Metrics for Statistics.Distribution.Poisson.Internal:probability from math-functions-0.1.5.2

start0.0ms (0%)

Memory: 0.0MiB live, 0.0MiB allocated

analyze1.0ms (0.1%)

Memory

0.9MiB live, 0.9MiB 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
100%	49.9%	0%	0.1%	0%	49.9%	0%	3

Compiler

Compiled 11 to 10 computations (9.1% saved)

sample890.0ms (60.4%)

Memory

-3.9MiB live, 1 476.5MiB allocated

Samples

576.0ms

8 256×

valid

Precisions

Click to see histograms. Total time spent on operations: 359.0ms

ival-log: 130.0ms (36.3% of total)

ival-exp: 72.0ms (20.1% of total)

ival-mult: 65.0ms (18.1% of total)

ival-sub: 42.0ms (11.7% of total)

ival-add: 39.0ms (10.9% of total)

ival-true: 7.0ms (2% of total)

ival-assert: 4.0ms (1.1% of total)

Bogosity

explain109.0ms (7.4%)

Memory

16.9MiB live, 181.5MiB allocated

FPErrors

Click to see full error table

Overpredictions	Example	Example	Subexpression
3	(364.5650255550046 1.4584615638146575e-251 1.4408158381497279e-183)	-	`(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))`
0	-	-	`(*.f64 y (log.f64 y))`
0	-	-	`(log.f64 y)`
0	-	-	`y`
0	-	-	`(+.f64 x (*.f64 y (log.f64 y)))`
0	-	-	`(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)`
0	-	-	`z`
0	-	-	`x`

Explanations

Click to see full explanations table

Operator	Subexpression	Explanation	Count
`exp.f64`	`(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))`	sensitivity	3	0

Confusion

	Predicted +	Predicted -
+	0	0
-	3	253

Precision

0.0

Recall

0/0

Confusion?

	Predicted +	Predicted Maybe	Predicted -
+	0	0	0
-	3	0	253

Precision?

0.0

Recall?

0/0

Freqs

test

number	freq
0	253
1	3

Total Confusion?

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

Precision?

0.0

Recall?

0/0

Samples

36.0ms

512×

valid

Compiler

Compiled 109 to 36 computations (67% saved)

Precisions

Click to see histograms. Total time spent on operations: 20.0ms

ival-log: 7.0ms (35% of total)

ival-exp: 4.0ms (20% of total)

ival-mult: 4.0ms (20% of total)

ival-sub: 2.0ms (10% of total)

ival-add: 2.0ms (10% of total)

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

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

preprocess3.0ms (0.2%)

Memory

5.5MiB live, 5.5MiB allocated

Algorithm

1×	egg-herbie

Calls

Call 1

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

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

Compiler

Compiled 9 to 8 computations (11.1% saved)

eval0.0ms (0%)

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

prune0.0ms (0%)

Memory

0.6MiB live, 0.6MiB allocated

Alt Table

Click to see full alt table

Status	Accuracy	Program
▶	100.0%	(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))

Compiler

Compiled 9 to 8 computations (11.1% 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 y (log.f64 y))
cost-diff	0	(+.f64 x (*.f64 y (log.f64 y)))
cost-diff	0	(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)
cost-diff	0	(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))

Calls

Call 1

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

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

localize29.0ms (2%)

Memory

-6.2MiB live, 30.7MiB allocated

Localize:

Found 4 expressions of interest:

New	Metric	Score
accuracy	0.0	(log.f64 y)
accuracy	0.0	(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
accuracy	0.00390625	(+.f64 x (*.f64 y (log.f64 y)))
accuracy	0.25390625	(*.f64 y (log.f64 y))

Samples

18.0ms

256×

valid

Compiler

Compiled 66 to 18 computations (72.7% saved)

Precisions

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

ival-log: 3.0ms (31% of total)

ival-exp: 2.0ms (20.6% of total)

ival-mult: 2.0ms (20.6% of total)

ival-sub: 1.0ms (10.3% of total)

ival-add: 1.0ms (10.3% of total)

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

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

series79.0ms (5.4%)

Memory

4.0MiB live, 121.4MiB allocated

Counts

5 → 38

Calls

Call 1

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

Outputs
(exp (- (* y (log y)) z))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* x (+ (* 1/6 (* x (exp (- (* y (log y)) z)))) (* 1/2 (exp (- (* y (log y)) z))))))))
(- (* y (log y)) z)
(- (+ x (* y (log y))) z)
(* y (log y))
(+ x (* y (log y)))
(exp (- (+ x (* y (log y))) z))
x
(* x (- (+ 1 (/ (* y (log y)) x)) (/ z x)))
(* x (+ 1 (/ (* y (log y)) x)))
(exp (- (* y (log y)) (+ z (* -1 x))))
(* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1)))
(* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1)))
(exp (- x z))
(+ (exp (- x z)) (* y (* (exp (- x z)) (log y))))
(+ (exp (- x z)) (* y (+ (* 1/2 (* y (* (exp (- x z)) (pow (log y) 2)))) (* (exp (- x z)) (log y)))))
(+ (exp (- x z)) (* y (+ (* y (+ (* 1/6 (* y (* (exp (- x z)) (pow (log y) 3)))) (* 1/2 (* (exp (- x z)) (pow (log y) 2))))) (* (exp (- x z)) (log y)))))
(- x z)
(log y)
(* -1 (* y (log (/ 1 y))))
(* y (- (+ (* -1 (log (/ 1 y))) (/ x y)) (/ z y)))
(* y (+ (* -1 (log (/ 1 y))) (/ x y)))
(* -1 (log (/ 1 y)))
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y)))))
(+ (log -1) (* -1 (log (/ -1 y))))
(exp (+ x (* y (log y))))
(+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y)))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y)))))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* z (+ (* -1/6 (* z (exp (+ x (* y (log y)))))) (* 1/2 (exp (+ x (* y (log y))))))))))
(+ x (+ (* -1 z) (* y (log y))))
(* -1 z)
(* z (- (+ (/ x z) (/ (* y (log y)) z)) 1))
(exp (+ x (+ (* -1 z) (* y (log y)))))
(* -1 (* z (+ 1 (* -1 (/ (+ x (* y (log y))) z)))))

