Metrics for Numeric.SpecFunctions:incompleteGamma from math-functions-0.1.5.2, A

start0.0ms (0%)

Memory: 0.0MiB live, 0.0MiB allocated

analyze2.0ms (0.1%)

Memory

2.2MiB live, 2.2MiB allocated

Algorithm

1×

Search

Probability	Valid	Unknown	Precondition	Infinite	Domain	Can't	Iter
0%	0%	99.8%	0.2%	0%	0%	0%	0
0%	0%	99.8%	0.2%	0%	0%	0%	1
0%	0%	99.8%	0.2%	0%	0%	0%	2
0%	0%	49.9%	0.2%	0%	49.9%	0%	3
0%	0%	49.9%	0.2%	0%	49.9%	0%	4
100%	25%	0%	0.2%	0%	74.9%	0%	5

Compiler

Compiled 13 to 12 computations (7.7% saved)

sample963.0ms (48%)

Memory

43.6MiB live, 1 502.9MiB allocated

Samples

657.0ms	8 253×	0	valid
0.0ms	3×	1	valid

Precisions

Click to see histograms. Total time spent on operations: 436.0ms

ival-log: 238.0ms (54.6% of total)

ival-sub: 85.0ms (19.5% of total)

ival-mult: 61.0ms (14% of total)

ival-add: 42.0ms (9.6% of total)

ival-true: 7.0ms (1.6% of total)

ival-assert: 4.0ms (0.9% of total)

adjust: 0.0ms (0% of total)

Bogosity

explain124.0ms (6.2%)

Memory

-16.8MiB live, 179.5MiB allocated

FPErrors

Click to see full error table

Example	Example	Subexpression
-	-	`(*.f64 x (log.f64 y))`
-	-	`(log.f64 t)`
-	-	`(log.f64 y)`
-	-	`t`
-	-	`(-.f64 (*.f64 x (log.f64 y)) y)`
-	-	`z`
-	-	`y`
-	-	`(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))`
-	-	`(-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z)`
-	-	`x`

Confusion

	Predicted +	Predicted -
+	0	0
-	0	256

Precision

0/0

Recall

0/0

Confusion?

	Predicted +	Predicted Maybe	Predicted -
+	0	0	0
-	0	0	256

Precision?

0/0

Recall?

0/0

Freqs

test

number	freq
0	256

Total Confusion?

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

Precision?

0/0

Recall?

0/0

Samples

42.0ms

512×

valid

Compiler

Compiled 126 to 44 computations (65.1% saved)

Precisions

Click to see histograms. Total time spent on operations: 24.0ms

ival-log: 12.0ms (50.9% of total)

ival-sub: 5.0ms (21.2% of total)

ival-mult: 4.0ms (17% of total)

ival-add: 2.0ms (8.5% of total)

ival-true: 1.0ms (4.2% of total)

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

preprocess4.0ms (0.2%)

Memory

11.2MiB live, 11.2MiB allocated

Algorithm

1×	egg-herbie

Calls

Call 1

Inputs
(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))

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

Compiler

Compiled 11 to 10 computations (9.1% saved)

eval0.0ms (0%)

Memory: 0.2MiB live, 0.2MiB allocated
Compiler: Compiled 0 to 4 computations (-∞% saved)

prune0.0ms (0%)

Memory

1.1MiB live, 1.1MiB allocated

Alt Table

Click to see full alt table

Status	Accuracy	Program
▶	99.9%	(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))

Compiler

Compiled 11 to 10 computations (9.1% saved)

simplify0.0ms (0%)

Memory

0.9MiB live, 0.9MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 4 expressions of interest:

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

Calls

Call 1

Inputs
(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))
(-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z)
(-.f64 (*.f64 x (log.f64 y)) y)
(*.f64 x (log.f64 y))
x
(log.f64 y)
y
z
(log.f64 t)
t

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

localize31.0ms (1.5%)

Memory

-2.6MiB live, 74.8MiB allocated

Localize:

Found 4 expressions of interest:

New	Metric	Score
accuracy	0.0	(log.f64 t)
accuracy	0.00390625	(-.f64 (*.f64 x (log.f64 y)) y)
accuracy	0.00390625	(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))
accuracy	0.265625	(*.f64 x (log.f64 y))

