Statistics.Distribution.Beta:$cdensity from math-functions-0.1.5.2

Time bar (total: 14.4s)

start0.0ms (0%)

Memory
0.0MiB live, 0.0MiB allocated

analyze85.0ms (0.6%)

Memory
7.1MiB live, 120.4MiB allocated
Algorithm
search
Search
ProbabilityValidUnknownPreconditionInfiniteDomainCan'tIter
0%0%99.8%0.2%0%0%0%0
0%0%99.8%0.2%0%0%0%1
0%0%99.8%0.2%0%0%0%2
0%0%49.9%0.2%0%49.9%0%3
0%0%49.9%0.2%0%49.9%0%4
0%0%49.9%0.2%0%49.9%0%5
0%0%49.9%0.2%0%49.9%0%6
0%0%25%0.2%0%74.9%0%7
0%0%25%0.2%0%74.9%0%8
0%0%25%0.2%0%74.9%0%9
0%0%25%0.2%0%74.9%0%10
50%12.5%12.5%0.2%0%74.9%0%11
50%12.5%12.5%0.2%0%74.9%0%12
Compiler

Compiled 19 to 16 computations (15.8% saved)

sample2.5s (17.1%)

Memory
14.5MiB live, 2 727.4MiB allocated
Samples
983.0ms2 066×1valid
919.0ms6 190×0valid
1.0ms0invalid
Precisions
Click to see histograms. Total time spent on operations: 1.5s
ival-log: 778.0ms (52.3% of total)
ival-sub: 386.0ms (25.9% of total)
ival-mult: 157.0ms (10.5% of total)
adjust: 101.0ms (6.8% of total)
ival-add: 51.0ms (3.4% of total)
ival-true: 7.0ms (0.5% of total)
exact: 5.0ms (0.3% of total)
ival-assert: 3.0ms (0.2% of total)
Bogosity

explain647.0ms (4.5%)

Memory
32.6MiB live, 745.0MiB allocated
FPErrors
Click to see full error table
Ground TruthOverpredictionsExampleUnderpredictionsExampleSubexpression
2560-0-(log.f64 (-.f64 #s(literal 1 binary64) y))
00-0-(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
00-0-(-.f64 #s(literal 1 binary64) y)
00-0-(log.f64 y)
00-0-t
00-0-#s(literal 1 binary64)
00-0-z
00-0-(*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))
00-0-(-.f64 z #s(literal 1 binary64))
00-0-(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
00-0-(-.f64 x #s(literal 1 binary64))
00-0-y
00-0-(*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))
00-0-x
Explanations
Click to see full explanations table
OperatorSubexpressionExplanationCount
log.f64(log.f64 (-.f64 #s(literal 1 binary64) y))sensitivity2560
Confusion
Predicted +Predicted -
+310
-2250
Precision
0.12109375
Recall
1.0
Confusion?
Predicted +Predicted MaybePredicted -
+3100
-22500
Precision?
0.12109375
Recall?
1.0
Freqs
test
numberfreq
1256
Total Confusion?
Predicted +Predicted MaybePredicted -
+100
-000
Precision?
1.0
Recall?
1.0
Samples
289.0ms116×2valid
208.0ms378×1valid
2.0ms18×0valid
Compiler

Compiled 219 to 60 computations (72.6% saved)

Precisions
Click to see histograms. Total time spent on operations: 250.0ms
ival-log: 135.0ms (54% of total)
ival-mult: 66.0ms (26.4% of total)
ival-sub: 22.0ms (8.8% of total)
adjust: 21.0ms (8.4% of total)
ival-add: 5.0ms (2% of total)
ival-true: 1.0ms (0.4% of total)
ival-assert: 0.0ms (0% of total)
exact: 0.0ms (0% of total)

preprocess201.0ms (1.4%)

Memory
-28.5MiB live, 161.8MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
070252
1159248
2467241
31721240
44245240
57008240
01417
02317
13817
26417
314017
429717
581817
6235017
7351417
8388717
9393317
10393317
11431617
12441317
13441317
14441517
0441515
Stop Event
iter limit
saturated
iter limit
node limit
Calls
Call 1
Inputs
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
Outputs
(fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))
Compiler

Compiled 17 to 14 computations (17.6% saved)

eval0.0ms (0%)

Memory
0.7MiB live, 0.7MiB allocated
Compiler

Compiled 0 to 4 computations (-∞% saved)

prune12.0ms (0.1%)

Memory
25.4MiB live, 25.4MiB allocated
Alt Table
Click to see full alt table
StatusAccuracyProgram
89.3%
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
Compiler

Compiled 17 to 14 computations (17.6% saved)

simplify129.0ms (0.9%)

Memory
3.2MiB live, 117.8MiB allocated
Algorithm
egg-herbie
Localize:

Found 4 expressions of interest:

NewMetricScoreProgram
cost-diff0
(*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))
cost-diff0
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
cost-diff64
(log.f64 (-.f64 #s(literal 1 binary64) y))
cost-diff128
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
01466
02366
13866
26466
314066
429766
581866
6235066
7351466
8388766
9393366
10393366
11431666
12441366
13441366
14441566
0441560
Stop Event
iter limit
saturated
iter limit
Calls
Call 1
Inputs
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
(*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))
(-.f64 x #s(literal 1 binary64))
x
#s(literal 1 binary64)
(log.f64 y)
y
(*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))
(-.f64 z #s(literal 1 binary64))
z
(log.f64 (-.f64 #s(literal 1 binary64) y))
(-.f64 #s(literal 1 binary64) y)
t
Outputs
(fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))
(fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64))))
(*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))
(-.f64 x #s(literal 1 binary64))
x
#s(literal 1 binary64)
(log.f64 y)
y
(*.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)))
(-.f64 z #s(literal 1 binary64))
z
(log1p.f64 (neg.f64 y))
(-.f64 #s(literal 1 binary64) y)
t

localize186.0ms (1.3%)

Memory
-38.9MiB live, 185.9MiB allocated
Localize:

Found 4 expressions of interest:

NewMetricScoreProgram
accuracy0.0078125
(*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))
accuracy0.0234375
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
accuracy0.12109375
(*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))
accuracy59.35718235126797
(log.f64 (-.f64 #s(literal 1 binary64) y))
Samples
100.0ms189×1valid
55.0ms58×2valid
1.0ms0valid
Compiler

Compiled 134 to 30 computations (77.6% saved)

Precisions
Click to see histograms. Total time spent on operations: 109.0ms
ival-log: 43.0ms (39.6% of total)
adjust: 35.0ms (32.2% of total)
ival-sub: 20.0ms (18.4% of total)
ival-mult: 7.0ms (6.4% of total)
ival-add: 2.0ms (1.8% of total)
ival-assert: 0.0ms (0% of total)
ival-true: 0.0ms (0% of total)
exact: 0.0ms (0% of total)

series376.0ms (2.6%)

Memory
12.6MiB live, 120.0MiB allocated
Counts
5 → 144
Calls
Call 1
Inputs
#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (log.f64 (-.f64 #s(literal 1 binary64) y)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())
#s(alt #<batchref> (patch (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))) #<representation binary64>) () ())
Outputs
#s(alt #<batchref> (taylor 0 t) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 t) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 t) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 t) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf t) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf t) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf t) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf t) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf t) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf t) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf t) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf t) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 z) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 z) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 z) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 z) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 z) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 z) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 z) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 z) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 z) (#s(alt #<batchref> (patch (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 z) (#s(alt #<batchref> (patch (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 z) (#s(alt #<batchref> (patch (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 z) (#s(alt #<batchref> (patch (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf z) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf z) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf z) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf z) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf z) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf z) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf z) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf z) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf z) (#s(alt #<batchref> (patch (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf z) (#s(alt #<batchref> (patch (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf z) (#s(alt #<batchref> (patch (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor inf z) (#s(alt #<batchref> (patch (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf z) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf z) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf z) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf z) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
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#s(alt #<batchref> (taylor -inf x) (#s(alt #<batchref> (patch (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf x) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf x) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf x) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf x) (#s(alt #<batchref> (patch (-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf x) (#s(alt #<batchref> (patch (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf x) (#s(alt #<batchref> (patch (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf x) (#s(alt #<batchref> (patch (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor -inf x) (#s(alt #<batchref> (patch (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) #<representation binary64>) () ())) ())
Calls

12 calls:

TimeVariablePointExpression
146.0ms
y
@inf
((+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (log (- 1 y)) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (* (- x 1) (log y)) (* (- z 1) (log (- 1 y))))
106.0ms
x
@-inf
((+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (log (- 1 y)) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (* (- x 1) (log y)) (* (- z 1) (log (- 1 y))))
77.0ms
y
@0
((+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (log (- 1 y)) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (* (- x 1) (log y)) (* (- z 1) (log (- 1 y))))
13.0ms
y
@-inf
((+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (log (- 1 y)) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (* (- x 1) (log y)) (* (- z 1) (log (- 1 y))))
10.0ms
t
@0
((+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (log (- 1 y)) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (* (- x 1) (log y)) (* (- z 1) (log (- 1 y))))

simplify323.0ms (2.2%)

