@@ -23,20 +23,24 @@ Below is a table summarizing some example data points obtained via the infra. Th
2323
2424| Model | Backend | Model Load Time (ms) | Avg Inference Latency (ms) | Device |
2525| -----------------------| --------------| ----------------------| ----------------------------| ------------------------|
26- | DeepLabV3 (dl3) | XNN Q8 | [ 90.616] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218985758 ) | [ 666.219] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218985758 ) | Samsung S22 |
27- | DeepLabV3 (dl3) | QNN FP16 | [ 182.207] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218985141 ) | [ 9.759] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218985141 ) | Samsung S22 |
28- | MobileNetV3 (mv3) | XNN Q8 | [ 34.024] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218988461 ) | [ 252.628] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218988461 ) | Samsung S22 |
26+ | MobileNetV3 (mv3) | XNNPACK Q8 | [ 34.024] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218988461 ) | [ 252.628] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218988461 ) | Samsung S22 |
2927| MobileNetV3 (mv3) | QNN FP16 | [ 168.414] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218987785 ) | [ 1.182] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218987785 ) | Samsung S22 |
3028| MobileNetV3 (mv3) | COREML FP16 | [ 61.583] ( https://github.com/pytorch/executorch/actions/runs/10836589365/job/30078681158 ) | [ 682.197] ( https://github.com/pytorch/executorch/actions/runs/10836589365/job/30078681158 ) | Apple iPhone 15 Pro |
31- | MobileNetV2 (mv2) | XNN Q8 | [ 14.397] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218987379 ) | [ 10.796] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218987379 ) | Samsung S22 |
29+ | MobileNetV2 (mv2) | XNNPACK Q8 | [ 14.397] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218987379 ) | [ 10.796] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218987379 ) | Samsung S22 |
3230| MobileNetV2 (mv2) | QNN FP16 | [ 136.862] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218987097 ) | [ 0.673] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218987097 ) | Samsung S22 |
33- | InceptionV4 (ic4) | XNN Q8 | [ 87.617] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218986716 ) | [ 117.937] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218986716 ) | Samsung S22 |
31+ | MobileNetV2 (mv2) | COREML FP16 | [ 63.019] ( https://github.com/pytorch/executorch/actions/runs/10892026450/job/30269520397 ) | [ 551.031] ( https://github.com/pytorch/executorch/actions/runs/10892026450/job/30269520397 ) | Apple iPhone 15 Plus |
32+ | InceptionV4 (ic4) | XNNPACK Q8 | [ 87.617] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218986716 ) | [ 117.937] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218986716 ) | Samsung S22 |
3433| InceptionV4 (ic4) | QNN FP16 | [ 163.943] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218986381 ) | [ 2.734] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218986381 ) | Samsung S22 |
35- | InceptionV3 (ic3) | XNN Q8 | [ 60.708] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218986023 ) | [ 98.390] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218986023 ) | Samsung S22 |
34+ | InceptionV4 (ic4) | COREML FP16 | [ 134.402] ( https://github.com/pytorch/executorch/actions/runs/10892026450/job/30269518983 ) | [ 1906.966] ( https://github.com/pytorch/executorch/actions/runs/10892026450/job/30269518983 ) | Apple iPhone 15 Pro |
35+ | InceptionV3 (ic3) | XNNPACK Q8 | [ 60.708] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218986023 ) | [ 98.390] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218986023 ) | Samsung S22 |
3636| InceptionV3 (ic3) | QNN FP16 | [ 134.732] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218985425 ) | [ 1.351] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218985425 ) | Samsung S22 |
37- | TorchVisionVit (vit) | QNN FP16 | [ 174.430] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218989581 ) | [ 199.279] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218989581 ) | Samsung S22 |
37+ | InceptionV3 (ic3) | COREML FP16 | [ 91.808] ( https://github.com/pytorch/executorch/actions/runs/10892026450/job/30269518511 ) | [ 1500.712] ( https://github.com/pytorch/executorch/actions/runs/10892026450/job/30269518511 ) | Apple iPhone 15 Pro |
38+ | DeepLabV3 (dl3) | XNNPACK Q8 | [ 90.616] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218985758 ) | [ 666.219] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218985758 ) | Samsung S22 |
39+ | DeepLabV3 (dl3) | QNN FP16 | [ 182.207] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218985141 ) | [ 9.759] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218985141 ) | Samsung S22 |
40+ | ResNet50 (resnet50) | XNNPACK Q8 | [ 55.462] ( https://github.com/pytorch/executorch/actions/runs/10911725781/job/30285857102 ) | [ 37.021] ( https://github.com/pytorch/executorch/actions/runs/10911725781/job/30285857102 ) | Apple iPhone 15 Pro |
3841| ResNet50 (resnet50) | COREML FP16 | [ 84.453] ( https://github.com/pytorch/executorch/actions/runs/10836589365/job/30078680731 ) | [ 1329.846] ( https://github.com/pytorch/executorch/actions/runs/10836589365/job/30078680731 ) | Apple iPhone 15 Pro |
39- | Wave2Letter (w2l) | XNN Q8 | [ 33.913] ( https://github.com/pytorch/executorch/actions/runs/10857890364/job/30139445319 ) | [ 135.584] ( https://github.com/pytorch/executorch/actions/runs/10857890364/job/30139445319 ) | Apple iPhone 15 Pro |
42+ | TorchVisionVit (vit) | QNN FP16 | [ 174.430] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218989581 ) | [ 199.279] ( https://github.com/pytorch/executorch/actions/runs/10875550238/job/30218989581 ) | Samsung S22 |
43+ | Wave2Letter (w2l) | XNNPACK Q8 | [ 33.913] ( https://github.com/pytorch/executorch/actions/runs/10857890364/job/30139445319 ) | [ 135.584] ( https://github.com/pytorch/executorch/actions/runs/10857890364/job/30139445319 ) | Apple iPhone 15 Pro |
4044
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4246## Supported Use Cases
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