Stability: January 2022

Documentation

Before attempting to understand the charts below, please take a look at the Stability Benchmark manual. Suggestions for making this data easier to understand are welcomed.

Quick Links

Small Matrices
Large Matrices

Experimental Setup

Date	2021-Dec
OS	Ubuntu 20.04.3 LTS
CPU	Intel Xeon W-1250 CPU @ 3.30GHz
Cache	12 MB
RAM	32 GB DD4
JVM	15.0.2
Benchmark	0.12

Libraries	Version
Colt	1.2
Commons Math	3.6.1
EJML	0.41
Jama	1.0.3
JBlas	1.2.5
la4j	0.6.0
MTJ	1.0.8
OjAlgo	49.0.1
UJMP	0.3.0

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	78.9%	11.3%		9.8%		1.0e-309	1.0e-309	1.0e-309		100.0%
Commons	1.0e+308	Infinity	Infinity	78.2%	11.3%		10.5%		1.0e-11	1.0e-11	1.0e-11			100.0%
EJML	1.0e+308	Infinity	Infinity	78.5%	11.8%		9.7%			1.0e-318	1.0e-314	39.2%			60.8%
JBlas	1.0e+308	Infinity	Infinity	78.9%	11.1%		10.0%		1.0e-309	1.0e-309	1.0e-309		100.0%
Jama	1.0e+308	Infinity	Infinity	78.9%	11.3%		9.8%			1.0e-318	1.0e-314	39.2%			60.8%
La4j	1.0e+308	Infinity	Infinity	78.9%	11.3%		9.8%				1.0e-14	68.5%		18.4%	13.1%
MTJ	1.0e+308	Infinity	Infinity	78.2%	11.3%		10.5%			1.0e-318	1.0e-314	39.2%			60.8%
PColt	1.0e+308	Infinity	Infinity	78.9%	11.3%		9.8%		1.0e-309	1.0e-309	1.0e-309		100.0%
UJMP	1.0e+308	Infinity	Infinity	78.9%	11.3%		9.8%			1.0e-318	1.0e-314	39.2%			60.8%
ojAlgo	1.0e+308	Infinity	Infinity	76.4%	2.1%			21.5%		1.0e-321	1.0e-314	44.1%	1.9%		52.7%	1.3%

	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%					3.8e-09	2.5e-08	6.5e-08				100.0%
Commons		1.7e-16	3.1e-16	100.0%					3.8e-09	2.3e-08	5.9e-08				100.0%
EJML	1.3e-17	1.7e-16	3.0e-16	100.0%					3.4e-09	2.5e-08	6.5e-08				100.0%
JBlas		1.7e-16	3.0e-16	100.0%					3.4e-09	2.5e-08	5.9e-08				100.0%
Jama		1.7e-16	3.0e-16	100.0%					3.4e-09	2.3e-08	5.9e-08				100.0%
La4j		1.7e-16	3.0e-16	100.0%					3.4e-09	2.3e-08	5.9e-08				100.0%
MTJ		1.7e-16	3.2e-16	100.0%					3.4e-09	2.5e-08	6.5e-08				100.0%
PColt	4.3e-17	1.8e-16	3.1e-16	100.0%					3.8e-09	2.5e-08	6.5e-08				100.0%
UJMP		1.7e-16	3.0e-16	100.0%					3.4e-09	2.3e-08	5.9e-08				100.0%
ojAlgo	6.0e-17	1.8e-16	3.0e-16	100.0%					8.0e-09	3.1e-08	8.1e-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	94.7%	5.3%				1.0e-309	1.0e-309	1.0e-309		100.0%
Commons	1.0e+154	1.0e+155	1.0e+155	-0.0%	67.1%		32.9%		1.0e-155	1.0e-155	1.0e-155		100.0%
EJML	Infinity	Infinity	Infinity	93.2%	6.8%					1.0e-315	1.0e-314	23.2%			76.8%
JBlas	Infinity	Infinity	Infinity	100.0%						1.0e-320	1.0e-315	41.4%			58.6%
Jama	Infinity	Infinity	Infinity	94.7%	5.3%					1.0e-315	1.0e-314	20.6%			79.4%
La4j	Infinity	Infinity	Infinity	94.7%	5.3%					1.0e-323	1.0e-14	35.2%	49.2%	3.6%	12.0%
MTJ	Infinity	Infinity	Infinity	100.0%						1.0e-319	1.0e-315	40.2%			59.8%
PColt	1.0e+308	Infinity	Infinity	67.9%	32.1%					1.0e-315	1.0e-309	11.5%	12.3%		76.2%
UJMP	Infinity	Infinity	Infinity	94.7%	5.3%					1.0e-315	1.0e-314	20.6%			79.4%
ojAlgo	1.0e+155	1.0e+155	Infinity	21.0%	79.0%					1.0e-158	1.0e-157	11.3%	1.0%		83.1%	4.6%

