Hugging Face's logo

qualcomm
/
Shufflenet-v2

Image Classification
PyTorch
LiteRT
ONNX
android
Model card Files Community
qaihm-bot commited on
Commit
97c8d04
·
verified ·
1 Parent(s): 914ed6a

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +72 -39
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  library_name: pytorch
3
- license: bsd-3-clause
4
  tags:
5
  - android
6
  pipeline_tag: image-classification
@@ -25,44 +25,77 @@ More details on model performance across various devices, can be found
25
 
26
  ### Model Details
27
 
28
- - **Model Type:** Image classification
29
  - **Model Stats:**
30
  - Model checkpoint: Imagenet
31
  - Input resolution: 224x224
32
  - Number of parameters: 1.36M
33
- - Model size: 5.25 MB
 
34
 
35
- | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
- | Shufflenet-v2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.698 ms | 0 - 28 MB | FP16 | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
38
- | Shufflenet-v2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.693 ms | 0 - 16 MB | FP16 | NPU | [Shufflenet-v2.so](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.so) |
39
- | Shufflenet-v2 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.976 ms | 0 - 13 MB | FP16 | NPU | [Shufflenet-v2.onnx](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.onnx) |
40
- | Shufflenet-v2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.449 ms | 0 - 28 MB | FP16 | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
41
- | Shufflenet-v2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.453 ms | 0 - 25 MB | FP16 | NPU | [Shufflenet-v2.so](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.so) |
42
- | Shufflenet-v2 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.598 ms | 0 - 23 MB | FP16 | NPU | [Shufflenet-v2.onnx](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.onnx) |
43
- | Shufflenet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.491 ms | 0 - 21 MB | FP16 | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
44
- | Shufflenet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.49 ms | 1 - 20 MB | FP16 | NPU | Use Export Script |
45
- | Shufflenet-v2 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.544 ms | 1 - 23 MB | FP16 | NPU | [Shufflenet-v2.onnx](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.onnx) |
46
- | Shufflenet-v2 | SA7255P ADP | SA7255P | TFLITE | 4.198 ms | 0 - 15 MB | FP16 | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
47
- | Shufflenet-v2 | SA7255P ADP | SA7255P | QNN | 4.077 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
48
- | Shufflenet-v2 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.692 ms | 0 - 28 MB | FP16 | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
49
- | Shufflenet-v2 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.686 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
50
- | Shufflenet-v2 | SA8295P ADP | SA8295P | TFLITE | 1.197 ms | 0 - 17 MB | FP16 | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
51
- | Shufflenet-v2 | SA8295P ADP | SA8295P | QNN | 1.177 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
52
- | Shufflenet-v2 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.703 ms | 0 - 28 MB | FP16 | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
53
- | Shufflenet-v2 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.694 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
54
- | Shufflenet-v2 | SA8775P ADP | SA8775P | TFLITE | 1.172 ms | 0 - 15 MB | FP16 | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
55
- | Shufflenet-v2 | SA8775P ADP | SA8775P | QNN | 1.124 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
56
- | Shufflenet-v2 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 4.198 ms | 0 - 15 MB | FP16 | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
57
- | Shufflenet-v2 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 4.077 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
58
- | Shufflenet-v2 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.692 ms | 0 - 26 MB | FP16 | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
59
- | Shufflenet-v2 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.692 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
60
- | Shufflenet-v2 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.172 ms | 0 - 15 MB | FP16 | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
61
- | Shufflenet-v2 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.124 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
62
- | Shufflenet-v2 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.861 ms | 0 - 30 MB | FP16 | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
63
- | Shufflenet-v2 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.88 ms | 1 - 23 MB | FP16 | NPU | Use Export Script |
64
- | Shufflenet-v2 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.832 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
65
- | Shufflenet-v2 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.02 ms | 3 - 3 MB | FP16 | NPU | [Shufflenet-v2.onnx](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
66
 
