Logarithmic Transform

Time bar (total: 2.8s)

start0.0ms (0%)

Memory
0.0MiB live, 0.0MiB allocated

analyze152.0ms (5.4%)

Memory
6.4MiB live, 46.8MiB 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
12.5%12.5%87.4%0.1%0%0%0%6
28.6%25%62.4%0.1%0%12.5%0%7
28.6%25%62.4%0.1%0%12.5%0%8
39.3%34.3%53%0.1%0%12.5%0%9
52.7%45.2%40.6%0.1%0%14%0%10
52.7%45.2%40.6%0.1%0%14%0%11
56%47.6%37.4%0.1%0%14.8%0%12
Compiler

Compiled 14 to 12 computations (14.3% saved)

sample612.0ms (21.5%)

Memory
1.0MiB live, 24.3MiB allocated
Samples
514.0ms54×5exit
64.0ms147×1valid
9.0ms113×0valid
6.0ms15×1invalid
2.0ms20×0invalid
Precisions
Click to see histograms. Total time spent on operations: 579.0ms
ival-pow: 470.0ms (81.1% of total)
ival-e: 71.0ms (12.3% of total)
adjust: 12.0ms (2.1% of total)
ival-log1p: 12.0ms (2.1% of total)
ival-mult: 8.0ms (1.4% of total)
ival-sub: 5.0ms (0.9% of total)
exact: 0.0ms (0% of total)
ival-assert: 0.0ms (0% of total)
ival-true: 0.0ms (0% of total)
Bogosity

explain1.9s (67.6%)

Memory
4.0MiB live, 814.0MiB allocated
FPErrors
Click to see full error table
Ground TruthOverpredictionsExampleUnderpredictionsExampleSubexpression
1711(-1.1405228741585863e+215 -0.008573948960336872 -1.388047828763524e+303)0-(-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64))
14743(-1.21450632254327e-27 2.971703433874192e-209 1.1643094348204865e-209)31(-2.1713646712737004e+45 -6.025610783157717e+146 5.4593260860285135e-95)(log.f64 (+.f64 #s(literal 1 binary64) (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y)))
180-18(2.845070928210941e+184 8.967886244091894e-150 -3.341260418212046e-281)(*.f64 c (log.f64 (+.f64 #s(literal 1 binary64) (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y))))
025(-8.3216020436238e-67 -1.772808192111785e+180 1.2782717759544521e-297)0-(+.f64 #s(literal 1 binary64) (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y))
00-0-(pow.f64 (E.f64) x)
00-0-#s(literal 1 binary64)
00-0-c
00-0-y
00-0-x
00-0-(E.f64)
00-0-(*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y)
Explanations
Click to see full explanations table
OperatorSubexpressionExplanationCount
log.f64(log.f64 (+.f64 #s(literal 1 binary64) (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y)))sensitivity1580
-.f64(-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64))cancellation390
+.f64(+.f64 #s(literal 1 binary64) (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y))cancellation250
log.f64(log.f64 (+.f64 #s(literal 1 binary64) (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y)))oflow-rescue10
(*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y)overflow1
(+.f64 #s(literal 1 binary64) (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y))overflow1
(pow.f64 (E.f64) x)overflow1
(-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64))overflow1
Confusion
Predicted +Predicted -
+1573
-5838
Precision
0.7302325581395349
Recall
0.98125
Confusion?
Predicted +Predicted MaybePredicted -
+15703
-58038
Precision?
0.7302325581395349
Recall?
0.98125
2:
4:
8:
16:
32:
64:
128:
256:
512:
1024:
2048:
Freqs
test
numberfreq
041
1207
28
Total Confusion?
Predicted +Predicted MaybePredicted -
+100
-000
Precision?
1.0
Recall?
1.0
Total Time
7.1650390625
Average Time
0.027988433837890625
Samples
922.0ms2 040×1valid
95.0ms1 032×0valid
Compiler

Compiled 2 004 to 552 computations (72.5% saved)

Precisions
Click to see histograms. Total time spent on operations: 874.0ms
ival-pow: 527.0ms (60.3% of total)
ival-e: 120.0ms (13.7% of total)
adjust: 73.0ms (8.4% of total)
ival-mult: 57.0ms (6.5% of total)
ival-log1p: 40.0ms (4.6% of total)
ival-sub: 28.0ms (3.2% of total)
ival-add: 23.0ms (2.6% of total)
ival-true: 2.0ms (0.2% of total)
exact: 2.0ms (0.2% of total)
ival-assert: 1.0ms (0.1% of total)

preprocess127.0ms (4.5%)

Memory
0.4MiB live, 7.9MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
043117
195113
2175113
3458113
4951113
51526113
62352113
72728113
82934113
93003113
103053113
113080113
123111113
133116113
143119113
153121113
01112
01812
12712
23412
34612
45512
56912
610012
715412
827812
940312
1048512
1150012
1250412
050410
Stop Event
iter limit
saturated
iter limit
saturated
Calls
Call 1
Inputs
(*.f64 c (log.f64 (+.f64 #s(literal 1 binary64) (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y))))
Outputs
(*.f64 c (log.f64 (+.f64 #s(literal 1 binary64) (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y))))
(*.f64 (log1p.f64 (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y)) c)
Symmetry

(negabs c)

Compiler

Compiled 12 to 11 computations (8.3% 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
42.3%
(*.f64 c (log.f64 (+.f64 #s(literal 1 binary64) (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y))))
Compiler

Compiled 24 to 22 computations (8.3% saved)

simplify22.0ms (0.8%)

Memory
-1.8MiB live, 18.1MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
01112
12012
22412
32712
43012
53312
Stop Event
saturated
Calls
Call 1
Inputs
(*.f64 c (log.f64 (+.f64 #s(literal 1 binary64) (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y))))
Outputs
(*.f64 c (log.f64 (+.f64 #s(literal 1 binary64) (*.f64 (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64)) y))))
(*.f64 (log.f64 (+.f64 (*.f64 y (-.f64 (pow.f64 (E.f64) x) #s(literal 1 binary64))) #s(literal 1 binary64))) c)

soundness0.0ms (0%)

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

Compiled 12 to 11 computations (8.3% saved)

preprocess6.0ms (0.2%)

Memory
-4.9MiB live, 2.8MiB allocated
Remove

(negabs c)

Compiler

Compiled 110 to 102 computations (7.3% saved)

end0.0ms (0%)

Memory
0.0MiB live, 0.0MiB allocated

Profiling

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