Details

Time bar (total: 5.9s)

analyze1.1s

Algorithm
search
Search
TrueOtherFalseIter
0%99.8%0.2%0
0%99.8%0.2%1
0%99.8%0.2%2
0%99.8%0.2%3
0%99.8%0.2%4
0%99.8%0.2%5
0%99.8%0.2%6
0%99.8%0.2%7
0%99.8%0.2%8
1.6%98.2%0.2%9
2.3%97.5%0.2%10
11.7%88.1%0.2%11
13.1%74.3%12.7%12
16.1%70.5%13.5%13
18.6%68%13.5%14

sample93.0ms

Algorithm
intervals
Results
23.0ms40×body1280valid
20.0ms48×body640valid
9.0msbody2560valid
9.0ms120×body80valid
6.0ms30×body320valid
2.0ms49×body80nan
2.0msbody640nan
2.0msbody1280nan
2.0ms12×body160valid
2.0ms31×body80overflowed
1.0msbody320nan
0.0msbody160nan
0.0msbody80invalid

simplify225.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (224.0ms)

IterNodesCost
0373013
1373013

prune9.0ms

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: 14.2b

Counts
2 → 1

localize10.0ms

Local error

Found 4 expressions with local error:

0.0b
(* y (exp z))
0.0b
(/ (log (+ 1.0 (- (* y (exp z)) y))) t)
1.2b
(log (+ 1.0 (- (* y (exp z)) y)))
2.9b
(- (* y (exp z)) y)

rewrite26.0ms

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 → 77
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)

series66.0ms

Counts
4 → 12
Calls
4 calls:
5.0ms
(* y (exp z))
38.0ms
(/ (log (+ 1.0 (- (* y (exp z)) y))) t)
15.0ms
(log (+ 1.0 (- (* y (exp z)) y)))
7.0ms
(- (* y (exp z)) y)

simplify54.0ms

Algorithm
egg-herbie
Counts
89 → 89
Iterations

Useful iterations: 0 (46.0ms)

IterNodesCost
051351208

prune164.0ms

Filtered
69 candidates to 89 candidates (-29.0%)
Pruning

8 alts after pruning (8 fresh and 0 done)

PrunedKeptTotal
New81889
Fresh000
Picked101
Done000
Total82890

Merged error: 2.2b

Counts
90 → 8

localize11.0ms

Local error

Found 4 expressions with local error:

0.0b
(* y (exp z))
0.0b
(* (log (+ 1.0 (- (* y (exp z)) y))) (/ 1 t))
1.2b
(log (+ 1.0 (- (* y (exp z)) y)))
2.9b
(- (* y (exp z)) y)

rewrite27.0ms

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 → 81
Calls
4 calls:
7.0ms
(* 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)

series63.0ms

Counts
4 → 12
Calls
4 calls:
5.0ms
(* y (exp z))
38.0ms
(* (log (+ 1.0 (- (* y (exp z)) y))) (/ 1 t))
13.0ms
(log (+ 1.0 (- (* y (exp z)) y)))
7.0ms
(- (* y (exp z)) y)

simplify56.0ms

Algorithm
egg-herbie
Counts
93 → 93
Iterations

Useful iterations: 0 (47.0ms)

IterNodesCost
052001128

prune150.0ms

Filtered
68 candidates to 93 candidates (-36.8%)
Pruning

10 alts after pruning (9 fresh and 1 done)

PrunedKeptTotal
New91293
Fresh077
Picked011
Done000
Total9110101

Merged error: 2.2b

Counts
101 → 10

localize14.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt y)
0.6b
(cbrt y)
1.9b
(log (+ 1.0 (- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)))
26.6b
(- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)

rewrite27.0ms

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 → 49
Calls
4 calls:
1.0ms
(cbrt y)
1.0ms
(cbrt y)
11.0ms
(log (+ 1.0 (- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)))
11.0ms
(- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)

series70.0ms

Counts
4 → 12
Calls
4 calls:
21.0ms
(cbrt y)
21.0ms
(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)

simplify50.0ms

Algorithm
egg-herbie
Counts
61 → 61
Iterations

Useful iterations: 0 (44.0ms)

IterNodesCost
04934527
14934527

prune104.0ms

Filtered
46 candidates to 61 candidates (-32.6%)
Pruning

10 alts after pruning (8 fresh and 2 done)

PrunedKeptTotal
New61061
Fresh088
Picked011
Done011
Total611071

Merged error: 2.2b

Counts
71 → 10

localize15.0ms

Local error

Found 4 expressions with local error:

0.1b
(/ z (/ t z))
3.7b
(* y (/ z t))
4.0b
(+ (* 1.0 (* y (/ z t))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
5.5b
(* y (/ z (/ t z)))

rewrite50.0ms

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))
6.0ms
(* y (/ z t))
14.0ms
(+ (* 1.0 (* y (/ z t))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
16.0ms
(* y (/ z (/ t z)))

series41.0ms

Counts
4 → 12
Calls
4 calls:
7.0ms
(/ z (/ t z))
5.0ms
(* y (/ z t))
21.0ms
(+ (* 1.0 (* y (/ z t))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
8.0ms
(* y (/ z (/ t z)))

simplify68.0ms

Algorithm
egg-herbie
Counts
196 → 196
Iterations

Useful iterations: 0 (52.0ms)

IterNodesCost
049642144
149642144

prune240.0ms

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

12 alts after pruning (9 fresh and 3 done)

PrunedKeptTotal
New1924196
Fresh257
Picked011
Done022
Total19412206

Merged error: 2.2b

Counts
206 → 12

regimes578.0ms

Accuracy

62% (4.0b remaining)

Error of 7.8b against oracle of 3.7b and baseline of 14.3b

bsearch2.0ms

simplify3.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (3.0ms)

IterNodesCost
025544
125544

end0.0ms

sample2.6s

Algorithm
intervals
Results
834.0ms1432×body1280valid
516.0ms1567×body640valid
254.0ms3537×body80valid
194.0ms861×body320valid
121.0ms90×body2560valid
72.0ms1519×body80nan
68.0ms513×body160valid
63.0ms264×body640nan
51.0ms895×body80overflowed
35.0ms104×body1280nan
32.0ms184×body320nan
9.0ms90×body160nan
1.0ms11×body80invalid
0.0msbody1280invalid
0.0msbody640invalid

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