Stability: October 2013

Documentation

Before attempting to understand the charts below, please take a look at the Stability Benchmark manual.

Quick Links

Small Matrices
Large Matrices

Experimental Setup

Date	2013 / 10
OS	Mint 14 64bit
Kernel	3.5.0-17-Generic
CPU	Core i7-2600 3.4 GHz - 4 cores - 8 threads
RAM	11 G
CPU Cache	8194 KB
JVM	Java HotSpot(TM) 64-Bit Server 1.7.0_17
Benchmark	0.10

Libraries	Version
Colt	1.2
Commons Math	3.2
EJML	0.23
Jama	1.0.3
JBlas	1.2.3
la4j	0.4.5
MTJ	0.9.13
OjAlgo	34.8
Parallel Colt	0.9.4
UJMP	0.2.5

Test Configuration. Matrix size.

	Min	Max
Small	2	10
Large	500	600

Small Matrices

Linear Solve

	Overflow								Underflow
	Scaling Factor			Stopping Condition					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	1.0e+308	Infinity	Infinity	76.7%	11.1%		12.2%		1.0e-309	1.0e-309	1.0e-309		100.0%
CommMath	1.0e+308	Infinity	Infinity	76.1%	11.2%		12.7%		1.0e-11	1.0e-11	1.0e-11			100.0%
EJML	1.0e+308	Infinity	Infinity	76.6%	10.9%		12.5%		1.0e-319	1.0e-315	1.0e-314	4.2%			95.8%
JAMA	1.0e+308	Infinity	Infinity	76.7%	11.1%		12.2%		1.0e-319	1.0e-315	1.0e-314	4.2%			95.8%
JBLAS	1.0e+308	Infinity	Infinity	76.1%	11.2%		12.7%		1.0e-308	1.0e-308	1.0e-308				100.0%
MTJ	1.0e+308	Infinity	Infinity	76.1%	11.2%		12.7%		1.0e-319	1.0e-315	1.0e-314	4.2%			95.8%
MTJ-N	1.0e+308	Infinity	Infinity	76.7%	10.3%		13.0%		1.0e-309	1.0e-309	1.0e-309		100.0%
PColt	1.0e+308	Infinity	Infinity	76.7%	11.1%		12.2%		1.0e-309	1.0e-309	1.0e-309		100.0%
UJMP	1.0e+308	Infinity	Infinity	76.7%	11.1%		12.2%		1.0e-319	1.0e-315	1.0e-314	4.2%			95.8%
la4j	1.0e+308	Infinity	Infinity	76.7%	11.1%		12.2%		1.0e-14	1.0e-14	1.0e-14				100.0%
ojAlgo	1.0e+308	Infinity	Infinity	76.7%	11.1%		12.2%		1.0e-319	1.0e-315	1.0e-314	4.2%			95.8%

	Accuracy								Nearly Singular
	Accuracy			Unexpected Error					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	4.3e-17	1.8e-16	3.1e-16	100.0%					4.7e-09	2.5e-08	6.5e-08				100.0%
CommMath		1.7e-16	3.1e-16	100.0%					3.8e-09	2.5e-08	6.5e-08				100.0%
EJML		1.7e-16	3.1e-16	100.0%					3.8e-09	2.5e-08	5.9e-08				100.0%
JAMA		1.6e-16	3.0e-16	100.0%					3.8e-09	2.5e-08	5.9e-08				100.0%
JBLAS	1.8e-17	1.7e-16	3.2e-16	100.0%					4.2e-09	2.5e-08	7.3e-08				100.0%
MTJ	1.8e-17	1.7e-16	3.2e-16	100.0%					4.2e-09	2.5e-08	7.3e-08				100.0%
MTJ-N	4.9e-17	1.8e-16	3.2e-16	100.0%					4.7e-09	2.5e-08	6.5e-08				100.0%
PColt	4.3e-17	1.8e-16	3.1e-16	100.0%					4.7e-09	2.5e-08	6.5e-08				100.0%
UJMP		1.6e-16	3.0e-16	100.0%					3.8e-09	2.5e-08	5.9e-08				100.0%
la4j		1.6e-16	3.0e-16	100.0%					3.8e-09	2.5e-08	5.9e-08				100.0%
ojAlgo		1.6e-16	3.0e-16	100.0%					3.8e-09	2.5e-08	5.9e-08				100.0%

