Average Error: 0.4 → 0.2
Time: 18.5s
Precision: 64
Internal Precision: 128
\[\left(\left(\left(e + d\right) + c\right) + b\right) + a\]
\[\left(\log \left(e^{a + c}\right) + e\right) + \left(b + d\right)\]

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. Initial simplification0.2

    \[\leadsto \left(\left(a + d\right) + \left(c + b\right)\right) + e\]
  3. Using strategy rm
  4. Applied add-log-exp0.2

    \[\leadsto \left(\left(a + d\right) + \color{blue}{\log \left(e^{c + b}\right)}\right) + e\]
  5. Applied add-log-exp0.2

    \[\leadsto \left(\color{blue}{\log \left(e^{a + d}\right)} + \log \left(e^{c + b}\right)\right) + e\]
  6. Applied sum-log0.2

    \[\leadsto \color{blue}{\log \left(e^{a + d} \cdot e^{c + b}\right)} + e\]
  7. Simplified0.2

    \[\leadsto \log \color{blue}{\left(e^{\left(d + b\right) + \left(a + c\right)}\right)} + e\]
  8. Using strategy rm
  9. Applied exp-sum0.2

    \[\leadsto \log \color{blue}{\left(e^{d + b} \cdot e^{a + c}\right)} + e\]
  10. Applied log-prod0.2

    \[\leadsto \color{blue}{\left(\log \left(e^{d + b}\right) + \log \left(e^{a + c}\right)\right)} + e\]
  11. Applied associate-+l+0.2

    \[\leadsto \color{blue}{\log \left(e^{d + b}\right) + \left(\log \left(e^{a + c}\right) + e\right)}\]
  12. Simplified0.2

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

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

Reproduce

herbie shell --seed 2018365 +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: 16.1s)Debug log

start61.0ms

Algorithm
intervals

setup325.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.1b

localize26.0ms

Local error

Found 2 expressions with local error:

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

rewrite38.0ms

Algorithm
rewrite-expression-head
Counts
2 → 40
Calls

2 calls. Slowest were:

30.0ms
(+ (+ (+ a d) (+ c b)) e)
7.0ms
(+ (+ a d) (+ c b))

series95.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

54.0ms
(+ (+ (+ a d) (+ c b)) e)
41.0ms
(+ (+ a d) (+ c b))

simplify2.5s

Counts
21 → 46
Calls

21 calls. Slowest were:

609.0ms
(+ (* (- (* a a) (* d d)) (- c b)) (* (- a d) (- (* c c) (* b b))))
596.0ms
(+ (* (+ (pow a 3) (pow d 3)) (- c b)) (* (+ (* a a) (- (* d d) (* a d))) (- (* c c) (* b b))))
449.0ms
(* (+ (* a a) (- (* d d) (* a d))) (+ (* c c) (- (* b b) (* c b))))

prune502.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0b

localize22.0ms

Local error

Found 4 expressions with local error:

2.5b
(exp (+ (+ d b) (+ a c)))
0.2b
(+ (log (exp (+ (+ d b) (+ a c)))) e)
0.2b
(+ (+ d b) (+ a c))
0.0b
(log (exp (+ (+ d b) (+ a c))))

rewrite109.0ms

Algorithm
rewrite-expression-head
Counts
4 → 82
Calls

4 calls. Slowest were:

65.0ms
(+ (log (exp (+ (+ d b) (+ a c)))) e)
19.0ms
(log (exp (+ (+ d b) (+ a c))))
17.0ms
(exp (+ (+ d b) (+ a c)))

series165.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

56.0ms
(+ (log (exp (+ (+ d b) (+ a c)))) e)
38.0ms
(log (exp (+ (+ d b) (+ a c))))
37.0ms
(+ (+ d b) (+ a c))
33.0ms
(exp (+ (+ d b) (+ a c)))

simplify3.7s

Counts
50 → 94
Calls

50 calls. Slowest were:

544.0ms
(+ (* (+ (pow d 3) (pow b 3)) (- a c)) (* (+ (* d d) (- (* b b) (* d b))) (- (* a a) (* c c))))
533.0ms
(+ (* (- (* d d) (* b b)) (- a c)) (* (- d b) (- (* a a) (* c c))))
477.0ms
(* (+ (* d d) (- (* b b) (* d b))) (+ (* a a) (- (* c c) (* a c))))

prune1.3s

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0b

localize14.0ms

Local error

Found 4 expressions with local error:

1.3b
(exp (+ a c))
0.2b
(+ (+ d b) (+ (log (exp (+ a c))) e))
0.1b
(log (exp (+ a c)))
0.1b
(+ (log (exp (+ a c))) e)

rewrite28.0ms

Algorithm
rewrite-expression-head
Counts
4 → 78
Calls

4 calls. Slowest were:

16.0ms
(+ (+ d b) (+ (log (exp (+ a c))) e))
8.0ms
(+ (log (exp (+ a c))) e)
2.0ms
(log (exp (+ a c)))

series106.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

59.0ms
(+ (+ d b) (+ (log (exp (+ a c))) e))
21.0ms
(+ (log (exp (+ a c))) e)
16.0ms
(log (exp (+ a c)))
9.0ms
(exp (+ a c))

simplify2.7s

Counts
45 → 90
Calls

45 calls. Slowest were:

465.0ms
(* (- d b) (- (log (exp (+ a c))) e))
460.0ms
(* (- d b) (+ (* (log (exp (+ a c))) (log (exp (+ a c)))) (- (* e e) (* (log (exp (+ a c))) e))))
266.0ms
(* (exp (+ d b)) (exp (+ (log (exp (+ a c))) e)))

prune1.1s

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0b

localize5.0ms

Local error

Found 2 expressions with local error:

0.2b
(+ (+ a d) (+ (+ c b) e))
0.1b
(+ (+ c b) e)

rewrite10.0ms

Algorithm
rewrite-expression-head
Counts
2 → 39
Calls

2 calls. Slowest were:

8.0ms
(+ (+ a d) (+ (+ c b) e))
2.0ms
(+ (+ c b) e)

series51.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

37.0ms
(+ (+ a d) (+ (+ c b) e))
13.0ms
(+ (+ c b) e)

simplify2.3s

Counts
20 → 45
Calls

20 calls. Slowest were:

484.0ms
(* (+ (* a a) (- (* d d) (* a d))) (+ (* (+ c b) (+ c b)) (- (* e e) (* (+ c b) e))))
287.0ms
(* (exp (+ a d)) (exp (+ (+ c b) e)))
259.0ms
(+ (* (- (* a a) (* d d)) (+ (* (+ c b) (+ c b)) (- (* e e) (* (+ c b) e)))) (* (- a d) (+ (pow (+ c b) 3) (pow e 3))))

prune638.0ms

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0b

regimes321.0ms

Accuracy

0% (0.2b remaining)

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

bsearch3.0ms