Average Error: 30.1 → 17.2
Time: 2.3s
Precision: 64
Internal Precision: 128
\[\sqrt{re \cdot re + im \cdot im}\]
\[\begin{array}{l} \mathbf{if}\;re \le -5.061381323129702 \cdot 10^{+137}:\\ \;\;\;\;-re\\ \mathbf{elif}\;re \le 1.7906814815354527 \cdot 10^{+113}:\\ \;\;\;\;\sqrt{im \cdot im + re \cdot re}\\ \mathbf{else}:\\ \;\;\;\;re\\ \end{array}\]

Error

Bits error versus re

Bits error versus im

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Split input into 3 regimes
  2. if re < -5.061381323129702e+137

    1. Initial program 54.5

      \[\sqrt{re \cdot re + im \cdot im}\]
    2. Taylor expanded around -inf 7.9

      \[\leadsto \color{blue}{-1 \cdot re}\]
    3. Simplified7.9

      \[\leadsto \color{blue}{-re}\]

    if -5.061381323129702e+137 < re < 1.7906814815354527e+113

    1. Initial program 20.6

      \[\sqrt{re \cdot re + im \cdot im}\]

    if 1.7906814815354527e+113 < re

    1. Initial program 51.2

      \[\sqrt{re \cdot re + im \cdot im}\]
    2. Taylor expanded around inf 10.0

      \[\leadsto \color{blue}{re}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification17.2

    \[\leadsto \begin{array}{l} \mathbf{if}\;re \le -5.061381323129702 \cdot 10^{+137}:\\ \;\;\;\;-re\\ \mathbf{elif}\;re \le 1.7906814815354527 \cdot 10^{+113}:\\ \;\;\;\;\sqrt{im \cdot im + re \cdot re}\\ \mathbf{else}:\\ \;\;\;\;re\\ \end{array}\]

Reproduce

herbie shell --seed 2019008 
(FPCore (re im)
  :name "math.abs on complex"
  (sqrt (+ (* re re) (* im im))))

Details

Time bar (total: 1.9s)Debug log

sample21.0ms

Algorithm
intervals

simplify2.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

2.0ms
(sqrt (+ (* re re) (* im im)))

prune6.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 28.3b

localize31.0ms

Local error

Found 2 expressions with local error:

28.3b
(sqrt (+ (* re re) (* im im)))
0.0b
(+ (* re re) (* im im))

rewrite8.0ms

Algorithm
rewrite-expression-head
Counts
2 → 25
Calls

2 calls. Slowest were:

4.0ms
(+ (* re re) (* im im))
4.0ms
(sqrt (+ (* re re) (* im im)))

series50.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

32.0ms
(sqrt (+ (* re re) (* im im)))
17.0ms
(+ (* re re) (* im im))

simplify210.0ms

Counts
13 → 31
Calls

13 calls. Slowest were:

122.0ms
(sqrt (- (* (* re re) (* re re)) (* (* im im) (* im im))))
46.0ms
(sqrt (+ (pow (* re re) 3) (pow (* im im) 3)))
10.0ms
(* (exp (* re re)) (exp (* im im)))

prune252.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 5.9b

localize4.0ms

Local error

Found 0 expressions with local error:

rewrite0.0ms

Algorithm
rewrite-expression-head
Counts
0 → 0
Calls

0 calls. Slowest were:

series0.0ms

Counts
0 → 0
Calls

0 calls. Slowest were:

simplify0.0ms

Counts
0 → 0
Calls

0 calls. Slowest were:

prune7.0ms

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 5.9b

localize0.0ms

Local error

Found 0 expressions with local error:

rewrite0.0ms

Algorithm
rewrite-expression-head
Counts
0 → 0
Calls

0 calls. Slowest were:

series0.0ms

Counts
0 → 0
Calls

0 calls. Slowest were:

simplify0.0ms

Counts
0 → 0
Calls

0 calls. Slowest were:

prune4.0ms

Pruning

4 alts after pruning (1 fresh and 3 done)

Merged error: 5.9b

localize0.0ms

Local error

Found 0 expressions with local error:

rewrite0.0ms

Algorithm
rewrite-expression-head
Counts
0 → 0
Calls

0 calls. Slowest were:

series0.0ms

Counts
0 → 0
Calls

0 calls. Slowest were:

simplify0.0ms

Counts
0 → 0
Calls

0 calls. Slowest were:

prune1.0ms

Pruning

4 alts after pruning (0 fresh and 4 done)

Merged error: 5.9b

regimes258.0ms

Accuracy

58.2% (9.3b remaining)

Error of 17.2b against oracle of 7.9b and baseline of 30.1b

bsearch82.0ms

end0.0ms

sample973.0ms

Algorithm
intervals