Details

Time bar (total: 5.9s)

sample136.0ms

Algorithm
intervals
Results
31.0ms54×body5120exit
28.0ms44×body1280valid
14.0ms42×body640valid
8.0msbody2560valid
8.0ms120×body80valid
7.0ms27×body320valid
4.0ms93×body80nan
2.0ms18×body160valid
2.0ms10×body640nan
1.0msbody1280nan
1.0msbody320nan
0.0msbody160nan

simplify6.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (4.0ms)

IterNodesCost
014713
114713

prune10.0ms

Filtered
1 candidates to 1 candidates (0.0%)
Pruning

1 alts after pruning (1 fresh and 0 done)

PrunedKeptTotal
New011
Fresh101
Picked000
Done000
Total112

Merged error: 12.1b

Counts
2 → 1

localize13.0ms

Local error

Found 4 expressions with local error:

0.0b
(* y (exp z))
0.1b
(/ (log (+ 1.0 (- (* y (exp z)) y))) t)
1.8b
(log (+ 1.0 (- (* y (exp z)) y)))
4.1b
(- (* y (exp z)) y)

rewrite25.0ms

Algorithm
rewrite-expression-head
Rules
18×add-sqr-sqrt *-un-lft-identity
16×add-cube-cbrt
12×times-frac
11×pow1
add-exp-log add-cbrt-cube
add-log-exp
log-pow
log-div log-prod associate-/l*
associate-*r* associate-*l* associate-/r*
flip3-+ div-sub flip-+
cbrt-undiv sub-neg flip3-- frac-2neg diff-log div-exp rem-log-exp pow-prod-down prod-exp clear-num *-commutative flip-- cbrt-unprod div-inv distribute-lft-out unswap-sqr
Counts
4 → 78
Calls
4 calls:
5.0ms
(* y (exp z))
8.0ms
(/ (log (+ 1.0 (- (* y (exp z)) y))) t)
6.0ms
(log (+ 1.0 (- (* y (exp z)) y)))
5.0ms
(- (* y (exp z)) y)

series67.0ms

Counts
4 → 12
Calls
4 calls:
5.0ms
(* y (exp z))
41.0ms
(/ (log (+ 1.0 (- (* y (exp z)) y))) t)
14.0ms
(log (+ 1.0 (- (* y (exp z)) y)))
7.0ms
(- (* y (exp z)) y)

simplify51.0ms

Algorithm
egg-herbie
Counts
90 → 90
Iterations

Useful iterations: 0 (42.0ms)

IterNodesCost
049941210
149941210

prune165.0ms

Filtered
69 candidates to 90 candidates (-30.4%)
Pruning

8 alts after pruning (8 fresh and 0 done)

PrunedKeptTotal
New82890
Fresh000
Picked101
Done000
Total83891

Merged error: 4.0b

Counts
91 → 8

localize11.0ms

Local error

Found 4 expressions with local error:

0.0b
(* y (exp z))
0.1b
(* (log (+ 1.0 (- (* y (exp z)) y))) (/ 1 t))
1.8b
(log (+ 1.0 (- (* y (exp z)) y)))
4.1b
(- (* y (exp z)) y)

rewrite25.0ms

Algorithm
rewrite-expression-head
Rules
24×add-sqr-sqrt
18×*-un-lft-identity
16×associate-*r*
15×add-exp-log add-cube-cbrt
11×times-frac add-cbrt-cube
10×pow1
associate-*l*
add-log-exp
prod-exp
log-prod unswap-sqr
cbrt-unprod
log-div div-exp pow-prod-down log-pow *-commutative
cbrt-undiv sub-neg rec-exp flip3-- flip3-+ diff-log 1-exp associate-*r/ rem-log-exp un-div-inv flip-- flip-+ div-inv distribute-lft-out
Counts
4 → 82
Calls
4 calls:
5.0ms
(* y (exp z))
7.0ms
(* (log (+ 1.0 (- (* y (exp z)) y))) (/ 1 t))
6.0ms
(log (+ 1.0 (- (* y (exp z)) y)))
5.0ms
(- (* y (exp z)) y)

series66.0ms

Counts
4 → 12
Calls
4 calls:
5.0ms
(* y (exp z))
40.0ms
(* (log (+ 1.0 (- (* y (exp z)) y))) (/ 1 t))
13.0ms
(log (+ 1.0 (- (* y (exp z)) y)))
7.0ms
(- (* y (exp z)) y)

simplify52.0ms

Algorithm
egg-herbie
Counts
94 → 94
Iterations

Useful iterations: 0 (44.0ms)

