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%)

Memory

0.7MiB live, 0.7MiB 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)

sample1.3s (29.2%)

Memory

-0.8MiB live, 1 209.7MiB allocated

Samples

941.0ms

8 256×

valid

Precisions

Click to see histograms. Total time spent on operations: 613.0ms

ival-log: 325.0ms (53% of total)

ival-exp: 96.0ms (15.7% of total)

ival-mult: 76.0ms (12.4% of total)

ival-add: 69.0ms (11.3% of total)

ival-sub: 37.0ms (6% of total)

ival-true: 7.0ms (1.1% of total)

ival-assert: 3.0ms (0.5% of total)

Bogosity

explain134.0ms (3%)

Memory

32.0MiB live, 194.9MiB allocated

FPErrors

Click to see full error table

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

48.0ms

512×

valid

Compiler

Compiled 77 to 28 computations (63.6% saved)

Precisions

Click to see histograms. Total time spent on operations: 33.0ms

ival-exp: 16.0ms (49% of total)

ival-log: 7.0ms (21.5% of total)

ival-mult: 4.0ms (12.3% of total)

ival-add: 3.0ms (9.2% of total)

ival-sub: 2.0ms (6.1% of total)

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

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

preprocess247.0ms (5.5%)

Memory

-8.5MiB live, 109.3MiB allocated

Algorithm

1×	egg-herbie

Iterations

Useful iterations: 2 (0.0ms)

Iter	Nodes	Cost
0	35	92
1	96	86
2	251	81
3	736	77
4	1619	77
5	2721	77
6	3802	77
7	4525	77
8	5045	77
9	5382	77
10	5504	77
11	5545	77
12	5593	77
13	5746	77
14	6507	77
15	6531	77
16	6531	77
0	8	9
0	13	9
1	22	9
2	41	8
3	82	8
4	130	8
5	204	8
6	373	8
7	664	8
8	871	8
9	1008	8
10	1097	8
11	1156	8
12	1306	8
13	1309	8
14	1310	8
0	1310	8

Stop Event

1×	iter limit
1×	saturated
1×	iter limit
1×	saturated

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))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))

Compiler

Compiled 9 to 8 computations (11.1% saved)

eval0.0ms (0%)

Memory: 0.5MiB live, 0.5MiB allocated
Compiler: Compiled 0 to 3 computations (-∞% saved)

prune0.0ms (0%)

Memory

1.4MiB live, 1.4MiB 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)

simplify38.0ms (0.8%)

Memory

-3.7MiB live, 34.3MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 4 expressions of interest:

New	Metric	Score
cost-diff	0	(*.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))
cost-diff	128	(+.f64 x (*.f64 y (log.f64 y)))

Iterations

Useful iterations: 0 (0.0ms)

Iter	Nodes	Cost
0	8	32
0	13	32
1	22	32
2	41	31
3	82	31
4	130	31
5	204	31
6	373	31
7	664	31
8	871	31
9	1008	31
10	1097	31
11	1156	31
12	1306	31
13	1309	31
14	1310	31
0	1310	29

Stop Event

1×	iter limit
1×	saturated
1×	iter limit

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

localize50.0ms (1.1%)

Memory

-22.0MiB live, 62.4MiB allocated

Localize:

Found 4 expressions of interest:

New	Metric	Score
accuracy	0	(log.f64 y)
accuracy	0	(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
accuracy	0.00390625	(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)
accuracy	0.30078125	(*.f64 y (log.f64 y))

Samples

18.0ms

256×

valid

Compiler

Compiled 34 to 10 computations (70.6% saved)

Precisions

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

ival-log: 4.0ms (39.2% of total)

ival-exp: 2.0ms (19.6% of total)

ival-mult: 2.0ms (19.6% of total)

ival-sub: 1.0ms (9.8% of total)

ival-add: 1.0ms (9.8% of total)

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

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

series252.0ms (5.6%)

Memory

30.3MiB live, 223.9MiB allocated

Counts

5 → 120

Calls

Call 1

Inputs
#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())
#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())
#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())
#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())
#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())