67
 
68
 
@@ -124,12 +157,12 @@ python -m qai_hub_models.models.shufflenet_v2.export
124
  Profiling Results
125
  ------------------------------------------------------------
126
  Shufflenet-v2
127
- Device : Samsung Galaxy S23 (13)
128
- Runtime : TFLITE
129
- Estimated inference time (ms) : 0.7
130
- Estimated peak memory usage (MB): [0, 28]
131
- Total # Ops : 159
132
- Compute Unit(s) : NPU (159 ops)
133
  ```
134
 
135
 
 
1
  ---
2
  library_name: pytorch
3
+ license: other
4
  tags:
5
  - android
6
  pipeline_tag: image-classification
 
25
 
26
  ### Model Details
27
 
28
+ - **Model Type:** Model_use_case.image_classification
29
  - **Model Stats:**
30
  - Model checkpoint: Imagenet
31
  - Input resolution: 224x224
32
  - Number of parameters: 1.36M
33
+ - Model size (float): 5.25 MB
34
+ - Model size (w8a8): 4.42 MB
35
 
36
+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Shufflenet-v2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.627 ms | 0 - 15 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
39
+ | Shufflenet-v2 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.598 ms | 1 - 11 MB | NPU | Use Export Script |
40
+ | Shufflenet-v2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.869 ms | 0 - 30 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
41
+ | Shufflenet-v2 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.303 ms | 1 - 23 MB | NPU | Use Export Script |
42
+ | Shufflenet-v2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.694 ms | 0 - 27 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
43
+ | Shufflenet-v2 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.692 ms | 1 - 3 MB | NPU | Use Export Script |
44
+ | Shufflenet-v2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.97 ms | 0 - 18 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
45
+ | Shufflenet-v2 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.923 ms | 1 - 15 MB | NPU | Use Export Script |
46
+ | Shufflenet-v2 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1.627 ms | 0 - 15 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
47
+ | Shufflenet-v2 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.598 ms | 1 - 11 MB | NPU | Use Export Script |
48
+ | Shufflenet-v2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.692 ms | 0 - 26 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
49
+ | Shufflenet-v2 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.69 ms | 1 - 3 MB | NPU | Use Export Script |
50
+ | Shufflenet-v2 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.232 ms | 0 - 19 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
51
+ | Shufflenet-v2 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.183 ms | 0 - 18 MB | NPU | Use Export Script |
52
+ | Shufflenet-v2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.692 ms | 0 - 27 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
53
+ | Shufflenet-v2 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.696 ms | 1 - 3 MB | NPU | Use Export Script |
54
+ | Shufflenet-v2 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.97 ms | 0 - 18 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
55
+ | Shufflenet-v2 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.923 ms | 1 - 15 MB | NPU | Use Export Script |
56
+ | Shufflenet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.697 ms | 0 - 28 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
57
+ | Shufflenet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.689 ms | 0 - 17 MB | NPU | Use Export Script |
58
+ | Shufflenet-v2 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.973 ms | 0 - 15 MB | NPU | [Shufflenet-v2.onnx](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.onnx) |
59
+ | Shufflenet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.451 ms | 0 - 28 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
60
+ | Shufflenet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.464 ms | 0 - 24 MB | NPU | Use Export Script |
61
+ | Shufflenet-v2 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.595 ms | 0 - 26 MB | NPU | [Shufflenet-v2.onnx](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.onnx) |
62
+ | Shufflenet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.444 ms | 0 - 21 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.tflite) |
63
+ | Shufflenet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.427 ms | 0 - 17 MB | NPU | Use Export Script |
64
+ | Shufflenet-v2 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.655 ms | 1 - 22 MB | NPU | [Shufflenet-v2.onnx](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.onnx) |
65
+ | Shufflenet-v2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.823 ms | 1 - 1 MB | NPU | Use Export Script |
66
+ | Shufflenet-v2 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.026 ms | 0 - 0 MB | NPU | [Shufflenet-v2.onnx](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2.onnx) |
