Average Error: 3.7 → 2.7
Time: 25.6s
Precision: 64
Internal Precision: 128
\[\left(a + \left(b + \left(c + d\right)\right)\right) \cdot 2\]
\[2 \cdot \sqrt[3]{\left(\left(a + \left(d + \left(c + b\right)\right)\right) \cdot \left(a + \left(d + \left(c + b\right)\right)\right)\right) \cdot \left(d + \left(a + \left(c + b\right)\right)\right)}\]

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

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 *-un-lft-identity2.7

    \[\leadsto \color{blue}{\left(1 \cdot \sqrt[3]{\left(\left(a + \left(\left(b + c\right) + d\right)\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)\right) \cdot \left(\left(a + \left(b + c\right)\right) + d\right)}\right)} \cdot 2\]
  10. Final simplification2.7

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

Reproduce

herbie shell --seed 2019008 
(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: 21.3s)Debug log

sample60.0ms

Algorithm
intervals

simplify172.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

172.0ms
(* (+ a (+ b (+ c d))) 2)

prune6.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 3.7b

localize12.0ms

Local error

Found 2 expressions with local error:

2.8b
(+ 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))

series40.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

27.0ms
(+ a (+ b (+ c d)))
13.0ms
(+ b (+ c d))

simplify56.0ms

Counts
7 → 28
Calls

7 calls. Slowest were:

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

prune250.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 2.3b

localize11.0ms

Local error

Found 1 expressions with local error:

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

rewrite5.0ms

Algorithm
rewrite-expression-head
Counts
1 → 11
Calls

1 calls. Slowest were:

5.0ms
(+ a (+ (+ b c) d))

series36.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

36.0ms
(+ a (+ (+ b c) d))

simplify21.0ms

Counts
3 → 14
Calls

3 calls. Slowest were:

9.0ms
(+ a (+ b c))
6.0ms
(+ b (+ c d))
5.0ms
(+ b (+ c d))

prune161.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 2.0b

localize22.0ms

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))))

rewrite46.0ms

Algorithm
rewrite-expression-head
Counts
4 → 69
Calls

4 calls. Slowest were:

29.0ms
(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))

series153.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

75.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))
33.0ms
(+ a (+ (+ b c) d))
25.0ms
(+ a (+ (+ b c) d))
20.0ms
(+ a (+ (+ b c) d))

simplify6.9s

Counts
39 → 81
Calls

39 calls. Slowest were:

877.0ms
(cbrt (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))))
359.0ms
(cbrt (* (* (- (* a a) (* (+ (+ b c) d) (+ (+ b c) d))) (+ a (+ (+ b c) d))) (+ (pow a 3) (pow (+ (+ b c) d) 3))))
342.0ms
(cbrt (* (* (- (* a a) (* (+ (+ b c) d) (+ (+ b c) d))) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ a (+ (+ b c) d))))

prune1.1s

Pruning

21 alts after pruning (20 fresh and 1 done)

Merged error: 1.7b

localize14.0ms

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)))

rewrite25.0ms

Algorithm
rewrite-expression-head
Counts
4 → 68
Calls

4 calls. Slowest were:

15.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ (+ a (+ b c)) d)))
3.0ms
(+ (+ a (+ b c)) d)
3.0ms
(+ a (+ (+ b c) d))

series201.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

104.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ (+ a (+ b c)) d)))
33.0ms
(+ a (+ (+ b c) d))
33.0ms
(+ (+ a (+ b c)) d)
31.0ms
(+ a (+ (+ b c) d))

simplify7.9s

Counts
39 → 80
Calls

39 calls. Slowest were:

1.4s
(cbrt (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))))
441.0ms
(cbrt (* (* (- (* a a) (* (+ (+ b c) d) (+ (+ b c) d))) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ (pow (+ a (+ b c)) 3) (pow d 3))))
373.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ (pow (+ a (+ b c)) 3) (pow d 3))))

prune1.2s

Pruning

33 alts after pruning (32 fresh and 1 done)

Merged error: 1.3b

regimes1.7s

Accuracy

0% (1.3b remaining)

Error of 2.7b against oracle of 1.4b and baseline of 2.7b

bsearch2.0ms

end0.0ms

sample1.1s

Algorithm
intervals