Outputs
#s(alt (exp (+ x (* y (log y)))) (taylor 0 z) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y))))))) (taylor 0 z) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y))))))))) (taylor 0 z) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (+ (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)))))))))) (taylor 0 z) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (+ x (* y (log y))) (taylor 0 z) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (+ x (+ (* -1 z) (* y (log y)))) (taylor 0 z) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (+ x (+ (* -1 z) (* y (log y)))) (taylor 0 z) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (+ x (+ (* -1 z) (* y (log y)))) (taylor 0 z) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor inf z) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* z (- (+ (/ x z) (/ (* y (log y)) z)) 1)) (taylor inf z) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* z (- (+ (/ x z) (/ (* y (log y)) z)) 1)) (taylor inf z) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* z (- (+ (/ x z) (/ (* y (log y)) z)) 1)) (taylor inf z) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (exp (+ x (+ (* -1 z) (* y (log y))))) (taylor -inf z) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (+ x (+ (* -1 z) (* y (log y))))) (taylor -inf z) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (+ x (+ (* -1 z) (* y (log y))))) (taylor -inf z) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (+ x (+ (* -1 z) (* y (log y))))) (taylor -inf z) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor -inf z) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* -1 (* z (+ 1 (* -1 (/ (+ x (* y (log y))) z))))) (taylor -inf z) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* -1 (* z (+ 1 (* -1 (/ (+ x (* y (log y))) z))))) (taylor -inf z) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* -1 (* z (+ 1 (* -1 (/ (+ x (* y (log y))) z))))) (taylor -inf z) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt x (taylor 0 y) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (+ x (* y (log y))) (taylor 0 y) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (+ x (* y (log y))) (taylor 0 y) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (+ x (* y (log y))) (taylor 0 y) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (exp (- x z)) (taylor 0 y) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (+ (exp (- x z)) (* y (* (exp (- x z)) (log y)))) (taylor 0 y) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (+ (exp (- x z)) (* y (+ (* 1/2 (* y (* (exp (- x z)) (pow (log y) 2)))) (* (exp (- x z)) (log y))))) (taylor 0 y) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (+ (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))))) (taylor 0 y) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (- x z) (taylor 0 y) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (- (+ x (* y (log y))) z) (taylor 0 y) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (- (+ x (* y (log y))) z) (taylor 0 y) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (- (+ x (* y (log y))) z) (taylor 0 y) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* y (log y)) (taylor 0 y) (#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt (* y (log y)) (taylor 0 y) (#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt (* y (log y)) (taylor 0 y) (#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt (* y (log y)) (taylor 0 y) (#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt (log y) (taylor 0 y) (#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())) ())
#s(alt (log y) (taylor 0 y) (#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())) ())
#s(alt (log y) (taylor 0 y) (#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())) ())
#s(alt (log y) (taylor 0 y) (#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())) ())
#s(alt (* -1 (* y (log (/ 1 y)))) (taylor inf y) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (* y (+ (* -1 (log (/ 1 y))) (/ x y))) (taylor inf y) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (* y (+ (* -1 (log (/ 1 y))) (/ x y))) (taylor inf y) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (* y (+ (* -1 (log (/ 1 y))) (/ x y))) (taylor inf y) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf y) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf y) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf y) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf y) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (* -1 (* y (log (/ 1 y)))) (taylor inf y) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* y (- (+ (* -1 (log (/ 1 y))) (/ x y)) (/ z y))) (taylor inf y) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* y (- (+ (* -1 (log (/ 1 y))) (/ x y)) (/ z y))) (taylor inf y) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* y (- (+ (* -1 (log (/ 1 y))) (/ x y)) (/ z y))) (taylor inf y) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* -1 (* y (log (/ 1 y)))) (taylor inf y) (#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt (* -1 (* y (log (/ 1 y)))) (taylor inf y) (#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt (* -1 (* y (log (/ 1 y)))) (taylor inf y) (#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt (* -1 (* y (log (/ 1 y)))) (taylor inf y) (#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt (* -1 (log (/ 1 y))) (taylor inf y) (#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())) ())
#s(alt (* -1 (log (/ 1 y))) (taylor inf y) (#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())) ())
#s(alt (* -1 (log (/ 1 y))) (taylor inf y) (#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())) ())
#s(alt (* -1 (log (/ 1 y))) (taylor inf y) (#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())) ())
#s(alt (* y (+ (log -1) (* -1 (log (/ -1 y))))) (taylor -inf y) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y))))) (taylor -inf y) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y))))) (taylor -inf y) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y))))) (taylor -inf y) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor -inf y) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor -inf y) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor -inf y) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor -inf y) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (* y (+ (log -1) (* -1 (log (/ -1 y))))) (taylor -inf y) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y))))) (taylor -inf y) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y))))) (taylor -inf y) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y))))) (taylor -inf y) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* y (+ (log -1) (* -1 (log (/ -1 y))))) (taylor -inf y) (#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt (* y (+ (log -1) (* -1 (log (/ -1 y))))) (taylor -inf y) (#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt (* y (+ (log -1) (* -1 (log (/ -1 y))))) (taylor -inf y) (#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt (* y (+ (log -1) (* -1 (log (/ -1 y))))) (taylor -inf y) (#s(alt (.f64 y (log.f64 y)) (patch (.f64 y (log.f64 y)) #<representation binary64>) () ())) ())
#s(alt (+ (log -1) (* -1 (log (/ -1 y)))) (taylor -inf y) (#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())) ())
#s(alt (+ (log -1) (* -1 (log (/ -1 y)))) (taylor -inf y) (#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())) ())
#s(alt (+ (log -1) (* -1 (log (/ -1 y)))) (taylor -inf y) (#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())) ())
#s(alt (+ (log -1) (* -1 (log (/ -1 y)))) (taylor -inf y) (#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())) ())
#s(alt (* y (log y)) (taylor 0 x) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (+ x (* y (log y))) (taylor 0 x) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (+ x (* y (log y))) (taylor 0 x) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (+ x (* y (log y))) (taylor 0 x) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (exp (- (* y (log y)) z)) (taylor 0 x) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z)))) (taylor 0 x) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z))))))) (taylor 0 x) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (+ (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)))))))) (taylor 0 x) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (- (* y (log y)) z) (taylor 0 x) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (- (+ x (* y (log y))) z) (taylor 0 x) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (- (+ x (* y (log y))) z) (taylor 0 x) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (- (+ x (* y (log y))) z) (taylor 0 x) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt x (taylor inf x) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (* x (+ 1 (/ (* y (log y)) x))) (taylor inf x) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (* x (+ 1 (/ (* y (log y)) x))) (taylor inf x) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (* x (+ 1 (/ (* y (log y)) x))) (taylor inf x) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf x) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf x) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf x) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf x) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt x (taylor inf x) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* x (- (+ 1 (/ (* y (log y)) x)) (/ z x))) (taylor inf x) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* x (- (+ 1 (/ (* y (log y)) x)) (/ z x))) (taylor inf x) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* x (- (+ 1 (/ (* y (log y)) x)) (/ z x))) (taylor inf x) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt x (taylor -inf x) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1))) (taylor -inf x) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1))) (taylor -inf x) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1))) (taylor -inf x) (#s(alt (+.f64 x (.f64 y (log.f64 y))) (patch (+.f64 x (.f64 y (log.f64 y))) #<representation binary64>) () ())) ())
#s(alt (exp (- (* y (log y)) (+ z (* -1 x)))) (taylor -inf x) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (* y (log y)) (+ z (* -1 x)))) (taylor -inf x) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (* y (log y)) (+ z (* -1 x)))) (taylor -inf x) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (* y (log y)) (+ z (* -1 x)))) (taylor -inf x) (#s(alt (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) (patch (exp.f64 (-.f64 (+.f64 x (.f64 y (log.f64 y))) z)) #<representation binary64>) () ())) ())
#s(alt x (taylor -inf x) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1))) (taylor -inf x) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1))) (taylor -inf x) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())
#s(alt (* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1))) (taylor -inf x) (#s(alt (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) (patch (-.f64 (+.f64 x (.f64 y (log.f64 y))) z) #<representation binary64>) () ())) ())

