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Stable-Diffusion-v2.1

Unconditional Image Generation
PyTorch
generative_ai
quantized
android
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@@ -37,39 +37,39 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | TextEncoderQuantizable | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 6.622 ms | 0 - 2 MB | W8A16 | NPU | [Stable-Diffusion-v2.1.so](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/TextEncoderQuantizable.so) |
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- | TextEncoderQuantizable | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.851 ms | 0 - 19 MB | W8A16 | NPU | [Stable-Diffusion-v2.1.so](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/TextEncoderQuantizable.so) |
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- | TextEncoderQuantizable | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 4.198 ms | 0 - 15 MB | W8A16 | NPU | Use Export Script |
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- | TextEncoderQuantizable | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.896 ms | 0 - 0 MB | W8A16 | NPU | Use Export Script |
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- | TextEncoderQuantizable | SA7255P ADP | SA7255P | QNN | 88.097 ms | 0 - 8 MB | W8A16 | NPU | Use Export Script |
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- | TextEncoderQuantizable | SA8255 (Proxy) | SA8255P Proxy | QNN | 6.68 ms | 0 - 2 MB | W8A16 | NPU | Use Export Script |
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- | TextEncoderQuantizable | SA8650 (Proxy) | SA8650P Proxy | QNN | 6.651 ms | 0 - 5 MB | W8A16 | NPU | Use Export Script |
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- | TextEncoderQuantizable | SA8775P ADP | SA8775P | QNN | 7.894 ms | 0 - 10 MB | W8A16 | NPU | Use Export Script |
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- | TextEncoderQuantizable | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 88.097 ms | 0 - 8 MB | W8A16 | NPU | Use Export Script |
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- | TextEncoderQuantizable | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 6.643 ms | 0 - 3 MB | W8A16 | NPU | Use Export Script |
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- | TextEncoderQuantizable | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 7.894 ms | 0 - 10 MB | W8A16 | NPU | Use Export Script |
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- | UnetQuantizable | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 97.767 ms | 0 - 3 MB | W8A16 | NPU | [Stable-Diffusion-v2.1.so](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/UnetQuantizable.so) |
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- | UnetQuantizable | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 69.335 ms | 0 - 19 MB | W8A16 | NPU | [Stable-Diffusion-v2.1.so](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/UnetQuantizable.so) |
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- | UnetQuantizable | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 61.27 ms | 0 - 14 MB | W8A16 | NPU | Use Export Script |
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- | UnetQuantizable | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 99.423 ms | 0 - 0 MB | W8A16 | NPU | Use Export Script |
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- | UnetQuantizable | SA7255P ADP | SA7255P | QNN | 1468.169 ms | 0 - 8 MB | W8A16 | NPU | Use Export Script |
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- | UnetQuantizable | SA8255 (Proxy) | SA8255P Proxy | QNN | 96.812 ms | 0 - 2 MB | W8A16 | NPU | Use Export Script |
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- | UnetQuantizable | SA8650 (Proxy) | SA8650P Proxy | QNN | 97.233 ms | 0 - 3 MB | W8A16 | NPU | Use Export Script |
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- | UnetQuantizable | SA8775P ADP | SA8775P | QNN | 110.658 ms | 0 - 9 MB | W8A16 | NPU | Use Export Script |
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- | UnetQuantizable | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 1468.169 ms | 0 - 8 MB | W8A16 | NPU | Use Export Script |
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- | UnetQuantizable | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 98.147 ms | 0 - 3 MB | W8A16 | NPU | Use Export Script |
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- | UnetQuantizable | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 110.658 ms | 0 - 9 MB | W8A16 | NPU | Use Export Script |
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- | VaeDecoderQuantizable | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 274.636 ms | 0 - 4 MB | W8A16 | NPU | [Stable-Diffusion-v2.1.so](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/VaeDecoderQuantizable.so) |
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- | VaeDecoderQuantizable | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 206.701 ms | 0 - 18 MB | W8A16 | NPU | [Stable-Diffusion-v2.1.so](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/VaeDecoderQuantizable.so) |
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- | VaeDecoderQuantizable | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 189.387 ms | 0 - 355 MB | W8A16 | NPU | Use Export Script |
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- | VaeDecoderQuantizable | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 266.827 ms | 0 - 0 MB | W8A16 | NPU | Use Export Script |
