Average Error: 3.7 → 2.8
Time: 23.1s
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
Target3.8
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+2.7

    \[\leadsto \sqrt[3]{\left(\left(a + \left(\left(b + c\right) + d\right)\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)\right) \cdot \color{blue}{\left(\left(a + \left(b + c\right)\right) + d\right)}} \cdot 2\]
  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 2019008 +o rules:numerics
(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: 19.8s)Debug log

sample57.0ms

Algorithm
intervals

simplify361.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

361.0ms
(* (+ a (+ b (+ c d))) 2)

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 3.7b

localize25.0ms

Local error

Found 2 expressions with local error:

2.8b
(+ a (+ b (+ c d)))
0.4b
(+ b (+ c d))

rewrite4.0ms

Algorithm
rewrite-expression-head
Counts
2 → 26
Calls

2 calls. Slowest were:

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

series39.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

28.0ms
(+ a (+ b (+ c d)))
10.0ms
(+ b (+ c d))

simplify49.0ms

Counts
7 → 32
Calls

7 calls. Slowest were:

13.0ms
(+ b (+ c d))
10.0ms
(+ b (+ c d))
6.0ms
(+ b (+ c d))

prune281.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 2.3b

localize10.0ms

Local error

Found 1 expressions with local error:

2.8b
(+ a (+ (+ b c) d))

rewrite3.0ms

Algorithm
rewrite-expression-head
Counts
1 → 13
Calls

1 calls. Slowest were:

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

series23.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

23.0ms
(+ a (+ (+ b c) d))

simplify19.0ms

Counts
3 → 16
Calls

3 calls. Slowest were:

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

prune163.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 2.0b

localize10.0ms

Local error

Found 4 expressions with local error:

2.8b
(+ a (+ (+ b c) d))
2.8b
(+ a (+ (+ b c) d))
2.8b
(+ a (+ (+ b c) d))
0.6b
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))

rewrite49.0ms

Algorithm
rewrite-expression-head
Counts
4 → 77
Calls

4 calls. Slowest were:

31.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))
9.0ms
(+ a (+ (+ b c) d))
5.0ms
(+ a (+ (+ b c) d))

series133.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

52.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))
31.0ms
(+ a (+ (+ b c) d))
25.0ms
(+ a (+ (+ b c) d))
24.0ms
(+ a (+ (+ b c) d))

simplify6.7s

Counts
39 → 89
Calls

39 calls. Slowest were:

403.0ms
(cbrt (* (* (- (* a a) (* (+ (+ b c) d) (+ (+ b c) d))) (+ a (+ (+ b c) d))) (+ (pow a 3) (pow (+ (+ b c) d) 3))))
378.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ a (+ (+ b c) d))))
353.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ (pow a 3) (pow (+ (+ b c) d) 3))))

prune939.0ms

Pruning

21 alts after pruning (21 fresh and 0 done)

Merged error: 1.6b

localize12.0ms

Local error

Found 4 expressions with local error:

2.8b
(+ a (+ (+ b c) d))
2.8b
(+ a (+ (+ b c) d))
2.8b
(+ (+ a (+ b c)) d)
0.6b
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ (+ a (+ b c)) d)))

rewrite34.0ms

Algorithm
rewrite-expression-head
Counts
4 → 79
Calls

4 calls. Slowest were:

23.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ (+ a (+ b c)) d)))
4.0ms
(+ (+ a (+ b c)) d)
3.0ms
(+ a (+ (+ b c) d))

series151.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

90.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ (+ a (+ b c)) d)))
21.0ms
(+ (+ a (+ b c)) d)
21.0ms
(+ a (+ (+ b c) d))
20.0ms
(+ a (+ (+ b c) d))

simplify7.2s

Counts
41 → 91
Calls

41 calls. Slowest were:

752.0ms
(cbrt (* (* (- (* a a) (* (+ (+ b c) d) (+ (+ b c) d))) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ (+ a (+ b c)) d)))
423.0ms
(cbrt (* (* (- (* a a) (* (+ (+ b c) d) (+ (+ b c) d))) (+ a (+ (+ b c) d))) (+ (+ a (+ b c)) d)))
417.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ (+ a (+ b c)) d)))

prune1.1s

Pruning

30 alts after pruning (30 fresh and 0 done)

Merged error: 1.3b

regimes1.5s

Accuracy

0% (1.4b remaining)

Error of 2.8b against oracle of 1.3b and baseline of 2.8b

bsearch2.0ms

end0.0ms

sample945.0ms

Algorithm
intervals