Details

Time bar (total: 25.5s)

sample398.0ms

Algorithm
intervals
Results
150.0ms1267×body80nan
46.0ms406×body80valid
35.0ms13×body320valid
8.0ms13×body640valid
2.0msbody1280valid
1.0msbody160valid

simplify500.0ms

Counts
1 → 1

prune4.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 4.1b

localize19.0ms

Local error

Found 4 expressions with local error:

0.0b
(* x (exp (+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))))
0.1b
(* y (- (log z) t))
1.0b
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
7.8b
(log (- 1.0 z))

rewrite286.0ms

Algorithm
rewrite-expression-head
Rules
27×add-sqr-sqrt log-prod
24×*-un-lft-identity
22×associate--l+
17×distribute-rgt-in distribute-lft-in
15×add-cube-cbrt
14×associate-+r+
10×pow1 associate-+l+ associate-*r/ associate-*r*
add-exp-log add-cbrt-cube
sub-neg flip3-- associate-*l* flip-- add-log-exp
distribute-lft-out--
frac-add difference-of-squares
log-div pow-prod-down prod-exp log-pow *-commutative cbrt-unprod unswap-sqr
+-commutative flip3-+ rem-log-exp exp-sum sum-log flip-+
Counts
4 → 107
Calls
4 calls:
176.0ms
(* x (exp (+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))))
57.0ms
(* y (- (log z) t))
44.0ms
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
5.0ms
(log (- 1.0 z))

series745.0ms

Counts
4 → 12
Calls
4 calls:
249.0ms
(* x (exp (+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))))
112.0ms
(* y (- (log z) t))
316.0ms
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
67.0ms
(log (- 1.0 z))

simplify987.0ms

Counts
119 → 119

prune600.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.7b

localize27.0ms

Local error

Found 4 expressions with local error:

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

rewrite1.0s

Algorithm
rewrite-expression-head
Rules
47×associate--l+
30×*-un-lft-identity
27×add-sqr-sqrt log-prod
24×distribute-rgt-in distribute-lft-in
17×add-cube-cbrt
14×associate-+r+
13×sub-neg associate-*r*
12×associate-*r/
11×pow1
10×associate-+l+
distribute-lft-out--
add-exp-log add-cbrt-cube
flip3-- flip-- add-log-exp
associate-*l*
frac-add
log-pow difference-of-squares
pow-prod-down prod-exp *-commutative cbrt-unprod unswap-sqr
+-commutative flip3-+ diff-log sum-log flip-+
Counts
4 → 128
Calls
4 calls:
8.0ms
(- (log z) t)
815.0ms
(* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b))
26.0ms
(* y (- (log z) t))
173.0ms
(+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

series698.0ms

Counts
4 → 12
Calls
4 calls:
86.0ms
(- (log z) t)
154.0ms
(* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b))
117.0ms
(* y (- (log z) t))
341.0ms
(+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

simplify1.1s

Counts
140 → 140

prune790.0ms

Pruning

3 alts after pruning (3 fresh and 0 done)

Merged error: 0.0b

localize52.0ms

Local error

Found 4 expressions with local error:

1.0b
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
1.0b
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
7.8b
(log (- 1.0 z))
7.8b
(log (- 1.0 z))

rewrite120.0ms

Algorithm
rewrite-expression-head
Rules
42×log-prod
32×associate--l+
28×associate-+r+
26×add-sqr-sqrt *-un-lft-identity
24×distribute-rgt-in distribute-lft-in
20×associate-+l+
16×associate-*r/
14×add-cube-cbrt
10×flip3-- flip--
sub-neg frac-add add-log-exp
pow1 add-exp-log distribute-lft-out-- difference-of-squares
log-div add-cbrt-cube
+-commutative flip3-+ rem-log-exp sum-log log-pow flip-+
Counts
4 → 110
Calls
4 calls:
56.0ms
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
37.0ms
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
8.0ms
(log (- 1.0 z))
9.0ms
(log (- 1.0 z))

series697.0ms

Counts
4 → 12
Calls
4 calls:
260.0ms
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
299.0ms
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
69.0ms
(log (- 1.0 z))
68.0ms
(log (- 1.0 z))

simplify842.0ms

Counts
122 → 122

prune1.1s

Pruning

3 alts after pruning (2 fresh and 1 done)

Merged error: 0.0b

localize14.0ms

Local error

Found 3 expressions with local error:

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

rewrite154.0ms

Algorithm
rewrite-expression-head
Rules
18×add-sqr-sqrt
16×*-un-lft-identity
10×add-cube-cbrt associate-*r*
pow1 log-prod associate--l+
add-cbrt-cube
add-exp-log associate-*l*
distribute-rgt-in distribute-lft-in
distribute-lft-out-- add-log-exp
sub-neg
flip3-- associate-*r/ pow-prod-down prod-exp log-pow *-commutative flip-- cbrt-unprod difference-of-squares unswap-sqr
diff-log exp-sum
Counts
3 → 70
Calls
3 calls:
111.0ms
(* x (exp (+ (* y (- (log z) t)) (* (log 1.0) a))))
8.0ms
(- (log z) t)
32.0ms
(* y (- (log z) t))

series342.0ms

Counts
3 → 9
Calls
3 calls:
196.0ms
(* x (exp (+ (* y (- (log z) t)) (* (log 1.0) a))))
67.0ms
(- (log z) t)
79.0ms
(* y (- (log z) t))

simplify526.0ms

Counts
79 → 79

prune332.0ms

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 0b

regimes501.0ms

Accuracy

91.8% (0.9b remaining)

Error of 1.0b against oracle of 0.1b and baseline of 11.3b

bsearch4.0ms

simplify813.0ms

end0.0ms

sample12.9s

Algorithm
intervals
Results
5.8s41700×body80nan
1.9s12508×body80valid
425.0ms386×body320valid
244.0ms348×body640valid
114.0ms84×body1280valid
63.0ms296×body160valid