Calls

9 calls:

Time	Variable		Point	Expression
134.0ms	y	@	-inf	((+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (* y (log y)) (log y))
96.0ms	y	@	0	((+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (* y (log y)) (log y))
7.0ms	y	@	inf	((+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (* y (log y)) (log y))
6.0ms	z	@	0	((+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (* y (log y)) (log y))
2.0ms	x	@	0	((+ x (* y (log y))) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (* y (log y)) (log y))

simplify655.0ms (14.6%)

Memory

14.4MiB live, 127.9MiB allocated

Algorithm

1×	egg-herbie

Iterations

Useful iterations: 0 (0.0ms)

Iter	Nodes	Cost
0	128	1055
1	407	954
2	1245	919
3	4149	887
0	8320	829

Stop Event

1×	iter limit
1×	node limit

Counts

120 → 115

Calls

Call 1

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

Outputs
(exp (+ x (* y (log y))))
(*.f64 (pow.f64 y y) (exp.f64 x))
(+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y)))))))
(.f64 (-.f64 #s(literal 1 binary64) z) (.f64 (pow.f64 y y) (exp.f64 x)))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y)))))))))
(.f64 (.f64 (pow.f64 y y) (exp.f64 x)) (fma.f64 (*.f64 z z) #s(literal 1/2 binary64) (-.f64 #s(literal 1 binary64) z)))
(+ (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))))))))))
(.f64 (.f64 (pow.f64 y y) (exp.f64 x)) (fma.f64 (fma.f64 #s(literal -1/6 binary64) z #s(literal 1/2 binary64)) (*.f64 z z) (-.f64 #s(literal 1 binary64) z)))
(+ x (* y (log y)))
(fma.f64 (log.f64 y) y x)
(+ x (+ (* -1 z) (* y (log y))))
(-.f64 (fma.f64 (log.f64 y) y x) z)
(+ x (+ (* -1 z) (* y (log y))))
(-.f64 (fma.f64 (log.f64 y) y x) z)
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(-.f64 (fma.f64 (log.f64 y) y x) z)
(* z (- (+ (/ x z) (/ (* y (log y)) z)) 1))
(-.f64 (fma.f64 (log.f64 y) y x) z)
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(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
(exp (+ x (+ (* -1 z) (* y (log y)))))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
(* -1 z)
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(-.f64 (fma.f64 (log.f64 y) y x) z)
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(-.f64 (fma.f64 (log.f64 y) y x) z)
(* -1 (* z (+ 1 (* -1 (/ (+ x (* y (log y))) z)))))
(-.f64 (fma.f64 (log.f64 y) y x) z)
x
(+ x (* y (log y)))
(fma.f64 (log.f64 y) y x)
(+ x (* y (log y)))
(fma.f64 (log.f64 y) y x)
(+ x (* y (log y)))
(fma.f64 (log.f64 y) y x)
(exp (- x z))
(exp.f64 (-.f64 x z))
(+ (exp (- x z)) (* y (* (exp (- x z)) (log y))))
(*.f64 (fma.f64 (log.f64 y) y #s(literal 1 binary64)) (exp.f64 (-.f64 x z)))
(+ (exp (- x z)) (* y (+ (* 1/2 (* y (* (exp (- x z)) (pow (log y) 2)))) (* (exp (- x z)) (log y)))))
(.f64 (exp.f64 (-.f64 x z)) (fma.f64 (.f64 (*.f64 y y) #s(literal 1/2 binary64)) (pow.f64 (log.f64 y) #s(literal 2 binary64)) (fma.f64 (log.f64 y) y #s(literal 1 binary64))))
(+ (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)))))
(fma.f64 (.f64 y y) (.f64 (.f64 (pow.f64 (log.f64 y) #s(literal 2 binary64)) (exp.f64 (-.f64 x z))) (fma.f64 (.f64 #s(literal 1/6 binary64) y) (log.f64 y) #s(literal 1/2 binary64))) (*.f64 (fma.f64 (log.f64 y) y #s(literal 1 binary64)) (exp.f64 (-.f64 x z))))
(- x z)
(-.f64 x z)
(- (+ x (* y (log y))) z)
(-.f64 (fma.f64 (log.f64 y) y x) z)
(- (+ x (* y (log y))) z)
(-.f64 (fma.f64 (log.f64 y) y x) z)
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(-.f64 (fma.f64 (log.f64 y) y x) z)
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(*.f64 (log.f64 y) y)
(log y)
(log.f64 y)
(log y)
(log.f64 y)
(log y)
(log.f64 y)
(log y)
(log.f64 y)
(* -1 (* y (log (/ 1 y))))
(*.f64 (log.f64 y) y)
(* y (+ (* -1 (log (/ 1 y))) (/ x y)))
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(*.f64 (log.f64 y) y)
(* -1 (* y (log (/ 1 y))))
(*.f64 (log.f64 y) y)
(* -1 (* y (log (/ 1 y))))
(*.f64 (log.f64 y) y)
(* -1 (log (/ 1 y)))
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(* -1 (log (/ 1 y)))
(log.f64 y)
(* -1 (log (/ 1 y)))
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(* -1 (log (/ 1 y)))
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(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y)))))
(fma.f64 (-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y))) y x)
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y)))))
(fma.f64 (-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y))) y x)
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ x y)))))
