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Chris Cannam, 2013-10-21 01:31 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.
The decimate implementation supports factors up to 8 only, so 16x, 32x and 64x are handled in two passes.
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 |
Decimation factors by implementation¶
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 74 times
Chris Cannam, 2013-10-22 04:31 PM
zoh-spec.png
991 KB, downloaded 91 times
Chris Cannam, 2013-10-22 04:32 PM
decimate-wave.png
59.9 KB, downloaded 69 times
Chris Cannam, 2013-10-22 04:32 PM
decimate-spec.png
1000 KB, downloaded 63 times
Chris Cannam, 2013-10-22 04:32 PM
decimate-b-wave.png
54.8 KB, downloaded 69 times
Chris Cannam, 2013-10-22 04:32 PM
decimate-b-spec.png
696 KB, downloaded 97 times
Chris Cannam, 2013-10-22 04:32 PM
resample-hq-wave.png
51.4 KB, downloaded 61 times
Chris Cannam, 2013-10-22 04:33 PM
resample-hq-spec.png
480 KB, downloaded 71 times
Chris Cannam, 2013-10-22 04:33 PM
resample-mq-wave.png
50.6 KB, downloaded 49 times
Chris Cannam, 2013-10-22 04:33 PM
resample-mq-spec.png
510 KB, downloaded 47 times
Chris Cannam, 2013-10-22 04:33 PM
resample-lq-wave.png
52 KB, downloaded 49 times
Chris Cannam, 2013-10-22 04:34 PM
resample-lq-spec.png
888 KB, downloaded 51 times
Chris Cannam, 2013-10-22 04:34 PM
src-wave.png
47.8 KB, downloaded 56 times
Chris Cannam, 2013-10-22 04:34 PM
src-spec.png
472 KB, downloaded 62 times
Chris Cannam, 2013-10-22 04:34 PM