Details

Time bar (total: 6.7s)

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

sample97.0ms

Algorithm
intervals
Results
29.0ms45×body1280valid
22.0ms52×body640valid
8.0ms115×body80valid
6.0msbody2560valid
6.0ms26×body320valid
2.0ms10×body640nan
2.0ms52×body80nan
2.0msbody1280nan
2.0ms14×body160valid
1.0ms21×body80overflowed
1.0msbody320nan
0.0msbody160nan
0.0msbody80invalid

simplify264.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (261.0ms)

IterNodesCost
0373013
1373013

prune4.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

PrunedKeptTotal
New011
Fresh011
Picked000
Done000
Total022

Merged error: 25.9b

Counts
2 → 1

localize10.0ms

Local error

Found 4 expressions with local error:

0.0b
(*.f64 y (exp.f64 z))
0.0b
(/.f64 (log.f64 (+.f64 (-.f64 1.0 y) (*.f64 y (exp.f64 z)))) t)
3.0b
(+.f64 (-.f64 1.0 y) (*.f64 y (exp.f64 z)))
3.3b
(log.f64 (+.f64 (-.f64 1.0 y) (*.f64 y (exp.f64 z))))

rewrite42.0ms

Algorithm
rewrite-expression-head
Rules
18×add-sqr-sqrt_binary64
16×*-un-lft-identity_binary64 add-cube-cbrt_binary64
12×times-frac_binary64
11×pow1_binary64
add-log-exp_binary64
add-exp-log_binary64 add-cbrt-cube_binary64
log-pow_binary64
associate-/l*_binary64 log-div_binary64
flip3-+_binary64 associate-/r*_binary64 associate-*r*_binary64 log-prod_binary64 associate-*l*_binary64 flip-+_binary64
div-sub_binary64 sum-log_binary64
pow-prod-down_binary64 sub-neg_binary64 diff-log_binary64 cbrt-unprod_binary64 cbrt-undiv_binary64 rem-log-exp_binary64 associate-+l+_binary64 associate-+l-_binary64 unswap-sqr_binary64 clear-num_binary64 prod-exp_binary64 frac-2neg_binary64 div-inv_binary64 div-exp_binary64 +-commutative_binary64 *-commutative_binary64
Counts
4 → 79
Calls
4 calls:
10.0ms
(*.f64 y (exp.f64 z))
15.0ms
(/.f64 (log.f64 (+.f64 (-.f64 1.0 y) (*.f64 y (exp.f64 z)))) t)
7.0ms
(+.f64 (-.f64 1.0 y) (*.f64 y (exp.f64 z)))
6.0ms
(log.f64 (+.f64 (-.f64 1.0 y) (*.f64 y (exp.f64 z))))

series88.0ms

Counts
4 → 12
Calls
4 calls:
6.0ms
(*.f64 y (exp.f64 z))
48.0ms
(/.f64 (log.f64 (+.f64 (-.f64 1.0 y) (*.f64 y (exp.f64 z)))) t)
7.0ms
(+.f64 (-.f64 1.0 y) (*.f64 y (exp.f64 z)))
28.0ms
(log.f64 (+.f64 (-.f64 1.0 y) (*.f64 y (exp.f64 z))))

simplify68.0ms

Algorithm
egg-herbie
Counts
91 → 91
Iterations

Useful iterations: 0 (58.0ms)

IterNodesCost
051271261

prune119.0ms

Filtered
68 candidates to 91 candidates (-33.8%)
Pruning

6 alts after pruning (6 fresh and 0 done)

PrunedKeptTotal
New85691
Fresh000
Picked101
Done000
Total86692

Merged error: 5.4b

Counts
92 → 6

localize11.0ms

Local error

Found 3 expressions with local error:

0.0b
(-.f64 x (/.f64 (+.f64 (log.f64 1.0) (*.f64 y (*.f64 z (+.f64 (*.f64 0.5 z) 1.0)))) t))
2.2b
(*.f64 y (*.f64 z (+.f64 (*.f64 0.5 z) 1.0)))
5.6b
(/.f64 (+.f64 (log.f64 1.0) (*.f64 y (*.f64 z (+.f64 (*.f64 0.5 z) 1.0)))) t)

rewrite25.0ms

Algorithm
rewrite-expression-head
Rules
17×add-sqr-sqrt_binary64
14×*-un-lft-identity_binary64
12×add-cube-cbrt_binary64
10×add-exp-log_binary64 add-cbrt-cube_binary64 times-frac_binary64
pow1_binary64
add-log-exp_binary64
associate-*r/_binary64 distribute-lft-in_binary64 distribute-rgt-in_binary64
pow-prod-down_binary64 associate-/r*_binary64 cbrt-unprod_binary64 associate-*l*_binary64 prod-exp_binary64 associate-/l*_binary64
flip3-+_binary64 associate-/l/_binary64 difference-of-squares_binary64 flip-+_binary64
sub-neg_binary64 flip3--_binary64 diff-log_binary64 associate-*r*_binary64 cbrt-undiv_binary64 clear-num_binary64 frac-2neg_binary64 distribute-lft-out--_binary64 div-inv_binary64 div-exp_binary64 flip--_binary64 *-commutative_binary64
Counts
3 → 67
Calls
3 calls:
9.0ms
(-.f64 x (/.f64 (+.f64 (log.f64 1.0) (*.f64 y (*.f64 z (+.f64 (*.f64 0.5 z) 1.0)))) t))
9.0ms
(*.f64 y (*.f64 z (+.f64 (*.f64 0.5 z) 1.0)))
6.0ms
(/.f64 (+.f64 (log.f64 1.0) (*.f64 y (*.f64 z (+.f64 (*.f64 0.5 z) 1.0)))) t)

series73.0ms

Counts
3 → 9
Calls
3 calls:
35.0ms
(-.f64 x (/.f64 (+.f64 (log.f64 1.0) (*.f64 y (*.f64 z (+.f64 (*.f64 0.5 z) 1.0)))) t))
12.0ms
(*.f64 y (*.f64 z (+.f64 (*.f64 0.5 z) 1.0)))
25.0ms
(/.f64 (+.f64 (log.f64 1.0) (*.f64 y (*.f64 z (+.f64 (*.f64 0.5 z) 1.0)))) t)

simplify52.0ms

Algorithm
egg-herbie
Counts
76 → 76
Iterations

Useful iterations: 0 (42.0ms)

IterNodesCost
054381344

prune132.0ms

Filtered
59 candidates to 76 candidates (-28.8%)
Pruning

11 alts after pruning (11 fresh and 0 done)

PrunedKeptTotal
New70676
Fresh055
Picked101
Done000
Total711182

Merged error: 5.3b

Counts
82 → 11

localize10.0ms

Local error

Found 2 expressions with local error:

0.0b
(+.f64 x (/.f64 (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z))) t))
4.7b
(/.f64 (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z))) t)

rewrite17.0ms

Algorithm
rewrite-expression-head
Rules
12×*-un-lft-identity_binary64
10×add-cube-cbrt_binary64 add-sqr-sqrt_binary64
times-frac_binary64
add-log-exp_binary64 add-exp-log_binary64 add-cbrt-cube_binary64
associate-/r*_binary64 associate-/l*_binary64
associate-/l/_binary64 pow1_binary64 div-sub_binary64
flip3-+_binary64 associate-+r-_binary64 flip3--_binary64 distribute-lft-out_binary64 cbrt-undiv_binary64 clear-num_binary64 frac-2neg_binary64 div-inv_binary64 div-exp_binary64 +-commutative_binary64 flip--_binary64 flip-+_binary64 sum-log_binary64
Counts
2 → 43
Calls
2 calls:
9.0ms
(+.f64 x (/.f64 (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z))) t))
8.0ms
(/.f64 (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z))) t)

series34.0ms

Counts
2 → 6
Calls
2 calls:
19.0ms
(+.f64 x (/.f64 (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z))) t))
15.0ms
(/.f64 (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z))) t)

simplify52.0ms

Algorithm
egg-herbie
Counts
49 → 49
Iterations

Useful iterations: 0 (44.0ms)