(fma.f64 (-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y))) y x)
(exp (- (+ x (* y (log y))) z))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
(exp (- (+ x (* y (log y))) z))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
(exp (- (+ x (* y (log y))) z))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
(exp (- (+ x (* y (log y))) z))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(*.f64 (-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y))) y)
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y)))))
(fma.f64 (-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y))) y (-.f64 x z))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y)))))
(fma.f64 (-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y))) y (-.f64 x z))
(* -1 (* y (+ (* -1 (+ (log -1) (* -1 (log (/ -1 y))))) (* -1 (/ (- x z) y)))))
(fma.f64 (-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y))) y (-.f64 x z))
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(*.f64 (-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y))) y)
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(*.f64 (-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y))) y)
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(*.f64 (-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y))) y)
(* y (+ (log -1) (* -1 (log (/ -1 y)))))
(*.f64 (-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y))) y)
(+ (log -1) (* -1 (log (/ -1 y))))
(-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y)))
(+ (log -1) (* -1 (log (/ -1 y))))
(-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y)))
(+ (log -1) (* -1 (log (/ -1 y))))
(-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y)))
(+ (log -1) (* -1 (log (/ -1 y))))
(-.f64 (log.f64 #s(literal -1 binary64)) (log.f64 (/.f64 #s(literal -1 binary64) y)))
(* y (log y))
(*.f64 (log.f64 y) y)
(+ x (* y (log y)))
(fma.f64 (log.f64 y) y x)
(+ x (* y (log y)))
(fma.f64 (log.f64 y) y x)
(+ x (* y (log y)))
(fma.f64 (log.f64 y) y x)
(exp (- (* y (log y)) z))
(/.f64 (pow.f64 y y) (exp.f64 z))
(+ (exp (- (* y (log y)) z)) (* x (exp (- (* y (log y)) z))))
(*.f64 (+.f64 #s(literal 1 binary64) x) (/.f64 (pow.f64 y y) (exp.f64 z)))
(+ (exp (- (* y (log y)) z)) (* x (+ (exp (- (* y (log y)) z)) (* 1/2 (* x (exp (- (* y (log y)) z)))))))
(.f64 (/.f64 (pow.f64 y y) (exp.f64 z)) (+.f64 (fma.f64 (.f64 x x) #s(literal 1/2 binary64) #s(literal 1 binary64)) x))
(+ (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 (/.f64 (pow.f64 y y) (exp.f64 z)) (fma.f64 (fma.f64 #s(literal 1/6 binary64) x #s(literal 1/2 binary64)) (.f64 x x) (+.f64 #s(literal 1 binary64) x)))
(- (* y (log y)) z)
(-.f64 (*.f64 (log.f64 y) y) z)
(- (+ x (* y (log y))) z)
(-.f64 (fma.f64 (log.f64 y) y x) z)
(- (+ x (* y (log y))) z)
(-.f64 (fma.f64 (log.f64 y) y x) z)
(- (+ x (* y (log y))) z)
(-.f64 (fma.f64 (log.f64 y) y x) z)
x
(* x (+ 1 (/ (* y (log y)) x)))
(fma.f64 (log.f64 y) y x)
(* x (+ 1 (/ (* y (log y)) x)))
(fma.f64 (log.f64 y) y x)
(* x (+ 1 (/ (* y (log y)) x)))
(fma.f64 (log.f64 y) y x)
(exp (- (+ x (* y (log y))) z))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
(exp (- (+ x (* y (log y))) z))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
(exp (- (+ x (* y (log y))) z))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
(exp (- (+ x (* y (log y))) z))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
x
(* x (- (+ 1 (/ (* y (log y)) x)) (/ z x)))
(-.f64 (fma.f64 (log.f64 y) y x) z)
(* x (- (+ 1 (/ (* y (log y)) x)) (/ z x)))
(-.f64 (fma.f64 (log.f64 y) y x) z)
(* x (- (+ 1 (/ (* y (log y)) x)) (/ z x)))
(-.f64 (fma.f64 (log.f64 y) y x) z)
x
(* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1)))
(fma.f64 (log.f64 y) y x)
(* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1)))
(fma.f64 (log.f64 y) y x)
(* -1 (* x (- (* -1 (/ (* y (log y)) x)) 1)))
(fma.f64 (log.f64 y) y x)
(exp (- (* y (log y)) (+ z (* -1 x))))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
(exp (- (* y (log y)) (+ z (* -1 x))))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
(exp (- (* y (log y)) (+ z (* -1 x))))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
(exp (- (* y (log y)) (+ z (* -1 x))))
(exp.f64 (-.f64 (fma.f64 (log.f64 y) y x) z))
x
(* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1)))
(-.f64 (fma.f64 (log.f64 y) y x) z)
(* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1)))
(-.f64 (fma.f64 (log.f64 y) y x) z)
(* -1 (* x (- (* -1 (/ (- (* y (log y)) z) x)) 1)))
(-.f64 (fma.f64 (log.f64 y) y x) z)

