Details

Time bar (total: 21.1s)

sample37.0ms

Algorithm
intervals
Results
17.0ms268×body80valid

simplify2.7s

Counts
1 → 1
Iterations
IterNodes
done5001
91738
8588
7279
6203
5170
4125
375
243
124
014

prune12.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 21.9b

localize43.0ms

Local error

Found 4 expressions with local error:

0.0b
(* z (- b y))
0.0b
(* z (- t a))
0.5b
(+ (* x y) (* z (- t a)))
21.1b
(/ (+ (* x y) (* z (- t a))) (+ y (* z (- b y))))

rewrite131.0ms

Algorithm
rewrite-expression-head
Rules
60×add-sqr-sqrt
56×*-un-lft-identity
54×prod-diff
52×add-cube-cbrt
33×distribute-rgt-in distribute-lft-in
22×associate-+r+
10×add-cbrt-cube associate-*r* add-exp-log
times-frac
pow1
sub-neg associate-*l* add-log-exp
expm1-log1p-u associate-*r/ log1p-expm1-u
associate-/r* flip3-+ flip-+ associate-/l*
flip3-- pow-prod-down prod-exp associate-/r/ *-commutative cbrt-unprod flip-- distribute-lft-out-- difference-of-squares unswap-sqr associate-/l/
cbrt-undiv +-commutative clear-num sum-log fma-def frac-2neg div-exp div-inv
Counts
4 → 161
Calls
4 calls:
41.0ms
(* z (- b y))
37.0ms
(* z (- t a))
15.0ms
(+ (* x y) (* z (- t a)))
28.0ms
(/ (+ (* x y) (* z (- t a))) (+ y (* z (- b y))))

series863.0ms

Counts
4 → 12
Calls
4 calls:
49.0ms
(* z (- b y))
51.0ms
(* z (- t a))
80.0ms
(+ (* x y) (* z (- t a)))
682.0ms
(/ (+ (* x y) (* z (- t a))) (+ y (* z (- b y))))

simplify1.8s

Counts
173 → 173
Iterations
IterNodes
done5001
22864
1710
0291

prune1.0s

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 21.2b

localize37.0ms

Local error

Found 3 expressions with local error:

0.5b
(fma (- t a) z (* x y))
0.6b
(/ 1 (/ (fma z (- b y) y) (fma (- t a) z (* x y))))
20.8b
(/ (fma z (- b y) y) (fma (- t a) z (* x y)))

rewrite18.0ms

Algorithm
rewrite-expression-head
Rules
84×times-frac
53×add-sqr-sqrt *-un-lft-identity add-cube-cbrt
16×associate-/r* add-exp-log
10×add-cbrt-cube
div-exp
div-inv associate-/l*
pow1 cbrt-undiv
expm1-log1p-u log1p-expm1-u add-log-exp
rec-exp clear-num frac-2neg 1-exp
associate-/r/ fma-udef pow-flip inv-pow
Counts
3 → 117
Calls
3 calls:
0.0ms
(fma (- t a) z (* x y))
8.0ms
(/ 1 (/ (fma z (- b y) y) (fma (- t a) z (* x y))))
6.0ms
(/ (fma z (- b y) y) (fma (- t a) z (* x y)))

series901.0ms

Counts
3 → 9
Calls
3 calls:
73.0ms
(fma (- t a) z (* x y))
686.0ms
(/ 1 (/ (fma z (- b y) y) (fma (- t a) z (* x y))))
142.0ms
(/ (fma z (- b y) y) (fma (- t a) z (* x y)))

simplify1.0s

Counts
126 → 126
Iterations
IterNodes
done5000
21858
1385
0170

prune796.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 15.2b

localize25.0ms

Local error

Found 4 expressions with local error:

0.0b
(* z (- t a))
0.5b
(+ (* x y) (* z (- t a)))
0.7b
(/ 1 (fma z (- b y) y))
20.9b
(* (+ (* x y) (* z (- t a))) (/ 1 (fma z (- b y) y)))

rewrite98.0ms

Algorithm
rewrite-expression-head
Rules
57×add-sqr-sqrt
49×*-un-lft-identity
46×add-cube-cbrt
36×prod-diff
22×distribute-rgt-in associate-+r+ distribute-lft-in
20×times-frac
19×add-exp-log
18×associate-*r*
13×add-cbrt-cube
pow1
associate-*l* add-log-exp
prod-exp
expm1-log1p-u sub-neg div-exp log1p-expm1-u unswap-sqr
associate-/r* flip3-+ associate-*r/ cbrt-unprod flip-+ associate-/l*
frac-times cbrt-undiv rec-exp 1-exp pow-prod-down associate-*l/ *-commutative div-inv
+-commutative clear-num sum-log fma-def frac-2neg flip3-- un-div-inv pow-flip flip-- distribute-lft-out-- inv-pow difference-of-squares
Counts
4 → 157
Calls
4 calls:
30.0ms
(* z (- t a))
24.0ms
(+ (* x y) (* z (- t a)))
7.0ms
(/ 1 (fma z (- b y) y))
29.0ms
(* (+ (* x y) (* z (- t a))) (/ 1 (fma z (- b y) y)))

series682.0ms

Counts
4 → 12
Calls
4 calls:
50.0ms
(* z (- t a))
55.0ms
(+ (* x y) (* z (- t a)))
67.0ms
(/ 1 (fma z (- b y) y))
510.0ms
(* (+ (* x y) (* z (- t a))) (/ 1 (fma z (- b y) y)))

simplify2.0s

Counts
169 → 169
Iterations
IterNodes
done5000
23265
1579
0237

prune1.1s

Pruning

10 alts after pruning (8 fresh and 2 done)

Merged error: 15.2b

localize55.0ms

Local error

Found 4 expressions with local error:

0.0b
(* (- t a) z)
0.6b
(/ 1 (fma y x (* (- t a) z)))
0.6b
(/ 1 (* (fma z (- b y) y) (/ 1 (fma y x (* (- t a) z)))))
20.3b
(* (fma z (- b y) y) (/ 1 (fma y x (* (- t a) z))))

rewrite96.0ms

Algorithm
rewrite-expression-head
Rules
54×add-exp-log
35×add-sqr-sqrt
27×*-un-lft-identity
24×add-cube-cbrt
23×times-frac
22×add-cbrt-cube
20×div-exp
17×prod-exp
16×associate-*r*
12×pow1
10×rec-exp 1-exp
associate-*l*
cbrt-undiv associate-/l*
cbrt-unprod
expm1-log1p-u associate-/r* log1p-expm1-u add-log-exp unswap-sqr
pow-prod-down div-inv pow-flip
clear-num frac-2neg associate-*l/ associate-*r/ associate-/r/ un-div-inv *-commutative inv-pow
flip3-- flip-- distribute-lft-out-- difference-of-squares
Counts
4 → 137
Calls
4 calls:
33.0ms
(* (- t a) z)
5.0ms
(/ 1 (fma y x (* (- t a) z)))
17.0ms
(/ 1 (* (fma z (- b y) y) (/ 1 (fma y x (* (- t a) z)))))
33.0ms
(* (fma z (- b y) y) (/ 1 (fma y x (* (- t a) z))))

series1.1s

Counts
4 → 12
Calls
4 calls:
62.0ms
(* (- t a) z)
106.0ms
(/ 1 (fma y x (* (- t a) z)))
767.0ms
(/ 1 (* (fma z (- b y) y) (/ 1 (fma y x (* (- t a) z)))))
208.0ms
(* (fma z (- b y) y) (/ 1 (fma y x (* (- t a) z))))

simplify2.2s

Counts
149 → 149
Iterations
IterNodes
done5000
22766
1439
0183

prune948.0ms

Pruning

10 alts after pruning (7 fresh and 3 done)

Merged error: 10.9b

regimes1.6s

Accuracy

69.5% (3.9b remaining)

Error of 15.1b against oracle of 11.3b and baseline of 24.0b

bsearch2.0ms

simplify8.0ms

Iterations
IterNodes
done43
343
240
137
029

end0.0ms

sample1.7s

Algorithm
intervals
Results
1.3s8428×body80valid