	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	6.9e-17	2.7e-16	5.3e-16	100.0%					5.8e-09	3.9e-08	1.2e-07				100.0%
Commons	1.0e-16	2.6e-16	4.6e-16	100.0%					5.8e-09	3.9e-08	1.2e-07				100.0%
EJML	7.9e-17	2.2e-16	4.0e-16	100.0%					5.8e-09	3.9e-08	1.1e-07				100.0%
JBlas	1.4e-16	4.0e-16	1.0e-15	100.0%					8.0e-09	4.8e-08	1.2e-07				100.0%
Jama	4.7e-17	2.6e-16	5.1e-16	100.0%					5.2e-09	3.9e-08	1.2e-07				100.0%
La4j	3.1e-17	2.3e-16	4.2e-16	100.0%					5.2e-09	3.1e-08	1.1e-07				100.0%
MTJ	4.1e-17	2.5e-16	4.7e-16	100.0%					5.8e-09	3.5e-08	1.2e-07				100.0%
PColt	6.8e-17	2.8e-16	5.2e-16	100.0%					5.8e-09	3.9e-08	1.2e-07				100.0%
UJMP	4.7e-17	2.6e-16	5.1e-16	100.0%					5.2e-09	3.9e-08	1.2e-07				100.0%
ojAlgo	5.5e-18	1.7e-16	3.4e-16	100.0%					2.5e-08	1.2e-04	2.2e-04				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%
Commons	1.3e-16	2.2e-16	3.1e-16	100.0%
EJML	9.8e-17	2.2e-16	3.2e-16	100.0%
JBlas	1.3e-16	2.1e-16	3.0e-16	100.0%
Jama	1.2e-16	2.1e-16	2.9e-16	100.0%
La4j	5.6e-17	1.7e-16	2.5e-16	100.0%
MTJ	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%
ojAlgo	9.8e-17	2.1e-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%
Commons	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%
JBlas	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%
La4j	1.0e+308	Infinity	Infinity	55.7%		44.3%			1.0e-08	1.0e-03	1.0e-02			100.0%
MTJ	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%
ojAlgo	1.0e+308	1.0e+308	Infinity	32.3%	17.1%			50.6%	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%
Commons	1.1e-16	3.3e-16	7.3e-16	100.0%
EJML	1.6e-16	4.2e-16	1.1e-15	100.0%
JBlas	1.7e-16	3.9e-16	9.2e-16	100.0%
Jama	1.2e-16	4.0e-16	9.2e-16	100.0%
La4j	1.6e-16	4.2e-16	9.2e-16	100.0%
MTJ	MISC
PColt	1.7e-16	4.1e-16	9.4e-16	100.0%
UJMP	1.6e-16	4.2e-16	9.1e-16	100.0%
ojAlgo	1.2e-16	3.9e-16	8.9e-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	RETURNED NULL								RETURNED NULL
Commons	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%
JBlas	Infinity	Infinity	Infinity	100.0%					1.0e-315	1.0e-315	1.0e-314	1.3%			98.7%
Jama	RETURNED NULL								1.0e-314	1.0e-283	1.0e-283	0.2%			99.8%
La4j	RETURNED NULL								1.0e-14	1.0e-05	1.0e+00				100.0%
MTJ	MISC								MISC
PColt	Infinity	Infinity	Infinity	100.0%					1.0e-315	1.0e-315	1.0e-314	1.3%			98.7%
UJMP	RETURNED NULL								1.0e-291	1.0e-283	1.0e-283	0.2%			99.8%
ojAlgo	RETURNED NULL								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%
Commons	2.8e-16	6.9e-16	9.5e-16	100.0%
EJML	1.9e-16	5.1e-16	7.4e-16	100.0%
JBlas	1.9e-16	2.1e-15	3.5e-15	100.0%
Jama	2.1e-16	7.6e-16	1.1e-15	100.0%
La4j	2.3e-16	2.6e-01	4.7e-01	100.0%
MTJ	MISC
PColt	2.1e-16	7.6e-16	1.1e-15	100.0%
UJMP	2.1e-16	7.6e-16	1.1e-15	100.0%