rewrite479.0ms (10.7%)

Memory

-0.2MiB live, 227.7MiB allocated

Iterations

Useful iterations: 0 (0.0ms)

Iter	Nodes	Cost
0	8	29
0	13	29
1	47	29
2	376	28
3	5512	28
0	8367	26

Stop Event

1×	iter limit
1×	node limit
1×	iter limit

Counts

5 → 221

Calls

Call 1

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

Outputs
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eval74.0ms (1.6%)

Memory: -42.8MiB live, 123.7MiB allocated
Compiler: Compiled 7 582 to 908 computations (88% saved)

prune36.0ms (0.8%)

Memory

-15.2MiB live, 23.3MiB allocated

Pruning

4 alts after pruning (4 fresh and 0 done)

	Pruned	Kept	Total
New	332	4	336
Fresh	0	0	0
Picked	1	0	1
Done	0	0	0
Total	333	4	337

Accuracy

100.0%

Counts

337 → 4

Alt Table

Click to see full alt table

Status	Accuracy	Program
▶	76.6%	(*.f64 (pow.f64 y y) (exp.f64 (-.f64 x z)))
▶	76.9%	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)))
▶	53.3%	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (*.f64 (log.f64 y) y)))
▶	55.6%	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)))

Compiler

Compiled 23 to 26 computations (-13% saved)

simplify23.0ms (0.5%)

Memory

22.9MiB live, 22.9MiB allocated

Algorithm

1×	egg-herbie

Localize:

Found 14 expressions of interest:

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

Iterations

Useful iterations: 0 (0.0ms)

Iter	Nodes	Cost
0	20	111
0	30	111
1	44	111
2	61	111
3	97	111
4	148	111
5	227	111
6	350	111
7	555	111
8	722	111
9	792	111
10	832	111
11	834	111
0	834	105

Stop Event

1×	iter limit
1×	saturated
1×	iter limit

Calls

Call 1

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

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

localize73.0ms (1.6%)

Memory

-13.0MiB live, 107.1MiB allocated

Localize:

Found 14 expressions of interest:

New	Metric	Score
accuracy	0	(pow.f64 y y)
accuracy	0	(-.f64 x z)
accuracy	0	(exp.f64 (-.f64 x z))
accuracy	0.44531112397081396	(*.f64 (pow.f64 y y) (exp.f64 (-.f64 x z)))
accuracy	0	(-.f64 x z)
accuracy	0	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)))
accuracy	14.188552969780867	#s(approx (- (+ x (* y (log y))) z) (-.f64 x z))
accuracy	0	(log.f64 y)
accuracy	0	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (*.f64 (log.f64 y) y)))
accuracy	0.23046875	(*.f64 (log.f64 y) y)
accuracy	34.253660030287406	#s(approx (- (+ x (* y (log y))) z) (*.f64 (log.f64 y) y))
accuracy	0	(neg.f64 z)
accuracy	0	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)))
accuracy	27.940024571134497	#s(approx (- (+ x (* y (log y))) z) (neg.f64 z))

Samples

46.0ms	198×	0	valid
8.0ms	58×	0	exit

Compiler

Compiled 89 to 16 computations (82% saved)

Precisions

Click to see histograms. Total time spent on operations: 40.0ms

ival-mult: 23.0ms (57.9% of total)

ival-pow: 5.0ms (12.6% of total)

ival-exp: 4.0ms (10.1% of total)

ival-log: 4.0ms (10.1% of total)

ival-sub: 3.0ms (7.6% of total)

ival-add: 1.0ms (2.5% of total)

ival-neg: 1.0ms (2.5% of total)

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

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

series110.0ms (2.5%)

Memory

5.6MiB live, 163.2MiB allocated

Counts

13 → 348

Calls

Call 1

Inputs
#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) #<representation binary64>) () ())
#s(alt #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) (patch #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) #<representation binary64>) () ())
#s(alt (neg.f64 z) (patch (neg.f64 z) #<representation binary64>) () ())
#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y))) (patch (exp.f64 #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y))) #<representation binary64>) () ())
#s(alt #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y)) (patch #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y)) #<representation binary64>) () ())
#s(alt (.f64 (log.f64 y) y) (patch (.f64 (log.f64 y) y) #<representation binary64>) () ())
#s(alt (log.f64 y) (patch (log.f64 y) #<representation binary64>) () ())
#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) #<representation binary64>) () ())
#s(alt #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) (patch #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) #<representation binary64>) () ())
#s(alt (-.f64 x z) (patch (-.f64 x z) #<representation binary64>) () ())
#s(alt (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) (patch (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) #<representation binary64>) () ())
#s(alt (pow.f64 y y) (patch (pow.f64 y y) #<representation binary64>) () ())
#s(alt (exp.f64 (-.f64 x z)) (patch (exp.f64 (-.f64 x z)) #<representation binary64>) () ())