Samples

24.0ms

256×

valid

Compiler

Compiled 76 to 22 computations (71.1% saved)

Precisions

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

ival-log: 9.0ms (63.7% of total)

ival-sub: 2.0ms (14.2% of total)

ival-mult: 2.0ms (14.2% of total)

ival-add: 1.0ms (7.1% of total)

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

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

series150.0ms (7.5%)

Memory

-25.7MiB live, 262.1MiB allocated

Counts

5 → 39

Calls

Call 1

Inputs
(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))
(-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z)
(-.f64 (*.f64 x (log.f64 y)) y)
(*.f64 x (log.f64 y))
(log.f64 t)

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

Calls

12 calls:

Time	Variable		Point	Expression
45.0ms	x	@	0	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (log t))
15.0ms	t	@	-inf	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (log t))
14.0ms	t	@	inf	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (log t))
13.0ms	y	@	-inf	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (log t))
12.0ms	t	@	0	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (log t))

simplify1.0ms (0%)

Memory

1.3MiB live, 1.3MiB allocated

Algorithm

1×	egg-herbie

Counts

39 → 5

Calls

Call 1

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

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

rewrite0.0ms (0%)

Memory

1.2MiB live, 1.2MiB allocated

Counts

5 → 5

Calls

Call 1

Inputs
(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))
(-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z)
(-.f64 (*.f64 x (log.f64 y)) y)
(*.f64 x (log.f64 y))
(log.f64 t)

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

eval1.0ms (0.1%)

Memory: 1.9MiB live, 1.9MiB allocated
Compiler: Compiled 146 to 25 computations (82.9% saved)

prune2.0ms (0.1%)

Memory

2.9MiB live, 2.9MiB allocated

Pruning

5 alts after pruning (4 fresh and 1 done)

	Pruned	Kept	Total
New	6	4	10
Fresh	0	0	0
Picked	0	1	1
Done	0	0	0
Total	6	5	11

Accuracy

99.9%

Counts

11 → 5

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	99.9%	(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))
▶	31.0%	(+.f64 (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z) (log.f64 t))
▶	72.2%	(+.f64 #s(approx (- (- (* x (log y)) y) z) (-.f64 (*.f64 x (log.f64 y)) y)) (log.f64 t))
▶	43.5%	(+.f64 #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y))) (log.f64 t))
▶	86.3%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z))

Compiler

Compiled 79 to 63 computations (20.3% saved)

simplify1.0ms (0%)

Memory

1.2MiB live, 1.2MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 16 expressions of interest:

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

Calls

Call 1

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

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

localize39.0ms (1.9%)

Memory

29.3MiB live, 67.7MiB allocated

Localize:

Found 16 expressions of interest:

New	Metric	Score
accuracy	0.0	(-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)
accuracy	0.0	(log.f64 t)
accuracy	0.00390625	(+.f64 (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z) (log.f64 t))
accuracy	61.90288856446494	#s(approx (- (* x (log y)) y) (log.f64 t))
accuracy	0.00390625	(-.f64 (*.f64 x (log.f64 y)) y)
accuracy	0.00390625	(+.f64 #s(approx (- (- (* x (log y)) y) z) (-.f64 (*.f64 x (log.f64 y)) y)) (log.f64 t))
accuracy	0.265625	(*.f64 x (log.f64 y))
accuracy	20.37770710148672	#s(approx (- (- (* x (log y)) y) z) (-.f64 (*.f64 x (log.f64 y)) y))
accuracy	0.0	(log.f64 t)
accuracy	0.00390625	(+.f64 #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y))) (log.f64 t))
accuracy	0.265625	(*.f64 x (log.f64 y))
accuracy	41.763326045150436	#s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y)))
accuracy	0.0	(log.f64 y)
accuracy	0.00390625	(-.f64 (*.f64 x (log.f64 y)) y)
accuracy	0.265625	(*.f64 x (log.f64 y))
accuracy	8.686731969606033	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z))

Samples

26.0ms

256×

valid

Compiler

Compiled 302 to 35 computations (88.4% saved)

Precisions

Click to see histograms. Total time spent on operations: 12.0ms

ival-log: 6.0ms (51.4% of total)

ival-sub: 2.0ms (17.1% of total)

ival-mult: 2.0ms (17.1% of total)

ival-add: 1.0ms (8.6% of total)