Calls

9 calls:

Time	Variable		Point	Expression
45.0ms	y	@	0	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (* y (log y)) (log y))
14.0ms	y	@	-inf	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (* y (log y)) (log y))
7.0ms	y	@	inf	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (* y (log y)) (log y))
6.0ms	x	@	0	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (* y (log y)) (log y))
2.0ms	z	@	0	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (* y (log y)) (log y))

simplify1.0ms (0%)

Memory

1.6MiB live, 1.6MiB allocated

Algorithm

1×	egg-herbie

Counts

38 → 5

Calls

Call 1

Inputs
(exp (- (* y (log y)) z))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* x (+ (* 1/6 (* x (exp (- (* y (log y)) z)))) (* 1/2 (exp (- (* y (log y)) z))))))))
(- (* y (log y)) z)
(- (+ x (* y (log y))) z)
(* y (log y))
(+ x (* y (log y)))
(exp (- (+ x (* y (log y))) z))
x
(* x (- (+ 1 (/ (* y (log y)) x)) (/ z x)))
(* x (+ 1 (/ (* y (log y)) x)))
(exp (- (* y (log y)) (+ z (* -1 x))))
(* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1)))
(* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1)))
(exp (- x z))
(+ (exp (- x z)) (* y (* (exp (- x z)) (log y))))
(+ (exp (- x z)) (* y (+ (* 1/2 (* y (* (exp (- x z)) (pow (log y) 2)))) (* (exp (- x z)) (log y)))))
(+ (exp (- x z)) (* y (+ (* y (+ (* 1/6 (* y (* (exp (- x z)) (pow (log y) 3)))) (* 1/2 (* (exp (- x z)) (pow (log y) 2))))) (* (exp (- x z)) (log y)))))
(- x z)
(log y)
(* -1 (* y (log (/ 1 y))))
(* y (- (+ (* -1 (log (/ 1 y))) (/ x y)) (/ z y)))
(* y (+ (* -1 (log (/ 1 y))) (/ x y)))
(* -1 (log (/ 1 y)))
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y)))))
(+ (log -1) (* -1 (log (/ -1 y))))
(exp (+ x (* y (log y))))
(+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y)))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y)))))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* z (+ (* -1/6 (* z (exp (+ x (* y (log y)))))) (* 1/2 (exp (+ x (* y (log y))))))))))
(+ x (+ (* -1 z) (* y (log y))))
(* -1 z)
(* z (- (+ (/ x z) (/ (* y (log y)) z)) 1))
(exp (+ x (+ (* -1 z) (* y (log y)))))
(* -1 (* z (+ 1 (* -1 (/ (+ x (* y (log y))) z)))))

Outputs
(exp (- (* y (log y)) z))
(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
(+.f64 x (*.f64 y (log.f64 y)))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* x (+ (* 1/6 (* x (exp (- (* y (log y)) z)))) (* 1/2 (exp (- (* y (log y)) z))))))))
(*.f64 y (log.f64 y))
(- (* y (log y)) z)
(log.f64 y)

rewrite0.0ms (0%)

Memory

1.1MiB live, 1.1MiB allocated

Counts

5 → 5

Calls

Call 1

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

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

eval1.0ms (0.1%)

Memory: 2.4MiB live, 2.4MiB allocated
Compiler: Compiled 124 to 19 computations (84.7% saved)

prune2.0ms (0.1%)

Memory

4.2MiB live, 4.2MiB 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

100.0%

Counts

11 → 5

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	100.0%	(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
▶	4.9%	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (log.f64 y)))
▶	6.3%	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
▶	5.9%	#s(approx (exp (- (+ x (* y (log y))) z)) (+.f64 x (*.f64 y (log.f64 y))))
▶	5.5%	#s(approx (exp (- (+ x (* y (log y))) z)) (*.f64 y (log.f64 y)))

Compiler

Compiled 69 to 54 computations (21.7% saved)

simplify1.0ms (0%)

Memory

1.3MiB live, 1.3MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 14 expressions of interest:

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

Calls

Call 1

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

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

localize38.0ms (2.6%)

Memory

-27.4MiB live, 55.3MiB allocated

Localize:

Found 14 expressions of interest:

New	Metric	Score
accuracy	0.0	(log.f64 y)
accuracy	0.0	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (log.f64 y)))
accuracy	61.64236138014374	#s(approx (- (+ x (* y (log y))) z) (log.f64 y))
accuracy	0.0	(log.f64 y)
accuracy	0.00390625	(+.f64 x (*.f64 y (log.f64 y)))
accuracy	0.25390625	(*.f64 y (log.f64 y))
accuracy	59.97322660214517	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
accuracy	0.0	(log.f64 y)
accuracy	0.00390625	(+.f64 x (*.f64 y (log.f64 y)))
accuracy	0.25390625	(*.f64 y (log.f64 y))
accuracy	60.216781886077776	#s(approx (exp (- (+ x (* y (log y))) z)) (+.f64 x (*.f64 y (log.f64 y))))
accuracy	0.0	(log.f64 y)
accuracy	0.25390625	(*.f64 y (log.f64 y))
accuracy	60.4832897908241	#s(approx (exp (- (+ x (* y (log y))) z)) (*.f64 y (log.f64 y)))

Samples

27.0ms

256×

valid

Compiler

Compiled 211 to 27 computations (87.2% saved)

Precisions

Click to see histograms. Total time spent on operations: 16.0ms

ival-mult: 8.0ms (50.8% of total)

ival-log: 3.0ms (19.1% of total)

ival-exp: 2.0ms (12.7% of total)

ival-sub: 1.0ms (6.4% of total)

ival-add: 1.0ms (6.4% of total)

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

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

series34.0ms (2.3%)

Memory

14.2MiB live, 51.8MiB allocated

Counts

9 → 38

Calls

Call 1

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

Outputs
(exp (- (* y (log y)) z))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* x (+ (* 1/6 (* x (exp (- (* y (log y)) z)))) (* 1/2 (exp (- (* y (log y)) z))))))))
(* y (log y))
(+ x (* y (log y)))
(- (* y (log y)) z)
(- (+ x (* y (log y))) z)
(exp (- (+ x (* y (log y))) z))
x
(* x (+ 1 (/ (* y (log y)) x)))
(* x (- (+ 1 (/ (* y (log y)) x)) (/ z x)))
(exp (- (* y (log y)) (+ z (* -1 x))))
(* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1)))
(* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1)))
(exp (- x z))
(+ (exp (- x z)) (* y (* (exp (- x z)) (log y))))
(+ (exp (- x z)) (* y (+ (* 1/2 (* y (* (exp (- x z)) (pow (log y) 2)))) (* (exp (- x z)) (log y)))))
(+ (exp (- x z)) (* y (+ (* y (+ (* 1/6 (* y (* (exp (- x z)) (pow (log y) 3)))) (* 1/2 (* (exp (- x z)) (pow (log y) 2))))) (* (exp (- x z)) (log y)))))
(log y)
(- x z)
(* -1 (* y (log (/ 1 y))))
(* -1 (log (/ 1 y)))
(* y (+ (* -1 (log (/ 1 y))) (/ x y)))
(* y (- (+ (* -1 (log (/ 1 y))) (/ x y)) (/ z y)))
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(+ (log -1) (* -1 (log (/ -1 y))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y)))))
(exp (+ x (* y (log y))))
(+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y)))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y)))))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* z (+ (* -1/6 (* z (exp (+ x (* y (log y)))))) (* 1/2 (exp (+ x (* y (log y))))))))))
(+ x (+ (* -1 z) (* y (log y))))
(* -1 z)
(* z (- (+ (/ x z) (/ (* y (log y)) z)) 1))
(exp (+ x (+ (* -1 z) (* y (log y)))))
(* -1 (* z (+ 1 (* -1 (/ (+ x (* y (log y))) z)))))

Calls

9 calls:

Time	Variable		Point	Expression
10.0ms	y	@	inf	((exp (- (+ x (* y (log y))) z)) (* y (log y)) (log y) (exp (- (+ x (* y (log y))) z)) (+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z))
8.0ms	y	@	0	((exp (- (+ x (* y (log y))) z)) (* y (log y)) (log y) (exp (- (+ x (* y (log y))) z)) (+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z))
7.0ms	y	@	-inf	((exp (- (+ x (* y (log y))) z)) (* y (log y)) (log y) (exp (- (+ x (* y (log y))) z)) (+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z))
2.0ms	x	@	0	((exp (- (+ x (* y (log y))) z)) (* y (log y)) (log y) (exp (- (+ x (* y (log y))) z)) (+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z))
2.0ms	z	@	0	((exp (- (+ x (* y (log y))) z)) (* y (log y)) (log y) (exp (- (+ x (* y (log y))) z)) (+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z))

simplify1.0ms (0%)