Memory
18.7MiB live, 288.1MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
02262467
17002291
221282149
374162149
086431990
Stop Event
iter limit
node limit
Counts
144 → 144
Calls
Call 1
Inputs
(+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1)))
(+ (* -1 t) (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))))
(+ (* -1 t) (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))))
(+ (* -1 t) (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))))
(* -1 t)
(* t (- (+ (/ (* (log y) (- x 1)) t) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
(* t (- (+ (/ (* (log y) (- x 1)) t) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
(* t (- (+ (/ (* (log y) (- x 1)) t) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
(* -1 t)
(* -1 (* t (+ 1 (* -1 (/ (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))) t)))))
(* -1 (* t (+ 1 (* -1 (/ (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))) t)))))
(* -1 (* t (+ 1 (* -1 (/ (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))) t)))))
(+ (* -1 (log (- 1 y))) (* (log y) (- x 1)))
(+ (* -1 (log (- 1 y))) (+ (* z (log (- 1 y))) (* (log y) (- x 1))))
(+ (* -1 (log (- 1 y))) (+ (* z (log (- 1 y))) (* (log y) (- x 1))))
(+ (* -1 (log (- 1 y))) (+ (* z (log (- 1 y))) (* (log y) (- x 1))))
(- (+ (* -1 (log (- 1 y))) (* (log y) (- x 1))) t)
(- (+ (* -1 (log (- 1 y))) (+ (* z (log (- 1 y))) (* (log y) (- x 1)))) t)
(- (+ (* -1 (log (- 1 y))) (+ (* z (log (- 1 y))) (* (log y) (- x 1)))) t)
(- (+ (* -1 (log (- 1 y))) (+ (* z (log (- 1 y))) (* (log y) (- x 1)))) t)
(* -1 (log (- 1 y)))
(+ (* -1 (log (- 1 y))) (* z (log (- 1 y))))
(+ (* -1 (log (- 1 y))) (* z (log (- 1 y))))
(+ (* -1 (log (- 1 y))) (* z (log (- 1 y))))
(* z (log (- 1 y)))
(* z (+ (log (- 1 y)) (+ (* -1 (/ (log (- 1 y)) z)) (/ (* (log y) (- x 1)) z))))
(* z (+ (log (- 1 y)) (+ (* -1 (/ (log (- 1 y)) z)) (/ (* (log y) (- x 1)) z))))
(* z (+ (log (- 1 y)) (+ (* -1 (/ (log (- 1 y)) z)) (/ (* (log y) (- x 1)) z))))
(* z (log (- 1 y)))
(* z (- (+ (log (- 1 y)) (+ (* -1 (/ (log (- 1 y)) z)) (/ (* (log y) (- x 1)) z))) (/ t z)))
(* z (- (+ (log (- 1 y)) (+ (* -1 (/ (log (- 1 y)) z)) (/ (* (log y) (- x 1)) z))) (/ t z)))
(* z (- (+ (log (- 1 y)) (+ (* -1 (/ (log (- 1 y)) z)) (/ (* (log y) (- x 1)) z))) (/ t z)))
(* z (log (- 1 y)))
(* z (+ (log (- 1 y)) (* -1 (/ (log (- 1 y)) z))))
(* z (+ (log (- 1 y)) (* -1 (/ (log (- 1 y)) z))))
(* z (+ (log (- 1 y)) (* -1 (/ (log (- 1 y)) z))))
(* z (log (- 1 y)))
(* -1 (* z (+ (* -1 (log (- 1 y))) (* -1 (/ (+ (* -1 (log (- 1 y))) (* (log y) (- x 1))) z)))))
(* -1 (* z (+ (* -1 (log (- 1 y))) (* -1 (/ (+ (* -1 (log (- 1 y))) (* (log y) (- x 1))) z)))))
(* -1 (* z (+ (* -1 (log (- 1 y))) (* -1 (/ (+ (* -1 (log (- 1 y))) (* (log y) (- x 1))) z)))))
(* z (log (- 1 y)))
(* -1 (* z (+ (* -1 (log (- 1 y))) (* -1 (/ (- (+ (* -1 (log (- 1 y))) (* (log y) (- x 1))) t) z)))))
(* -1 (* z (+ (* -1 (log (- 1 y))) (* -1 (/ (- (+ (* -1 (log (- 1 y))) (* (log y) (- x 1))) t) z)))))
(* -1 (* z (+ (* -1 (log (- 1 y))) (* -1 (/ (- (+ (* -1 (log (- 1 y))) (* (log y) (- x 1))) t) z)))))
(* z (log (- 1 y)))
(* -1 (* z (+ (* -1 (log (- 1 y))) (/ (log (- 1 y)) z))))
(* -1 (* z (+ (* -1 (log (- 1 y))) (/ (log (- 1 y)) z))))
(* -1 (* z (+ (* -1 (log (- 1 y))) (/ (log (- 1 y)) z))))
(* (log y) (- x 1))
(+ (* -1 (* y (- z 1))) (* (log y) (- x 1)))
(+ (* y (+ (* -1 (- z 1)) (* -1/2 (* y (- z 1))))) (* (log y) (- x 1)))
(+ (* y (+ (* -1 (- z 1)) (* y (+ (* -1/2 (- z 1)) (* -1/3 (* y (- z 1))))))) (* (log y) (- x 1)))
(* -1 y)
(* y (- (* -1/2 y) 1))
(* y (- (* y (- (* -1/3 y) 1/2)) 1))
(* y (- (* y (- (* y (- (* -1/4 y) 1/3)) 1/2)) 1))
(- (* (log y) (- x 1)) t)
(- (+ (* -1 (* y (- z 1))) (* (log y) (- x 1))) t)
(- (+ (* y (+ (* -1 (- z 1)) (* -1/2 (* y (- z 1))))) (* (log y) (- x 1))) t)
(- (+ (* y (+ (* -1 (- z 1)) (* y (+ (* -1/2 (- z 1)) (* -1/3 (* y (- z 1))))))) (* (log y) (- x 1))) t)
(* (log y) (- x 1))
(* (log y) (- x 1))
(* (log y) (- x 1))
(* (log y) (- x 1))
(* -1 (* y (- z 1)))
(* y (+ (* -1 (- z 1)) (* -1/2 (* y (- z 1)))))
(* y (+ (* -1 (- z 1)) (* y (+ (* -1/2 (- z 1)) (* -1/3 (* y (- z 1)))))))
(* y (+ (* -1 (- z 1)) (* y (+ (* -1/2 (- z 1)) (* y (+ (* -1/3 (- z 1)) (* -1/4 (* y (- z 1)))))))))
(+ (* -1 (* (log (/ 1 y)) (- x 1))) (* (+ (log -1) (* -1 (log (/ 1 y)))) (- z 1)))
(+ (* -1 (* (log (/ 1 y)) (- x 1))) (+ (* -1 (/ (- z 1) y)) (* (+ (log -1) (* -1 (log (/ 1 y)))) (- z 1))))
(+ (* -1 (* (log (/ 1 y)) (- x 1))) (+ (* -1 (/ (- z 1) y)) (+ (* -1/2 (/ (- z 1) (pow y 2))) (* (+ (log -1) (* -1 (log (/ 1 y)))) (- z 1)))))
(+ (* -1 (* (log (/ 1 y)) (- x 1))) (+ (* -1 (/ (- z 1) y)) (+ (* -1/2 (/ (- z 1) (pow y 2))) (+ (* -1/3 (/ (- z 1) (pow y 3))) (* (+ (log -1) (* -1 (log (/ 1 y)))) (- z 1))))))
(+ (log -1) (* -1 (log (/ 1 y))))
(- (+ (log -1) (* -1 (log (/ 1 y)))) (/ 1 y))
(+ (log -1) (+ (* -1 (log (/ 1 y))) (* -1 (/ (+ 1 (* 1/2 (/ 1 y))) y))))
(- (+ (log -1) (+ (* -1 (log (/ 1 y))) (* -1 (/ (+ 1/2 (* 1/3 (/ 1 y))) (pow y 2))))) (/ 1 y))
(- (+ (* -1 (* (log (/ 1 y)) (- x 1))) (* (+ (log -1) (* -1 (log (/ 1 y)))) (- z 1))) t)
(- (+ (* -1 (* (log (/ 1 y)) (- x 1))) (+ (* -1 (/ (- z 1) y)) (* (+ (log -1) (* -1 (log (/ 1 y)))) (- z 1)))) t)
(- (+ (* -1 (* (log (/ 1 y)) (- x 1))) (+ (* -1 (/ (- z 1) y)) (+ (* -1/2 (/ (- z 1) (pow y 2))) (* (+ (log -1) (* -1 (log (/ 1 y)))) (- z 1))))) t)
(- (+ (* -1 (* (log (/ 1 y)) (- x 1))) (+ (* -1 (/ (- z 1) y)) (+ (* -1/2 (/ (- z 1) (pow y 2))) (+ (* -1/3 (/ (- z 1) (pow y 3))) (* (+ (log -1) (* -1 (log (/ 1 y)))) (- z 1)))))) t)
(* -1 (* (log (/ 1 y)) (- x 1)))
(* -1 (* (log (/ 1 y)) (- x 1)))
(* -1 (* (log (/ 1 y)) (- x 1)))
(* -1 (* (log (/ 1 y)) (- x 1)))
(* (+ (log -1) (* -1 (log (/ 1 y)))) (- z 1))
(+ (* -1 (/ (- z 1) y)) (* (+ (log -1) (* -1 (log (/ 1 y)))) (- z 1)))
(+ (* -1 (/ (- z 1) y)) (+ (* -1/2 (/ (- z 1) (pow y 2))) (* (+ (log -1) (* -1 (log (/ 1 y)))) (- z 1))))
(+ (* -1 (/ (- z 1) y)) (+ (* -1/2 (/ (- z 1) (pow y 2))) (+ (* -1/3 (/ (- z 1) (pow y 3))) (* (+ (log -1) (* -1 (log (/ 1 y)))) (- z 1)))))
(+ (* -1 (* (log (/ -1 y)) (- z 1))) (* (+ (log -1) (* -1 (log (/ -1 y)))) (- x 1)))
(+ (* -1 (* (log (/ -1 y)) (- z 1))) (+ (* -1 (/ (- z 1) y)) (* (+ (log -1) (* -1 (log (/ -1 y)))) (- x 1))))
(+ (* -1 (* (log (/ -1 y)) (- z 1))) (+ (* -1 (/ (- (+ z (* 1/2 (/ (- z 1) y))) 1) y)) (* (+ (log -1) (* -1 (log (/ -1 y)))) (- x 1))))
(+ (* -1 (* (log (/ -1 y)) (- z 1))) (+ (* -1 (/ (- (+ z (* -1 (/ (+ (* -1/2 (- z 1)) (* -1/3 (/ (- z 1) y))) y))) 1) y)) (* (+ (log -1) (* -1 (log (/ -1 y)))) (- x 1))))
(* -1 (log (/ -1 y)))
(- (* -1 (log (/ -1 y))) (/ 1 y))
(+ (* -1 (log (/ -1 y))) (* -1 (/ (+ 1 (* 1/2 (/ 1 y))) y)))
(+ (* -1 (log (/ -1 y))) (* -1 (/ (+ 1 (+ (/ 1/3 (pow y 2)) (* 1/2 (/ 1 y)))) y)))
(- (+ (* -1 (* (log (/ -1 y)) (- z 1))) (* (+ (log -1) (* -1 (log (/ -1 y)))) (- x 1))) t)
(- (+ (* -1 (* (log (/ -1 y)) (- z 1))) (+ (* -1 (/ (- z 1) y)) (* (+ (log -1) (* -1 (log (/ -1 y)))) (- x 1)))) t)
(- (+ (* -1 (* (log (/ -1 y)) (- z 1))) (+ (* -1 (/ (- (+ z (* 1/2 (/ (- z 1) y))) 1) y)) (* (+ (log -1) (* -1 (log (/ -1 y)))) (- x 1)))) t)
(- (+ (* -1 (* (log (/ -1 y)) (- z 1))) (+ (* -1 (/ (- (+ z (* -1 (/ (+ (* -1/2 (- z 1)) (* -1/3 (/ (- z 1) y))) y))) 1) y)) (* (+ (log -1) (* -1 (log (/ -1 y)))) (- x 1)))) t)
(* (+ (log -1) (* -1 (log (/ -1 y)))) (- x 1))
(* (+ (log -1) (* -1 (log (/ -1 y)))) (- x 1))
(* (+ (log -1) (* -1 (log (/ -1 y)))) (- x 1))
(* (+ (log -1) (* -1 (log (/ -1 y)))) (- x 1))
(* -1 (* (log (/ -1 y)) (- z 1)))
(+ (* -1 (* (log (/ -1 y)) (- z 1))) (* -1 (/ (- z 1) y)))
(+ (* -1 (* (log (/ -1 y)) (- z 1))) (* -1 (/ (- (+ z (* 1/2 (/ (- z 1) y))) 1) y)))
(+ (* -1 (* (log (/ -1 y)) (- z 1))) (* -1 (/ (- (+ z (* -1 (/ (+ (* -1/2 (- z 1)) (* -1/3 (/ (- z 1) y))) y))) 1) y)))
(+ (* -1 (log y)) (* (log (- 1 y)) (- z 1)))
(+ (* -1 (log y)) (+ (* x (log y)) (* (log (- 1 y)) (- z 1))))
(+ (* -1 (log y)) (+ (* x (log y)) (* (log (- 1 y)) (- z 1))))
(+ (* -1 (log y)) (+ (* x (log y)) (* (log (- 1 y)) (- z 1))))
(- (+ (* -1 (log y)) (* (log (- 1 y)) (- z 1))) t)
(- (+ (* -1 (log y)) (+ (* x (log y)) (* (log (- 1 y)) (- z 1)))) t)
(- (+ (* -1 (log y)) (+ (* x (log y)) (* (log (- 1 y)) (- z 1)))) t)
(- (+ (* -1 (log y)) (+ (* x (log y)) (* (log (- 1 y)) (- z 1)))) t)
(* -1 (log y))
(+ (* -1 (log y)) (* x (log y)))
(+ (* -1 (log y)) (* x (log y)))
(+ (* -1 (log y)) (* x (log y)))
(* x (log y))
(* x (+ (log y) (+ (* -1 (/ (log y) x)) (/ (* (log (- 1 y)) (- z 1)) x))))
(* x (+ (log y) (+ (* -1 (/ (log y) x)) (/ (* (log (- 1 y)) (- z 1)) x))))
(* x (+ (log y) (+ (* -1 (/ (log y) x)) (/ (* (log (- 1 y)) (- z 1)) x))))
(* x (log y))
(* x (- (+ (log y) (+ (* -1 (/ (log y) x)) (/ (* (log (- 1 y)) (- z 1)) x))) (/ t x)))
(* x (- (+ (log y) (+ (* -1 (/ (log y) x)) (/ (* (log (- 1 y)) (- z 1)) x))) (/ t x)))
(* x (- (+ (log y) (+ (* -1 (/ (log y) x)) (/ (* (log (- 1 y)) (- z 1)) x))) (/ t x)))
(* x (log y))
(* x (+ (log y) (* -1 (/ (log y) x))))
(* x (+ (log y) (* -1 (/ (log y) x))))
(* x (+ (log y) (* -1 (/ (log y) x))))
(* x (log y))
(* -1 (* x (+ (* -1 (log y)) (* -1 (/ (+ (* -1 (log y)) (* (log (- 1 y)) (- z 1))) x)))))
(* -1 (* x (+ (* -1 (log y)) (* -1 (/ (+ (* -1 (log y)) (* (log (- 1 y)) (- z 1))) x)))))
(* -1 (* x (+ (* -1 (log y)) (* -1 (/ (+ (* -1 (log y)) (* (log (- 1 y)) (- z 1))) x)))))
(* x (log y))
(* -1 (* x (+ (* -1 (log y)) (* -1 (/ (- (+ (* -1 (log y)) (* (log (- 1 y)) (- z 1))) t) x)))))
(* -1 (* x (+ (* -1 (log y)) (* -1 (/ (- (+ (* -1 (log y)) (* (log (- 1 y)) (- z 1))) t) x)))))
(* -1 (* x (+ (* -1 (log y)) (* -1 (/ (- (+ (* -1 (log y)) (* (log (- 1 y)) (- z 1))) t) x)))))
(* x (log y))
(* -1 (* x (+ (* -1 (log y)) (/ (log y) x))))
(* -1 (* x (+ (* -1 (log y)) (/ (log y) x))))
(* -1 (* x (+ (* -1 (log y)) (/ (log y) x))))
Outputs
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(fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (fma.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y) (neg.f64 t)))
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(neg.f64 t)
(*.f64 (fma.f64 (/.f64 (-.f64 z #s(literal 1 binary64)) t) (log1p.f64 (neg.f64 y)) (fma.f64 (/.f64 (-.f64 x #s(literal 1 binary64)) t) (log.f64 y) #s(literal -1 binary64))) t)
(*.f64 (fma.f64 (/.f64 (-.f64 z #s(literal 1 binary64)) t) (log1p.f64 (neg.f64 y)) (fma.f64 (/.f64 (-.f64 x #s(literal 1 binary64)) t) (log.f64 y) #s(literal -1 binary64))) t)
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(*.f64 (log1p.f64 (neg.f64 y)) z)
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rewrite440.0ms (3.1%)

Memory
28.6MiB live, 420.9MiB allocated
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
01450
02350
19550
275750
0847144
Stop Event
iter limit
node limit
iter limit
Counts
5 → 485
Calls
Call 1
Inputs
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(*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))
(*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))
Outputs
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eval170.0ms (1.2%)

Memory
-15.3MiB live, 253.7MiB allocated
Compiler

Compiled 22 790 to 1 860 computations (91.8% saved)

prune60.0ms (0.4%)

Memory
0.5MiB live, 83.4MiB allocated
Pruning

16 alts after pruning (16 fresh and 0 done)