Outputs
#s(alt (exp (+ x (* y (log y)))) (taylor 0 z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) #<representation binary64>) () ())) ())
#s(alt (+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y))))))) (taylor 0 z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) #<representation binary64>) () ())) ())
#s(alt (+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y))))))))) (taylor 0 z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) #<representation binary64>) () ())) ())
#s(alt (+ (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)))))))))) (taylor 0 z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) #<representation binary64>) () ())) ())
#s(alt (+ x (* y (log y))) (taylor 0 z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) (patch #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) #<representation binary64>) () ())) ())
#s(alt (+ x (+ (* -1 z) (* y (log y)))) (taylor 0 z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) (patch #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) #<representation binary64>) () ())) ())
#s(alt (+ x (+ (* -1 z) (* y (log y)))) (taylor 0 z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) (patch #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) #<representation binary64>) () ())) ())
#s(alt (+ x (+ (* -1 z) (* y (log y)))) (taylor 0 z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) (patch #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor 0 z) (#s(alt (neg.f64 z) (patch (neg.f64 z) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor 0 z) (#s(alt (neg.f64 z) (patch (neg.f64 z) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor 0 z) (#s(alt (neg.f64 z) (patch (neg.f64 z) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor 0 z) (#s(alt (neg.f64 z) (patch (neg.f64 z) #<representation binary64>) () ())) ())
#s(alt (exp (+ x (* y (log y)))) (taylor 0 z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y))) (patch (exp.f64 #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y))) #<representation binary64>) () ())) ())
#s(alt (+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y))))))) (taylor 0 z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y))) (patch (exp.f64 #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y))) #<representation binary64>) () ())) ())
#s(alt (+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y))))))))) (taylor 0 z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y))) (patch (exp.f64 #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y))) #<representation binary64>) () ())) ())
#s(alt (+ (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)))))))))) (taylor 0 z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y))) (patch (exp.f64 #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y))) #<representation binary64>) () ())) ())
#s(alt (+ x (* y (log y))) (taylor 0 z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y)) (patch #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y)) #<representation binary64>) () ())) ())
#s(alt (+ x (+ (* -1 z) (* y (log y)))) (taylor 0 z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y)) (patch #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y)) #<representation binary64>) () ())) ())
#s(alt (+ x (+ (* -1 z) (* y (log y)))) (taylor 0 z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y)) (patch #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y)) #<representation binary64>) () ())) ())
#s(alt (+ x (+ (* -1 z) (* y (log y)))) (taylor 0 z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y)) (patch #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y)) #<representation binary64>) () ())) ())
#s(alt (exp (+ x (* y (log y)))) (taylor 0 z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y))))))) (taylor 0 z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y))))))))) (taylor 0 z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (+ (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)))))))))) (taylor 0 z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (+ x (* y (log y))) (taylor 0 z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) (patch #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (+ x (+ (* -1 z) (* y (log y)))) (taylor 0 z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) (patch #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (+ x (+ (* -1 z) (* y (log y)))) (taylor 0 z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) (patch #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (+ x (+ (* -1 z) (* y (log y)))) (taylor 0 z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) (patch #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt x (taylor 0 z) (#s(alt (-.f64 x z) (patch (-.f64 x z) #<representation binary64>) () ())) ())
#s(alt (+ x (* -1 z)) (taylor 0 z) (#s(alt (-.f64 x z) (patch (-.f64 x z) #<representation binary64>) () ())) ())
#s(alt (+ x (* -1 z)) (taylor 0 z) (#s(alt (-.f64 x z) (patch (-.f64 x z) #<representation binary64>) () ())) ())
#s(alt (+ x (* -1 z)) (taylor 0 z) (#s(alt (-.f64 x z) (patch (-.f64 x z) #<representation binary64>) () ())) ())
#s(alt (* (exp x) (pow y y)) (taylor 0 z) (#s(alt (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) (patch (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (+ (* -1 (* z (* (exp x) (pow y y)))) (* (exp x) (pow y y))) (taylor 0 z) (#s(alt (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) (patch (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (+ (* z (+ (* -1 (* (exp x) (pow y y))) (* 1/2 (* z (* (exp x) (pow y y)))))) (* (exp x) (pow y y))) (taylor 0 z) (#s(alt (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) (patch (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (+ (* z (+ (* -1 (* (exp x) (pow y y))) (* z (+ (* -1/6 (* z (* (exp x) (pow y y)))) (* 1/2 (* (exp x) (pow y y))))))) (* (exp x) (pow y y))) (taylor 0 z) (#s(alt (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) (patch (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (exp x) (taylor 0 z) (#s(alt (exp.f64 (-.f64 x z)) (patch (exp.f64 (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (+ (exp x) (* -1 (* z (exp x)))) (taylor 0 z) (#s(alt (exp.f64 (-.f64 x z)) (patch (exp.f64 (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (+ (exp x) (* z (+ (* -1 (exp x)) (* 1/2 (* z (exp x)))))) (taylor 0 z) (#s(alt (exp.f64 (-.f64 x z)) (patch (exp.f64 (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (+ (exp x) (* z (+ (* -1 (exp x)) (* z (+ (* -1/6 (* z (exp x))) (* 1/2 (exp x))))))) (taylor 0 z) (#s(alt (exp.f64 (-.f64 x z)) (patch (exp.f64 (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z))) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor inf z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) (patch #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) #<representation binary64>) () ())) ())
#s(alt (* z (- (+ (/ x z) (/ (* y (log y)) z)) 1)) (taylor inf z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) (patch #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) #<representation binary64>) () ())) ())
#s(alt (* z (- (+ (/ x z) (/ (* y (log y)) z)) 1)) (taylor inf z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) (patch #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) #<representation binary64>) () ())) ())
#s(alt (* z (- (+ (/ x z) (/ (* y (log y)) z)) 1)) (taylor inf z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) (patch #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor inf z) (#s(alt (neg.f64 z) (patch (neg.f64 z) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor inf z) (#s(alt (neg.f64 z) (patch (neg.f64 z) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor inf z) (#s(alt (neg.f64 z) (patch (neg.f64 z) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor inf z) (#s(alt (neg.f64 z) (patch (neg.f64 z) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y))) (patch (exp.f64 #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y))) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y))) (patch (exp.f64 #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y))) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y))) (patch (exp.f64 #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y))) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y))) (patch (exp.f64 #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y))) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor inf z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y)) (patch #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y)) #<representation binary64>) () ())) ())
#s(alt (* z (- (+ (/ x z) (/ (* y (log y)) z)) 1)) (taylor inf z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y)) (patch #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y)) #<representation binary64>) () ())) ())
#s(alt (* z (- (+ (/ x z) (/ (* y (log y)) z)) 1)) (taylor inf z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y)) (patch #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y)) #<representation binary64>) () ())) ())
#s(alt (* z (- (+ (/ x z) (/ (* y (log y)) z)) 1)) (taylor inf z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (.f64 (log.f64 y) y)) (patch #s(approx (- (+ x ( y (log y))) z) (*.f64 (log.f64 y) y)) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (exp (- (+ x (* y (log y))) z)) (taylor inf z) (#s(alt (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) (patch (exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor inf z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) (patch #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (* z (- (+ (/ x z) (/ (* y (log y)) z)) 1)) (taylor inf z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) (patch #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (* z (- (+ (/ x z) (/ (* y (log y)) z)) 1)) (taylor inf z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) (patch #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (* z (- (+ (/ x z) (/ (* y (log y)) z)) 1)) (taylor inf z) (#s(alt #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) (patch #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (* -1 z) (taylor inf z) (#s(alt (-.f64 x z) (patch (-.f64 x z) #<representation binary64>) () ())) ())
#s(alt (* z (- (/ x z) 1)) (taylor inf z) (#s(alt (-.f64 x z) (patch (-.f64 x z) #<representation binary64>) () ())) ())
#s(alt (* z (- (/ x z) 1)) (taylor inf z) (#s(alt (-.f64 x z) (patch (-.f64 x z) #<representation binary64>) () ())) ())
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#s(alt (* (exp (neg (+ z (* -1 x)))) (pow y y)) (taylor -inf x) (#s(alt (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) (patch (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (* (exp (neg (+ z (* -1 x)))) (pow y y)) (taylor -inf x) (#s(alt (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) (patch (.f64 (pow.f64 y y) (exp.f64 (-.f64 x z))) #<representation binary64>) () ())) ())
#s(alt (exp (neg (+ z (* -1 x)))) (taylor -inf x) (#s(alt (exp.f64 (-.f64 x z)) (patch (exp.f64 (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (exp (neg (+ z (* -1 x)))) (taylor -inf x) (#s(alt (exp.f64 (-.f64 x z)) (patch (exp.f64 (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (exp (neg (+ z (* -1 x)))) (taylor -inf x) (#s(alt (exp.f64 (-.f64 x z)) (patch (exp.f64 (-.f64 x z)) #<representation binary64>) () ())) ())
#s(alt (exp (neg (+ z (* -1 x)))) (taylor -inf x) (#s(alt (exp.f64 (-.f64 x z)) (patch (exp.f64 (-.f64 x z)) #<representation binary64>) () ())) ())