Memory

1.0MiB live, 1.0MiB allocated

Algorithm

1×	egg-herbie

Counts

38 → 9

Calls

Call 1

Inputs
(exp (- (* y (log y)) z))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* x (+ (* 1/6 (* x (exp (- (* y (log y)) z)))) (* 1/2 (exp (- (* y (log y)) z))))))))
(* y (log y))
(+ x (* y (log y)))
(- (* y (log y)) z)
(- (+ x (* y (log y))) z)
(exp (- (+ x (* y (log y))) z))
x
(* x (+ 1 (/ (* y (log y)) x)))
(* x (- (+ 1 (/ (* y (log y)) x)) (/ z x)))
(exp (- (* y (log y)) (+ z (* -1 x))))
(* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1)))
(* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1)))
(exp (- x z))
(+ (exp (- x z)) (* y (* (exp (- x z)) (log y))))
(+ (exp (- x z)) (* y (+ (* 1/2 (* y (* (exp (- x z)) (pow (log y) 2)))) (* (exp (- x z)) (log y)))))
(+ (exp (- x z)) (* y (+ (* y (+ (* 1/6 (* y (* (exp (- x z)) (pow (log y) 3)))) (* 1/2 (* (exp (- x z)) (pow (log y) 2))))) (* (exp (- x z)) (log y)))))
(log y)
(- x z)
(* -1 (* y (log (/ 1 y))))
(* -1 (log (/ 1 y)))
(* y (+ (* -1 (log (/ 1 y))) (/ x y)))
(* y (- (+ (* -1 (log (/ 1 y))) (/ x y)) (/ z y)))
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(+ (log -1) (* -1 (log (/ -1 y))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y)))))
(exp (+ x (* y (log y))))
(+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y)))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y)))))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* z (+ (* -1/6 (* z (exp (+ x (* y (log y)))))) (* 1/2 (exp (+ x (* y (log y))))))))))
(+ x (+ (* -1 z) (* y (log y))))
(* -1 z)
(* z (- (+ (/ x z) (/ (* y (log y)) z)) 1))
(exp (+ x (+ (* -1 z) (* y (log y)))))
(* -1 (* z (+ 1 (* -1 (/ (+ x (* y (log y))) z)))))

Outputs
(exp (- (* y (log y)) z))
#s(approx (exp (- (+ x (* y (log y))) z)) (*.f64 y (log.f64 y)))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(*.f64 y (log.f64 y))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
(log.f64 y)
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* x (+ (* 1/6 (* x (exp (- (* y (log y)) z)))) (* 1/2 (exp (- (* y (log y)) z))))))))
#s(approx (exp (- (+ x (* y (log y))) z)) (+.f64 x (*.f64 y (log.f64 y))))
(* y (log y))
(+.f64 x (*.f64 y (log.f64 y)))
(+ x (* y (log y)))
#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
(- (* y (log y)) z)
(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)
(- (+ x (* y (log y))) z)
(exp.f64 #s(approx (- (+ x (* y (log y))) z) (log.f64 y)))
(exp (- (+ x (* y (log y))) z))
#s(approx (- (+ x (* y (log y))) z) (log.f64 y))

rewrite1.0ms (0%)

Memory

0.9MiB live, 0.9MiB allocated

Counts

9 → 9

Calls

Call 1

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

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

eval2.0ms (0.2%)

Memory: 4.1MiB live, 4.1MiB allocated
Compiler: Compiled 493 to 33 computations (93.3% saved)

prune4.0ms (0.3%)

Memory

6.8MiB live, 6.8MiB allocated

Pruning

7 alts after pruning (2 fresh and 5 done)

	Pruned	Kept	Total
New	23	2	25
Fresh	0	0	0
Picked	0	4	4
Done	0	1	1
Total	23	7	30

Accuracy

100.0%

Counts

30 → 7

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	100.0%	(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
✓	4.9%	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (log.f64 y)))
✓	6.3%	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
▶	6.3%	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 #s(approx (+ x (* y (log y))) #s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))) z))
✓	5.9%	#s(approx (exp (- (+ x (* y (log y))) z)) (+.f64 x (*.f64 y (log.f64 y))))
✓	5.5%	#s(approx (exp (- (+ x (* y (log y))) z)) (*.f64 y (log.f64 y)))
▶	2.3%	#s(approx (exp (- (+ x (* y (log y))) z)) (log.f64 y))

Compiler

Compiled 118 to 80 computations (32.2% saved)

simplify3.0ms (0.2%)

Memory

-37.3MiB live, 1.0MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 6 expressions of interest:

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

Calls

Call 1

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

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

localize27.0ms (1.8%)

Memory

35.8MiB live, 35.8MiB allocated

Localize:

Found 6 expressions of interest:

New	Metric	Score
accuracy	0.25390625	(*.f64 y (log.f64 y))
accuracy	59.97322660214517	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
accuracy	59.97322660214517	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 #s(approx (+ x (* y (log y))) #s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))) z))
accuracy	60.216781886077776	#s(approx (+ x (* y (log y))) #s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)))
accuracy	0.0	(log.f64 y)
accuracy	62.4982031569127	#s(approx (exp (- (+ x (* y (log y))) z)) (log.f64 y))

Samples

19.0ms

256×

valid

Compiler

Compiled 214 to 27 computations (87.4% saved)

Precisions

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

ival-log: 3.0ms (30.8% of total)

ival-exp: 2.0ms (20.6% of total)

ival-mult: 2.0ms (20.6% of total)

ival-sub: 1.0ms (10.3% of total)

ival-add: 1.0ms (10.3% of total)

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

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

series39.0ms (2.7%)

