Details

Time bar (total: 6.6s)

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

sample93.0ms

Algorithm
intervals
Results
25.0ms40×body1280valid
21.0ms56×body640valid
9.0ms114×body80valid
6.0ms47×body80nan
6.0ms27×body320valid
5.0msbody2560valid
2.0ms16×body160valid
2.0msbody640nan
2.0msbody320nan
1.0ms21×body80overflowed
1.0msbody1280nan
0.0msbody160nan
0.0msbody80invalid

simplify244.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (242.0ms)

IterNodesCost
0373013
1373013

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: 14.4b

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)
7.0ms
(log (+ 1.0 (- (* y (exp z)) y)))
5.0ms
(- (* y (exp z)) y)

series70.0ms

Counts
4 → 12
Calls
4 calls:
5.0ms
(* y (exp z))
40.0ms
(/ (log (+ 1.0 (- (* y (exp z)) y))) t)
14.0ms
(log (+ 1.0 (- (* y (exp z)) y)))
10.0ms
(- (* y (exp z)) y)

simplify52.0ms

Algorithm
egg-herbie
Counts
89 → 89
Iterations

Useful iterations: 0 (44.0ms)

IterNodesCost
051351208

prune179.0ms

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

9 alts after pruning (9 fresh and 0 done)

PrunedKeptTotal
New80989
Fresh000
Picked101
Done000
Total81990

Merged error: 4.3b

Counts
90 → 9

localize18.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt y)
0.6b
(cbrt y)
2.6b
(log (+ 1.0 (- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)))
25.3b
(- (* (* (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)))
12.0ms
(- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)

series79.0ms

Counts
4 → 12
Calls
4 calls:
23.0ms
(cbrt y)
26.0ms
(cbrt y)
18.0ms
(log (+ 1.0 (- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)))
11.0ms
(- (* (* (cbrt y) (cbrt y)) (* (exp z) (cbrt y))) y)

simplify53.0ms

Algorithm
egg-herbie
Counts
61 → 61
Iterations

Useful iterations: 0 (47.0ms)

IterNodesCost
04934527
14934527

prune114.0ms

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

9 alts after pruning (8 fresh and 1 done)

PrunedKeptTotal
New61061
Fresh088
Picked011
Done000
Total61970

Merged error: 4.3b

Counts
70 → 9

localize16.0ms

Local error

Found 4 expressions with local error:

0.1b
(/ z (/ t z))
4.0b
(* y (/ z t))
4.7b
(+ (* 1.0 (* y (/ z t))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
5.5b
(* y (/ z (/ t z)))

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

series40.0ms

Counts
4 → 12
Calls
4 calls:
4.0ms
(/ z (/ t z))
5.0ms
(* y (/ z t))
22.0ms
(+ (* 1.0 (* y (/ z t))) (+ (/ (log 1.0) t) (* 0.5 (* y (/ z (/ t z))))))
9.0ms
(* y (/ z (/ t z)))

simplify69.0ms

Algorithm
egg-herbie
Counts
196 → 196
Iterations

Useful iterations: 0 (53.0ms)

IterNodesCost
049642144
149642144

prune297.0ms

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

13 alts after pruning (11 fresh and 2 done)

PrunedKeptTotal
New1915196
Fresh167
Picked011
Done011
Total19213205

Merged error: 4.3b

Counts
205 → 13

localize25.0ms

Local error

Found 4 expressions with local error:

2.9b
(- (* y (exp z)) y)
2.9b
(- (* y (exp z)) y)
4.1b
(log (+ (* 1.0 1.0) (* (- (* y (exp z)) y) (- (* y (exp z)) (+ y 1.0)))))
6.6b
(log (+ (pow (- (* y (exp z)) y) 3) (pow 1.0 3)))

rewrite30.0ms

Algorithm
rewrite-expression-head
Rules
16×*-un-lft-identity
12×log-prod
add-log-exp
pow1 add-exp-log add-sqr-sqrt add-cube-cbrt
distribute-lft-out
unpow-prod-down log-div cube-prod add-cbrt-cube
sub-neg flip3-- flip3-+ diff-log rem-log-exp log-pow flip-- flip-+
sum-cubes
Counts
4 → 56
Calls
4 calls:
5.0ms
(- (* y (exp z)) y)
5.0ms
(- (* y (exp z)) y)
4.0ms
(log (+ (* 1.0 1.0) (* (- (* y (exp z)) y) (- (* y (exp z)) (+ y 1.0)))))
15.0ms
(log (+ (pow (- (* y (exp z)) y) 3) (pow 1.0 3)))

series150.0ms

Counts
4 → 12
Calls
4 calls:
7.0ms
(- (* y (exp z)) y)
8.0ms
(- (* y (exp z)) y)
64.0ms
(log (+ (* 1.0 1.0) (* (- (* y (exp z)) y) (- (* y (exp z)) (+ y 1.0)))))
71.0ms
(log (+ (pow (- (* y (exp z)) y) 3) (pow 1.0 3)))

simplify30.0ms

Algorithm
egg-herbie
Counts
68 → 68
Iterations

Useful iterations: 0 (18.0ms)

IterNodesCost
049891369
149891369

prune157.0ms

Filtered
53 candidates to 68 candidates (-28.3%)
Pruning

15 alts after pruning (12 fresh and 3 done)

PrunedKeptTotal
New66268
Fresh01010
Picked011
Done022
Total661581

Merged error: 4.3b

Counts
81 → 15

regimes780.0ms

Accuracy

69.6% (4.9b remaining)

Error of 8.7b against oracle of 3.8b and baseline of 20.0b

bsearch121.0ms

Steps
ItersRangePoint
7
8.543540045122376e-35
3.0588789923411968e-33
2.7409562386081176e-34
5
1.3317907892303622e-122
3.305467385666733e-122
3.2576196395106886e-122
8
-9.184455842412649e+17
-289741123152241.7
-296098434438560.6

simplify4.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (3.0ms)

IterNodesCost
0269117
1269117

end0.0ms

sample2.7s

Algorithm
intervals
Results
885.0ms1460×body1280valid
579.0ms1610×body640valid
268.0ms3470×body80valid
210.0ms900×body320valid
117.0ms88×body2560valid
75.0ms1487×body80nan
71.0ms472×body160valid
65.0ms253×body640nan
48.0ms846×body80overflowed
38.0ms107×body1280nan
37.0ms209×body320nan
14.0ms125×body160nan
1.0ms18×body80invalid
0.0msbody1280invalid

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