Details

Time bar (total: 22.5s)

sample241.0ms

Algorithm
intervals
Results
99.0ms885×body80nan
21.0ms200×body80valid
13.0ms10×body1280valid
10.0ms17×body640valid
6.0ms19×body320valid
2.0ms11×body160valid

simplify3.0s

Counts
1 → 1
Iterations
IterNodes
done5000
64312
51312
4339
3117
249
126
014

prune16.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 5.7b

localize46.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
0.0b
(* (- z 1.0) (log (- 1.0 y)))
0.1b
(* (- x 1.0) (log y))
5.4b
(log (- 1.0 y))

rewrite161.0ms

Algorithm
rewrite-expression-head
Rules
29×add-sqr-sqrt
25×*-un-lft-identity
21×log-prod
13×add-cube-cbrt
11×pow1
10×associate-*l*
add-exp-log add-log-exp
distribute-rgt-in distribute-lft-in add-cbrt-cube associate-*r*
distribute-lft-out-- difference-of-squares
flip3-- associate-*l/ flip--
log-pow
log-div diff-log pow-prod-down prod-exp *-commutative cbrt-unprod unswap-sqr
sum-log sub-neg rem-log-exp associate--l+
Counts
4 → 94
Calls
4 calls:
85.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
29.0ms
(* (- z 1.0) (log (- 1.0 y)))
35.0ms
(* (- x 1.0) (log y))
8.0ms
(log (- 1.0 y))

series437.0ms

Counts
4 → 12
Calls
4 calls:
227.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
64.0ms
(* (- z 1.0) (log (- 1.0 y)))
88.0ms
(* (- x 1.0) (log y))
58.0ms
(log (- 1.0 y))

simplify1.0s

Counts
106 → 106
Iterations
IterNodes
done5000
22102
1532
0231

prune820.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0.0b

localize53.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (+ (* (/ (* 1/2 y) 1.0) (/ y 1.0)) (* 1.0 y))))) t)
0.0b
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (+ (* (/ (* 1/2 y) 1.0) (/ y 1.0)) (* 1.0 y)))))
0.0b
(* (- z 1.0) (- (log 1.0) (+ (* (/ (* 1/2 y) 1.0) (/ y 1.0)) (* 1.0 y))))
0.1b
(* (- x 1.0) (log y))

rewrite434.0ms

Algorithm
rewrite-expression-head
Rules
28×add-sqr-sqrt flip3-- flip--
25×*-un-lft-identity
24×log-prod associate-*l/
16×distribute-rgt-in distribute-lft-in frac-add add-cube-cbrt
13×associate--l+
12×frac-times
11×add-log-exp
10×pow1 associate-+r+ associate-*r* associate-*l*
add-cbrt-cube add-exp-log
associate-+l+ associate-*r/
sub-neg distribute-lft-out--
difference-of-squares
sum-log diff-log pow-prod-down prod-exp log-pow *-commutative cbrt-unprod unswap-sqr
+-commutative flip3-+ flip-+
Counts
4 → 129
Calls
4 calls:
98.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (+ (* (/ (* 1/2 y) 1.0) (/ y 1.0)) (* 1.0 y))))) t)
27.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (+ (* (/ (* 1/2 y) 1.0) (/ y 1.0)) (* 1.0 y)))))
258.0ms
(* (- z 1.0) (- (log 1.0) (+ (* (/ (* 1/2 y) 1.0) (/ y 1.0)) (* 1.0 y))))
46.0ms
(* (- x 1.0) (log y))

series610.0ms

Counts
4 → 12
Calls
4 calls:
259.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (+ (* (/ (* 1/2 y) 1.0) (/ y 1.0)) (* 1.0 y))))) t)
171.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (+ (* (/ (* 1/2 y) 1.0) (/ y 1.0)) (* 1.0 y)))))
95.0ms
(* (- z 1.0) (- (log 1.0) (+ (* (/ (* 1/2 y) 1.0) (/ y 1.0)) (* 1.0 y))))
84.0ms
(* (- x 1.0) (log y))