Memory

-21.6MiB live, 66.2MiB allocated

Counts

7 → 38

Calls

Call 1

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

Outputs
(exp (- (* y (log y)) z))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* x (+ (* 1/6 (* x (exp (- (* y (log y)) z)))) (* 1/2 (exp (- (* y (log y)) z))))))))
(- (* y (log y)) z)
(- (+ x (* y (log y))) z)
(* y (log y))
(+ x (* y (log y)))
(exp (- (+ x (* y (log y))) z))
x
(* x (- (+ 1 (/ (* y (log y)) x)) (/ z x)))
(* x (+ 1 (/ (* y (log y)) x)))
(exp (- (* y (log y)) (+ z (* -1 x))))
(* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1)))
(* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1)))
(exp (- x z))
(+ (exp (- x z)) (* y (* (exp (- x z)) (log y))))
(+ (exp (- x z)) (* y (+ (* 1/2 (* y (* (exp (- x z)) (pow (log y) 2)))) (* (exp (- x z)) (log y)))))
(+ (exp (- x z)) (* y (+ (* y (+ (* 1/6 (* y (* (exp (- x z)) (pow (log y) 3)))) (* 1/2 (* (exp (- x z)) (pow (log y) 2))))) (* (exp (- x z)) (log y)))))
(log y)
(- x z)
(* -1 (log (/ 1 y)))
(* -1 (* y (log (/ 1 y))))
(* y (- (+ (* -1 (log (/ 1 y))) (/ x y)) (/ z y)))
(* y (+ (* -1 (log (/ 1 y))) (/ x y)))
(+ (log -1) (* -1 (log (/ -1 y))))
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y)))))
(exp (+ x (* y (log y))))
(+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y)))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y)))))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* z (+ (* -1/6 (* z (exp (+ x (* y (log y)))))) (* 1/2 (exp (+ x (* y (log y))))))))))
(+ x (+ (* -1 z) (* y (log y))))
(* -1 z)
(* z (- (+ (/ x z) (/ (* y (log y)) z)) 1))
(exp (+ x (+ (* -1 z) (* y (log y)))))
(* -1 (* z (+ 1 (* -1 (/ (+ x (* y (log y))) z)))))

Calls

9 calls:

Time	Variable		Point	Expression
13.0ms	y	@	-inf	((exp (- (+ x (* y (log y))) z)) (log y) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (* y (log y)))
8.0ms	y	@	0	((exp (- (+ x (* y (log y))) z)) (log y) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (* y (log y)))
7.0ms	y	@	inf	((exp (- (+ x (* y (log y))) z)) (log y) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (* y (log y)))
5.0ms	x	@	inf	((exp (- (+ x (* y (log y))) z)) (log y) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (* y (log y)))
2.0ms	x	@	0	((exp (- (+ x (* y (log y))) z)) (log y) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (* y (log y)))

simplify1.0ms (0%)

Memory

1.3MiB live, 1.3MiB allocated

Algorithm

1×	egg-herbie

Counts

38 → 7

Calls

Call 1

Inputs
(exp (- (* y (log y)) z))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* x (+ (* 1/6 (* x (exp (- (* y (log y)) z)))) (* 1/2 (exp (- (* y (log y)) z))))))))
(- (* y (log y)) z)
(- (+ x (* y (log y))) z)
(* y (log y))
(+ x (* y (log y)))
(exp (- (+ x (* y (log y))) z))
x
(* x (- (+ 1 (/ (* y (log y)) x)) (/ z x)))
(* x (+ 1 (/ (* y (log y)) x)))
(exp (- (* y (log y)) (+ z (* -1 x))))
(* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1)))
(* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1)))
(exp (- x z))
(+ (exp (- x z)) (* y (* (exp (- x z)) (log y))))
(+ (exp (- x z)) (* y (+ (* 1/2 (* y (* (exp (- x z)) (pow (log y) 2)))) (* (exp (- x z)) (log y)))))
(+ (exp (- x z)) (* y (+ (* y (+ (* 1/6 (* y (* (exp (- x z)) (pow (log y) 3)))) (* 1/2 (* (exp (- x z)) (pow (log y) 2))))) (* (exp (- x z)) (log y)))))
(log y)
(- x z)
(* -1 (log (/ 1 y)))
(* -1 (* y (log (/ 1 y))))
(* y (- (+ (* -1 (log (/ 1 y))) (/ x y)) (/ z y)))
(* y (+ (* -1 (log (/ 1 y))) (/ x y)))
(+ (log -1) (* -1 (log (/ -1 y))))
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y)))))
(exp (+ x (* y (log y))))
(+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y)))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y)))))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* z (+ (* -1/6 (* z (exp (+ x (* y (log y)))))) (* 1/2 (exp (+ x (* y (log y))))))))))
(+ x (+ (* -1 z) (* y (log y))))
(* -1 z)
(* z (- (+ (/ x z) (/ (* y (log y)) z)) 1))
(exp (+ x (+ (* -1 z) (* y (log y)))))
(* -1 (* z (+ 1 (* -1 (/ (+ x (* y (log y))) z)))))

