Update README.md

Community drive contributions: SwiftFormer meets Android. Qualcomm S8G2
DSP/HTP hardware, via Qualcomm tooling (QNN). Details in #14. Work done
by @3scorciav . Refer to his fork for details.
This commit is contained in:
Victor Escorcia
2024-01-12 10:27:15 +00:00
parent 9b7df0d145
commit 28ce806f55

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@@ -64,6 +64,28 @@ Self-attention has become a defacto choice for capturing global context in vario
The latency reported in SwiftFormer for iPhone 14 (iOS 16) uses the benchmark tool from [XCode 14](https://developer.apple.com/videos/play/wwdc2022/10027/). The latency reported in SwiftFormer for iPhone 14 (iOS 16) uses the benchmark tool from [XCode 14](https://developer.apple.com/videos/play/wwdc2022/10027/).
### SwiftFormer meets Android
Community-driven results with [Samsung Galaxy S23 Ultra, with Qualcomm Snapdragon 8 Gen 2](https://www.qualcomm.com/snapdragon/device-finder/samsung-galaxy-s23-ultra):
1. [Export](https://github.com/escorciav/SwiftFormer/blob/main-v/export.py) & profiler results of [`SwiftFormer_L1`](./models/swiftformer.py):
| QNN | 2.16 | 2.17 | 2.18 |
| -------------- | -----| ----- | ------ |
| Latency (msec) | 2.63 | 2.26 | 2.43 |
2. [Export](https://github.com/escorciav/SwiftFormer/blob/main-v/export_block.py) & profiler results of SwiftFormerEncoder block:
| QNN | 2.16 | 2.17 | 2.18 |
| -------------- | -----| ----- | ------ |
| Latency (msec) | 2.17 | 1.69 | 1.7 |
Refer to script above for details of the input & block parameters.
_Interested in reproducing the results above?_
Refer to [Issue #14](https://github.com/Amshaker/SwiftFormer/issues/14) for details about [exporting & profiling.](https://github.com/Amshaker/SwiftFormer/issues/14#issuecomment-1883351728)
## ImageNet ## ImageNet
### Prerequisites ### Prerequisites