Metrics for Numeric.SpecFunctions.Extra:bd0 from math-functions-0.1.5.2

start0.0ms (0%)

Memory: 0.0MiB live, 0.0MiB allocated

analyze76.0ms (4.4%)

Memory

-19.3MiB live, 105.5MiB allocated

Algorithm

1×

Search

Probability	Valid	Unknown	Precondition	Infinite	Domain	Can't	Iter
0%	0%	99.9%	0.1%	0%	0%	0%	0
0%	0%	99.9%	0.1%	0%	0%	0%	1
0%	0%	99.9%	0.1%	0%	0%	0%	2
0%	0%	74.9%	0.1%	0%	25%	0%	3
0%	0%	74.9%	0.1%	0%	25%	0%	4
0%	0%	74.9%	0.1%	0%	25%	0%	5
30%	18.7%	43.7%	0.1%	0%	37.4%	0%	6
30%	18.7%	43.7%	0.1%	0%	37.4%	0%	7
35%	21.8%	40.6%	0.1%	0%	37.4%	0%	8
52.8%	29.6%	26.5%	0.1%	0%	43.7%	0%	9
52.8%	29.6%	26.5%	0.1%	0%	43.7%	0%	10
59.7%	33.5%	22.6%	0.1%	0%	43.7%	0%	11
72.8%	38.6%	14.4%	0.1%	0%	46.8%	0%	12

Compiler

Compiled 10 to 9 computations (10% saved)

sample846.0ms (49%)

Memory

13.5MiB live, 1 202.2MiB allocated

Samples

527.0ms	8 256×	0	valid
27.0ms	511×	0	invalid

Precisions

Click to see histograms. Total time spent on operations: 340.0ms

ival-log: 119.0ms (35% of total)

ival-div: 98.0ms (28.9% of total)

ival-mult: 69.0ms (20.3% of total)

ival-sub: 43.0ms (12.7% of total)

ival-true: 7.0ms (2.1% of total)

ival-assert: 4.0ms (1.2% of total)

Bogosity

explain90.0ms (5.2%)

Memory

6.0MiB live, 118.0MiB allocated

FPErrors

Click to see full error table

Ground Truth	Example	Underpredictions	Example	Subexpression
61	-	2	(3.574514459338308e-275 1.4452814503274617e+47 -5.389808896066795e-202)	`(log.f64 (/.f64 x y))`
0	-	0	-	`(/.f64 x y)`
0	-	0	-	`(*.f64 x (log.f64 (/.f64 x y)))`
0	-	0	-	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`
0	-	0	-	`y`
0	-	0	-	`z`
0	-	0	-	`x`

Explanations

Click to see full explanations table

Operator	Subexpression	Explanation	Count
`log.f64`	`(log.f64 (/.f64 x y))`	oflow-rescue	34	0
↳	`(/.f64 x y)`	overflow	34
`log.f64`	`(log.f64 (/.f64 x y))`	uflow-rescue	1	0
↳	`(/.f64 x y)`	underflow	25

Confusion

	Predicted +	Predicted -
+	35	24
-	0	197

Precision

1.0

Recall

0.5932203389830508

Confusion?

	Predicted +	Predicted Maybe	Predicted -
+	35	0	24
-	0	0	197

Precision?

1.0

Recall?

0.5932203389830508

Freqs

test

number	freq
0	221
1	35

Total Confusion?

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

Precision?

1.0

Recall?

1.0

Samples

36.0ms

512×

valid

Compiler

Compiled 84 to 32 computations (61.9% saved)

Precisions

Click to see histograms. Total time spent on operations: 18.0ms

ival-log: 7.0ms (38.9% of total)

ival-div: 5.0ms (27.8% of total)

ival-mult: 4.0ms (22.2% of total)

ival-sub: 2.0ms (11.1% of total)

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

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

preprocess3.0ms (0.2%)

Memory

5.6MiB live, 5.6MiB allocated

Algorithm

1×	egg-herbie

Calls

Call 1

Inputs
(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)

Outputs
(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)

Compiler

Compiled 8 to 7 computations (12.5% saved)

eval0.0ms (0%)

Memory: 0.1MiB live, 0.1MiB allocated
Compiler: Compiled 0 to 3 computations (-∞% saved)

prune0.0ms (0%)

Memory

0.7MiB live, 0.7MiB allocated

Alt Table

Click to see full alt table

Status	Accuracy	Program
▶	77.7%	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)

Compiler

Compiled 8 to 7 computations (12.5% saved)

simplify0.0ms (0%)

Memory

0.6MiB live, 0.6MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 4 expressions of interest:

New	Metric	Score	Program
cost-diff	0	(/.f64 x y)
cost-diff	0	(log.f64 (/.f64 x y))
cost-diff	0	(*.f64 x (log.f64 (/.f64 x y)))
cost-diff	0	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)

Calls

Call 1

Inputs
(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
(*.f64 x (log.f64 (/.f64 x y)))
x
(log.f64 (/.f64 x y))
(/.f64 x y)
y
z

Outputs
(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
(*.f64 x (log.f64 (/.f64 x y)))
x
(log.f64 (/.f64 x y))
(/.f64 x y)
y
z

localize28.0ms (1.6%)

Memory

-17.9MiB live, 27.3MiB allocated

Localize:

Found 4 expressions of interest:

New	Metric	Score
accuracy	0.0	(/.f64 x y)
accuracy	0.01171875	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
accuracy	0.24609375	(*.f64 x (log.f64 (/.f64 x y)))
accuracy	14.51624473490773	(log.f64 (/.f64 x y))

Samples

16.0ms

256×

valid

Compiler

Compiled 50 to 16 computations (68% saved)

Precisions

Click to see histograms. Total time spent on operations: 9.0ms

ival-log: 3.0ms (34.3% of total)

ival-div: 2.0ms (22.8% of total)

ival-mult: 2.0ms (22.8% of total)

ival-sub: 1.0ms (11.4% of total)

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

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

series134.0ms (7.7%)

Memory

32.8MiB live, 224.6MiB allocated

Counts

4 → 21

Calls

Call 1

Inputs
(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
(*.f64 x (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))
(/.f64 x y)

Outputs
(* -1 z)
(- (* x (+ (log x) (log (/ 1 y)))) z)
(* x (+ (log x) (log (/ 1 y))))
(+ (log x) (log (/ 1 y)))
(/ x y)
(* x (+ (log (/ 1 y)) (* -1 (log (/ 1 x)))))
(* x (+ (log (/ 1 y)) (+ (* -1 (log (/ 1 x))) (* -1 (/ z x)))))
(+ (log (/ 1 y)) (* -1 (log (/ 1 x))))
(* x (+ (log (/ -1 y)) (* -1 (log (/ -1 x)))))
(* -1 (* x (+ (* -1 (+ (log (/ -1 y)) (* -1 (log (/ -1 x))))) (/ z x))))
(+ (log (/ -1 y)) (* -1 (log (/ -1 x))))
(- (* x (+ (log x) (* -1 (log y)))) z)
(* x (+ (log x) (* -1 (log y))))
(+ (log x) (* -1 (log y)))
(- (* x (+ (log (* -1 x)) (log (/ -1 y)))) z)
(* x (+ (log (* -1 x)) (log (/ -1 y))))
(+ (log (* -1 x)) (log (/ -1 y)))
(* x (log (/ x y)))
(+ (* -1 z) (* x (log (/ x y))))
(* z (- (/ (* x (log (/ x y))) z) 1))
(* -1 (* z (+ 1 (* -1 (/ (* x (log (/ x y))) z)))))

Calls

9 calls:

Time	Variable		Point	Expression
37.0ms	y	@	-inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y))
37.0ms	x	@	0	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y))
18.0ms	x	@	-inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y))
13.0ms	y	@	0	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y))
12.0ms	x	@	inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y))

simplify0.0ms (0%)

Memory

0.8MiB live, 0.8MiB allocated

Algorithm

1×	egg-herbie

Counts

21 → 4

Calls

Call 1

Inputs
(* -1 z)
(- (* x (+ (log x) (log (/ 1 y)))) z)
(* x (+ (log x) (log (/ 1 y))))
(+ (log x) (log (/ 1 y)))
(/ x y)
(* x (+ (log (/ 1 y)) (* -1 (log (/ 1 x)))))
(* x (+ (log (/ 1 y)) (+ (* -1 (log (/ 1 x))) (* -1 (/ z x)))))
(+ (log (/ 1 y)) (* -1 (log (/ 1 x))))
(* x (+ (log (/ -1 y)) (* -1 (log (/ -1 x)))))
(* -1 (* x (+ (* -1 (+ (log (/ -1 y)) (* -1 (log (/ -1 x))))) (/ z x))))
(+ (log (/ -1 y)) (* -1 (log (/ -1 x))))
(- (* x (+ (log x) (* -1 (log y)))) z)
(* x (+ (log x) (* -1 (log y))))
(+ (log x) (* -1 (log y)))
(- (* x (+ (log (* -1 x)) (log (/ -1 y)))) z)
(* x (+ (log (* -1 x)) (log (/ -1 y))))
(+ (log (* -1 x)) (log (/ -1 y)))
(* x (log (/ x y)))
(+ (* -1 z) (* x (log (/ x y))))
(* z (- (/ (* x (log (/ x y))) z) 1))
(* -1 (* z (+ 1 (* -1 (/ (* x (log (/ x y))) z)))))

Outputs
(* -1 z)
(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
(- (* x (+ (log x) (log (/ 1 y)))) z)
(*.f64 x (log.f64 (/.f64 x y)))
(* x (+ (log x) (log (/ 1 y))))
(log.f64 (/.f64 x y))
(+ (log x) (log (/ 1 y)))
(/.f64 x y)

rewrite0.0ms (0%)

Memory

0.7MiB live, 0.7MiB allocated

Counts

4 → 4

Calls

Call 1

Inputs
(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
(*.f64 x (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))
(/.f64 x y)

Outputs
(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
(*.f64 x (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))
(/.f64 x y)

eval1.0ms (0%)

Memory: 1.9MiB live, 1.9MiB allocated
Compiler: Compiled 89 to 18 computations (79.8% saved)

prune1.0ms (0.1%)

Memory

3.2MiB live, 3.2MiB allocated

Pruning

4 alts after pruning (3 fresh and 1 done)

	Pruned	Kept	Total
New	5	3	8
Fresh	0	0	0
Picked	0	1	1
Done	0	0	0
Total	5	4	9

Accuracy

87.1%

Counts

9 → 4

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	77.7%	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
▶	41.1%	(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
▶	30.8%	(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
▶	41.1%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))

Compiler

Compiled 48 to 37 computations (22.9% saved)

simplify1.0ms (0%)