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

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

series100.0ms (5%)

Memory

-5.4MiB live, 193.9MiB allocated

Counts

13 → 42

Calls

Call 1

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

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

Calls

12 calls:

Time	Variable		Point	Expression
15.0ms	t	@	inf	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log t))
13.0ms	t	@	-inf	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log t))
12.0ms	t	@	0	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log t))
12.0ms	x	@	0	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log t))
9.0ms	y	@	inf	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log t))

simplify1.0ms (0%)

Memory

1.3MiB live, 1.3MiB allocated

Algorithm

1×	egg-herbie

Counts

42 → 13

Calls

Call 1

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

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

rewrite1.0ms (0%)

Memory

1.4MiB live, 1.4MiB allocated

Counts

13 → 13

Calls

Call 1

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

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

eval5.0ms (0.3%)

Memory: -31.2MiB live, 7.2MiB allocated
Compiler: Compiled 826 to 56 computations (93.2% saved)

prune5.0ms (0.3%)

Memory

11.3MiB live, 11.3MiB allocated

Pruning

8 alts after pruning (7 fresh and 1 done)

	Pruned	Kept	Total
New	29	7	36
Fresh	0	0	0
Picked	3	1	4
Done	1	0	1
Total	33	8	41

Accuracy

99.9%

Counts

41 → 8

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	72.2%	(+.f64 #s(approx (- (- (* x (log y)) y) z) (-.f64 (*.f64 x (log.f64 y)) y)) (log.f64 t))
	32.0%	(+.f64 #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) (log.f64 y)) y)) (log.f64 t))
▶	58.3%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 (-.f64 #s(approx (* x (log y)) (log.f64 y)) y) z))
▶	42.3%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z))
	57.0%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y)))) z))
▶	59.2%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 (*.f64 x (log.f64 y)) y)))
▶	30.7%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y))))
▶	15.5%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) #s(approx (- (* x (log y)) y) (log.f64 t))))

Compiler

Compiled 384 to 218 computations (43.2% saved)

simplify1.0ms (0%)

Memory

1.9MiB live, 1.9MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 20 expressions of interest:

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

Calls

Call 1

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

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

localize43.0ms (2.1%)

Memory

-3.5MiB live, 71.1MiB allocated

Localize:

Found 20 expressions of interest:

New	Metric	Score
accuracy	0.0	(log.f64 y)
accuracy	0.00390625	(-.f64 #s(approx (* x (log y)) (log.f64 y)) y)
accuracy	8.686731969606033	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 (-.f64 #s(approx (* x (log y)) (log.f64 y)) y) z))
accuracy	61.84670617517659	#s(approx (* x (log y)) (log.f64 y))
accuracy	0.0	(log.f64 y)
accuracy	0.265625	(*.f64 x (log.f64 y))
accuracy	8.686731969606033	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y))))
accuracy	41.763326045150436	#s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y)))
accuracy	0.0	(-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)
accuracy	0.0	(log.f64 t)
accuracy	8.686731969606033	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z))
accuracy	61.90288856446494	#s(approx (- (* x (log y)) y) (log.f64 t))
accuracy	0.0	(log.f64 t)
accuracy	8.686731969606033	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) #s(approx (- (* x (log y)) y) (log.f64 t))))
accuracy	20.37770710148672	#s(approx (- (- (* x (log y)) y) z) #s(approx (- (* x (log y)) y) (log.f64 t)))
accuracy	61.90288856446494	#s(approx (- (* x (log y)) y) (log.f64 t))
accuracy	0.00390625	(-.f64 (*.f64 x (log.f64 y)) y)
accuracy	0.265625	(*.f64 x (log.f64 y))
accuracy	8.686731969606033	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 (*.f64 x (log.f64 y)) y)))
accuracy	20.37770710148672	#s(approx (- (- (* x (log y)) y) z) (-.f64 (*.f64 x (log.f64 y)) y))

Samples

28.0ms

256×

valid

Compiler

Compiled 415 to 39 computations (90.6% saved)

