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Stable-Diffusion-v1.5

Unconditional Image Generation
PyTorch
generative_ai
android
Model card Files
xet
Community
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v0.32.0

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See https://github.com/quic/ai-hub-models/releases/v0.32.0 for changelog.

Files changed (2) hide show
  1. LICENSE +2 -0
  2. README.md +54 -58
LICENSE ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ The license of the original trained model can be found at https://github.com/CompVis/stable-diffusion/blob/main/LICENSE.
2
+ The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found at https://github.com/CompVis/stable-diffusion/blob/main/LICENSE.
README.md CHANGED
@@ -29,58 +29,54 @@ More details on model performance across various devices, can be found
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  - **Model Type:** Model_use_case.image_generation
30
  - **Model Stats:**
31
  - Input: Text prompt to generate image
32
- - 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
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- - Model size: 1GB
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_CONTEXT_BINARY | 11.177 ms | 0 - 9 MB | NPU | Use Export Script |
40
- | text_encoder | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 5.379 ms | 0 - 3 MB | NPU | Use Export Script |
41
- | text_encoder | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 5.934 ms | 0 - 9 MB | NPU | Use Export Script |
42
- | text_encoder | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 11.177 ms | 0 - 9 MB | NPU | Use Export Script |
43
- | text_encoder | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 5.39 ms | 0 - 2 MB | NPU | Use Export Script |
44
- | text_encoder | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 5.393 ms | 0 - 2 MB | NPU | Use Export Script |
45
- | text_encoder | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 5.934 ms | 0 - 9 MB | NPU | Use Export Script |
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- | text_encoder | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 5.425 ms | 0 - 2 MB | NPU | Use Export Script |
47
- | text_encoder | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | PRECOMPILED_QNN_ONNX | 5.752 ms | 0 - 162 MB | NPU | Use Export Script |
48
- | text_encoder | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 3.859 ms | 0 - 21 MB | NPU | Use Export Script |
49
- | text_encoder | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 4.095 ms | 0 - 18 MB | NPU | Use Export Script |
50
- | text_encoder | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 3.502 ms | 0 - 14 MB | NPU | Use Export Script |
51
- | text_encoder | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 3.754 ms | 0 - 14 MB | NPU | Use Export Script |
52
- | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 5.78 ms | 0 - 0 MB | NPU | Use Export Script |
53
- | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 5.973 ms | 157 - 157 MB | NPU | Use Export Script |
54
- | unet | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 263.459 ms | 0 - 7 MB | NPU | Use Export Script |
55
- | unet | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 110.455 ms | 0 - 3 MB | NPU | Use Export Script |
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- | unet | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 105.323 ms | 0 - 8 MB | NPU | Use Export Script |
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- | unet | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 263.459 ms | 0 - 7 MB | NPU | Use Export Script |
58
- | unet | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 111.615 ms | 0 - 3 MB | NPU | Use Export Script |
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- | unet | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 112.608 ms | 1 - 3 MB | NPU | Use Export Script |
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- | unet | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 105.323 ms | 0 - 8 MB | NPU | Use Export Script |
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- | unet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 112.07 ms | 0 - 2 MB | NPU | Use Export Script |
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- | unet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | PRECOMPILED_QNN_ONNX | 112.646 ms | 0 - 898 MB | NPU | Use Export Script |
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- | unet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 78.302 ms | 0 - 18 MB | NPU | Use Export Script |
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- | unet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 79.141 ms | 0 - 16 MB | NPU | Use Export Script |
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- | unet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 67.987 ms | 0 - 14 MB | NPU | Use Export Script |
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- | unet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 67.669 ms | 0 - 16 MB | NPU | Use Export Script |
67
- | unet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 113.448 ms | 0 - 0 MB | NPU | Use Export Script |
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- | unet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 114.287 ms | 842 - 842 MB | NPU | Use Export Script |
69
- | vae | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 718.696 ms | 0 - 9 MB | NPU | Use Export Script |
70
- | vae | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 267.155 ms | 0 - 4 MB | NPU | Use Export Script |
71
- | vae | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 249.019 ms | 0 - 10 MB | NPU | Use Export Script |
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- | vae | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 718.696 ms | 0 - 9 MB | NPU | Use Export Script |
73
- | vae | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 266.02 ms | 0 - 3 MB | NPU | Use Export Script |
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- | vae | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 270.061 ms | 0 - 2 MB | NPU | Use Export Script |
75
- | vae | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 249.019 ms | 0 - 10 MB | NPU | Use Export Script |
76
- | vae | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 269.872 ms | 0 - 2 MB | NPU | Use Export Script |
77
- | vae | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | PRECOMPILED_QNN_ONNX | 275.709 ms | 0 - 67 MB | NPU | Use Export Script |
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- | vae | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 203.419 ms | 0 - 20 MB | NPU | Use Export Script |
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- | vae | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 204.585 ms | 3 - 22 MB | NPU | Use Export Script |
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- | vae | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 194.391 ms | 0 - 15 MB | NPU | Use Export Script |
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- | vae | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 193.899 ms | 3 - 17 MB | NPU | Use Export Script |
82
- | vae | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 265.468 ms | 0 - 0 MB | NPU | Use Export Script |
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- | vae | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 264.813 ms | 62 - 62 MB | NPU | Use Export Script |
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.
@@ -150,28 +146,28 @@ Profiling Results
150
  text_encoder
151
  Device : cs_8275 (ANDROID 14)
152
  Runtime : QNN_CONTEXT_BINARY
153
- Estimated inference time (ms) : 11.2
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_CONTEXT_BINARY
162
- Estimated inference time (ms) : 263.5
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_CONTEXT_BINARY
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
 
