HashMap collision speed (regression 7->8)

Doug Lea dl at cs.oswego.edu
Tue Jan 13 11:36:37 UTC 2015


On 01/12/2015 05:12 PM, Peter Levart wrote:
> Hi,
>
> I added results obtained with JDK 8 (FCS and u20) - same machine, same VM
> options, just different JDKs:

Thanks very much. It remains a mystery why the original report
by Bernd showed a 40% difference from jdk7. The approx 10% hit
seen in these more careful measurements is about what we
expected as the intended tradeoff for avoiding DOS attacks
and better performance in more common cases. There are
still some tweaky improvements we should keep exploring,
but I don't think there's any need for fundamental changes.

-Doug

>
> Original JDK 7 HashMap (and JVM):
>
> Benchmark                               (initialSize)   Mode Samples
> Score  Score error    Units
> j.t.HashMapCollision.badDistNoComp                 16     ss 60
> 2839.458      157.299       ms
> j.t.HashMapCollision.badDistWithComp               16     ss 60
> 2673.924      187.063       ms
> j.t.HashMapCollision.goodDistNoComp                16     ss 60
> 686.972       32.928       ms
> j.t.HashMapCollision.goodDistWithComp              16     ss 60
> 631.001        6.574       ms
>
> Original JDK 8 HashMap (JDK 8 FCS JVM):
>
> Benchmark                               (initialSize)   Mode Samples
> Score  Score error    Units
> j.t.HashMapCollision.badDistNoComp                 16     ss 60
> 3186.305       74.890       ms
> j.t.HashMapCollision.badDistWithComp               16     ss 60
> 2479.155      136.924       ms
> j.t.HashMapCollision.goodDistNoComp                16     ss 60
> 673.819       13.236       ms
> j.t.HashMapCollision.goodDistWithComp              16     ss 60
> 673.636        8.676       ms
>
> Original JDK 8 HashMap (JDK 8u20 JVM):
>
> Benchmark                               (initialSize)   Mode Samples
> Score  Score error    Units
> j.t.HashMapCollision.badDistNoComp                 16     ss 60
> 3107.455       72.524       ms
> j.t.HashMapCollision.badDistWithComp               16     ss 60
> 2986.006        9.796       ms
> j.t.HashMapCollision.goodDistNoComp                16     ss 60
> 631.295        7.281       ms
> j.t.HashMapCollision.goodDistWithComp              16     ss 60
> 641.041       17.139       ms
>
> Original JDK 9 HashMap:
>
> Benchmark                               (initialSize)   Mode Samples
> Score  Score error    Units
> j.t.HashMapCollision.badDistNoComp                 16     ss 60
> 3011.738       78.249       ms
> j.t.HashMapCollision.badDistWithComp               16     ss 60
> 2984.280       48.315       ms
> j.t.HashMapCollision.goodDistNoComp                16     ss 60
> 682.060       52.341       ms
> j.t.HashMapCollision.goodDistWithComp              16     ss 60
> 685.705       55.183       ms
>
> Original JDK 9 HashMap with TREEIFY_THRESHOLD = 1 << 20:
>
> Benchmark                               (initialSize)   Mode Samples
> Score  Score error    Units
> j.t.HashMapCollision.badDistNoComp                 16     ss 60
> 2780.771      236.647       ms
> j.t.HashMapCollision.badDistWithComp               16     ss 60
> 2541.740      233.429       ms
> j.t.HashMapCollision.goodDistNoComp                16     ss 60
> 757.364       67.869       ms
> j.t.HashMapCollision.goodDistWithComp              16     ss 60
> 671.617       54.943       ms
>
> Caching of comparableClassFor (in ClassRepository - good for heterogeneous keys
> too):
>
> Benchmark                               (initialSize)   Mode Samples
> Score  Score error    Units
> j.t.HashMapCollision.badDistNoComp                 16     ss 60
> 3014.888       71.778       ms
> j.t.HashMapCollision.badDistWithComp               16     ss 60
> 2279.757       54.159       ms
> j.t.HashMapCollision.goodDistNoComp                16     ss 60
> 760.743       70.674       ms
> j.t.HashMapCollision.goodDistWithComp              16     ss 60
> 725.188       67.853       ms
>
> Caching of comparableClassFor (internally - good for homogeneous keys only):
>
> Benchmark                               (initialSize)   Mode Samples
> Score  Score error    Units
> j.t.HashMapCollision.badDistNoComp                 16     ss 60
> 3026.707       84.571       ms
> j.t.HashMapCollision.badDistWithComp               16     ss 60