Precisions

Click to see histograms. Total time spent on operations: 12.0ms

ival-log: 6.0ms (51.2% of total)

ival-sub: 2.0ms (17.1% of total)

ival-mult: 2.0ms (17.1% of total)

ival-add: 1.0ms (8.5% of total)

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

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

series107.0ms (5.3%)

Memory

33.2MiB live, 193.6MiB allocated

Counts

17 → 42

Calls

Call 1

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

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

Calls

12 calls:

Time	Variable		Point	Expression
16.0ms	x	@	inf	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log t) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)))
14.0ms	t	@	inf	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log t) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)))
13.0ms	t	@	-inf	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log t) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)))
12.0ms	t	@	0	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log t) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)))
10.0ms	x	@	0	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log t) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)))

simplify3.0ms (0.1%)

Memory

-40.9MiB live, 1.4MiB allocated

Algorithm

1×	egg-herbie

Counts

42 → 17

Calls

Call 1

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

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

rewrite1.0ms (0%)

Memory

1.6MiB live, 1.6MiB allocated

Counts

17 → 17

Calls

Call 1

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

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

eval3.0ms (0.2%)

Memory: 8.4MiB live, 8.4MiB allocated
Compiler: Compiled 1 068 to 57 computations (94.7% saved)

prune7.0ms (0.4%)

Memory

14.4MiB live, 14.4MiB allocated

Pruning

9 alts after pruning (4 fresh and 5 done)

	Pruned	Kept	Total
New	33	3	36
Fresh	1	1	2
Picked	0	5	5
Done	1	0	1
Total	35	9	44

Accuracy

99.9%

Counts

44 → 9

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	58.3%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 (-.f64 #s(approx (* x (log y)) (log.f64 y)) y) z))
✓	42.3%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z))
▶	57.0%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y)))) z))
✓	59.2%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 (*.f64 x (log.f64 y)) y)))
▶	31.5%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) (log.f64 y)) y)))
▶	43.3%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) #s(approx (- (* x (log y)) y) (log.f64 t))) y)))
✓	30.7%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y))))
▶	3.4%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) #s(approx (- (* x (log y)) y) (log.f64 y))))
✓	15.5%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) #s(approx (- (* x (log y)) y) (log.f64 t))))

Compiler

Compiled 259 to 133 computations (48.6% saved)

simplify1.0ms (0.1%)

Memory

1.9MiB live, 1.9MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 16 expressions of interest:

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

Calls

Call 1

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

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

localize39.0ms (1.9%)

Memory

-14.0MiB live, 63.5MiB allocated

Localize:

Found 16 expressions of interest:

New	Metric	Score
accuracy	0.265625	(*.f64 x (log.f64 y))
accuracy	8.686731969606033	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y)))) z))
accuracy	20.37770710148672	#s(approx (- (* x (log y)) y) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y))))
accuracy	41.763326045150436	#s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y)))
accuracy	0.00390625	(-.f64 #s(approx (* x (log y)) (log.f64 y)) y)
accuracy	8.686731969606033	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) (log.f64 y)) y)))
accuracy	20.37770710148672	#s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) (log.f64 y)) y))
accuracy	61.84670617517659	#s(approx (* x (log y)) (log.f64 y))
accuracy	8.686731969606033	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) #s(approx (- (* x (log y)) y) (log.f64 t))) y)))
accuracy	20.37770710148672	#s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) #s(approx (- (* x (log y)) y) (log.f64 t))) y))
accuracy	33.276453340643556	#s(approx (* x (log y)) #s(approx (- (* x (log y)) y) (log.f64 t)))
accuracy	61.90288856446494	#s(approx (- (* x (log y)) y) (log.f64 t))
accuracy	0.0	(log.f64 y)
accuracy	8.686731969606033	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) #s(approx (- (* x (log y)) y) (log.f64 y))))
accuracy	20.37770710148672	#s(approx (- (- (* x (log y)) y) z) #s(approx (- (* x (log y)) y) (log.f64 y)))
accuracy	62.3282802132765	#s(approx (- (* x (log y)) y) (log.f64 y))

Samples

26.0ms

256×

valid

Compiler

Compiled 473 to 41 computations (91.3% saved)

Precisions

Click to see histograms. Total time spent on operations: 12.0ms

ival-log: 6.0ms (50.8% of total)

ival-sub: 2.0ms (16.9% of total)

ival-mult: 2.0ms (16.9% of total)

ival-add: 1.0ms (8.5% of total)

