Details

Time bar (total: 7.0s)

sample89.0ms

Algorithm
intervals
Results
24.0ms42×body1280valid
13.0ms43×body640valid
8.0ms124×body80valid
6.0ms32×body320valid
4.0ms82×body80nan
2.0ms45×body80overflowed
2.0msbody2560valid
2.0ms15×body160valid
1.0msbody640nan
1.0msbody320nan
0.0msbody160nan
0.0msbody1280nan

simplify208.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0207
1337
2497
3717
4937
51807
62327
74117
86287
99357
1010287
1113547
1239687
1350027

prune5.0ms

Filtered
1 candidates to 0 candidates (0.0%)
Pruning

2 alts after pruning (2 fresh and 0 done)

PrunedKeptTotal
New011
Fresh011
Picked000
Done000
Total022

Merged error: 25.0b

Counts
2 → 1

localize10.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
2.3b
(log (+ (- 1.0 y) (* y (exp z))))
2.6b
(+ (- 1.0 y) (* y (exp z)))

rewrite23.0ms

Algorithm
rewrite-expression-head
Rules
13×add-sqr-sqrt add-cube-cbrt *-un-lft-identity
12×times-frac
pow1 add-log-exp
add-exp-log
log-pow add-cbrt-cube
log-div associate-/l*
log-prod flip3-+ associate-/r* flip-+
associate-+l+ div-sub sum-log
cbrt-undiv +-commutative associate-+l- sub-neg frac-2neg diff-log div-exp rem-log-exp clear-num div-inv
Counts
3 → 62
Calls
3 calls:
10.0ms
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
5.0ms
(log (+ (- 1.0 y) (* y (exp z))))
6.0ms
(+ (- 1.0 y) (* y (exp z)))

series247.0ms

Counts
3 → 9
Calls
3 calls:
144.0ms
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
70.0ms
(log (+ (- 1.0 y) (* y (exp z))))
34.0ms
(+ (- 1.0 y) (* y (exp z)))

simplify39.0ms

Algorithm
egg-herbie
Counts
71 → 71
Iterations

Useful iterations: 2 (31.0ms)

IterNodesCost
0403724
11433668
25001661

prune314.0ms

Filtered
71 candidates to 54 candidates (76.1%)
Pruning

5 alts after pruning (5 fresh and 0 done)

PrunedKeptTotal
New66571
Fresh000
Picked101
Done000
Total67572

Merged error: 3.1b

Counts
72 → 5

localize11.0ms

Local error

Found 4 expressions with local error:

0.0b
(* (- (exp z) 1) y)
0.0b
(/ (log (+ 1.0 (* (- (exp z) 1) y))) t)
2.3b
(log (+ 1.0 (* (- (exp z) 1) y)))
2.7b
(- (exp z) 1)

rewrite22.0ms

Algorithm
rewrite-expression-head
Rules
26×add-sqr-sqrt
22×*-un-lft-identity
16×add-cube-cbrt
12×times-frac
11×pow1
add-exp-log
add-cbrt-cube
associate-*l*
add-log-exp
log-pow
log-div associate-/l* difference-of-squares
log-prod associate-*r* associate-/r*
flip3-- flip3-+ difference-of-sqr-1 div-sub associate-*l/ flip-- flip-+ distribute-lft-out--
cbrt-undiv sub-neg frac-2neg diff-log div-exp rem-log-exp pow-prod-down prod-exp clear-num *-commutative cbrt-unprod div-inv unswap-sqr
Counts
4 → 87
Calls
4 calls:
7.0ms
(* (- (exp z) 1) y)
5.0ms
(/ (log (+ 1.0 (* (- (exp z) 1) y))) t)
2.0ms
(log (+ 1.0 (* (- (exp z) 1) y)))
4.0ms
(- (exp z) 1)

series226.0ms

Counts
4 → 12
Calls
4 calls:
37.0ms
(* (- (exp z) 1) y)
117.0ms
(/ (log (+ 1.0 (* (- (exp z) 1) y))) t)
55.0ms
(log (+ 1.0 (* (- (exp z) 1) y)))
18.0ms
(- (exp z) 1)

simplify49.0ms

Algorithm
egg-herbie
Counts
99 → 99
Iterations

Useful iterations: 2 (41.0ms)

IterNodesCost
0446788
11782732
25001724

prune385.0ms

Filtered
99 candidates to 70 candidates (70.7%)
Pruning

5 alts after pruning (5 fresh and 0 done)

PrunedKeptTotal
New98199
Fresh044
Picked101
Done000
Total995104

Merged error: 3.1b

Counts
104 → 5

localize17.0ms

Local error

Found 4 expressions with local error:

0.0b
(- x (/ (+ (log 1.0) (* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))) t))
0.0b
(+ (* 0.5 (pow z 2)) (* 1.0 z))
3.7b
(* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))
5.2b
(/ (+ (log 1.0) (* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))) t)

rewrite25.0ms

Algorithm
rewrite-expression-head
Rules
21×add-sqr-sqrt
16×*-un-lft-identity
14×add-cube-cbrt
10×times-frac
add-exp-log add-cbrt-cube add-log-exp
pow1
flip3-+ associate-*r* associate-*l* associate-/r* flip-+ associate-/l*
associate-*r/ associate-/l/ difference-of-squares
cbrt-undiv +-commutative distribute-rgt-in sub-neg flip3-- frac-2neg distribute-lft-in diff-log div-exp pow-prod-down prod-exp clear-num sum-log *-commutative flip-- cbrt-unprod div-inv distribute-lft-out-- unswap-sqr
Counts
4 → 77
Calls
4 calls:
7.0ms
(- x (/ (+ (log 1.0) (* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))) t))
5.0ms
(+ (* 0.5 (pow z 2)) (* 1.0 z))
6.0ms
(* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))
6.0ms
(/ (+ (log 1.0) (* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))) t)

series392.0ms

Counts
4 → 12
Calls
4 calls:
120.0ms
(- x (/ (+ (log 1.0) (* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))) t))
68.0ms
(+ (* 0.5 (pow z 2)) (* 1.0 z))
85.0ms
(* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))
117.0ms
(/ (+ (log 1.0) (* y (+ (* 0.5 (pow z 2)) (* 1.0 z)))) t)

simplify57.0ms

Algorithm
egg-herbie
Counts
89 → 89
Iterations

Useful iterations: 2 (42.0ms)

IterNodesCost
0402953
11641882
25001876

prune465.0ms

Filtered
89 candidates to 66 candidates (74.2%)
Pruning

14 alts after pruning (14 fresh and 0 done)

PrunedKeptTotal
New791089
Fresh044
Picked101
Done000
Total801494

Merged error: 3.0b

Counts
94 → 14

localize10.0ms

Local error

Found 2 expressions with local error:

0.0b
(- x (+ (* 1.0 (/ (* z y) t)) (/ (log 1.0) t)))
4.3b
(/ (* z y) t)

rewrite15.0ms

Algorithm
rewrite-expression-head
Rules
add-exp-log add-cbrt-cube add-log-exp
add-sqr-sqrt *-un-lft-identity
add-cube-cbrt
times-frac associate-/r*
pow1 cbrt-undiv diff-log div-exp
sub-neg flip3-- frac-2neg prod-exp clear-num sum-log flip-- cbrt-unprod div-inv associate-/l* associate--r+ distribute-lft-out-- difference-of-squares
Counts
2 → 37
Calls
2 calls:
10.0ms
(- x (+ (* 1.0 (/ (* z y) t)) (/ (log 1.0) t)))
4.0ms
(/ (* z y) t)

series104.0ms

Counts
2 → 6
Calls
2 calls:
84.0ms
(- x (+ (* 1.0 (/ (* z y) t)) (/ (log 1.0) t)))
20.0ms
(/ (* z y) t)

simplify86.0ms

Algorithm
egg-herbie
Counts
43 → 43
Iterations

Useful iterations: 1 (6.0ms)

IterNodesCost
0204286
1812256
23760256
35001256

prune158.0ms

Filtered
43 candidates to 29 candidates (67.4%)
Pruning

11 alts after pruning (11 fresh and 0 done)

PrunedKeptTotal
New38543
Fresh7613
Picked101
Done000
Total461157

Merged error: 2.3b

Counts
57 → 11

regimes981.0ms

Accuracy

63.2% (4.9b remaining)

Error of 8.8b against oracle of 3.9b and baseline of 17.2b

bsearch143.0ms

Steps
ItersRangePoint
6
3.24830799667496e-70
2.2972048513899164e-69
5.3856609536610104e-70
8
-165015.5800116681
-4.115764337816432
-15.699525740504232

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
05228
15228

end0.0ms

sample2.9s

Algorithm
intervals
Results
859.0ms1456×body1280valid
521.0ms1576×body640valid
243.0ms3552×body80valid
186.0ms903×body320valid
116.0ms87×body2560valid
115.0ms2522×body80nan
79.0ms1504×body80overflowed
61.0ms452×body160valid
57.0ms252×body640nan
49.0ms144×body1280nan
26.0ms166×body320nan
10.0ms99×body160nan

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