Details

Time bar (total: 6.5s)

sample37.0ms

Algorithm
intervals
Results
23.0ms269×body80valid

simplify145.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (2.0ms)

IterNodesCost
0248
1438
2758
31208
41568
51898
62658
74518
810238
936328
1050018

prune3.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 25.3b

localize18.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ y (* z (- b y)))
0.0b
(* z (- b y))
0.3b
(+ (* x y) (* z (- t a)))
24.4b
(/ (+ (* x y) (* z (- t a))) (+ y (* z (- b y))))

rewrite44.0ms

Algorithm
rewrite-expression-head
Rules
55×add-sqr-sqrt
54×prod-diff
53×*-un-lft-identity
51×add-cube-cbrt
44×associate-+r+
33×distribute-rgt-in distribute-lft-in
times-frac
add-exp-log add-cbrt-cube add-log-exp
pow1 sub-neg
associate-*r*
expm1-log1p-u fma-def flip3-+ flip-+ log1p-expm1-u
associate-*l* associate-/r* associate-/l*
+-commutative associate-*r/ sum-log associate-/r/ associate-/l/
cbrt-undiv flip3-- frac-2neg div-exp pow-prod-down prod-exp clear-num *-commutative flip-- cbrt-unprod div-inv distribute-lft-out-- difference-of-squares unswap-sqr
Counts
4 → 153
Calls
4 calls:
6.0ms
(+ y (* z (- b y)))
12.0ms
(* z (- b y))
6.0ms
(+ (* x y) (* z (- t a)))
12.0ms
(/ (+ (* x y) (* z (- t a))) (+ y (* z (- b y))))

series483.0ms

Counts
4 → 12
Calls
4 calls:
31.0ms
(+ y (* z (- b y)))
43.0ms
(* z (- b y))
46.0ms
(+ (* x y) (* z (- t a)))
362.0ms
(/ (+ (* x y) (* z (- t a))) (+ y (* z (- b y))))

simplify86.0ms

Algorithm
egg-herbie
Counts
165 → 165
Iterations

Useful iterations: 2 (72.0ms)

IterNodesCost
06021288
12282956
25001937

prune552.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 24.6b

localize14.0ms

Local error

Found 4 expressions with local error:

0.0b
(* z (- t a))
0.3b
(fma x y (* z (- t a)))
0.3b
(/ 1 (/ (fma z (- b y) y) (fma x y (* z (- t a)))))
24.4b
(/ (fma z (- b y) y) (fma x y (* z (- t a))))

rewrite30.0ms

Algorithm
rewrite-expression-head
Rules
84×times-frac
72×add-sqr-sqrt
70×*-un-lft-identity
68×add-cube-cbrt
19×add-exp-log
18×prod-diff
16×associate-/r*
13×add-cbrt-cube
11×distribute-rgt-in distribute-lft-in
div-exp
pow1
div-inv associate-/l*
associate-*r*
cbrt-undiv expm1-log1p-u log1p-expm1-u add-log-exp
associate-*l*
sub-neg rec-exp frac-2neg 1-exp associate-*r/ clear-num
flip3-- pow-flip pow-prod-down prod-exp associate-/r/ *-commutative flip-- cbrt-unprod fma-udef distribute-lft-out-- inv-pow difference-of-squares unswap-sqr
Counts
4 → 163
Calls
4 calls:
12.0ms
(* z (- t a))
0.0ms
(fma x y (* z (- t a)))
5.0ms
(/ 1 (/ (fma z (- b y) y) (fma x y (* z (- t a)))))
3.0ms
(/ (fma z (- b y) y) (fma x y (* z (- t a))))

series721.0ms

Counts
4 → 12
Calls
4 calls:
43.0ms
(* z (- t a))
52.0ms
(fma x y (* z (- t a)))
512.0ms
(/ 1 (/ (fma z (- b y) y) (fma x y (* z (- t a)))))
114.0ms
(/ (fma z (- b y) y) (fma x y (* z (- t a))))

simplify79.0ms

Algorithm
egg-herbie
Counts
175 → 175
Iterations

Useful iterations: 2 (59.0ms)