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

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

series101.0ms (5%)

Memory

2.6MiB live, 199.6MiB allocated

Counts

18 → 39

Calls

Call 1

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

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

Calls

12 calls:

Time	Variable		Point	Expression
14.0ms	t	@	inf	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)))
14.0ms	t	@	-inf	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)))
12.0ms	t	@	0	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)))
10.0ms	x	@	0	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)))
9.0ms	x	@	inf	((+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (log y) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)) (+ (- (- (* x (log y)) y) z) (log t)) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (- (- (* x (log y)) y) z) (- (* x (log y)) y) (* x (log y)))

simplify1.0ms (0%)

Memory

1.4MiB live, 1.4MiB allocated

Algorithm

1×	egg-herbie

Counts

39 → 18

Calls

Call 1

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

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

rewrite1.0ms (0%)

Memory

1.8MiB live, 1.8MiB allocated

Counts

18 → 18

Calls

Call 1

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

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

eval3.0ms (0.2%)

Memory: 7.2MiB live, 7.2MiB allocated
Compiler: Compiled 1 248 to 62 computations (95% saved)

prune10.0ms (0.5%)

Memory

18.7MiB live, 18.7MiB allocated

Pruning

9 alts after pruning (0 fresh and 9 done)

	Pruned	Kept	Total
New	35	0	35
Fresh	0	0	0
Picked	0	4	4
Done	0	5	5
Total	35	9	44

Accuracy

99.9%

Counts

44 → 9

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	58.3%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 (-.f64 #s(approx (* x (log y)) (log.f64 y)) y) z))
✓	42.3%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z))
✓	57.0%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y)))) z))
✓	59.2%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 (*.f64 x (log.f64 y)) y)))
✓	31.5%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) (log.f64 y)) y)))
✓	43.3%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) #s(approx (- (* x (log y)) y) (log.f64 t))) y)))
✓	30.7%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y))))
✓	3.4%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) #s(approx (- (* x (log y)) y) (log.f64 y))))
✓	15.5%	#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) #s(approx (- (* x (log y)) y) (log.f64 t))))

Compiler

Compiled 618 to 179 computations (71% saved)

regimes42.0ms (2.1%)

Memory

-33.9MiB live, 85.0MiB allocated

Counts

15 → 1

Calls

Call 1

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

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

Calls

8 calls:

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

Results

Accuracy	Segments	Branch
99.9%	1	`x`
99.9%	1	`y`
99.9%	1	`z`
99.9%	1	`t`
99.9%	1	`(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))`
99.9%	1	`(-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z)`
99.9%	1	`(-.f64 (*.f64 x (log.f64 y)) y)`
99.9%	1	`(log.f64 t)`

Compiler

Compiled 31 to 46 computations (-48.4% saved)

regimes38.0ms (1.9%)

Memory

35.8MiB live, 75.0MiB allocated

Counts

14 → 3

Calls

Call 1

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

Outputs

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

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

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

Calls

8 calls:

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

Results

Accuracy	Segments	Branch
86.3%	1	`x`
88.0%	2	`y`
99.1%	3	`z`
86.3%	1	`t`
99.4%	3	`(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))`
99.4%	3	`(-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z)`
99.5%	3	`(-.f64 (*.f64 x (log.f64 y)) y)`
86.3%	1	`(log.f64 t)`

Compiler

Compiled 31 to 46 computations (-48.4% saved)

regimes18.0ms (0.9%)

Memory

-13.5MiB live, 27.1MiB allocated

Counts

9 → 4

Calls

Call 1

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

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

Calls

4 calls:

7.0ms	(-.f64 (*.f64 x (log.f64 y)) y)
3.0ms	(-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z)
3.0ms	(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))
3.0ms	z

Results

Accuracy	Segments	Branch
79.0%	3	`z`
84.6%	3	`(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))`
84.6%	3	`(-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z)`
92.7%	4	`(-.f64 (*.f64 x (log.f64 y)) y)`

Compiler

Compiled 26 to 29 computations (-11.5% saved)

regimes17.0ms (0.8%)

