Average Error: 29.9 → 17.3
Time: 2.4s
Precision: 64
Internal Precision: 128
\[\sqrt{re \cdot re + im \cdot im}\]
\[\begin{array}{l} \mathbf{if}\;re \le -2.0237663893503905 \cdot 10^{+121}:\\ \;\;\;\;-re\\ \mathbf{elif}\;re \le 6.288295134269618 \cdot 10^{-140}:\\ \;\;\;\;\sqrt{im \cdot im + re \cdot re}\\ \mathbf{elif}\;re \le 1.1925302764880028 \cdot 10^{-107}:\\ \;\;\;\;im\\ \mathbf{elif}\;re \le 3.539643897265089 \cdot 10^{+114}:\\ \;\;\;\;\sqrt{im \cdot im + re \cdot re}\\ \mathbf{else}:\\ \;\;\;\;re\\ \end{array}\]

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 4 regimes
  2. if re < -2.0237663893503905e+121

    1. Initial program 51.5

      \[\sqrt{re \cdot re + im \cdot im}\]
    2. Taylor expanded around -inf 9.2

      \[\leadsto \color{blue}{-1 \cdot re}\]
    3. Simplified9.2

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

    if -2.0237663893503905e+121 < re < 6.288295134269618e-140 or 1.1925302764880028e-107 < re < 3.539643897265089e+114

    1. Initial program 20.3

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

    if 6.288295134269618e-140 < re < 1.1925302764880028e-107

    1. Initial program 18.9

      \[\sqrt{re \cdot re + im \cdot im}\]
    2. Taylor expanded around 0 38.7

      \[\leadsto \color{blue}{im}\]

    if 3.539643897265089e+114 < re

    1. Initial program 50.5

      \[\sqrt{re \cdot re + im \cdot im}\]
    2. Taylor expanded around inf 9.2

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

    \[\leadsto \begin{array}{l} \mathbf{if}\;re \le -2.0237663893503905 \cdot 10^{+121}:\\ \;\;\;\;-re\\ \mathbf{elif}\;re \le 6.288295134269618 \cdot 10^{-140}:\\ \;\;\;\;\sqrt{im \cdot im + re \cdot re}\\ \mathbf{elif}\;re \le 1.1925302764880028 \cdot 10^{-107}:\\ \;\;\;\;im\\ \mathbf{elif}\;re \le 3.539643897265089 \cdot 10^{+114}:\\ \;\;\;\;\sqrt{im \cdot im + re \cdot re}\\ \mathbf{else}:\\ \;\;\;\;re\\ \end{array}\]

Reproduce

herbie shell --seed 2019007 
(FPCore (re im)
  :name "math.abs on complex"
  (sqrt (+ (* re re) (* im im))))

Details

Time bar (total: 2.0s)Debug log

sample24.0ms

Algorithm
intervals

simplify2.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

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

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 31.1b

localize11.0ms

Local error

Found 2 expressions with local error:

31.1b
(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)))

series63.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

33.0ms
(sqrt (+ (* re re) (* im im)))
30.0ms
(+ (* re re) (* im im))

simplify199.0ms

Counts
13 → 31
Calls

13 calls. Slowest were:

122.0ms
(sqrt (- (* (* re re) (* re re)) (* (* im im) (* im im))))
31.0ms
(sqrt (+ (pow (* re re) 3) (pow (* im im) 3)))
11.0ms
(* (exp (* re re)) (exp (* im im)))

prune351.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 7.1b

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:

prune7.0ms

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 7.1b

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:

prune4.0ms

Pruning

4 alts after pruning (1 fresh and 3 done)

Merged error: 7.1b

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: 7.1b

regimes419.0ms

Accuracy

56.7% (9.6b remaining)

Error of 17.3b against oracle of 7.8b and baseline of 29.9b

bsearch162.0ms

end0.0ms

sample777.0ms

Algorithm
intervals