Non blocking data structures for Go.
The List
type is implemented using A Pragmatic Implementation of Non-Blocking Linked-Lists by Timothy L. Harris.
The Hash
type is implemented using Split-Ordered Lists: Lock-Free Extensible Hash Tables by Ori Shalev and Nir Shavit with the List type used as backend.
The Transaction
type is implemented using OSTM from Concurrent Programming Without Locks by Keir Fraser and Tim Harris with a few tweaks described in https://github.com/zond/gotomic/blob/master/stm.go.
The Treap
type uses Transaction
to be non blocking and thread safe, and is based (like all other treaps, I guess) on Randomized Search Trees by Cecilia Aragon and Raimund Seidel, but mostly I just used https://github.com/stathat/treap/blob/master/treap.go for reference.
On my laptop I created benchmarks for a) regular Go map
types, b) Go map
types protected by sync.RWMutex
, c) the gotomic.Hash
, d) the gotomic.Treap
type and e) the github.com/stathat/treap.Tree
type.
The benchmarks for a) and b) can be found at https://github.com/zond/tools/blob/master/tools_test.go#L83, the benchmark for c) at https://github.com/zond/gotomic/blob/master/hash_test.go#L116 and the benchmark for d) and e) at https://github.com/zond/gotomic/blob/master/hash_test.go#L262.
The TL;DR of it all is that the benchmark sets runtime.GOMAXPROCS
to be runtime.NumCPU()
, and starts that number of goroutine
s that just mutates and reads the tested mapping.
Last time I ran these tests I got the following results:
a)
BenchmarkNativeMap 5000000 567 ns/op
b)
BenchmarkMyMapConc 200000 10694 ns/op
BenchmarkMyMap 1000000 1427 ns/op
c)
BenchmarkHash 500000 5146 ns/op
BenchmarkHashConc 500000 10599 ns/op
d)
BenchmarkTreap 50000 71250 ns/op
BenchmarkTreapConc 10000 110843 ns/op
e)
BenchmarkStatHatTreap 1000000 4373 ns/op
Also, there are some third party benchmarks available at https://github.com/zond/gotomic/wiki/Benchmarks.
Conclusion: As expected a) is by far the fastest mapping, and it seems that the naive RWMutex
wrapped native map b) is much faster at single thread operation, and on a weak laptop about as efficient in multi thread operation, compared to c).
However, on more multicored systems (and also a few smaller ones, strangely enough) c) is more efficient than b).
When it comes to the treap class, I am afraid my implementation of STM is really REALLY inefficient. Maybe because I tried to be clever, or because I just botched it someplace. It seems to work, but I reckon that an RWMutex
-wrapped stathat treap would be preferable in most circumstances.
See https://github.com/zond/gotomic/blob/master/examples/example.go or https://github.com/zond/gotomic/blob/master/examples/profile.go
Also, see the tests.
http://go.pkgdoc.org/github.com/zond/gotomic
Hash
and List
have no known bugs and seem to work well.
The Transaction
, Handle
and Treap
types are alpha. They seem to work, but are too slow and untrustworthy :/
I have not tried it on more than my personal laptop however, so if you want to try and force it to misbehave on a heftier machine than a 4 cpu MacBook Air please do!
It would be nice to have a Hash#DeleteIfPresent that atomically deletes matching key/value pairs, but since the implementation is slightly harder than trivial and I see no immediate use case I have been too lazy. Tell me if you need it and I might feel motivated :)