Details

Time bar (total: 4.2s)

sample25.0ms

Algorithm
intervals
Results
5.0ms182×body80valid
4.0ms31×body1280valid
3.0ms256×pre80true
2.0ms24×body640valid
1.0ms13×body320valid
0.0msbody160valid

simplify76.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0206
1346
2526
3736
41236
51846
62506
72876
83496
94376
105746
116546
127126
137856
1410756
1511506
1611936
1712136
1812216
1912216

prune2.0ms

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: 17.3b

Counts
2 → 1

localize12.0ms

Local error

Found 2 expressions with local error:

0.0b
(/ (- beta alpha) (+ (+ alpha beta) 2.0))
1.5b
(+ (/ (- beta alpha) (+ (+ alpha beta) 2.0)) 1.0)

rewrite12.0ms

Algorithm
rewrite-expression-head
Rules
associate-/r/
fma-def flip3-+ flip-+
div-sub div-inv associate-/l/
+-commutative associate-+l- flip3-- frac-2neg clear-num flip--
Counts
2 → 15
Calls
2 calls:
5.0ms
(/ (- beta alpha) (+ (+ alpha beta) 2.0))
7.0ms
(+ (/ (- beta alpha) (+ (+ alpha beta) 2.0)) 1.0)

series106.0ms

Counts
2 → 6
Calls
2 calls:
49.0ms
(/ (- beta alpha) (+ (+ alpha beta) 2.0))
57.0ms
(+ (/ (- beta alpha) (+ (+ alpha beta) 2.0)) 1.0)

simplify56.0ms

Algorithm
egg-herbie
Counts
21 → 21
Iterations

Useful iterations: 3 (53.0ms)

IterNodesCost
0187121
1556115
22340108
35001102

prune69.0ms

Filtered
21 candidates to 19 candidates (90.5%)
Pruning

8 alts after pruning (8 fresh and 0 done)

PrunedKeptTotal
New13821
Fresh000
Picked101
Done000
Total14822

Merged error: 16.5b

Counts
22 → 8

localize9.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (/ beta (+ (+ alpha beta) 2.0)) (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0))
0.0b
(/ alpha (+ (+ alpha beta) 2.0))
0.0b
(/ beta (+ (+ alpha beta) 2.0))
1.5b
(- (/ alpha (+ (+ alpha beta) 2.0)) 1.0)

rewrite25.0ms

Algorithm
rewrite-expression-head
Rules
associate-/r/
fma-neg frac-sub
flip3-- flip--
frac-2neg flip3-+ clear-num flip-+ div-inv
sub-neg
associate--r+
associate--r-
Counts
4 → 33
Calls
4 calls:
10.0ms
(- (/ beta (+ (+ alpha beta) 2.0)) (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0))
4.0ms
(/ alpha (+ (+ alpha beta) 2.0))
4.0ms
(/ beta (+ (+ alpha beta) 2.0))
6.0ms
(- (/ alpha (+ (+ alpha beta) 2.0)) 1.0)

series235.0ms

Counts
4 → 12
Calls
4 calls:
63.0ms
(- (/ beta (+ (+ alpha beta) 2.0)) (- (/ alpha (+ (+ alpha beta) 2.0)) 1.0))
45.0ms
(/ alpha (+ (+ alpha beta) 2.0))
50.0ms
(/ beta (+ (+ alpha beta) 2.0))
77.0ms
(- (/ alpha (+ (+ alpha beta) 2.0)) 1.0)

simplify44.0ms

Algorithm
egg-herbie
Counts
45 → 45
Iterations

Useful iterations: 2 (38.0ms)

IterNodesCost
0388431
11629423
25001419

prune143.0ms

Filtered
45 candidates to 38 candidates (84.4%)
Pruning

5 alts after pruning (5 fresh and 0 done)

PrunedKeptTotal
New40545
Fresh707
Picked101
Done000
Total48553

Merged error: 3.7b

Counts
53 → 5

localize22.0ms

Local error

Found 4 expressions with local error:

0.0b
(* (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (- (+ (+ alpha beta) 2.0)))
0.1b
(pow (/ alpha (+ (+ alpha beta) 2.0)) 3)
0.1b
(/ (fma (- beta) (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (* (+ (+ alpha beta) 2.0) (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)))) (* (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (- (+ (+ alpha beta) 2.0))))
1.4b
(- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3))

rewrite21.0ms

Algorithm
rewrite-expression-head
Rules
12×unpow-prod-down
11×sqr-pow
10×prod-diff associate-/r/
unpow3
distribute-neg-in
flip3-+ flip-+
fma-neg div-inv
+-commutative distribute-rgt-in associate-+l+ distribute-lft-in associate-*r/ distribute-neg-frac
associate-/r*
neg-mul-1 associate-*r* *-commutative
difference-cubes pow-to-exp sub-neg flip3-- frac-2neg clear-num distribute-rgt-neg-out flip-- difference-of-squares
Counts
4 → 48
Calls
4 calls:
5.0ms
(* (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (- (+ (+ alpha beta) 2.0)))
3.0ms
(pow (/ alpha (+ (+ alpha beta) 2.0)) 3)
5.0ms
(/ (fma (- beta) (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (* (+ (+ alpha beta) 2.0) (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)))) (* (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (- (+ (+ alpha beta) 2.0))))
7.0ms
(- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3))

