Metrics for 2-ancestry mixing, positive discriminant

start0.0ms (0%)

Memory: 0.1MiB live, 0.1MiB allocated; 0ms collecting garbage

analyze244.0ms (5.6%)

Memory

-68.1MiB live, 204.5MiB allocated; 43ms collecting garbage

Algorithm

1×

Search

Probability	Valid	Unknown	Precondition	Infinite	Domain	Can't	Iter
0%	0%	99.9%	0.1%	0%	0%	0%	0
0%	0%	99.9%	0.1%	0%	0%	0%	1
0%	0%	99.9%	0.1%	0%	0%	0%	2
0%	0%	99.9%	0.1%	0%	0%	0%	3
0%	0%	99.9%	0.1%	0%	0%	0%	4
0%	0%	99.9%	0.1%	0%	0%	0%	5
15.4%	12.5%	68.6%	0.1%	0%	18.7%	0%	6
23.1%	18.7%	62.4%	0.1%	0%	18.7%	0%	7
24%	18.7%	59.3%	0.1%	0%	21.8%	0%	8
41.9%	28.1%	39%	0.1%	0%	32.8%	0%	9
48.8%	32.8%	34.3%	0.1%	0%	32.8%	0%	10
50.6%	32.8%	32%	0.1%	0%	35.1%	0%	11
64.9%	38.2%	20.7%	0.1%	0%	41%	0%	12

Compiler

Compiled 39 to 21 computations (46.2% saved)

sample3.6s (81.7%)

Memory

14.4MiB live, 2 643.6MiB allocated; 1.1s collecting garbage

Samples

2.7s	8 122×	1	valid
189.0ms	1 426×	0	invalid
14.0ms	134×	0	valid

Precisions

Click to see histograms. Total time spent on operations: 2.4s

ival-mult: 594.0ms (24.5% of total)

ival-add: 538.0ms (22.2% of total)

adjust: 475.0ms (19.6% of total)

ival-cbrt: 238.0ms (9.8% of total)

ival-div: 201.0ms (8.3% of total)

ival-sub: 193.0ms (8% of total)

ival-sqrt: 130.0ms (5.4% of total)

ival-neg: 41.0ms (1.7% of total)

exact: 11.0ms (0.5% of total)

ival-assert: 4.0ms (0.2% of total)

Bogosity

explain431.0ms (9.9%)

Memory

-44.0MiB live, 346.0MiB allocated; 19ms collecting garbage

FPErrors

Click to see full error table

Ground Truth	Overpredictions	Example	Underpredictions	Example	Subexpression
128	0	-	0	-	`(sqrt.f64 (-.f64 (.f64 g g) (.f64 h h)))`
95	1	(-2.6937696192627796e+259 -6.506063910967086e-223 -1.2801241422119096e+265)	2	(1.2898935215569855e-31 5.126334269607064e-163 -1.785090185632683e+283)	`(cbrt.f64 (.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))))`
86	0	-	0	-	`(-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))`
83	0	-	1	(-4.058288146789665e-133 -1.1819250886120766e-184 2.961080127942073e+189)	`(cbrt.f64 (.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))))`
68	3	(1.3802933751711383e+175 3.441261846478958e-74 -9.3005389337965e+236)	0	-	`(+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))`
20	0	-	0	-	`(-.f64 (.f64 g g) (.f64 h h))`
15	0	-	2	(-65175075050506.89 -1.4313075042394798e-149 1.779331923752999e-24)	`(.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h)))))`
10	0	-	3	(1.8438992463065636e-201 -4.629419244584221e-262 1.2119782692348354e-182)	`(.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h)))))`
0	0	-	0	-	`(/.f64 #s(literal 1 binary64) (*.f64 #s(literal 2 binary64) a))`
0	0	-	0	-	`a`
0	0	-	0	-	`#s(literal 1 binary64)`
0	0	-	0	-	`(*.f64 #s(literal 2 binary64) a)`
0	0	-	0	-	`(+.f64 (cbrt.f64 (.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h)))))) (cbrt.f64 (.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h)))))))`
0	0	-	0	-	`(*.f64 h h)`
0	0	-	0	-	`(*.f64 g g)`
0	0	-	0	-	`(neg.f64 g)`
0	0	-	0	-	`#s(literal 2 binary64)`
0	0	-	0	-	`g`
0	0	-	0	-	`h`

