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Stable-Diffusion-v1.5

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 +50 -50
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
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  |---|---|---|---|---|---|---|---|---|
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- | text_encoder | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 11.111 ms | 0 - 9 MB | NPU | Use Export Script |
40
- | text_encoder | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 5.363 ms | 0 - 2 MB | NPU | Use Export Script |
41
- | text_encoder | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.933 ms | 0 - 10 MB | NPU | Use Export Script |
42
- | text_encoder | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 11.111 ms | 0 - 9 MB | NPU | Use Export Script |
43
- | text_encoder | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 5.396 ms | 0 - 3 MB | NPU | Use Export Script |
44
- | text_encoder | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 5.398 ms | 0 - 3 MB | NPU | Use Export Script |
45
- | 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 |
47
- | 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 |
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- | 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) |
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- | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.836 ms | 0 - 0 MB | NPU | Use Export Script |
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- | 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) |
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- | unet | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 263.602 ms | 0 - 7 MB | NPU | Use Export Script |
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- | unet | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 110.81 ms | 0 - 2 MB | NPU | Use Export Script |
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- | 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 |
58
- | 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) |
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- | 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 |
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- | 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) |
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- | 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 |
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- | 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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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) : 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)
@@ -158,8 +158,8 @@ Compute Unit(s) : npu (437 ops) gpu (0 ops) cpu (0 ops)
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)
@@ -167,7 +167,7 @@ Compute Unit(s) : npu (4041 ops) gpu (0 ops) cpu (0 ops)
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
 
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  | 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 |
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+ | 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 |
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+ | text_encoder | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 5.393 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | 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 |
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+ | text_encoder | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | PRECOMPILED_QNN_ONNX | 5.752 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 | 3.859 ms | 0 - 21 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 4.095 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 3.502 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 | 3.754 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | text_encoder | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 5.78 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 | 5.973 ms | 157 - 157 MB | NPU | Use Export Script |
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+ | unet | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 263.459 ms | 0 - 7 MB | NPU | Use Export Script |
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+ | 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 |
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+ | unet | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 111.615 ms | 0 - 3 MB | NPU | Use Export Script |
59
+ | unet | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 112.608 ms | 1 - 3 MB | NPU | Use Export Script |
60
+ | unet | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 105.323 ms | 0 - 8 MB | NPU | Use Export Script |
61
+ | unet | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_CONTEXT_BINARY | 112.07 ms | 0 - 2 MB | NPU | Use Export Script |
62
+ | 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 |
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+ | 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 |
74
+ | vae | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 270.061 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | 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 |
78
+ | vae | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 203.419 ms | 0 - 20 MB | NPU | Use Export Script |
79
+ | vae | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 204.585 ms | 3 - 22 MB | NPU | Use Export Script |
80
+ | vae | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_CONTEXT_BINARY | 194.391 ms | 0 - 15 MB | NPU | Use Export Script |
81
+ | 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 |
83
+ | 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.
 
149
  ------------------------------------------------------------
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)
 
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)
 
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