== Least Squares Solve ==

	Overflow								Underflow
	Scaling Factor			Stopping Condition					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	Infinity	Infinity	Infinity	95.4%	4.6%				1.0e-309	1.0e-309	1.0e-309		100.0%
CommMath	1.0e+154	1.0e+155	1.0e+155	-0.0%	67.3%		32.7%		1.0e-155	1.0e-155	1.0e-155		100.0%
EJML	Infinity	Infinity	Infinity	93.7%	6.3%				1.0e-316	1.0e-314	1.0e-314	0.5%			99.5%
JAMA	Infinity	Infinity	Infinity	95.4%	4.6%				1.0e-319	1.0e-314	1.0e-314	4.3%			95.7%
JBLAS	UNSUPPORTED								UNSUPPORTED
MTJ	Infinity	Infinity	Infinity	100.0%					1.0e-322	1.0e-315	1.0e-314	6.8%			93.2%
MTJ-N	Infinity	Infinity	Infinity	100.0%					1.0e-320	1.0e-315	1.0e-309	2.5%	12.3%		85.2%
PColt	1.0e+308	Infinity	Infinity	66.9%	33.1%				1.0e-315	1.0e-314	1.0e-309		12.3%		87.7%
UJMP	Infinity	Infinity	Infinity	95.4%	4.6%				1.0e-319	1.0e-314	1.0e-314	4.3%			95.7%
la4j	Infinity	Infinity	Infinity	95.4%	4.6%				1.0e-14	1.0e-14	1.0e-14				100.0%
ojAlgo	Infinity	Infinity	Infinity	93.4%	6.6%				1.0e-316	1.0e-314	1.0e-314	0.1%			99.9%

	Accuracy								Nearly Singular
	Accuracy			Unexpected Error					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	7.1e-17	2.7e-16	5.2e-16	100.0%					5.8e-09	3.9e-08	1.2e-07				100.0%
CommMath	1.1e-16	2.6e-16	4.6e-16	100.0%					5.8e-09	3.9e-08	1.1e-07				100.0%
EJML	8.1e-17	2.3e-16	4.1e-16	100.0%					5.8e-09	3.9e-08	1.1e-07				100.0%
JAMA	3.7e-17	2.6e-16	5.0e-16	100.0%					5.8e-09	3.9e-08	1.2e-07				100.0%
JBLAS	UNSUPPORTED								UNSUPPORTED
MTJ	4.0e-17	2.5e-16	4.7e-16	100.0%					5.8e-09	3.5e-08	1.2e-07				100.0%
MTJ-N	5.7e-17	2.4e-16	4.4e-16	100.0%					5.8e-09	3.5e-08	1.2e-07				100.0%
PColt	7.1e-17	2.8e-16	5.2e-16	100.0%					5.8e-09	3.5e-08	1.2e-07				100.0%
UJMP	3.7e-17	2.6e-16	5.0e-16	100.0%					5.8e-09	3.9e-08	1.2e-07				100.0%
la4j	2.7e-17	2.2e-16	4.2e-16	100.0%					5.2e-09	3.1e-08	1.1e-07				100.0%
ojAlgo	1.1e-16	2.7e-16	5.0e-16	100.0%					8.0e-09	4.3e-08	1.2e-07				100.0%

Symmetric Positive Definite Inverse

	Accuracy
	Accuracy			Unexpected Error
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	1.2e-16	2.1e-16	2.9e-16	100.0%
CommMath	1.3e-16	2.2e-16	3.1e-16	100.0%
EJML	9.8e-17	2.2e-16	3.2e-16	100.0%
JAMA	1.2e-16	2.1e-16	2.9e-16	100.0%
JBLAS	1.2e-16	2.1e-16	3.0e-16	100.0%
MTJ	1.2e-16	2.1e-16	2.9e-16	100.0%
MTJ-N	1.2e-16	2.1e-16	2.9e-16	100.0%
PColt	1.2e-16	2.1e-16	2.9e-16	100.0%
UJMP	1.2e-16	2.1e-16	2.9e-16	100.0%
la4j	5.6e-17	1.7e-16	2.5e-16	100.0%
ojAlgo	1.3e-16	2.2e-16	3.1e-16	100.0%

