Sac is a state-of-the-art lossless audio compression model
Lossless audio compression is a complex problem, because PCM data is highly non-stationary and uses high sample resolution (typically >=16bit). That's why classic context modelling suffers from context dilution problems. Sac employs a simple OLS-NLMS predictor per frame including bias correction. Prediction residuals are encoded using a sophisticated bitplane coder including SSE and various forms of probability estimations. Meta-parameters of the predictor are optimized with DDS on by-frame basis. This results in a highly asymmetric codec design.
This program wouldn't exist without the help from the following people (in no particular order):
Matt Mahoney, Dmitry Shkarin, Eugene D. Shelwien, Florin Ghido, Grzegorz Ulacha
- Input: wav file with 1-16 bit sample size, mono/stereo, pcm
- Output: sac file including all input metadata
- Decoded wav file is bit for bit identical to input wav file
- MD5 of raw pcm values
Sac uses fp64 for many internal calculations. The change of compiler options or (cpu-)platform might effect the output. Use at your own risk and for testing purposes only.
Sac v0.7.11
16 files (51.014.742 bytes) parallel on i7-13700H.
Asymmetric encoding profiles - bits per sample (bps) is mean bps over all files
| Profile | Size | Enc-time | Dec-time | bps | |
|---|---|---|---|---|---|
| FLAC -8 | 100.0% | 29.793.060 | 00:00:00 | 00:00:00 | 9.385 |
| --normal | 89.6% | 26.695.173 | 00:00:33 | 00:00:29 | 8.402 |
| --high | 89.2% | 26.586.867 | 00:04:55 | 00:01:05 | 8.366 |
| --veryhigh | 89.0% | 26.516.301 | 00:31:23 | 00:01:12 | 8.343 |
| --best | 88.8% | 26.455.919 | 05:00:19 | 00:01:00 | 8.324 |
Comparison with other lossless audio codecs
| Program | Parameters | Source |
|---|---|---|
| Sac v0.7.11 | --best | open |
| OFR v5.100 | --preset max | closed |
| paq8px_v208fix1 | -6 | open |
| MAC v10.44 | -c5000 | open |
| FLAC v1.4.3 | -8 | open |
Numbers are bits per sample (bps)
| Name | Sac | OFR | paq8px | MAC | FLAC |
|---|---|---|---|---|---|
| ATrain | 7.005 | 7.156 | 7.353 | 7.269 | 7.962 |
| BeautySlept | 7.137 | 7.790 | 7.826 | 8.464 | 10.134 |
| chanchan | 9.683 | 9.778 | 9.723 | 9.951 | 10.206 |
| death2 | 5.043 | 5.465 | 5.215 | 6.213 | 6.092 |
| experiencia | 10.861 | 10.915 | 10.963 | 11.005 | 11.428 |
| female_speech | 4.365 | 4.498 | 4.708 | 5.190 | 5.364 |
| FloorEssence | 9.059 | 9.409 | 9.488 | 9.537 | 10.201 |
| ItCouldBeSweet | 8.185 | 8.310 | 8.330 | 8.531 | 9.064 |
| Layla | 9.472 | 9.571 | 9.725 | 9.783 | 10.415 |
| LifeShatters | 10.760 | 10.808 | 10.868 | 10.838 | 11.194 |
| macabre | 8.977 | 9.026 | 9.249 | 9.172 | 10.043 |
| male_speech | 4.237 | 4.256 | 4.509 | 5.255 | 5.674 |
| SinceAlways | 10.333 | 10.409 | 10.455 | 10.522 | 11.254 |
| thear1 | 11.368 | 11.400 | 11.474 | 11.451 | 11.783 |
| TomsDiner | 6.993 | 7.108 | 7.057 | 7.432 | 8.572 |
| velvet | 9.700 | 9.990 | 10.030 | 10.461 | 10.770 |
| Mean | 8.324 | 8.493 | 8.561 | 8.817 | 9.385 |
| Enc-time | 05:00:19 | 00:00:09 | 00:05:37 | 00:00:01 | 00:00:00 |
| Dec-time | 00:01:00 | 00:00:02 | 00:05:40 | 00:00:01 | 00:00:00 |