PrunedKeptTotal
New61316629
Fresh000
Picked101
Done000
Total61416630
Accuracy
100.0%
Counts
630 → 16
Alt Table
Click to see full alt table
StatusAccuracyProgram
99.3%
(fma.f64 (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))) (*.f64 (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (*.f64 (-.f64 #s(literal 1 binary64) z) (log1p.f64 (neg.f64 y)))) (pow.f64 (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (*.f64 (-.f64 #s(literal 1 binary64) z) (log1p.f64 (neg.f64 y)))) #s(literal -1 binary64))) (neg.f64 t))
80.1%
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (*.f64 (pow.f64 (-.f64 x #s(literal -1 binary64)) #s(literal -1 binary64)) (log.f64 y)) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (neg.f64 t)))
80.1%
(fma.f64 (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) (/.f64 (fma.f64 x x #s(literal -1 binary64)) #s(literal 1 binary64)) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (neg.f64 t)))
99.7%
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))))
69.2%
(-.f64 (+.f64 (/.f64 (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)) (-.f64 x #s(literal -1 binary64))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
89.3%
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
69.2%
(-.f64 (+.f64 (/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
99.5%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) t)
88.7%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t)
49.5%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
68.9%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
86.6%
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (fma.f64 (/.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t) t (neg.f64 t)))
81.4%
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (fma.f64 (/.f64 (-.f64 z #s(literal 1 binary64)) t) (log1p.f64 (neg.f64 y)) (fma.f64 (/.f64 (-.f64 x #s(literal 1 binary64)) t) (log.f64 y) #s(literal -1 binary64))) t))
13.2%
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log1p.f64 (neg.f64 y)) z))
32.4%
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))
38.7%
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
Compiler

Compiled 822 to 596 computations (27.5% saved)

simplify188.0ms (1.3%)

Memory
-42.4MiB live, 187.3MiB allocated
Algorithm
egg-herbie
Localize:

Found 18 expressions of interest:

NewMetricScoreProgram
cost-diff0
(-.f64 (+.f64 (/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
cost-diff64
(log.f64 (-.f64 #s(literal 1 binary64) y))
cost-diff128
(+.f64 (/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
cost-diff1792
(/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y))))
cost-diff0
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
cost-diff64
(log.f64 (-.f64 #s(literal 1 binary64) y))
cost-diff128
(+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
cost-diff1088
(/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64))))
cost-diff0
(log1p.f64 (neg.f64 y))
cost-diff0
(*.f64 (log1p.f64 (neg.f64 y)) z)
cost-diff0
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z))
cost-diff0
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
cost-diff0
(neg.f64 t)
cost-diff0
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
cost-diff0
(log1p.f64 (neg.f64 y))
cost-diff0
(fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))
cost-diff0
(/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t))))
cost-diff1408
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))))
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
043346
071309
1123301
2241298
3726298
42556298
55881298
08097294
Stop Event
iter limit
node limit
iter limit
Calls
Call 1
Inputs
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))))
#s(literal 1 binary64)
(/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t))))
(fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))
(log1p.f64 (neg.f64 y))
(neg.f64 y)
y
(-.f64 z #s(literal 1 binary64))
z
(fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t))
(log.f64 y)
(-.f64 x #s(literal 1 binary64))
x
(neg.f64 t)
t
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
(neg.f64 t)
t
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z))
(*.f64 (log1p.f64 (neg.f64 y)) z)
(log1p.f64 (neg.f64 y))
(neg.f64 y)
y
z
t
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
(/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64))))
(log.f64 y)
y
(/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))
#s(literal 1 binary64)
(-.f64 x #s(literal 1 binary64))
x
(*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))
(-.f64 z #s(literal 1 binary64))
z
(log.f64 (-.f64 #s(literal 1 binary64) y))
(-.f64 #s(literal 1 binary64) y)
t
(-.f64 (+.f64 (/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(+.f64 (/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
(/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y))))
#s(literal 1 binary64)
(/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))
(-.f64 x #s(literal -1 binary64))
x
#s(literal -1 binary64)
(*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y))
(fma.f64 x x #s(literal -1 binary64))
(log.f64 y)
y
(*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))
(-.f64 z #s(literal 1 binary64))
z
(log.f64 (-.f64 #s(literal 1 binary64) y))
(-.f64 #s(literal 1 binary64) y)
t
Outputs
(fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (fma.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y) (neg.f64 t)))
#s(literal 1 binary64)
(/.f64 #s(literal 1 binary64) (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (fma.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y) (neg.f64 t))))
(fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (fma.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y) (neg.f64 t)))
(log1p.f64 (neg.f64 y))
(neg.f64 y)
y
(-.f64 z #s(literal 1 binary64))
z
(fma.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y) (neg.f64 t))
(log.f64 y)
(-.f64 x #s(literal 1 binary64))
x
(neg.f64 t)
t
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
(neg.f64 t)
t
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 z (log1p.f64 (neg.f64 y)))) t)
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 z (log1p.f64 (neg.f64 y))))
(*.f64 z (log1p.f64 (neg.f64 y)))
(log1p.f64 (neg.f64 y))
(neg.f64 y)
y
z
t
(fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (fma.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y) (neg.f64 t)))
(fma.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y) (*.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y))))
(*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))
(log.f64 y)
y
(/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))
#s(literal 1 binary64)
(-.f64 x #s(literal 1 binary64))
x
(*.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)))
(-.f64 z #s(literal 1 binary64))
z
(log1p.f64 (neg.f64 y))
(-.f64 #s(literal 1 binary64) y)
t
(fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (fma.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y) (neg.f64 t)))
(fma.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y) (*.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y))))
(*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))
#s(literal 1 binary64)
(/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) (-.f64 x #s(literal 1 binary64)))
(-.f64 x #s(literal -1 binary64))
x
#s(literal -1 binary64)
(*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y))
(fma.f64 x x #s(literal -1 binary64))
(log.f64 y)
y
(*.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)))
(-.f64 z #s(literal 1 binary64))
z
(log1p.f64 (neg.f64 y))
(-.f64 #s(literal 1 binary64) y)
t

localize323.0ms (2.2%)

Memory
4.0MiB live, 399.0MiB allocated
Localize:

Found 18 expressions of interest:

NewMetricScoreProgram
accuracy0.05859375
(*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y))
accuracy0.29296875
(/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y))))
accuracy13.298453622284498
(/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))
accuracy59.35718235126797
(log.f64 (-.f64 #s(literal 1 binary64) y))
accuracy0.0234375
(+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
accuracy0.03125
(/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))
accuracy0.17416000976844204
(/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64))))
accuracy59.35718235126797
(log.f64 (-.f64 #s(literal 1 binary64) y))
accuracy0
(neg.f64 y)
accuracy0
(log1p.f64 (neg.f64 y))
accuracy0.0078125
(*.f64 (log1p.f64 (neg.f64 y)) z)
accuracy52.868968269171404
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z))
accuracy0
(neg.f64 t)
accuracy39.26240857353568
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
accuracy0.0078125
(fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))
accuracy0.09375
(fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t))
accuracy0.25
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))))
accuracy0.3820929224913767
(/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t))))
Samples
216.0ms189×1valid
54.0ms58×2valid
2.0ms0valid
Compiler

Compiled 704 to 83 computations (88.2% saved)

Precisions
Click to see histograms. Total time spent on operations: 190.0ms
ival-sub: 45.0ms (23.7% of total)
ival-log: 44.0ms (23.2% of total)
ival-mult: 38.0ms (20% of total)
adjust: 25.0ms (13.2% of total)
ival-div: 18.0ms (9.5% of total)
ival-add: 15.0ms (7.9% of total)
ival-log1p: 2.0ms (1.1% of total)
ival-neg: 2.0ms (1.1% of total)
ival-assert: 0.0ms (0% of total)
ival-true: 0.0ms (0% of total)
exact: 0.0ms (0% of total)

series234.0ms (1.6%)

Memory
15.4MiB live, 362.6MiB allocated
Counts
21 → 660
Calls
Call 1
Inputs
#s(alt #<batchref> (patch (/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t))))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (log1p.f64 (neg.f64 y)) #<representation binary64>) () ())
#s(alt #<batchref> (patch #s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (neg.f64 t) #<representation binary64>) () ())
#s(alt #<batchref> (patch (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t) #<representation binary64>) () ())
#s(alt #<batchref> (patch #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (*.f64 (log1p.f64 (neg.f64 y)) z) #<representation binary64>) () ())
#s(alt #<batchref> (patch (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (log.f64 (-.f64 #s(literal 1 binary64) y)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())
#s(alt #<batchref> (patch (/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (+.f64 (/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (-.f64 (+.f64 (/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t) #<representation binary64>) () ())
#s(alt #<batchref> (patch (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (neg.f64 y) #<representation binary64>) () ())
#s(alt #<batchref> (patch (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)) #<representation binary64>) () ())
Outputs
#s(alt #<batchref> (taylor 0 t) (#s(alt #<batchref> (patch (/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t))))) #<representation binary64>) () ())) ())
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#s(alt #<batchref> (taylor 0 t) (#s(alt #<batchref> (patch (/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t))))) #<representation binary64>) () ())) ())
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#s(alt #<batchref> (taylor 0 t) (#s(alt #<batchref> (patch (neg.f64 t) #<representation binary64>) () ())) ())
#s(alt #<batchref> (taylor 0 t) (#s(alt #<batchref> (patch (neg.f64 t) #<representation binary64>) () ())) ())
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#s(alt #<batchref> (taylor inf t) (#s(alt #<batchref> (patch (/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t))))) #<representation binary64>) () ())) ())
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#s(alt #<batchref> (taylor inf t) (#s(alt #<batchref> (patch (neg.f64 t) #<representation binary64>) () ())) ())
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Calls

12 calls:

TimeVariablePointExpression
69.0ms
z
@0
((/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))) (log (+ 1 (neg y))) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg t) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (* (log (+ 1 (neg y))) z) (/ (log y) (/ 1 (- x 1))) (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (log (- 1 y)) (- (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) t) (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) (- (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) t) (+ (* (log y) (- x 1)) (neg t)) (neg y) (/ 1 (- x 1)) (/ (- x -1) (* (+ (* x x) -1) (log y))) (* (+ (* x x) -1) (log y)))
33.0ms
y
@0
((/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))) (log (+ 1 (neg y))) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg t) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (* (log (+ 1 (neg y))) z) (/ (log y) (/ 1 (- x 1))) (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (log (- 1 y)) (- (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) t) (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) (- (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) t) (+ (* (log y) (- x 1)) (neg t)) (neg y) (/ 1 (- x 1)) (/ (- x -1) (* (+ (* x x) -1) (log y))) (* (+ (* x x) -1) (log y)))
21.0ms
z
@inf
((/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))) (log (+ 1 (neg y))) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg t) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (* (log (+ 1 (neg y))) z) (/ (log y) (/ 1 (- x 1))) (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (log (- 1 y)) (- (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) t) (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) (- (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) t) (+ (* (log y) (- x 1)) (neg t)) (neg y) (/ 1 (- x 1)) (/ (- x -1) (* (+ (* x x) -1) (log y))) (* (+ (* x x) -1) (log y)))
16.0ms
y
@-inf
((/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))) (log (+ 1 (neg y))) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg t) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (* (log (+ 1 (neg y))) z) (/ (log y) (/ 1 (- x 1))) (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (log (- 1 y)) (- (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) t) (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) (- (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) t) (+ (* (log y) (- x 1)) (neg t)) (neg y) (/ 1 (- x 1)) (/ (- x -1) (* (+ (* x x) -1) (log y))) (* (+ (* x x) -1) (log y)))
14.0ms
y
@inf
((/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))) (log (+ 1 (neg y))) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg t) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (* (log (+ 1 (neg y))) z) (/ (log y) (/ 1 (- x 1))) (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (log (- 1 y)) (- (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) t) (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) (- (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) t) (+ (* (log y) (- x 1)) (neg t)) (neg y) (/ 1 (- x 1)) (/ (- x -1) (* (+ (* x x) -1) (log y))) (* (+ (* x x) -1) (log y)))

simplify552.0ms (3.8%)

Memory
-108.0MiB live, 445.3MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
075714309
1239613435
2789213339
0855912378
Stop Event
iter limit
node limit
Counts
660 → 660
Calls
Call 1
Inputs
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(/ 1 (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))))
(+ (/ 1 (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1)))) (/ t (pow (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))) 2)))
(+ (* t (+ (/ 1 (pow (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))) 2)) (/ t (pow (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))) 3)))) (/ 1 (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1)))))
(+ (* t (+ (* t (+ (/ 1 (pow (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))) 3)) (/ t (pow (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))) 4)))) (/ 1 (pow (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))) 2)))) (/ 1 (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1)))))
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(* -1 t)
(* -1 t)
(* -1 t)
(* -1 t)
(+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1)))
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(+ (* -1 t) (+ (* (log y) (- x 1)) (* (log (- 1 y)) (- z 1))))
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(* (log y) (- x 1))
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(/ -1 t)
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(* -1 t)
(* t (- (+ (/ (* (log y) (- x 1)) t) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
(* t (- (+ (/ (* (log y) (- x 1)) t) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
(* t (- (+ (/ (* (log y) (- x 1)) t) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
(* -1 t)
(* t (- (+ (/ (* (log y) (- x 1)) t) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
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(* -1 t)
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(* t (- (+ (/ (* (log y) (- x 1)) t) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
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(* t (- (+ (/ (* (log y) (- x 1)) t) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
(* -1 t)
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(* t (- (+ (/ (* (log y) (- x 1)) t) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
(* t (- (+ (/ (* (log y) (- x 1)) t) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
(* -1 t)
(* t (- (+ (/ (* (log y) (- (pow x 2) 1)) (* t (+ 1 x))) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
(* t (- (+ (/ (* (log y) (- (pow x 2) 1)) (* t (+ 1 x))) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
(* t (- (+ (/ (* (log y) (- (pow x 2) 1)) (* t (+ 1 x))) (/ (* (log (- 1 y)) (- z 1)) t)) 1))
(* -1 t)
(* t (- (/ (* (log y) (- x 1)) t) 1))
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(* t (- (/ (* (log y) (- x 1)) t) 1))
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(/.f64 (-.f64 (/.f64 (fma.f64 #s(literal -1 binary64) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x) (/.f64 #s(literal -1 binary64) (log.f64 y))) x) (/.f64 #s(literal 1 binary64) (log.f64 y))) (neg.f64 x))
(/.f64 (-.f64 (/.f64 (+.f64 (+.f64 (/.f64 #s(literal 1 binary64) (*.f64 (*.f64 (log.f64 y) x) x)) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)) (/.f64 #s(literal 1 binary64) (log.f64 y))) (neg.f64 x)) (/.f64 #s(literal 1 binary64) (log.f64 y))) (neg.f64 x))
(*.f64 (*.f64 (log.f64 y) x) x)
(*.f64 (-.f64 (log.f64 y) (/.f64 (/.f64 (log.f64 y) x) x)) (*.f64 x x))
(*.f64 (-.f64 (log.f64 y) (/.f64 (/.f64 (log.f64 y) x) x)) (*.f64 x x))
(*.f64 (-.f64 (log.f64 y) (/.f64 (/.f64 (log.f64 y) x) x)) (*.f64 x x))

rewrite282.0ms (2%)