67
+ | Shufflenet-v2 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 0.797 ms | 0 - 12 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
68
+ | Shufflenet-v2 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.08 ms | 0 - 10 MB | NPU | Use Export Script |
69
+ | Shufflenet-v2 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.424 ms | 0 - 24 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
70
+ | Shufflenet-v2 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.623 ms | 0 - 19 MB | NPU | Use Export Script |
71
+ | Shufflenet-v2 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.327 ms | 0 - 9 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
72
+ | Shufflenet-v2 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.475 ms | 0 - 2 MB | NPU | Use Export Script |
73
+ | Shufflenet-v2 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.522 ms | 0 - 14 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
74
+ | Shufflenet-v2 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.674 ms | 0 - 15 MB | NPU | Use Export Script |
75
+ | Shufflenet-v2 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 0.645 ms | 0 - 16 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
76
+ | Shufflenet-v2 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 1.066 ms | 0 - 12 MB | NPU | Use Export Script |
77
+ | Shufflenet-v2 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 7.248 ms | 0 - 8 MB | CPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
78
+ | Shufflenet-v2 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 0.797 ms | 0 - 12 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
79
+ | Shufflenet-v2 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.08 ms | 0 - 10 MB | NPU | Use Export Script |
80
+ | Shufflenet-v2 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.325 ms | 0 - 8 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
81
+ | Shufflenet-v2 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.473 ms | 0 - 2 MB | NPU | Use Export Script |
82
+ | Shufflenet-v2 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.647 ms | 0 - 17 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
83
+ | Shufflenet-v2 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.815 ms | 0 - 18 MB | NPU | Use Export Script |
84
+ | Shufflenet-v2 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.322 ms | 0 - 9 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
85
+ | Shufflenet-v2 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.469 ms | 0 - 2 MB | NPU | Use Export Script |
86
+ | Shufflenet-v2 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.522 ms | 0 - 14 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
87
+ | Shufflenet-v2 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.674 ms | 0 - 15 MB | NPU | Use Export Script |
88
+ | Shufflenet-v2 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.326 ms | 0 - 9 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
89
+ | Shufflenet-v2 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.471 ms | 0 - 9 MB | NPU | Use Export Script |
90
+ | Shufflenet-v2 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.794 ms | 0 - 8 MB | NPU | [Shufflenet-v2.onnx](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.onnx) |
91
+ | Shufflenet-v2 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.226 ms | 0 - 25 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
92
+ | Shufflenet-v2 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.34 ms | 0 - 25 MB | NPU | Use Export Script |
93
+ | Shufflenet-v2 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.532 ms | 0 - 26 MB | NPU | [Shufflenet-v2.onnx](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.onnx) |
94
+ | Shufflenet-v2 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.255 ms | 0 - 19 MB | NPU | [Shufflenet-v2.tflite](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.tflite) |
95
+ | Shufflenet-v2 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.316 ms | 0 - 18 MB | NPU | Use Export Script |
96
+ | Shufflenet-v2 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.597 ms | 0 - 21 MB | NPU | [Shufflenet-v2.onnx](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.onnx) |
97
+ | Shufflenet-v2 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.567 ms | 0 - 0 MB | NPU | Use Export Script |
98
+ | Shufflenet-v2 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.781 ms | 0 - 0 MB | NPU | [Shufflenet-v2.onnx](https://huggingface.co/qualcomm/Shufflenet-v2/blob/main/Shufflenet-v2_w8a8.onnx) |
99
 
100
 
101
 
 
157
  Profiling Results
158
  ------------------------------------------------------------
159
  Shufflenet-v2
160
+ Device : cs_8275 (ANDROID 14)
161
+ Runtime : TFLITE
162
+ Estimated inference time (ms) : 1.6
163
+ Estimated peak memory usage (MB): [0, 15]
164
+ Total # Ops : 159
165
+ Compute Unit(s) : npu (159 ops) gpu (0 ops) cpu (0 ops)
166
  ```
167
 
168