Upload README.md with huggingface_hub
Browse files
README.md
CHANGED
@@ -25,44 +25,77 @@ More details on model performance across various devices, can be found
|
|
25 |
|
26 |
### Model Details
|
27 |
|
28 |
-
- **Model Type:**
|
29 |
- **Model Stats:**
|
30 |
- Model checkpoint: quicksrnet_small_3x_checkpoint
|
31 |
- Input resolution: 128x128
|
32 |
- Number of parameters: 27.2K
|
33 |
-
- Model size: 110 KB
|
|
|
34 |
|
35 |
-
| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) |
|
36 |
|---|---|---|---|---|---|---|---|---|
|
37 |
-
| QuickSRNetSmall |
|
38 |
-
| QuickSRNetSmall |
|
39 |
-
| QuickSRNetSmall |
|
40 |
-
| QuickSRNetSmall |
|
41 |
-
| QuickSRNetSmall |
|
42 |
-
| QuickSRNetSmall |
|
43 |
-
| QuickSRNetSmall |
|
44 |
-
| QuickSRNetSmall |
|
45 |
-
| QuickSRNetSmall |
|
46 |
-
| QuickSRNetSmall | SA7255P ADP | SA7255P |
|
47 |
-
| QuickSRNetSmall |
|
48 |
-
| QuickSRNetSmall | SA8255 (Proxy) | SA8255P Proxy |
|
49 |
-
| QuickSRNetSmall |
|
50 |
-
| QuickSRNetSmall | SA8295P ADP | SA8295P |
|
51 |
-
| QuickSRNetSmall |
|
52 |
-
| QuickSRNetSmall | SA8650 (Proxy) | SA8650P Proxy |
|
53 |
-
| QuickSRNetSmall |
|
54 |
-
| QuickSRNetSmall | SA8775P ADP | SA8775P |
|
55 |
-
| QuickSRNetSmall |
|
56 |
-
| QuickSRNetSmall |
|
57 |
-
| QuickSRNetSmall |
|
58 |
-
| QuickSRNetSmall |
|
59 |
-
| QuickSRNetSmall |
|
60 |
-
| QuickSRNetSmall |
|
61 |
-
| QuickSRNetSmall |
|
62 |
-
| QuickSRNetSmall |
|
63 |
-
| QuickSRNetSmall |
|
64 |
-
| QuickSRNetSmall | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.
|
65 |
-
| QuickSRNetSmall | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
66 |
|
67 |
|
68 |
|
@@ -124,12 +157,12 @@ python -m qai_hub_models.models.quicksrnetsmall.export
|
|
124 |
Profiling Results
|
125 |
------------------------------------------------------------
|
126 |
QuickSRNetSmall
|
127 |
-
Device :
|
128 |
-
Runtime : TFLITE
|
129 |
-
Estimated inference time (ms) :
|
130 |
-
Estimated peak memory usage (MB): [
|
131 |
-
Total # Ops : 11
|
132 |
-
Compute Unit(s) :
|
133 |
```
|
134 |
|
135 |
|
|
|
25 |
|
26 |
### Model Details
|
27 |
|
28 |
+
- **Model Type:** Model_use_case.super_resolution
|
29 |
- **Model Stats:**
|
30 |
- Model checkpoint: quicksrnet_small_3x_checkpoint
|
31 |
- Input resolution: 128x128
|
32 |
- Number of parameters: 27.2K
|
33 |
+
- Model size (float): 110 KB
|
34 |
+
- Model size (w8a8): 34.9 KB
|
35 |
|
36 |
+
| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
|
37 |
|---|---|---|---|---|---|---|---|---|
|
38 |
+
| QuickSRNetSmall | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.256 ms | 6 - 16 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
39 |
+
| QuickSRNetSmall | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.001 ms | 0 - 10 MB | NPU | Use Export Script |
|
40 |
+
| QuickSRNetSmall | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.778 ms | 0 - 20 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
41 |
+
| QuickSRNetSmall | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.108 ms | 0 - 27 MB | NPU | Use Export Script |
|
42 |
+
| QuickSRNetSmall | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.302 ms | 0 - 4 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
43 |
+
| QuickSRNetSmall | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.768 ms | 0 - 3 MB | NPU | Use Export Script |
|
44 |
+
| QuickSRNetSmall | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.086 ms | 0 - 14 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
45 |
+
| QuickSRNetSmall | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.138 ms | 0 - 15 MB | NPU | Use Export Script |
|
46 |
+
| QuickSRNetSmall | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.256 ms | 6 - 16 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
47 |
+
| QuickSRNetSmall | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.001 ms | 0 - 10 MB | NPU | Use Export Script |
|
48 |
+
| QuickSRNetSmall | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.32 ms | 0 - 3 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
49 |
+
| QuickSRNetSmall | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.788 ms | 0 - 11 MB | NPU | Use Export Script |
|
50 |
+
| QuickSRNetSmall | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.119 ms | 0 - 18 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
51 |
+
| QuickSRNetSmall | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.26 ms | 0 - 20 MB | NPU | Use Export Script |
|
52 |
+
| QuickSRNetSmall | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.374 ms | 0 - 3 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
53 |
+
| QuickSRNetSmall | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.871 ms | 0 - 2 MB | NPU | Use Export Script |
|
54 |
+
| QuickSRNetSmall | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.086 ms | 0 - 14 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
55 |
+
| QuickSRNetSmall | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.138 ms | 0 - 15 MB | NPU | Use Export Script |
|
56 |
+
| QuickSRNetSmall | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.322 ms | 0 - 4 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
57 |
+
| QuickSRNetSmall | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.812 ms | 0 - 3 MB | NPU | Use Export Script |
|
58 |
+
| QuickSRNetSmall | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.378 ms | 0 - 7 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
|
59 |
+
| QuickSRNetSmall | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.832 ms | 0 - 21 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
60 |
+
| QuickSRNetSmall | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.454 ms | 0 - 23 MB | NPU | Use Export Script |
|
61 |
+