Memory

1.2MiB live, 1.2MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 12 expressions of interest:

New	Metric	Score	Program
cost-diff	0	(/.f64 x y)
cost-diff	0	#s(approx (log (/ x y)) (/.f64 x y))
cost-diff	0	(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
cost-diff	0	(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
cost-diff	0	(/.f64 x y)
cost-diff	0	(log.f64 (/.f64 x y))
cost-diff	0	#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
cost-diff	0	(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
cost-diff	0	(/.f64 x y)
cost-diff	0	(log.f64 (/.f64 x y))
cost-diff	0	(*.f64 x (log.f64 (/.f64 x y)))
cost-diff	0	#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
(*.f64 x (log.f64 (/.f64 x y)))
x
(log.f64 (/.f64 x y))
(/.f64 x y)
y
(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))
(/.f64 x y)
x
y
z
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
x
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
y
z

Outputs
#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
(*.f64 x (log.f64 (/.f64 x y)))
x
(log.f64 (/.f64 x y))
(/.f64 x y)
y
(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))
(/.f64 x y)
x
y
z
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
x
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
y
z

localize30.0ms (1.7%)

Memory

-27.9MiB live, 49.0MiB allocated

Localize:

Found 12 expressions of interest:

New	Metric	Score
accuracy	0.0	(/.f64 x y)
accuracy	0.01171875	(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
accuracy	0.24609375	(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
accuracy	61.61163387412329	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	0.0	(/.f64 x y)
accuracy	0.01171875	(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
accuracy	14.51624473490773	(log.f64 (/.f64 x y))
accuracy	61.69611475063808	#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
accuracy	0.0	(/.f64 x y)
accuracy	0.24609375	(*.f64 x (log.f64 (/.f64 x y)))
accuracy	14.51624473490773	(log.f64 (/.f64 x y))
accuracy	30.673765747602793	#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))

Samples

21.0ms

256×

valid

Compiler

Compiled 173 to 25 computations (85.5% saved)

Precisions

Click to see histograms. Total time spent on operations: 10.0ms

ival-log: 5.0ms (48.2% of total)

ival-div: 2.0ms (19.3% of total)

ival-mult: 2.0ms (19.3% of total)

ival-sub: 1.0ms (9.6% of total)

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

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

series61.0ms (3.5%)

Memory

6.6MiB live, 122.5MiB allocated

Counts

9 → 21

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
(*.f64 x (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))
(/.f64 x y)
(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))

Outputs
(* -1 z)
(- (* x (+ (log x) (log (/ 1 y)))) z)
(* x (+ (log x) (log (/ 1 y))))
(+ (log x) (log (/ 1 y)))
(/ x y)
(* x (+ (log (/ 1 y)) (* -1 (log (/ 1 x)))))
(* x (+ (log (/ 1 y)) (+ (* -1 (log (/ 1 x))) (* -1 (/ z x)))))
(+ (log (/ 1 y)) (* -1 (log (/ 1 x))))
(* x (+ (log (/ -1 y)) (* -1 (log (/ -1 x)))))
(* -1 (* x (+ (* -1 (+ (log (/ -1 y)) (* -1 (log (/ -1 x))))) (/ z x))))
(+ (log (/ -1 y)) (* -1 (log (/ -1 x))))
(- (* x (+ (log x) (* -1 (log y)))) z)
(* x (+ (log x) (* -1 (log y))))
(+ (log x) (* -1 (log y)))
(- (* x (+ (log (* -1 x)) (log (/ -1 y)))) z)
(* x (+ (log (* -1 x)) (log (/ -1 y))))
(+ (log (* -1 x)) (log (/ -1 y)))
(* x (log (/ x y)))
(+ (* -1 z) (* x (log (/ x y))))
(* z (- (/ (* x (log (/ x y))) z) 1))
(* -1 (* z (+ 1 (* -1 (/ (* x (log (/ x y))) z)))))

Calls

9 calls:

Time	Variable		Point	Expression
11.0ms	x	@	inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)))
10.0ms	y	@	inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)))
10.0ms	x	@	0	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)))
7.0ms	x	@	-inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)))
7.0ms	y	@	0	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)))

simplify0.0ms (0%)

Memory

1.1MiB live, 1.1MiB allocated

Algorithm

1×	egg-herbie

Counts

21 → 9

Calls

Call 1

Inputs
(* -1 z)
(- (* x (+ (log x) (log (/ 1 y)))) z)
(* x (+ (log x) (log (/ 1 y))))
(+ (log x) (log (/ 1 y)))
(/ x y)
(* x (+ (log (/ 1 y)) (* -1 (log (/ 1 x)))))
(* x (+ (log (/ 1 y)) (+ (* -1 (log (/ 1 x))) (* -1 (/ z x)))))
(+ (log (/ 1 y)) (* -1 (log (/ 1 x))))
(* x (+ (log (/ -1 y)) (* -1 (log (/ -1 x)))))
(* -1 (* x (+ (* -1 (+ (log (/ -1 y)) (* -1 (log (/ -1 x))))) (/ z x))))
(+ (log (/ -1 y)) (* -1 (log (/ -1 x))))
(- (* x (+ (log x) (* -1 (log y)))) z)
(* x (+ (log x) (* -1 (log y))))
(+ (log x) (* -1 (log y)))
(- (* x (+ (log (* -1 x)) (log (/ -1 y)))) z)
(* x (+ (log (* -1 x)) (log (/ -1 y))))
(+ (log (* -1 x)) (log (/ -1 y)))
(* x (log (/ x y)))
(+ (* -1 z) (* x (log (/ x y))))
(* z (- (/ (* x (log (/ x y))) z) 1))
(* -1 (* z (+ 1 (* -1 (/ (* x (log (/ x y))) z)))))

