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- all benchmarks - binary-trees chameneos-redux fannkuch fasta k-nucleotide mandelbrot meteor-contest n-body pidigits regex-dna reverse-complement spectral-norm thread-ring - all languages - Ada 2005 GNAT ATS C GNU gcc C# Mono C++ GNU g++ Erlang HiPE F# Mono Fortran Intel Go 6g 8g Haskell GHC Java 6 -server Java 6 -Xint Java 6 steady state Lisp SBCL OCaml Pascal Free Pascal Perl PHP Python 3 Python CPython Ruby JRuby Scala

 Which programming languages are fastest?

This chart shows one comparison - Time-used (Elapsed secs).

Each chart box shows the middle 50% of program times measured for a programming language implementation, and each horizontal black bar shows ↓ the median program time measured.

 Which languages are fastest? Le mieux est l'ennemi du bien.

Select the language implementations you want to chart (deselect those you want to remove) then click the chart button.

Or follow the links to compare 2 language implementations directly - one-against-another for all the benchmarks - on Time-used, Memory-used and Code-used.

	compare 2	|-	|---	25%	median	75%	---|	-|
	C GNU gcc	1.00	1.00	1.00	1.00	1.10	1.25	3.56
	C++ GNU g++	1.00	1.00	1.00	1.01	1.13	1.32	2.14
	Java 6 steady state	1.05	1.05	1.40	1.60	1.93	2.72	7.73
	Scala	1.06	1.06	2.05	2.52	4.91	9.20	12.74
	ATS	1.00	1.00	1.20	2.63	4.21	8.73	10.53
	Java 6 -server	1.01	1.01	1.77	2.81	4.10	7.59	21.37
	Ada 2005 GNAT	1.00	1.00	1.61	2.89	6.28	13.29	83.07
	C# Mono	1.40	1.40	1.95	3.76	7.12	13.05	13.05
	Haskell GHC	1.10	1.10	1.58	3.83	6.09	10.51	10.51
	OCaml	2.49	2.49	2.70	5.40	7.31	14.22	305.05
	Lisp SBCL	1.52	1.52	3.60	5.49	8.90	16.85	39.37
	Pascal Free Pascal	1.49	1.49	4.47	6.58	13.48	14.18	14.18
	Fortran Intel	1.02	1.02	2.84	7.22	11.56	24.64	28.45
	Go 6g 8g	2.54	2.54	7.37	9.95	26.03	54.01	154.41
	F# Mono	1.46	1.46	1.92	10.62	14.66	27.82	27.82
	Erlang HiPE	3.41	3.41	7.65	16.56	27.74	42.06	42.06
	Java 6 -Xint	11.68	11.68	19.41	24.84	40.65	72.52	169.34
	Python 3	8.32	8.32	21.04	55.62	181.72	422.73	510.49
	Python CPython	7.75	7.75	35.55	85.09	124.21	257.19	264.20
	Perl	4.53	4.53	18.29	87.75	194.65	267.04	267.04
	Ruby JRuby	21.27	21.27	34.65	103.73	235.65	537.14	759.79
	PHP	8.24	8.24	32.46	129.81	179.58	250.37	250.37

 Which programming languages are fastest? Robust Statistics

Which programming language implementations have the fastest benchmark programs?

Read "Visual Presentation of Data by Means of Box Plots" (pdf)

For each benchmark, F is the fastest time measurement; for each language implementation, each time measurement T is then normalized to ^T/_F

There are other ways to analyse and present this data: look for patterns in Code-used Time-used Shapes or ask Which programming language is best? or take the Summary Data and do your own analysis!

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