Memory

-7.9MiB live, 31.2MiB allocated

Counts

8 → 4

Calls

Call 1

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

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

Calls

5 calls:

4.0ms	(log.f64 t)
3.0ms	(-.f64 (*.f64 x (log.f64 y)) y)
3.0ms	t
3.0ms	x
3.0ms	y

Results

Accuracy	Segments	Branch
82.4%	4	`x`
65.1%	3	`t`
65.1%	3	`(log.f64 t)`
72.5%	3	`y`
89.9%	4	`(-.f64 (*.f64 x (log.f64 y)) y)`

Compiler

Compiled 11 to 24 computations (-118.2% saved)

regimes9.0ms (0.4%)

Memory

17.8MiB live, 17.8MiB allocated

Counts

7 → 3

Calls

Call 1

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

Outputs

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

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

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

Calls

3 calls:

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

Results

Accuracy	Segments	Branch
73.1%	3	`(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))`
73.1%	3	`(-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z)`
81.2%	3	`(-.f64 (*.f64 x (log.f64 y)) y)`

Compiler

Compiled 25 to 25 computations (0% saved)

regimes16.0ms (0.8%)

Memory

-7.6MiB live, 31.6MiB allocated

Counts

6 → 3

Calls

Call 1

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

Outputs

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

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

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

Calls

6 calls:

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

Results

Accuracy	Segments	Branch
60.1%	2	`y`
58.8%	3	`(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))`
58.8%	3	`(-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z)`
61.2%	3	`z`
69.5%	6	`x`
70.4%	3	`(-.f64 (*.f64 x (log.f64 y)) y)`

Compiler

Compiled 28 to 37 computations (-32.1% saved)

regimes12.0ms (0.6%)

Memory

-14.8MiB live, 24.3MiB allocated

Counts

5 → 2

Calls

Call 1

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

Outputs

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

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

Calls

5 calls:

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

Results

Accuracy	Segments	Branch
60.1%	2	`y`
50.2%	4	`x`
48.5%	2	`t`
48.5%	2	`(log.f64 t)`
59.9%	2	`(-.f64 (*.f64 x (log.f64 y)) y)`

Compiler

Compiled 11 to 24 computations (-118.2% saved)

regimes18.0ms (0.9%)

Memory

-9.5MiB live, 30.4MiB allocated

Counts

4 → 1

Calls

Call 1

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

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

Calls

8 calls:

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

Results

Accuracy	Segments	Branch
43.3%	1	`x`
43.3%	1	`t`
43.3%	1	`(log.f64 t)`
43.3%	1	`(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))`
43.3%	1	`(-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z)`
43.3%	1	`z`
43.3%	1	`(-.f64 (*.f64 x (log.f64 y)) y)`
43.3%	1	`y`

Compiler

Compiled 31 to 46 computations (-48.4% saved)

regimes12.0ms (0.6%)

Memory

22.7MiB live, 22.7MiB allocated

Accuracy

Total -8.1b remaining (-14.9%)

Threshold costs -8.1b (-14.9%)

Counts

2 → 1

Calls

Call 1

Inputs

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

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

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

Calls

8 calls:

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

Results

Accuracy	Segments	Branch
15.5%	1	`y`
15.5%	1	`(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))`
15.5%	1	`(-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z)`
15.5%	1	`z`
15.5%	1	`t`
15.5%	1	`(-.f64 (*.f64 x (log.f64 y)) y)`
15.5%	1	`(log.f64 t)`
15.5%	1	`x`

Compiler

Compiled 31 to 46 computations (-48.4% saved)

bsearch1.0ms (0%)

Memory

0.9MiB live, 0.9MiB allocated

Algorithm

2×	left-value

Steps

Time	Left	Right
0.0ms	2.1998695331790835e-16	1.1067126217579544e+51
0.0ms	-716761.2770343253	-402.6496194463817

Compiler

Compiled 14 to 17 computations (-21.4% saved)

bsearch1.0ms (0%)

Memory

1.1MiB live, 1.1MiB allocated

Algorithm

3×	left-value

Steps

Time	Left	Right
0.0ms	2.1998695331790835e-16	1.1067126217579544e+51
0.0ms	-716761.2770343253	-402.6496194463817
0.0ms	-5.215423478891205e+143	-4.591368062896409e+142