Outputs
(* -1 z)
#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
(- (* x (+ (log x) (log (/ 1 y)))) z)
(*.f64 x (log.f64 (/.f64 x y)))
(* x (+ (log x) (log (/ 1 y))))
(log.f64 (/.f64 x y))
(+ (log x) (log (/ 1 y)))
(/.f64 x y)
(/ x y)
(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
(* x (+ (log (/ 1 y)) (* -1 (log (/ 1 x)))))
#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
(* x (+ (log (/ 1 y)) (+ (* -1 (log (/ 1 x))) (* -1 (/ z x)))))
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
(+ (log (/ 1 y)) (* -1 (log (/ 1 x))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
(* x (+ (log (/ -1 y)) (* -1 (log (/ -1 x)))))
#s(approx (log (/ x y)) (/.f64 x y))

rewrite1.0ms (0%)

Memory

1.4MiB live, 1.4MiB allocated

Counts

9 → 9

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
(*.f64 x (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))
(/.f64 x y)
(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))

Outputs
#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
(*.f64 x (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))
(/.f64 x y)
(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))

eval2.0ms (0.1%)

Memory: 5.7MiB live, 5.7MiB allocated
Compiler: Compiled 405 to 37 computations (90.9% saved)

prune5.0ms (0.3%)

Memory

11.5MiB live, 11.5MiB allocated

Pruning

9 alts after pruning (5 fresh and 4 done)

	Pruned	Kept	Total
New	17	5	22
Fresh	0	0	0
Picked	0	3	3
Done	0	1	1
Total	17	9	26

Accuracy

87.1%

Counts

26 → 9

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	77.7%	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
✓	41.1%	(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
✓	30.8%	(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
▶	37.9%	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
✓	41.1%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
▶	5.0%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
▶	4.0%	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
▶	3.0%	#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
▶	3.4%	#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))

Compiler

Compiled 246 to 147 computations (40.2% saved)

simplify1.0ms (0.1%)

Memory

2.3MiB live, 2.3MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 19 expressions of interest:

New	Metric	Score	Program
cost-diff	0	(/.f64 x y)
cost-diff	0	(log.f64 (/.f64 x y))
cost-diff	0	#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
cost-diff	0	#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
cost-diff	0	(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
cost-diff	0	#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
cost-diff	0	(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
cost-diff	0	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
cost-diff	0	(/.f64 x y)
cost-diff	0	#s(approx (log (/ x y)) (/.f64 x y))
cost-diff	0	(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
cost-diff	0	#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
cost-diff	0	(/.f64 x y)
cost-diff	0	#s(approx (log (/ x y)) (/.f64 x y))
cost-diff	0	#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
cost-diff	0	(/.f64 x y)
cost-diff	0	#s(approx (log (/ x y)) (/.f64 x y))
cost-diff	0	#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y)))
cost-diff	0	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)

Calls

Call 1

Inputs
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
x
y
z
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
x
y
#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
x
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
y
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
x
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
y
#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))
(/.f64 x y)
x
y

Outputs
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
x
y
z
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
x
y
#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
x
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
y
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
x
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
y
#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))
(/.f64 x y)
x
y

localize51.0ms (3%)

Memory

-15.2MiB live, 72.3MiB allocated

Localize:

Found 19 expressions of interest:

New	Metric	Score
accuracy	0.0	(/.f64 x y)
accuracy	14.51624473490773	(log.f64 (/.f64 x y))
accuracy	30.673765747602793	#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
accuracy	61.69611475063808	#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
accuracy	0.24609375	(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
accuracy	30.673765747602793	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
accuracy	61.61163387412329	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	61.69611475063808	#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
accuracy	0.0	(/.f64 x y)
accuracy	0.24609375	(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
accuracy	30.673765747602793	#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
accuracy	61.61163387412329	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	0.0	(/.f64 x y)
accuracy	61.61163387412329	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	62.04606521605494	#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
accuracy	0.0	(/.f64 x y)
accuracy	0.01171875	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
accuracy	61.61163387412329	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	61.69611475063808	#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y)))

Samples

41.0ms

256×

valid

Compiler

Compiled 361 to 29 computations (92% saved)

Precisions

Click to see histograms. Total time spent on operations: 9.0ms

ival-log: 3.0ms (34% of total)

ival-div: 2.0ms (22.7% of total)

ival-mult: 2.0ms (22.7% of total)

ival-sub: 1.0ms (11.3% of total)

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

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

series61.0ms (3.6%)

Memory

-5.5MiB live, 108.5MiB allocated

Counts

13 → 21

Calls

Call 1

Inputs
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))

