Details

Time bar (total: 1.5m)

sample32.0ms

Algorithm
intervals
Results
16.0ms264×body80valid
1.0msbody320valid
0.0msbody1280valid
0.0msbody160valid

simplify3.3s

Counts
1 → 1
Iterations
IterNodes
done5000
53035
4928
3321
2146
154
012

prune9.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 4.7b

localize24.0ms

Local error

Found 2 expressions with local error:

0.0b
(- (tanh (/ t y)) (tanh (/ x y)))
4.7b
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)

rewrite36.0ms

Algorithm
rewrite-expression-head
Rules
11×add-sqr-sqrt *-un-lft-identity
prod-diff frac-sub add-cube-cbrt
tanh-def
add-log-exp
fma-neg
expm1-log1p-u pow1 add-cbrt-cube add-exp-log insert-posit16 log1p-expm1-u
sub-neg flip3-- diff-log fma-udef flip-- distribute-lft-out-- difference-of-squares
Counts
2 → 49
Calls
2 calls:
29.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
1.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)

series741.0ms

Counts
2 → 6
Calls
2 calls:
285.0ms
(- (tanh (/ t y)) (tanh (/ x y)))
456.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)

simplify1.8s

Counts
55 → 55
Iterations
IterNodes
done5003
21391
1432
0150

prune326.0ms

Pruning

8 alts after pruning (7 fresh and 1 done)

Merged error: 3.0b

localize33.0ms

Local error

Found 4 expressions with local error:

0.5b
(cbrt (fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x))
4.7b
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
4.7b
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
4.7b
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)

rewrite3.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt *-un-lft-identity add-cube-cbrt
expm1-log1p-u pow1 add-cbrt-cube add-exp-log insert-posit16 log1p-expm1-u add-log-exp
cbrt-prod fma-udef
pow1/3
Counts
4 → 47
Calls
4 calls:
1.0ms
(cbrt (fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x))
0.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
0.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
0.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)

series2.8s

Counts
4 → 12
Calls
4 calls:
1.3s
(cbrt (fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x))
455.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
495.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
533.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)

simplify2.8s

Counts
59 → 59
Iterations
IterNodes
done5000
44209
31027
2350
1146
058

prune581.0ms

Pruning

9 alts after pruning (8 fresh and 1 done)

Merged error: 3.0b

localize60.0ms

Local error

Found 4 expressions with local error:

4.7b
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
4.7b
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
4.7b
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
4.7b
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)

rewrite2.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt expm1-log1p-u pow1 *-un-lft-identity add-cbrt-cube add-exp-log add-cube-cbrt fma-udef insert-posit16 log1p-expm1-u add-log-exp
Counts
4 → 44
Calls
4 calls:
0.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
0.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
0.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
0.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)

series2.0s

Counts
4 → 12
Calls
4 calls:
519.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
496.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
458.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)
498.0ms
(fma (* z y) (- (tanh (/ t y)) (tanh (/ x y))) x)

simplify2.8s

Counts
56 → 56
Iterations
IterNodes
done5002
42383
3507
2185
170
024

prune507.0ms

Pruning

9 alts after pruning (7 fresh and 2 done)

Merged error: 3.0b

localize52.0ms

Local error

Found 4 expressions with local error:

0.1b
(* (* (- (tanh (/ t y)) (tanh (/ x y))) (- (tanh (/ t y)) (tanh (/ x y)))) (- (tanh (/ t y)) (tanh (/ x y))))
0.1b
(* (- (tanh (/ t y)) (tanh (/ x y))) (- (tanh (/ t y)) (tanh (/ x y))))
4.7b
(fma (* z y) (cbrt (* (* (- (tanh (/ t y)) (tanh (/ x y))) (- (tanh (/ t y)) (tanh (/ x y)))) (- (tanh (/ t y)) (tanh (/ x y))))) x)
10.0b
(cbrt (* (* (- (tanh (/ t y)) (tanh (/ x y))) (- (tanh (/ t y)) (tanh (/ x y)))) (- (tanh (/ t y)) (tanh (/ x y)))))

rewrite1.5s

Algorithm
rewrite-expression-head
Rules
7992×frac-sub
6171×frac-times
5328×tanh-def
1727×cbrt-div
888×flip3-- flip--
561×associate-*l/
297×associate-*r/
49×*-un-lft-identity
46×add-sqr-sqrt
36×prod-diff
33×add-cube-cbrt
30×pow1
22×distribute-rgt-in distribute-lft-in
11×add-cbrt-cube add-exp-log
10×associate-*r*
pow-plus swap-sqr pow-prod-up distribute-lft-out--
associate-*l*
difference-of-squares
expm1-log1p-u sub-neg pow-prod-down prod-exp cbrt-unprod insert-posit16 log1p-expm1-u add-log-exp
pow2 pow-sqr
pow3 *-commutative unswap-sqr
cbrt-prod pow1/3 rem-cbrt-cube fma-udef
Counts
4 → 3734
Calls
4 calls:
296.0ms
(* (* (- (tanh (/ t y)) (tanh (/ x y))) (- (tanh (/ t y)) (tanh (/ x y)))) (- (tanh (/ t y)) (tanh (/ x y))))
152.0ms
(* (- (tanh (/ t y)) (tanh (/ x y))) (- (tanh (/ t y)) (tanh (/ x y))))
0.0ms
(fma (* z y) (cbrt (* (* (- (tanh (/ t y)) (tanh (/ x y))) (- (tanh (/ t y)) (tanh (/ x y)))) (- (tanh (/ t y)) (tanh (/ x y))))) x)
446.0ms
(cbrt (* (* (- (tanh (/ t y)) (tanh (/ x y))) (- (tanh (/ t y)) (tanh (/ x y)))) (- (tanh (/ t y)) (tanh (/ x y)))))

series1.6s

Counts
4 → 12
Calls
4 calls:
496.0ms
(* (* (- (tanh (/ t y)) (tanh (/ x y))) (- (tanh (/ t y)) (tanh (/ x y)))) (- (tanh (/ t y)) (tanh (/ x y))))
412.0ms
(* (- (tanh (/ t y)) (tanh (/ x y))) (- (tanh (/ t y)) (tanh (/ x y))))
411.0ms
(fma (* z y) (cbrt (* (* (- (tanh (/ t y)) (tanh (/ x y))) (- (tanh (/ t y)) (tanh (/ x y)))) (- (tanh (/ t y)) (tanh (/ x y))))) x)
292.0ms
(cbrt (* (* (- (tanh (/ t y)) (tanh (/ x y))) (- (tanh (/ t y)) (tanh (/ x y)))) (- (tanh (/ t y)) (tanh (/ x y)))))

simplify11.4s

Counts
3746 → 3746
Iterations
IterNodes
done6781
06781

prune59.4s

Pruning

9 alts after pruning (7 fresh and 2 done)

Merged error: 3.0b

regimes265.0ms

Accuracy

0% (2.2b remaining)

Error of 4.2b against oracle of 2.0b and baseline of 4.2b

bsearch0.0ms

simplify2.0ms

Iterations
IterNodes
done12
112
011

end0.0ms

sample832.0ms

Algorithm
intervals
Results
575.0ms8314×body80valid
46.0ms99×body640valid
13.0ms45×body1280valid
9.0ms58×body320valid
4.0ms37×body160valid