Average Error: 3.6 → 2.7
Time: 27.9s
Precision: 64
Internal Precision: 128
\[\left(a + \left(b + \left(c + d\right)\right)\right) \cdot 2\]
\[2 \cdot \sqrt[3]{\left(a + \left(\left(b + c\right) + d\right)\right) \cdot \left(\left(a + \left(\left(b + c\right) + d\right)\right) \cdot \sqrt[3]{\left(\left(d + \left(\left(b + c\right) + a\right)\right) \cdot \left(d + \left(\left(b + c\right) + a\right)\right)\right) \cdot \left(d + \left(\left(b + c\right) + a\right)\right)}\right)}\]

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

Original3.6
Target3.8
Herbie2.7
\[\left(a + b\right) \cdot 2 + \left(c + d\right) \cdot 2\]

Derivation

  1. Initial program 3.6

    \[\left(a + \left(b + \left(c + d\right)\right)\right) \cdot 2\]
  2. Using strategy rm
  3. Applied associate-+r+2.7

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

    \[\leadsto \sqrt[3]{\left(\color{blue}{\left(\left(a + \left(b + c\right)\right) + d\right)} \cdot \left(a + \left(\left(b + c\right) + d\right)\right)\right) \cdot \left(a + \left(\left(b + c\right) + d\right)\right)} \cdot 2\]
  8. Using strategy rm
  9. Applied add-cbrt-cube2.7

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

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

Reproduce

herbie shell --seed 2019004 +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: 23.4s)Debug log

sample49.0ms

Algorithm
intervals

simplify278.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

278.0ms
(* (+ a (+ b (+ c d))) 2)

prune6.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 3.9b

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 → 26
Calls

2 calls. Slowest were:

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

series31.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

21.0ms
(+ a (+ b (+ c d)))
10.0ms
(+ b (+ c d))

simplify48.0ms

Counts
7 → 32
Calls

7 calls. Slowest were:

11.0ms
(+ a (+ b c))
9.0ms
(+ b (+ c d))
7.0ms
(+ b (+ c d))

prune357.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 2.5b

localize20.0ms

Local error

Found 1 expressions with local error:

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

rewrite6.0ms

Algorithm
rewrite-expression-head
Counts
1 → 13
Calls

1 calls. Slowest were:

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

series37.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

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

simplify26.0ms

Counts
3 → 16
Calls

3 calls. Slowest were:

12.0ms
(+ a (+ b c))
8.0ms
(+ b (+ c d))
6.0ms
(+ b (+ c d))

prune227.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 2.3b

localize22.0ms

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))))

rewrite33.0ms

Algorithm
rewrite-expression-head
Counts
4 → 77
Calls

4 calls. Slowest were:

19.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))
5.0ms
(+ a (+ (+ b c) d))
4.0ms
(+ a (+ (+ b c) d))

series152.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

76.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))
32.0ms
(+ a (+ (+ b c) d))
23.0ms
(+ a (+ (+ b c) d))
20.0ms
(+ a (+ (+ b c) d))

simplify7.4s

Counts
39 → 89
Calls

39 calls. Slowest were:

690.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (- (* a a) (* (+ (+ b c) d) (+ (+ b c) d)))) (+ (pow a 3) (pow (+ (+ b c) d) 3))))
419.0ms
(cbrt (* (* (- (* a a) (* (+ (+ b c) d) (+ (+ b c) d))) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ (pow a 3) (pow (+ (+ b c) d) 3))))
417.0ms
(cbrt (* (* (- (* a a) (* (+ (+ b c) d) (+ (+ b c) d))) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ a (+ (+ b c) d))))

prune1.0s

Pruning

27 alts after pruning (27 fresh and 0 done)

Merged error: 1.8b

localize30.0ms

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))))

rewrite62.0ms

Algorithm
rewrite-expression-head
Counts
4 → 79
Calls

4 calls. Slowest were:

36.0ms
(cbrt (* (* (+ (+ a (+ b c)) d) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))
13.0ms
(+ (+ a (+ b c)) d)
5.0ms
(+ a (+ (+ b c) d))

series188.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

100.0ms
(cbrt (* (* (+ (+ a (+ b c)) d) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))
34.0ms
(+ a (+ (+ b c) d))
32.0ms
(+ a (+ (+ b c) d))
23.0ms
(+ (+ a (+ b c)) d)

simplify8.1s

Counts
41 → 91
Calls

41 calls. Slowest were:

465.0ms
(cbrt (* (* (+ (+ a (+ b c)) d) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ a (+ (+ b c) d))))
423.0ms
(cbrt (* (* (+ (pow (+ a (+ b c)) 3) (pow d 3)) (+ a (+ (+ b c) d))) (+ (pow a 3) (pow (+ (+ b c) d) 3))))
405.0ms
(cbrt (* (* (+ (+ a (+ b c)) d) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ (pow a 3) (pow (+ (+ b c) d) 3))))

prune1.3s

Pruning

35 alts after pruning (35 fresh and 0 done)

Merged error: 1.4b

regimes2.8s

Accuracy

0% (1.3b remaining)

Error of 2.7b against oracle of 1.3b and baseline of 2.7b

bsearch5.0ms

end0.0ms

sample1.2s

Algorithm
intervals