Average Error: 3.7 → 2.7
Time: 8.5s
Precision: 64
Internal Precision: 128
\[\left(a + \left(b + \left(c + d\right)\right)\right) \cdot 2\]
\[2 \cdot \log_* (1 + \sqrt[3]{(e^{d + \left(\left(b + c\right) + a\right)} - 1)^* \cdot \left((e^{\left(\left(b + c\right) + d\right) + a} - 1)^* \cdot (e^{\left(\left(b + c\right) + d\right) + a} - 1)^*\right)})\]

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

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 log1p-expm1-u2.8

    \[\leadsto \color{blue}{\log_* (1 + (e^{a + \left(\left(b + c\right) + d\right)} - 1)^*)} \cdot 2\]
  6. Using strategy rm
  7. Applied add-cbrt-cube2.9

    \[\leadsto \log_* (1 + \color{blue}{\sqrt[3]{\left((e^{a + \left(\left(b + c\right) + d\right)} - 1)^* \cdot (e^{a + \left(\left(b + c\right) + d\right)} - 1)^*\right) \cdot (e^{a + \left(\left(b + c\right) + d\right)} - 1)^*}}) \cdot 2\]
  8. Using strategy rm
  9. Applied associate-+r+2.7

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

    \[\leadsto 2 \cdot \log_* (1 + \sqrt[3]{(e^{d + \left(\left(b + c\right) + a\right)} - 1)^* \cdot \left((e^{\left(\left(b + c\right) + d\right) + a} - 1)^* \cdot (e^{\left(\left(b + c\right) + d\right) + a} - 1)^*\right)})\]

Reproduce

herbie shell --seed 2019010 +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: 5.9s)Debug log

sample44.0ms

Algorithm
intervals

simplify298.0ms

Counts
1 → 1
Calls
1 calls:
Slowest
298.0ms
(* (+ a (+ b (+ c d))) 2)

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 3.5b

localize25.0ms

Local error

Found 2 expressions with local error:

2.7b
(+ a (+ b (+ c d)))
0.4b
(+ b (+ c d))

rewrite4.0ms

Algorithm
rewrite-expression-head
Rules
add-log-exp
log1p-expm1-u
flip-+
add-cube-cbrt
add-exp-log
add-cbrt-cube
flip3-+
*-un-lft-identity
associate-+r+
+-commutative
pow1
expm1-log1p-u
add-sqr-sqrt
Counts
2 → 26
Calls
2 calls:
Slowest
3.0ms
(+ a (+ b (+ c d)))
1.0ms
(+ b (+ c d))

series58.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
35.0ms
(+ a (+ b (+ c d)))
22.0ms
(+ b (+ c d))

simplify78.0ms

Counts
7 → 32
Calls
7 calls:
Slowest
13.0ms
(+ b (+ c d))
13.0ms
(+ a (+ b c))
12.0ms
(+ b (+ c d))
12.0ms
(+ b (+ c d))
12.0ms
(+ b (+ c d))

prune292.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 2.3b

localize20.0ms

Local error

Found 1 expressions with local error:

2.7b
(+ a (+ (+ b c) d))

rewrite7.0ms

Algorithm
rewrite-expression-head
Rules
add-log-exp
log1p-expm1-u
flip-+
add-cube-cbrt
add-exp-log
add-cbrt-cube
flip3-+
*-un-lft-identity
associate-+r+
+-commutative
pow1
expm1-log1p-u
add-sqr-sqrt
Counts
1 → 13
Calls
1 calls:
Slowest
6.0ms
(+ a (+ (+ b c) d))

series24.0ms

Counts
1 → 3
Calls
1 calls:
Slowest
24.0ms
(+ a (+ (+ b c) d))

simplify30.0ms

Counts
3 → 16
Calls
3 calls:
Slowest
12.0ms
(+ b (+ c d))
10.0ms
(+ b (+ c d))
6.0ms
(+ a (+ b c))

prune200.0ms

Pruning

13 alts after pruning (12 fresh and 1 done)

Merged error: 2.0b

localize9.0ms

Local error

Found 3 expressions with local error:

2.7b
(+ a (+ (+ b c) d))
0.1b
(expm1 (+ a (+ (+ b c) d)))
0.0b
(log1p (expm1 (+ a (+ (+ b c) d))))

rewrite3.0ms

Algorithm
rewrite-expression-head
Rules
log1p-expm1-u
add-log-exp
add-cube-cbrt
add-exp-log
add-cbrt-cube
*-un-lft-identity
pow1
expm1-log1p-u
add-sqr-sqrt
expm1-udef
flip-+
log1p-expm1
flip3-+
expm1-log1p
log1p-udef
associate-+r+
+-commutative
Counts
3 → 35
Calls
3 calls:
Slowest
3.0ms
(+ a (+ (+ b c) d))
0.0ms
(expm1 (+ a (+ (+ b c) d)))
0.0ms
(log1p (expm1 (+ a (+ (+ b c) d))))

series129.0ms

Counts
3 → 9
Calls
3 calls:
Slowest
69.0ms
(log1p (expm1 (+ a (+ (+ b c) d))))
36.0ms
(expm1 (+ a (+ (+ b c) d)))
24.0ms
(+ a (+ (+ b c) d))

simplify270.0ms

Counts
10 → 44
Calls
10 calls:
Slowest
109.0ms
(- (exp (+ a (+ b (+ c d)))) 1)
80.0ms
(- (exp (+ a (+ b (+ c d)))) 1)
41.0ms
(+ a (+ (+ b c) d))
11.0ms
(+ a (+ b c))
7.0ms
(+ a (+ b c))

prune491.0ms

Pruning

16 alts after pruning (15 fresh and 1 done)

Merged error: 2.0b

localize30.0ms

Local error

Found 4 expressions with local error:

2.7b
(+ a (+ (+ b c) d))
2.7b
(+ a (+ (+ b c) d))
2.7b
(+ a (+ (+ b c) d))
0.5b
(cbrt (* (* (expm1 (+ a (+ (+ b c) d))) (expm1 (+ a (+ (+ b c) d)))) (expm1 (+ a (+ (+ b c) d)))))

rewrite30.0ms

Algorithm
rewrite-expression-head
Rules
add-log-exp
log1p-expm1-u
add-cube-cbrt
add-exp-log
add-cbrt-cube
*-un-lft-identity
pow1
expm1-log1p-u
add-sqr-sqrt
flip-+
flip3-+
associate-+r+
+-commutative
rem-cbrt-cube
pow3
pow1/3
cbrt-prod
Counts
4 → 51
Calls
4 calls:
Slowest
13.0ms
(cbrt (* (* (expm1 (+ a (+ (+ b c) d))) (expm1 (+ a (+ (+ b c) d)))) (expm1 (+ a (+ (+ b c) d)))))
5.0ms
(+ a (+ (+ b c) d))
5.0ms
(+ a (+ (+ b c) d))
5.0ms
(+ a (+ (+ b c) d))

series121.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
39.0ms
(cbrt (* (* (expm1 (+ a (+ (+ b c) d))) (expm1 (+ a (+ (+ b c) d)))) (expm1 (+ a (+ (+ b c) d)))))
35.0ms
(+ a (+ (+ b c) d))
27.0ms
(+ a (+ (+ b c) d))
20.0ms
(+ a (+ (+ b c) d))

simplify395.0ms

Counts
14 → 63
Calls
14 calls:
Slowest
126.0ms
(- (exp (+ a (+ b (+ c d)))) 1)
110.0ms
(- (exp (+ a (+ b (+ c d)))) 1)
49.0ms
(+ a (+ (+ b c) d))
36.0ms
(cbrt (* (expm1 (+ a (+ (+ b c) d))) (expm1 (+ a (+ (+ b c) d)))))
13.0ms
(+ a (+ b c))

prune707.0ms

Pruning

18 alts after pruning (17 fresh and 1 done)

Merged error: 1.9b

regimes963.0ms

Accuracy

0% (0.8b remaining)

Error of 2.7b against oracle of 1.9b and baseline of 2.7b

bsearch5.0ms

end0.0ms

sample1.6s

Algorithm
intervals