Memory
11.2MiB live, 360.4MiB allocated
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
043265
071231
1330220
22887220
08876216
Stop Event
iter limit
node limit
iter limit
Counts
21 → 2 120
Calls
Call 1
Inputs
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))))
(/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t))))
(fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))
(log1p.f64 (neg.f64 y))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
(neg.f64 t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z))
(*.f64 (log1p.f64 (neg.f64 y)) z)
(/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64))))
(+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
(log.f64 (-.f64 #s(literal 1 binary64) y))
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y))))
(+.f64 (/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
(-.f64 (+.f64 (/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t))
(neg.f64 y)
(/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))
(/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))
(*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y))
Outputs
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#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>
#<batchref>

eval625.0ms (4.4%)

Memory
22.8MiB live, 756.4MiB allocated
Compiler

Compiled 125 090 to 5 472 computations (95.6% saved)

prune272.0ms (1.9%)

Memory
-9.4MiB live, 184.7MiB allocated
Pruning

27 alts after pruning (26 fresh and 1 done)

PrunedKeptTotal
New2 858242 882
Fresh9211
Picked415
Done000
Total2 871272 898
Accuracy
100.0%
Counts
2 898 → 27
Alt Table
Click to see full alt table
StatusAccuracyProgram
80.1%
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (neg.f64 t)))
64.0%
(pow.f64 (pow.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (fma.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y) (neg.f64 t))) #s(literal 1/2 binary64)) #s(literal 2 binary64))
38.4%
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (/.f64 (fma.f64 (-.f64 #s(literal 0 binary64) (pow.f64 t #s(literal 3 binary64))) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))) (*.f64 (+.f64 #s(literal 0 binary64) (fma.f64 t t (*.f64 #s(literal 0 binary64) t))) (neg.f64 (log.f64 y)))) (*.f64 (+.f64 #s(literal 0 binary64) (fma.f64 t t (*.f64 #s(literal 0 binary64) t))) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))))))))
74.7%
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (/.f64 (fma.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) #s(literal 1 binary64) (*.f64 (+.f64 #s(literal 0 binary64) t) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) (*.f64 (+.f64 #s(literal 0 binary64) t) #s(literal 1 binary64))))))
99.3%
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))))
32.3%
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) #s(approx (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))) (*.f64 (log.f64 y) x))))
32.3%
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)))
13.1%
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) z) (log1p.f64 (neg.f64 y)))))
38.6%
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
70.9%
(-.f64 (/.f64 (fma.f64 (*.f64 (fma.f64 z z #s(literal -1 binary64)) (log1p.f64 (neg.f64 y))) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))) (*.f64 (+.f64 z #s(literal 1 binary64)) (neg.f64 (log.f64 y)))) (*.f64 (+.f64 z #s(literal 1 binary64)) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))))) t)
60.5%
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 (fma.f64 x x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (-.f64 x #s(literal 1 binary64))))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
99.5%
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)))) t)
89.2%
(-.f64 (+.f64 (/.f64 #s(literal -1 binary64) (/.f64 (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))) (log.f64 y))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
88.7%
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))) t)
68.9%
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
79.4%
(-.f64 #s(approx (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) (fma.f64 (neg.f64 y) (-.f64 z #s(literal 1 binary64)) (/.f64 (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)) (+.f64 #s(literal 1 binary64) x)))) t)
68.6%
(-.f64 #s(approx (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) (/.f64 (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)) (+.f64 #s(literal 1 binary64) x))) t)
99.5%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) t)
49.4%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
49.3%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
49.2%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
49.3%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y))) t)
13.2%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
32.4%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
86.6%
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (fma.f64 (/.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t) t (neg.f64 t)))
16.5%
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
38.7%
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
Compiler

Compiled 1 580 to 1 156 computations (26.8% saved)

simplify292.0ms (2%)

Memory
-14.9MiB live, 174.7MiB allocated
Algorithm
egg-herbie
Localize:

Found 19 expressions of interest:

NewMetricScoreProgram
cost-diff0
(log.f64 y)
cost-diff0
(/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64)))
cost-diff0
(fma.f64 x x #s(literal -1 binary64))
cost-diff1088
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (neg.f64 t)))
cost-diff0
(/.f64 #s(literal 1 binary64) (log.f64 y))
cost-diff0
(/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)
cost-diff0
#s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x))
cost-diff0
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)))
cost-diff0
(log.f64 y)
cost-diff0
(*.f64 (log.f64 y) x)
cost-diff0
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
cost-diff0
#s(approx (log (+ 1 (neg y))) (neg.f64 y))
cost-diff0
(*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)
cost-diff0
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
cost-diff0
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
cost-diff0
(-.f64 #s(literal 1 binary64) z)
cost-diff0
(fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))
cost-diff0
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))))
cost-diff0
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) t)
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
050318
078307
1129307
2232307
3689307
42042303
55055303
08238293
Stop Event
iter limit
node limit
iter limit
Calls
Call 1
Inputs
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) t)
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))))
(fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))
(-.f64 #s(literal 1 binary64) z)
#s(literal 1 binary64)
z
y
(*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))
(-.f64 x #s(literal 1 binary64))
x
(log.f64 y)
t
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)
#s(approx (log (+ 1 (neg y))) (neg.f64 y))
(neg.f64 y)
y
z
t
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
(*.f64 (log.f64 y) x)
(log.f64 y)
y
x
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)))
#s(literal 1 binary64)
#s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x))
(/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)
(/.f64 #s(literal 1 binary64) (log.f64 y))
(log.f64 y)
y
x
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (neg.f64 t)))
(fma.f64 x x #s(literal -1 binary64))
x
#s(literal -1 binary64)
(/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64)))
(log.f64 y)
y
(-.f64 x #s(literal -1 binary64))
(fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (neg.f64 t))
(-.f64 z #s(literal 1 binary64))
z
#s(literal 1 binary64)
(log1p.f64 (neg.f64 y))
(neg.f64 y)
(neg.f64 t)
t
Outputs
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (neg.f64 z) y (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t)
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (neg.f64 z) y (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y)))
(fma.f64 (neg.f64 z) y (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))
(-.f64 #s(literal 1 binary64) z)
#s(literal 1 binary64)
z
y
(*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))
(-.f64 x #s(literal 1 binary64))
x
(log.f64 y)
t
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)
#s(approx (log (+ 1 (neg y))) (neg.f64 y))
(neg.f64 y)
y
z
t
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
(*.f64 (log.f64 y) x)
(log.f64 y)
y
x
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)))
#s(literal 1 binary64)
#s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x))
(/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)
(/.f64 #s(literal 1 binary64) (log.f64 y))
(log.f64 y)
y
x
(neg.f64 (fma.f64 (-.f64 #s(literal 1 binary64) x) (log.f64 y) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 #s(literal 1 binary64) z) t)))
(fma.f64 x x #s(literal -1 binary64))
x
#s(literal -1 binary64)
(/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64)))
(log.f64 y)
y
(-.f64 x #s(literal -1 binary64))
(fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (neg.f64 t))
(-.f64 z #s(literal 1 binary64))
z
#s(literal 1 binary64)
(log1p.f64 (neg.f64 y))
(neg.f64 y)
(neg.f64 t)
t

localize303.0ms (2.1%)

Memory
28.3MiB live, 189.1MiB allocated
Localize:

Found 19 expressions of interest:

NewMetricScoreProgram
accuracy0
(log.f64 y)
accuracy0.0078125
(fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (neg.f64 t))
accuracy0.1171875
(/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64)))
accuracy12.7116820347929
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (neg.f64 t)))
accuracy0.25
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)))
accuracy0.2578125
(/.f64 #s(literal 1 binary64) (log.f64 y))
accuracy0.26171875
(/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)
accuracy43.192958912977964
#s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x))
accuracy0
(log.f64 y)
accuracy0.2578125
(*.f64 (log.f64 y) x)
accuracy43.19882550261872
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
accuracy0
(neg.f64 y)
accuracy0.0078125
(*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)
accuracy0.6651419487936183
#s(approx (log (+ 1 (neg y))) (neg.f64 y))
accuracy52.868968269171404
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
accuracy0
(log.f64 y)
accuracy0.01171875
(fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))
accuracy0.12109375
(*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))
accuracy0.3191875979758392
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))))
Samples
160.0ms95×1valid
114.0ms161×0valid
Compiler

Compiled 607 to 92 computations (84.8% saved)

Precisions
Click to see histograms. Total time spent on operations: 169.0ms
ival-log: 96.0ms (56.7% of total)
ival-mult: 31.0ms (18.3% of total)
ival-div: 10.0ms (5.9% of total)
ival-add: 10.0ms (5.9% of total)
ival-sub: 9.0ms (5.3% of total)
adjust: 8.0ms (4.7% of total)
ival-log1p: 2.0ms (1.2% of total)
ival-neg: 2.0ms (1.2% of total)
ival-assert: 0.0ms (0% of total)
ival-true: 0.0ms (0% of total)
exact: 0.0ms (0% of total)

series413.0ms (2.9%)

Memory
-17.5MiB live, 219.9MiB allocated
Counts
21 → 624
Calls
Call 1
Inputs
#s(alt #<batchref> (patch (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) t) #<representation binary64>) () ())
#s(alt #<batchref> (patch #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (-.f64 #s(literal 1 binary64) z) #<representation binary64>) () ())
#s(alt #<batchref> (patch (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t) #<representation binary64>) () ())
#s(alt #<batchref> (patch #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z) #<representation binary64>) () ())
#s(alt #<batchref> (patch #s(approx (log (+ 1 (neg y))) (neg.f64 y)) #<representation binary64>) () ())
#s(alt #<batchref> (patch #s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (*.f64 (log.f64 y) x) #<representation binary64>) () ())
#s(alt #<batchref> (patch (log.f64 y) #<representation binary64>) () ())
#s(alt #<batchref> (patch (/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x))) #<representation binary64>) () ())
#s(alt #<batchref> (patch #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)) #<representation binary64>) () ())
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Outputs
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Calls

12 calls:

TimeVariablePointExpression
127.0ms
z
@inf
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123.0ms
t
@0
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28.0ms
x
@inf
((- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (+ (* (- 1 z) y) (* (- x 1) (log y))) (- 1 z) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (* (log (+ 1 (neg y))) z) (log (+ 1 (neg y))) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (* (log y) x) (log y) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/ (/ 1 (log y)) x) (/ 1 (log y)) (+ (* (+ (* x x) -1) (/ (log y) (- x -1))) (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t))) (+ (* x x) -1) (/ (log y) (- x -1)) (* (- x 1) (log y)) (neg y) (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t)))
20.0ms
x
@0
((- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (+ (* (- 1 z) y) (* (- x 1) (log y))) (- 1 z) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (* (log (+ 1 (neg y))) z) (log (+ 1 (neg y))) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (* (log y) x) (log y) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/ (/ 1 (log y)) x) (/ 1 (log y)) (+ (* (+ (* x x) -1) (/ (log y) (- x -1))) (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t))) (+ (* x x) -1) (/ (log y) (- x -1)) (* (- x 1) (log y)) (neg y) (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t)))
15.0ms
y
@0
((- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (+ (* (- 1 z) y) (* (- x 1) (log y))) (- 1 z) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (* (log (+ 1 (neg y))) z) (log (+ 1 (neg y))) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (* (log y) x) (log y) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/ (/ 1 (log y)) x) (/ 1 (log y)) (+ (* (+ (* x x) -1) (/ (log y) (- x -1))) (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t))) (+ (* x x) -1) (/ (log y) (- x -1)) (* (- x 1) (log y)) (neg y) (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t)))

simplify379.0ms (2.6%)

