Details

Time bar (total: 3.3s)

sample25.0ms

Algorithm
intervals
Results
10.0ms256×body80valid

simplify5.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0136
1206
2226
3226

prune4.0ms

Filtered
1 candidates to 0 candidates (100.0%)
Pruning

2 alts after pruning (2 fresh and 0 done)

PrunedKeptTotal
New011
Fresh011
Picked000
Done000
Total022

Merged error: 39.6b

Counts
2 → 1

localize12.0ms

Local error

Found 3 expressions with local error:

0.0b
(+ (+ (* x x) (* y y)) (* z z))
0.0b
(+ (* x x) (* y y))
36.7b
(sqrt (+ (+ (* x x) (* y y)) (* z z)))

rewrite14.0ms

Algorithm
rewrite-expression-head
Rules
10×add-log-exp
add-sqr-sqrt
pow1 add-cube-cbrt *-un-lft-identity sum-log
add-exp-log flip3-+ sqrt-prod add-cbrt-cube flip-+
+-commutative sqrt-div
rem-sqrt-square associate-+l+ sqrt-pow1 pow1/2
Counts
3 → 39
Calls
3 calls:
5.0ms
(+ (+ (* x x) (* y y)) (* z z))
4.0ms
(+ (* x x) (* y y))
5.0ms
(sqrt (+ (+ (* x x) (* y y)) (* z z)))

series35.0ms

Counts
3 → 9
Calls
3 calls:
10.0ms
(+ (+ (* x x) (* y y)) (* z z))
5.0ms
(+ (* x x) (* y y))
19.0ms
(sqrt (+ (+ (* x x) (* y y)) (* z z)))

simplify87.0ms

Algorithm
egg-herbie
Counts
48 → 48
Iterations

Useful iterations: 3 (82.0ms)

IterNodesCost
0209340
1959320
23316316
35001315

prune145.0ms

Filtered
48 candidates to 37 candidates (22.9%)
Pruning

6 alts after pruning (5 fresh and 1 done)

PrunedKeptTotal
New43548
Fresh000
Picked011
Done000
Total43649

Merged error: 20.8b

Counts
49 → 6

localize12.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ (* x x) (* y y))
0.0b
(pow (sqrt (+ (+ (* x x) (* y y)) (* z z))) 3)
36.7b
(sqrt (+ (+ (* x x) (* y y)) (* z z)))
46.0b
(cbrt (pow (sqrt (+ (+ (* x x) (* y y)) (* z z))) 3))

rewrite26.0ms

Algorithm
rewrite-expression-head
Rules
18×cbrt-prod
16×add-sqr-sqrt
15×add-cube-cbrt *-un-lft-identity sqrt-prod
12×unpow-prod-down cube-prod
pow1
sqrt-div add-log-exp
add-exp-log add-cbrt-cube
cube-div flip3-+ flip-+
pow-unpow pow-pow
cube-mult cbrt-div sqrt-pow1 pow1/2 unpow3 sqr-pow
+-commutative pow-to-exp rem-sqrt-square pow1/3 pow-exp sum-log sqrt-pow2 rem-cbrt-cube rem-cube-cbrt
Counts
4 → 89
Calls
4 calls:
4.0ms
(+ (* x x) (* y y))
6.0ms
(pow (sqrt (+ (+ (* x x) (* y y)) (* z z))) 3)
5.0ms
(sqrt (+ (+ (* x x) (* y y)) (* z z)))
9.0ms
(cbrt (pow (sqrt (+ (+ (* x x) (* y y)) (* z z))) 3))

series95.0ms

Counts
4 → 12
Calls
4 calls:
5.0ms
(+ (* x x) (* y y))
52.0ms
(pow (sqrt (+ (+ (* x x) (* y y)) (* z z))) 3)
19.0ms
(sqrt (+ (+ (* x x) (* y y)) (* z z)))
19.0ms
(cbrt (pow (sqrt (+ (+ (* x x) (* y y)) (* z z))) 3))

simplify43.0ms

Algorithm
egg-herbie
Counts
101 → 101
Iterations

Useful iterations: 2 (32.0ms)

IterNodesCost
0338872
11459836
25002822

prune346.0ms

Filtered
101 candidates to 58 candidates (42.6%)
Pruning

9 alts after pruning (8 fresh and 1 done)

