qaihm-bot commited on
Commit
015336c
·
verified ·
1 Parent(s): 165d549

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +26 -26
README.md CHANGED
@@ -35,31 +35,31 @@ 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
- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.408 ms | 0 - 240 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
39
- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.538 ms | 0 - 159 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
40
- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.564 ms | 1 - 3 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
41
- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.429 ms | 1 - 39 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
42
- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.489 ms | 1 - 37 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
43
- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.514 ms | 0 - 118 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
44
- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.384 ms | 0 - 35 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
45
- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.406 ms | 1 - 32 MB | FP16 | NPU | Use Export Script |
46
- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.512 ms | 0 - 46 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
47
- | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.397 ms | 0 - 240 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
48
- | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.278 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
49
- | ResNet101 | SA7255P ADP | SA7255P | TFLITE | 135.374 ms | 0 - 32 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
50
- | ResNet101 | SA7255P ADP | SA7255P | QNN | 136.379 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
51
- | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.396 ms | 0 - 250 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
52
- | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.317 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
53
- | ResNet101 | SA8295P ADP | SA8295P | TFLITE | 5.717 ms | 0 - 21 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
54
- | ResNet101 | SA8295P ADP | SA8295P | QNN | 6.207 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
55
- | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.413 ms | 0 - 230 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
56
- | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.352 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
57
- | ResNet101 | SA8775P ADP | SA8775P | TFLITE | 6.657 ms | 0 - 33 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
58
- | ResNet101 | SA8775P ADP | SA8775P | QNN | 6.703 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
59
- | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.774 ms | 0 - 25 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
60
- | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.808 ms | 1 - 24 MB | FP16 | NPU | Use Export Script |
61
- | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.475 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
62
- | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.513 ms | 88 - 88 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
63
 
64
 
65
 
@@ -124,7 +124,7 @@ ResNet101
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 3.4
127
- Estimated peak memory usage (MB): [0, 240]
128
  Total # Ops : 147
129
  Compute Unit(s) : NPU (147 ops)
130
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.406 ms | 0 - 270 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
39
+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.462 ms | 0 - 190 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
40
+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.58 ms | 0 - 206 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
41
+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.424 ms | 0 - 38 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
42
+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.501 ms | 1 - 38 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
43
+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.63 ms | 0 - 41 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
44
+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.342 ms | 0 - 37 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
45
+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.052 ms | 0 - 36 MB | FP16 | NPU | Use Export Script |
46
+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.515 ms | 0 - 36 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
47
+ | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.355 ms | 0 - 270 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
48
+ | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.293 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
49
+ | ResNet101 | SA7255P ADP | SA7255P | TFLITE | 135.356 ms | 0 - 32 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
50
+ | ResNet101 | SA7255P ADP | SA7255P | QNN | 136.392 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
51
+ | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.385 ms | 0 - 270 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
52
+ | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.324 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
53
+ | ResNet101 | SA8295P ADP | SA8295P | TFLITE | 5.706 ms | 0 - 24 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
54
+ | ResNet101 | SA8295P ADP | SA8295P | QNN | 5.726 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
55
+ | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.41 ms | 0 - 200 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
56
+ | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.303 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
57
+ | ResNet101 | SA8775P ADP | SA8775P | TFLITE | 6.615 ms | 0 - 32 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
58
+ | ResNet101 | SA8775P ADP | SA8775P | QNN | 6.689 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
59
+ | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.746 ms | 0 - 28 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
60
+ | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.84 ms | 1 - 30 MB | FP16 | NPU | Use Export Script |
61
+ | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.462 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
62
+ | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.484 ms | 88 - 88 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
63
 
64
 
65
 
 
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 3.4
127
+ Estimated peak memory usage (MB): [0, 270]
128
  Total # Ops : 147
129
  Compute Unit(s) : NPU (147 ops)
130
  ```