Memory
17.7MiB live, 142.5MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
078812839
1251612004
0822911055
Stop Event
iter limit
node limit
Counts
624 → 624
Calls
Call 1
Inputs
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(/ -1 t)
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(/.f64 (fma.f64 (/.f64 (fma.f64 (neg.f64 (log1p.f64 (neg.f64 y))) (/.f64 (-.f64 z #s(literal 1 binary64)) (pow.f64 (log.f64 y) #s(literal 2 binary64))) (+.f64 (/.f64 t (pow.f64 (log.f64 y) #s(literal 2 binary64))) (/.f64 #s(literal 1 binary64) (log.f64 y)))) x) #s(literal -1 binary64) (/.f64 #s(literal -1 binary64) (log.f64 y))) (neg.f64 x))
(/.f64 (fma.f64 (/.f64 (fma.f64 (neg.f64 (log1p.f64 (neg.f64 y))) (/.f64 (-.f64 z #s(literal 1 binary64)) (pow.f64 (log.f64 y) #s(literal 2 binary64))) (-.f64 (+.f64 (/.f64 t (pow.f64 (log.f64 y) #s(literal 2 binary64))) (/.f64 #s(literal 1 binary64) (log.f64 y))) (*.f64 (fma.f64 (neg.f64 (log1p.f64 (neg.f64 y))) (/.f64 (-.f64 z #s(literal 1 binary64)) (pow.f64 (log.f64 y) #s(literal 2 binary64))) (+.f64 (/.f64 t (pow.f64 (log.f64 y) #s(literal 2 binary64))) (/.f64 #s(literal 1 binary64) (log.f64 y)))) (/.f64 (-.f64 (*.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64))) (+.f64 t (log.f64 y))) (*.f64 (log.f64 y) x))))) x) #s(literal -1 binary64) (/.f64 #s(literal -1 binary64) (log.f64 y))) (neg.f64 x))
(/.f64 (fma.f64 (/.f64 (fma.f64 (neg.f64 (log1p.f64 (neg.f64 y))) (/.f64 (-.f64 z #s(literal 1 binary64)) (pow.f64 (log.f64 y) #s(literal 2 binary64))) (-.f64 (+.f64 (/.f64 t (pow.f64 (log.f64 y) #s(literal 2 binary64))) (/.f64 #s(literal 1 binary64) (log.f64 y))) (/.f64 (fma.f64 (fma.f64 (neg.f64 (log1p.f64 (neg.f64 y))) (/.f64 (-.f64 z #s(literal 1 binary64)) (pow.f64 (log.f64 y) #s(literal 2 binary64))) (+.f64 (/.f64 t (pow.f64 (log.f64 y) #s(literal 2 binary64))) (/.f64 #s(literal 1 binary64) (log.f64 y)))) (/.f64 (-.f64 (*.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64))) (+.f64 t (log.f64 y))) (log.f64 y)) (/.f64 (*.f64 (fma.f64 (neg.f64 (log1p.f64 (neg.f64 y))) (/.f64 (-.f64 z #s(literal 1 binary64)) (pow.f64 (log.f64 y) #s(literal 2 binary64))) (+.f64 (/.f64 t (pow.f64 (log.f64 y) #s(literal 2 binary64))) (/.f64 #s(literal 1 binary64) (log.f64 y)))) (pow.f64 (-.f64 (*.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64))) (+.f64 t (log.f64 y))) #s(literal 2 binary64))) (neg.f64 (*.f64 (pow.f64 (log.f64 y) #s(literal 2 binary64)) x)))) x))) x) #s(literal -1 binary64) (/.f64 #s(literal -1 binary64) (log.f64 y))) (neg.f64 x))
(/.f64 #s(literal 1 binary64) (*.f64 (log.f64 y) x))
(/.f64 #s(literal 1 binary64) (*.f64 (log.f64 y) x))
(/.f64 #s(literal 1 binary64) (*.f64 (log.f64 y) x))
(/.f64 #s(literal 1 binary64) (*.f64 (log.f64 y) x))
(*.f64 (log.f64 y) x)
(*.f64 (neg.f64 x) (-.f64 (/.f64 (-.f64 (*.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64))) (+.f64 t (log.f64 y))) (neg.f64 x)) (log.f64 y)))
(*.f64 (neg.f64 x) (-.f64 (/.f64 (-.f64 (*.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64))) (+.f64 t (log.f64 y))) (neg.f64 x)) (log.f64 y)))
(*.f64 (neg.f64 x) (-.f64 (/.f64 (-.f64 (*.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64))) (+.f64 t (log.f64 y))) (neg.f64 x)) (log.f64 y)))
(*.f64 x x)
(*.f64 (*.f64 (-.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (*.f64 x x))) x) x)
(*.f64 (*.f64 (-.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (*.f64 x x))) x) x)
(*.f64 (*.f64 (-.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (*.f64 x x))) x) x)
(/.f64 (log.f64 y) x)
(/.f64 (-.f64 (log.f64 y) (/.f64 (log.f64 y) x)) x)
(/.f64 (-.f64 (/.f64 (-.f64 (log.f64 y) (/.f64 (log.f64 y) x)) x) (log.f64 y)) (neg.f64 x))
(/.f64 (-.f64 (/.f64 (-.f64 (/.f64 (-.f64 (log.f64 y) (/.f64 (log.f64 y) x)) x) (log.f64 y)) (neg.f64 x)) (log.f64 y)) (neg.f64 x))
(*.f64 (log.f64 y) x)
(*.f64 (-.f64 (log.f64 y) (/.f64 (log.f64 y) x)) x)
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(*.f64 (-.f64 (log.f64 y) (/.f64 (log.f64 y) x)) x)

rewrite471.0ms (3.3%)

Memory
-29.1MiB live, 252.0MiB allocated
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
050277
078266
1339262
22566262
09262241
Stop Event
iter limit
node limit
iter limit
Counts
21 → 691
Calls
Call 1
Inputs
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) t)
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))))
(fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))
(-.f64 #s(literal 1 binary64) z)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)
#s(approx (log (+ 1 (neg y))) (neg.f64 y))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
(*.f64 (log.f64 y) x)
(log.f64 y)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)))
#s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x))
(/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)
(/.f64 #s(literal 1 binary64) (log.f64 y))
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (neg.f64 t)))
(fma.f64 x x #s(literal -1 binary64))
(/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64)))
(*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))
(neg.f64 y)
(fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (neg.f64 t))
Outputs
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eval395.0ms (2.8%)

Memory
12.8MiB live, 356.9MiB allocated
Compiler

Compiled 56 621 to 3 641 computations (93.6% saved)

prune59.0ms (0.4%)

Memory
31.7MiB live, 158.0MiB allocated
Pruning

28 alts after pruning (24 fresh and 4 done)

PrunedKeptTotal
New1 407121 419
Fresh91221
Picked235
Done011
Total1 418281 446
Accuracy
100.0%
Counts
1 446 → 28
Alt Table
Click to see full alt table
StatusAccuracyProgram
79.8%
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) #s(approx (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t)) (neg.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) y t))))
69.0%
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) #s(approx (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t)) (neg.f64 t)))
17.3%
(pow.f64 (pow.f64 #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (pow.f64 (*.f64 (log.f64 y) x) #s(literal -1 binary64))) #s(literal -1/2 binary64)) #s(literal 2 binary64))
74.7%
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (/.f64 (fma.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) #s(literal 1 binary64) (*.f64 (+.f64 #s(literal 0 binary64) t) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) (*.f64 (+.f64 #s(literal 0 binary64) t) #s(literal 1 binary64))))))
32.3%
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y))))
32.3%
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)))
13.1%
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) z) (log1p.f64 (neg.f64 y)))))
38.6%
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
70.9%
(-.f64 (/.f64 (fma.f64 (*.f64 (fma.f64 z z #s(literal -1 binary64)) (log1p.f64 (neg.f64 y))) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))) (*.f64 (+.f64 z #s(literal 1 binary64)) (neg.f64 (log.f64 y)))) (*.f64 (+.f64 z #s(literal 1 binary64)) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))))) t)
99.5%
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)))) t)
88.7%
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))) t)
68.9%
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
99.4%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (/.f64 #s(literal -1 binary64) (/.f64 #s(literal -1 binary64) (log.f64 y)))))) t)
79.8%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (log.f64 y) (*.f64 (pow.f64 (-.f64 x #s(literal -1 binary64)) #s(literal -1 binary64)) (fma.f64 x x #s(literal -1 binary64)))))) t)
79.6%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (*.f64 (log.f64 y) x)))) t)
68.6%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (neg.f64 (log.f64 y))))) t)
49.4%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
49.3%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
49.2%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
88.8%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t)
78.2%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (fma.f64 (log.f64 y) (/.f64 (-.f64 x #s(literal 1 binary64)) y) (-.f64 #s(literal 1 binary64) z)) y))) t)
49.5%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
49.3%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y))) t)
32.3%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y))))
13.2%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
32.4%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
16.5%
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
38.7%
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
Compiler

Compiled 1 634 to 1 169 computations (28.5% saved)

simplify402.0ms (2.8%)

Memory
-11.8MiB live, 144.7MiB allocated
Algorithm
egg-herbie
Localize:

Found 20 expressions of interest:

NewMetricScoreProgram
cost-diff0
(pow.f64 x #s(literal -1 binary64))
cost-diff0
#s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y)))
cost-diff0
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y))))
cost-diff5760
(/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y))
cost-diff0
(/.f64 #s(literal -1 binary64) (log.f64 y))
cost-diff0
(neg.f64 x)
cost-diff0
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y))))
cost-diff1216
(/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y)))
cost-diff0
(neg.f64 y)
cost-diff0
(log1p.f64 (neg.f64 y))
cost-diff0
(*.f64 (log1p.f64 (neg.f64 y)) z)
cost-diff0
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
cost-diff0
(*.f64 (-.f64 #s(literal 1 binary64) z) y)
cost-diff0
#s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))
cost-diff0
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y)))
cost-diff0
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
cost-diff0
(log.f64 y)
cost-diff0
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)))) t)
cost-diff128
(+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y))))
cost-diff1088
(/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64))))
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
053343
075325
1124319
2227317
3537313
41250313
52772313
64834313
76231313
86924313
97040313
107056313
117061313
127061313
137085313
147085313
157642313
167724313
177760313
187760313
197760313
07760300
Stop Event
iter limit
saturated
iter limit
Calls
Call 1
Inputs
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)))) t)
(+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y))))
(/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64))))
(log.f64 y)
y
(/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))
#s(literal 1 binary64)
(-.f64 x #s(literal 1 binary64))
x
(*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)))
(-.f64 z #s(literal 1 binary64))
z
#s(approx (log (- 1 y)) (neg.f64 y))
(neg.f64 y)
t
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y)))
#s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))
(*.f64 (-.f64 #s(literal 1 binary64) z) y)
(-.f64 #s(literal 1 binary64) z)
#s(literal 1 binary64)
z
y
t
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
(*.f64 (log1p.f64 (neg.f64 y)) z)
(log1p.f64 (neg.f64 y))
(neg.f64 y)
y
z
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y))))
(/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y)))
(neg.f64 x)
x
(/.f64 #s(literal -1 binary64) (log.f64 y))
#s(literal -1 binary64)
(log.f64 y)
y
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y))))
#s(literal 1 binary64)
#s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y)))
(/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y))
(pow.f64 x #s(literal -1 binary64))
x
#s(literal -1 binary64)
(log.f64 y)
y
Outputs
(neg.f64 (fma.f64 (-.f64 #s(literal 1 binary64) z) #s(approx (log (- 1 y)) (neg.f64 y)) (fma.f64 (-.f64 #s(literal 1 binary64) x) (log.f64 y) t)))
(fma.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y))))
(*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))
(log.f64 y)
y
(/.f64 #s(literal -1 binary64) (-.f64 #s(literal 1 binary64) x))
#s(literal 1 binary64)
(-.f64 x #s(literal 1 binary64))
x
(*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)))
(-.f64 z #s(literal 1 binary64))
z
#s(approx (log (- 1 y)) (neg.f64 y))
(neg.f64 y)
t
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y)))
#s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))
(*.f64 (-.f64 #s(literal 1 binary64) z) y)
(-.f64 #s(literal 1 binary64) z)
#s(literal 1 binary64)
z
y
t
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
(*.f64 (log1p.f64 (neg.f64 y)) z)
(log1p.f64 (neg.f64 y))
(neg.f64 y)
y
z
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 x (log.f64 y)))
(*.f64 x (log.f64 y))
(neg.f64 x)
x
(/.f64 #s(literal -1 binary64) (log.f64 y))
#s(literal -1 binary64)
(log.f64 y)
y
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)))
#s(literal 1 binary64)
#s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x))
(/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)
(pow.f64 x #s(literal -1 binary64))
x
#s(literal -1 binary64)
(log.f64 y)
y

localize262.0ms (1.8%)

Memory
-8.2MiB live, 391.0MiB allocated
Localize:

Found 20 expressions of interest:

NewMetricScoreProgram
accuracy0
(log.f64 y)
accuracy0.25
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y))))
accuracy0.3818550293053261
(/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y))
accuracy43.192958912977964
#s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y)))
accuracy0
(log.f64 y)
accuracy0.2578125
(/.f64 #s(literal -1 binary64) (log.f64 y))
accuracy0.296875
(/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y)))
accuracy43.19882550261872
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y))))
accuracy0
(neg.f64 y)
accuracy0
(log1p.f64 (neg.f64 y))
accuracy0.0078125
(*.f64 (log1p.f64 (neg.f64 y)) z)
accuracy55.56765509859276
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
accuracy0
(-.f64 #s(literal 1 binary64) z)
accuracy0
(*.f64 (-.f64 #s(literal 1 binary64) z) y)
accuracy0.3191875979758392
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y)))
accuracy52.46609853941722
#s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))
accuracy0.0234375
(+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y))))
accuracy0.03125
(/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))
accuracy0.17416000976844204
(/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64))))
accuracy0.6651419487936183
#s(approx (log (- 1 y)) (neg.f64 y))
Samples
147.0ms189×1valid
76.0ms58×2valid
3.0ms0valid
Compiler