> 2137.296       66.140       ms
> j.t.HashMapCollision.goodDistNoComp                16     ss 60
> 635.964        8.213       ms
> j.t.HashMapCollision.goodDistWithComp              16     ss 60
> 685.129       46.783       ms
>
>
> Peter
>
> On 01/12/2015 12:26 AM, Peter Levart wrote:
>>
>> On 01/11/2015 10:00 PM, Doug Lea wrote:
>>> On 01/11/2015 02:26 PM, Peter Levart wrote:
>>>
>>>> Although majority of entries constitute the bins of size 13 or 14, there's only
>>>> a single hashCode value per bin.
>>>>
>>>> So in this benchmark, treeifying with non-comparable keys is a waste of effort.
>>>
>>> On the other hand, the waste seems to only cost about 10% in your runs.
>>> I wonder why the original report using jdk7 vs jdk8 seemed larger.
>>
>> I don't know. I ran the same benchmark with same VM options on JDK 7 too. Here
>> are all results together:
>>
>> Original JDK 7 HashMap (and JVM):
>>
>> Benchmark                               (initialSize)   Mode Samples
>> Score  Score error    Units
>> j.t.HashMapCollision.badDistNoComp                 16 ss        60
>> 2839.458      157.299       ms
>> j.t.HashMapCollision.badDistWithComp               16 ss        60
>> 2673.924      187.063       ms
>> j.t.HashMapCollision.goodDistNoComp                16 ss        60
>> 686.972       32.928       ms
>> j.t.HashMapCollision.goodDistWithComp              16 ss        60
>> 631.001        6.574       ms
>>
>> Original JDK 9 HashMap:
>>
>> Benchmark                               (initialSize)   Mode Samples
>> Score  Score error    Units
>> j.t.HashMapCollision.badDistNoComp                 16 ss        60
>> 3011.738       78.249       ms
>> j.t.HashMapCollision.badDistWithComp               16 ss        60
>> 2984.280       48.315       ms
>> j.t.HashMapCollision.goodDistNoComp                16 ss        60
>> 682.060       52.341       ms
>> j.t.HashMapCollision.goodDistWithComp              16 ss        60
>> 685.705       55.183       ms
>>
>> Original JDK 9 HashMap with TREEIFY_THRESHOLD = 1 << 20:
>>
>> Benchmark                               (initialSize)   Mode Samples
>> Score  Score error    Units
>> j.t.HashMapCollision.badDistNoComp                 16 ss        60
>> 2780.771      236.647       ms
>> j.t.HashMapCollision.badDistWithComp               16 ss        60
>> 2541.740      233.429       ms
>> j.t.HashMapCollision.goodDistNoComp                16 ss        60
>> 757.364       67.869       ms
>> j.t.HashMapCollision.goodDistWithComp              16 ss        60
>> 671.617       54.943       ms
>>
>> Caching of comparableClassFor (in ClassRepository - good for heterogeneous
>> keys too):
>>
>> Benchmark                               (initialSize)   Mode Samples
>> Score  Score error    Units
>> j.t.HashMapCollision.badDistNoComp                 16 ss        60
>> 3014.888       71.778       ms
>> j.t.HashMapCollision.badDistWithComp               16 ss        60
>> 2279.757       54.159       ms
>> j.t.HashMapCollision.goodDistNoComp                16 ss        60
>> 760.743       70.674       ms
>> j.t.HashMapCollision.goodDistWithComp              16 ss        60
>> 725.188       67.853       ms
>>
>> Caching of comparableClassFor (internally - good for homogeneous keys only):
>>
>> Benchmark                               (initialSize)   Mode Samples
>> Score  Score error    Units
>> j.t.HashMapCollision.badDistNoComp                 16 ss        60
>> 3026.707       84.571       ms
>> j.t.HashMapCollision.badDistWithComp               16 ss        60
>> 2137.296       66.140       ms
>> j.t.HashMapCollision.goodDistNoComp                16 ss        60
>> 635.964        8.213       ms
>> j.t.HashMapCollision.goodDistWithComp              16 ss        60
>> 685.129       46.783       ms
>>
>>>
>>>>
>>>> Are there (non-forged) sets of non-comparable keys with hashCodes where
>>>> treeifying makes sense?
>>>
>>> Try using a class like:
>>>   class FHC { float f; int hashCode() { return Float.floatToIntBits(f); } }
>>> and populate with instances with integral values for f.
>>>
>>> Similarly for doubles.
>>>
>>> Pre-jdk8, we devised a bit-smearing function that (among other
>>> constraints) did OK for float/double keys with integral values,
>>> that are not all that rare.  With treeification, we don't need to
>>> penalize classes with decent hashCodes by bit-smearing to still
