libvips

Direct access

This is the fastest and simplest one. The file is mapped directly into the process’s address space and can be read with ordinary pointer access. Small files are completely mapped; large files are mapped in a series of small windows that are shared and which scroll about as pixels are read. Files which are accessed like this can be read by many threads at once, making them especially quick. They also interact well with the computer’s operating system: your OS will use spare memory to cache recently used chunks of the file.

For this to be possible, the file format needs to be a simple dump of a memory array. libvips supports direct access for vips, 8-bit binary ppm/pbm/pnm, analyse and raw.

libvips has a special direct write mode where pixels can be written directly to the file image. This is used for the draw operators.

Random access via load library

Some image file formats have libraries which allow true random access to image pixels. For example, libtiff lets you read any tile out of a tiled tiff image very quickly. Because the libraries allow true random access, libvips can simply hook the image load library up to the input of the operation pipeline.

These libraries are generally single-threaded, so only one thread may read at once, making them slower than simple direct access. Additionally, tiles are often compressed, meaning that each time a tile is fetched it must be decompressed. libvips keeps a cache of recently-decompressed tiles to try to avoid repeatedly decompressing the same tile.

libvips can load tiled tiff, tiled OpenEXR, FITS and OpenSlide images in this manner.

Full decompression

Many image load libraries do not support random access. In order to use images of this type as inputs to pipelines, libvips has to convert them to a random access format first.

For small images (less than 100mb when decompressed), libvips allocates a large area of memory and decompresses the entire image to that. It then uses that memory buffer of decompressed pixels to feed the pipeline. For large images, libvips decompresses to a temporary file on disc, then loads that temporary file in direct access mode (see above). Note that on open libvips just reads the image header and is quick: the image decompress happens on the first pixel access.

You can control this process with environment variables, command-line flags and API calls as you choose, see vips_image_new_from_file(). They let you set the threshold at which libvips switches between memory and disc and where on disc the temporary files are held.

This is the slowest and most memory-hungry way to read files, but it’s unavoidable for many file formats. Unless you can use the next one!

Sequential access

This a fairly recent addition to libvips and is a hybrid of the previous two.

Imagine how this command might be executed:

$ vips flip fred.jpg jim.jpg vertical

meaning, read fred.jpg, flip it up-down, and write as jim.jpg.

In order to write jim.jpg top-to-bottom, it’ll have to read fred.jpg bottom-to-top. Unfortunately libjpeg only supports top-to-bottom reading and writing, so libvips must convert fred.jpg to a random access format before it can run the flip operation.

However many useful operations do not require true random access.  For example:

$ vips shrink fred.png jim.png 10 10

meaning shrink fred.png by a factor of 10 in both axes and write as jim.png.

You can imagine this operation running without needing fred.png to be completely decompressed first. You just read 10 lines from fred.png for every one line you write to jim.png.

To help in this case, libvips has a hint you can give to loaders to say “I will only need pixels from this image in top-to-bottom order”. With this hint set, libvips will hook up the pipeline of operations directly to the read-a-line interface provided by the image library, and add a small cache of the most recent 100 or so lines.

There’s an extra unbuffered sequential mode where vips does not keep a cache of recent lines. This gives a useful memory saving for operations like copy which do not need any non-local access. 

Debugging

There are a few flags you can use to find out what libvips is doing.

--vips-leak This makes libvips test for leaks on program exit. It checks for images which haven’t been closed and also (usefully) shows the memory high-water mark. It counts all memory allocated in libvips for pixel buffers.

--vips-progress This makes libvips show a crude progress bar for every major image loop, with destination and elapsed time. You can see whether images are going to disc or to memory and how long the decompression is taking.

`–vips-cache-trace This shows a line for every vips operation that executes, with arguments. It’s part of vips8, so it doesn’t display vips7 operations, sadly.

Summary

libvips tries hard to do the quickest thing in every case, but will sometimes fail. You can prod it in the right direction with a mixture of hints and flags to the load system.