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Stable-Diffusion-v1.5

Unconditional Image Generation
PyTorch
generative_ai
android
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v0.30.5

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

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  1. README.md +63 -58
README.md CHANGED
@@ -29,7 +29,6 @@ More details on model performance across various devices, can be found
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  - **Model Type:** Model_use_case.image_generation
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  - **Model Stats:**
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  - Input: Text prompt to generate image
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- - QNN-SDK: 2.28
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  - Text Encoder Number of parameters: 340M
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  - UNet Number of parameters: 865M
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  - VAE Decoder Number of parameters: 83M
@@ -37,52 +36,58 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | TextEncoderQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 9.359 ms | 0 - 9 MB | NPU | Use Export Script |
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- | TextEncoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.49 ms | 0 - 3 MB | NPU | Use Export Script |
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- | TextEncoderQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.954 ms | 0 - 10 MB | NPU | Use Export Script |
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- | TextEncoderQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 9.359 ms | 0 - 9 MB | NPU | Use Export Script |
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- | TextEncoderQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.541 ms | 0 - 2 MB | NPU | Use Export Script |
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- | TextEncoderQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.619 ms | 0 - 2 MB | NPU | Use Export Script |
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- | TextEncoderQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.954 ms | 0 - 10 MB | NPU | Use Export Script |
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- | TextEncoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.56 ms | 0 - 10 MB | NPU | Use Export Script |
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- | TextEncoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.728 ms | 0 - 164 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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- | TextEncoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.271 ms | 0 - 18 MB | NPU | Use Export Script |
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- | TextEncoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.346 ms | 0 - 14 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
51
- | TextEncoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 3.046 ms | 0 - 14 MB | NPU | Use Export Script |
52
- | TextEncoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.189 ms | 0 - 14 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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- | TextEncoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.891 ms | 1 - 1 MB | NPU | Use Export Script |
54
- | TextEncoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.915 ms | 157 - 157 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
55
- | UnetQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 269.398 ms | 0 - 8 MB | NPU | Use Export Script |
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- | UnetQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 114.529 ms | 0 - 2 MB | NPU | Use Export Script |
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- | UnetQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 108.714 ms | 0 - 8 MB | NPU | Use Export Script |
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- | UnetQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 269.398 ms | 0 - 8 MB | NPU | Use Export Script |
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- | UnetQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 114.507 ms | 1 - 3 MB | NPU | Use Export Script |
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- | UnetQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 113.487 ms | 0 - 2 MB | NPU | Use Export Script |
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- | UnetQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 108.714 ms | 0 - 8 MB | NPU | Use Export Script |
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- | UnetQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 114.344 ms | 0 - 2 MB | NPU | Use Export Script |
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- | UnetQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 112.155 ms | 0 - 4 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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- | UnetQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 81.714 ms | 0 - 19 MB | NPU | Use Export Script |
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- | UnetQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 79.459 ms | 0 - 14 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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- | UnetQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 71.239 ms | 0 - 14 MB | NPU | Use Export Script |
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- | UnetQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 71.488 ms | 0 - 15 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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- | UnetQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 116.593 ms | 0 - 0 MB | NPU | Use Export Script |
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- | UnetQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 114.443 ms | 842 - 842 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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- | VaeDecoderQuantizable | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 720.65 ms | 0 - 9 MB | NPU | Use Export Script |
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- | VaeDecoderQuantizable | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 268.706 ms | 0 - 3 MB | NPU | Use Export Script |
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- | VaeDecoderQuantizable | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 250.387 ms | 0 - 12 MB | NPU | Use Export Script |
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- | VaeDecoderQuantizable | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 720.65 ms | 0 - 9 MB | NPU | Use Export Script |
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- | VaeDecoderQuantizable | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 273.815 ms | 0 - 2 MB | NPU | Use Export Script |
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- | VaeDecoderQuantizable | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 274.195 ms | 0 - 2 MB | NPU | Use Export Script |
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- | VaeDecoderQuantizable | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 250.387 ms | 0 - 12 MB | NPU | Use Export Script |
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- | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 270.703 ms | 0 - 3 MB | NPU | Use Export Script |
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- | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 268.632 ms | 0 - 66 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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- | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 205.905 ms | 0 - 21 MB | NPU | Use Export Script |
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- | VaeDecoderQuantizable | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 206.342 ms | 3 - 23 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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- | VaeDecoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 192.889 ms | 0 - 15 MB | NPU | Use Export Script |
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- | VaeDecoderQuantizable | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 175.944 ms | 3 - 17 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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- | VaeDecoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 266.828 ms | 0 - 0 MB | NPU | Use Export Script |
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- | VaeDecoderQuantizable | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 264.883 ms | 63 - 63 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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-
 
 
 
 
 
