Average Error: 3.6 → 2.7
Time: 25.8s
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 
(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

sample35.0ms

Algorithm
intervals

simplify216.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

216.0ms
(* (+ a (+ b (+ c d))) 2)

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 3.9b

localize13.0ms

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))

series55.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

31.0ms
(+ a (+ b (+ c d)))
24.0ms
(+ b (+ c d))

simplify50.0ms

Counts
7 → 28
Calls

7 calls. Slowest were:

12.0ms
(+ a (+ b c))
10.0ms
(+ b (+ c d))
6.0ms
(+ b (+ c d))

prune299.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 2.5b

localize10.0ms

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))

series27.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

26.0ms
(+ a (+ (+ b c) d))

simplify39.0ms

Counts
3 → 14
Calls

3 calls. Slowest were:

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

prune177.0ms

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 2.3b

localize11.0ms

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))))

rewrite42.0ms

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))))
4.0ms
(+ a (+ (+ b c) d))
3.0ms
(+ a (+ (+ b c) d))

series146.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

59.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))
36.0ms
(+ a (+ (+ b c) d))
28.0ms
(+ a (+ (+ b c) d))
23.0ms
(+ a (+ (+ b c) d))

simplify6.8s

Counts
39 → 81
Calls

39 calls. Slowest were:

979.0ms
(cbrt (* (+ a (+ (+ b c) d)) (+ a (+ (+ b c) d))))
303.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ a (+ (+ b c) d))))
302.0ms
(cbrt (* (* (+ a (+ (+ b c) d)) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (- (* a a) (* (+ (+ b c) d) (+ (+ b c) d)))))

prune1.1s

Pruning

25 alts after pruning (24 fresh and 1 done)

Merged error: 1.9b

localize16.0ms

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))))

rewrite45.0ms

Algorithm
rewrite-expression-head
Counts
4 → 68
Calls

4 calls. Slowest were:

24.0ms
(cbrt (* (* (+ (+ a (+ b c)) d) (+ a (+ (+ b c) d))) (+ a (+ (+ b c) d))))
8.0ms
(+ a (+ (+ b c) d))
7.0ms
(+ (+ a (+ b c)) d)

series181.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

91.0ms
(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))

simplify7.6s

Counts
39 → 80
Calls

39 calls. Slowest were:

688.0ms
(cbrt (* (* (+ (pow (+ a (+ b c)) 3) (pow d 3)) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ (pow a 3) (pow (+ (+ b c) d) 3))))
381.0ms
(cbrt (* (* (+ (+ a (+ b c)) d) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ a (+ (+ b c) d))))
366.0ms
(cbrt (* (* (- (* (+ a (+ b c)) (+ a (+ b c))) (* d d)) (+ (pow a 3) (pow (+ (+ b c) d) 3))) (+ (pow a 3) (pow (+ (+ b c) d) 3))))

prune1.1s

Pruning

33 alts after pruning (32 fresh and 1 done)

Merged error: 1.5b

regimes2.3s

Accuracy

0% (1.2b remaining)

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

bsearch5.0ms

end0.0ms

sample1.3s

Algorithm
intervals