Outputs
(exp (- (* y (log y)) z))
#s(approx (exp (- (+ x (* y (log y))) z)) (log.f64 y))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(log.f64 y)
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 #s(approx (+ x (* y (log y))) #s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))) z))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* x (+ (* 1/6 (* x (exp (- (* y (log y)) z)))) (* 1/2 (exp (- (* y (log y)) z))))))))
(-.f64 #s(approx (+ x (* y (log y))) #s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))) z)
(- (* y (log y)) z)
#s(approx (+ x (* y (log y))) #s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)))
(- (+ x (* y (log y))) z)
#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
(* y (log y))
(*.f64 y (log.f64 y))

rewrite0.0ms (0%)

Memory

1.1MiB live, 1.1MiB allocated

Counts

7 → 7

Calls

Call 1

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

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

eval1.0ms (0.1%)

Memory: 3.0MiB live, 3.0MiB allocated
Compiler: Compiled 419 to 26 computations (93.8% saved)

prune4.0ms (0.2%)

Memory

10.1MiB live, 10.1MiB allocated

Pruning

8 alts after pruning (1 fresh and 7 done)

	Pruned	Kept	Total
New	12	1	13
Fresh	0	0	0
Picked	0	2	2
Done	0	5	5
Total	12	8	20

Accuracy

100.0%

Counts

20 → 8

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	100.0%	(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
✓	4.9%	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (log.f64 y)))
✓	6.3%	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
▶	5.7%	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 #s(approx (+ x (* y (log y))) (*.f64 y (log.f64 y))) z))
✓	6.3%	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 #s(approx (+ x (* y (log y))) #s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))) z))
✓	5.9%	#s(approx (exp (- (+ x (* y (log y))) z)) (+.f64 x (*.f64 y (log.f64 y))))
✓	5.5%	#s(approx (exp (- (+ x (* y (log y))) z)) (*.f64 y (log.f64 y)))
✓	2.3%	#s(approx (exp (- (+ x (* y (log y))) z)) (log.f64 y))

Compiler

Compiled 141 to 93 computations (34% saved)

simplify0.0ms (0%)

Memory

1.2MiB live, 1.2MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 4 expressions of interest:

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

Calls

Call 1

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

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

localize26.0ms (1.8%)

Memory

-21.0MiB live, 56.5MiB allocated

Localize:

Found 4 expressions of interest:

New	Metric	Score
accuracy	0.0	(log.f64 y)
accuracy	0.25390625	(*.f64 y (log.f64 y))
accuracy	32.25156529101848	#s(approx (+ x (* y (log y))) (*.f64 y (log.f64 y)))
accuracy	59.97322660214517	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 #s(approx (+ x (* y (log y))) (*.f64 y (log.f64 y))) z))

Samples

19.0ms

256×

valid

Compiler

Compiled 88 to 23 computations (73.9% saved)

Precisions

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

ival-log: 5.0ms (42.7% of total)

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

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

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

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

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

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

series32.0ms (2.2%)

Memory

-13.4MiB live, 67.3MiB allocated

Counts

5 → 38

Calls

Call 1

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

Outputs
(exp (- (* y (log y)) z))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* x (+ (* 1/6 (* x (exp (- (* y (log y)) z)))) (* 1/2 (exp (- (* y (log y)) z))))))))
(- (* y (log y)) z)
(- (+ x (* y (log y))) z)
(* y (log y))
(+ x (* y (log y)))
(exp (- (+ x (* y (log y))) z))
x
(* x (- (+ 1 (/ (* y (log y)) x)) (/ z x)))
(* x (+ 1 (/ (* y (log y)) x)))
(exp (- (* y (log y)) (+ z (* -1 x))))
(* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1)))
(* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1)))
(exp (- x z))
(+ (exp (- x z)) (* y (* (exp (- x z)) (log y))))
(+ (exp (- x z)) (* y (+ (* 1/2 (* y (* (exp (- x z)) (pow (log y) 2)))) (* (exp (- x z)) (log y)))))
(+ (exp (- x z)) (* y (+ (* y (+ (* 1/6 (* y (* (exp (- x z)) (pow (log y) 3)))) (* 1/2 (* (exp (- x z)) (pow (log y) 2))))) (* (exp (- x z)) (log y)))))
(- x z)
(log y)
(* -1 (* y (log (/ 1 y))))
(* y (- (+ (* -1 (log (/ 1 y))) (/ x y)) (/ z y)))
(* y (+ (* -1 (log (/ 1 y))) (/ x y)))
(* -1 (log (/ 1 y)))
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y)))))
(+ (log -1) (* -1 (log (/ -1 y))))
(exp (+ x (* y (log y))))
(+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y)))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y)))))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* z (+ (* -1/6 (* z (exp (+ x (* y (log y)))))) (* 1/2 (exp (+ x (* y (log y))))))))))
(+ x (+ (* -1 z) (* y (log y))))
(* -1 z)
(* z (- (+ (/ x z) (/ (* y (log y)) z)) 1))
(exp (+ x (+ (* -1 z) (* y (log y)))))
(* -1 (* z (+ 1 (* -1 (/ (+ x (* y (log y))) z)))))

Calls

9 calls:

Time	Variable		Point	Expression
10.0ms	y	@	0	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (* y (log y)) (log y))
7.0ms	y	@	-inf	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (* y (log y)) (log y))
7.0ms	y	@	inf	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (* y (log y)) (log y))
2.0ms	z	@	inf	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (* y (log y)) (log y))
2.0ms	x	@	0	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (+ x (* y (log y))) (* y (log y)) (log y))

simplify1.0ms (0%)