177
 
 
29
  - **Model Type:** Model_use_case.image_generation
30
  - **Model Stats:**
31
  - Input: Text prompt to generate image
 
 
 
 
32
 
33
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
34
  |---|---|---|---|---|---|---|---|---|
35
+ | text_encoder | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 11.071 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 5.367 ms | 0 - 3 MB | NPU | Use Export Script |
37
+ | text_encoder | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 5.955 ms | 0 - 10 MB | NPU | Use Export Script |
38
+ | text_encoder | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 11.071 ms | 0 - 9 MB | NPU | Use Export Script |
39
+ | text_encoder | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 5.369 ms | 0 - 2 MB | NPU | Use Export Script |
40
+ | text_encoder | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 5.406 ms | 0 - 2 MB | NPU | Use Export Script |
41
+ | text_encoder | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 5.955 ms | 0 - 10 MB | NPU | Use Export Script |
42
+ | text_encoder | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 5.407 ms | 0 - 3 MB | NPU | Use Export Script |
43
+ | text_encoder | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | PRECOMPILED_QNN_ONNX | 5.755 ms | 0 - 162 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 3.883 ms | 0 - 18 MB | NPU | Use Export Script |
45
+ | text_encoder | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 4.111 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 3.494 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 3.845 ms | 1 - 14 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 5.818 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 5.876 ms | 157 - 157 MB | NPU | Use Export Script |
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+ | unet | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 263.269 ms | 0 - 7 MB | NPU | Use Export Script |
51
+ | unet | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 111.051 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | unet | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 105.308 ms | 0 - 8 MB | NPU | Use Export Script |
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+ | unet | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 263.269 ms | 0 - 7 MB | NPU | Use Export Script |
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+ | unet | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 111.497 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | unet | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 112.78 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | unet | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 105.308 ms | 0 - 8 MB | NPU | Use Export Script |
57
+ | unet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 111.152 ms | 0 - 2 MB | NPU | Use Export Script |
58
+ | unet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | PRECOMPILED_QNN_ONNX | 113.45 ms | 0 - 899 MB | NPU | Use Export Script |
59
+ | unet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 78.006 ms | 0 - 19 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 80.1 ms | 0 - 16 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 59.856 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 67.452 ms | 0 - 15 MB | NPU | Use Export Script |
63
+ | unet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 113.788 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 114.381 ms | 842 - 842 MB | NPU | Use Export Script |
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+ | vae | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 719.545 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | vae | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 270.246 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | vae | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 249.051 ms | 1 - 10 MB | NPU | Use Export Script |
68
+ | vae | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 719.545 ms | 0 - 9 MB | NPU | Use Export Script |
69
+ | vae | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 269.701 ms | 0 - 2 MB | NPU | Use Export Script |
70
+ | vae | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 271.566 ms | 1 - 4 MB | NPU | Use Export Script |
71
+ | vae | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 249.051 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | vae | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 272.059 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | vae | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | PRECOMPILED_QNN_ONNX | 268.347 ms | 0 - 66 MB | NPU | Use Export Script |
74
+ | vae | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 204.634 ms | 0 - 18 MB | NPU | Use Export Script |
75
+ | vae | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 204.181 ms | 3 - 22 MB | NPU | Use Export Script |
76
+ | vae | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 175.412 ms | 0 - 14 MB | NPU | Use Export Script |
77
+ | vae | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 193.867 ms | 3 - 17 MB | NPU | Use Export Script |
78
+ | vae | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 265.486 ms | 0 - 0 MB | NPU | Use Export Script |
79
+ | vae | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 265.196 ms | 63 - 63 MB | NPU | Use Export Script |
80
 
81
  ## Deploy to Snapdragon X Elite NPU
82
  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.
 
146
  text_encoder
147
  Device : cs_8275 (ANDROID 14)
148
  Runtime : QNN_CONTEXT_BINARY
149
+ Estimated inference time (ms) : 11.1
150
  Estimated peak memory usage (MB): [0, 9]
151
+ Total # Ops : 438
152
+ Compute Unit(s) : npu (438 ops) gpu (0 ops) cpu (0 ops)
153
 
154
  ------------------------------------------------------------
155
  unet
156
  Device : cs_8275 (ANDROID 14)
157
  Runtime : QNN_CONTEXT_BINARY
158
+ Estimated inference time (ms) : 263.3
159
  Estimated peak memory usage (MB): [0, 7]
160
+ Total # Ops : 4042
161
+ Compute Unit(s) : npu (4042 ops) gpu (0 ops) cpu (0 ops)
162
 
163
  ------------------------------------------------------------
164
  vae
165
  Device : cs_8275 (ANDROID 14)
166
  Runtime : QNN_CONTEXT_BINARY
167
+ Estimated inference time (ms) : 719.5
168
  Estimated peak memory usage (MB): [0, 9]
169
+ Total # Ops : 174
170
+ Compute Unit(s) : npu (174 ops) gpu (0 ops) cpu (0 ops)
171
  ```
172
 
173