Average Error: 0.4 → 0.2
Time: 10.1s
Precision: 64
Internal Precision: 128
\[\left(\left(\left(e + d\right) + c\right) + b\right) + a\]
\[e + \left(d + \left(\left(b + a\right) + c\right)\right)\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Bits error versus d

Bits error versus e

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original0.4
Target0.2
Herbie0.2
\[\left(d + \left(c + \left(a + b\right)\right)\right) + e\]

Derivation

  1. Initial program 0.4

    \[\left(\left(\left(e + d\right) + c\right) + b\right) + a\]
  2. Using strategy rm
  3. Applied associate-+l+0.3

    \[\leadsto \color{blue}{\left(\left(e + d\right) + c\right) + \left(b + a\right)}\]
  4. Using strategy rm
  5. Applied associate-+l+0.3

    \[\leadsto \color{blue}{\left(e + d\right) + \left(c + \left(b + a\right)\right)}\]
  6. Using strategy rm
  7. Applied associate-+l+0.2

    \[\leadsto \color{blue}{e + \left(d + \left(c + \left(b + a\right)\right)\right)}\]
  8. Final simplification0.2

    \[\leadsto e + \left(d + \left(\left(b + a\right) + c\right)\right)\]

Reproduce

herbie shell --seed 2019004 +o rules:numerics
(FPCore (a b c d e)
  :name "Expression 1, p15"
  :pre (<= 1 a 2 b 4 c 8 d 16 e 32)

  :herbie-target
  (+ (+ d (+ c (+ a b))) e)

  (+ (+ (+ (+ e d) c) b) a))

Details

Time bar (total: 9.2s)Debug log

sample61.0ms

Algorithm
intervals

simplify199.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

199.0ms
(+ (+ (+ (+ e d) c) b) a)

prune6.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.4b

localize22.0ms

Local error

Found 3 expressions with local error:

0.3b
(+ (+ (+ e d) c) b)
0.3b
(+ (+ (+ (+ e d) c) b) a)
0.2b
(+ (+ e d) c)

rewrite85.0ms

Algorithm
rewrite-expression-head
Counts
3 → 48
Calls

3 calls. Slowest were:

69.0ms
(+ (+ (+ (+ e d) c) b) a)
13.0ms
(+ (+ (+ e d) c) b)
3.0ms
(+ (+ e d) c)

series65.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

35.0ms
(+ (+ (+ (+ e d) c) b) a)
20.0ms
(+ (+ (+ e d) c) b)
10.0ms
(+ (+ e d) c)

simplify190.0ms

Counts
17 → 57
Calls

17 calls. Slowest were:

51.0ms
(* (cbrt (+ (+ (+ e d) c) b)) (cbrt (+ (+ (+ e d) c) b)))
39.0ms
(sqrt (+ (+ (+ e d) c) b))
11.0ms
(+ e (+ c d))

prune545.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0b

localize5.0ms

Local error

Found 2 expressions with local error:

0.3b
(+ (+ (+ e d) c) (+ b a))
0.2b
(+ (+ e d) c)

rewrite20.0ms

Algorithm
rewrite-expression-head
Counts
2 → 39
Calls

2 calls. Slowest were:

15.0ms
(+ (+ (+ e d) c) (+ b a))
4.0ms
(+ (+ e d) c)

series53.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

38.0ms
(+ (+ (+ e d) c) (+ b a))
15.0ms
(+ (+ e d) c)

simplify1.9s

Counts
21 → 45
Calls

21 calls. Slowest were:

373.0ms
(* (+ (* (+ e d) (+ e d)) (- (* c c) (* (+ e d) c))) (- b a))
222.0ms
(+ (+ (+ e d) c) (+ b a))
217.0ms
(+ (* (- (* (+ e d) (+ e d)) (* c c)) (+ (* b b) (- (* a a) (* b a)))) (* (- (+ e d) c) (+ (pow b 3) (pow a 3))))

prune538.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0b

localize6.0ms

Local error

Found 2 expressions with local error:

0.3b
(+ (+ e d) (+ c (+ b a)))
0.2b
(+ c (+ b a))

rewrite11.0ms

Algorithm
rewrite-expression-head
Counts
2 → 36
Calls

2 calls. Slowest were:

9.0ms
(+ (+ e d) (+ c (+ b a)))
1.0ms
(+ c (+ b a))

series69.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

58.0ms
(+ (+ e d) (+ c (+ b a)))
11.0ms
(+ c (+ b a))

simplify2.0s

Counts
19 → 42
Calls

19 calls. Slowest were:

471.0ms
(* (- e d) (- c (+ b a)))
289.0ms
(* (exp (+ e d)) (exp (+ c (+ b a))))
250.0ms
(+ (* (+ (pow e 3) (pow d 3)) (+ (* c c) (- (* (+ b a) (+ b a)) (* c (+ b a))))) (* (+ (* e e) (- (* d d) (* e d))) (+ (pow c 3) (pow (+ b a) 3))))

prune542.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0b

localize12.0ms

Local error

Found 3 expressions with local error:

0.2b
(+ e (+ d (+ c (+ b a))))
0.2b
(+ c (+ b a))
0.2b
(+ d (+ c (+ b a)))

rewrite8.0ms

Algorithm
rewrite-expression-head
Counts
3 → 39
Calls

3 calls. Slowest were:

4.0ms
(+ e (+ d (+ c (+ b a))))
2.0ms
(+ d (+ c (+ b a)))
1.0ms
(+ c (+ b a))

series98.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

49.0ms
(+ e (+ d (+ c (+ b a))))
34.0ms
(+ d (+ c (+ b a)))
15.0ms
(+ c (+ b a))

simplify89.0ms

Counts
11 → 48
Calls

11 calls. Slowest were:

13.0ms
(+ a (+ b c))
12.0ms
(+ a (+ b c))
11.0ms
(+ b (+ c d))

prune508.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0b

regimes793.0ms

Accuracy

0% (0.2b remaining)

Error of 0.2b against oracle of 0.0b and baseline of 0.2b

bsearch2.0ms

end0.0ms

sample1.3s

Algorithm
intervals