Outputs
(* -1 z)
(- (* x (+ (log x) (log (/ 1 y)))) z)
(* x (+ (log x) (log (/ 1 y))))
(+ (log x) (log (/ 1 y)))
(/ x y)
(* x (+ (log (/ 1 y)) (* -1 (log (/ 1 x)))))
(* x (+ (log (/ 1 y)) (+ (* -1 (log (/ 1 x))) (* -1 (/ z x)))))
(+ (log (/ 1 y)) (* -1 (log (/ 1 x))))
(* x (+ (log (/ -1 y)) (* -1 (log (/ -1 x)))))
(* -1 (* x (+ (* -1 (+ (log (/ -1 y)) (* -1 (log (/ -1 x))))) (/ z x))))
(+ (log (/ -1 y)) (* -1 (log (/ -1 x))))
(- (* x (+ (log x) (* -1 (log y)))) z)
(* x (+ (log x) (* -1 (log y))))
(+ (log x) (* -1 (log y)))
(- (* x (+ (log (* -1 x)) (log (/ -1 y)))) z)
(* x (+ (log (* -1 x)) (log (/ -1 y))))
(+ (log (* -1 x)) (log (/ -1 y)))
(* x (log (/ x y)))
(+ (* -1 z) (* x (log (/ x y))))
(* z (- (/ (* x (log (/ x y))) z) 1))
(* -1 (* z (+ 1 (* -1 (/ (* x (log (/ x y))) z)))))

Calls

9 calls:

Time	Variable		Point	Expression
15.0ms	x	@	0	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y) (- (* x (log (/ x y))) z) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)))
11.0ms	y	@	0	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y) (- (* x (log (/ x y))) z) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)))
7.0ms	x	@	-inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y) (- (* x (log (/ x y))) z) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)))
7.0ms	x	@	inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y) (- (* x (log (/ x y))) z) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)))
7.0ms	y	@	-inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y) (- (* x (log (/ x y))) z) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)))

simplify1.0ms (0%)

Memory

1.0MiB live, 1.0MiB allocated

Algorithm

1×	egg-herbie

Counts

21 → 13

Calls

Call 1

Inputs
(* -1 z)
(- (* x (+ (log x) (log (/ 1 y)))) z)
(* x (+ (log x) (log (/ 1 y))))
(+ (log x) (log (/ 1 y)))
(/ x y)
(* x (+ (log (/ 1 y)) (* -1 (log (/ 1 x)))))
(* x (+ (log (/ 1 y)) (+ (* -1 (log (/ 1 x))) (* -1 (/ z x)))))
(+ (log (/ 1 y)) (* -1 (log (/ 1 x))))
(* x (+ (log (/ -1 y)) (* -1 (log (/ -1 x)))))
(* -1 (* x (+ (* -1 (+ (log (/ -1 y)) (* -1 (log (/ -1 x))))) (/ z x))))
(+ (log (/ -1 y)) (* -1 (log (/ -1 x))))
(- (* x (+ (log x) (* -1 (log y)))) z)
(* x (+ (log x) (* -1 (log y))))
(+ (log x) (* -1 (log y)))
(- (* x (+ (log (* -1 x)) (log (/ -1 y)))) z)
(* x (+ (log (* -1 x)) (log (/ -1 y))))
(+ (log (* -1 x)) (log (/ -1 y)))
(* x (log (/ x y)))
(+ (* -1 z) (* x (log (/ x y))))
(* z (- (/ (* x (log (/ x y))) z) 1))
(* -1 (* z (+ 1 (* -1 (/ (* x (log (/ x y))) z)))))

Outputs
(* -1 z)
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
(- (* x (+ (log x) (log (/ 1 y)))) z)
#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y)))
(* x (+ (log x) (log (/ 1 y))))
#s(approx (log (/ x y)) (/.f64 x y))
(+ (log x) (log (/ 1 y)))
(/.f64 x y)
(/ x y)
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
(* x (+ (log (/ 1 y)) (* -1 (log (/ 1 x)))))
#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(* x (+ (log (/ 1 y)) (+ (* -1 (log (/ 1 x))) (* -1 (/ z x)))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
(+ (log (/ 1 y)) (* -1 (log (/ 1 x))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(* x (+ (log (/ -1 y)) (* -1 (log (/ -1 x)))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
(* -1 (* x (+ (* -1 (+ (log (/ -1 y)) (* -1 (log (/ -1 x))))) (/ z x))))
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(+ (log (/ -1 y)) (* -1 (log (/ -1 x))))
#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
(- (* x (+ (log x) (* -1 (log y)))) z)
#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
(* x (+ (log x) (* -1 (log y))))
(log.f64 (/.f64 x y))

rewrite1.0ms (0%)

Memory

1.6MiB live, 1.6MiB allocated

Counts

13 → 13

Calls

Call 1

Inputs
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))

Outputs
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
(log.f64 (/.f64 x y))

eval4.0ms (0.2%)

Memory: 8.1MiB live, 8.1MiB allocated
Compiler: Compiled 1 033 to 56 computations (94.6% saved)

prune7.0ms (0.4%)

Memory

13.6MiB live, 13.6MiB allocated

Pruning

12 alts after pruning (3 fresh and 9 done)

	Pruned	Kept	Total
New	35	3	38
Fresh	0	0	0
Picked	0	5	5
Done	0	4	4
Total	35	12	47

Accuracy

87.1%

Counts

47 → 12

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	77.7%	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
✓	41.1%	(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
✓	30.8%	(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
✓	37.9%	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
▶	41.6%	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
✓	41.1%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
✓	5.0%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
✓	4.0%	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
▶	3.9%	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
▶	4.8%	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
✓	3.0%	#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
✓	3.4%	#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))

Compiler

Compiled 278 to 142 computations (48.9% saved)

simplify2.0ms (0.1%)

Memory

3.1MiB live, 3.1MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 12 expressions of interest:

New	Metric	Score	Program
cost-diff	0	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
cost-diff	0	#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
cost-diff	0	#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
cost-diff	0	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
cost-diff	0	(.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
cost-diff	0	#s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
cost-diff	0	(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))
cost-diff	0	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
cost-diff	0	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
cost-diff	0	#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
cost-diff	0	(.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
cost-diff	0	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
x
#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
y
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))
x
#s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
y
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
x
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
y
z

Outputs
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
x
#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
y
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))
x
#s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
y
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
x
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
#s(approx (log (/ x y)) (/.f64 x y))
(/.f64 x y)
y
z

localize39.0ms (2.3%)

Memory

-11.1MiB live, 71.9MiB allocated

Localize:

Found 12 expressions of interest:

New	Metric	Score
accuracy	61.61163387412329	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	61.69611475063808	#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
accuracy	61.69611475063808	#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
accuracy	62.04606521605494	#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
accuracy	61.61163387412329	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	61.69611475063808	#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
accuracy	61.69611475063808	#s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
accuracy	62.04606521605494	#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
accuracy	30.673765747602793	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
accuracy	61.61163387412329	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	61.69611475063808	#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
accuracy	62.04606521605494	#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))

Samples

26.0ms

256×

valid

Compiler

Compiled 816 to 30 computations (96.3% saved)

Precisions

Click to see histograms. Total time spent on operations: 9.0ms

ival-log: 3.0ms (33.4% of total)

ival-div: 2.0ms (22.2% of total)

ival-mult: 2.0ms (22.2% of total)

ival-sub: 1.0ms (11.1% of total)

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

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

series58.0ms (3.4%)

Memory

-3.1MiB live, 116.7MiB allocated

Counts

11 → 20

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))
#s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
#s(approx (log (/ x y)) (/.f64 x y))

Outputs
(* -1 z)
(- (* x (+ (log x) (log (/ 1 y)))) z)
(* x (+ (log x) (log (/ 1 y))))
(+ (log x) (log (/ 1 y)))
(* x (+ (log (/ 1 y)) (* -1 (log (/ 1 x)))))
(* x (+ (log (/ 1 y)) (+ (* -1 (log (/ 1 x))) (* -1 (/ z x)))))
(+ (log (/ 1 y)) (* -1 (log (/ 1 x))))
(* x (+ (log (/ -1 y)) (* -1 (log (/ -1 x)))))
(* -1 (* x (+ (* -1 (+ (log (/ -1 y)) (* -1 (log (/ -1 x))))) (/ z x))))
(+ (log (/ -1 y)) (* -1 (log (/ -1 x))))
(- (* x (+ (log x) (* -1 (log y)))) z)
(* x (+ (log x) (* -1 (log y))))
(+ (log x) (* -1 (log y)))
(- (* x (+ (log (* -1 x)) (log (/ -1 y)))) z)
(* x (+ (log (* -1 x)) (log (/ -1 y))))
(+ (log (* -1 x)) (log (/ -1 y)))
(* x (log (/ x y)))
(+ (* -1 z) (* x (log (/ x y))))
(* z (- (/ (* x (log (/ x y))) z) 1))
(* -1 (* z (+ 1 (* -1 (/ (* x (log (/ x y))) z)))))

Calls

9 calls:

Time	Variable		Point	Expression
12.0ms	x	@	0	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (log (/ x y)))
11.0ms	x	@	-inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (log (/ x y)))
9.0ms	y	@	-inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (log (/ x y)))
8.0ms	x	@	inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (log (/ x y)))
7.0ms	y	@	0	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (log (/ x y)))

simplify1.0ms (0%)

Memory

1.8MiB live, 1.8MiB allocated

Algorithm

1×	egg-herbie

Counts

20 → 11

Calls

Call 1

Inputs
(* -1 z)
(- (* x (+ (log x) (log (/ 1 y)))) z)
(* x (+ (log x) (log (/ 1 y))))
(+ (log x) (log (/ 1 y)))
(* x (+ (log (/ 1 y)) (* -1 (log (/ 1 x)))))
(* x (+ (log (/ 1 y)) (+ (* -1 (log (/ 1 x))) (* -1 (/ z x)))))
(+ (log (/ 1 y)) (* -1 (log (/ 1 x))))
(* x (+ (log (/ -1 y)) (* -1 (log (/ -1 x)))))
(* -1 (* x (+ (* -1 (+ (log (/ -1 y)) (* -1 (log (/ -1 x))))) (/ z x))))
(+ (log (/ -1 y)) (* -1 (log (/ -1 x))))
(- (* x (+ (log x) (* -1 (log y)))) z)
(* x (+ (log x) (* -1 (log y))))
(+ (log x) (* -1 (log y)))
(- (* x (+ (log (* -1 x)) (log (/ -1 y)))) z)
(* x (+ (log (* -1 x)) (log (/ -1 y))))
(+ (log (* -1 x)) (log (/ -1 y)))
(* x (log (/ x y)))
(+ (* -1 z) (* x (log (/ x y))))
(* z (- (/ (* x (log (/ x y))) z) 1))
(* -1 (* z (+ 1 (* -1 (/ (* x (log (/ x y))) z)))))

