Average Error: 30.3 → 17.1
Time: 3.3s
Precision: 64
Internal Precision: 128
\[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
\[\begin{array}{l} \mathbf{if}\;re \le -3.269784804517612 \cdot 10^{+55}:\\ \;\;\;\;\log \left(-re\right)\\ \mathbf{elif}\;re \le -1.0663540637506733 \cdot 10^{-290}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le 3.701775518637736 \cdot 10^{-256}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le 1.5545837674343295 \cdot 10^{+102}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{else}:\\ \;\;\;\;\log re\\ \end{array}\]

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 < -3.269784804517612e+55

    1. Initial program 43.0

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around -inf 10.2

      \[\leadsto \log \color{blue}{\left(-1 \cdot re\right)}\]
    3. Simplified10.2

      \[\leadsto \log \color{blue}{\left(-re\right)}\]

    if -3.269784804517612e+55 < re < -1.0663540637506733e-290 or 3.701775518637736e-256 < re < 1.5545837674343295e+102

    1. Initial program 20.2

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]

    if -1.0663540637506733e-290 < re < 3.701775518637736e-256

    1. Initial program 29.2

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around 0 34.1

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

    if 1.5545837674343295e+102 < re

    1. Initial program 50.4

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around inf 8.4

      \[\leadsto \log \color{blue}{re}\]
  3. Recombined 4 regimes into one program.
  4. Final simplification17.1

    \[\leadsto \begin{array}{l} \mathbf{if}\;re \le -3.269784804517612 \cdot 10^{+55}:\\ \;\;\;\;\log \left(-re\right)\\ \mathbf{elif}\;re \le -1.0663540637506733 \cdot 10^{-290}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le 3.701775518637736 \cdot 10^{-256}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le 1.5545837674343295 \cdot 10^{+102}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{else}:\\ \;\;\;\;\log re\\ \end{array}\]

Reproduce

herbie shell --seed 2018365 
(FPCore (re im)
  :name "math.log/1 on complex, real part"
  (log (sqrt (+ (* re re) (* im im)))))

Details

Time bar (total: 1.3s)Debug log

start24.0ms

Algorithm
intervals

setup18.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 32.1b

localize14.0ms

Local error

Found 2 expressions with local error:

30.9b
(sqrt (+ (* re re) (* im im)))
0.0b
(+ (* re re) (* im im))

rewrite4.0ms

Algorithm
rewrite-expression-head
Counts
2 → 25
Calls

2 calls. Slowest were:

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

series38.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

21.0ms
(sqrt (+ (* re re) (* im im)))
17.0ms
(+ (* re re) (* im im))

simplify305.0ms

Counts
13 → 31
Calls

13 calls. Slowest were:

185.0ms
(sqrt (- (* (* re re) (* re re)) (* (* im im) (* im im))))
72.0ms
(sqrt (+ (pow (* re re) 3) (pow (* im im) 3)))
12.0ms
(* (exp (* re re)) (exp (* im im)))

prune302.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 8.9b

localize5.0ms

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 (2 fresh and 2 done)

Merged error: 8.9b

localize3.0ms

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:

prune2.0ms

Pruning

4 alts after pruning (1 fresh and 3 done)

Merged error: 8.9b

localize3.0ms

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:

prune0.0ms

Pruning

4 alts after pruning (0 fresh and 4 done)

Merged error: 8.9b

regimes378.0ms

Accuracy

56.9% (10.0b remaining)

Error of 17.1b against oracle of 7.1b and baseline of 30.3b

bsearch187.0ms