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Chris Cannam, 2013-10-21 01:29 PM


Summary of results

We compared

  • decimate: the "Decimator"http://code.soundsoftware.ac.uk/projects/qm-dsp/embedded/classDecimator.html implementation in the qm-dsp library, which uses an 8-tap IIR lowpass filter;
  • resample_hq, resample_mq, resample_lq: the Resampler implementation in the qm-dsp library, which uses a lengthy Kaiser-windowed sinc filter, at three different quality settings;
  • src: the sndfile-resample program which uses libsamplerate, a well trusted resampler also using a Kaiser-windowed sinc implementation, at its default quality setting;
  • zoh: the sndfile-resample zero-order hold resampler, which just takes every Nth sample without any filtering, serving as a baseline.

Speed

For 5292000 input frames on a Core i3-3229Y low-voltage CPU. (Frames-per-second values are for input frames.)

The qm-dsp implementations (resample_* and decimate) were compiled with -O3 -ffast-math while the libsamplerate implementations (src and zoh) were standard Ubuntu packages, so probably -O2. This is likely to make a very significant difference, so these results are more useful for comparison among the qm-dsp implementations than between qm-dsp and libsamplerate.

All implementations use libsndfile for audio file I/O, so that should not be a factor in overall speed.

Implementations by decimation factor

Factor 2

Frames per second Clock time Implementation
14225806 0.372 decimate
8939189 0.592 zoh
3732016 1.418 resample_lq
1856842 2.850 resample_mq
989158 5.350 resample_hq
516141 10.253 src

Factor 4

Frames per second Clock time Implementation
17070967 0.310 zoh
14659279 0.361 decimate
4285020 1.235 resample_lq
2186776 2.420 resample_mq
1056287 5.010 resample_hq
610099 8.674 src

Factor 8

Frames per second Clock time Implementation
26328358 0.201 zoh
13926315 0.380 decimate
4895467 1.081 resample_lq
2470588 2.142 resample_mq
1166409 4.537 resample_hq
614919 8.606 src

Factor 16

Frames per second Clock time Implementation
33493670 0.158 zoh
12721153 0.416 decimate
5093358 1.039 resample_lq
2515209 2.104 resample_mq
1182041 4.477 resample_hq
668857 7.912 src

Factor 32

Frames per second Clock time Implementation
41669291 0.127 zoh
14498630 0.365 decimate
5318592 0.995 resample_lq
2312937 2.288 resample_mq
1148936 4.606 resample_hq
670467 7.893 src

Factor 64

Frames per second Clock time Implementation
42000000 0.126 zoh
13397468 0.395 decimate
5040000 1.050 resample_lq
2365668 2.237 resample_mq
1232704 4.293 resample_hq
636057 8.320 src

Implementation zoh

Frames per second Clock time Factor
42000000 0.126 factor 64
41669291 0.127 factor 32
33493670 0.158 factor 16
26328358 0.201 factor 8
17070967 0.310 factor 4
8939189 0.592 factor 2

Implementation decimate

Frames per second Clock time Factor
14659279 0.361 factor 4
14498630 0.365 factor 32
14225806 0.372 factor 2
13926315 0.380 factor 8
13397468 0.395 factor 64
12721153 0.416 factor 16

Implementation resample_hq

Frames per second Clock time Factor
1232704 4.293 factor 64
1182041 4.477 factor 16
1166409 4.537 factor 8
1148936 4.606 factor 32
1056287 5.010 factor 4
989158 5.350 factor 2

Implementation resample_mq

Frames per second Clock time Factor
2515209 2.104 factor 16
2470588 2.142 factor 8
2365668 2.237 factor 64
2312937 2.288 factor 32
2186776 2.420 factor 4
1856842 2.850 factor 2

Implementation resample_lq

Frames per second Clock time Factor
5318592 0.995 factor 32
5093358 1.039 factor 16
5040000 1.050 factor 64
4895467 1.081 factor 8
4285020 1.235 factor 4
3732016 1.418 factor 2

Implementation src

Frames per second Clock time Factor
670467 7.893 factor 32
668857 7.912 factor 16
636057 8.320 factor 64
614919 8.606 factor 8
610099 8.674 factor 4
516141 10.253 factor 2

zoh-wave.png 55.8 KB, downloaded 72 times Chris Cannam, 2013-10-22 04:31 PM

zoh-spec.png 991 KB, downloaded 90 times Chris Cannam, 2013-10-22 04:32 PM

decimate-wave.png 59.9 KB, downloaded 68 times Chris Cannam, 2013-10-22 04:32 PM

decimate-spec.png 1000 KB, downloaded 62 times Chris Cannam, 2013-10-22 04:32 PM

decimate-b-wave.png 54.8 KB, downloaded 67 times Chris Cannam, 2013-10-22 04:32 PM

decimate-b-spec.png 696 KB, downloaded 95 times Chris Cannam, 2013-10-22 04:32 PM

resample-hq-wave.png 51.4 KB, downloaded 60 times Chris Cannam, 2013-10-22 04:33 PM

resample-hq-spec.png 480 KB, downloaded 70 times Chris Cannam, 2013-10-22 04:33 PM

resample-mq-wave.png 50.6 KB, downloaded 48 times Chris Cannam, 2013-10-22 04:33 PM

resample-mq-spec.png 510 KB, downloaded 46 times Chris Cannam, 2013-10-22 04:33 PM

resample-lq-wave.png 52 KB, downloaded 48 times Chris Cannam, 2013-10-22 04:34 PM

resample-lq-spec.png 888 KB, downloaded 50 times Chris Cannam, 2013-10-22 04:34 PM

src-wave.png 47.8 KB, downloaded 55 times Chris Cannam, 2013-10-22 04:34 PM

src-spec.png 472 KB, downloaded 61 times Chris Cannam, 2013-10-22 04:34 PM