qaihm-bot commited on
Commit
1351519
·
verified ·
1 Parent(s): 592aa82

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +31 -31
README.md CHANGED
@@ -35,35 +35,35 @@ More details on model performance across various devices, can be found
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
- | VIT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 17.378 ms | 0 - 47 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
39
- | VIT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 15.795 ms | 1 - 3 MB | FP16 | NPU | [VIT.so](https://huggingface.co/qualcomm/VIT/blob/main/VIT.so) |
40
- | VIT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.883 ms | 0 - 358 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
41
- | VIT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.059 ms | 0 - 63 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
42
- | VIT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 11.111 ms | 1 - 16 MB | FP16 | NPU | [VIT.so](https://huggingface.co/qualcomm/VIT/blob/main/VIT.so) |
43
- | VIT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.668 ms | 1 - 49 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
44
- | VIT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 11.4 ms | 0 - 64 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
45
- | VIT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 11.664 ms | 0 - 61 MB | FP16 | NPU | Use Export Script |
46
- | VIT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.671 ms | 0 - 44 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
47
- | VIT | SA7255P ADP | SA7255P | TFLITE | 258.592 ms | 0 - 58 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
48
- | VIT | SA7255P ADP | SA7255P | QNN | 252.171 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
49
- | VIT | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 17.36 ms | 0 - 48 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
50
- | VIT | SA8255 (Proxy) | SA8255P Proxy | QNN | 15.812 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
51
- | VIT | SA8295P ADP | SA8295P | TFLITE | 27.693 ms | 0 - 54 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
52
- | VIT | SA8295P ADP | SA8295P | QNN | 22.985 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
53
- | VIT | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 17.341 ms | 0 - 48 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
54
- | VIT | SA8650 (Proxy) | SA8650P Proxy | QNN | 15.792 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
55
- | VIT | SA8775P ADP | SA8775P | TFLITE | 24.607 ms | 0 - 58 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
56
- | VIT | SA8775P ADP | SA8775P | QNN | 22.786 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
57
- | VIT | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 258.592 ms | 0 - 58 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
58
- | VIT | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 252.171 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
59
- | VIT | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 17.332 ms | 0 - 49 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
60
- | VIT | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 15.794 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
61
- | VIT | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 24.607 ms | 0 - 58 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
62
- | VIT | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 22.786 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
63
- | VIT | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.68 ms | 0 - 59 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
64
- | VIT | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 23.826 ms | 1 - 57 MB | FP16 | NPU | Use Export Script |
65
- | VIT | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 16.225 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
- | VIT | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 20.509 ms | 172 - 172 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
67
 
68
 
69
 
@@ -127,8 +127,8 @@ Profiling Results
127
  VIT
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
- Estimated inference time (ms) : 17.4
131
- Estimated peak memory usage (MB): [0, 47]
132
  Total # Ops : 1579
133
  Compute Unit(s) : NPU (1579 ops)
134
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | VIT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 13.183 ms | 0 - 18 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
39
+ | VIT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 13.979 ms | 0 - 2 MB | FP16 | NPU | [VIT.so](https://huggingface.co/qualcomm/VIT/blob/main/VIT.so) |
40
+ | VIT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.341 ms | 0 - 355 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
41
+ | VIT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 9.068 ms | 0 - 284 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
42
+ | VIT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 9.664 ms | 1 - 19 MB | FP16 | NPU | [VIT.so](https://huggingface.co/qualcomm/VIT/blob/main/VIT.so) |
43
+ | VIT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.001 ms | 0 - 76 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
44
+ | VIT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 8.286 ms | 0 - 282 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
45
+ | VIT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 8.93 ms | 1 - 292 MB | FP16 | NPU | Use Export Script |
46
+ | VIT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 9.165 ms | 0 - 71 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
47
+ | VIT | SA7255P ADP | SA7255P | TFLITE | 249.934 ms | 0 - 278 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
48
+ | VIT | SA7255P ADP | SA7255P | QNN | 248.897 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
49
+ | VIT | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 12.831 ms | 0 - 34 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
50
+ | VIT | SA8255 (Proxy) | SA8255P Proxy | QNN | 13.947 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
51
+ | VIT | SA8295P ADP | SA8295P | TFLITE | 21.013 ms | 0 - 281 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
52
+ | VIT | SA8295P ADP | SA8295P | QNN | 20.418 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
53
+ | VIT | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 12.82 ms | 0 - 38 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
54
+ | VIT | SA8650 (Proxy) | SA8650P Proxy | QNN | 13.979 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
55
+ | VIT | SA8775P ADP | SA8775P | TFLITE | 19.832 ms | 0 - 279 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
56
+ | VIT | SA8775P ADP | SA8775P | QNN | 20.575 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
57
+ | VIT | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 249.934 ms | 0 - 278 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
58
+ | VIT | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 248.897 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
59
+ | VIT | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 13.212 ms | 0 - 17 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
60
+ | VIT | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 13.969 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
61
+ | VIT | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 19.832 ms | 0 - 279 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
62
+ | VIT | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 20.575 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
63
+ | VIT | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 18.706 ms | 0 - 291 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
64
+ | VIT | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 20.724 ms | 1 - 299 MB | FP16 | NPU | Use Export Script |
65
+ | VIT | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.822 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
+ | VIT | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.988 ms | 171 - 171 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
67
 
68
 
69
 
 
127
  VIT
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
+ Estimated inference time (ms) : 13.2
131
+ Estimated peak memory usage (MB): [0, 18]
132
  Total # Ops : 1579
133
  Compute Unit(s) : NPU (1579 ops)
134
  ```