Compiled 624 to 93 computations (85.1% saved)

Precisions
Click to see histograms. Total time spent on operations: 170.0ms
ival-log: 46.0ms (27% of total)
adjust: 40.0ms (23.5% of total)
ival-div: 26.0ms (15.3% of total)
ival-sub: 20.0ms (11.7% of total)
ival-mult: 15.0ms (8.8% of total)
ival-add: 13.0ms (7.6% of total)
ival-pow: 5.0ms (2.9% of total)
ival-neg: 3.0ms (1.8% of total)
ival-log1p: 2.0ms (1.2% of total)
ival-assert: 0.0ms (0% of total)
ival-true: 0.0ms (0% of total)
exact: 0.0ms (0% of total)

series249.0ms (1.7%)

Memory
-6.9MiB live, 231.5MiB allocated
Counts
23 → 624
Calls
Call 1
Inputs
#s(alt #<batchref> (patch (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)))) t) #<representation binary64>) () ())
#s(alt #<batchref> (patch (log.f64 y) #<representation binary64>) () ())
#s(alt #<batchref> (patch (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t) #<representation binary64>) () ())
#s(alt #<batchref> (patch #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) #<representation binary64>) () ())
#s(alt #<batchref> (patch #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (*.f64 (-.f64 #s(literal 1 binary64) z) y) #<representation binary64>) () ())
#s(alt #<batchref> (patch #s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (*.f64 (log1p.f64 (neg.f64 y)) z) #<representation binary64>) () ())
#s(alt #<batchref> (patch (log1p.f64 (neg.f64 y)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (neg.f64 y) #<representation binary64>) () ())
#s(alt #<batchref> (patch (/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y))) #<representation binary64>) () ())
#s(alt #<batchref> (patch #s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y)))) #<representation binary64>) () ())
#s(alt #<batchref> (patch (neg.f64 x) #<representation binary64>) () ())
#s(alt #<batchref> (patch (/.f64 #s(literal -1 binary64) (log.f64 y)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y)) #<representation binary64>) () ())
#s(alt #<batchref> (patch (/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y)))) #<representation binary64>) () ())
#s(alt #<batchref> (patch #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y))) #<representation binary64>) () ())
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Outputs
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Calls

12 calls:

TimeVariablePointExpression
32.0ms
x
@inf
((/ (log y) (/ 1 (- x 1))) (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (- (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) t) (log y) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (+ (* (- 1 z) y) (* (- x 1) (log y))) (* (- 1 z) y) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (* (log (+ 1 (neg y))) z) (log (+ 1 (neg y))) (neg y) (/ (neg x) (/ -1 (log y))) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (neg x) (/ -1 (log y)) (/ (pow x -1) (log y)) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (pow x -1) (log (- 1 y)) (/ 1 (- x 1)) (- 1 z))
32.0ms
z
@-inf
((/ (log y) (/ 1 (- x 1))) (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (- (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) t) (log y) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (+ (* (- 1 z) y) (* (- x 1) (log y))) (* (- 1 z) y) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (* (log (+ 1 (neg y))) z) (log (+ 1 (neg y))) (neg y) (/ (neg x) (/ -1 (log y))) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (neg x) (/ -1 (log y)) (/ (pow x -1) (log y)) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (pow x -1) (log (- 1 y)) (/ 1 (- x 1)) (- 1 z))
32.0ms
y
@-inf
((/ (log y) (/ 1 (- x 1))) (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (- (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) t) (log y) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (+ (* (- 1 z) y) (* (- x 1) (log y))) (* (- 1 z) y) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (* (log (+ 1 (neg y))) z) (log (+ 1 (neg y))) (neg y) (/ (neg x) (/ -1 (log y))) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (neg x) (/ -1 (log y)) (/ (pow x -1) (log y)) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (pow x -1) (log (- 1 y)) (/ 1 (- x 1)) (- 1 z))
17.0ms
z
@0
((/ (log y) (/ 1 (- x 1))) (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (- (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) t) (log y) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (+ (* (- 1 z) y) (* (- x 1) (log y))) (* (- 1 z) y) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (* (log (+ 1 (neg y))) z) (log (+ 1 (neg y))) (neg y) (/ (neg x) (/ -1 (log y))) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (neg x) (/ -1 (log y)) (/ (pow x -1) (log y)) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (pow x -1) (log (- 1 y)) (/ 1 (- x 1)) (- 1 z))
11.0ms
x
@0
((/ (log y) (/ 1 (- x 1))) (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (- (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) t) (log y) (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (+ (* (- 1 z) y) (* (- x 1) (log y))) (* (- 1 z) y) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (* (log (+ 1 (neg y))) z) (log (+ 1 (neg y))) (neg y) (/ (neg x) (/ -1 (log y))) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (neg x) (/ -1 (log y)) (/ (pow x -1) (log y)) (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (pow x -1) (log (- 1 y)) (/ 1 (- x 1)) (- 1 z))

simplify284.0ms (2%)

Memory
20.6MiB live, 252.7MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
067312231
1213511451
2710711270
0825010461
Stop Event
iter limit
node limit
Counts
624 → 623
Calls
Call 1
Inputs
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(/ -1 t)
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y
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(*.f64 (log.f64 y) x)
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(*.f64 (-.f64 (/.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (-.f64 (neg.f64 (log.f64 y)) t)) (neg.f64 x)) (log.f64 y)) (neg.f64 x))
(*.f64 (log.f64 y) x)
(*.f64 (log.f64 y) x)
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(*.f64 (-.f64 (/.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (-.f64 (neg.f64 (log.f64 y)) t)) (neg.f64 x)) (log.f64 y)) (neg.f64 x))
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(/.f64 #s(literal 1 binary64) (*.f64 (log.f64 y) x))
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(/.f64 #s(literal 1 binary64) x)
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(/.f64 #s(literal 1 binary64) x)
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rewrite426.0ms (3%)

Memory
-30.3MiB live, 300.7MiB allocated
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
053302
075285
1322273
22321273
09368262
Stop Event
iter limit
node limit
iter limit
Counts
23 → 617
Calls
Call 1
Inputs
(/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64))))
(+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y))))
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)))) t)
(log.f64 y)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y)))
#s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))
(*.f64 (-.f64 #s(literal 1 binary64) z) y)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
(*.f64 (log1p.f64 (neg.f64 y)) z)
(log1p.f64 (neg.f64 y))
(neg.f64 y)
(/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y)))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y))))
(neg.f64 x)
(/.f64 #s(literal -1 binary64) (log.f64 y))
(/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y))
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y))))
#s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y)))
(pow.f64 x #s(literal -1 binary64))
#s(approx (log (- 1 y)) (neg.f64 y))
(/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))
(-.f64 #s(literal 1 binary64) z)
Outputs
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eval349.0ms (2.4%)

Memory
45.6MiB live, 399.8MiB allocated
Compiler

Compiled 58 105 to 3 434 computations (94.1% saved)

prune157.0ms (1.1%)

Memory
-37.3MiB live, 161.9MiB allocated
Pruning

33 alts after pruning (26 fresh and 7 done)

PrunedKeptTotal
New1 293121 305
Fresh51419
Picked235
Done044
Total1 300331 333
Accuracy
100.0%
Counts
1 333 → 33
Alt Table
Click to see full alt table
StatusAccuracyProgram
79.8%
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) #s(approx (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t)) (neg.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) y t))))
69.0%
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) #s(approx (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t)) (neg.f64 t)))
17.3%
(pow.f64 (pow.f64 #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (pow.f64 (*.f64 (log.f64 y) x) #s(literal -1 binary64))) #s(literal -1/2 binary64)) #s(literal 2 binary64))
68.5%
(/.f64 (fma.f64 (-.f64 (pow.f64 (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y))) #s(literal 2 binary64)) (*.f64 t t)) #s(literal 1 binary64) (*.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)) t) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) (*.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)) t) #s(literal 1 binary64)))
32.3%
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)))
13.1%
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) z) (log1p.f64 (neg.f64 y)))))
32.3%
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) x) (log.f64 y))))
38.6%
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
70.9%
(-.f64 (/.f64 (fma.f64 (*.f64 (fma.f64 z z #s(literal -1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y))) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))) (*.f64 (+.f64 z #s(literal 1 binary64)) (neg.f64 (log.f64 y)))) (*.f64 (+.f64 z #s(literal 1 binary64)) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))))) t)
88.7%
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))) t)
68.9%
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
99.4%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (/.f64 #s(literal -1 binary64) (/.f64 #s(literal -1 binary64) (log.f64 y)))))) t)
79.8%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (log.f64 y) (*.f64 (pow.f64 (-.f64 x #s(literal -1 binary64)) #s(literal -1 binary64)) (fma.f64 x x #s(literal -1 binary64)))))) t)
79.6%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (*.f64 (log.f64 y) x)))) t)
68.6%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (neg.f64 (log.f64 y))))) t)
49.2%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
88.8%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t)
32.8%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (/.f64 (*.f64 (-.f64 #s(literal 1 binary64) (*.f64 z z)) y) (+.f64 z #s(literal 1 binary64))))) t)
78.2%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (fma.f64 (log.f64 y) (/.f64 (-.f64 x #s(literal 1 binary64)) y) (-.f64 #s(literal 1 binary64) z)) y))) t)
49.5%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
39.1%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
49.5%
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) #s(approx (* (- 1 z) y) (*.f64 (-.f64 (/.f64 y z) y) z)))) t)
32.4%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/.f64 (neg.f64 (log.f64 y)) (/.f64 #s(literal -1 binary64) x)))
32.3%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y))))
13.2%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
2.9%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 (-.f64 #s(literal 1 binary64) y)) z))
32.4%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
13.1%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
13.0%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
12.9%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
13.0%
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y)))
16.5%
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
38.7%
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
Compiler

Compiled 3 118 to 1 073 computations (65.6% saved)

regimes186.0ms (1.3%)

Memory
46.1MiB live, 358.1MiB allocated
Counts
65 → 1
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) #s(approx (* (- 1 z) y) (*.f64 (-.f64 (/.f64 y z) y) z)))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (/.f64 (*.f64 (-.f64 #s(literal 1 binary64) (*.f64 z z)) y) (+.f64 z #s(literal 1 binary64))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 (-.f64 #s(literal 1 binary64) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (neg.f64 (log.f64 y))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (*.f64 (log.f64 y) x)))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y))))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/.f64 (neg.f64 (log.f64 y)) (/.f64 #s(literal -1 binary64) x)))
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) #s(approx (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))) (*.f64 (log.f64 y) x))))
(-.f64 #s(approx (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) (/.f64 (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)) (+.f64 #s(literal 1 binary64) x))) t)
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) #s(approx (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t)) (neg.f64 t)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (fma.f64 (log.f64 y) (/.f64 (-.f64 x #s(literal 1 binary64)) y) (-.f64 #s(literal 1 binary64) z)) y))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) x) (log.f64 y))))
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)))
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) z) (log1p.f64 (neg.f64 y)))))
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) #s(approx (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t)) (neg.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) y t))))
(-.f64 #s(approx (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) (fma.f64 (neg.f64 y) (-.f64 z #s(literal 1 binary64)) (/.f64 (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)) (+.f64 #s(literal 1 binary64) x)))) t)
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (/.f64 #s(literal -1 binary64) (/.f64 #s(literal -1 binary64) (log.f64 y)))))) t)
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))))
(-.f64 (/.f64 (fma.f64 (*.f64 (fma.f64 z z #s(literal -1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y))) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))) (*.f64 (+.f64 z #s(literal 1 binary64)) (neg.f64 (log.f64 y)))) (*.f64 (+.f64 z #s(literal 1 binary64)) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y))))
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (log.f64 y) (*.f64 (pow.f64 (-.f64 x #s(literal -1 binary64)) #s(literal -1 binary64)) (fma.f64 x x #s(literal -1 binary64)))))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (fma.f64 (/.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t) t (neg.f64 t)))
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (neg.f64 t)))
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(-.f64 (+.f64 (/.f64 (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)) (-.f64 x #s(literal -1 binary64))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (fma.f64 (/.f64 (-.f64 z #s(literal 1 binary64)) t) (log1p.f64 (neg.f64 y)) (fma.f64 (/.f64 (-.f64 x #s(literal 1 binary64)) t) (log.f64 y) #s(literal -1 binary64))) t))
(fma.f64 (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) (/.f64 (fma.f64 x x #s(literal -1 binary64)) #s(literal 1 binary64)) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (neg.f64 t)))
(-.f64 (+.f64 (/.f64 #s(literal -1 binary64) (/.f64 (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))) (log.f64 y))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(-.f64 (+.f64 (/.f64 #s(literal 1 binary64) (/.f64 (-.f64 x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 (fma.f64 x x #s(literal -1 binary64)) (*.f64 (fma.f64 x x #s(literal -1 binary64)) (-.f64 x #s(literal 1 binary64))))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(/.f64 (fma.f64 (-.f64 (pow.f64 (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y))) #s(literal 2 binary64)) (*.f64 t t)) #s(literal 1 binary64) (*.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)) t) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) (*.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)) t) #s(literal 1 binary64)))
(-.f64 (/.f64 (fma.f64 (*.f64 (fma.f64 z z #s(literal -1 binary64)) (log1p.f64 (neg.f64 y))) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))) (*.f64 (+.f64 z #s(literal 1 binary64)) (neg.f64 (log.f64 y)))) (*.f64 (+.f64 z #s(literal 1 binary64)) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))))) t)
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (/.f64 (fma.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) #s(literal 1 binary64) (*.f64 (+.f64 #s(literal 0 binary64) t) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) (*.f64 (+.f64 #s(literal 0 binary64) t) #s(literal 1 binary64))))))
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (*.f64 (pow.f64 (-.f64 x #s(literal -1 binary64)) #s(literal -1 binary64)) (log.f64 y)) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (neg.f64 t)))
(pow.f64 (pow.f64 #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (pow.f64 (*.f64 (log.f64 y) x) #s(literal -1 binary64))) #s(literal -1/2 binary64)) #s(literal 2 binary64))
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (/.f64 (fma.f64 (-.f64 #s(literal 0 binary64) (pow.f64 t #s(literal 3 binary64))) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))) (*.f64 (+.f64 #s(literal 0 binary64) (fma.f64 t t (*.f64 #s(literal 0 binary64) t))) (neg.f64 (log.f64 y)))) (*.f64 (+.f64 #s(literal 0 binary64) (fma.f64 t t (*.f64 #s(literal 0 binary64) t))) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))))))))
(pow.f64 (pow.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (fma.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y) (neg.f64 t))) #s(literal 1/2 binary64)) #s(literal 2 binary64))
(fma.f64 (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))) (*.f64 (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (*.f64 (-.f64 #s(literal 1 binary64) z) (log1p.f64 (neg.f64 y)))) (pow.f64 (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (*.f64 (-.f64 #s(literal 1 binary64) z) (log1p.f64 (neg.f64 y)))) #s(literal -1 binary64))) (neg.f64 t))
Outputs
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))))
Calls

