2-ancestry mixing, positive discriminant

Time bar (total: 15.5s)

start0.0ms (0%)

Memory
0.0MiB live, 0.0MiB allocated

analyze154.0ms (1%)

Memory
0.7MiB live, 56.1MiB allocated
Algorithm
search
Search
ProbabilityValidUnknownPreconditionInfiniteDomainCan'tIter
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)

sample67.0ms (0.4%)

Memory
-1.1MiB live, 22.3MiB allocated
Samples
47.0ms251×1valid
3.0ms36×0invalid
1.0ms0valid
Precisions
Click to see histograms. Total time spent on operations: 41.0ms
ival-mult: 10.0ms (24.4% of total)
adjust: 7.0ms (17% of total)
ival-sub: 5.0ms (12.2% of total)
ival-cbrt: 5.0ms (12.2% of total)
ival-div: 4.0ms (9.7% of total)
ival-sqrt: 4.0ms (9.7% of total)
ival-add: 4.0ms (9.7% of total)
ival-neg: 1.0ms (2.4% of total)
ival-assert: 0.0ms (0% of total)
ival-true: 0.0ms (0% of total)
exact: 0.0ms (0% of total)
Bogosity

explain15.1s (97%)

Memory
23.3MiB live, 7 079.1MiB allocated
FPErrors
Click to see full error table
Ground TruthOverpredictionsExampleUnderpredictionsExampleSubexpression
1360-3(1.4017563985726363e-157 1.3524360065393516e-192 1.7499550670639449e-239)(sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h)))
1090-4(1.3538096080738877e-183 1.413334818193496e-201 -4.439244302045831e+93)(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))))))
940-2(-1.6355901027005991e+140 -2.9827029409524346e-16 6.614875002256785e+140)(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))))))
740-0-(+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h))))
551(-9.368387900430653e-191 -7.95000820994406e-257 -2.2097446552828967e-77)0-(-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h))))
180-3(-9.368387900430653e-191 -7.95000820994406e-257 -2.2097446552828967e-77)(*.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)))))
160-0-(-.f64 (*.f64 g g) (*.f64 h h))
90-1(3.8106095405913414e+122 -1.8268680736933137e-94 1.1335589132786067e-120)(*.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)))))
00-0-(/.f64 #s(literal 1 binary64) (*.f64 #s(literal 2 binary64) a))
00-0-a
00-0-#s(literal 1 binary64)
00-0-(*.f64 #s(literal 2 binary64) a)
00-0-(+.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)))))))
00-0-(*.f64 h h)
00-0-(*.f64 g g)
00-0-(neg.f64 g)
00-0-#s(literal 2 binary64)
00-0-g
00-0-h
Explanations
Click to see full explanations table
OperatorSubexpressionExplanationCount
sqrt.f64(sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h)))oflow-rescue1110
(-.f64 (*.f64 g g) (*.f64 h h))overflow111
(*.f64 g g)overflow111
(*.f64 h h)overflow16
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-rescue270
(-.f64 (*.f64 g g) (*.f64 h h))overflow111
(*.f64 g g)overflow111
(*.f64 h h)overflow16
(*.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)))))overflow27
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-rescue250
(*.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)))))overflow25
(-.f64 (*.f64 g g) (*.f64 h h))overflow111
(*.f64 g g)overflow111
(*.f64 h h)overflow16
+.f64(+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h))))cancellation210
-.f64(-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h))))cancellation191
sqrt.f64(sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h)))uflow-rescue170
(-.f64 (*.f64 g g) (*.f64 h h))underflow22
(*.f64 g g)underflow22
(*.f64 h h)underflow114
-.f64(-.f64 (*.f64 g g) (*.f64 h h))nan-rescue160
(*.f64 g g)overflow111
(*.f64 h h)overflow16
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-rescue120
(-.f64 (*.f64 g g) (*.f64 h h))underflow22
(*.f64 h h)underflow114
(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))))))underflow3
(*.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)))))underflow68
(*.f64 g g)underflow22
(-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h))))underflow65
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-rescue120
(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))))))underflow1
(*.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)))))underflow81
(-.f64 (*.f64 g g) (*.f64 h h))underflow22
(*.f64 g g)underflow22
(*.f64 h h)underflow114
(+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h))))underflow60
*.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)))))n*u10
Confusion
Predicted +Predicted -
+1523
-596
Precision
0.9681528662420382
Recall
0.9806451612903225
Confusion?
Predicted +Predicted MaybePredicted -
+15203
-5096
Precision?
0.9681528662420382
Recall?
0.9806451612903225
Freqs
test
numberfreq
099
185
251
312
47
52
Total Confusion?
Predicted +Predicted MaybePredicted -
+100
-000
Precision?
1.0
Recall?
1.0
Total Time
80.833251953125
Average Time
0.31575489044189453
Samples
2.8s8 640×2valid
2.2s5 040×3valid
2.0s9 000×1valid
42.0ms360×0valid
Compiler

