Average Error: 0.4 → 0.2
Time: 9.9s
Precision: 64
Internal Precision: 128
\[\left(\left(\left(e + d\right) + c\right) + b\right) + a\]
\[e + \left(d + \left(a + \left(b + c\right)\right)\right)\]

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

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

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

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

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

Reproduce

herbie shell --seed 2019002 +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: 8.9s)Debug log

sample49.0ms

Algorithm
intervals

simplify173.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

173.0ms
(+ (+ (+ (+ e d) c) b) a)

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.4b

localize23.0ms

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)

rewrite109.0ms

Algorithm
rewrite-expression-head
Counts
3 → 48
Calls

3 calls. Slowest were:

82.0ms
(+ (+ (+ (+ e d) c) b) a)
21.0ms
(+ (+ (+ e d) c) b)
5.0ms
(+ (+ e d) c)

series84.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

45.0ms
(+ (+ (+ (+ e d) c) b) a)
28.0ms
(+ (+ (+ e d) c) b)
11.0ms
(+ (+ e d) c)

simplify160.0ms

Counts
17 → 57
Calls

17 calls. Slowest were:

35.0ms
(sqrt (+ (+ (+ e d) c) b))
27.0ms
(* (cbrt (+ (+ (+ e d) c) b)) (cbrt (+ (+ (+ e d) c) b)))
12.0ms
(+ (+ e d) c)

prune475.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0b

localize15.0ms

Local error

Found 2 expressions with local error:

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

rewrite37.0ms

Algorithm
rewrite-expression-head
Counts
2 → 40
Calls

2 calls. Slowest were:

31.0ms
(+ (+ (+ e d) (+ c b)) a)
6.0ms
(+ (+ e d) (+ c b))

series57.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

37.0ms
(+ (+ (+ e d) (+ c b)) a)
20.0ms
(+ (+ e d) (+ c b))

simplify2.1s

Counts
21 → 46
Calls

21 calls. Slowest were:

498.0ms
(+ (* (- (* e e) (* d d)) (- c b)) (* (- e d) (- (* c c) (* b b))))
451.0ms
(+ (* (+ (pow e 3) (pow d 3)) (- c b)) (* (+ (* e e) (- (* d d) (* e d))) (- (* c c) (* b b))))
392.0ms
(* (+ (* e e) (- (* d d) (* e d))) (+ (* c c) (- (* b b) (* c b))))

prune431.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0b

localize11.0ms

Local error

Found 2 expressions with local error:

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

rewrite13.0ms

Algorithm
rewrite-expression-head
Counts
2 → 39
Calls

2 calls. Slowest were:

9.0ms
(+ (+ e d) (+ (+ c b) a))
3.0ms
(+ (+ c b) a)

series59.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

48.0ms
(+ (+ e d) (+ (+ c b) a))
10.0ms
(+ (+ c b) a)

simplify2.0s

Counts
20 → 45
Calls

20 calls. Slowest were:

312.0ms
(* (+ (* e e) (- (* d d) (* e d))) (- (+ c b) a))
278.0ms
(+ (* (+ (pow e 3) (pow d 3)) (+ (* (+ c b) (+ c b)) (- (* a a) (* (+ c b) a)))) (* (+ (* e e) (- (* d d) (* e d))) (+ (pow (+ c b) 3) (pow a 3))))
275.0ms
(+ (* (- (* e e) (* d d)) (+ (* (+ c b) (+ c b)) (- (* a a) (* (+ c b) a)))) (* (- e d) (+ (pow (+ c b) 3) (pow a 3))))

prune503.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0b

localize8.0ms

Local error

Found 3 expressions with local error:

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

rewrite9.0ms

Algorithm
rewrite-expression-head
Counts
3 → 42
Calls

3 calls. Slowest were:

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

series100.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

57.0ms
(+ e (+ d (+ (+ c b) a)))
33.0ms
(+ d (+ (+ c b) a))
11.0ms
(+ (+ c b) a)

simplify138.0ms

Counts
12 → 51
Calls

12 calls. Slowest were:

15.0ms
(+ a (+ b c))
13.0ms
(+ a (+ b c))
13.0ms
(+ a (+ b c))

prune514.0ms

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0b

regimes440.0ms

Accuracy

0% (0.2b remaining)

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

bsearch2.0ms

end0.0ms

sample1.4s

Algorithm
intervals