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- | VaeDecoderQuantizable | SA7255P ADP | SA7255P | QNN | 4462.005 ms | 1 - 10 MB | W8A16 | NPU | Use Export Script |
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- | VaeDecoderQuantizable | SA8255 (Proxy) | SA8255P Proxy | QNN | 274.28 ms | 0 - 3 MB | W8A16 | NPU | Use Export Script |
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- | VaeDecoderQuantizable | SA8650 (Proxy) | SA8650P Proxy | QNN | 272.687 ms | 0 - 2 MB | W8A16 | NPU | Use Export Script |
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- | VaeDecoderQuantizable | SA8775P ADP | SA8775P | QNN | 301.027 ms | 0 - 10 MB | W8A16 | NPU | Use Export Script |
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- | VaeDecoderQuantizable | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 4462.005 ms | 1 - 10 MB | W8A16 | NPU | Use Export Script |
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- | VaeDecoderQuantizable | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 259.311 ms | 0 - 3 MB | W8A16 | NPU | Use Export Script |
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- | VaeDecoderQuantizable | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 301.027 ms | 0 - 10 MB | W8A16 | NPU | Use Export Script |
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@@ -133,8 +133,8 @@ Profiling Results
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  TextEncoderQuantizable
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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- Estimated inference time (ms) : 6.6
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- Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 787
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  Compute Unit(s) : NPU (787 ops)
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@@ -142,7 +142,7 @@ Compute Unit(s) : NPU (787 ops)
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  UnetQuantizable
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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- Estimated inference time (ms) : 97.8
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  Estimated peak memory usage (MB): [0, 3]
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  Total # Ops : 5891
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  Compute Unit(s) : NPU (5891 ops)
@@ -151,8 +151,8 @@ Compute Unit(s) : NPU (5891 ops)
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  VaeDecoderQuantizable
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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- Estimated inference time (ms) : 274.6
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- Estimated peak memory usage (MB): [0, 4]
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  Total # Ops : 189
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  Compute Unit(s) : NPU (189 ops)
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  ```
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | TextEncoderQuantizable | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 6.666 ms | 0 - 3 MB | W8A16 | NPU | [Stable-Diffusion-v2.1.so](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/TextEncoderQuantizable.so) |
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+ | TextEncoderQuantizable | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.647 ms | 0 - 20 MB | W8A16 | NPU | [Stable-Diffusion-v2.1.so](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/TextEncoderQuantizable.so) |
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+ | TextEncoderQuantizable | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 4.2 ms | 0 - 15 MB | W8A16 | NPU | Use Export Script |
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+ | TextEncoderQuantizable | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.84 ms | 0 - 0 MB | W8A16 | NPU | Use Export Script |
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+ | TextEncoderQuantizable | SA7255P ADP | SA7255P | QNN | 88.113 ms | 0 - 9 MB | W8A16 | NPU | Use Export Script |
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+ | TextEncoderQuantizable | SA8255 (Proxy) | SA8255P Proxy | QNN | 6.62 ms | 0 - 3 MB | W8A16 | NPU | Use Export Script |
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+ | TextEncoderQuantizable | SA8650 (Proxy) | SA8650P Proxy | QNN | 6.654 ms | 0 - 2 MB | W8A16 | NPU | Use Export Script |
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+ | TextEncoderQuantizable | SA8775P ADP | SA8775P | QNN | 7.869 ms | 0 - 10 MB | W8A16 | NPU | Use Export Script |
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+ | TextEncoderQuantizable | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 88.113 ms | 0 - 9 MB | W8A16 | NPU | Use Export Script |
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+ | TextEncoderQuantizable | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 6.636 ms | 0 - 3 MB | W8A16 | NPU | Use Export Script |
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+ | TextEncoderQuantizable | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 7.869 ms | 0 - 10 MB | W8A16 | NPU | Use Export Script |
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+ | UnetQuantizable | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 96.977 ms | 0 - 3 MB | W8A16 | NPU | [Stable-Diffusion-v2.1.so](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/UnetQuantizable.so) |