Calls

9 calls:

Time	Variable		Point	Expression
27.0ms	y	@	-inf	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (neg z) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (* (log y) y) (log y) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (- x z) (* (pow y y) (exp (- x z))) (pow y y) (exp (- x z)))
21.0ms	x	@	-inf	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (neg z) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (* (log y) y) (log y) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (- x z) (* (pow y y) (exp (- x z))) (pow y y) (exp (- x z)))
14.0ms	z	@	inf	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (neg z) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (* (log y) y) (log y) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (- x z) (* (pow y y) (exp (- x z))) (pow y y) (exp (- x z)))
13.0ms	y	@	0	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (neg z) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (* (log y) y) (log y) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (- x z) (* (pow y y) (exp (- x z))) (pow y y) (exp (- x z)))
8.0ms	y	@	inf	((exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (neg z) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (* (log y) y) (log y) (exp (- (+ x (* y (log y))) z)) (- (+ x (* y (log y))) z) (- x z) (* (pow y y) (exp (- x z))) (pow y y) (exp (- x z)))

simplify131.0ms (2.9%)

Memory

1.1MiB live, 183.4MiB allocated

Algorithm

1×	egg-herbie

Iterations

Useful iterations: 0 (0.0ms)

Iter	Nodes	Cost
0	213	3248
1	671	2890
2	1973	2765
3	4485	2733
0	8353	2589

Stop Event

1×	iter limit
1×	node limit

Counts

348 → 339

Calls

Call 1

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

Outputs
(exp (+ x (* y (log y))))
(*.f64 (pow.f64 y y) (exp.f64 x))
(+ (exp (+ x (* y (log y)))) (* -1 (* z (exp (+ x (* y (log y)))))))
(.f64 (-.f64 #s(literal 1 binary64) z) (.f64 (pow.f64 y y) (exp.f64 x)))
(+ (exp (+ x (* y (log y)))) (* z (+ (* -1 (exp (+ x (* y (log y))))) (* 1/2 (* z (exp (+ x (* y (log y)))))))))
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(exp (neg (+ z (* -1 x))))
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(exp (neg (+ z (* -1 x))))
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rewrite274.0ms (6.1%)

Memory

29.6MiB live, 337.9MiB allocated

Iterations

Useful iterations: 0 (0.0ms)

Iter	Nodes	Cost
0	20	101
0	30	101
1	83	101
2	528	101
3	7356	101
0	8499	95

Stop Event

1×	iter limit
1×	node limit
1×	iter limit

Counts

13 → 172

Calls

Call 1

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

Outputs
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eval96.0ms (2.1%)

Memory: 24.8MiB live, 172.8MiB allocated
Compiler: Compiled 8 560 to 950 computations (88.9% saved)

prune29.0ms (0.7%)

Memory

-16.6MiB live, 70.5MiB allocated

Pruning

4 alts after pruning (0 fresh and 4 done)

	Pruned	Kept	Total
New	610	0	610
Fresh	0	0	0
Picked	0	4	4
Done	0	0	0
Total	610	4	614

Accuracy

100.0%

Counts

614 → 4

Alt Table

Click to see full alt table

Status	Accuracy	Program
✓	76.6%	(*.f64 (pow.f64 y y) (exp.f64 (-.f64 x z)))
✓	76.9%	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)))
✓	53.3%	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (*.f64 (log.f64 y) y)))
✓	55.6%	(exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)))

Compiler

Compiled 55 to 46 computations (16.4% saved)

regimes18.0ms (0.4%)

Memory

3.6MiB live, 42.7MiB allocated

Counts

5 → 1

Calls

Call 1

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

4.0ms	(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)
3.0ms	(+.f64 x (*.f64 y (log.f64 y)))
2.0ms	(*.f64 y (log.f64 y))
2.0ms	z
2.0ms	x

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)

regimes63.0ms (1.4%)

Memory

-16.0MiB live, 23.1MiB allocated

Counts

4 → 2

Calls

Call 1

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

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

Calls

7 calls:

49.0ms	(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
2.0ms	z
2.0ms	(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)
2.0ms	(+.f64 x (*.f64 y (log.f64 y)))
2.0ms	(*.f64 y (log.f64 y))

Results

Accuracy	Segments	Branch
84.9%	2	`x`
91.3%	2	`y`
87.2%	3	`z`
88.7%	2	`(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))`
91.5%	3	`(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)`
90.2%	2	`(+.f64 x (*.f64 y (log.f64 y)))`
91.3%	2	`(*.f64 y (log.f64 y))`

Compiler

Compiled 30 to 35 computations (-16.7% saved)

regimes11.0ms (0.3%)

Memory

18.8MiB live, 18.8MiB allocated

Counts

2 → 1

Calls

Call 1

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

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

Calls

7 calls:

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

Results

Accuracy	Segments	Branch
76.9%	1	`x`
76.9%	1	`z`
76.9%	1	`(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))`
76.9%	1	`(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)`
76.9%	1	`(+.f64 x (*.f64 y (log.f64 y)))`
76.9%	1	`y`
76.9%	1	`(*.f64 y (log.f64 y))`