ojAlgo	2.1e-16	7.7e-16	1.2e-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%
Commons	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%
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%
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%
La4j	1.0e+00	1.0e+00	1.0e+78			43.5%	56.5%			1.0e+00	1.0e+00	43.5%			56.5%
MTJ	MISC								MISC
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%
ojAlgo	1.0e+308	1.0e+308	Infinity	10.3%	87.5%		2.2%		1.0e-315	1.0e-314	1.0e-314				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%
Commons	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%
JBlas	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-308	1.0e-308	1.0e-308		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%
La4j	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-323	1.0e-322	1.0e-14			75.0%	25.0%
MTJ	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-313	1.0e-313	1.0e-313				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-14	1.0e-14	1.0e-14		100.0%
ojAlgo	1.0e+307	1.0e+307	1.0e+307		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	1.6e-14	1.9e-14	2.3e-14	100.0%					4.3e-08	2.3e-07	5.4e-07				100.0%
Commons	1.6e-14	1.9e-14	2.2e-14	100.0%					4.8e-08	2.6e-07	6.0e-07				100.0%
EJML	1.6e-14	1.9e-14	2.3e-14	100.0%					4.3e-08	2.3e-07	6.0e-07				100.0%
JBlas	1.0e-14	1.1e-14	1.3e-14	100.0%					3.5e-08	1.7e-07	5.4e-07				100.0%
Jama	1.5e-14	1.9e-14	2.3e-14	100.0%					4.8e-08	2.6e-07	6.0e-07				100.0%
La4j	1.5e-14	1.9e-14	2.3e-14	100.0%					4.8e-08	2.6e-07	6.0e-07				100.0%
MTJ	1.6e-14	1.9e-14	2.2e-14	100.0%					4.8e-08	2.1e-07	5.4e-07				100.0%
PColt	1.6e-14	1.9e-14	2.3e-14	100.0%					4.3e-08	2.3e-07	5.4e-07				100.0%
UJMP	1.6e-14	1.9e-14	2.2e-14	100.0%					3.9e-08	2.3e-07	6.6e-07				100.0%
ojAlgo	1.6e-14	1.9e-14	2.2e-14	100.0%					3.9e-08	2.3e-07	6.6e-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%
Commons	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%
JBlas	1.0e+308	1.0e+308	Infinity	41.7%	25.0%		33.3%		1.0e-314	1.0e-314	1.0e-314				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%
La4j	1.0e+308	1.0e+308	1.0e+308		100.0%				1.0e-320	1.0e-320	1.0e-14	-0.0%	83.3%		16.7%
MTJ	RETURNED NULL								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%
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	3.1e-15	100.0%					2.3e-08	7.3e-08	1.4e-07				100.0%
Commons	2.2e-15	2.3e-15	2.5e-15	100.0%					1.7e-08	4.8e-08	1.1e-07				100.0%
EJML	2.2e-15	2.3e-15	2.5e-15	100.0%					1.7e-08	5.3e-08	1.1e-07				100.0%
JBlas	4.4e-15	4.7e-15	5.0e-15	100.0%					1.5e-08	4.3e-08	8.1e-08				100.0%
Jama	2.9e-15	3.1e-15	3.4e-15	100.0%					2.8e-08	8.1e-08	1.7e-07				100.0%
La4j	2.4e-15	2.6e-15	2.8e-15	100.0%					2.3e-08	5.9e-08	1.1e-07				100.0%