PrunedKeptTotal
New974101
Fresh044
Picked101
Done011
Total989107

Merged error: 20.8b

Counts
107 → 9

localize12.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ (+ (* x x) (* y y)) (* z z))
0.0b
(+ (* x x) (* y y))
0.1b
(pow (+ (+ (* x x) (* y y)) (* z z)) 3/2)
46.0b
(cbrt (pow (+ (+ (* x x) (* y y)) (* z z)) 3/2))

rewrite21.0ms

Algorithm
rewrite-expression-head
Rules
11×add-log-exp
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
cbrt-prod
unpow-prod-down
pow1 add-exp-log
sum-log add-cbrt-cube
pow-unpow
+-commutative flip3-+ flip-+ sqr-pow
pow-to-exp associate-+l+ pow-pow pow1/3 pow-exp
Counts
4 → 56
Calls
4 calls:
5.0ms
(+ (+ (* x x) (* y y)) (* z z))
3.0ms
(+ (* x x) (* y y))
6.0ms
(pow (+ (+ (* x x) (* y y)) (* z z)) 3/2)
5.0ms
(cbrt (pow (+ (+ (* x x) (* y y)) (* z z)) 3/2))

series65.0ms

Counts
4 → 12
Calls
4 calls:
10.0ms
(+ (+ (* x x) (* y y)) (* z z))
5.0ms
(+ (* x x) (* y y))
31.0ms
(pow (+ (+ (* x x) (* y y)) (* z z)) 3/2)
19.0ms
(cbrt (pow (+ (+ (* x x) (* y y)) (* z z)) 3/2))

simplify36.0ms

Algorithm
egg-herbie
Counts
68 → 68
Iterations

Useful iterations: 2 (29.0ms)

IterNodesCost
0301559
11321523
25001512

prune265.0ms

Filtered
68 candidates to 49 candidates (27.9%)
Pruning

11 alts after pruning (9 fresh and 2 done)

PrunedKeptTotal
New66268
Fresh077
Picked011
Done011
Total661177

Merged error: 20.8b

Counts
77 → 11

localize11.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ (* x x) (* y y))
0.1b
(pow (+ (* x x) (* y y)) 3)
17.3b
(cbrt (pow (+ (* x x) (* y y)) 3))
36.7b
(sqrt (+ (cbrt (pow (+ (* x x) (* y y)) 3)) (* z z)))

rewrite22.0ms

Algorithm
rewrite-expression-head
Rules
12×cbrt-prod add-sqr-sqrt
11×add-cube-cbrt *-un-lft-identity
pow1 unpow-prod-down cube-prod add-log-exp
add-exp-log add-cbrt-cube
cube-div flip3-+ flip-+
pow-unpow sqrt-prod
cube-mult cbrt-div sqrt-div unpow3 sqr-pow
+-commutative pow-to-exp rem-sqrt-square pow-pow sqrt-pow1 pow1/2 pow1/3 pow-exp sum-log rem-cbrt-cube rem-cube-cbrt
Counts
4 → 74
Calls
4 calls:
3.0ms
(+ (* x x) (* y y))
4.0ms
(pow (+ (* x x) (* y y)) 3)
4.0ms
(cbrt (pow (+ (* x x) (* y y)) 3))
8.0ms
(sqrt (+ (cbrt (pow (+ (* x x) (* y y)) 3)) (* z z)))

series46.0ms

Counts
4 → 12
Calls
4 calls:
5.0ms
(+ (* x x) (* y y))
14.0ms
(pow (+ (* x x) (* y y)) 3)
8.0ms
(cbrt (pow (+ (* x x) (* y y)) 3))
19.0ms
(sqrt (+ (cbrt (pow (+ (* x x) (* y y)) 3)) (* z z)))

simplify49.0ms

Algorithm
egg-herbie
Counts
86 → 86
Iterations

Useful iterations: 2 (41.0ms)

IterNodesCost
0303611
11582574
25001568

prune271.0ms

Filtered
86 candidates to 50 candidates (41.9%)
Pruning

12 alts after pruning (9 fresh and 3 done)

PrunedKeptTotal
New85186
Fresh088
Picked011
Done022
Total851297

Merged error: 20.7b

Counts
97 → 12

regimes1.0s

Accuracy

62.6% (7.4b remaining)

Error of 25.8b against oracle of 18.4b and baseline of 38.2b

bsearch87.0ms

Steps
ItersRangePoint
8
9.555849306330013e+86
1.704051699546871e+90
2.5006745594136055e+89
10
-6.856527875648579e+102
-1.7166838907982538e+84
-6.181068723284219e+102

simplify1.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
0217
1217

end0.0ms

sample567.0ms

Algorithm
intervals
Results
294.0ms8000×body80valid

Profiling

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