Memory

1.1MiB live, 1.1MiB allocated

Algorithm

1×	egg-herbie

Counts

38 → 5

Calls

Call 1

Inputs
(exp (- (* y (log y)) z))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* x (+ (* 1/6 (* x (exp (- (* y (log y)) z)))) (* 1/2 (exp (- (* y (log y)) z))))))))
(- (* y (log y)) z)
(- (+ x (* y (log y))) z)
(* y (log y))
(+ x (* y (log y)))
(exp (- (+ x (* y (log y))) z))
x
(* x (- (+ 1 (/ (* y (log y)) x)) (/ z x)))
(* x (+ 1 (/ (* y (log y)) x)))
(exp (- (* y (log y)) (+ z (* -1 x))))
(* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1)))
(* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1)))
(exp (- x z))
(+ (exp (- x z)) (* y (* (exp (- x z)) (log y))))
(+ (exp (- x z)) (* y (+ (* 1/2 (* y (* (exp (- x z)) (pow (log y) 2)))) (* (exp (- x z)) (log y)))))
(+ (exp (- x z)) (* y (+ (* y (+ (* 1/6 (* y (* (exp (- x z)) (pow (log y) 3)))) (* 1/2 (* (exp (- x z)) (pow (log y) 2))))) (* (exp (- x z)) (log y)))))
(- x z)
(log y)
(* -1 (* y (log (/ 1 y))))
(* y (- (+ (* -1 (log (/ 1 y))) (/ x y)) (/ z y)))
(* y (+ (* -1 (log (/ 1 y))) (/ x y)))
(* -1 (log (/ 1 y)))
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y)))))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y)))))
(+ (log -1) (* -1 (log (/ -1 y))))
(exp (+ x (* y (log y))))
(+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y)))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y)))))))))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* z (+ (* -1/6 (* z (exp (+ x (* y (log y)))))) (* 1/2 (exp (+ x (* y (log y))))))))))
(+ x (+ (* -1 z) (* y (log y))))
(* -1 z)
(* z (- (+ (/ x z) (/ (* y (log y)) z)) 1))
(exp (+ x (+ (* -1 z) (* y (log y)))))
(* -1 (* z (+ 1 (* -1 (/ (+ x (* y (log y))) z)))))

Outputs
(exp (- (* y (log y)) z))
#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 #s(approx (+ x (* y (log y))) (*.f64 y (log.f64 y))) z))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(-.f64 #s(approx (+ x (* y (log y))) (*.f64 y (log.f64 y))) z)
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
#s(approx (+ x (* y (log y))) (*.f64 y (log.f64 y)))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* x (+ (* 1/6 (* x (exp (- (* y (log y)) z)))) (* 1/2 (exp (- (* y (log y)) z))))))))
(*.f64 y (log.f64 y))
(- (* y (log y)) z)
(log.f64 y)

rewrite0.0ms (0%)

Memory

0.9MiB live, 0.9MiB allocated

Counts

5 → 5

Calls

Call 1

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

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

eval1.0ms (0.1%)

Memory: 2.1MiB live, 2.1MiB allocated
Compiler: Compiled 204 to 18 computations (91.2% saved)

prune4.0ms (0.3%)

Memory

9.1MiB live, 9.1MiB allocated

Pruning

8 alts after pruning (0 fresh and 8 done)

	Pruned	Kept	Total
New	9	0	9
Fresh	0	0	0
Picked	0	1	1
Done	0	7	7
Total	9	8	17

Accuracy

100.0%

Counts

17 → 8

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	100.0%	(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
✓	4.9%	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (log.f64 y)))
✓	6.3%	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
✓	5.7%	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 #s(approx (+ x (* y (log y))) (*.f64 y (log.f64 y))) z))
✓	6.3%	#s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 #s(approx (+ x (* y (log y))) #s(approx (exp (- (+ x (* y (log y))) z)) (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))) z))
✓	5.9%	#s(approx (exp (- (+ x (* y (log y))) z)) (+.f64 x (*.f64 y (log.f64 y))))
✓	5.5%	#s(approx (exp (- (+ x (* y (log y))) z)) (*.f64 y (log.f64 y)))
✓	2.3%	#s(approx (exp (- (+ x (* y (log y))) z)) (log.f64 y))

Compiler

Compiled 282 to 118 computations (58.2% saved)

regimes23.0ms (1.5%)

Memory

2.9MiB live, 41.9MiB allocated

Counts

8 → 1

Calls

Call 1

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

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

Calls

7 calls:

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

Results

Accuracy	Segments	Branch
100.0%	1	`x`
100.0%	1	`y`
100.0%	1	`z`
100.0%	1	`(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))`
100.0%	1	`(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)`
100.0%	1	`(+.f64 x (*.f64 y (log.f64 y)))`
100.0%	1	`(*.f64 y (log.f64 y))`

Compiler

Compiled 30 to 35 computations (-16.7% saved)

regimes21.0ms (1.4%)

Memory

-4.8MiB live, 33.7MiB allocated

Counts

7 → 1

Calls

Call 1

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

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

Calls

7 calls:

