Average Error: 29.5 → 16.6
Time: 2.0s
Precision: 64
Internal Precision: 128
\[\sqrt{re \cdot re + im \cdot im}\]
\[\begin{array}{l} \mathbf{if}\;re \le -9.654391066010857 \cdot 10^{+153}:\\ \;\;\;\;-re\\ \mathbf{elif}\;re \le 5.474516698358515 \cdot 10^{+115}:\\ \;\;\;\;\sqrt{im \cdot im + re \cdot re}\\ \mathbf{else}:\\ \;\;\;\;re\\ \end{array}\]

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 < -9.654391066010857e+153

    1. Initial program 59.5

      \[\sqrt{re \cdot re + im \cdot im}\]
    2. Taylor expanded around -inf 7.2

      \[\leadsto \color{blue}{-1 \cdot re}\]
    3. Simplified7.2

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

    if -9.654391066010857e+153 < re < 5.474516698358515e+115

    1. Initial program 20.0

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

    if 5.474516698358515e+115 < re

    1. Initial program 49.7

      \[\sqrt{re \cdot re + im \cdot im}\]
    2. Taylor expanded around inf 8.8

      \[\leadsto \color{blue}{re}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification16.6

    \[\leadsto \begin{array}{l} \mathbf{if}\;re \le -9.654391066010857 \cdot 10^{+153}:\\ \;\;\;\;-re\\ \mathbf{elif}\;re \le 5.474516698358515 \cdot 10^{+115}:\\ \;\;\;\;\sqrt{im \cdot im + re \cdot re}\\ \mathbf{else}:\\ \;\;\;\;re\\ \end{array}\]

Reproduce

herbie shell --seed 2019004 
(FPCore (re im)
  :name "math.abs on complex"
  (sqrt (+ (* re re) (* im im))))

Details

Time bar (total: 1.6s)Debug log

sample18.0ms

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: 31.9b

localize10.0ms

Local error

Found 1 expressions with local error:

31.9b
(sqrt (+ (* re re) (* im im)))

rewrite2.0ms

Algorithm
rewrite-expression-head
Counts
1 → 14
Calls

1 calls. Slowest were:

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

series40.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

40.0ms
(sqrt (+ (* re re) (* im im)))

simplify186.0ms

Counts
9 → 17
Calls

9 calls. Slowest were:

140.0ms
(sqrt (- (* (* re re) (* re re)) (* (* im im) (* im im))))
33.0ms
(sqrt (+ (pow (* re re) 3) (pow (* im im) 3)))
4.0ms
(sqrt (* (cbrt (+ (* re re) (* im im))) (cbrt (+ (* re re) (* im im)))))

prune106.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 9.5b

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: 9.5b

localize1.0ms

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: 9.5b

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: 9.5b

regimes327.0ms

Accuracy

58.9% (9.0b remaining)

Error of 16.6b against oracle of 7.6b and baseline of 29.5b

bsearch77.0ms

end0.0ms

sample765.0ms

Algorithm
intervals