Details

Time bar (total: 6.4s)

analyze1.2s

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

sample99.0ms

Algorithm
intervals
Results
30.0ms46×body1280valid
18.0ms51×body640valid
8.0ms112×body80valid
7.0ms43×body80nan
6.0ms28×body320valid
5.0msbody2560valid
2.0ms16×body160valid
2.0msbody640nan
1.0msbody1280nan
1.0ms21×body80overflowed
1.0msbody320nan
1.0msbody160nan

simplify235.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (233.0ms)

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: 15.3b

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)
1.9b
(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)

series65.0ms

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

simplify53.0ms

Algorithm
egg-herbie
Counts
89 → 89
Iterations

Useful iterations: 0 (45.0ms)

IterNodesCost
051351208

prune141.0ms

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

5 alts after pruning (5 fresh and 0 done)

PrunedKeptTotal
New84589
Fresh000
Picked101
Done000
Total85590

Merged error: 3.6b

Counts
90 → 5

localize15.0ms

Local error

Found 4 expressions with local error:

0.1b
(/ z (/ t z))
3.1b
(+ (* 1.0 (* y (/ z t))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
4.0b
(* y (/ z t))
6.0b
(* y (/ z (/ t z)))

rewrite49.0ms

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

series36.0ms

Counts
4 → 12
Calls
4 calls:
3.0ms
(/ z (/ t z))
20.0ms
(+ (* 1.0 (* y (/ z t))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
5.0ms
(* y (/ z t))
8.0ms
(* y (/ z (/ t z)))

simplify66.0ms

Algorithm
egg-herbie
Counts
196 → 196
Iterations

Useful iterations: 0 (52.0ms)

IterNodesCost
049642144
149642144

prune284.0ms

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

11 alts after pruning (10 fresh and 1 done)

PrunedKeptTotal
New1906196
Fresh044
Picked011
Done000
Total19011201

Merged error: 3.5b

Counts
201 → 11

localize25.0ms

Local error

Found 4 expressions with local error:

1.5b
(* (/ z t) (cbrt y))
2.7b
(* (* (cbrt y) (cbrt y)) (* (/ z t) (cbrt y)))
3.1b
(+ (* 1.0 (* (* (cbrt y) (cbrt y)) (* (/ z t) (cbrt y)))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
6.0b
(* y (/ z (/ t z)))

rewrite60.0ms

Algorithm
rewrite-expression-head
Rules
80×times-frac
68×add-sqr-sqrt
51×associate-*r*
49×add-cube-cbrt *-un-lft-identity
39×add-exp-log
27×add-cbrt-cube
20×pow1
18×prod-exp cbrt-unprod
17×associate-*l*
10×associate-*r/ pow-prod-down
add-log-exp
unswap-sqr
cbrt-undiv div-exp
cbrt-prod associate-*l/ div-inv
frac-add
sum-log *-commutative
flip3-+ flip-+
+-commutative associate-+r+ associate-/r/
Counts
4 → 146
Calls
4 calls:
7.0ms
(* (/ z t) (cbrt y))
11.0ms
(* (* (cbrt y) (cbrt y)) (* (/ z t) (cbrt y)))
22.0ms
(+ (* 1.0 (* (* (cbrt y) (cbrt y)) (* (/ z t) (cbrt y)))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
14.0ms
(* y (/ z (/ t z)))

series62.0ms

Counts
4 → 12
Calls
4 calls:
17.0ms
(* (/ z t) (cbrt y))
8.0ms
(* (* (cbrt y) (cbrt y)) (* (/ z t) (cbrt y)))
29.0ms
(+ (* 1.0 (* (* (cbrt y) (cbrt y)) (* (/ z t) (cbrt y)))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
8.0ms
(* y (/ z (/ t z)))

simplify54.0ms

Algorithm
egg-herbie
Counts
158 → 158
Iterations

Useful iterations: 0 (41.0ms)

IterNodesCost
049531751
149531751

prune229.0ms

Filtered
114 candidates to 158 candidates (-38.6%)
Pruning

11 alts after pruning (10 fresh and 1 done)

PrunedKeptTotal
New1544158
Fresh369
Picked101
Done011
Total15811169

Merged error: 3.5b

Counts
169 → 11

localize24.0ms

Local error

Found 4 expressions with local error:

6.0b
(* y (/ z (/ t z)))
19.3b
(cbrt (* y (/ z t)))
19.3b
(cbrt (* y (/ z t)))
19.3b
(cbrt (* y (/ z t)))

rewrite29.0ms

Algorithm
rewrite-expression-head
Rules
69×times-frac
49×add-sqr-sqrt
44×associate-*r*
40×add-cube-cbrt *-un-lft-identity
13×add-exp-log add-cbrt-cube
pow1
associate-*r/ div-inv add-log-exp
cbrt-undiv cbrt-prod cbrt-div pow1/3 div-exp associate-*l* prod-exp cbrt-unprod unswap-sqr
pow-prod-down associate-/r/ *-commutative
Counts
4 → 96
Calls
4 calls:
14.0ms
(* y (/ z (/ t z)))
4.0ms
(cbrt (* y (/ z t)))
4.0ms
(cbrt (* y (/ z t)))
4.0ms
(cbrt (* y (/ z t)))

series70.0ms

Counts
4 → 12
Calls
4 calls:
8.0ms
(* y (/ z (/ t z)))
23.0ms
(cbrt (* y (/ z t)))
19.0ms
(cbrt (* y (/ z t)))
20.0ms
(cbrt (* y (/ z t)))

simplify62.0ms

Algorithm
egg-herbie
Counts
108 → 108
Iterations

Useful iterations: 0 (53.0ms)

IterNodesCost
04950873
14950873

prune133.0ms

Filtered
86 candidates to 108 candidates (-25.6%)
Pruning

11 alts after pruning (10 fresh and 1 done)

PrunedKeptTotal
New1071108
Fresh099
Picked101
Done011
Total10811119

Merged error: 3.5b

Counts
119 → 11

regimes591.0ms

Accuracy

72% (4.4b remaining)

Error of 8.3b against oracle of 3.9b and baseline of 19.7b

bsearch31.0ms

Steps
ItersRangePoint
6
-1.1608258378864231e-05
-1.2268198317459513e-06
-1.443750446851244e-06

simplify4.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (2.0ms)

IterNodesCost
017248
117248

end0.0ms

sample2.7s

Algorithm
intervals
Results
844.0ms1418×body1280valid
566.0ms1630×body640valid
255.0ms3491×body80valid
191.0ms846×body320valid
138.0ms102×body2560valid
73.0ms1497×body80nan
72.0ms513×body160valid
57.0ms235×body640nan
47.0ms825×body80overflowed
42.0ms114×body1280nan
34.0ms205×body320nan
16.0ms113×body160nan
1.0ms18×body80invalid
1.0msbody320invalid
0.0msbody640invalid

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