Explanations

Click to see full explanations table

Operator	Subexpression	Explanation	Count
`sqrt.f64`	`(sqrt.f64 (-.f64 (.f64 g g) (.f64 h h)))`	oflow-rescue	117	0
↳	`(-.f64 (.f64 g g) (.f64 h h))`	overflow	117
↳	`(*.f64 g g)`	overflow	117
↳	`(*.f64 h h)`	overflow	20
`cbrt.f64`	`(cbrt.f64 (.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))))`	oflow-rescue	29	0
↳	`(-.f64 (.f64 g g) (.f64 h h))`	overflow	117
↳	`(*.f64 g g)`	overflow	117
↳	`(*.f64 h h)`	overflow	20
↳	`(.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h)))))`	overflow	29
`cbrt.f64`	`(cbrt.f64 (.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))))`	oflow-rescue	26	0
↳	`(.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h)))))`	overflow	26
↳	`(-.f64 (.f64 g g) (.f64 h h))`	overflow	117
↳	`(*.f64 g g)`	overflow	117
↳	`(*.f64 h h)`	overflow	20
`-.f64`	`(-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))`	cancellation	24	0
`-.f64`	`(-.f64 (.f64 g g) (.f64 h h))`	nan-rescue	20	0
↳	`(*.f64 g g)`	overflow	117
↳	`(*.f64 h h)`	overflow	20
`+.f64`	`(+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))`	cancellation	12	0
`sqrt.f64`	`(sqrt.f64 (-.f64 (.f64 g g) (.f64 h h)))`	uflow-rescue	8	0
↳	`(-.f64 (.f64 g g) (.f64 h h))`	underflow	11
↳	`(*.f64 g g)`	underflow	11
↳	`(*.f64 h h)`	underflow	96
`cbrt.f64`	`(cbrt.f64 (.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))))`	uflow-rescue	6	0
↳	`(.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h)))))`	underflow	56
↳	`(-.f64 (.f64 g g) (.f64 h h))`	underflow	11
↳	`(*.f64 g g)`	underflow	11
↳	`(*.f64 h h)`	underflow	96
↳	`(+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))`	underflow	40
`cbrt.f64`	`(cbrt.f64 (.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))))`	uflow-rescue	5	0
↳	`(-.f64 (.f64 g g) (.f64 h h))`	underflow	11
↳	`(*.f64 h h)`	underflow	96
↳	`(cbrt.f64 (.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))))`	underflow	3
↳	`(.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h)))))`	underflow	68
↳	`(*.f64 g g)`	underflow	11
↳	`(-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h))))`	underflow	58
`*.f64`	`(.f64 (/.f64 #s(literal 1 binary64) (.f64 #s(literal 2 binary64) a)) (+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (.f64 g g) (.f64 h h)))))`	*nu**	1	0

Confusion

	Predicted +	Predicted -
+	146	5
-	7	98

Precision

0.954248366013072

Recall

0.9668874172185431

Confusion?

	Predicted +	Predicted Maybe	Predicted -
+	146	0	5
-	7	0	98

Precision?

0.954248366013072

Recall?

0.9668874172185431

Freqs

test

number	freq
0	103
1	91
2	40
3	13
4	7
5	2

Total Confusion?

	Predicted +	Predicted Maybe	Predicted -
+	1	0	0
-	0	0	0

Precision?

1.0

Recall?

1.0

Samples

95.0ms	190×	2	valid
60.0ms	226×	1	valid
49.0ms	88×	3	valid
1.0ms	8×	0	valid

Compiler

Compiled 371 to 61 computations (83.6% saved)

Precisions

Click to see histograms. Total time spent on operations: 159.0ms

ival-mult: 45.0ms (28.2% of total)

adjust: 41.0ms (25.7% of total)

ival-div: 21.0ms (13.2% of total)

ival-cbrt: 14.0ms (8.8% of total)

ival-add: 13.0ms (8.2% of total)

ival-sub: 12.0ms (7.5% of total)

ival-sqrt: 11.0ms (6.9% of total)

ival-neg: 2.0ms (1.3% of total)

exact: 1.0ms (0.6% of total)

ival-assert: 0.0ms (0% of total)

ival-true: 0.0ms (0% of total)

preprocess123.0ms (2.8%)

Memory

23.1MiB live, 23.1MiB allocated; 0ms collecting garbage

Iterations

Useful iterations: 0 (0.0ms)

Iter	Nodes	Cost
0	84	325
1	263	325
2	837	319
3	2952	319
0	22	45
0	52	45
1	67	45
2	97	45
3	146	45
4	220	45
5	516	45
6	3909	45
0	8084	45

Stop Event

1×	iter limit
1×	node limit
1×	iter limit
1×	node limit

end0.0ms (0%)

Memory: 0.0MiB live, 0.0MiB allocated; 0ms collecting garbage

start0.0ms (0%)

analyze244.0ms (5.6%)

sample3.6s (81.7%)

explain431.0ms (9.9%)

preprocess123.0ms (2.8%)

end0.0ms (0%)

Profiling