Compiler

Compiled 30 to 35 computations (-16.7% saved)

regimes26.0ms (0.6%)

Memory

-43.1MiB live, 33.0MiB allocated

Accuracy

Total -0.0b remaining (-0%)

Threshold costs -0b (-0%)

Counts

1 → 1

Calls

Call 1

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

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

Calls

7 calls:

18.0ms	(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)
1.0ms	y
1.0ms	(+.f64 x (*.f64 y (log.f64 y)))
1.0ms	(*.f64 y (log.f64 y))
1.0ms	z

Results

Accuracy	Segments	Branch
55.6%	1	`x`
55.6%	1	`(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))`
55.6%	1	`y`
55.6%	1	`(-.f64 (+.f64 x (*.f64 y (log.f64 y))) z)`
55.6%	1	`(+.f64 x (*.f64 y (log.f64 y)))`
55.6%	1	`(*.f64 y (log.f64 y))`
55.6%	1	`z`

Compiler

Compiled 30 to 35 computations (-16.7% saved)

bsearch0.0ms (0%)

Memory

0.7MiB live, 0.7MiB allocated

Algorithm

1×	left-value

Steps

Time	Left	Right
0.0ms	1.451394322930411e+142	2.633167625309606e+143

Compiler

Compiled 12 to 14 computations (-16.7% saved)

simplify25.0ms (0.6%)

Memory

14.5MiB live, 51.8MiB allocated

Algorithm

1×	egg-herbie

Iterations

Useful iterations: 0 (0.0ms)

Iter	Nodes	Cost
0	24	68
1	32	68
2	36	68
3	37	68

Stop Event

1×

saturated

Calls

Call 1

Inputs
(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
(if (<=.f64 (.f64 y (log.f64 y)) #s(literal 20000000000000001016445696805993759409582178897019679576898416057743923428824704540156776745107920382581920574891563668662589154296936754315264 binary64)) (exp.f64 #s(approx (- (+ x ( y (log y))) z) (-.f64 x z))) (exp.f64 #s(approx (- (+ x (* y (log y))) z) (*.f64 (log.f64 y) y))))
(exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)))
(exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)))

Outputs
(exp.f64 (-.f64 (+.f64 x (*.f64 y (log.f64 y))) z))
(exp.f64 (-.f64 (+.f64 (*.f64 (log.f64 y) y) x) z))
(if (<=.f64 (.f64 y (log.f64 y)) #s(literal 20000000000000001016445696805993759409582178897019679576898416057743923428824704540156776745107920382581920574891563668662589154296936754315264 binary64)) (exp.f64 #s(approx (- (+ x ( y (log y))) z) (-.f64 x z))) (exp.f64 #s(approx (- (+ x (* y (log y))) z) (*.f64 (log.f64 y) y))))
(if (<=.f64 (.f64 (log.f64 y) y) #s(literal 20000000000000001016445696805993759409582178897019679576898416057743923428824704540156776745107920382581920574891563668662589154296936754315264 binary64)) (exp.f64 #s(approx (- (+ x ( y (log y))) z) (-.f64 x z))) (exp.f64 #s(approx (- (+ x (* y (log y))) z) (*.f64 (log.f64 y) y))))
(exp.f64 #s(approx (- (+ x (* y (log y))) z) (-.f64 x z)))
(exp.f64 #s(approx (- (+ x (* y (log y))) z) (neg.f64 z)))

soundness285.0ms (6.4%)

Memory

-22.2MiB live, 172.9MiB allocated

Iterations

Useful iterations: 0 (0.0ms)

Iter	Nodes	Cost
0	128	1055
1	407	954
2	1245	919
3	4149	887
0	8320	829

Stop Event

1×	done
1×	iter limit
1×	node limit

Compiler

Compiled 52 to 40 computations (23.1% saved)

preprocess43.0ms (1%)

Memory: 19.1MiB live, 96.0MiB allocated
Compiler: Compiled 108 to 70 computations (35.2% saved)

end0.0ms (0%)

Memory: 0.0MiB live, 0.0MiB allocated

Iter	Nodes	Cost
0	20	111
0	30	111
1	44	111
2	61	111
3	97	111
4	148	111
5	227	111
6	350	111
7	555	111
8	722	111
9	792	111
10	832	111
11	834	111
0	834	105

Iter	Nodes	Cost
0	20	111
0	30	111
1	44	111
2	61	111
3	97	111
4	148	111
5	227	111
6	350	111
7	555	111
8	722	111
9	792	111
10	832	111
11	834	111
0	834	105

start0.0ms (0%)

analyze1.0ms (0%)

sample1.3s (29.2%)

explain134.0ms (3%)

preprocess247.0ms (5.5%)

eval0.0ms (0%)

prune0.0ms (0%)

simplify38.0ms (0.8%)

localize50.0ms (1.1%)

series252.0ms (5.6%)

simplify655.0ms (14.6%)

rewrite479.0ms (10.7%)

eval74.0ms (1.6%)

prune36.0ms (0.8%)

simplify23.0ms (0.5%)

localize73.0ms (1.6%)

series110.0ms (2.5%)

simplify131.0ms (2.9%)

rewrite274.0ms (6.1%)

eval96.0ms (2.1%)

prune29.0ms (0.7%)

regimes18.0ms (0.4%)

regimes63.0ms (1.4%)

regimes11.0ms (0.3%)

regimes26.0ms (0.6%)

bsearch0.0ms (0%)

simplify25.0ms (0.6%)

soundness285.0ms (6.4%)

preprocess43.0ms (1%)

end0.0ms (0%)

Profiling

Iter	Nodes	Cost
0	20	111
0	30	111
1	44	111
2	61	111
3	97	111
4	148	111
5	227	111
6	350	111
7	555	111
8	722	111
9	792	111
10	832	111
11	834	111
0	834	105