Details

Time bar (total: 1.1m)

sample191.0ms

Algorithm
intervals
Results
106.0ms513×body80valid

simplify11.2s

Counts
1 → 1
Iterations
IterNodes
done5000
54982
42301
3721
2217
167
028

prune87.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 3.1b

localize108.0ms

Local error

Found 4 expressions with local error:

0.2b
(* (* x 4.0) i)
0.2b
(* (* x 18.0) y)
4.5b
(* (* (* x 18.0) y) z)
6.4b
(* (* (* (* x 18.0) y) z) t)

rewrite654.0ms

Algorithm
rewrite-expression-head
Rules
37×pow1 add-exp-log add-cbrt-cube
22×pow-prod-down prod-exp cbrt-unprod
12×associate-*r*
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
expm1-log1p-u associate-*l* *-commutative log1p-expm1-u add-log-exp
Counts
4 → 89
Calls
4 calls:
54.0ms
(* (* x 4.0) i)
40.0ms
(* (* x 18.0) y)
126.0ms
(* (* (* x 18.0) y) z)
403.0ms
(* (* (* (* x 18.0) y) z) t)

series530.0ms

Counts
4 → 12
Calls
4 calls:
37.0ms
(* (* x 4.0) i)
117.0ms
(* (* x 18.0) y)
104.0ms
(* (* (* x 18.0) y) z)
271.0ms
(* (* (* (* x 18.0) y) z) t)

simplify5.6s

Counts
101 → 101
Iterations
IterNodes
done5000
21347
1371
0141

prune2.1s

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 1.3b

localize112.0ms

Local error

Found 4 expressions with local error:

0.2b
(* (* j 27.0) k)
0.2b
(* (* x 4.0) i)
4.5b
(* (* 18.0 (* x y)) z)
6.4b
(* (* (* 18.0 (* x y)) z) t)

rewrite737.0ms

Algorithm
rewrite-expression-head
Rules
37×pow1 add-exp-log add-cbrt-cube
22×pow-prod-down prod-exp cbrt-unprod
12×associate-*r*
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
expm1-log1p-u associate-*l* *-commutative log1p-expm1-u add-log-exp
Counts
4 → 89
Calls
4 calls:
87.0ms
(* (* j 27.0) k)
90.0ms
(* (* x 4.0) i)
185.0ms
(* (* 18.0 (* x y)) z)
299.0ms
(* (* (* 18.0 (* x y)) z) t)

series236.0ms

Counts
4 → 12
Calls
4 calls:
32.0ms
(* (* j 27.0) k)
36.0ms
(* (* x 4.0) i)
79.0ms
(* (* 18.0 (* x y)) z)
89.0ms
(* (* (* 18.0 (* x y)) z) t)

simplify5.0s

Counts
101 → 101
Iterations
IterNodes
done5001
21678
1445
0167

prune2.4s

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 1.3b

localize199.0ms

Local error

Found 4 expressions with local error:

0.2b
(* (* y x) 18.0)
0.3b
(* 27.0 (* k j))
3.4b
(fma (* (* (* y x) 18.0) t) z (- (* b c) (fma 4.0 (fma t a (* i x)) (* 27.0 (* k j)))))
3.8b
(* (* (* y x) 18.0) t)

rewrite227.0ms

Algorithm
rewrite-expression-head
Rules
23×pow1 add-exp-log add-cbrt-cube
12×pow-prod-down prod-exp cbrt-unprod
add-sqr-sqrt add-cube-cbrt *-un-lft-identity associate-*r*
associate-*l*
expm1-log1p-u log1p-expm1-u add-log-exp
*-commutative
fma-udef
Counts
4 → 73
Calls
4 calls:
39.0ms
(* (* y x) 18.0)
34.0ms
(* 27.0 (* k j))
1.0ms
(fma (* (* (* y x) 18.0) t) z (- (* b c) (fma 4.0 (fma t a (* i x)) (* 27.0 (* k j)))))
149.0ms
(* (* (* y x) 18.0) t)

series5.1s

Counts
4 → 12
Calls
4 calls:
47.0ms
(* (* y x) 18.0)
37.0ms
(* 27.0 (* k j))
5.0s
(fma (* (* (* y x) 18.0) t) z (- (* b c) (fma 4.0 (fma t a (* i x)) (* 27.0 (* k j)))))
51.0ms
(* (* (* y x) 18.0) t)

simplify7.5s

Counts
85 → 85
Iterations
IterNodes
done5000
34588
21119
1319
0135

prune1.5s

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 0.6b

localize76.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (* b c) (fma 4.0 (fma t a (* i x)) (* 27.0 (* k j))))
0.3b
(* 27.0 (* k j))
3.4b
(fma (* (* y x) (* 18.0 t)) z (- (* b c) (fma 4.0 (fma t a (* i x)) (* 27.0 (* k j)))))
3.8b
(* (* y x) (* 18.0 t))

rewrite125.0ms

Algorithm
rewrite-expression-head
Rules
21×pow1 add-exp-log add-cbrt-cube
11×pow-prod-down prod-exp cbrt-unprod
add-sqr-sqrt add-cube-cbrt *-un-lft-identity add-log-exp
expm1-log1p-u associate-*l* log1p-expm1-u
prod-diff
associate-*r* *-commutative fma-udef
sub-neg flip3-- fma-neg diff-log flip-- associate--r+
Counts
4 → 73
Calls
4 calls:
18.0ms
(- (* b c) (fma 4.0 (fma t a (* i x)) (* 27.0 (* k j))))
32.0ms
(* 27.0 (* k j))
1.0ms
(fma (* (* y x) (* 18.0 t)) z (- (* b c) (fma 4.0 (fma t a (* i x)) (* 27.0 (* k j)))))
70.0ms
(* (* y x) (* 18.0 t))

series4.7s

Counts
4 → 12
Calls
4 calls:
629.0ms
(- (* b c) (fma 4.0 (fma t a (* i x)) (* 27.0 (* k j))))
39.0ms
(* 27.0 (* k j))
4.0s
(fma (* (* y x) (* 18.0 t)) z (- (* b c) (fma 4.0 (fma t a (* i x)) (* 27.0 (* k j)))))
48.0ms
(* (* y x) (* 18.0 t))

simplify3.4s

Counts
85 → 85
Iterations
IterNodes
done5000
21345
1397
0166

prune2.2s

Pruning

9 alts after pruning (8 fresh and 1 done)

Merged error: 0.2b

regimes5.9s

Accuracy

44.4% (2.6b remaining)

Error of 2.7b against oracle of 0.1b and baseline of 4.8b

bsearch613.0ms

Steps
ItersRangePoint
9
1.311814387936794e-169
1.835842643712574e-164
1.8068831272582442e-164
8
-1.5133775762134652e+24
-2.2897742511483079e+21
-7.702228306921126e+21

simplify26.0ms

Iterations
IterNodes
done79
179
054

end0.0ms

sample8.2s

Algorithm
intervals
Results
6.4s16178×body80valid