	Overflow								Underflow
	Scaling Factor			Stopping Condition					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
CommMath	Infinity	Infinity	Infinity	100.0%					1.0e-11	1.0e-11	1.0e-11					100.0%
EJML	1.0e+308	Infinity	Infinity	89.7%	10.3%				1.0e-309	1.0e-309	1.0e-309		100.0%
JAMA	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
JBLAS	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
MTJ	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
MTJ-N	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
PColt	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
UJMP	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
la4j	1.0e+308	Infinity	Infinity	55.7%		44.3%			1.0e-08	1.0e-03	1.0e-02			100.0%
ojAlgo	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%

Singular Value Decomposition

	Accuracy
	Accuracy			Unexpected Error
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	1.8e-16	8.7e-16	NaN	56.8%		43.2%
CommMath	1.1e-16	3.3e-16	7.3e-16	100.0%
EJML	1.6e-16	4.2e-16	1.1e-15	100.0%
JAMA	1.2e-16	4.0e-16	9.2e-16	100.0%
JBLAS	1.7e-16	3.9e-16	9.4e-16	100.0%
MTJ	1.7e-16	4.1e-16	9.4e-16	100.0%
MTJ-N	1.7e-16	3.9e-16	9.4e-16	100.0%
PColt	1.7e-16	4.1e-16	9.4e-16	100.0%
UJMP	1.6e-16	4.2e-16	9.1e-16	100.0%
la4j	1.6e-16	4.2e-16	9.2e-16	100.0%
ojAlgo	1.2e-16	4.0e-16	9.2e-16	100.0%

	Overflow								Underflow
	Scaling Factor			Stopping Condition					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	TIMED OUT								TIMED OUT
CommMath	1.0e+308	Infinity	Infinity	60.8%	8.7%		30.5%		1.0e-314	1.0e-283	1.0e-283	0.2%			99.8%
EJML	1.0e+308	1.0e+308	Infinity	40.5%			24.0%	35.5%	1.0e-315	1.0e-314	1.0e-314	0.3%			99.2%	0.5%
JAMA	TIMED OUT								1.0e-314	1.0e-283	1.0e-283	0.2%			99.8%
JBLAS	Infinity	Infinity	Infinity	100.0%					1.0e-315	1.0e-315	1.0e-314	1.3%			98.7%
MTJ	Infinity	Infinity	Infinity	100.0%					1.0e-315	1.0e-315	1.0e-314	1.3%			98.7%
MTJ-N	Infinity	Infinity	Infinity	100.0%					1.0e-315	1.0e-315	1.0e-314	1.3%			98.7%
PColt	Infinity	Infinity	Infinity	100.0%					1.0e-315	1.0e-315	1.0e-314	1.3%			98.7%
UJMP	TIMED OUT								1.0e-291	1.0e-283	1.0e-283	0.2%			99.8%
la4j	TIMED OUT								1.0e-14	1.0e-05	1.0e+00				100.0%
ojAlgo	TIMED OUT								1.0e-314	1.0e-283	1.0e-283	0.2%			99.8%

Symmetric Eigenvalue Decomposition

	Accuracy
	Accuracy			Unexpected Error
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	2.1e-16	7.6e-16	1.1e-15	100.0%
CommMath	2.8e-16	6.9e-16	9.5e-16	100.0%
EJML	1.9e-16	5.1e-16	7.4e-16	100.0%
JAMA	2.1e-16	7.6e-16	1.1e-15	100.0%
JBLAS	1.9e-16	2.1e-15	3.5e-15	100.0%
MTJ	1.9e-16	2.1e-15	3.5e-15	100.0%
MTJ-N	1.9e-16	2.1e-15	3.5e-15	100.0%
PColt	2.1e-16	7.6e-16	1.1e-15	100.0%
UJMP	2.1e-16	7.6e-16	1.1e-15	100.0%
la4j	2.3e-16	2.6e-01	4.7e-01	100.0%
ojAlgo	2.1e-16	7.6e-16	1.1e-15	100.0%

