Details

Time bar (total: 18.7s)

sample200.0ms

Algorithm
intervals
Results
65.0ms916×body80nan
27.0ms12×body1280valid
14.0ms175×body80valid
13.0ms28×body640valid
8.0ms29×body320valid
2.0ms12×body160valid

simplify230.0ms

Counts
1 → 1

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 7.8b

localize27.0ms

Local error

Found 3 expressions with local error:

0.0b
(* z (log (- 1.0 y)))
0.3b
(* x (log y))
4.3b
(log (- 1.0 y))

rewrite64.0ms

Algorithm
rewrite-expression-head
Rules
22×add-sqr-sqrt
21×log-prod
18×*-un-lft-identity
12×add-cube-cbrt
10×pow1
add-exp-log distribute-rgt-in distribute-lft-in associate-*r*
add-cbrt-cube
associate-*l*
log-pow distribute-lft-out-- add-log-exp difference-of-squares
log-div pow-prod-down prod-exp *-commutative cbrt-unprod unswap-sqr
flip3-- rem-log-exp flip--
Counts
3 → 70
Calls
3 calls:
35.0ms
(* z (log (- 1.0 y)))
17.0ms
(* x (log y))
10.0ms
(log (- 1.0 y))

series197.0ms

Counts
3 → 9
Calls
3 calls:
86.0ms
(* z (log (- 1.0 y)))
53.0ms
(* x (log y))
58.0ms
(log (- 1.0 y))

simplify1.6s

Counts
79 → 79

prune301.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.0b

localize35.0ms

Local error

Found 4 expressions with local error:

0.0b
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
0.0b
(- (+ (* x (log y)) (* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))) t)
0.0b
(* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
0.3b
(* x (log y))

rewrite261.0ms

Algorithm
rewrite-expression-head
Rules
88×add-sqr-sqrt
80×times-frac
78×associate-*r*
56×unpow-prod-down
51×*-un-lft-identity
46×add-cube-cbrt
31×add-exp-log
24×unpow2 sqr-pow
19×unswap-sqr
13×add-cbrt-cube
12×pow1 log-prod prod-exp
div-exp associate-*l* add-log-exp
distribute-rgt-in distribute-lft-in
associate--l+
pow-to-exp pow-exp
cbrt-unprod
sub-neg associate-*r/ pow-prod-down *-commutative distribute-lft-out--
flip3-- diff-log log-pow flip-- difference-of-squares
cbrt-undiv sum-log div-inv
Counts
4 → 184
Calls
4 calls:
42.0ms
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
82.0ms
(- (+ (* x (log y)) (* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))) t)
100.0ms
(* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
20.0ms
(* x (log y))

series542.0ms

Counts
4 → 12
Calls
4 calls:
93.0ms
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
229.0ms
(- (+ (* x (log y)) (* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))) t)
147.0ms
(* z (- (log 1.0) (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
73.0ms
(* x (log y))

simplify1.4s

Counts
196 → 196

prune942.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0.0b

localize30.0ms

Local error

Found 4 expressions with local error:

0.0b
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
0.2b
(* z (+ (sqrt (log 1.0)) (sqrt (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
0.3b
(* x (log y))
0.3b
(* (* z (+ (sqrt (log 1.0)) (sqrt (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))) (- (sqrt (log 1.0)) (sqrt (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))

rewrite366.0ms

Algorithm
rewrite-expression-head
Rules
91×add-sqr-sqrt
88×associate-*r*
80×times-frac
56×unpow-prod-down
55×*-un-lft-identity
45×add-cube-cbrt
36×add-exp-log
24×unpow2 sqr-pow
19×unswap-sqr
18×pow1 add-cbrt-cube
15×prod-exp
12×sqrt-prod
11×associate-*r/
10×associate-*l*
div-exp
cbrt-unprod
distribute-rgt-in pow-to-exp log-prod distribute-lft-in pow-prod-down pow-exp
frac-times flip3-+ *-commutative flip-+ add-log-exp difference-of-squares
flip3-- log-pow flip-- distribute-lft-out distribute-lft-out--
sub-neg associate-*l/
cbrt-undiv div-inv
Counts
4 → 197
Calls
4 calls:
52.0ms
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
89.0ms
(* z (+ (sqrt (log 1.0)) (sqrt (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
9.0ms
(* x (log y))
206.0ms
(* (* z (+ (sqrt (log 1.0)) (sqrt (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))) (- (sqrt (log 1.0)) (sqrt (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))

series1.1s

Counts
4 → 12
Calls
4 calls:
68.0ms
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
328.0ms
(* z (+ (sqrt (log 1.0)) (sqrt (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
46.0ms
(* x (log y))
685.0ms
(* (* z (+ (sqrt (log 1.0)) (sqrt (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2))))))) (- (sqrt (log 1.0)) (sqrt (+ (* 1.0 y) (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))

simplify519.0ms

Counts
209 → 209

prune1.3s

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.0b

localize44.0ms

Local error

Found 4 expressions with local error:

0.3b
(* x (log (cbrt y)))
0.3b
(+ (* x (* 2 (log (cbrt y)))) (* x (log (cbrt y))))
0.7b
(cbrt y)
0.7b
(cbrt y)

rewrite75.0ms

Algorithm
rewrite-expression-head
Rules
48×log-prod
36×distribute-rgt-in distribute-lft-in
30×cbrt-prod
26×add-sqr-sqrt
24×add-cube-cbrt associate-+l+ *-un-lft-identity
12×associate-+r+
pow1
add-exp-log add-cbrt-cube add-log-exp
associate-*r*
pow1/3 associate-*l*
log-pow
+-commutative flip3-+ pow-prod-down prod-exp sum-log *-commutative cbrt-unprod flip-+ distribute-lft-out unswap-sqr
Counts
4 → 102
Calls
4 calls:
17.0ms
(* x (log (cbrt y)))
49.0ms
(+ (* x (* 2 (log (cbrt y)))) (* x (log (cbrt y))))
1.0ms
(cbrt y)
1.0ms
(cbrt y)

series679.0ms

Counts
4 → 12
Calls
4 calls:
109.0ms
(* x (log (cbrt y)))
114.0ms
(+ (* x (* 2 (log (cbrt y)))) (* x (log (cbrt y))))
224.0ms
(cbrt y)
231.0ms
(cbrt y)

simplify730.0ms

Counts
114 → 114

prune698.0ms

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0b

regimes189.0ms

Accuracy

-8.3% (0.3b remaining)

Error of 0.4b against oracle of 0.1b and baseline of 0.4b

bsearch0.0ms

simplify866.0ms

end0.0ms

sample6.3s

Algorithm
intervals
Results
2.9s24206×body80nan
484.0ms5577×body80valid
397.0ms849×body640valid
334.0ms409×body1280valid
222.0ms761×body320valid
105.0ms444×body160valid