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

Results

Accuracy	Segments	Branch
6.3%	1	`x`
6.3%	1	`y`
6.3%	1	`z`
6.3%	1	`(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))`
6.3%	1	`(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)`
6.3%	1	`(+.f64 x (*.f64 y (log.f64 y)))`
6.3%	1	`(*.f64 y (log.f64 y))`

Compiler

Compiled 30 to 35 computations (-16.7% saved)

regimes17.0ms (1.2%)

Memory

-10.0MiB live, 28.7MiB allocated

Counts

5 → 1

Calls

Call 1

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

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

Calls

7 calls:

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

Results

Accuracy	Segments	Branch
6.3%	1	`(+.f64 x (*.f64 y (log.f64 y)))`
6.3%	1	`(*.f64 y (log.f64 y))`
6.3%	1	`x`
6.3%	1	`y`
6.3%	1	`(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)`
6.3%	1	`(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))`
6.3%	1	`z`

Compiler

Compiled 30 to 35 computations (-16.7% saved)

regimes14.0ms (1%)

Memory

26.1MiB live, 26.1MiB allocated

Counts

4 → 1

Calls

Call 1

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

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

Calls

7 calls:

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

Results

Accuracy	Segments	Branch
5.9%	1	`(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)`
5.9%	1	`(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))`
5.9%	1	`(*.f64 y (log.f64 y))`
5.9%	1	`y`
5.9%	1	`(+.f64 x (*.f64 y (log.f64 y)))`
5.9%	1	`z`
5.9%	1	`x`

Compiler

Compiled 30 to 35 computations (-16.7% saved)

regimes12.0ms (0.8%)

Memory

-19.0MiB live, 20.7MiB allocated

Counts

2 → 1

Calls

Call 1

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

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

Calls

7 calls:

3.0ms	(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
1.0ms	x
1.0ms	(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)
1.0ms	(+.f64 x (*.f64 y (log.f64 y)))
1.0ms	(*.f64 y (log.f64 y))

Results

Accuracy	Segments	Branch
5.5%	1	`(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)`
5.5%	1	`z`
5.5%	1	`(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))`
5.5%	1	`(+.f64 x (*.f64 y (log.f64 y)))`
5.5%	1	`x`
5.5%	1	`(*.f64 y (log.f64 y))`
5.5%	1	`y`

Compiler

Compiled 30 to 35 computations (-16.7% saved)

regimes8.0ms (0.6%)

Memory

18.2MiB live, 18.2MiB allocated

Accuracy

Total 0.0b remaining (0%)

Threshold costs 0b (0%)

Counts

1 → 1

Calls

Call 1

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

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

Calls

7 calls:

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

Results

Accuracy	Segments	Branch
2.3%	1	`(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)`
2.3%	1	`(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))`
2.3%	1	`(+.f64 x (*.f64 y (log.f64 y)))`
2.3%	1	`x`
2.3%	1	`y`
2.3%	1	`(*.f64 y (log.f64 y))`
2.3%	1	`z`

Compiler

Compiled 30 to 35 computations (-16.7% saved)

simplify4.0ms (0.3%)

Memory

8.6MiB live, 8.6MiB allocated

Algorithm

1×	egg-herbie

Calls

Call 1

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

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

soundness1.0ms (0.1%)

Memory

2.0MiB live, 2.0MiB allocated

Stop Event

1×

done

Compiler

Compiled 106 to 20 computations (81.1% saved)

preprocess37.0ms (2.5%)

Memory: -17.0MiB live, 59.2MiB allocated
Compiler: Compiled 248 to 72 computations (71% saved)

end0.0ms (0%)

Memory: 0.0MiB live, 0.0MiB allocated

start0.0ms (0%)

analyze1.0ms (0.1%)

sample890.0ms (60.4%)

explain109.0ms (7.4%)

preprocess3.0ms (0.2%)

eval0.0ms (0%)

prune0.0ms (0%)

simplify0.0ms (0%)

localize29.0ms (2%)

series79.0ms (5.4%)

simplify1.0ms (0%)

rewrite0.0ms (0%)

eval1.0ms (0.1%)

prune2.0ms (0.1%)

simplify1.0ms (0%)

localize38.0ms (2.6%)

series34.0ms (2.3%)

simplify1.0ms (0%)

rewrite1.0ms (0%)

eval2.0ms (0.2%)

prune4.0ms (0.3%)

simplify3.0ms (0.2%)

localize27.0ms (1.8%)

series39.0ms (2.7%)

simplify1.0ms (0%)

rewrite0.0ms (0%)

eval1.0ms (0.1%)

prune4.0ms (0.2%)

simplify0.0ms (0%)

localize26.0ms (1.8%)

series32.0ms (2.2%)

simplify1.0ms (0%)

rewrite0.0ms (0%)

eval1.0ms (0.1%)

prune4.0ms (0.3%)

regimes23.0ms (1.5%)

regimes21.0ms (1.4%)

regimes17.0ms (1.2%)

regimes14.0ms (1%)

regimes12.0ms (0.8%)

regimes8.0ms (0.6%)

simplify4.0ms (0.3%)

soundness1.0ms (0.1%)

preprocess37.0ms (2.5%)

end0.0ms (0%)

Profiling