IterNodesCost
05201776
121521503
250011426

prune468.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 12.9b

localize13.0ms

Local error

Found 3 expressions with local error:

0.0b
(* z (- t a))
0.3b
(fma x y (* z (- t a)))
24.4b
(/ (fma x y (* z (- t a))) (fma z (- b y) y))

rewrite18.0ms

Algorithm
rewrite-expression-head
Rules
29×add-sqr-sqrt
27×*-un-lft-identity
25×add-cube-cbrt
18×prod-diff
11×distribute-rgt-in distribute-lft-in
times-frac
add-exp-log add-cbrt-cube
pow1 associate-*r*
expm1-log1p-u associate-*l* associate-/r* log1p-expm1-u associate-/l* add-log-exp
sub-neg associate-*r/
cbrt-undiv flip3-- frac-2neg div-exp pow-prod-down prod-exp clear-num *-commutative flip-- cbrt-unprod fma-udef div-inv distribute-lft-out-- difference-of-squares unswap-sqr
Counts
3 → 85
Calls
3 calls:
12.0ms
(* z (- t a))
0.0ms
(fma x y (* z (- t a)))
2.0ms
(/ (fma x y (* z (- t a))) (fma z (- b y) y))

series466.0ms

Counts
3 → 9
Calls
3 calls:
40.0ms
(* z (- t a))
57.0ms
(fma x y (* z (- t a)))
369.0ms
(/ (fma x y (* z (- t a))) (fma z (- b y) y))

simplify165.0ms

Algorithm
egg-herbie
Counts
94 → 94
Iterations

Useful iterations: 2 (42.0ms)

IterNodesCost
0291724
11055551
24974521
35001521

prune287.0ms

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 12.9b

localize18.0ms

Local error

Found 4 expressions with local error:

0.0b
(* z (- t a))
0.3b
(fma x y (* z (- t a)))
0.7b
(/ 1 (fma z (- b y) y))
24.0b
(* (/ 1 (fma z (- b y) y)) (fma x y (* z (- t a))))

rewrite29.0ms

Algorithm
rewrite-expression-head
Rules
45×add-sqr-sqrt
37×*-un-lft-identity
34×add-cube-cbrt
20×times-frac
19×add-exp-log
18×prod-diff
16×associate-*l*
13×add-cbrt-cube
12×distribute-rgt-in distribute-lft-in
pow1
associate-*r*
prod-exp
expm1-log1p-u div-exp log1p-expm1-u add-log-exp unswap-sqr
associate-/r* cbrt-unprod fma-udef associate-/l*
cbrt-undiv sub-neg rec-exp 1-exp associate-*r/ pow-prod-down *-commutative div-inv
flip3-- pow-flip frac-2neg associate-*l/ clear-num flip-- distribute-lft-out-- inv-pow difference-of-squares
Counts
4 → 128
Calls
4 calls:
12.0ms
(* z (- t a))
0.0ms
(fma x y (* z (- t a)))
3.0ms
(/ 1 (fma z (- b y) y))
10.0ms
(* (/ 1 (fma z (- b y) y)) (fma x y (* z (- t a))))

series674.0ms

Counts
4 → 12
Calls
4 calls:
43.0ms
(* z (- t a))
52.0ms
(fma x y (* z (- t a)))
64.0ms
(/ 1 (fma z (- b y) y))
515.0ms
(* (/ 1 (fma z (- b y) y)) (fma x y (* z (- t a))))

simplify66.0ms

Algorithm
egg-herbie
Counts
140 → 140
Iterations

Useful iterations: 2 (53.0ms)

IterNodesCost
0413990
11650767
25001741

prune363.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 12.9b

regimes497.0ms

Accuracy

9.1% (11.3b remaining)

Error of 22.5b against oracle of 11.2b and baseline of 23.6b

bsearch129.0ms

Steps
ItersRangePoint
9
4.9619032486579096e+169
5.604005689223389e+176
5.255820672532275e+176
8
-3.6036155535193067e+207
-5.1406143375706616e+203
-2.643206603729434e+207

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0277
1277

end0.0ms

sample1.1s

Algorithm
intervals
Results
760.0ms8401×body80valid