simplify1.6s

Counts
141 → 141
Iterations
IterNodes
done5000
24796
1928
0320

prune1.1s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 0.0b

localize38.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (* (pow y 2) 0.5) (* (* (pow y 2) 0.5) z))
0.0b
(- (- (* (pow y 2) 0.5) (* (* (pow y 2) 0.5) z)) (* (* 1.0 y) z))
0.1b
(* (- x 1.0) (log y))
7.4b
(* (* (pow y 2) 0.5) z)

rewrite135.0ms

Algorithm
rewrite-expression-head
Rules
16×add-exp-log
13×add-sqr-sqrt
11×*-un-lft-identity add-cbrt-cube add-log-exp
pow1 add-cube-cbrt
prod-exp
associate-*r*
log-prod associate-*l*
diff-log cbrt-unprod
distribute-rgt-in sub-neg distribute-lft-in flip3-- flip--
pow-prod-down associate-*l/ associate--l+ *-commutative
associate--l- pow-to-exp pow-exp log-pow distribute-lft-out-- difference-of-squares unswap-sqr
Counts
4 → 76
Calls
4 calls:
16.0ms
(- (* (pow y 2) 0.5) (* (* (pow y 2) 0.5) z))
48.0ms
(- (- (* (pow y 2) 0.5) (* (* (pow y 2) 0.5) z)) (* (* 1.0 y) z))
40.0ms
(* (- x 1.0) (log y))
28.0ms
(* (* (pow y 2) 0.5) z)

series280.0ms

Counts
4 → 12
Calls
4 calls:
93.0ms
(- (* (pow y 2) 0.5) (* (* (pow y 2) 0.5) z))
65.0ms
(- (- (* (pow y 2) 0.5) (* (* (pow y 2) 0.5) z)) (* (* 1.0 y) z))
87.0ms
(* (- x 1.0) (log y))
34.0ms
(* (* (pow y 2) 0.5) z)

simplify1.0s

Counts
88 → 88
Iterations
IterNodes
done5001
22329
1434
0174

prune670.0ms

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 0.0b

localize86.0ms

Local error

Found 4 expressions with local error:

0.2b
(* (cbrt (- z 1.0)) (cbrt (- z 1.0)))
0.3b
(cbrt (- z 1.0))
0.3b
(cbrt (- z 1.0))
0.3b
(cbrt (- z 1.0))

rewrite68.0ms

Algorithm
rewrite-expression-head
Rules
43×cbrt-prod
37×add-sqr-sqrt
35×*-un-lft-identity
18×cbrt-div
15×add-cube-cbrt
11×pow1
10×swap-sqr
flip3-- pow1/3 flip-- distribute-lft-out--
associate-*r* associate-*l*
difference-of-squares
add-exp-log
frac-times add-cbrt-cube add-log-exp unswap-sqr
pow-prod-down associate-*l/ associate-*r/ pow-sqr pow-prod-up
pow2 pow-plus prod-exp *-commutative cbrt-unprod
Counts
4 → 101
Calls
4 calls:
48.0ms
(* (cbrt (- z 1.0)) (cbrt (- z 1.0)))
5.0ms
(cbrt (- z 1.0))
5.0ms
(cbrt (- z 1.0))
5.0ms
(cbrt (- z 1.0))

series488.0ms

Counts
4 → 12
Calls
4 calls:
131.0ms
(* (cbrt (- z 1.0)) (cbrt (- z 1.0)))
108.0ms
(cbrt (- z 1.0))
124.0ms
(cbrt (- z 1.0))
125.0ms
(cbrt (- z 1.0))

simplify668.0ms

Counts
113 → 113
Iterations
IterNodes
done5001
21460
1396
0167

prune939.0ms

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 0.0b

regimes884.0ms

Accuracy

0% (0.5b remaining)

Error of 0.6b against oracle of 0.1b and baseline of 0.6b

bsearch0.0ms

simplify5.0ms

Iterations
IterNodes
done32
132
023

end0.0ms

sample7.7s

Algorithm
intervals
Results
2.8s24083×body80nan
1.2s5794×body80valid
874.0ms770×body640valid
305.0ms268×body1280valid
301.0ms736×body320valid
95.0ms459×body160valid