8 calls:

44.0ms
(-.f64 x #s(literal 1 binary64))
21.0ms
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
21.0ms
y
20.0ms
t
20.0ms
z
Results
AccuracySegmentsBranch
99.7%1x
99.7%1y
99.7%1z
99.7%1t
99.7%1(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
99.7%1(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
99.7%1(-.f64 x #s(literal 1 binary64))
99.7%1(-.f64 z #s(literal 1 binary64))
Compiler

Compiled 42 to 55 computations (-31% saved)

regimes133.0ms (0.9%)

Memory
-8.6MiB live, 277.0MiB allocated
Counts
51 → 1
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) #s(approx (* (- 1 z) y) (*.f64 (-.f64 (/.f64 y z) y) z)))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (/.f64 (*.f64 (-.f64 #s(literal 1 binary64) (*.f64 z z)) y) (+.f64 z #s(literal 1 binary64))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 (-.f64 #s(literal 1 binary64) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (neg.f64 (log.f64 y))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (*.f64 (log.f64 y) x)))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/.f64 (neg.f64 x) (/.f64 #s(literal -1 binary64) (log.f64 y))))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (/.f64 (neg.f64 (log.f64 y)) (/.f64 #s(literal -1 binary64) x)))
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) #s(approx (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))) (*.f64 (log.f64 y) x))))
(-.f64 #s(approx (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) (/.f64 (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)) (+.f64 #s(literal 1 binary64) x))) t)
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) #s(approx (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t)) (neg.f64 t)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (fma.f64 (log.f64 y) (/.f64 (-.f64 x #s(literal 1 binary64)) y) (-.f64 #s(literal 1 binary64) z)) y))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) x) (log.f64 y))))
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) (log.f64 y)) x)))
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (/.f64 #s(literal 1 binary64) z) (log1p.f64 (neg.f64 y)))))
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) #s(approx (+ (* (- z 1) (log (+ 1 (neg y)))) (neg t)) (neg.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) y t))))
(-.f64 #s(approx (+ (/ 1 (/ (- x -1) (* (+ (* x x) -1) (log y)))) (* (- z 1) (log (- 1 y)))) (fma.f64 (neg.f64 y) (-.f64 z #s(literal 1 binary64)) (/.f64 (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)) (+.f64 #s(literal 1 binary64) x)))) t)
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y)))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (/.f64 #s(literal -1 binary64) (/.f64 #s(literal -1 binary64) (log.f64 y)))))) t)
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))))
(-.f64 (/.f64 (fma.f64 (*.f64 (fma.f64 z z #s(literal -1 binary64)) #s(approx (log (- 1 y)) (neg.f64 y))) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))) (*.f64 (+.f64 z #s(literal 1 binary64)) (neg.f64 (log.f64 y)))) (*.f64 (+.f64 z #s(literal 1 binary64)) (/.f64 #s(literal -1 binary64) (-.f64 x #s(literal 1 binary64))))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 (pow.f64 x #s(literal -1 binary64)) (log.f64 y))))
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (log.f64 y) (*.f64 (pow.f64 (-.f64 x #s(literal -1 binary64)) #s(literal -1 binary64)) (fma.f64 x x #s(literal -1 binary64)))))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (fma.f64 (/.f64 (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t) t (neg.f64 t)))
(fma.f64 (fma.f64 x x #s(literal -1 binary64)) (/.f64 (log.f64 y) (-.f64 x #s(literal -1 binary64))) (fma.f64 (-.f64 z #s(literal 1 binary64)) (log1p.f64 (neg.f64 y)) (neg.f64 t)))
(-.f64 (+.f64 (/.f64 (log.f64 y) (/.f64 #s(literal 1 binary64) (-.f64 x #s(literal 1 binary64)))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
(-.f64 (+.f64 (/.f64 (*.f64 (fma.f64 x x #s(literal -1 binary64)) (log.f64 y)) (-.f64 x #s(literal -1 binary64))) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
Outputs
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) t)
Calls

8 calls:

21.0ms
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
16.0ms
(-.f64 z #s(literal 1 binary64))
16.0ms
y
16.0ms
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
16.0ms
z
Results
AccuracySegmentsBranch
99.5%1y
99.5%1x
99.5%1z
99.5%1t
99.5%1(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
99.5%1(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
99.5%1(-.f64 x #s(literal 1 binary64))
99.5%1(-.f64 z #s(literal 1 binary64))
Compiler

Compiled 42 to 55 computations (-31% saved)

regimes76.0ms (0.5%)

Memory
-31.6MiB live, 204.8MiB allocated
Counts
28 → 3
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) #s(approx (* (- 1 z) y) (*.f64 (-.f64 (/.f64 y z) y) z)))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (/.f64 (*.f64 (-.f64 #s(literal 1 binary64) (*.f64 z z)) y) (+.f64 z #s(literal 1 binary64))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 (-.f64 #s(literal 1 binary64) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (neg.f64 (log.f64 y))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (*.f64 (log.f64 y) x)))) t)
Outputs
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (*.f64 (log.f64 y) x)))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (neg.f64 (log.f64 y))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (*.f64 (log.f64 y) x)))) t)
Calls

8 calls:

11.0ms
z
10.0ms
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
10.0ms
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
9.0ms
y
9.0ms
x
Results
AccuracySegmentsBranch
98.6%3x
88.8%1y
97.1%3z
91.2%2t
98.6%3(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
98.6%3(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
98.6%3(-.f64 x #s(literal 1 binary64))
97.1%3(-.f64 z #s(literal 1 binary64))
Compiler

Compiled 42 to 55 computations (-31% saved)

regimes39.0ms (0.3%)

Memory
29.3MiB live, 109.0MiB allocated
Counts
27 → 3
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) #s(approx (* (- 1 z) y) (*.f64 (-.f64 (/.f64 y z) y) z)))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (/.f64 (*.f64 (-.f64 #s(literal 1 binary64) (*.f64 z z)) y) (+.f64 z #s(literal 1 binary64))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 (-.f64 #s(literal 1 binary64) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (neg.f64 (log.f64 y))))) t)
Outputs
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (neg.f64 (log.f64 y))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t)
Calls

4 calls:

11.0ms
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
9.0ms
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
8.0ms
x
8.0ms
(-.f64 x #s(literal 1 binary64))
Results
AccuracySegmentsBranch
97.9%3x
95.3%3(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
97.5%3(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
97.9%3(-.f64 x #s(literal 1 binary64))
Compiler

Compiled 36 to 37 computations (-2.8% saved)

regimes71.0ms (0.5%)

Memory
-4.4MiB live, 161.9MiB allocated
Counts
26 → 2
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) #s(approx (* (- 1 z) y) (*.f64 (-.f64 (/.f64 y z) y) z)))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (/.f64 (*.f64 (-.f64 #s(literal 1 binary64) (*.f64 z z)) y) (+.f64 z #s(literal 1 binary64))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 (-.f64 #s(literal 1 binary64) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t)
Outputs
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
Calls

7 calls:

12.0ms
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
11.0ms
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
11.0ms
z
10.0ms
(-.f64 x #s(literal 1 binary64))
8.0ms
t
Results
AccuracySegmentsBranch
88.8%1t
88.8%1(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
90.6%2z
90.6%2(-.f64 z #s(literal 1 binary64))
88.8%1(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
88.8%1x
88.8%1(-.f64 x #s(literal 1 binary64))
Compiler

Compiled 41 to 51 computations (-24.4% saved)

regimes18.0ms (0.1%)

Memory
7.9MiB live, 47.4MiB allocated
Counts
25 → 2
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) #s(approx (* (- 1 z) y) (*.f64 (-.f64 (/.f64 y z) y) z)))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (/.f64 (*.f64 (-.f64 #s(literal 1 binary64) (*.f64 z z)) y) (+.f64 z #s(literal 1 binary64))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 (-.f64 #s(literal 1 binary64) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)))) t)
Outputs
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
Calls

2 calls:

8.0ms
(-.f64 z #s(literal 1 binary64))
8.0ms
z
Results
AccuracySegmentsBranch
90.4%2z
90.4%2(-.f64 z #s(literal 1 binary64))
Compiler

Compiled 4 to 10 computations (-150% saved)

regimes70.0ms (0.5%)

Memory
-12.8MiB live, 147.0MiB allocated
Counts
23 → 3
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) #s(approx (* (- 1 z) y) (*.f64 (-.f64 (/.f64 y z) y) z)))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (/.f64 (*.f64 (-.f64 #s(literal 1 binary64) (*.f64 z z)) y) (+.f64 z #s(literal 1 binary64))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 (-.f64 #s(literal 1 binary64) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
Outputs
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
Calls

8 calls:

15.0ms
(-.f64 x #s(literal 1 binary64))
9.0ms
t
8.0ms
x
8.0ms
y
8.0ms
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
Results
AccuracySegmentsBranch
75.9%3(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
78.4%3x
68.9%1y
68.9%1t
78.0%3(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
78.4%3(-.f64 x #s(literal 1 binary64))
71.3%2z
71.3%2(-.f64 z #s(literal 1 binary64))
Compiler

Compiled 42 to 55 computations (-31% saved)

regimes16.0ms (0.1%)

Memory
-2.6MiB live, 36.5MiB allocated
Counts
22 → 3
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) #s(approx (* (- 1 z) y) (*.f64 (-.f64 (/.f64 y z) y) z)))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (/.f64 (*.f64 (-.f64 #s(literal 1 binary64) (*.f64 z z)) y) (+.f64 z #s(literal 1 binary64))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 (-.f64 #s(literal 1 binary64) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (/ (log y) (/ 1 (- x 1))) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
Outputs
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)
Calls

2 calls:

8.0ms
(-.f64 x #s(literal 1 binary64))
7.0ms
x
Results
AccuracySegmentsBranch
78.4%3x
78.4%3(-.f64 x #s(literal 1 binary64))
Compiler

Compiled 4 to 10 computations (-150% saved)

regimes136.0ms (0.9%)

Memory
9.8MiB live, 129.0MiB allocated
Counts
20 → 3
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) #s(approx (* (- 1 z) y) (*.f64 (-.f64 (/.f64 y z) y) z)))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (/.f64 (*.f64 (-.f64 #s(literal 1 binary64) (*.f64 z z)) y) (+.f64 z #s(literal 1 binary64))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 y) x))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log1p.f64 (neg.f64 y)) z))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 (log.f64 (-.f64 #s(literal 1 binary64) y)) z))
Outputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))
Calls

8 calls:

75.0ms
(-.f64 x #s(literal 1 binary64))
17.0ms
(-.f64 z #s(literal 1 binary64))
9.0ms
y
7.0ms
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
7.0ms
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
Results
AccuracySegmentsBranch
65.0%3t
49.5%1y
55.2%3z
54.9%3(-.f64 z #s(literal 1 binary64))
53.3%3(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
69.6%3(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
70.1%3(-.f64 x #s(literal 1 binary64))
70.1%3x
Compiler

Compiled 42 to 55 computations (-31% saved)

regimes51.0ms (0.4%)

Memory
-23.0MiB live, 98.3MiB allocated
Counts
15 → 1
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (* (log (+ 1 (neg y))) z) (*.f64 (*.f64 z (fma.f64 #s(literal -1/2 binary64) y #s(literal -1 binary64))) y))) t)
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (/.f64 (-.f64 #s(literal 0 binary64) (*.f64 t t)) (+.f64 #s(literal 0 binary64) t)))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) #s(approx (* (- 1 z) y) (*.f64 (-.f64 (/.f64 y z) y) z)))) t)
(/.f64 #s(literal 1 binary64) #s(approx (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t)))) (/.f64 #s(literal -1 binary64) t)))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 #s(literal -1/3 binary64) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (/.f64 (*.f64 (-.f64 #s(literal 1 binary64) (*.f64 z z)) y) (+.f64 z #s(literal 1 binary64))))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (*.f64 (fma.f64 (fma.f64 (fma.f64 #s(literal -1/4 binary64) y #s(literal -1/3 binary64)) y #s(literal -1/2 binary64)) y #s(literal -1 binary64)) y)) z)) t)
Outputs
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
Calls

7 calls:

