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Stable-Diffusion-v2.1

Unconditional Image Generation
PyTorch
generative_ai
android
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v0.31.0

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See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

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  1. README.md +52 -52
README.md CHANGED
@@ -36,51 +36,51 @@ 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
38
  |---|---|---|---|---|---|---|---|---|
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- | 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) |
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- | 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 |
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- | 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) |
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- | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.624 ms | 0 - 0 MB | NPU | Use Export Script |
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- | 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) |
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- | 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 |
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- | unet | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 87.875 ms | 0 - 8 MB | NPU | Use Export Script |
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- | unet | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 232.337 ms | 2 - 9 MB | NPU | Use Export Script |
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- | unet | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 93.998 ms | 0 - 3 MB | NPU | Use Export Script |
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- | unet | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 94.023 ms | 0 - 2 MB | NPU | Use Export Script |
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- | unet | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 87.875 ms | 0 - 8 MB | NPU | Use Export Script |
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- | unet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 93.779 ms | 0 - 3 MB | NPU | Use Export Script |
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- | 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) |
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- | unet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 65.976 ms | 0 - 18 MB | NPU | Use Export Script |
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- | 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) |
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- | unet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 52.475 ms | 0 - 15 MB | NPU | Use Export Script |
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- | 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) |
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- | unet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 95.267 ms | 0 - 0 MB | NPU | Use Export Script |
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- | 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) |
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- | 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 |
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- | vae | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 248.931 ms | 0 - 10 MB | NPU | Use Export Script |
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- | vae | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 719.096 ms | 0 - 9 MB | NPU | Use Export Script |
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- | vae | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 268.927 ms | 0 - 2 MB | NPU | Use Export Script |
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- | 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 |
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- | 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) |
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- | 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 |
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- | 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) |
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- | vae | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 265.086 ms | 0 - 0 MB | NPU | Use Export Script |
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- | 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.
@@ -149,8 +149,8 @@ Profiling Results
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  ------------------------------------------------------------
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)
@@ -158,17 +158,17 @@ Compute Unit(s) : npu (787 ops) gpu (0 ops) cpu (0 ops)
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)
 
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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 | 18.565 ms | 0 - 9 MB | NPU | Use Export Script |
40
+ | text_encoder | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 8.2 ms | 0 - 3 MB | NPU | Use Export Script |
41
+ | text_encoder | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 8.388 ms | 0 - 9 MB | NPU | Use Export Script |
42
+ | text_encoder | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 18.565 ms | 0 - 9 MB | NPU | Use Export Script |
43
+ | text_encoder | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 8.354 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 8.198 ms | 0 - 2 MB | NPU | Use Export Script |
45
+ | text_encoder | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 8.388 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 | 8.231 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | PRECOMPILED_QNN_ONNX | 8.146 ms | 0 - 386 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 5.736 ms | 0 - 19 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 5.389 ms | 0 - 19 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 5.126 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 5.359 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 8.635 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 8.267 ms | 378 - 378 MB | NPU | Use Export Script |
54
+ | unet | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 232.543 ms | 0 - 8 MB | NPU | Use Export Script |
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+ | unet | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 93.406 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | unet | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 87.879 ms | 0 - 8 MB | NPU | Use Export Script |
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+ | unet | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 232.543 ms | 0 - 8 MB | NPU | Use Export Script |
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+ | unet | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 93.629 ms | 0 - 2 MB | NPU | Use Export Script |
59
+ | unet | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 94.226 ms | 0 - 3 MB | NPU | Use Export Script |
60
+ | unet | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 87.879 ms | 0 - 8 MB | NPU | Use Export Script |
61
+ | unet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 93.9 ms | 0 - 3 MB | NPU | Use Export Script |
62
+ | unet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | PRECOMPILED_QNN_ONNX | 94.942 ms | 0 - 898 MB | NPU | Use Export Script |
63
+ | unet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 65.39 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 66.62 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 58.603 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 58.424 ms | 0 - 19 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 95.248 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | unet | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 96.103 ms | 842 - 842 MB | NPU | Use Export Script |
69
+ | vae | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 718.787 ms | 0 - 9 MB | NPU | Use Export Script |
70
+ | vae | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 266.604 ms | 0 - 3 MB | NPU | Use Export Script |
71
+ | vae | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 249.03 ms | 0 - 10 MB | NPU | Use Export Script |
72
+ | vae | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 718.787 ms | 0 - 9 MB | NPU | Use Export Script |
73
+ | vae | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 268.853 ms | 0 - 2 MB | NPU | Use Export Script |
74
+ | vae | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 267.681 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | vae | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 249.03 ms | 0 - 10 MB | NPU | Use Export Script |
76
+ | vae | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 271.2 ms | 0 - 3 MB | NPU | Use Export Script |
77
+ | vae | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | PRECOMPILED_QNN_ONNX | 285.73 ms | 0 - 66 MB | NPU | Use Export Script |
78
+ | vae | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 205.864 ms | 0 - 18 MB | NPU | Use Export Script |
79
+ | vae | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 205.322 ms | 3 - 21 MB | NPU | Use Export Script |
80
+ | vae | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 175.321 ms | 0 - 14 MB | NPU | Use Export Script |
81
+ | vae | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | PRECOMPILED_QNN_ONNX | 194.44 ms | 3 - 17 MB | NPU | Use Export Script |
82
+ | vae | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 265.17 ms | 0 - 0 MB | NPU | Use Export Script |
83
+ | vae | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 264.88 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.
 
149
  ------------------------------------------------------------
150
  text_encoder
151
  Device : cs_8275 (ANDROID 14)
152
+ Runtime : QNN_CONTEXT_BINARY
153
+ Estimated inference time (ms) : 18.6
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)
 
158
  ------------------------------------------------------------
159
  unet
160
  Device : cs_8275 (ANDROID 14)
161
+ Runtime : QNN_CONTEXT_BINARY
162
+ Estimated inference time (ms) : 232.5
163
+ Estimated peak memory usage (MB): [0, 8]
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_CONTEXT_BINARY
171
+ Estimated inference time (ms) : 718.8
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)