series726.0ms

Counts
4 → 12
Calls
4 calls:
159.0ms
(* (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (- (+ (+ alpha beta) 2.0)))
73.0ms
(pow (/ alpha (+ (+ alpha beta) 2.0)) 3)
385.0ms
(/ (fma (- beta) (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (* (+ (+ alpha beta) 2.0) (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)))) (* (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (- (+ (+ alpha beta) 2.0))))
108.0ms
(- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3))

simplify49.0ms

Algorithm
egg-herbie
Counts
60 → 60
Iterations

Useful iterations: 2 (38.0ms)

IterNodesCost
0428920
11607897
25001892

prune379.0ms

Filtered
60 candidates to 45 candidates (75.0%)
Pruning

5 alts after pruning (5 fresh and 0 done)

PrunedKeptTotal
New59160
Fresh044
Picked101
Done000
Total60565

Merged error: 3.7b

Counts
65 → 5

localize20.0ms

Local error

Found 4 expressions with local error:

0.1b
(* (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (/ (+ (+ alpha beta) 2.0) beta))
0.2b
(/ (- (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (* (/ (+ (+ alpha beta) 2.0) beta) (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)))) (* (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (/ (+ (+ alpha beta) 2.0) beta)))
1.4b
(- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3))
6.2b
(* (/ (+ (+ alpha beta) 2.0) beta) (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)))

rewrite47.0ms

Algorithm
rewrite-expression-head
Rules
50×prod-diff
40×sqr-pow
36×unpow3
33×unpow-prod-down
28×associate-/r/
25×div-sub
24×distribute-rgt-in distribute-lft-in associate--r+
16×flip3-+ flip-+
15×div-inv
12×associate-*r/ associate-/l/
10×frac-times
flip3-- clear-num flip--
frac-2neg
sub-neg fma-neg associate-*l/
associate-*r*
associate-/r* *-commutative
difference-cubes un-div-inv difference-of-squares
associate-*l*
Counts
4 → 113
Calls
4 calls:
5.0ms
(* (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (/ (+ (+ alpha beta) 2.0) beta))
16.0ms
(/ (- (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (* (/ (+ (+ alpha beta) 2.0) beta) (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)))) (* (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (/ (+ (+ alpha beta) 2.0) beta)))
7.0ms
(- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3))
12.0ms
(* (/ (+ (+ alpha beta) 2.0) beta) (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)))

series758.0ms

Counts
4 → 12
Calls
4 calls:
148.0ms
(* (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (/ (+ (+ alpha beta) 2.0) beta))
420.0ms
(/ (- (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (* (/ (+ (+ alpha beta) 2.0) beta) (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)))) (* (fma (/ alpha (+ (+ alpha beta) 2.0)) (/ alpha (+ (+ alpha beta) 2.0)) (fma 1.0 1.0 (* (/ alpha (+ (+ alpha beta) 2.0)) 1.0))) (/ (+ (+ alpha beta) 2.0) beta)))
104.0ms
(- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3))
86.0ms
(* (/ (+ (+ alpha beta) 2.0) beta) (- (pow (/ alpha (+ (+ alpha beta) 2.0)) 3) (pow 1.0 3)))

simplify128.0ms

Algorithm
egg-herbie
Counts
125 → 125
Iterations

Useful iterations: 2 (96.0ms)

IterNodesCost
09683626
142463279
250013045

prune390.0ms

Filtered
125 candidates to 74 candidates (59.2%)
Pruning

5 alts after pruning (4 fresh and 1 done)

PrunedKeptTotal
New1241125
Fresh134
Picked011
Done000
Total1255130

Merged error: 1.1b

Counts
130 → 5

regimes81.0ms

Accuracy

57.6% (6.6b remaining)

Error of 7.2b against oracle of 0.6b and baseline of 16.1b

bsearch154.0ms

Steps
ItersRangePoint
8
5.172961417222266e+65
1.3104433616643962e+70
5.293664998180793e+65
6
1.5865537497029128e+52
2.265641445575101e+53
1.138060537537574e+53
9
4.643958454173516e+32
3.261941379769491e+39
1.6980902612943045e+38

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
06584
16584

end0.0ms

sample617.0ms

Algorithm
intervals
Results
150.0ms5860×body80valid
112.0ms857×body1280valid
104.0ms8000×pre80true
68.0ms694×body640valid
28.0ms384×body320valid
10.0ms205×body160valid