Outputs
(* -1 z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(- (* x (+ (log x) (log (/ 1 y)))) z)
(.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
(* x (+ (log x) (log (/ 1 y))))
#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
(+ (log x) (log (/ 1 y)))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(* x (+ (log (/ 1 y)) (* -1 (log (/ 1 x)))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
(* x (+ (log (/ 1 y)) (+ (* -1 (log (/ 1 x))) (* -1 (/ z x)))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))
(+ (log (/ 1 y)) (* -1 (log (/ 1 x))))
#s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(* x (+ (log (/ -1 y)) (* -1 (log (/ -1 x)))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
(* -1 (* x (+ (* -1 (+ (log (/ -1 y)) (* -1 (log (/ -1 x))))) (/ z x))))
#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
(+ (log (/ -1 y)) (* -1 (log (/ -1 x))))
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(- (* x (+ (log x) (* -1 (log y)))) z)
#s(approx (log (/ x y)) (/.f64 x y))

rewrite1.0ms (0.1%)

Memory

1.4MiB live, 1.4MiB allocated

Counts

11 → 11

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))
#s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
#s(approx (log (/ x y)) (/.f64 x y))

Outputs
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
#s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))
#s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))
#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
#s(approx (log (/ x y)) (/.f64 x y))

eval3.0ms (0.2%)

Memory: 6.3MiB live, 6.3MiB allocated
Compiler: Compiled 1 432 to 45 computations (96.9% saved)

prune9.0ms (0.5%)

Memory

-23.5MiB live, 15.1MiB allocated

Pruning

14 alts after pruning (2 fresh and 12 done)

	Pruned	Kept	Total
New	30	2	32
Fresh	0	0	0
Picked	0	3	3
Done	0	9	9
Total	30	14	44

Accuracy

87.1%

Counts

44 → 14

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	77.7%	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
✓	41.1%	(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
✓	30.8%	(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
✓	37.9%	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
✓	41.6%	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
	43.0%	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))) z)
✓	41.1%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
✓	5.0%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
✓	4.0%	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
✓	3.9%	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
	4.8%	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))))))
✓	4.8%	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
✓	3.0%	#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
✓	3.4%	#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))

Compiler

Compiled 782 to 222 computations (71.6% saved)

regimes25.0ms (1.4%)

Memory

6.7MiB live, 45.2MiB allocated

Counts

14 → 3

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))))))
#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)

Outputs
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)

Calls

5 calls:

6.0ms	y
5.0ms	x
5.0ms	z
4.0ms	(*.f64 x (log.f64 (/.f64 x y)))
4.0ms	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)

Results

Accuracy	Segments	Branch
84.5%	3	`x`
77.7%	1	`y`
79.4%	2	`z`
87.1%	3	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`
87.1%	3	`(*.f64 x (log.f64 (/.f64 x y)))`

Compiler

Compiled 17 to 22 computations (-29.4% saved)

regimes23.0ms (1.3%)

Memory

0.6MiB live, 39.3MiB allocated

Counts

13 → 3

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))))))
#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))

Outputs

#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))

(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))) z)

#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))

Calls

5 calls:

5.0ms	z
4.0ms	y
4.0ms	x
4.0ms	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
4.0ms	(*.f64 x (log.f64 (/.f64 x y)))

Results

Accuracy	Segments	Branch
52.9%	4	`y`
63.0%	3	`z`
71.0%	3	`x`
58.3%	4	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`
70.4%	5	`(*.f64 x (log.f64 (/.f64 x y)))`

Compiler

Compiled 17 to 22 computations (-29.4% saved)

regimes22.0ms (1.3%)

Memory

1.1MiB live, 42.5MiB allocated

Counts

12 → 2

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))))))
#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)

Outputs

(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))) z)

(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)

Calls

5 calls:

6.0ms	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
4.0ms	x
4.0ms	y
4.0ms	z
4.0ms	(*.f64 x (log.f64 (/.f64 x y)))

Results

Accuracy	Segments	Branch
43.0%	1	`y`
43.0%	1	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`
43.0%	1	`z`
46.2%	3	`(*.f64 x (log.f64 (/.f64 x y)))`
46.0%	2	`x`

Compiler

Compiled 17 to 22 computations (-29.4% saved)

regimes13.0ms (0.7%)

Memory

-14.0MiB live, 25.0MiB allocated

Counts

11 → 1

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))))
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))))))
#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))

Outputs

(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))))))) z)

Calls

3 calls:

4.0ms	x
4.0ms	z
3.0ms	(*.f64 x (log.f64 (/.f64 x y)))

Results

Accuracy	Segments	Branch
43.0%	1	`z`
43.0%	1	`(*.f64 x (log.f64 (/.f64 x y)))`
43.0%	1	`x`

Compiler

Compiled 8 to 12 computations (-50% saved)

regimes14.0ms (0.8%)

Memory

27.2MiB live, 27.2MiB allocated

Counts

7 → 1

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) #s(approx (- ( x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))))

Outputs
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) #s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))))) z)

Calls

5 calls:

3.0ms	z
3.0ms	x
3.0ms	y
3.0ms	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
3.0ms	(*.f64 x (log.f64 (/.f64 x y)))

Results

Accuracy	Segments	Branch
41.6%	1	`x`
41.6%	1	`y`
41.6%	1	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`
41.6%	1	`(*.f64 x (log.f64 (/.f64 x y)))`
41.6%	1	`z`

Compiler

Compiled 17 to 22 computations (-29.4% saved)

regimes12.0ms (0.7%)

Memory

-13.5MiB live, 25.4MiB allocated

Counts

5 → 1

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))

Outputs
(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)

Calls

5 calls:

3.0ms	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
2.0ms	z
2.0ms	x
2.0ms	y
2.0ms	(*.f64 x (log.f64 (/.f64 x y)))