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+ | UnetQuantizable | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 69.178 ms | 0 - 17 MB | W8A16 | NPU | [Stable-Diffusion-v2.1.so](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/UnetQuantizable.so) |
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+ | UnetQuantizable | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 61.668 ms | 0 - 14 MB | W8A16 | NPU | Use Export Script |
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+ | UnetQuantizable | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 99.461 ms | 0 - 0 MB | W8A16 | NPU | Use Export Script |
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+ | UnetQuantizable | SA7255P ADP | SA7255P | QNN | 1467.935 ms | 0 - 7 MB | W8A16 | NPU | Use Export Script |
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+ | UnetQuantizable | SA8255 (Proxy) | SA8255P Proxy | QNN | 98.746 ms | 0 - 2 MB | W8A16 | NPU | Use Export Script |
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+ | UnetQuantizable | SA8650 (Proxy) | SA8650P Proxy | QNN | 97.177 ms | 1 - 3 MB | W8A16 | NPU | Use Export Script |
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+ | UnetQuantizable | SA8775P ADP | SA8775P | QNN | 110.665 ms | 0 - 8 MB | W8A16 | NPU | Use Export Script |
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+ | UnetQuantizable | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 1467.935 ms | 0 - 7 MB | W8A16 | NPU | Use Export Script |
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+ | UnetQuantizable | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 97.457 ms | 0 - 3 MB | W8A16 | NPU | Use Export Script |
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+ | UnetQuantizable | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 110.665 ms | 0 - 8 MB | W8A16 | NPU | Use Export Script |
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+ | VaeDecoderQuantizable | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 295.307 ms | 0 - 71 MB | W8A16 | NPU | [Stable-Diffusion-v2.1.so](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/VaeDecoderQuantizable.so) |
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+ | VaeDecoderQuantizable | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 223.33 ms | 0 - 312 MB | W8A16 | NPU | [Stable-Diffusion-v2.1.so](https://huggingface.co/qualcomm/Stable-Diffusion-v2.1/blob/main/VaeDecoderQuantizable.so) |
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+ | VaeDecoderQuantizable | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 189.418 ms | 0 - 356 MB | W8A16 | NPU | Use Export Script |
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+ | VaeDecoderQuantizable | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 267.095 ms | 0 - 0 MB | W8A16 | NPU | Use Export Script |
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+ | VaeDecoderQuantizable | SA7255P ADP | SA7255P | QNN | 4460.526 ms | 0 - 10 MB | W8A16 | NPU | Use Export Script |
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+ | VaeDecoderQuantizable | SA8255 (Proxy) | SA8255P Proxy | QNN | 274.71 ms | 0 - 2 MB | W8A16 | NPU | Use Export Script |
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+ | VaeDecoderQuantizable | SA8650 (Proxy) | SA8650P Proxy | QNN | 269.652 ms | 0 - 2 MB | W8A16 | NPU | Use Export Script |
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+ | VaeDecoderQuantizable | SA8775P ADP | SA8775P | QNN | 301.141 ms | 0 - 10 MB | W8A16 | NPU | Use Export Script |
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+ | VaeDecoderQuantizable | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 4460.526 ms | 0 - 10 MB | W8A16 | NPU | Use Export Script |
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+ | VaeDecoderQuantizable | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 271.222 ms | 0 - 3 MB | W8A16 | NPU | Use Export Script |
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+ | VaeDecoderQuantizable | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 301.141 ms | 0 - 10 MB | W8A16 | NPU | Use Export Script |
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  TextEncoderQuantizable
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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+ Estimated inference time (ms) : 6.7
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+ Estimated peak memory usage (MB): [0, 3]
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  Total # Ops : 787
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  Compute Unit(s) : NPU (787 ops)
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  UnetQuantizable
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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+ Estimated inference time (ms) : 97.0
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  Estimated peak memory usage (MB): [0, 3]
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  Total # Ops : 5891
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  Compute Unit(s) : NPU (5891 ops)
 
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  VaeDecoderQuantizable
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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+ Estimated inference time (ms) : 295.3
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+ Estimated peak memory usage (MB): [0, 71]
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  Total # Ops : 189
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  Compute Unit(s) : NPU (189 ops)
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  ```