IterNodesCost
050461130

prune158.0ms

Filtered
68 candidates to 94 candidates (-38.2%)
Pruning

9 alts after pruning (8 fresh and 1 done)

PrunedKeptTotal
New93194
Fresh077
Picked011
Done000
Total939102

Merged error: 4.0b

Counts
102 → 9

localize26.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt y)
0.6b
(cbrt y)
2.8b
(log (+ 1.0 (- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)))
25.5b
(- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)

rewrite28.0ms

Algorithm
rewrite-expression-head
Rules
*-un-lft-identity
add-cube-cbrt
add-sqr-sqrt
cbrt-prod add-log-exp
pow1 add-exp-log
log-prod add-cbrt-cube
log-div pow1/3
sub-neg flip3-- flip3-+ diff-log rem-log-exp log-pow flip-- flip-+ distribute-lft-out distribute-lft-out--
Counts
4 → 50
Calls
4 calls:
1.0ms
(cbrt y)
1.0ms
(cbrt y)
10.0ms
(log (+ 1.0 (- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)))
14.0ms
(- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)

series71.0ms

Counts
4 → 12
Calls
4 calls:
21.0ms
(cbrt y)
23.0ms
(cbrt y)
16.0ms
(log (+ 1.0 (- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)))
10.0ms
(- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)

simplify63.0ms

Algorithm
egg-herbie
Counts
62 → 62
Iterations

Useful iterations: 0 (56.0ms)

IterNodesCost
04956530
14956530

prune104.0ms

Filtered
46 candidates to 62 candidates (-34.8%)
Pruning

9 alts after pruning (7 fresh and 2 done)

PrunedKeptTotal
New62062
Fresh077
Picked011
Done011
Total62971

Merged error: 4.0b

Counts
71 → 9

localize16.0ms

Local error

Found 4 expressions with local error:

0.1b
(/ z (/ t z))
4.5b
(* y (/ z (/ t z)))
4.8b
(+ (* 1.0 (* y (/ z t))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
5.1b
(* y (/ z t))

rewrite51.0ms

Algorithm
rewrite-expression-head
Rules
154×times-frac
104×add-sqr-sqrt
90×add-cube-cbrt *-un-lft-identity
57×associate-*r*
23×add-exp-log add-cbrt-cube
13×associate-/r*
10×associate-*r/ div-inv
add-log-exp
pow1
cbrt-undiv div-exp
associate-*l*
prod-exp cbrt-unprod unswap-sqr
frac-add
sum-log associate-/l*
flip3-+ pow-prod-down associate-/r/ *-commutative flip-+
+-commutative associate-+r+ frac-2neg clear-num
Counts
4 → 184
Calls
4 calls:
6.0ms
(/ z (/ t z))
14.0ms
(* y (/ z (/ t z)))
13.0ms
(+ (* 1.0 (* y (/ z t))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
6.0ms
(* y (/ z t))

series38.0ms

Counts
4 → 12
Calls
4 calls:
3.0ms
(/ z (/ t z))
8.0ms
(* y (/ z (/ t z)))
21.0ms
(+ (* 1.0 (* y (/ z t))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
5.0ms
(* y (/ z t))

simplify57.0ms

Algorithm
egg-herbie
Counts
196 → 196
Iterations

Useful iterations: 0 (42.0ms)

IterNodesCost
049822144
149822144

prune243.0ms

Filtered
148 candidates to 196 candidates (-32.4%)
Pruning

13 alts after pruning (10 fresh and 3 done)

PrunedKeptTotal
New1915196
Fresh156
Picked011
Done022
Total19213205

Merged error: 4.0b

Counts
205 → 13

regimes584.0ms

Accuracy

59.6% (4.4b remaining)

Error of 8.3b against oracle of 3.9b and baseline of 14.8b

bsearch117.0ms

Steps
ItersRangePoint
8
-1.699510576945074e-164
-2.488704115078035e-167
-1.6834174513617077e-164
9
-9420724207418956.0
-799189891.3074948
-811540702.7494895

simplify1.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
06571
16571

end0.0ms

sample3.8s

Algorithm
intervals
Results
861.0ms1520×body5120exit
834.0ms1426×body1280valid
525.0ms1568×body640valid
254.0ms3535×body80valid
197.0ms912×body320valid
124.0ms2597×body80nan
114.0ms86×body2560valid
67.0ms502×body160valid
58.0ms241×body640nan
42.0ms118×body1280nan
28.0ms171×body320nan
12.0ms113×body160nan

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