Compiler

Compiled 14 to 17 computations (-21.4% saved)

bsearch1.0ms (0%)

Memory

1.0MiB live, 1.0MiB allocated

Algorithm

3×	left-value

Steps

Time	Left	Right
0.0ms	2.1998695331790835e-16	1.1067126217579544e+51
0.0ms	-716761.2770343253	-402.6496194463817
0.0ms	-5.215423478891205e+143	-4.591368062896409e+142

Compiler

Compiled 14 to 17 computations (-21.4% saved)

bsearch1.0ms (0%)

Memory

0.8MiB live, 0.8MiB allocated

Algorithm

2×	left-value

Steps

Time	Left	Right
0.0ms	2.1998695331790835e-16	1.1067126217579544e+51
0.0ms	-716761.2770343253	-402.6496194463817

Compiler

Compiled 14 to 17 computations (-21.4% saved)

bsearch1.0ms (0%)

Memory

0.7MiB live, 0.7MiB allocated

Algorithm

2×	left-value

Steps

Time	Left	Right
0.0ms	2.1998695331790835e-16	1.1067126217579544e+51
0.0ms	-1.270217005642599e+110	-8.863168673639353e+108

Compiler

Compiled 14 to 17 computations (-21.4% saved)

bsearch17.0ms (0.8%)

Memory

-21.7MiB live, 15.7MiB allocated

Algorithm

1×	binary-search

Stop Event

1×	narrow-enough

Steps

Time	Left	Right
16.0ms	8.61680018327358e+98	1.1029494647176912e+101

Samples

8.0ms

112×

valid

Compiler

Compiled 434 to 241 computations (44.5% saved)

Precisions

Click to see histograms. Total time spent on operations: 5.0ms

ival-log: 3.0ms (58.9% of total)

ival-sub: 1.0ms (19.6% of total)

ival-mult: 1.0ms (19.6% of total)

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

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

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

simplify6.0ms (0.3%)

Memory

9.6MiB live, 9.6MiB allocated

Algorithm

1×	egg-herbie

Calls

Call 1

Inputs
(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))
(if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -500000 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) (-.f64 (-.f64 (.f64 x (log.f64 y)) y) z)) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal 2028240960365167/5070602400912917605986812821504 binary64)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z))))
(if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -500000000000000011872716179325552678704328963914341093736732494335118714771010286284088814108041647064672984566920058037896706584945040786718720 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 (.f64 x (log.f64 y)) y))) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -500000 binary64)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 (-.f64 #s(approx (* x (log y)) (log.f64 y)) y) z)) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal 2028240960365167/5070602400912917605986812821504 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y)))) z)))))
(if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -500000000000000011872716179325552678704328963914341093736732494335118714771010286284088814108041647064672984566920058037896706584945040786718720 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 (.f64 x (log.f64 y)) y))) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -500000 binary64)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 (-.f64 #s(approx (* x (log y)) (log.f64 y)) y) z)) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal 2028240960365167/5070602400912917605986812821504 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 (*.f64 x (log.f64 y)) y))))))
(if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -500000 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) (-.f64 (-.f64 #s(approx (* x (log y)) (log.f64 y)) y) z)) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal 2028240960365167/5070602400912917605986812821504 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y))))))
(if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -100000000000000002356936751417025583324953279505688186312991253926828166846616173259830936159244951026231410688 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) (log.f64 y)) y))) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal 2028240960365167/5070602400912917605986812821504 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y))))))
(if (<=.f64 y #s(literal 1749999999999999882129892525150176263003498486926506245031219393695407691243885955224535857134305280 binary64)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) #s(approx (- (* x (log y)) y) (log.f64 t))) y))))
#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) #s(approx (- (* x (log y)) y) (log.f64 t))) y)))
#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) #s(approx (- (* x (log y)) y) (log.f64 t))))