	Overflow								Underflow
	Scaling Factor			Stopping Condition					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	1.0e+155	1.0e+155	1.0e+308	7.7%	1.8%	90.5%			1.0e-314	1.0e-158	1.0e-158				100.0%
CommMath	1.0e+154	1.0e+154	1.0e+155				6.3%	93.7%	1.0e-155	1.0e-154	1.0e-154					100.0%
EJML	1.0e+308	1.0e+308	Infinity	20.0%	0.8%		4.0%	75.2%	1.0e-315	1.0e-309	1.0e-307	0.2%			22.2%	77.7%
JAMA	1.0e+155	1.0e+155	1.0e+308	7.7%	1.8%	90.5%			1.0e-314	1.0e-158	1.0e-158				100.0%
JBLAS	1.0e+308	1.0e+308	Infinity	37.8%	62.2%				1.0e-315	1.0e-315	1.0e-315	0.3%			99.7%
MTJ	1.0e+308	1.0e+308	Infinity	37.8%	62.2%				1.0e-315	1.0e-315	1.0e-315	0.3%			99.7%
MTJ-N	1.0e+308	1.0e+308	Infinity	37.8%	62.2%				1.0e-315	1.0e-315	1.0e-315	0.3%			99.7%
PColt	1.0e+155	1.0e+155	1.0e+308	7.7%	1.8%	90.5%			1.0e-314	1.0e-158	1.0e-158				100.0%
UJMP	1.0e+155	1.0e+155	1.0e+308	7.7%	1.8%	90.5%			1.0e-314	1.0e-158	1.0e-158				100.0%
la4j	1.0e+00	1.0e+00	Infinity	36.2%	0.2%		63.7%			1.0e+00	1.0e+00	43.5%			56.5%
ojAlgo	1.0e+155	1.0e+155	1.0e+308	7.7%	1.8%	90.5%			1.0e-314	1.0e-158	1.0e-158				100.0%

Large Matrices

Linear Solve

	Overflow								Underflow
	Scaling Factor			Stopping Condition					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-308	1.0e-308	1.0e-308		100.0%
CommMath	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-11	1.0e-11	1.0e-11			100.0%
EJML	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-313	1.0e-313	1.0e-313				100.0%
JAMA	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-313	1.0e-313	1.0e-313				100.0%
JBLAS	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-307	1.0e-307	1.0e-307				100.0%
MTJ	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-313	1.0e-313	1.0e-313				100.0%
MTJ-N	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-308	1.0e-308	1.0e-308		100.0%
PColt	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-308	1.0e-308	1.0e-308		100.0%
UJMP	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-313	1.0e-313	1.0e-313				100.0%
la4j	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-14	1.0e-14	1.0e-14				100.0%
ojAlgo	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-14	1.0e-14	1.0e-14		100.0%

	Accuracy								Nearly Singular
	Accuracy			Unexpected Error					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	1.7e-14	1.9e-14	2.2e-14	100.0%					3.9e-08	2.6e-07	4.4e-07				100.0%
CommMath	1.7e-14	1.9e-14	2.4e-14	100.0%					3.9e-08	2.9e-07	4.4e-07				100.0%
EJML	1.5e-14	1.9e-14	2.3e-14	100.0%					3.5e-08	2.9e-07	4.8e-07				100.0%
JAMA	1.6e-14	1.9e-14	2.2e-14	100.0%					3.9e-08	2.9e-07	4.8e-07				100.0%
JBLAS	1.4e-14	1.7e-14	1.9e-14	100.0%					4.3e-08	2.9e-07	4.4e-07				100.0%
MTJ	1.6e-14	2.0e-14	2.1e-14	100.0%					3.9e-08	2.9e-07	4.8e-07				100.0%
MTJ-N	1.1e-14	1.3e-14	1.5e-14	100.0%					3.5e-08	2.3e-07	4.8e-07				100.0%
PColt	1.7e-14	1.9e-14	2.2e-14	100.0%					3.9e-08	2.6e-07	4.4e-07				100.0%
UJMP	1.5e-14	1.9e-14	2.3e-14	100.0%					3.5e-08	2.9e-07	4.8e-07				100.0%
la4j	1.6e-14	1.9e-14	2.2e-14	100.0%					3.9e-08	2.9e-07	4.8e-07				100.0%
ojAlgo	1.6e-14	1.9e-14	2.3e-14	100.0%					3.9e-08	2.9e-07	4.4e-07				100.0%

