Details

Time bar (total: 21.5s)

sample30.0ms

Algorithm
intervals
Results
10.0ms255×body80valid
3.0ms20×body640valid
1.0ms13×body320valid
1.0msbody1280valid
0.0msbody160valid

simplify1.7s

Counts
1 → 1
Iterations
IterNodes
done5000
62162
5786
4312
3120
244
123
011

prune9.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 14.7b

localize25.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ (- t x) (- a z))
3.5b
(+ x (* (- y z) (/ (- t x) (- a z))))
5.0b
(* (- y z) (/ (- t x) (- a z)))

rewrite89.0ms

Algorithm
rewrite-expression-head
Rules
78×add-sqr-sqrt
73×*-un-lft-identity
51×times-frac
31×associate-*r*
27×add-cube-cbrt
23×distribute-lft-out-- difference-of-squares
10×add-cbrt-cube add-exp-log
pow1 associate-/r* flip3-- associate-*l* flip-- associate-/l* add-log-exp
associate-/r/
frac-times cbrt-undiv div-exp associate-*l/ prod-exp cbrt-unprod div-inv unswap-sqr associate-/l/
+-commutative clear-num sum-log frac-2neg flip3-+ div-sub pow-prod-down associate-*r/ *-commutative flip-+
Counts
3 → 119
Calls
3 calls:
25.0ms
(/ (- t x) (- a z))
14.0ms
(+ x (* (- y z) (/ (- t x) (- a z))))
45.0ms
(* (- y z) (/ (- t x) (- a z)))

series450.0ms

Counts
3 → 9
Calls
3 calls:
70.0ms
(/ (- t x) (- a z))
211.0ms
(+ x (* (- y z) (/ (- t x) (- a z))))
169.0ms
(* (- y z) (/ (- t x) (- a z)))

simplify1.5s

Counts
128 → 128
Iterations
IterNodes
done5001
21764
1500
0183

prune715.0ms

Pruning

13 alts after pruning (12 fresh and 1 done)

Merged error: 5.0b

localize36.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ (- a z) (- t x))
0.4b
(/ 1 (/ (- a z) (- t x)))
4.2b
(+ x (* (- y z) (/ 1 (/ (- a z) (- t x)))))
5.0b
(* (- y z) (/ 1 (/ (- a z) (- t x))))

rewrite191.0ms

Algorithm
rewrite-expression-head
Rules
392×times-frac
338×add-sqr-sqrt
326×*-un-lft-identity
158×add-cube-cbrt
98×associate-*r*
83×distribute-lft-out-- difference-of-squares
36×associate-/r* add-exp-log
20×add-cbrt-cube
18×associate-/r/
15×div-exp
11×flip3-- flip--
10×div-inv
associate-/l*
pow1 cbrt-undiv prod-exp
add-log-exp
associate-*l* unswap-sqr
rec-exp 1-exp
cbrt-unprod
frac-times clear-num frac-2neg associate-*l/ associate-/l/
+-commutative sum-log flip3-+ div-sub pow-prod-down associate-*r/ un-div-inv *-commutative flip-+ pow-flip inv-pow
Counts
4 → 344
Calls
4 calls:
28.0ms
(/ (- a z) (- t x))
31.0ms
(/ 1 (/ (- a z) (- t x)))
8.0ms
(+ x (* (- y z) (/ 1 (/ (- a z) (- t x)))))
90.0ms
(* (- y z) (/ 1 (/ (- a z) (- t x))))

series1.4s

Counts
4 → 12
Calls
4 calls:
66.0ms
(/ (- a z) (- t x))
289.0ms
(/ 1 (/ (- a z) (- t x)))
229.0ms
(+ x (* (- y z) (/ 1 (/ (- a z) (- t x)))))
789.0ms
(* (- y z) (/ 1 (/ (- a z) (- t x))))

simplify2.1s

Counts
356 → 356
Iterations
IterNodes
done5000
23779
11145
0393

prune1.8s

Pruning

12 alts after pruning (11 fresh and 1 done)

