Details

Time bar (total: 42.3s)

sample382.0ms

Algorithm
intervals
Results
128.0ms308×body80valid
95.0ms61×body10240exit
80.0ms61×body1280valid
38.0ms38×body640valid
11.0ms17×body320valid
6.0ms14×body160valid

simplify280.0ms

Calls
1 calls:
Slowest
279.0ms
(/ (- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x))))) 2)

prune12.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 30.7b

localize54.0ms

Local error

Found 4 expressions with local error:

3.6b
(- (+ (/ (exp (* x (+ -1 eps))) eps) (exp (* x (+ -1 eps)))) (- (/ (exp (* x (- -1 eps))) eps) (exp (* x (- -1 eps)))))
0.1b
(exp (* x (- -1 eps)))
0.1b
(exp (* x (- -1 eps)))
0.1b
(exp (* x (+ -1 eps)))

rewrite131.0ms

Algorithm
rewrite-expression-head
Rules
57×*-un-lft-identity
48×prod-diff
35×add-sqr-sqrt
30×associate--r+
26×exp-sum
25×add-cube-cbrt
19×add-log-exp
14×sub-neg
13×distribute-rgt-in distribute-lft-in
10×distribute-lft-out--
distribute-lft-out
div-inv
diff-log
difference-of-squares
expm1-log1p-u pow1 add-cbrt-cube fma-neg add-exp-log frac-sub insert-posit16 log1p-expm1-u
exp-prod flip3-- flip-- rem-exp-log
sum-log flip3-+ flip-+
associate--l+ associate--r-
Calls
4 calls:
Slowest
122.0ms
(- (+ (/ (exp (* x (+ -1 eps))) eps) (exp (* x (+ -1 eps)))) (- (/ (exp (* x (- -1 eps))) eps) (exp (* x (- -1 eps)))))
3.0ms
(exp (* x (- -1 eps)))
2.0ms
(exp (* x (- -1 eps)))
2.0ms
(exp (* x (+ -1 eps)))

series213.0ms

Calls
4 calls:
Slowest
143.0ms
(- (+ (/ (exp (* x (+ -1 eps))) eps) (exp (* x (+ -1 eps)))) (- (/ (exp (* x (- -1 eps))) eps) (exp (* x (- -1 eps)))))
24.0ms
(exp (* x (- -1 eps)))
24.0ms
(exp (* x (- -1 eps)))
22.0ms
(exp (* x (+ -1 eps)))

simplify23.9s

Calls
120 calls:
Slowest
654.0ms
(- (* (+ (pow (/ (exp (* x (+ -1 eps))) eps) 3) (pow (exp (* x (+ -1 eps))) 3)) (+ (* (/ (exp (* x (- -1 eps))) eps) (/ (exp (* x (- -1 eps))) eps)) (+ (* (exp (* x (- -1 eps))) (exp (* x (- -1 eps)))) (* (/ (exp (* x (- -1 eps))) eps) (exp (* x (- -1 eps))))))) (* (+ (* (/ (exp (* x (+ -1 eps))) eps) (/ (exp (* x (+ -1 eps))) eps)) (- (* (exp (* x (+ -1 eps))) (exp (* x (+ -1 eps)))) (* (/ (exp (* x (+ -1 eps))) eps) (exp (* x (+ -1 eps)))))) (- (pow (/ (exp (* x (- -1 eps))) eps) 3) (pow (exp (* x (- -1 eps))) 3))))
626.0ms
(fma (- (sqrt (- (/ (exp (* x (- -1 eps))) eps) (exp (* x (- -1 eps)))))) (sqrt (- (/ (exp (* x (- -1 eps))) eps) (exp (* x (- -1 eps))))) (* (sqrt (- (/ (exp (* x (- -1 eps))) eps) (exp (* x (- -1 eps))))) (sqrt (- (/ (exp (* x (- -1 eps))) eps) (exp (* x (- -1 eps)))))))
558.0ms
(- (* (- (* (/ (exp (* x (+ -1 eps))) eps) (/ (exp (* x (+ -1 eps))) eps)) (* (exp (* x (+ -1 eps))) (exp (* x (+ -1 eps))))) (+ (* (/ (exp (* x (- -1 eps))) eps) (/ (exp (* x (- -1 eps))) eps)) (+ (* (exp (* x (- -1 eps))) (exp (* x (- -1 eps)))) (* (/ (exp (* x (- -1 eps))) eps) (exp (* x (- -1 eps))))))) (* (- (/ (exp (* x (+ -1 eps))) eps) (exp (* x (+ -1 eps)))) (- (pow (/ (exp (* x (- -1 eps))) eps) 3) (pow (exp (* x (- -1 eps))) 3))))
494.0ms
(exp (* -1 (* (- 1 eps) x)))
456.0ms
(- (* (+ (pow (/ (exp (* x (+ -1 eps))) eps) 3) (pow (exp (* x (+ -1 eps))) 3)) (+ (/ (exp (* x (- -1 eps))) eps) (exp (* x (- -1 eps))))) (* (+ (* (/ (exp (* x (+ -1 eps))) eps) (/ (exp (* x (+ -1 eps))) eps)) (- (* (exp (* x (+ -1 eps))) (exp (* x (+ -1 eps)))) (* (/ (exp (* x (+ -1 eps))) eps) (exp (* x (+ -1 eps)))))) (- (* (/ (exp (* x (- -1 eps))) eps) (/ (exp (* x (- -1 eps))) eps)) (* (exp (* x (- -1 eps))) (exp (* x (- -1 eps)))))))