16.0ms
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
7.0ms
x
6.0ms
t
5.0ms
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
5.0ms
z
Results
AccuracySegmentsBranch
49.5%1(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
49.5%1(-.f64 z #s(literal 1 binary64))
49.5%1z
49.5%1t
49.5%1(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
49.5%1(-.f64 x #s(literal 1 binary64))
49.5%1x
Compiler

Compiled 41 to 51 computations (-24.4% saved)

regimes25.0ms (0.2%)

Memory
4.7MiB live, 44.4MiB allocated
Counts
4 → 1
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
Outputs
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
Calls

8 calls:

8.0ms
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
2.0ms
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
2.0ms
(-.f64 z #s(literal 1 binary64))
2.0ms
t
2.0ms
x
Results
AccuracySegmentsBranch
49.2%1z
49.2%1x
49.2%1(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
49.2%1y
49.2%1(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
49.2%1(-.f64 x #s(literal 1 binary64))
49.2%1t
49.2%1(-.f64 z #s(literal 1 binary64))
Compiler

Compiled 42 to 55 computations (-31% saved)

regimes18.0ms (0.1%)

Memory
6.6MiB live, 45.5MiB allocated
Counts
3 → 3
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 #s(approx (- 1 z) #s(literal 1 binary64)) y))) t)
Outputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
#s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
Calls

8 calls:

3.0ms
t
2.0ms
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
2.0ms
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
2.0ms
x
2.0ms
y
Results
AccuracySegmentsBranch
39.1%1x
39.1%1y
43.5%3z
46.5%3t
39.1%1(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
39.1%1(-.f64 x #s(literal 1 binary64))
45.7%3(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
43.5%3(-.f64 z #s(literal 1 binary64))
Compiler

Compiled 42 to 55 computations (-31% saved)

regimes13.0ms (0.1%)

Memory
-2.9MiB live, 35.7MiB allocated
Accuracy

Total -0.0b remaining (-0%)

Threshold costs -0b (-0%)

Counts
1 → 1
Calls
Call 1
Inputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
Outputs
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
Calls

8 calls:

3.0ms
x
1.0ms
(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
1.0ms
(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
1.0ms
y
1.0ms
t
Results
AccuracySegmentsBranch
38.7%1(+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y))))
38.7%1(-.f64 x #s(literal 1 binary64))
38.7%1x
38.7%1y
38.7%1z
38.7%1(-.f64 z #s(literal 1 binary64))
38.7%1(-.f64 (+.f64 (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)) (*.f64 (-.f64 z #s(literal 1 binary64)) (log.f64 (-.f64 #s(literal 1 binary64) y)))) t)
38.7%1t
Compiler

Compiled 42 to 55 computations (-31% saved)

bsearch1.0ms (0%)

Memory
1.9MiB live, 1.9MiB allocated
Algorithm
left-value
Steps
TimeLeftRight
0.0ms
-0.997108677608447
-0.9790717903422325
0.0ms
-21992950129490548.0
-30.815578827628332
Compiler

Compiled 20 to 22 computations (-10% saved)

bsearch1.0ms (0%)

Memory
1.9MiB live, 1.9MiB allocated
Algorithm
left-value
Steps
TimeLeftRight
0.0ms
-0.9999999999999943
-0.9999999999921327
0.0ms
-1.0000002201159846
-1.0000000000005935
Compiler

Compiled 20 to 22 computations (-10% saved)

bsearch0.0ms (0%)

Memory
1.3MiB live, 1.3MiB allocated
Algorithm
left-value
Steps
TimeLeftRight
0.0ms
4.256549370818183e+211
4.352902932887674e+222
Compiler

Compiled 20 to 22 computations (-10% saved)

bsearch0.0ms (0%)

Memory
1.1MiB live, 1.1MiB allocated
Algorithm
left-value
Steps
TimeLeftRight
0.0ms
4.256549370818183e+211
4.352902932887674e+222
Compiler

Compiled 20 to 22 computations (-10% saved)

bsearch1.0ms (0%)

Memory
2.1MiB live, 2.1MiB allocated
Algorithm
left-value
Steps
TimeLeftRight
0.0ms
-0.9790717903422325
253.8248805036626
0.0ms
-1.0000002201159846
-1.0000000000005935
Compiler

Compiled 20 to 22 computations (-10% saved)

bsearch79.0ms (0.6%)

Memory
11.9MiB live, 174.8MiB allocated
Algorithm
binary-search
Stop Event
narrow-enough
narrow-enough
Steps
TimeLeftRight
32.0ms
0.02092820965776752
254.8248805036626
42.0ms
-2.20115984477604e-7
-5.934331343640707e-13
Samples
37.0ms96×1valid
26.0ms176×0valid
Compiler

Compiled 1 006 to 718 computations (28.6% saved)

Precisions
Click to see histograms. Total time spent on operations: 52.0ms
ival-log: 27.0ms (52.2% of total)
ival-mult: 11.0ms (21.3% of total)
ival-sub: 8.0ms (15.5% of total)
adjust: 3.0ms (5.8% of total)
ival-add: 2.0ms (3.9% of total)
ival-assert: 0.0ms (0% of total)
ival-true: 0.0ms (0% of total)
exact: 0.0ms (0% of total)

bsearch103.0ms (0.7%)

Memory
-8.4MiB live, 147.7MiB allocated
Algorithm
binary-search
Stop Event
narrow-enough
narrow-enough
Steps
TimeLeftRight
28.0ms
1.47909357291205e+29
2.590641322461304e+31
70.0ms
-21992950129490548.0
-29.815578827628332
Samples
41.0ms95×1valid
17.0ms177×0valid
Compiler

Compiled 1 006 to 718 computations (28.6% saved)

Precisions
Click to see histograms. Total time spent on operations: 46.0ms
ival-log: 29.0ms (63.3% of total)
ival-sub: 7.0ms (15.3% of total)
ival-mult: 5.0ms (10.9% of total)
adjust: 3.0ms (6.6% of total)
ival-add: 2.0ms (4.4% of total)
ival-assert: 0.0ms (0% of total)
ival-true: 0.0ms (0% of total)
exact: 0.0ms (0% of total)

bsearch83.0ms (0.6%)

Memory
12.2MiB live, 93.7MiB allocated
Algorithm
binary-search
Stop Event
narrow-enough
narrow-enough
Steps
TimeLeftRight
49.0ms
0.006972472458385451
0.14540959185701927
30.0ms
-1.0787654398423208e-36
-4.832527489143057e-38
Samples
35.0ms141×0valid
34.0ms83×1valid
Compiler

Compiled 776 to 581 computations (25.1% saved)

Precisions
Click to see histograms. Total time spent on operations: 62.0ms
ival-mult: 26.0ms (42% of total)
ival-log: 26.0ms (42% of total)
ival-sub: 6.0ms (9.7% of total)
adjust: 3.0ms (4.8% of total)
ival-add: 1.0ms (1.6% of total)
ival-assert: 0.0ms (0% of total)
ival-true: 0.0ms (0% of total)
exact: 0.0ms (0% of total)

simplify54.0ms (0.4%)

Memory
-6.6MiB live, 69.3MiB allocated
Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
0112809
1141809
2163809
3175809
4195809
5243809
Stop Event
saturated
Calls
Call 1
Inputs
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) t)
(if (<=.f64 (-.f64 x #s(literal 1 binary64)) #s(literal -20000000000000000 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (*.f64 (log.f64 y) x)))) t) (if (<=.f64 (-.f64 x #s(literal 1 binary64)) #s(literal -2206763817411543/2251799813685248 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (neg.f64 (log.f64 y))))) t) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (*.f64 (log.f64 y) x)))) t)))
(if (<=.f64 (-.f64 x #s(literal 1 binary64)) #s(literal -4503600528090421/4503599627370496 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t) (if (<=.f64 (-.f64 x #s(literal 1 binary64)) #s(literal -2251799813673989/2251799813685248 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (neg.f64 (log.f64 y))))) t) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t)))
(if (<=.f64 (-.f64 z #s(literal 1 binary64)) #s(literal 49999999999999995479700522383768796750828459370288199293446396232636225513976650518267070869242994014784776519255333159340432639921443621581114593421638826653196203084930967019206774335332538842228389918338449408 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t))
(if (<=.f64 (-.f64 z #s(literal 1 binary64)) #s(literal 49999999999999995479700522383768796750828459370288199293446396232636225513976650518267070869242994014784776519255333159340432639921443621581114593421638826653196203084930967019206774335332538842228389918338449408 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t))
(if (<=.f64 (-.f64 x #s(literal 1 binary64)) #s(literal -4503600528090421/4503599627370496 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t) (if (<=.f64 (-.f64 x #s(literal 1 binary64)) #s(literal -1/2 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log1p.f64 (neg.f64 y)) z)) t) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)))
(if (<=.f64 x #s(literal -4061235175267895/18889465931478580854784 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t) (if (<=.f64 x #s(literal 19/2 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (log.f64 y) x)) t)))
(if (<=.f64 x #s(literal -16000000000000000 binary64)) #s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x)) (if (<=.f64 x #s(literal 4899999999999999844107182669824 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t) #s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 (log.f64 y) x))))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
(if (<=.f64 t #s(literal -6345489348897821/5986310706507378352962293074805895248510699696029696 binary64)) #s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t)) (if (<=.f64 t #s(literal 5224175567749775/36028797018963968 binary64)) #s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) #s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))
Outputs
(/.f64 #s(literal 1 binary64) (/.f64 #s(literal 1 binary64) (fma.f64 (log1p.f64 (neg.f64 y)) (-.f64 z #s(literal 1 binary64)) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) (neg.f64 t)))))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y)))) t)
(if (<=.f64 (-.f64 x #s(literal 1 binary64)) #s(literal -20000000000000000 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (*.f64 x (log.f64 y))))) t) (if (<=.f64 (-.f64 x #s(literal 1 binary64)) #s(literal -2206763817411543/2251799813685248 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (neg.f64 (log.f64 y))))) t) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (*.f64 x (log.f64 y))))) t)))
(if (<=.f64 (-.f64 x #s(literal 1 binary64)) #s(literal -4503600528090421/4503599627370496 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t) (if (<=.f64 (-.f64 x #s(literal 1 binary64)) #s(literal -2251799813673989/2251799813685248 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (fma.f64 (-.f64 #s(literal 1 binary64) z) y #s(approx (* (- x 1) (log y)) (neg.f64 (log.f64 y))))) t) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t)))
(if (<=.f64 (-.f64 z #s(literal 1 binary64)) #s(literal 49999999999999995479700522383768796750828459370288199293446396232636225513976650518267070869242994014784776519255333159340432639921443621581114593421638826653196203084930967019206774335332538842228389918338449408 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (fma.f64 (log.f64 y) (-.f64 x #s(literal 1 binary64)) y))) t) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 z (log1p.f64 (neg.f64 y)))) t))
(if (<=.f64 (-.f64 z #s(literal 1 binary64)) #s(literal 49999999999999995479700522383768796750828459370288199293446396232636225513976650518267070869242994014784776519255333159340432639921443621581114593421638826653196203084930967019206774335332538842228389918338449408 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 (-.f64 x #s(literal 1 binary64)) (log.f64 y))) t) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 z (log1p.f64 (neg.f64 y)))) t))
(if (<=.f64 (-.f64 x #s(literal 1 binary64)) #s(literal -4503600528090421/4503599627370496 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 x (log.f64 y))) t) (if (<=.f64 (-.f64 x #s(literal 1 binary64)) #s(literal -1/2 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 z (log1p.f64 (neg.f64 y)))) t) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 x (log.f64 y))) t)))
(if (<=.f64 x #s(literal -4061235175267895/18889465931478580854784 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 x (log.f64 y))) t) (if (<=.f64 x #s(literal 19/2 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 x (log.f64 y))) t)))
(if (<=.f64 x #s(literal -16000000000000000 binary64)) #s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 x (log.f64 y))) (if (<=.f64 x #s(literal 4899999999999999844107182669824 binary64)) (-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t) #s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (*.f64 x (log.f64 y)))))
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) #s(approx (+ (* (- 1 z) y) (* (- x 1) (log y))) (*.f64 (-.f64 #s(literal 1 binary64) z) y))) t)
(-.f64 #s(approx (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) t)
(if (<=.f64 t #s(literal -6345489348897821/5986310706507378352962293074805895248510699696029696 binary64)) #s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t)) (if (<=.f64 t #s(literal 5224175567749775/36028797018963968 binary64)) #s(approx (/ 1 (/ 1 (+ (* (log (+ 1 (neg y))) (- z 1)) (+ (* (log y) (- x 1)) (neg t))))) (*.f64 #s(approx (log (+ 1 (neg y))) (neg.f64 y)) z)) #s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))))
#s(approx (- (+ (* (- x 1) (log y)) (* (- z 1) (log (- 1 y)))) t) (neg.f64 t))

soundness1.1s (7.4%)

Memory
8.4MiB live, 931.2MiB allocated
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
02262467
17002291
221282149
374162149
086431990
075714309
1239613435
2789213339
0855912378
078812839
1251612004
0822911055
01450
02350
19550
275750
0847144
067312231
1213511451
2710711270
0825010461
Stop Event
fuel
iter limit
node limit
iter limit
node limit
iter limit
iter limit
node limit
iter limit
node limit
iter limit
node limit
Compiler

Compiled 1 029 to 367 computations (64.3% saved)

preprocess120.0ms (0.8%)

Memory
-32.4MiB live, 202.2MiB allocated
Compiler

Compiled 1 652 to 254 computations (84.6% saved)

end0.0ms (0%)

Memory
0.0MiB live, 0.0MiB allocated

Profiling

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