 
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@@ -142,31 +147,31 @@ python -m qai_hub_models.models.stable_diffusion_v1_5.export
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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- TextEncoderQuantizable
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  Device : cs_8275 (ANDROID 14)
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  Runtime : QNN
148
- Estimated inference time (ms) : 9.4
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  Estimated peak memory usage (MB): [0, 9]
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- Total # Ops : 533
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- Compute Unit(s) : npu (533 ops) gpu (0 ops) cpu (0 ops)
152
 
153
  ------------------------------------------------------------
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- UnetQuantizable
155
  Device : cs_8275 (ANDROID 14)
156
  Runtime : QNN
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- Estimated inference time (ms) : 269.4
158
- Estimated peak memory usage (MB): [0, 8]
159
  Total # Ops : 4041
160
  Compute Unit(s) : npu (4041 ops) gpu (0 ops) cpu (0 ops)
161
 
162
  ------------------------------------------------------------
163
- VaeDecoderQuantizable
164
  Device : cs_8275 (ANDROID 14)
165
  Runtime : QNN
166
- Estimated inference time (ms) : 720.6
167
  Estimated peak memory usage (MB): [0, 9]
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- Total # Ops : 189
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- Compute Unit(s) : npu (189 ops) gpu (0 ops) cpu (0 ops)
170
  ```
171
 
172
 
 
29
  - **Model Type:** Model_use_case.image_generation
30
  - **Model Stats:**
31
  - Input: Text prompt to generate image
 
32
  - Text Encoder Number of parameters: 340M
33
  - UNet Number of parameters: 865M
34
  - VAE Decoder Number of parameters: 83M
 
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 | 11.111 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 5.363 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.933 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 11.111 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 5.396 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 5.398 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.933 ms | 0 - 10 MB | NPU | Use Export Script |
46
+ | text_encoder | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 5.413 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.773 ms | 0 - 162 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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+ | text_encoder | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.909 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.097 ms | 0 - 19 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
50
+ | text_encoder | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 3.501 ms | 0 - 14 MB | NPU | Use Export Script |
51
+ | text_encoder | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.754 ms | 0 - 14 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
52
+ | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.836 ms | 0 - 0 MB | NPU | Use Export Script |
53
+ | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.977 ms | 157 - 157 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
54
+ | unet | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 263.602 ms | 0 - 7 MB | NPU | Use Export Script |
55
+ | unet | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 110.81 ms | 0 - 2 MB | NPU | Use Export Script |
56
+ | unet | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 105.273 ms | 0 - 8 MB | NPU | Use Export Script |
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+ | unet | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 263.602 ms | 0 - 7 MB | NPU | Use Export Script |
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+ | unet | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 111.393 ms | 0 - 7 MB | NPU | Use Export Script |
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+ | unet | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 111.635 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | unet | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 105.273 ms | 0 - 8 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 111.871 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 111.763 ms | 0 - 898 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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+ | unet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 78.019 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 80.045 ms | 0 - 15 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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+ | unet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 67.577 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 67.421 ms | 0 - 15 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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+ | unet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 113.221 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 114.344 ms | 842 - 842 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
69
+ | vae | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 718.731 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | vae | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 270.917 ms | 0 - 4 MB | NPU | Use Export Script |
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+ | vae | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 248.917 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | vae | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 718.731 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | vae | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 270.775 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | vae | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 270.064 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | vae | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 248.917 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | vae | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 271.182 ms | 0 - 2 MB | NPU | Use Export Script |
77
+ | vae | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 269.668 ms | 0 - 66 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
78
+ | vae | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 207.636 ms | 0 - 18 MB | NPU | Use Export Script |
79
+ | vae | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 207.55 ms | 3 - 22 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
80
+ | vae | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 175.815 ms | 0 - 14 MB | NPU | Use Export Script |
81
+ | vae | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 194.632 ms | 3 - 17 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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+ | vae | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 265.394 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | vae | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 265.427 ms | 63 - 63 MB | NPU | [Stable-Diffusion-v1.5.onnx](https://huggingface.co/qualcomm/Stable-Diffusion-v1.5/blob/main/Stable-Diffusion-v1.5_w8a16.onnx) |
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+
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+ ## 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
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+
90
+ Please follow the [Quantize Stable Diffusion]({REPOSITORY_URL}/tutorials/stable_diffusion/quantize_stable_diffusion.md) tutorial to quantize model with custom weights.
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92
 
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147
  ```
148
  Profiling Results
149
  ------------------------------------------------------------
150
+ text_encoder
151
  Device : cs_8275 (ANDROID 14)
152
  Runtime : QNN
153
+ Estimated inference time (ms) : 11.1
154
  Estimated peak memory usage (MB): [0, 9]
155
+ Total # Ops : 437
156
+ Compute Unit(s) : npu (437 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) : 263.6
163
+ Estimated peak memory usage (MB): [0, 7]
164
  Total # Ops : 4041
165
  Compute Unit(s) : npu (4041 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) : 718.7
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
 
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