prune2.0s

Pruning

3 alts after pruning (3 fresh and 0 done)

Merged error: 0.3b

localize30.0ms

Local error

Found 2 expressions with local error:

5.2b
(fma (* x x) (* 2/3 x) (- 2 (* x x)))
0.4b
(* 2/3 x)

rewrite1.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt expm1-log1p-u pow1 *-un-lft-identity add-cbrt-cube add-exp-log add-cube-cbrt insert-posit16 log1p-expm1-u add-log-exp
*-commutative fma-udef
Calls
2 calls:
Slowest
1.0ms
(* 2/3 x)
1.0ms
(fma (* x x) (* 2/3 x) (- 2 (* x x)))

series59.0ms

Calls
2 calls:
Slowest
41.0ms
(fma (* x x) (* 2/3 x) (- 2 (* x x)))
18.0ms
(* 2/3 x)

simplify383.0ms

Calls
6 calls:
Slowest
135.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
122.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
115.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
3.0ms
(* 2/3 x)
3.0ms
(* 2/3 x)

prune238.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.3b

localize49.0ms

Local error

Found 3 expressions with local error:

60.3b
(posit16->real (real->posit16 (* 2/3 x)))
5.2b
(fma (* x x) (posit16->real (real->posit16 (* 2/3 x))) (- 2 (* x x)))
0.4b
(* 2/3 x)

rewrite1.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt expm1-log1p-u pow1 *-un-lft-identity add-cbrt-cube add-exp-log add-cube-cbrt insert-posit16 log1p-expm1-u add-log-exp
*-commutative fma-udef remove-posit16
Calls
3 calls:
Slowest
0.0ms
(* 2/3 x)
0.0ms
(posit16->real (real->posit16 (* 2/3 x)))
0.0ms
(fma (* x x) (posit16->real (real->posit16 (* 2/3 x))) (- 2 (* x x)))

series82.0ms

Calls
3 calls:
Slowest
36.0ms
(fma (* x x) (posit16->real (real->posit16 (* 2/3 x))) (- 2 (* x x)))
24.0ms
(posit16->real (real->posit16 (* 2/3 x)))
21.0ms
(* 2/3 x)

simplify368.0ms

Calls
9 calls:
Slowest
134.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
117.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
97.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
3.0ms
(* 2/3 x)
3.0ms
(* 2/3 x)

prune804.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.3b

localize14.0ms

Local error

Found 2 expressions with local error:

5.2b
(fma (* x x) (* x 2/3) (- 2 (* x x)))
0.4b
(* x 2/3)

rewrite1.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt expm1-log1p-u pow1 *-un-lft-identity add-cbrt-cube add-exp-log add-cube-cbrt insert-posit16 log1p-expm1-u add-log-exp
*-commutative fma-udef
Calls
2 calls:
Slowest
0.0ms
(fma (* x x) (* x 2/3) (- 2 (* x x)))
0.0ms
(* x 2/3)

series57.0ms

Calls
2 calls:
Slowest
42.0ms
(fma (* x x) (* x 2/3) (- 2 (* x x)))
15.0ms
(* x 2/3)

simplify440.0ms

Calls
6 calls:
Slowest
157.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
145.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
127.0ms
(- (+ (* 2/3 (pow x 3)) 2) (pow x 2))
3.0ms
(* 2/3 x)
3.0ms
(* 2/3 x)

prune300.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.3b

regimes223.0ms

Accuracy

96.7% (0.5b remaining)

Error of 1.0b against oracle of 0.4b and baseline of 16.4b

bsearch336.0ms

end0.0ms

sample11.9s

Algorithm
intervals
Results
3.4s1916×body10240exit
3.0s10088×body80valid
2.8s1707×body1280valid
1.7s1291×body640valid
459.0ms615×body320valid
139.0ms276×body160valid