Least Squares Solve

	Overflow								Underflow
	Scaling Factor			Stopping Condition					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	1.0e+308	1.0e+308	1.0e+308		100.0%				1.0e-309	1.0e-309	1.0e-309		100.0%
CommMath	1.0e+154	1.0e+154	1.0e+154		100.0%				1.0e-155	1.0e-155	1.0e-155		100.0%
EJML	1.0e+308	1.0e+308	1.0e+308		100.0%				1.0e-313	1.0e-313	1.0e-313				100.0%
JAMA	1.0e+308	1.0e+308	1.0e+308		100.0%				1.0e-313	1.0e-313	1.0e-313				100.0%
JBLAS	UNSUPPORTED								UNSUPPORTED
MTJ	TIMED OUT								1.0e-314	1.0e-314	1.0e-314				100.0%
MTJ-N	1.0e+308	1.0e+308	Infinity	16.7%	41.7%		41.7%		1.0e-314	1.0e-314	1.0e-314				100.0%
PColt	1.0e+308	1.0e+308	1.0e+308		100.0%				1.0e-313	1.0e-313	1.0e-313				100.0%
UJMP	1.0e+308	1.0e+308	1.0e+308		100.0%				1.0e-313	1.0e-313	1.0e-313				100.0%
la4j	1.0e+308	1.0e+308	1.0e+308		100.0%				1.0e-14	1.0e-14	1.0e-14				100.0%
ojAlgo	1.0e+308	1.0e+308	1.0e+308		100.0%				1.0e-313	1.0e-313	1.0e-313				100.0%

	Accuracy								Nearly Singular
	Accuracy			Unexpected Error					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	2.8e-15	3.0e-15	3.2e-15	100.0%					1.8e-08	1.1e-07	1.9e-07				100.0%
CommMath	2.2e-15	2.4e-15	2.5e-15	100.0%					1.2e-08	7.3e-08	1.1e-07				100.0%
EJML	2.2e-15	2.4e-15	2.6e-15	100.0%					1.2e-08	7.3e-08	1.2e-07				100.0%
JAMA	3.0e-15	3.2e-15	3.4e-15	100.0%					2.1e-08	1.2e-07	1.9e-07				100.0%
JBLAS	UNSUPPORTED								UNSUPPORTED
MTJ	1.9e-15	2.0e-15	2.1e-15	100.0%					1.1e-08	5.9e-08	1.0e-07				100.0%
MTJ-N	1.8e-15	1.9e-15	2.0e-15	100.0%					7.2e-09	4.3e-08	6.5e-08				100.0%
PColt	1.8e-15	1.9e-15	2.1e-15	100.0%					9.8e-09	5.9e-08	1.0e-07				100.0%
UJMP	2.2e-15	2.4e-15	2.6e-15	100.0%					1.2e-08	7.3e-08	1.2e-07				100.0%
la4j	2.4e-15	2.6e-15	2.8e-15	100.0%					1.3e-08	7.3e-08	1.4e-07				100.0%
ojAlgo	2.3e-15	2.4e-15	2.6e-15	100.0%					1.2e-08	7.3e-08	1.2e-07				100.0%

Symmetric Positive Definite Inverse

	Accuracy
	Accuracy			Unexpected Error
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	4.3e-15	4.7e-15	5.1e-15	100.0%
CommMath	3.8e-15	4.2e-15	4.6e-15	100.0%
EJML	6.1e-15	6.7e-15	7.3e-15	100.0%
JAMA	5.6e-15	6.1e-15	6.7e-15	100.0%
JBLAS	3.7e-15	4.1e-15	4.4e-15	100.0%
MTJ	3.8e-15	4.2e-15	4.5e-15	100.0%
MTJ-N	3.6e-15	4.0e-15	4.3e-15	100.0%
PColt	4.6e-15	5.1e-15	5.6e-15	100.0%
UJMP	5.6e-15	6.1e-15	6.7e-15	100.0%
la4j	TIMED OUT
ojAlgo	4.1e-15	4.6e-15	5.6e-15	100.0%

	Overflow								Underflow
	Scaling Factor			Stopping Condition					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
CommMath	Infinity	Infinity	Infinity	100.0%					1.0e-11	1.0e-11	1.0e-11					100.0%
EJML	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
JAMA	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
JBLAS	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
MTJ	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
MTJ-N	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
PColt	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
UJMP	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%
la4j	TIMED OUT								1.0e-01	1.0e-01	1.0e-01			100.0%
ojAlgo	Infinity	Infinity	Infinity	100.0%					1.0e-309	1.0e-309	1.0e-309		100.0%

