Average Error: 0.4 → 0.3
Time: 12.9s
Precision: 64
Internal Precision: 128
\[\left(\left(\left(e + d\right) + c\right) + b\right) + a\]
\[\log \left(e^{\left(c + b\right) + \left(e + \left(d + a\right)\right)}\right)\]

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
Herbie0.3
\[\left(d + \left(c + \left(a + b\right)\right)\right) + e\]

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 add-log-exp0.3

    \[\leadsto \left(\left(e + d\right) + c\right) + \color{blue}{\log \left(e^{b + a}\right)}\]
  6. Applied add-log-exp0.3

    \[\leadsto \color{blue}{\log \left(e^{\left(e + d\right) + c}\right)} + \log \left(e^{b + a}\right)\]
  7. Applied sum-log0.3

    \[\leadsto \color{blue}{\log \left(e^{\left(e + d\right) + c} \cdot e^{b + a}\right)}\]
  8. Simplified0.3

    \[\leadsto \log \color{blue}{\left(e^{\left(a + \left(d + e\right)\right) + \left(c + b\right)}\right)}\]
  9. Using strategy rm
  10. Applied associate-+r+0.3

    \[\leadsto \log \left(e^{\color{blue}{\left(\left(a + d\right) + e\right)} + \left(c + b\right)}\right)\]
  11. Final simplification0.3

    \[\leadsto \log \left(e^{\left(c + b\right) + \left(e + \left(d + a\right)\right)}\right)\]

Reproduce

herbie shell --seed 2019004 
(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: 11.6s)Debug log

sample33.0ms

Algorithm
intervals

simplify183.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

183.0ms
(+ (+ (+ (+ e d) c) b) a)

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.4b

localize13.0ms

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)

rewrite78.0ms

Algorithm
rewrite-expression-head
Counts
3 → 33
Calls

3 calls. Slowest were:

61.0ms
(+ (+ (+ (+ e d) c) b) a)
14.0ms
(+ (+ (+ e d) c) b)
3.0ms
(+ (+ e d) c)

series92.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

43.0ms
(+ (+ (+ (+ e d) c) b) a)
33.0ms
(+ (+ (+ e d) c) b)
17.0ms
(+ (+ e d) c)

simplify65.0ms

Counts
11 → 42
Calls

11 calls. Slowest were:

7.0ms
(+ e (+ c d))
7.0ms
(+ a (+ b c))
6.0ms
(+ a (+ b c))

prune348.0ms

Pruning

10 alts after pruning (10 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)

rewrite19.0ms

Algorithm
rewrite-expression-head
Counts
2 → 29
Calls

2 calls. Slowest were:

16.0ms
(+ (+ (+ e d) c) (+ b a))
2.0ms
(+ (+ e d) c)

series69.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

51.0ms
(+ (+ (+ e d) c) (+ b a))
17.0ms
(+ (+ e d) c)

simplify2.1s

Counts
17 → 35
Calls

17 calls. Slowest were:

378.0ms
(* (- (+ e d) c) (- b a))
347.0ms
(* (- (+ e d) c) (+ (* b b) (- (* a a) (* b a))))
298.0ms
(* (+ (* (+ e d) (+ e d)) (- (* c c) (* (+ e d) c))) (- b a))

prune417.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0b

localize10.0ms

Local error

Found 3 expressions with local error:

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

rewrite20.0ms

Algorithm
rewrite-expression-head
Counts
3 → 33
Calls

3 calls. Slowest were:

15.0ms
(+ (+ (+ e (+ c d)) b) a)
4.0ms
(+ (+ e (+ c d)) b)
1.0ms
(+ e (+ c d))

series96.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

49.0ms
(+ (+ (+ e (+ c d)) b) a)
28.0ms
(+ (+ e (+ c d)) b)
18.0ms
(+ e (+ c d))

simplify181.0ms

Counts
10 → 42
Calls

10 calls. Slowest were:

67.0ms
(+ e (+ c d))
13.0ms
(+ e (+ c d))
13.0ms
(+ e (+ c d))

prune482.0ms

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 0b

localize33.0ms

Local error

Found 4 expressions with local error:

3.3b
(exp (+ (+ a (+ d e)) (+ c b)))
0.3b
(+ (+ a (+ d e)) (+ c b))
0.3b
(+ a (+ d e))
0.0b
(log (exp (+ (+ a (+ d e)) (+ c b))))

rewrite62.0ms

Algorithm
rewrite-expression-head
Counts
4 → 60
Calls

4 calls. Slowest were:

25.0ms
(log (exp (+ (+ a (+ d e)) (+ c b))))
25.0ms
(exp (+ (+ a (+ d e)) (+ c b)))
10.0ms
(+ (+ a (+ d e)) (+ c b))

series200.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

66.0ms
(exp (+ (+ a (+ d e)) (+ c b)))
62.0ms
(+ (+ a (+ d e)) (+ c b))
54.0ms
(log (exp (+ (+ a (+ d e)) (+ c b))))
19.0ms
(+ a (+ d e))

simplify4.4s

Counts
38 → 72
Calls

38 calls. Slowest were:

375.0ms
(* (+ (* a a) (- (* (+ d e) (+ d e)) (* a (+ d e)))) (- c b))
296.0ms
(* (exp (+ a (+ d e))) (exp (+ c b)))
267.0ms
(* (- a (+ d e)) (- c b))

prune861.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0b

regimes522.0ms

Accuracy

0% (0.3b remaining)

Error of 0.3b against oracle of 0.0b and baseline of 0.3b

bsearch1.0ms

end0.0ms

sample1.2s

Algorithm
intervals