qaihm-bot commited on
Commit
d30b70f
·
verified ·
1 Parent(s): 7c99586

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +30 -30
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
- | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.926 ms | 0 - 37 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
39
- | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.804 ms | 1 - 3 MB | FP16 | NPU | [DenseNet-121.so](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.so) |
40
- | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.918 ms | 0 - 56 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
41
- | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.291 ms | 0 - 26 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
42
- | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.26 ms | 0 - 18 MB | FP16 | NPU | [DenseNet-121.so](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.so) |
43
- | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.319 ms | 0 - 42 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
44
- | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.234 ms | 0 - 29 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
45
- | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.267 ms | 1 - 31 MB | FP16 | NPU | Use Export Script |
46
- | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.33 ms | 1 - 26 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
47
- | DenseNet-121 | SA7255P ADP | SA7255P | TFLITE | 53.292 ms | 0 - 17 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
48
- | DenseNet-121 | SA7255P ADP | SA7255P | QNN | 53.501 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
49
- | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.924 ms | 0 - 48 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
50
- | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.804 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
51
- | DenseNet-121 | SA8295P ADP | SA8295P | TFLITE | 3.304 ms | 0 - 19 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
52
- | DenseNet-121 | SA8295P ADP | SA8295P | QNN | 3.918 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
53
- | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.93 ms | 0 - 48 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
54
- | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.8 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
55
- | DenseNet-121 | SA8775P ADP | SA8775P | TFLITE | 3.652 ms | 0 - 18 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
56
- | DenseNet-121 | SA8775P ADP | SA8775P | QNN | 3.571 ms | 0 - 7 MB | FP16 | NPU | Use Export Script |
57
- | DenseNet-121 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 53.292 ms | 0 - 17 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
58
- | DenseNet-121 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 53.501 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
59
- | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.925 ms | 0 - 49 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
60
- | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.794 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
61
- | DenseNet-121 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.652 ms | 0 - 18 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
62
- | DenseNet-121 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.571 ms | 0 - 7 MB | FP16 | NPU | Use Export Script |
63
- | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.601 ms | 0 - 24 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
64
- | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.706 ms | 1 - 23 MB | FP16 | NPU | Use Export Script |
65
- | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.035 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
- | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.004 ms | 17 - 17 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
67
 
68
 
69
 
@@ -128,7 +128,7 @@ DenseNet-121
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 1.9
131
- Estimated peak memory usage (MB): [0, 37]
132
  Total # Ops : 312
133
  Compute Unit(s) : NPU (312 ops)
134
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.895 ms | 0 - 97 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
39
+ | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.731 ms | 1 - 3 MB | FP16 | NPU | [DenseNet-121.so](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.so) |
40
+ | DenseNet-121 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.951 ms | 0 - 43 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
41
+ | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.241 ms | 0 - 54 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
42
+ | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.194 ms | 0 - 20 MB | FP16 | NPU | [DenseNet-121.so](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.so) |
43
+ | DenseNet-121 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.25 ms | 0 - 61 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
44
+ | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.14 ms | 0 - 41 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
45
+ | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.13 ms | 1 - 27 MB | FP16 | NPU | Use Export Script |
46
+ | DenseNet-121 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.256 ms | 1 - 28 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
47
+ | DenseNet-121 | SA7255P ADP | SA7255P | TFLITE | 53.189 ms | 0 - 34 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
48
+ | DenseNet-121 | SA7255P ADP | SA7255P | QNN | 53.243 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
49
+ | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.9 ms | 0 - 98 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
50
+ | DenseNet-121 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.731 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
51
+ | DenseNet-121 | SA8295P ADP | SA8295P | TFLITE | 3.327 ms | 0 - 38 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
52
+ | DenseNet-121 | SA8295P ADP | SA8295P | QNN | 3.135 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
53
+ | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.906 ms | 0 - 98 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
54
+ | DenseNet-121 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.735 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
55
+ | DenseNet-121 | SA8775P ADP | SA8775P | TFLITE | 3.569 ms | 0 - 35 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
56
+ | DenseNet-121 | SA8775P ADP | SA8775P | QNN | 3.309 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
57
+ | DenseNet-121 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 53.189 ms | 0 - 34 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
58
+ | DenseNet-121 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 53.243 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
59
+ | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.888 ms | 0 - 97 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
60
+ | DenseNet-121 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.729 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
61
+ | DenseNet-121 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.569 ms | 0 - 35 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
62
+ | DenseNet-121 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.309 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
63
+ | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.577 ms | 0 - 50 MB | FP16 | NPU | [DenseNet-121.tflite](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.tflite) |
64
+ | DenseNet-121 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.531 ms | 1 - 34 MB | FP16 | NPU | Use Export Script |
65
+ | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.956 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
+ | DenseNet-121 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.957 ms | 16 - 16 MB | FP16 | NPU | [DenseNet-121.onnx](https://huggingface.co/qualcomm/DenseNet-121/blob/main/DenseNet-121.onnx) |
67
 
68
 
69
 
 
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 1.9
131
+ Estimated peak memory usage (MB): [0, 97]
132
  Total # Ops : 312
133
  Compute Unit(s) : NPU (312 ops)
134
  ```