| QuickSRNetSmall | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.818 ms | 0 - 24 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
|
62 |
+
| QuickSRNetSmall | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.777 ms | 0 - 16 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
63 |
+
| QuickSRNetSmall | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.531 ms | 0 - 23 MB | NPU | Use Export Script |
|
64 |
+
| QuickSRNetSmall | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.83 ms | 0 - 20 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
|
65 |
+
| QuickSRNetSmall | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.875 ms | 0 - 0 MB | NPU | Use Export Script |
|
66 |
+
| QuickSRNetSmall | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.407 ms | 8 - 8 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
|
67 |
+
| QuickSRNetSmall | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.37 ms | 2 - 11 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
68 |
+
| QuickSRNetSmall | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 0.826 ms | 0 - 10 MB | NPU | Use Export Script |
|
69 |
+
| QuickSRNetSmall | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.582 ms | 0 - 19 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
70 |
+
| QuickSRNetSmall | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.546 ms | 0 - 21 MB | NPU | Use Export Script |
|
71 |
+
| QuickSRNetSmall | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.059 ms | 0 - 6 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
72 |
+
| QuickSRNetSmall | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.34 ms | 0 - 2 MB | NPU | Use Export Script |
|
73 |
+
| QuickSRNetSmall | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.805 ms | 0 - 13 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
74 |
+
| QuickSRNetSmall | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.555 ms | 0 - 14 MB | NPU | Use Export Script |
|
75 |
+
| QuickSRNetSmall | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.128 ms | 1 - 18 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
76 |
+
| QuickSRNetSmall | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 0.822 ms | 0 - 11 MB | NPU | Use Export Script |
|
77 |
+
| QuickSRNetSmall | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 11.341 ms | 2 - 4 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
78 |
+
| QuickSRNetSmall | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.37 ms | 2 - 11 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
79 |
+
| QuickSRNetSmall | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 0.826 ms | 0 - 10 MB | NPU | Use Export Script |
|
80 |
+
| QuickSRNetSmall | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.171 ms | 2 - 5 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
81 |
+
| QuickSRNetSmall | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.346 ms | 0 - 2 MB | NPU | Use Export Script |
|
82 |
+
| QuickSRNetSmall | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.833 ms | 0 - 19 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
83 |
+
| QuickSRNetSmall | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.669 ms | 0 - 18 MB | NPU | Use Export Script |
|
84 |
+
| QuickSRNetSmall | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.066 ms | 2 - 8 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
85 |
+
| QuickSRNetSmall | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.342 ms | 0 - 2 MB | NPU | Use Export Script |
|
86 |
+
| QuickSRNetSmall | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.805 ms | 0 - 13 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
87 |
+
| QuickSRNetSmall | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.555 ms | 0 - 14 MB | NPU | Use Export Script |
|
88 |
+
| QuickSRNetSmall | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.074 ms | 0 - 6 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
89 |
+
| QuickSRNetSmall | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.342 ms | 0 - 3 MB | NPU | Use Export Script |
|
90 |
+
| QuickSRNetSmall | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.067 ms | 0 - 12 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.onnx) |
|
91 |
+
| QuickSRNetSmall | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.856 ms | 0 - 20 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
92 |
+
| QuickSRNetSmall | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.22 ms | 0 - 21 MB | NPU | Use Export Script |
|
93 |
+
| QuickSRNetSmall | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.411 ms | 0 - 19 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.onnx) |
|
94 |
+
| QuickSRNetSmall | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.132 ms | 0 - 16 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
95 |
+
| QuickSRNetSmall | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.273 ms | 0 - 17 MB | NPU | Use Export Script |
|
96 |
+
| QuickSRNetSmall | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.069 ms | 0 - 17 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.onnx) |
|
97 |
+
| QuickSRNetSmall | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.431 ms | 0 - 0 MB | NPU | Use Export Script |
|
98 |
+
| QuickSRNetSmall | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.912 ms | 14 - 14 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.onnx) |
|
99 |
|
100 |
|
101 |
|
|
|
157 |
Profiling Results
|
158 |
------------------------------------------------------------
|
159 |
QuickSRNetSmall
|
160 |
+
Device : cs_8275 (ANDROID 14)
|
161 |
+
Runtime : TFLITE
|
162 |
+
Estimated inference time (ms) : 4.3
|
163 |
+
Estimated peak memory usage (MB): [6, 16]
|
164 |
+
Total # Ops : 11
|
165 |
+
Compute Unit(s) : npu (8 ops) gpu (0 ops) cpu (3 ops)
|
166 |
```
|
167 |
|
168 |
|