MTJ	1.8e-15	2.0e-15	2.1e-15	100.0%					1.5e-08	4.3e-08	9.0e-08				100.0%
PColt	1.8e-15	1.9e-15	2.1e-15	100.0%					1.5e-08	4.3e-08	8.1e-08				100.0%
UJMP	2.3e-15	2.5e-15	2.7e-15	100.0%					1.8e-08	5.3e-08	1.0e-07				100.0%
ojAlgo	1.9e-15	2.0e-15	2.1e-15	100.0%					1.5e-08	4.3e-08	8.1e-08				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%
Commons	3.8e-15	4.2e-15	4.6e-15	100.0%
EJML	6.1e-15	6.7e-15	7.3e-15	100.0%
JBlas	4.6e-15	5.1e-15	5.4e-15	100.0%
Jama	5.6e-15	6.1e-15	6.7e-15	100.0%
La4j	3.7e-15	4.1e-15	4.5e-15	100.0%
MTJ	3.8e-15	4.2e-15	4.5e-15	100.0%
PColt	4.6e-15	5.1e-15	5.6e-15	100.0%
UJMP	3.7e-15	4.1e-15	4.4e-15	100.0%
ojAlgo	3.6e-15	4.0e-15	4.4e-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%
Commons	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%
JBlas	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%
La4j	RETURNED NULL								1.0e-01	1.0e-01	1.0e-01			100.0%
MTJ	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%
ojAlgo	1.0e+307	1.0e+308	1.0e+308					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%
Commons	2.8e-15	6.5e-15	7.6e-15	100.0%
EJML	2.8e-15	8.8e-15	1.4e-14	100.0%
JBlas	2.4e-15	6.1e-15	7.3e-15	100.0%
Jama	4.0e-15	9.8e-15	1.4e-14	100.0%
La4j	4.1e-15	9.8e-15	1.3e-14	100.0%
MTJ	MISC
PColt	3.1e-15	3.9e-15	4.1e-15	100.0%
UJMP	2.6e-15	6.2e-15	7.1e-15	100.0%
ojAlgo	4.0e-15	9.7e-15	1.4e-14	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%			RETURNED NULL
Commons	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%
JBlas	Infinity	Infinity	Infinity	100.0%					1.0e-313	1.0e-313	1.0e-313				100.0%
Jama	Infinity	Infinity	Infinity	100.0%					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%
MTJ	MISC								MISC
PColt	Infinity	Infinity	Infinity	100.0%					1.0e-313	1.0e-313	1.0e-313				100.0%
UJMP	Infinity	Infinity	Infinity	100.0%					OUT OF MEMORY
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%
Commons	6.7e-15	6.9e-15	7.2e-15	100.0%
EJML	6.0e-15	6.2e-15	6.5e-15	100.0%
JBlas	3.7e-15	3.9e-15	4.1e-15	100.0%
Jama	8.8e-15	9.8e-15	1.0e-14	100.0%
La4j	RETURNED NULL
MTJ	MISC
PColt	8.8e-15	9.8e-15	1.0e-14	100.0%
UJMP	6.6e-15	6.8e-15	7.1e-15	100.0%
ojAlgo	8.9e-15	9.8e-15	1.0e-14	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%
Commons	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%
JBlas	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-314	1.0e-314	1.0e-314				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%
La4j	RETURNED NULL								RETURNED NULL
MTJ	MISC								MISC
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+154	1.0e+154	1.0e+155			100.0%			1.0e-14	1.0e-13	1.0e-13				100.0%
ojAlgo	1.0e+307	1.0e+307	1.0e+307		100.0%				1.0e-314	1.0e-313	1.0e-313				100.0%