Details

Time bar (total: 21.4s)

sample50.0ms

Algorithm
intervals
Results
25.0ms496×body80valid

simplify4.5s

Counts
1 → 1
Iterations
IterNodes
done5000
74088
61776
5748
4361
3169
251
121
011

prune13.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 6.6b

localize21.0ms

Local error

Found 3 expressions with local error:

0.0b
(- (* z z) t)
0.0b
(- (* x x) (* (* y 4.0) (- (* z z) t)))
6.2b
(* (* y 4.0) (- (* z z) t))

rewrite62.0ms

Algorithm
rewrite-expression-head
Rules
16×prod-diff
11×add-sqr-sqrt
10×distribute-rgt-in distribute-lft-in associate--r+
*-un-lft-identity add-cube-cbrt
pow1 add-cbrt-cube add-exp-log
add-log-exp
sub-neg
associate-*r*
expm1-log1p-u flip3-- pow-prod-down prod-exp cbrt-unprod log1p-expm1-u flip--
fma-neg diff-log associate-*r/ difference-of-squares
associate-*l* *-commutative
Counts
3 → 78
Calls
3 calls:
11.0ms
(- (* z z) t)
11.0ms
(- (* x x) (* (* y 4.0) (- (* z z) t)))
37.0ms
(* (* y 4.0) (- (* z z) t))

series256.0ms

Counts
3 → 9
Calls
3 calls:
41.0ms
(- (* z z) t)
128.0ms
(- (* x x) (* (* y 4.0) (- (* z z) t)))
87.0ms
(* (* y 4.0) (- (* z z) t))

simplify1.3s

Counts
87 → 87
Iterations
IterNodes
done5003
21308
1441
0148

prune469.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 3.6b

localize56.0ms

Local error

Found 4 expressions with local error:

0.0b
(fma x x (- (* (- (* z z) t) (* y 4.0))))
6.2b
(* (- (* z z) t) (* y 4.0))
6.2b
(* (- (* z z) t) (* y 4.0))
56.9b
(fma (- (- (* z z) t)) (* y 4.0) (* (- (* z z) t) (* y 4.0)))

rewrite88.0ms

Algorithm
rewrite-expression-head
Rules
14×pow1 add-cbrt-cube add-exp-log
add-sqr-sqrt associate-*l*
*-un-lft-identity pow-prod-down prod-exp add-cube-cbrt cbrt-unprod
expm1-log1p-u associate-*l/ log1p-expm1-u add-log-exp
flip3-- associate-*r* *-commutative fma-udef flip-- difference-of-squares
Counts
4 → 66
Calls
4 calls:
0.0ms
(fma x x (- (* (- (* z z) t) (* y 4.0))))
40.0ms
(* (- (* z z) t) (* y 4.0))
43.0ms
(* (- (* z z) t) (* y 4.0))
1.0ms
(fma (- (- (* z z) t)) (* y 4.0) (* (- (* z z) t) (* y 4.0)))

series354.0ms

Counts
4 → 12
Calls
4 calls:
109.0ms
(fma x x (- (* (- (* z z) t) (* y 4.0))))
68.0ms
(* (- (* z z) t) (* y 4.0))
76.0ms
(* (- (* z z) t) (* y 4.0))
102.0ms
(fma (- (- (* z z) t)) (* y 4.0) (* (- (* z z) t) (* y 4.0)))

simplify2.2s

Counts
78 → 78
Iterations
IterNodes
done5001
32574
2623
1206
088

prune598.0ms

Pruning

8 alts after pruning (7 fresh and 1 done)

Merged error: 3.5b

localize37.0ms

Local error

Found 4 expressions with local error:

4.3b
(cbrt (* (* y 4.0) (- (* z z) t)))
6.2b
(* (* y 4.0) (- (* z z) t))
6.2b
(* (* y 4.0) (- (* z z) t))
6.2b
(* (* y 4.0) (- (* z z) t))

rewrite160.0ms

Algorithm
rewrite-expression-head
Rules
19×pow1 add-cbrt-cube add-exp-log
18×prod-diff
16×add-sqr-sqrt
15×distribute-rgt-in distribute-lft-in
13×*-un-lft-identity add-cube-cbrt
12×associate-*r*
pow-prod-down prod-exp cbrt-unprod
associate-*r/
sub-neg
expm1-log1p-u flip3-- log1p-expm1-u flip-- add-log-exp
associate-*l* *-commutative difference-of-squares
cbrt-div
cbrt-prod pow1/3
Counts
4 → 112
Calls
4 calls:
24.0ms
(cbrt (* (* y 4.0) (- (* z z) t)))
51.0ms
(* (* y 4.0) (- (* z z) t))
46.0ms
(* (* y 4.0) (- (* z z) t))
36.0ms
(* (* y 4.0) (- (* z z) t))

series495.0ms

Counts
4 → 12
Calls
4 calls:
196.0ms
(cbrt (* (* y 4.0) (- (* z z) t)))
109.0ms
(* (* y 4.0) (- (* z z) t))
101.0ms
(* (* y 4.0) (- (* z z) t))
89.0ms
(* (* y 4.0) (- (* z z) t))

simplify2.8s

Counts
124 → 124
Iterations
IterNodes
done5000
34558
21120
1395
0144

prune658.0ms

Pruning

8 alts after pruning (6 fresh and 2 done)

Merged error: 3.5b

localize38.0ms

Local error

Found 4 expressions with local error:

6.2b
(* (* y 4.0) (* (* (cbrt (- (* z z) t)) (cbrt (- (* z z) t))) (cbrt (- (* z z) t))))
6.8b
(cbrt (- (* z z) t))
6.8b
(cbrt (- (* z z) t))
6.8b
(cbrt (- (* z z) t))

rewrite307.0ms

Algorithm
rewrite-expression-head
Rules
60×cbrt-div
34×associate-*r/
30×flip3-- flip--
28×frac-times
25×pow1 add-exp-log
17×add-cbrt-cube
15×pow-prod-down prod-exp cbrt-unprod
14×associate-*l/
12×cbrt-prod
10×add-sqr-sqrt
*-un-lft-identity add-cube-cbrt
expm1-log1p-u log1p-expm1-u add-log-exp
pow1/3 difference-of-squares
associate-*r* associate-*l* *-commutative
Counts
4 → 104
Calls
4 calls:
274.0ms
(* (* y 4.0) (* (* (cbrt (- (* z z) t)) (cbrt (- (* z z) t))) (cbrt (- (* z z) t))))
10.0ms
(cbrt (- (* z z) t))
10.0ms
(cbrt (- (* z z) t))
9.0ms
(cbrt (- (* z z) t))

series466.0ms

Counts
4 → 12
Calls
4 calls:
99.0ms
(* (* y 4.0) (* (* (cbrt (- (* z z) t)) (cbrt (- (* z z) t))) (cbrt (- (* z z) t))))
143.0ms
(cbrt (- (* z z) t))
121.0ms
(cbrt (- (* z z) t))
103.0ms
(cbrt (- (* z z) t))

simplify2.8s

Counts
116 → 116
Iterations
IterNodes
done5001
34271
21390
1477
0176

prune624.0ms

Pruning

8 alts after pruning (5 fresh and 3 done)

Merged error: 3.5b

regimes1.2s

Accuracy

85.1% (0.5b remaining)

Error of 3.0b against oracle of 2.5b and baseline of 6.0b

bsearch2.0ms

simplify13.0ms

Iterations
IterNodes
done41
241
133
024

end0.0ms

sample2.0s

Algorithm
intervals
Results
1.1s15655×body80valid