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There was an interesting change in Java 7 update 6, which was released this month. An alternative hash function was included for all the commonly used hash map classes (see our news below). This alternative hash function is off by default, as it affects the ordering of keys and values and some (incorrectly implemented) apps may rely on that ordering. You can turn on the alternative hashing by setting the property jdk.map.althashing.threshold to the capacity of maps above which you want the alternative hashing to kick in (the default value is -1, hence the threshold is never reached). E.g. setting -Djdk.map.althashing.threshold=512 will cause every map that reaches a capacity of 512 to switch to using alternative hashing.

With the alternative hash function off, each affected map has an extra conditional test on all updates and accesses, but as it's always if(false) the JIT compiler should quickly eliminate it thus giving no real overhead in that case.

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The interesting thing is why this was added, and how. It's a little story that illustrates many a performance fix. Firstly, the problem it's addressing is that hash maps can suffer from excessive collisions if the hash codes are badly distributed, and it appears Strings are often badly distributed [to remind you, hash maps internally use an array, and use the hash code of the key to select an index into the array where the key and value will be stored; a collision is where two different keys map to the same index - cases that obviously need extra work to handle, hence the overhead of collisions]. The ideal solution here would be to just change the String.hashCode() method, but sadly the String.hashCode() method is documented to work in a particular way, and so many things could conceivably be broken if this method implementation was changed, which means it can't be changed.

The next best option would be to add a new hash() method to Object which returns hashCode(), and override that for String (and anything else that could benefit from an improved hashcode), then change the maps to use hash() instead of hashCode(). Anyone from a Smalltalk background would recognize that option - in Smalltalk you could easily add methods to Object and it was a pretty good solution to these types of problems. But adding a new method to Object in Java is controversial and not done lightly, so this option was discarded (for now).

So instead the hash function within the various maps need to be changed. The generic way to do this would be to create a new interface, say called Hashable with method interface int hash(), and then the "get the hash code" call in the map would be h = (key instanceof Hashable)? ((Hashable)key).hash() : key.hashCode();. And, of course, String would implement Hashable. Job done.

But it turns out that calling instanceof against an interface is slooow. At least compared to calling instanceof against a class - Mike Duigou at Oracle says "often more than 25X" slower. So given that this is a performance fix for a particular issue (String hashcodes badly distributed), the decision was made to apply the tactical fix to the update 6 release that solves the specific problem. This results in the following code (roughly) added to hash functions in various map implementations if (useAltHashing) if (key instanceof String) return Hashing.stringHash((String) key);

So, finally, end of story? Not quite. Like most performance fixes, there is a tradeoff. The alternative hash function can be slower for short strings, so if your maps consist of short string keys that don't have many collisions, performance would be worse with the alternative hash function turned on. But that's normal for performance fixes: fiddly details to get around in the implementation to minimize the changes across the system; better speed for the majority of cases; some cases worse off; a config switch that lets you turn it on or off. A classic performance tune.

Now on to all our usual links to Java performance tools, news, articles and, as ever, all the extracted tips from all of this month's referenced articles.

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Articles

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