From 7da4076b2dd9557ae34da1f7b1d20e960e91fabd Mon Sep 17 00:00:00 2001 From: Jael Gu Date: Mon, 29 Aug 2022 18:27:39 +0800 Subject: [PATCH] Update performance Signed-off-by: Jael Gu --- performance.md | 42 +++++++++++------------------------------- 1 file changed, 11 insertions(+), 31 deletions(-) diff --git a/performance.md b/performance.md index ec070a2..78edf26 100644 --- a/performance.md +++ b/performance.md @@ -26,48 +26,28 @@ print((end-start) / 100) ## Performance (Default model) - Device: MacOS, 2.3 GHz Quad-Core Intel Core i7, 8 CPUs -- Input: 10s mono audio, shape (1, ), sr , loop for 100 times +- Input: 10s stereo audio, shape (2, 441344), sr 44100, loop for 100 times | inference method | mem usage | avg time | | -- | -- | -- | -| pytorch | 0.3G | 0.451s | -| torchscript | 0.3G | 0.470s | -| onnx | 0.3G | 0.378s | +| pytorch | 0.3G | 0.160s | +| torchscript | 0.3G | 0.167s | +| onnx | 0.4G | 0.093s | - Device: MacOS, 2.3 GHz Quad-Core Intel Core i7, 8 CPUs - Input: 188s stereo audio, shape (2, 8328408), sr 44100, loop for 100 times | inference method | mem usage | avg time | | -- | -- | -- | -| pytorch | 2.6G | 8.162s | -| torchscript | 2.8G | 7.507s | -| onnx | 1.7G | 6.769s | +| pytorch | 2.7G | 2.29s | +| torchscript | 2.5G | 2.30s | +| onnx | 1.3G | 1.77s | - Device: MacOS, 2.3 GHz Quad-Core Intel Core i7, 8 CPUs -- Input: 600s stereo audio, shape (2, 28800000), sr 48000, loop for 20 times +- Input: 600s mono audio, shape (1, 9600000), sr 16000, loop for 20 times | inference method | mem usage | avg time | | -- | -- | -- | -| pytorch | 5G | 22.540s | -| torchscript | 4.9G | 22.514s | -| onnx | 3.4G | 17.874s | - -## Performance (Distilled model) - -- Device: MacOS, 2.3 GHz Quad-Core Intel Core i7, 8 CPUs -- Input: 188s stereo audio, shape (2, 8328408), sr 44100, loop for 20 times - -| inference method | mem usage | avg time | -| -- | -- | -- | -| pytorch | 2.6G | 7.215s | -| torchscript | 2.8G | 7.220s | -| onnx | 1G | 6.410s | - -- Device: MacOS, 2.3 GHz Quad-Core Intel Core i7, 8 CPUs -- Input: 600s stereo audio, shape (2, 28800000), sr 48000, loop for 20 times - -| inference method | mem usage | avg time | -| -- | -- | -- | -| pytorch | 4.9G | 22.482s | -| torchscript | 5.1G | 21.511s | -| onnx | 3.4G | 17.709s | +| pytorch | 4.9G | 9.04s | +| torchscript | 4.9G | 9.302s | +| onnx | 2.7G | 4.586s |