Average Error: 3.7 → 2.8
Time: 25.4s
Precision: 64
Internal Precision: 128
\[\left(a + \left(b + \left(c + d\right)\right)\right) \cdot 2\]
\[2 \cdot \sqrt[3]{\log \left(e^{\left(\left(b + c\right) + a\right) + d}\right) \cdot \left(\left(\left(\left(b + c\right) + d\right) + a\right) \cdot \left(\left(\left(b + c\right) + d\right) + a\right)\right)}\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Bits error versus d

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original3.7
Target3.9
Herbie2.8
\[\left(a + b\right) \cdot 2 + \left(c + d\right) \cdot 2\]

Derivation

  1. Initial program 3.7

    \[\left(a + \left(b + \left(c + d\right)\right)\right) \cdot 2\]
  2. Using strategy rm
  3. Applied associate-+r+2.8

    \[\leadsto \left(a + \color{blue}{\left(\left(b + c\right) + d\right)}\right) \cdot 2\]
  4. Using strategy rm
  5. Applied add-cbrt-cube2.9

    \[\leadsto \color{blue}{\sqrt[3]{\left(\left(a + \left(\left(b + c\right) + d\right)\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)}} \cdot 2\]
  6. Using strategy rm
  7. Applied associate-+r+2.8

    \[\leadsto \sqrt[3]{\left(\left(a + \left(\left(b + c\right) + d\right)\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)\right) \cdot \color{blue}{\left(\left(a + \left(b + c\right)\right) + d\right)}} \cdot 2\]
  8. Using strategy rm
  9. Applied add-log-exp2.8

    \[\leadsto \sqrt[3]{\left(\left(a + \left(\left(b + c\right) + d\right)\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)\right) \cdot \color{blue}{\log \left(e^{\left(a + \left(b + c\right)\right) + d}\right)}} \cdot 2\]
  10. Final simplification2.8

    \[\leadsto 2 \cdot \sqrt[3]{\log \left(e^{\left(\left(b + c\right) + a\right) + d}\right) \cdot \left(\left(\left(\left(b + c\right) + d\right) + a\right) \cdot \left(\left(\left(b + c\right) + d\right) + a\right)\right)}\]

Reproduce

herbie shell --seed 2019002 
(FPCore (a b c d)
  :name "Expression, p6"
  :pre (and (<= -14 a -13) (<= -3 b -2) (<= 3 c 3.5) (<= 12.5 d 13.5))

  :herbie-target
  (+ (* (+ a b) 2) (* (+ c d) 2))

  (* (+ a (+ b (+ c d))) 2))

Details

Time bar (total: 21.6s)Debug log

sample57.0ms

Algorithm
intervals

simplify164.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

164.0ms
(* (+ a (+ b (+ c d))) 2)

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 3.7b

localize12.0ms

Local error

Found 2 expressions with local error:

2.9b
(+ a (+ b (+ c d)))
0.4b
(+ b (+ c d))

rewrite2.0ms

Algorithm
rewrite-expression-head
Counts
2 → 22
Calls

2 calls. Slowest were:

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

series35.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

24.0ms
(+ a (+ b (+ c d)))
10.0ms
(+ b (+ c d))

simplify67.0ms

Counts
7 → 28
Calls

7 calls. Slowest were:

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

prune266.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 2.4b

localize12.0ms

Local error

Found 1 expressions with local error:

2.9b
(+ a (+ (+ b c) d))

rewrite3.0ms

Algorithm
rewrite-expression-head
Counts
1 → 11
Calls

1 calls. Slowest were:

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

series21.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

21.0ms
(+ a (+ (+ b c) d))

simplify20.0ms

Counts
3 → 14
Calls

3 calls. Slowest were:

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

prune154.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 2.1b

localize20.0ms

Local error

Found 4 expressions with local error:

2.9b
(+ a (+ (+ b c) d))
2.9b
(+ a (+ (+ b c) d))
2.9b
(+ a (+ (+ b c) d))
0.6b
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))

rewrite47.0ms

Algorithm
rewrite-expression-head
Counts
4 → 69
Calls

4 calls. Slowest were:

30.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))
5.0ms
(+ a (+ (+ b c) d))
5.0ms
(+ a (+ (+ b c) d))

series143.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

47.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))
37.0ms
(+ a (+ (+ b c) d))
31.0ms
(+ a (+ (+ b c) d))
27.0ms
(+ a (+ (+ b c) d))

simplify8.4s

Counts
39 → 81
Calls

39 calls. Slowest were:

1.1s
(cbrt (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))))
748.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ a (+ (+ b c) d))))
418.0ms
(cbrt (* (* (- (* a a) (* (+ (+ b c) d) (+ (+ b c) d))) (+ a (+ (+ b c) d))) (+ (pow a 3) (pow (+ (+ b c) d) 3))))

prune954.0ms

Pruning

22 alts after pruning (21 fresh and 1 done)

Merged error: 1.9b

localize24.0ms

Local error

Found 4 expressions with local error:

2.9b
(+ a (+ (+ b c) d))
2.9b
(+ a (+ (+ b c) d))
2.9b
(+ (+ a (+ b c)) d)
0.6b
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ (+ a (+ b c)) d)))

rewrite32.0ms

Algorithm
rewrite-expression-head
Counts
4 → 68
Calls

4 calls. Slowest were:

16.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ (+ a (+ b c)) d)))
5.0ms
(+ a (+ (+ b c) d))
5.0ms
(+ a (+ (+ b c) d))

series192.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

112.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ (+ a (+ b c)) d)))
38.0ms
(+ (+ a (+ b c)) d)
21.0ms
(+ a (+ (+ b c) d))
20.0ms
(+ a (+ (+ b c) d))

simplify7.3s

Counts
39 → 80
Calls

39 calls. Slowest were:

1.1s
(cbrt (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))))
399.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ (+ a (+ b c)) d)))
388.0ms
(cbrt (* (* (- (* a a) (* (+ (+ b c) d) (+ (+ b c) d))) (+ a (+ (+ b c) d))) (+ (+ a (+ b c)) d)))

prune905.0ms

Pruning

33 alts after pruning (32 fresh and 1 done)

Merged error: 1.6b

regimes1.4s

Accuracy

0% (1.4b remaining)

Error of 2.8b against oracle of 1.4b and baseline of 2.8b

bsearch2.0ms

end0.0ms

sample1.3s

Algorithm
intervals