Compiled 24 120 to 3 600 computations (85.1% saved)

Precisions
Click to see histograms. Total time spent on operations: 5.1s
ival-mult: 1.2s (22.7% of total)
adjust: 1.1s (21.4% of total)
ival-cbrt: 644.0ms (12.7% of total)
ival-sub: 630.0ms (12.4% of total)
ival-sqrt: 543.0ms (10.7% of total)
ival-add: 538.0ms (10.6% of total)
ival-div: 335.0ms (6.6% of total)
ival-neg: 95.0ms (1.9% of total)
exact: 21.0ms (0.4% of total)
ival-true: 20.0ms (0.4% of total)
ival-assert: 9.0ms (0.2% of total)

preprocess222.0ms (1.4%)

Memory
-3.9MiB live, 27.9MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 3 (0.0ms)

IterNodesCost
079292
1272287
2858287
32888282
47209282
01937
03333
16632
215832
343231
4105031
5192331
6251531
7417531
8503431
9570931
10672631
11708831
12727631
13751631
14751631
15778631
0807231
Stop Event
iter limit
node limit
iter limit
node limit
Calls
Call 1
Inputs
(+.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)))))))
Outputs
(+.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)))))))
(+.f64 (cbrt.f64 (*.f64 #s(literal -1/2 binary64) (/.f64 (+.f64 (sqrt.f64 (*.f64 (-.f64 g h) (+.f64 h g))) g) a))) (cbrt.f64 (*.f64 (-.f64 (sqrt.f64 (*.f64 (-.f64 g h) (+.f64 h g))) g) (/.f64 #s(literal 1/2 binary64) a))))
Symmetry

(abs h)

Compiler

Compiled 37 to 19 computations (48.6% saved)

eval0.0ms (0%)

Memory
0.0MiB live, 0.0MiB allocated
Compiler

Compiled 0 to 3 computations (-∞% saved)

prune1.0ms (0%)

Memory
0.5MiB live, 0.5MiB allocated
Alt Table
Click to see full alt table
StatusAccuracyProgram
42.0%
(+.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)))))))
Compiler

Compiled 74 to 38 computations (48.6% saved)

simplify22.0ms (0.1%)

Memory
3.0MiB live, 18.8MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 6 (0.0ms)

IterNodesCost
01937
13736
25136
36736
47936
58836
610135
711235
815635
922635
1022935
Stop Event
saturated
Calls
Call 1
Inputs
(+.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)))))))
Outputs
(+.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)))))))
(+.f64 (cbrt.f64 (*.f64 (/.f64 #s(literal -1 binary64) (*.f64 a #s(literal 2 binary64))) (+.f64 (sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h))) g))) (cbrt.f64 (*.f64 (-.f64 (sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h))) g) (/.f64 #s(literal 1 binary64) (*.f64 a #s(literal 2 binary64))))))

soundness0.0ms (0%)

Memory
0.2MiB live, 0.2MiB allocated
Stop Event
fuel
Compiler

Compiled 35 to 20 computations (42.9% saved)

preprocess3.0ms (0%)

Memory
-6.2MiB live, 1.6MiB allocated
Remove

(abs h)

Compiler

Compiled 284 to 158 computations (44.4% saved)

end0.0ms (0%)

Memory
0.0MiB live, 0.0MiB allocated

Profiling

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