IterNodesCost
05094768

prune338.0ms

Filtered
40 candidates to 49 candidates (-22.5%)
Pruning

17 alts after pruning (16 fresh and 1 done)

PrunedKeptTotal
New391049
Fresh4610
Picked011
Done000
Total431760

Merged error: 5.3b

Counts
60 → 17

localize11.0ms

Local error

Found 3 expressions with local error:

0.0b
(+.f64 x (/.f64 1 (/.f64 t (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z))))))
0.8b
(/.f64 1 (/.f64 t (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z)))))
4.7b
(/.f64 t (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z))))

rewrite37.0ms

Algorithm
rewrite-expression-head
Rules
90×times-frac_binary64
58×*-un-lft-identity_binary64
55×add-cube-cbrt_binary64 add-sqr-sqrt_binary64
18×associate-/r*_binary64
16×add-exp-log_binary64
11×associate-/r/_binary64
10×add-cbrt-cube_binary64
div-exp_binary64
div-inv_binary64
associate-/l*_binary64
add-log-exp_binary64 flip3--_binary64 flip--_binary64
pow1_binary64 cbrt-undiv_binary64
distribute-lft-out_binary64 1-exp_binary64 clear-num_binary64 frac-2neg_binary64 rec-exp_binary64
flip3-+_binary64 inv-pow_binary64 +-commutative_binary64 pow-flip_binary64 flip-+_binary64 sum-log_binary64
Counts
3 → 126
Calls
3 calls:
17.0ms
(+.f64 x (/.f64 1 (/.f64 t (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z))))))
9.0ms
(/.f64 1 (/.f64 t (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z)))))
6.0ms
(/.f64 t (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z))))

series77.0ms

Counts
3 → 9
Calls
3 calls:
25.0ms
(+.f64 x (/.f64 1 (/.f64 t (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z))))))
18.0ms
(/.f64 1 (/.f64 t (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z)))))
34.0ms
(/.f64 t (-.f64 (neg.f64 (log.f64 1.0)) (*.f64 y (*.f64 1.0 z))))

simplify61.0ms

Algorithm
egg-herbie
Counts
135 → 135
Iterations

Useful iterations: 0 (40.0ms)

IterNodesCost
051632591

prune134.0ms

Filtered
86 candidates to 135 candidates (-57.0%)
Pruning

18 alts after pruning (16 fresh and 2 done)

PrunedKeptTotal
New1332135
Fresh11415
Picked011
Done011
Total13418152

Merged error: 5.3b

Counts
152 → 18

regimes1.1s

Accuracy

60.9% (4.9b remaining)

Error of 9.6b against oracle of 4.7b and baseline of 17.3b

bsearch123.0ms

Steps
ItersRangePoint
9
1.8550909217715098e-247
1.8395842924951235e-241
1.752020864510689e-241
10
-1028324598099.18
-29.767742835445514
-136.41029037088336

simplify3.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (2.0ms)

IterNodesCost
014961
114961

end0.0ms

sample2.6s

Algorithm
intervals
Results
853.0ms1429×body1280valid
553.0ms1597×body640valid
256.0ms3490×body80valid
205.0ms930×body320valid
112.0ms91×body2560valid
73.0ms1511×body80nan
63.0ms463×body160valid
59.0ms232×body640nan
46.0ms828×body80overflowed
38.0ms102×body1280nan
31.0ms184×body320nan
10.0ms92×body160nan
1.0ms20×body80invalid
0.0msbody320invalid
0.0msbody160invalid

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