Autovectorised FMA in JDK10

Fused-multiply-add (FMA) allows floating point expressions of the form a * x + b to be evaluated in a single instruction, which is useful for numerical linear algebra. Despite the obvious appeal of FMA, JVM implementors are rather constrained when it comes to floating point arithmetic because Java programs are expected to be reproducible across

Spliterator Characteristics and Performance

The streams API has been around for a while now, and I’m a big fan of it. It allows for a clean declarative programming style, which permits various optimisations to occur, and keeps the pastafarians at bay. I also think the Stream is the perfect abstraction for data interchange across API boundaries. This is partly

Don’t Fear the Builder

Writing a nontrivial piece of code requires a programmer to make countless tiny decisions, and to produce good quality code quickly, many of these decisions must be made subconciously. But what happens if your instinct is mostly superstitious bullshit? I instinctively avoid allocating objects when I don’t have to, so would not voluntarily resort to

Beware Collection Factory Methods

I saw an interesting tweet referencing a Github issue where the impact of including an (in my view) unnecessary implementation of the List interface impacted inlining decisions, causing 20x degradation in throughput. Guava’s ImmutableList is my favourite class to seek and destroy because of the way it is often used – it tends to be

Bit Twiddling Blog Posts

This is a list of blog posts to read if you like bit twiddling and some basic maths. I would like to improve this list over time – if you have a post similar to these please provide a link in the comments. Table of basic reversible integer operations – Marc B. Reynolds looks at