[gdal-dev] [BULK] Re: [EXTERNAL] Re: GTiff bit shuffle compression feature request
Meyer, Jesse R. (GSFC-618.0)[SCIENCE SYSTEMS AND APPLICATIONS INC]
jesse.r.meyer at nasa.gov
Fri Dec 8 11:43:43 PST 2023
Unfortunately Zarr has a design choice that won’t work for us: blocks are individual files on a file system. Our datasets are massive and this will explode our inode allocations. While we could archive the folder into a zip archive, it adds a step for anyone to work with the data. Curiously, this sparse friendly representation seems totally baked into the format and there’s no way to opt out. I’m not quite ready to share compression ratio findings, but initial results are consistent with my expectations. Bitshuffle is effective for our data and works very well with another Zarr feature “DELTA_DTYPE” which _can_ be a form of lossless compression if the max delta is known.
I understand not wanting to make third party tiff compliance worse than it already is from the GDAL project perspective. That would be minimized if the functionality were added to libtiff proper, so any project that depends on libtiff could benefit from the enhancement.
From: gdal-dev <gdal-dev-bounces at lists.osgeo.org> on behalf of "Meyer, Jesse R. (GSFC-618.0)[SCIENCE SYSTEMS AND APPLICATIONS INC] via gdal-dev" <gdal-dev at lists.osgeo.org>
Reply-To: "Meyer, Jesse R. (GSFC-618.0)[SCIENCE SYSTEMS AND APPLICATIONS INC]" <jesse.r.meyer at nasa.gov>
Date: Friday, December 8, 2023 at 12:40 PM
To: Even Rouault <even.rouault at spatialys.com>, gdallists <gdal-dev at lists.osgeo.org>
Subject: [BULK] Re: [gdal-dev] [EXTERNAL] Re: GTiff bit shuffle compression feature request
Thanks for the suggestion Even, we’ll see how effective Zarr is for our datasets.
Jesse
From: Even Rouault <even.rouault at spatialys.com>
Date: Friday, December 8, 2023 at 12:20 PM
To: "Meyer, Jesse R. (GSFC-618.0)[SCIENCE SYSTEMS AND APPLICATIONS INC]" <jesse.r.meyer at nasa.gov>, gdallists <gdal-dev at lists.osgeo.org>
Subject: [EXTERNAL] Re: [gdal-dev] GTiff bit shuffle compression feature request
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Jesse,
This would break interoperability with other TIFF readers... Even adding a new TIFF tag to advertize that bit shuffling is applied would probably not be a sufficient guard, as existing readers wouldn't read it, and would just display garbage, which is worth that not being able to open the file at all. The only way I can think off of doing that in a safe way would be to use new values for the Compression tag, which isn't pretty either.
You should probably try Zarr which has such capability with the Blosc codec. Cf https://gdal.org/drivers/raster/zarr.html : BLOSC_SHUFFLE
I'm curious however to know which typical compression gain you get with that.
Even
Le 08/12/2023 à 18:06, Meyer, Jesse R. (GSFC-618.0)[SCIENCE SYSTEMS AND APPLICATIONS INC] via gdal-dev a écrit :
Hi,
When using horizonal differencing to reduce the numerical range of band data, the upper bytes in the produced stream are typically 0 which leverages LZ’s byte based compression model. But the least significant bytes can still have many significant bits as 0. Unless the whole byte is replicated, LZ compressors can’t do much to leverage the pattern however. For data with temporal and or spatial coherence, ‘shuffling’ is another effective strategy to losslessly reform the data stream to be favorable to LZ style compressors. And plays nicely off gains already provided by the PREDICTOR functionality.
The notion is to arrange the bit stream where the Nth “shuffled” byte contains the Nth bit from each byte in the sequence. The sequence length is usually determined by the data type bit length.
For example (for brevity, assume bytes are 4 bits long)
Byte 1, Byte 2, Byte 3, Byte 4
0001, 0011, 0111, 0001
They all share the top 0 bit and the bottom 1 bit,
“Shuffled”
0000, 0010, 0110, 1111
The algorithm is pretty simple to implement, and can be SIMD accelerated for high performance.
While we specifically are users of the GTIFF format, such a strategy could be employed generically for most raster and even vector formats.
Best,
Jesse
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