Results

Accuracy	Segments	Branch
41.1%	1	`y`
41.1%	1	`x`
41.1%	1	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`
41.1%	1	`(*.f64 x (log.f64 (/.f64 x y)))`
41.1%	1	`z`

Compiler

Compiled 17 to 22 computations (-29.4% saved)

regimes9.0ms (0.5%)

Memory

20.4MiB live, 20.4MiB allocated

Counts

3 → 1

Calls

Call 1

Inputs

#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))

(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)

#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))

Outputs
(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)

Calls

5 calls:

2.0ms	z
2.0ms	y
2.0ms	x
2.0ms	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
2.0ms	(*.f64 x (log.f64 (/.f64 x y)))

Results

Accuracy	Segments	Branch
37.9%	1	`y`
37.9%	1	`x`
37.9%	1	`z`
37.9%	1	`(*.f64 x (log.f64 (/.f64 x y)))`
37.9%	1	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`

Compiler

Compiled 17 to 22 computations (-29.4% saved)

regimes7.0ms (0.4%)

Memory

-23.3MiB live, 15.9MiB allocated

Counts

1 → 1

Calls

Call 1

Inputs
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))

Outputs
#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))

Calls

5 calls:

1.0ms	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
1.0ms	z
1.0ms	x
1.0ms	y
1.0ms	(*.f64 x (log.f64 (/.f64 x y)))

Results

Accuracy	Segments	Branch
3.4%	1	`z`
3.4%	1	`y`
3.4%	1	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`
3.4%	1	`x`
3.4%	1	`(*.f64 x (log.f64 (/.f64 x y)))`

Compiler

Compiled 17 to 22 computations (-29.4% saved)

bsearch1.0ms (0%)

Memory

1.0MiB live, 1.0MiB allocated

Algorithm

2×	left-value

Steps

Time	Left	Right
0.0ms	5.0599146426720156e+305	+inf
0.0ms	-inf	-4.28614836472302e+305

Compiler

Compiled 11 to 13 computations (-18.2% saved)

bsearch53.0ms (3.1%)

Memory

0.6MiB live, 83.0MiB allocated

Algorithm

2×	binary-search

Stop Event

1×	narrow-enough
1×	narrow-enough

Steps

Time	Left	Right
23.0ms	0.020180010404613032	228.57131697937461
26.0ms	-1.9481878219012702e-41	-1.3977617397735827e-45

Samples

17.0ms	262×	0	invalid
16.0ms	256×	0	valid

Compiler

Compiled 1 083 to 525 computations (51.5% saved)

Precisions

Click to see histograms. Total time spent on operations: 19.0ms

ival-mult: 7.0ms (36.4% of total)

ival-log: 5.0ms (26% of total)

ival-div: 4.0ms (20.8% of total)

ival-sub: 2.0ms (10.4% of total)

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

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

bsearch25.0ms (1.4%)

Memory

5.0MiB live, 43.9MiB allocated

Algorithm

1×	binary-search

Stop Event

1×	narrow-enough

Steps

Time	Left	Right
23.0ms	3.3928424484712864e-57	5.5843623941895336e-55

Samples

8.0ms	112×	0	valid
7.0ms	130×	0	invalid

Compiler

Compiled 466 to 230 computations (50.6% saved)

Precisions

Click to see histograms. Total time spent on operations: 9.0ms

ival-div: 4.0ms (43.4% of total)

ival-log: 2.0ms (21.7% of total)

ival-mult: 2.0ms (21.7% of total)

ival-sub: 1.0ms (10.9% of total)

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

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

simplify4.0ms (0.2%)

Memory: 11.2MiB live, 11.2MiB allocated

end0.0ms (0%)

Memory: 0.0MiB live, 0.0MiB allocated

start0.0ms (0%)

analyze76.0ms (4.4%)

sample846.0ms (49%)

explain90.0ms (5.2%)

preprocess3.0ms (0.2%)

eval0.0ms (0%)

prune0.0ms (0%)

simplify0.0ms (0%)

localize28.0ms (1.6%)

series134.0ms (7.7%)

simplify0.0ms (0%)

rewrite0.0ms (0%)

eval1.0ms (0%)

prune1.0ms (0.1%)

simplify1.0ms (0%)

localize30.0ms (1.7%)

series61.0ms (3.5%)

simplify0.0ms (0%)

rewrite1.0ms (0%)

eval2.0ms (0.1%)

prune5.0ms (0.3%)

simplify1.0ms (0.1%)

localize51.0ms (3%)

series61.0ms (3.6%)

simplify1.0ms (0%)

rewrite1.0ms (0%)

eval4.0ms (0.2%)

prune7.0ms (0.4%)

simplify2.0ms (0.1%)

localize39.0ms (2.3%)

series58.0ms (3.4%)

simplify1.0ms (0%)

rewrite1.0ms (0.1%)

eval3.0ms (0.2%)

prune9.0ms (0.5%)

regimes25.0ms (1.4%)

regimes23.0ms (1.3%)

regimes22.0ms (1.3%)

regimes13.0ms (0.7%)

regimes14.0ms (0.8%)

regimes12.0ms (0.7%)

regimes9.0ms (0.5%)

regimes7.0ms (0.4%)

bsearch1.0ms (0%)

bsearch53.0ms (3.1%)

bsearch25.0ms (1.4%)

simplify4.0ms (0.2%)

end0.0ms (0%)

Profiling