Merged error: 5.0b

localize17.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ (- y z) (- a z))
2.7b
(+ x (* (/ (- y z) (- a z)) (- t x)))
3.5b
(* (/ (- y z) (- a z)) (- t x))

rewrite115.0ms

Algorithm
rewrite-expression-head
Rules
78×add-sqr-sqrt
73×*-un-lft-identity
51×times-frac
31×associate-*l*
27×add-cube-cbrt
23×distribute-lft-out-- difference-of-squares
10×add-cbrt-cube add-exp-log
pow1 associate-/r* flip3-- associate-*r* flip-- associate-/l* add-log-exp
distribute-rgt-in associate-+r+ sub-neg distribute-lft-in associate-/r/
frac-times cbrt-undiv div-exp prod-exp associate-*r/ cbrt-unprod div-inv unswap-sqr associate-/l/
+-commutative clear-num sum-log frac-2neg flip3-+ div-sub pow-prod-down associate-*l/ *-commutative flip-+
Counts
3 → 127
Calls
3 calls:
28.0ms
(/ (- y z) (- a z))
10.0ms
(+ x (* (/ (- y z) (- a z)) (- t x)))
69.0ms
(* (/ (- y z) (- a z)) (- t x))

series748.0ms

Counts
3 → 9
Calls
3 calls:
74.0ms
(/ (- y z) (- a z))
229.0ms
(+ x (* (/ (- y z) (- a z)) (- t x)))
444.0ms
(* (/ (- y z) (- a z)) (- t x))

simplify1.6s

Counts
136 → 136
Iterations
IterNodes
done5001
21716
1536
0195

prune867.0ms

Pruning

12 alts after pruning (11 fresh and 1 done)

Merged error: 5.0b

localize33.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ (- a z) (- y z))
0.5b
(/ 1 (/ (- a z) (- y z)))
2.7b
(+ x (* (/ 1 (/ (- a z) (- y z))) (- t x)))
3.5b
(* (/ 1 (/ (- a z) (- y z))) (- t x))

rewrite185.0ms

Algorithm
rewrite-expression-head
Rules
392×times-frac
338×add-sqr-sqrt
326×*-un-lft-identity
158×add-cube-cbrt
98×associate-*l*
83×distribute-lft-out-- difference-of-squares
36×associate-/r* add-exp-log
20×add-cbrt-cube
18×associate-/r/
15×div-exp
11×flip3-- flip--
10×div-inv
associate-/l*
pow1 cbrt-undiv prod-exp
add-log-exp
associate-*r* unswap-sqr
distribute-rgt-in rec-exp associate-+r+ sub-neg distribute-lft-in 1-exp
cbrt-unprod
frac-times clear-num frac-2neg associate-*r/ associate-/l/
+-commutative sum-log flip3-+ div-sub pow-prod-down associate-*l/ *-commutative flip-+ pow-flip inv-pow
Counts
4 → 351
Calls
4 calls:
22.0ms
(/ (- a z) (- y z))
20.0ms
(/ 1 (/ (- a z) (- y z)))
11.0ms
(+ x (* (/ 1 (/ (- a z) (- y z))) (- t x)))
101.0ms
(* (/ 1 (/ (- a z) (- y z))) (- t x))

series891.0ms

Counts
4 → 12
Calls
4 calls:
64.0ms
(/ (- a z) (- y z))
176.0ms
(/ 1 (/ (- a z) (- y z)))
276.0ms
(+ x (* (/ 1 (/ (- a z) (- y z))) (- t x)))
375.0ms
(* (/ 1 (/ (- a z) (- y z))) (- t x))

simplify2.2s

Counts
363 → 363
Iterations
IterNodes
done5000
23477
11184
0401

prune2.1s

Pruning

12 alts after pruning (10 fresh and 2 done)

Merged error: 4.3b

regimes964.0ms

Accuracy

62.2% (2.9b remaining)

Error of 6.9b against oracle of 4.1b and baseline of 11.7b

bsearch3.0ms

simplify12.0ms

Iterations
IterNodes
done55
155
041

end0.0ms

sample1.8s

Algorithm
intervals
Results
1.0s7882×body80valid
150.0ms484×body640valid
82.0ms425×body320valid
78.0ms270×body1280valid
27.0ms230×body160valid
5.0ms13×body2560valid