Outputs
(+.f64 (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z) (log.f64 t))
(if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -500000 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) (-.f64 (-.f64 (.f64 x (log.f64 y)) y) z)) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal 2028240960365167/5070602400912917605986812821504 binary64)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 (-.f64 (*.f64 x (log.f64 y)) y) z))))
(if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -500000000000000011872716179325552678704328963914341093736732494335118714771010286284088814108041647064672984566920058037896706584945040786718720 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 (.f64 x (log.f64 y)) y))) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -500000 binary64)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 (-.f64 #s(approx (* x (log y)) (log.f64 y)) y) z)) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal 2028240960365167/5070602400912917605986812821504 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y)))) z)))))
(if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -500000000000000011872716179325552678704328963914341093736732494335118714771010286284088814108041647064672984566920058037896706584945040786718720 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 (.f64 x (log.f64 y)) y))) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -500000 binary64)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 (-.f64 #s(approx (* x (log y)) (log.f64 y)) y) z)) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal 2028240960365167/5070602400912917605986812821504 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 (*.f64 x (log.f64 y)) y))))))
(if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -500000 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) (-.f64 (-.f64 #s(approx (* x (log y)) (log.f64 y)) y) z)) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal 2028240960365167/5070602400912917605986812821504 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y))))))
(if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal -100000000000000002356936751417025583324953279505688186312991253926828166846616173259830936159244951026231410688 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) (log.f64 y)) y))) (if (<=.f64 (-.f64 (.f64 x (log.f64 y)) y) #s(literal 2028240960365167/5070602400912917605986812821504 binary64)) #s(approx (+ (- (- ( x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (*.f64 x (log.f64 y))))))
(if (<=.f64 y #s(literal 1749999999999999882129892525150176263003498486926506245031219393695407691243885955224535857134305280 binary64)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) (-.f64 #s(approx (- (* x (log y)) y) (log.f64 t)) z)) #s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) #s(approx (- (* x (log y)) y) (log.f64 t))) y))))
#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) (-.f64 #s(approx (* x (log y)) #s(approx (- (* x (log y)) y) (log.f64 t))) y)))
#s(approx (+ (- (- (* x (log y)) y) z) (log t)) #s(approx (- (- (* x (log y)) y) z) #s(approx (- (* x (log y)) y) (log.f64 t))))

soundness3.0ms (0.1%)

Memory

4.7MiB live, 4.7MiB allocated

Stop Event

1×

done

Compiler

Compiled 669 to 61 computations (90.9% saved)

preprocess47.0ms (2.4%)

Memory: -7.1MiB live, 66.4MiB allocated
Compiler: Compiled 1 360 to 142 computations (89.6% saved)

end0.0ms (0%)

Memory: 0.0MiB live, 0.0MiB allocated

start0.0ms (0%)

analyze2.0ms (0.1%)

sample963.0ms (48%)

explain124.0ms (6.2%)

preprocess4.0ms (0.2%)

eval0.0ms (0%)

prune0.0ms (0%)

simplify0.0ms (0%)

localize31.0ms (1.5%)

series150.0ms (7.5%)

simplify1.0ms (0%)

rewrite0.0ms (0%)

eval1.0ms (0.1%)

prune2.0ms (0.1%)

simplify1.0ms (0%)

localize39.0ms (1.9%)

series100.0ms (5%)

simplify1.0ms (0%)

rewrite1.0ms (0%)

eval5.0ms (0.3%)

prune5.0ms (0.3%)

simplify1.0ms (0%)

localize43.0ms (2.1%)

series107.0ms (5.3%)

simplify3.0ms (0.1%)

rewrite1.0ms (0%)

eval3.0ms (0.2%)

prune7.0ms (0.4%)

simplify1.0ms (0.1%)

localize39.0ms (1.9%)

series101.0ms (5%)

simplify1.0ms (0%)

rewrite1.0ms (0%)

eval3.0ms (0.2%)

prune10.0ms (0.5%)

regimes42.0ms (2.1%)

regimes38.0ms (1.9%)

regimes18.0ms (0.9%)

regimes17.0ms (0.8%)

regimes9.0ms (0.4%)

regimes16.0ms (0.8%)

regimes12.0ms (0.6%)

regimes18.0ms (0.9%)

regimes12.0ms (0.6%)

bsearch1.0ms (0%)

bsearch1.0ms (0%)

bsearch1.0ms (0%)

bsearch1.0ms (0%)

bsearch1.0ms (0%)

bsearch17.0ms (0.8%)

simplify6.0ms (0.3%)

soundness3.0ms (0.1%)

preprocess47.0ms (2.4%)

end0.0ms (0%)

Profiling