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

start0.0ms (0%)

Memory: 0.0MiB live, 0.0MiB allocated

analyze70.0ms (3.6%)

Memory

8.7MiB live, 124.0MiB 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)

sample873.0ms (44.7%)

Memory

55.2MiB live, 1 307.9MiB allocated

Samples

515.0ms	8 256×	0	valid
30.0ms	514×	0	invalid

Precisions

Click to see histograms. Total time spent on operations: 329.0ms

ival-log: 115.0ms (35% of total)

ival-div: 77.0ms (23.4% of total)

ival-mult: 68.0ms (20.7% of total)

ival-sub: 59.0ms (17.9% of total)

ival-true: 6.0ms (1.8% of total)

ival-assert: 3.0ms (0.9% of total)

Bogosity

explain341.0ms (17.5%)

Memory

-162.4MiB live, 125.6MiB allocated

FPErrors

Click to see full error table

Ground Truth	Example	Underpredictions	Example	Subexpression
69	-	2	(-1.909922881322201e-273 -1.1266986894009855e+44 -5.686521275868496e+87)	`(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	41	0
↳	`(/.f64 x y)`	overflow	41
`log.f64`	`(log.f64 (/.f64 x y))`	uflow-rescue	4	0
↳	`(/.f64 x y)`	underflow	26

Confusion

	Predicted +	Predicted -
+	44	22
-	1	189

Precision

0.9777777777777777

Recall

0.6666666666666666

Confusion?

	Predicted +	Predicted Maybe	Predicted -
+	44	0	22
-	1	0	189

Precision?

0.9777777777777777

Recall?

0.6666666666666666

Freqs

test

number	freq
0	211
1	45

Total Confusion?

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

Precision?

1.0

Recall?

1.0

Samples

32.0ms

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 (39.6% of total)

ival-div: 4.0ms (22.6% of total)

ival-mult: 4.0ms (22.6% of total)

ival-sub: 2.0ms (11.3% of total)

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

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

preprocess3.0ms (0.2%)

Memory

6.5MiB live, 6.5MiB 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
▶	75.4%	(-.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

localize26.0ms (1.4%)

Memory

-8.5MiB live, 35.9MiB allocated

Localize:

Found 4 expressions of interest:

New	Metric	Score
accuracy	0.0	(/.f64 x y)
accuracy	0.00390625	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
accuracy	0.22265625	(*.f64 x (log.f64 (/.f64 x y)))
accuracy	16.329284385568947	(log.f64 (/.f64 x y))

Samples

21.0ms

256×

valid

Compiler

Compiled 50 to 16 computations (68% saved)

Precisions

Click to see histograms. Total time spent on operations: 14.0ms

ival-log: 9.0ms (64.5% of total)

ival-div: 2.0ms (14.3% of total)

ival-mult: 2.0ms (14.3% of total)

ival-sub: 1.0ms (7.2% of total)

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

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

series132.0ms (6.8%)

Memory

15.0MiB live, 207.8MiB 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
36.0ms	x	@	0	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y))
35.0ms	y	@	-inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y))
17.0ms	x	@	-inf	((- (* 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))
12.0ms	y	@	inf	((- (* x (log (/ x y))) z) (* x (log (/ x y))) (log (/ x y)) (/ x y))

simplify0.0ms (0%)

Memory

0.9MiB live, 0.9MiB 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

1.3MiB live, 1.3MiB 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: 4.1MiB live, 4.1MiB allocated
Compiler: Compiled 89 to 18 computations (79.8% saved)

prune1.0ms (0.1%)

Memory

4.3MiB live, 4.3MiB 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

83.9%

Counts

9 → 4

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	75.4%	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
▶	45.4%	(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
▶	33.6%	(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
▶	37.2%	#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

1.8MiB live, 1.8MiB 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

localize29.0ms (1.5%)

Memory

-15.3MiB live, 62.5MiB allocated

Localize:

Found 12 expressions of interest:

New	Metric	Score
accuracy	0.0	(/.f64 x y)
accuracy	0.00390625	(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
accuracy	0.22265625	(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
accuracy	61.628674909435624	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	0.0	(/.f64 x y)
accuracy	0.00390625	(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
accuracy	16.329284385568947	(log.f64 (/.f64 x y))
accuracy	61.73190825857716	#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
accuracy	0.0	(/.f64 x y)
accuracy	0.22265625	(*.f64 x (log.f64 (/.f64 x y)))
accuracy	16.329284385568947	(log.f64 (/.f64 x y))
accuracy	31.181717642039608	#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: 4.0ms (40.5% of total)

ival-div: 2.0ms (20.3% of total)

ival-mult: 2.0ms (20.3% of total)

ival-sub: 1.0ms (10.1% of total)

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

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

series59.0ms (3%)

Memory

18.9MiB live, 104.3MiB 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
17.0ms	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)))
9.0ms	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)))
9.0ms	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)))
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	@	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)))

simplify0.0ms (0%)

Memory

0.8MiB live, 0.8MiB 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))

rewrite0.0ms (0%)

Memory

0.9MiB live, 0.9MiB 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))

eval3.0ms (0.2%)

Memory: -34.7MiB live, 4.2MiB allocated
Compiler: Compiled 405 to 37 computations (90.9% saved)

prune4.0ms (0.2%)

Memory

8.0MiB live, 8.0MiB 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

83.9%

Counts

26 → 9

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	75.4%	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
✓	45.4%	(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
✓	33.6%	(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
▶	39.9%	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
✓	37.2%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
▶	5.4%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
▶	4.6%	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
▶	3.6%	#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
▶	3.6%	#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%)

Memory

1.7MiB live, 1.7MiB 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

localize34.0ms (1.8%)

Memory

24.6MiB live, 62.9MiB allocated

Localize:

Found 19 expressions of interest:

New	Metric	Score
accuracy	0.0	(/.f64 x y)
accuracy	16.329284385568947	(log.f64 (/.f64 x y))
accuracy	31.181717642039608	#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
accuracy	61.73190825857716	#s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y)))
accuracy	0.22265625	(.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y)))))
accuracy	31.181717642039608	#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	61.628674909435624	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	61.73190825857716	#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
accuracy	0.0	(/.f64 x y)
accuracy	0.22265625	(*.f64 x #s(approx (log (/ x y)) (/.f64 x y)))
accuracy	31.181717642039608	#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
accuracy	61.628674909435624	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	0.0	(/.f64 x y)
accuracy	61.628674909435624	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	61.91429071416899	#s(approx (- (* x (log (/ x y))) z) #s(approx (log (/ x y)) (/.f64 x y)))
accuracy	0.0	(/.f64 x y)
accuracy	0.00390625	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
accuracy	61.628674909435624	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	61.73190825857716	#s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y)))

Samples

24.0ms

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 (34.4% of total)

ival-div: 2.0ms (22.9% of total)

ival-mult: 2.0ms (22.9% of total)

ival-sub: 1.0ms (11.5% of total)

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

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

series53.0ms (2.7%)

Memory

-13.2MiB live, 106.1MiB 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
11.0ms	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)))
9.0ms	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)))
8.0ms	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	@	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)))

simplify1.0ms (0%)

Memory

0.9MiB live, 0.9MiB 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

1.5MiB live, 1.5MiB 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: 12.5MiB live, 12.5MiB allocated
Compiler: Compiled 1 033 to 56 computations (94.6% saved)

prune9.0ms (0.5%)

Memory

-24.1MiB 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

83.9%

Counts

47 → 12

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	75.4%	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
✓	45.4%	(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
✓	33.6%	(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
✓	39.9%	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
▶	44.0%	(-.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)
✓	37.2%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
✓	5.4%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
✓	4.6%	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
▶	4.5%	#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)))))))))))
▶	5.2%	#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)))))))))
✓	3.6%	#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
✓	3.6%	#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

2.8MiB live, 2.8MiB 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

localize40.0ms (2.1%)

Memory

23.5MiB live, 64.4MiB allocated

Localize:

Found 12 expressions of interest:

New	Metric	Score
accuracy	61.628674909435624	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	61.73190825857716	#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	61.73190825857716	#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
accuracy	61.91429071416899	#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	61.628674909435624	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	61.73190825857716	#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
accuracy	61.73190825857716	#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	61.91429071416899	#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	31.181717642039608	#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	61.628674909435624	#s(approx (log (/ x y)) (/.f64 x y))
accuracy	61.73190825857716	#s(approx (log (/ x y)) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
accuracy	61.91429071416899	#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

28.0ms

256×

valid

Compiler

Compiled 816 to 30 computations (96.3% saved)