Singular Value Decomposition

	Accuracy
	Accuracy			Unexpected Error
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	4.2e-15	NaN	NaN	46.4%		53.6%
CommMath	2.8e-15	6.5e-15	7.6e-15	100.0%
EJML	2.8e-15	8.8e-15	1.4e-14	100.0%
JAMA	4.0e-15	9.8e-15	1.4e-14	100.0%
JBLAS	2.6e-15	6.2e-15	7.4e-15	100.0%
MTJ	3.1e-15	3.9e-15	4.1e-15	100.0%
MTJ-N	2.7e-15	3.1e-15	3.5e-15	100.0%
PColt	3.1e-15	3.9e-15	4.1e-15	100.0%
UJMP	4.2e-15	9.7e-15	1.3e-14	100.0%
la4j	4.1e-15	9.8e-15	1.3e-14	100.0%
ojAlgo	2.6e-15	6.2e-15	7.1e-15	100.0%

	Overflow								Underflow
	Scaling Factor			Stopping Condition					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	1.0e+00	1.0e+00	Infinity	28.6%		71.4%			TIMED OUT
CommMath	Infinity	Infinity	Infinity	100.0%					1.0e-283	1.0e-283	1.0e-283				100.0%
EJML	1.0e+308	Infinity	Infinity	85.7%				14.3%	1.0e-307	1.0e-307	1.0e-305					100.0%
JAMA	Infinity	Infinity	Infinity	100.0%					1.0e-283	1.0e-283	1.0e-283				100.0%
JBLAS	Infinity	Infinity	Infinity	100.0%					1.0e-313	1.0e-313	1.0e-313				100.0%
MTJ	Infinity	Infinity	Infinity	100.0%					1.0e-313	1.0e-313	1.0e-313				100.0%
MTJ-N	Infinity	Infinity	Infinity	100.0%					1.0e-313	1.0e-313	1.0e-313				100.0%
PColt	Infinity	Infinity	Infinity	100.0%					1.0e-313	1.0e-313	1.0e-313				100.0%
UJMP	1.0e+308	Infinity	Infinity	85.7%		14.3%			1.0e-283	1.0e-283	1.0e-283				100.0%
la4j	1.0e+00	1.0e+00	Infinity	28.6%			71.4%		1.0e-06	1.0e+00	1.0e+00				100.0%
ojAlgo	Infinity	Infinity	Infinity	100.0%					1.0e-283	1.0e-283	1.0e-283				100.0%

Symmetric Eigenvalue Decomposition

	Accuracy
	Accuracy			Unexpected Error
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	8.8e-15	9.8e-15	1.0e-14	100.0%
CommMath	6.7e-15	6.9e-15	7.2e-15	100.0%
EJML	6.0e-15	6.2e-15	6.5e-15	100.0%
JAMA	8.8e-15	9.8e-15	1.0e-14	100.0%
JBLAS	4.2e-15	4.4e-15	4.6e-15	100.0%
MTJ	4.0e-15	4.4e-15	4.6e-15	100.0%
MTJ-N	3.8e-15	4.2e-15	4.4e-15	100.0%
PColt	8.8e-15	9.8e-15	1.0e-14	100.0%
UJMP	8.8e-15	9.8e-15	1.0e-14	100.0%
la4j	TIMED OUT
ojAlgo	6.6e-15	6.8e-15	7.1e-15	100.0%

	Overflow								Underflow
	Scaling Factor			Stopping Condition					Scaling Factor			Stopping Condition
	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected	Metric 10%	Metric 50%	Metric 90%	No Error	Uncountable	Exception	Large Error	Detected
Colt	1.0e+155	1.0e+155	1.0e+155			100.0%			1.0e-158	1.0e-158	1.0e-157				100.0%
CommMath	1.0e+153	1.0e+153	1.0e+153					100.0%	1.0e-155	1.0e-154	1.0e-154					100.0%
EJML	1.0e+307	1.0e+307	1.0e+307					100.0%	1.0e-304	1.0e-303	1.0e-302					100.0%
JAMA	1.0e+155	1.0e+155	1.0e+155			100.0%			1.0e-158	1.0e-158	1.0e-157				100.0%
JBLAS	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-314	1.0e-314	1.0e-314				100.0%
MTJ	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-314	1.0e-314	1.0e-314				100.0%
MTJ-N	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-314	1.0e-314	1.0e-314				100.0%
PColt	1.0e+155	1.0e+155	1.0e+155			100.0%			1.0e-158	1.0e-158	1.0e-157				100.0%
UJMP	1.0e+155	1.0e+155	1.0e+155			100.0%			1.0e-158	1.0e-158	1.0e-157				100.0%
la4j	TIMED OUT								TIMED OUT
ojAlgo	1.0e+154	1.0e+154	1.0e+155					100.0%	1.0e-14	1.0e-13	1.0e-13				100.0%