>>> get OK performance for these kinds of cases where the tree-based
>>> hashCode comparison helps more than Comparability per se.
>>
>> I see. These keys actually have unique or near unique hashCodes but which are
>> not good for power of two length tables without bit-smearing. With tree bins
>> we don't need heavy bit-smearing to get decent performance in speed, but the
>> table gets quite sparse anyway (although this is the smaller of the space
>> overheads - tree nodes are bigger). For example, for 1M integral Floats, we
>> get the following:
>>
>> >>> Float ...
>>                  Capacity: 2097152
>>               Load factor: 0.75
>>                      Size: 1000000
>>                 Bin sizes: 0*1966080 1*0 2*0 3*24288 4*41248 5*0 6*0 7*0 8*0
>> 9*0 10*4456 11*22963 12*30554 13*7539 14*24 total=1000000
>>                Empty bins: 93.8 %
>> Unique hash codes per bin: 0*1966080 1*0 2*0 3*24288 4*41248 5*0 6*0 7*0 8*0
>> 9*0 10*4456 11*22963 12*30554 13*7539 14*24 total=1000000
>>
>>
>>>
>>> Also...
>>>
>>> It looks like the simplest path to a minor improvement is
>>> just to cache internally (your fourth test below). But I now
>>> recall not doing this because it adds to footprint and
>>> the field could prevent class unloading, for only a small
>>> benefit.
>>
>> Footprint, yes (one reference field in HM instance), while class unloading is
>> taken care of using WeakReference:
>>
>> http://cr.openjdk.java.net/~plevart/jdk9-dev/HM.comparableClassFor/HomogeneousKeysCache/webrev.01/
>>
>>>
>>> (Every time HashMap has changed, there have been reports of
>>> performance regressions even though typical performance
>>> generally improves.)
>>>
>>> -Doug
>>
>> Regards, Peter
>>
>>>
>>>
>>>>> Original JDK9 HashMap:
>>>>>
>>>>> Benchmark                               (initialSize)   Mode Samples
>>>>> Score  Score error    Units
>>>>> j.t.HashMapCollision.badDistNoComp                 16 ss        60
>>>>> 3011.738       78.249       ms
>>>>> j.t.HashMapCollision.badDistWithComp               16 ss        60
>>>>> 2984.280       48.315       ms
>>>>> j.t.HashMapCollision.goodDistNoComp                16 ss        60
>>>>> 682.060       52.341       ms
>>>>> j.t.HashMapCollision.goodDistWithComp              16 ss        60
>>>>> 685.705       55.183       ms
>>>>>
>>>>> Original JDK9 HashMap with TREEIFY_THRESHOLD = 1 << 20:
>>>>>
>>>>> Benchmark                               (initialSize)   Mode Samples
>>>>> Score  Score error    Units
>>>>> j.t.HashMapCollision.badDistNoComp                 16 ss        60
>>>>> 2780.771      236.647       ms
>>>>> j.t.HashMapCollision.badDistWithComp               16 ss        60
>>>>> 2541.740      233.429       ms
>>>>> j.t.HashMapCollision.goodDistNoComp                16 ss        60
>>>>> 757.364       67.869       ms
>>>>> j.t.HashMapCollision.goodDistWithComp              16 ss        60
>>>>> 671.617       54.943       ms
>>>>>
>>>>> Caching of comparableClassFor (in ClassRepository - good for heterogeneous
>>>>> keys too):
>>>>>
>>>>> Benchmark                               (initialSize)   Mode Samples
>>>>> Score  Score error    Units
>>>>> j.t.HashMapCollision.badDistNoComp                 16 ss        60
>>>>> 3014.888       71.778       ms
>>>>> j.t.HashMapCollision.badDistWithComp               16 ss        60
>>>>> 2279.757       54.159       ms
>>>>> j.t.HashMapCollision.goodDistNoComp                16 ss        60
>>>>> 760.743       70.674       ms
>>>>> j.t.HashMapCollision.goodDistWithComp              16 ss        60
>>>>> 725.188       67.853       ms
>>>>>
>>>>> Caching of comparableClassFor (internally - good for homogeneous keys only):
>>>>>
>>>>> Benchmark                               (initialSize)   Mode Samples
>>>>> Score  Score error    Units
>>>>> j.t.HashMapCollision.badDistNoComp                 16 ss        60
>>>>> 3026.707       84.571       ms
>>>>> j.t.HashMapCollision.badDistWithComp               16 ss        60
>>>>> 2137.296       66.140       ms
>>>>> j.t.HashMapCollision.goodDistNoComp                16 ss        60
>>>>> 635.964        8.213       ms
>>>>> j.t.HashMapCollision.goodDistWithComp              16 ss        60
>>>>> 685.129       46.783       ms
>>>>>
>>>>>
>>>
>>
>




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