shreyajn commited on
Commit
b7d3422
·
verified ·
1 Parent(s): 528e52d

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +33 -47
README.md CHANGED
@@ -35,38 +35,38 @@ 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
- | QuickSRNetSmall-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.056 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
39
- | QuickSRNetSmall-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.355 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.so) |
40
- | QuickSRNetSmall-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.936 ms | 0 - 14 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
41
- | QuickSRNetSmall-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.902 ms | 0 - 21 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
42
- | QuickSRNetSmall-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.22 ms | 0 - 17 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.so) |
43
- | QuickSRNetSmall-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.242 ms | 0 - 25 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
44
- | QuickSRNetSmall-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.377 ms | 0 - 17 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
45
- | QuickSRNetSmall-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.197 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
46
- | QuickSRNetSmall-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.142 ms | 0 - 16 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
47
- | QuickSRNetSmall-Quantized | SA7255P ADP | SA7255P | TFLITE | 3.566 ms | 2 - 11 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
48
- | QuickSRNetSmall-Quantized | SA7255P ADP | SA7255P | QNN | 1.592 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
49
- | QuickSRNetSmall-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.055 ms | 0 - 6 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
50
- | QuickSRNetSmall-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.34 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
51
- | QuickSRNetSmall-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.853 ms | 0 - 19 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
52
- | QuickSRNetSmall-Quantized | SA8295P ADP | SA8295P | QNN | 0.676 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
53
- | QuickSRNetSmall-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.048 ms | 0 - 6 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
54
- | QuickSRNetSmall-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.358 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
55
- | QuickSRNetSmall-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.035 ms | 0 - 9 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
56
- | QuickSRNetSmall-Quantized | SA8775P ADP | SA8775P | QNN | 0.643 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
57
- | QuickSRNetSmall-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.125 ms | 1 - 19 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
58
- | QuickSRNetSmall-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 0.825 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
59
- | QuickSRNetSmall-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 11.13 ms | 2 - 5 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
60
- | QuickSRNetSmall-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 3.566 ms | 2 - 11 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
61
- | QuickSRNetSmall-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 1.592 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
62
- | QuickSRNetSmall-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.045 ms | 0 - 6 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
63
- | QuickSRNetSmall-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.34 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
64
- | QuickSRNetSmall-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.035 ms | 0 - 9 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
65
- | QuickSRNetSmall-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.643 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
66
- | QuickSRNetSmall-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.19 ms | 2 - 24 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.tflite) |
67
- | QuickSRNetSmall-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.515 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
68
- | QuickSRNetSmall-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.453 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
69
- | QuickSRNetSmall-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.113 ms | 15 - 15 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall-Quantized.onnx) |
70
 
71
 
72
 
@@ -127,7 +127,7 @@ python -m qai_hub_models.models.quicksrnetsmall_quantized.export
127
  ```
128
  Profiling Results
129
  ------------------------------------------------------------
130
- QuickSRNetSmall-Quantized
131
  Device : Samsung Galaxy S23 (13)
132
  Runtime : TFLITE
133
  Estimated inference time (ms) : 1.1
@@ -215,20 +215,6 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
215
 
216
 
217
 
218
- ## Run demo on a cloud-hosted device
219
-
220
- You can also run the demo on-device.
221
-
222
- ```bash
223
- python -m qai_hub_models.models.quicksrnetsmall_quantized.demo --on-device
224
- ```
225
-
226
- **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
227
- environment, please add the following to your cell (instead of the above).
228
- ```
229
- %run -m qai_hub_models.models.quicksrnetsmall_quantized.demo -- --on-device
230
- ```
231
-
232
 
233
  ## Deploying compiled model to Android
234
 
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | QuickSRNetSmall | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.068 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
39
+ | QuickSRNetSmall | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.345 ms | 0 - 2 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.so) |
40
+ | QuickSRNetSmall | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.337 ms | 11 - 23 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.onnx) |
41
+ | QuickSRNetSmall | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.872 ms | 0 - 21 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
42
+ | QuickSRNetSmall | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.217 ms | 0 - 19 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.so) |
43
+ | QuickSRNetSmall | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.311 ms | 0 - 18 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.onnx) |
44
+ | QuickSRNetSmall | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.309 ms | 0 - 17 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
45
+ | QuickSRNetSmall | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.244 ms | 0 - 16 MB | INT8 | NPU | Use Export Script |
46
+ | QuickSRNetSmall | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.115 ms | 0 - 17 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.onnx) |
47
+ | QuickSRNetSmall | SA7255P ADP | SA7255P | TFLITE | 5.601 ms | 1 - 11 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
48
+ | QuickSRNetSmall | SA7255P ADP | SA7255P | QNN | 1.626 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
49
+ | QuickSRNetSmall | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.076 ms | 0 - 2 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
50
+ | QuickSRNetSmall | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.345 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
51
+ | QuickSRNetSmall | SA8295P ADP | SA8295P | TFLITE | 1.839 ms | 0 - 19 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
52
+ | QuickSRNetSmall | SA8295P ADP | SA8295P | QNN | 0.655 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
53
+ | QuickSRNetSmall | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.062 ms | 0 - 3 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
54
+ | QuickSRNetSmall | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.36 ms | 0 - 4 MB | INT8 | NPU | Use Export Script |
55
+ | QuickSRNetSmall | SA8775P ADP | SA8775P | TFLITE | 2.075 ms | 0 - 10 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
56
+ | QuickSRNetSmall | SA8775P ADP | SA8775P | QNN | 0.639 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
57
+ | QuickSRNetSmall | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.123 ms | 0 - 19 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
58
+ | QuickSRNetSmall | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 0.82 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
59
+ | QuickSRNetSmall | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 11.028 ms | 2 - 4 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
60
+ | QuickSRNetSmall | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 5.601 ms | 1 - 11 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
61
+ | QuickSRNetSmall | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 1.626 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
62
+ | QuickSRNetSmall | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.053 ms | 0 - 4 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
63
+ | QuickSRNetSmall | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.362 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
64
+ | QuickSRNetSmall | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.075 ms | 0 - 10 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
65
+ | QuickSRNetSmall | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.639 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
66
+ | QuickSRNetSmall | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.132 ms | 1 - 25 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.tflite) |
67
+ | QuickSRNetSmall | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.517 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
68
+ | QuickSRNetSmall | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.45 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
69
+ | QuickSRNetSmall | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.883 ms | 14 - 14 MB | INT8 | NPU | [QuickSRNetSmall-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall-Quantized/blob/main/QuickSRNetSmall.onnx) |
70
 
71
 
72
 
 
127
  ```
128
  Profiling Results
129
  ------------------------------------------------------------
130
+ QuickSRNetSmall
131
  Device : Samsung Galaxy S23 (13)
132
  Runtime : TFLITE
133
  Estimated inference time (ms) : 1.1
 
215
 
216
 
217
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
218
 
219
  ## Deploying compiled model to Android
220