Precisions

Click to see histograms. Total time spent on operations: 13.0ms

ival-div: 7.0ms (51.9% of total)

ival-log: 3.0ms (22.2% of total)

ival-mult: 2.0ms (14.8% of total)

ival-sub: 1.0ms (7.4% of total)

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

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

series58.0ms (3%)

Memory

-7.2MiB live, 107.5MiB 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
13.0ms	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)))
10.0ms	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)))
7.0ms	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

1.6MiB live, 1.6MiB 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%)

Memory

2.5MiB live, 2.5MiB 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: 7.2MiB live, 7.2MiB allocated
Compiler: Compiled 1 432 to 45 computations (96.9% saved)

prune9.0ms (0.5%)

Memory

-28.5MiB live, 17.2MiB 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

83.9%

Counts

44 → 14

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	75.4%	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
✓	45.4%	(-.f64 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)
✓	33.6%	(-.f64 #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))) z)
✓	39.9%	(-.f64 #s(approx (* x (log (/ x y))) #s(approx (log (/ x y)) (/.f64 x y))) z)
✓	44.0%	(-.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)
	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)
✓	37.2%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x (log.f64 (/.f64 x y))))
✓	5.4%	#s(approx (- (* x (log (/ x y))) z) (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))))
✓	4.6%	#s(approx (- (* x (log (/ x y))) z) (.f64 x #s(approx (log (/ x y)) (.f64 x #s(approx (log (/ x y)) (/.f64 x y))))))
✓	4.5%	#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)))))))))))
	5.2%	#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))))))))))))))
✓	5.2%	#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)))))))))
✓	3.6%	#s(approx (- (* x (log (/ x y))) z) #s(approx (* x (log (/ x y))) (log.f64 (/.f64 x y))))
✓	3.6%	#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 (1.3%)

Memory

11.5MiB live, 50.6MiB 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 #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:

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

Results

Accuracy	Segments	Branch
82.4%	3	`x`
75.4%	1	`y`
75.4%	1	`z`
83.9%	3	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`
83.9%	3	`(*.f64 x (log.f64 (/.f64 x y)))`

Compiler

Compiled 17 to 22 computations (-29.4% saved)

regimes24.0ms (1.2%)

Memory

9.3MiB live, 48.5MiB 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	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
4.0ms	x
4.0ms	z
4.0ms	y
4.0ms	(*.f64 x (log.f64 (/.f64 x y)))

Results

Accuracy	Segments	Branch
47.0%	2	`y`
63.1%	3	`z`
64.4%	3	`x`
56.8%	6	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`
68.0%	7	`(*.f64 x (log.f64 (/.f64 x y)))`

Compiler

Compiled 17 to 22 computations (-29.4% saved)

regimes18.0ms (0.9%)

Memory

-4.9MiB live, 34.1MiB allocated

Counts

12 → 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)

Outputs

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

(-.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

4 calls:

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

Results

Accuracy	Segments	Branch
45.4%	1	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`
48.8%	3	`(*.f64 x (log.f64 (/.f64 x y)))`
45.4%	1	`z`
50.0%	3	`x`

Compiler

Compiled 16 to 19 computations (-18.8% saved)

regimes16.0ms (0.8%)

Memory

-15.2MiB live, 29.6MiB 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 (*.f64 x #s(approx (log (/ x y)) (/.f64 x y))) z)

Calls

3 calls:

7.0ms	(*.f64 x (log.f64 (/.f64 x y)))
4.0ms	y
4.0ms	x

Results

Accuracy	Segments	Branch
45.4%	1	`y`
45.4%	1	`(*.f64 x (log.f64 (/.f64 x y)))`
45.4%	1	`x`

Compiler

Compiled 8 to 12 computations (-50% saved)

regimes9.0ms (0.5%)

Memory

23.3MiB live, 23.3MiB 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 x (log.f64 (/.f64 x y)))
2.0ms	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)

Results

Accuracy	Segments	Branch
39.9%	1	`z`
39.9%	1	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`
39.9%	1	`(*.f64 x (log.f64 (/.f64 x y)))`
39.9%	1	`x`
39.9%	1	`y`

Compiler

Compiled 17 to 22 computations (-29.4% saved)

regimes7.0ms (0.4%)

Memory

-21.2MiB live, 18.1MiB 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:

2.0ms	y
1.0ms	(*.f64 x (log.f64 (/.f64 x y)))
1.0ms	(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)
1.0ms	z
1.0ms	x

Results

Accuracy	Segments	Branch
3.6%	1	`x`
3.6%	1	`(-.f64 (*.f64 x (log.f64 (/.f64 x y))) z)`
3.6%	1	`z`
3.6%	1	`(*.f64 x (log.f64 (/.f64 x y)))`
3.6%	1	`y`

Compiler

Compiled 17 to 22 computations (-29.4% saved)

bsearch1.0ms (0%)

Memory

1.2MiB live, 1.2MiB allocated

Algorithm

2×	left-value

Steps

Time	Left	Right
0.0ms	8.625969568850426e+307	+inf
0.0ms	-inf	-3.8883915958669165e+304

Compiler

Compiled 11 to 13 computations (-18.2% saved)

bsearch42.0ms (2.2%)

Memory

23.2MiB live, 62.1MiB allocated

Algorithm

2×	binary-search

Stop Event

1×	narrow-enough
1×	narrow-enough

Steps

Time	Left	Right
21.0ms	3.5430189411482236e-52	1.1201811044894316e-48
17.0ms	-1.1064401499968392e-44	-1.0829686189258127e-45

Samples

13.0ms	224×	0	valid
11.0ms	212×	0	invalid

Compiler

Compiled 949 to 461 computations (51.4% saved)

Precisions

Click to see histograms. Total time spent on operations: 13.0ms

ival-div: 4.0ms (31.1% of total)

ival-log: 4.0ms (31.1% of total)

ival-mult: 3.0ms (23.3% of total)

ival-sub: 2.0ms (15.5% of total)

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

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

bsearch41.0ms (2.1%)

Memory

-35.5MiB live, 43.4MiB allocated

Algorithm

2×	binary-search

Stop Event

1×	narrow-enough
1×	narrow-enough

Steps

Time	Left	Right
13.0ms	1.602142934422725e-83	3.2612486817945333e-83
23.0ms	-981055693.6581694	-10826710.094482113

Samples

12.0ms	181×	0	invalid
11.0ms	192×	0	valid

Compiler

Compiled 791 to 385 computations (51.3% saved)

Precisions

Click to see histograms. Total time spent on operations: 11.0ms

ival-log: 4.0ms (35.6% of total)

ival-div: 3.0ms (26.7% of total)

ival-mult: 3.0ms (26.7% of total)

ival-sub: 2.0ms (17.8% of total)

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

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

simplify4.0ms (0.2%)

Memory: 9.5MiB live, 9.5MiB allocated

end0.0ms (0%)

Memory: 0.0MiB live, 0.0MiB allocated

start0.0ms (0%)

analyze70.0ms (3.6%)

sample873.0ms (44.7%)

explain341.0ms (17.5%)

preprocess3.0ms (0.2%)

eval0.0ms (0%)

prune0.0ms (0%)

simplify0.0ms (0%)

localize26.0ms (1.4%)

series132.0ms (6.8%)

simplify0.0ms (0%)

rewrite0.0ms (0%)

eval1.0ms (0%)

prune1.0ms (0.1%)

simplify1.0ms (0%)

localize29.0ms (1.5%)

series59.0ms (3%)

simplify0.0ms (0%)

rewrite0.0ms (0%)

eval3.0ms (0.2%)

prune4.0ms (0.2%)

simplify1.0ms (0%)

localize34.0ms (1.8%)

series53.0ms (2.7%)

simplify1.0ms (0%)

rewrite1.0ms (0%)

eval4.0ms (0.2%)

prune9.0ms (0.5%)

simplify2.0ms (0.1%)

localize40.0ms (2.1%)

series58.0ms (3%)

simplify1.0ms (0%)

rewrite1.0ms (0%)

eval3.0ms (0.2%)

prune9.0ms (0.5%)

regimes25.0ms (1.3%)

regimes24.0ms (1.2%)

regimes18.0ms (0.9%)

regimes16.0ms (0.8%)

regimes9.0ms (0.5%)

regimes7.0ms (0.4%)

bsearch1.0ms (0%)

bsearch42.0ms (2.2%)

bsearch41.0ms (2.1%)

simplify4.0ms (0.2%)

end0.0ms (0%)

Profiling