Hugging Face's logo

qualcomm
/
Stable-Diffusion-v2.1

Unconditional Image Generation
PyTorch
generative_ai
android
Model card Files Community
1
qaihm-bot commited on
Commit
b9070a7
·
verified ·
1 Parent(s): 0b3aa24

v0.30.5

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (1) hide show
  1. README.md +63 -57
README.md CHANGED
@@ -36,52 +36,58 @@ More details on model performance across various devices, can be found
36
 
37
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
- | TextEncoderQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 15.888 ms | 0 - 9 MB | NPU | Use Export Script |
40
- | TextEncoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 6.611 ms | 0 - 2 MB | NPU | Use Export Script |
41
- | TextEncoderQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 6.807 ms | 0 - 9 MB | NPU | Use Export Script |
42
- | TextEncoderQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 15.888 ms | 0 - 9 MB | NPU | Use Export Script |
43
- | TextEncoderQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 6.599 ms | 0 - 3 MB | NPU | Use Export Script |
44
- | TextEncoderQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 6.635 ms | 0 - 3 MB | NPU | Use Export Script |
45
- | TextEncoderQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 6.807 ms | 0 - 9 MB | NPU | Use Export Script |
46
- | TextEncoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 6.618 ms | 0 - 3 MB | NPU | Use Export Script |
47
- | TextEncoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.887 ms | 0 - 390 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
48
- | TextEncoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 4.831 ms | 0 - 18 MB | NPU | Use Export Script |
49
- | TextEncoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.857 ms | 0 - 20 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
50
- | TextEncoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.185 ms | 0 - 14 MB | NPU | Use Export Script |
51
- | TextEncoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.657 ms | 0 - 14 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
52
- | TextEncoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.862 ms | 0 - 0 MB | NPU | Use Export Script |
53
- | TextEncoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.914 ms | 378 - 378 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
54
- | UnetQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 241.358 ms | 0 - 8 MB | NPU | Use Export Script |
55
- | UnetQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 97.251 ms | 0 - 2 MB | NPU | Use Export Script |
56
- | UnetQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 92.063 ms | 0 - 8 MB | NPU | Use Export Script |
57
- | UnetQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 241.358 ms | 0 - 8 MB | NPU | Use Export Script |
58
- | UnetQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 98.29 ms | 0 - 2 MB | NPU | Use Export Script |
59
- | UnetQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 97.645 ms | 0 - 2 MB | NPU | Use Export Script |
60
- | UnetQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 92.063 ms | 0 - 8 MB | NPU | Use Export Script |
61
- | UnetQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 97.33 ms | 0 - 3 MB | NPU | Use Export Script |
62
- | UnetQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 95.035 ms | 0 - 898 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
63
- | UnetQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 68.883 ms | 0 - 19 MB | NPU | Use Export Script |
64
- | UnetQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 68.426 ms | 0 - 20 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
65
- | UnetQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 54.715 ms | 0 - 14 MB | NPU | Use Export Script |
66
- | UnetQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 52.685 ms | 0 - 19 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
67
- | UnetQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 98.906 ms | 0 - 0 MB | NPU | Use Export Script |
68
- | UnetQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 96.026 ms | 842 - 842 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
69
- | VaeDecoderQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 720.584 ms | 0 - 9 MB | NPU | Use Export Script |
70
- | VaeDecoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 268.909 ms | 0 - 3 MB | NPU | Use Export Script |
71
- | VaeDecoderQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 250.346 ms | 0 - 13 MB | NPU | Use Export Script |
72
- | VaeDecoderQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 720.584 ms | 0 - 9 MB | NPU | Use Export Script |
73
- | VaeDecoderQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 271.774 ms | 0 - 2 MB | NPU | Use Export Script |
74
- | VaeDecoderQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 269.046 ms | 0 - 2 MB | NPU | Use Export Script |
75
- | VaeDecoderQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 250.346 ms | 0 - 13 MB | NPU | Use Export Script |
76
- | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 278.455 ms | 0 - 2 MB | NPU | Use Export Script |
77
- | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 268.091 ms | 0 - 67 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
78
- | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 207.671 ms | 0 - 18 MB | NPU | Use Export Script |
79
- | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 203.759 ms | 3 - 23 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
80
- | VaeDecoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 193.089 ms | 0 - 15 MB | NPU | Use Export Script |
81
- | VaeDecoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 175.174 ms | 3 - 17 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
82
- | VaeDecoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 266.223 ms | 0 - 0 MB | NPU | Use Export Script |
83
- | VaeDecoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 264.72 ms | 63 - 63 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
84
-
 
