT | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 8.941 ms | 0 - 58 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
109
+ | VIT | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 7.023 ms | 0 - 168 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
110
+ | VIT | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 19.854 ms | 0 - 273 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx) |
111
+ | VIT | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 7.375 ms | 0 - 55 MB | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.tflite) |
112
+ | VIT | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 6.094 ms | 0 - 264 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
113
+ | VIT | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 14.828 ms | 0 - 255 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx) |
114
+ | VIT | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 12.218 ms | 444 - 444 MB | NPU | [VIT.dlc](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.dlc) |
115
+ | VIT | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 34.254 ms | 88 - 88 MB | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT_w8a8.onnx) |
116
 
117
 
118
 
 
176
  VIT
177
  Device : cs_8275 (ANDROID 14)
178
  Runtime : TFLITE
179
+ Estimated inference time (ms) : 43.9
180
  Estimated peak memory usage (MB): [0, 315]
181
  Total # Ops : 1579
182
  Compute Unit(s) : npu (1579 ops) gpu (0 ops) cpu (0 ops)
VIT.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aa1a401a59a0193648ee28b92fc82b4bd40cd76b8ef9bd49d077d78f0562c230
3
+ size 347070723
VIT_w8a16.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9d9c85e04c55a2104f8b184e4ed88ebc60e4c182e8985e5bb56374eed5a59d44
3
+ size 90385878
VIT_w8a8.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3c50640c1e377b77b5e788ec0214608ca8743e7d17fc57cae3d05ee3eda30099
3
+ size 90008015