 
 
 
 
 
85
 
86
 
87
 
@@ -141,31 +147,31 @@ python -m qai_hub_models.models.stable_diffusion_v2_1.export
141
  ```
142
  Profiling Results
143
  ------------------------------------------------------------
144
- TextEncoderQuantizable
145
  Device : cs_8275 (ANDROID 14)
146
  Runtime : QNN
147
- Estimated inference time (ms) : 15.9
148
  Estimated peak memory usage (MB): [0, 9]
149
- Total # Ops : 971
150
- Compute Unit(s) : npu (971 ops) gpu (0 ops) cpu (0 ops)
151
 
152
  ------------------------------------------------------------
153
- UnetQuantizable
154
  Device : cs_8275 (ANDROID 14)
155
  Runtime : QNN
156
- Estimated inference time (ms) : 241.4
157
- Estimated peak memory usage (MB): [0, 8]
158
  Total # Ops : 5783
159
  Compute Unit(s) : npu (5783 ops) gpu (0 ops) cpu (0 ops)
160
 
161
  ------------------------------------------------------------
162
- VaeDecoderQuantizable
163
  Device : cs_8275 (ANDROID 14)
164
  Runtime : QNN
165
- Estimated inference time (ms) : 720.6
166
  Estimated peak memory usage (MB): [0, 9]
167
- Total # Ops : 189
168
- Compute Unit(s) : npu (189 ops) gpu (0 ops) cpu (0 ops)
169
  ```
170
 
171
 
 
36
 
37
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | text_encoder | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 18.456 ms | 0 - 9 MB | NPU | Use Export Script |
40
+ | text_encoder | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 8.173 ms | 0 - 2 MB | NPU | Use Export Script |
41
+ | text_encoder | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 8.367 ms | 0 - 9 MB | NPU | Use Export Script |
42
+ | text_encoder | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 18.456 ms | 0 - 9 MB | NPU | Use Export Script |
43
+ | text_encoder | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 8.393 ms | 0 - 2 MB | NPU | Use Export Script |
44
+ | text_encoder | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 8.257 ms | 0 - 2 MB | NPU | Use Export Script |
45
+ | text_encoder | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 8.367 ms | 0 - 9 MB | NPU | Use Export Script |
46
+ | text_encoder | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 8.245 ms | 0 - 2 MB | NPU | Use Export Script |
47
+ | text_encoder | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 8.133 ms | 0 - 386 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
48
+ | text_encoder | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 5.767 ms | 0 - 18 MB | NPU | Use Export Script |
49
+ | text_encoder | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.364 ms | 0 - 20 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
50
+ | text_encoder | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 5.13 ms | 0 - 14 MB | NPU | Use Export Script |
51
+ | text_encoder | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.361 ms | 0 - 14 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
52
+ | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.624 ms | 0 - 0 MB | NPU | Use Export Script |
53
+ | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.244 ms | 378 - 378 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
54
+ | unet | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 232.337 ms | 2 - 9 MB | NPU | Use Export Script |
55
+ | unet | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 93.471 ms | 0 - 2 MB | NPU | Use Export Script |
56
+ | unet | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 87.875 ms | 0 - 8 MB | NPU | Use Export Script |
57
+ | unet | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 232.337 ms | 2 - 9 MB | NPU | Use Export Script |
58
+ | unet | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 93.998 ms | 0 - 3 MB | NPU | Use Export Script |
59
+ | unet | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 94.023 ms | 0 - 2 MB | NPU | Use Export Script |
60
+ | unet | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 87.875 ms | 0 - 8 MB | NPU | Use Export Script |
61
+ | unet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 93.779 ms | 0 - 3 MB | NPU | Use Export Script |
62
+ | unet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 94.913 ms | 0 - 898 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
63
+ | unet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 65.976 ms | 0 - 18 MB | NPU | Use Export Script |
64
+ | unet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 68.382 ms | 0 - 16 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
65
+ | unet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 52.475 ms | 0 - 15 MB | NPU | Use Export Script |
66
+ | unet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 58.492 ms | 0 - 18 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
67
+ | unet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 95.267 ms | 0 - 0 MB | NPU | Use Export Script |
68
+ | unet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 96.199 ms | 842 - 842 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
69
+ | vae | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 719.096 ms | 0 - 9 MB | NPU | Use Export Script |
70
+ | vae | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 267.027 ms | 0 - 3 MB | NPU | Use Export Script |
71
+ | vae | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 248.931 ms | 0 - 10 MB | NPU | Use Export Script |
72
+ | vae | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 719.096 ms | 0 - 9 MB | NPU | Use Export Script |
73
+ | vae | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 268.927 ms | 0 - 2 MB | NPU | Use Export Script |
74
+ | vae | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 267.889 ms | 0 - 2 MB | NPU | Use Export Script |
75
+ | vae | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 248.931 ms | 0 - 10 MB | NPU | Use Export Script |
76
+ | vae | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 269.837 ms | 0 - 2 MB | NPU | Use Export Script |
77
+ | vae | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 272.79 ms | 0 - 68 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
78
+ | vae | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 202.859 ms | 0 - 21 MB | NPU | Use Export Script |
79
+ | vae | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 208.42 ms | 4 - 22 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
80
+ | vae | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 175.718 ms | 0 - 15 MB | NPU | Use Export Script |
81
+ | vae | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 194.087 ms | 3 - 17 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
82
+ | vae | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 265.086 ms | 0 - 0 MB | NPU | Use Export Script |
83
+ | vae | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 264.341 ms | 63 - 63 MB | NPU | [Stable-Diffusion-v2.1.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/Stable-Diffusion-v2.1_w8a16.onnx) |
84
+
85
+ ## Deploy to Snapdragon X Elite NPU
86
+ Please follow the [Stable Diffusion Windows App](https://github.com/quic/ai-hub-apps/tree/main/apps/windows/python/StableDiffusion) tutorial to quantize model with custom weights.
87
+
88
+ ## Quantize and Deploy Your Own Fine-Tuned Stable Diffusion
89
+
90
+ Please follow the [Quantize Stable Diffusion]({REPOSITORY_URL}/tutorials/stable_diffusion/quantize_stable_diffusion.md) tutorial to quantize model with custom weights.
91
 
92
 
93
 
 
147
  ```
148
  Profiling Results
149
  ------------------------------------------------------------
150
+ text_encoder
151
  Device : cs_8275 (ANDROID 14)
152
  Runtime : QNN
153
+ Estimated inference time (ms) : 18.5
154
  Estimated peak memory usage (MB): [0, 9]
155
+ Total # Ops : 787
156
+ Compute Unit(s) : npu (787 ops) gpu (0 ops) cpu (0 ops)
157
 
158
  ------------------------------------------------------------
159
+ unet
160
  Device : cs_8275 (ANDROID 14)
161
  Runtime : QNN
162
+ Estimated inference time (ms) : 232.3
163
+ Estimated peak memory usage (MB): [2, 9]
164
  Total # Ops : 5783
165
  Compute Unit(s) : npu (5783 ops) gpu (0 ops) cpu (0 ops)
166
 
167
  ------------------------------------------------------------
168
+ vae
169
  Device : cs_8275 (ANDROID 14)
170
  Runtime : QNN
171
+ Estimated inference time (ms) : 719.1
172
  Estimated peak memory usage (MB): [0, 9]
173
+ Total # Ops : 173
174
+ Compute Unit(s) : npu (173 ops) gpu (0 ops) cpu (0 ops)
175
  ```
176
 
177