Average Error: 30.5 → 18.1
Time: 2.9s
Precision: 64
Internal Precision: 128
\[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
\[\begin{array}{l} \mathbf{if}\;re \le -8.801722566171015 \cdot 10^{+86}:\\ \;\;\;\;\log \left(-re\right)\\ \mathbf{elif}\;re \le -2.2531648583739764 \cdot 10^{-146}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le -2.4843513365715627 \cdot 10^{-188}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le -2.6965385622040613 \cdot 10^{-280}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le 2.4967545228125466 \cdot 10^{-154}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le 8.434467310119467 \cdot 10^{+114}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{else}:\\ \;\;\;\;\log re\\ \end{array}\]

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 < -8.801722566171015e+86

    1. Initial program 47.7

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around -inf 9.9

      \[\leadsto \log \color{blue}{\left(-1 \cdot re\right)}\]
    3. Simplified9.9

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

    if -8.801722566171015e+86 < re < -2.2531648583739764e-146 or -2.4843513365715627e-188 < re < -2.6965385622040613e-280 or 2.4967545228125466e-154 < re < 8.434467310119467e+114

    1. Initial program 17.7

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

    if -2.2531648583739764e-146 < re < -2.4843513365715627e-188 or -2.6965385622040613e-280 < re < 2.4967545228125466e-154

    1. Initial program 29.4

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around 0 35.5

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

    if 8.434467310119467e+114 < re

    1. Initial program 53.0

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around inf 8.2

      \[\leadsto \log \color{blue}{re}\]
  3. Recombined 4 regimes into one program.
  4. Final simplification18.1

    \[\leadsto \begin{array}{l} \mathbf{if}\;re \le -8.801722566171015 \cdot 10^{+86}:\\ \;\;\;\;\log \left(-re\right)\\ \mathbf{elif}\;re \le -2.2531648583739764 \cdot 10^{-146}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le -2.4843513365715627 \cdot 10^{-188}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le -2.6965385622040613 \cdot 10^{-280}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le 2.4967545228125466 \cdot 10^{-154}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le 8.434467310119467 \cdot 10^{+114}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{else}:\\ \;\;\;\;\log re\\ \end{array}\]

Reproduce

herbie shell --seed 2019002 
(FPCore (re im)
  :name "math.log/1 on complex, real part"
  (log (sqrt (+ (* re re) (* im im)))))

Details

Time bar (total: 2.4s)Debug log

sample31.0ms

Algorithm
intervals

simplify5.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

5.0ms
(log (sqrt (+ (* re re) (* im im))))

prune10.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 29.8b

localize26.0ms

Local error

Found 2 expressions with local error:

28.7b
(sqrt (+ (* re re) (* im im)))
0.0b
(+ (* re re) (* im im))

rewrite7.0ms

Algorithm
rewrite-expression-head
Counts
2 → 25
Calls

2 calls. Slowest were:

3.0ms
(sqrt (+ (* re re) (* im im)))
3.0ms
(+ (* re re) (* im im))

series70.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

36.0ms
(sqrt (+ (* re re) (* im im)))
35.0ms
(+ (* re re) (* im im))

simplify213.0ms

Counts
13 → 31
Calls

13 calls. Slowest were:

117.0ms
(sqrt (- (* (* re re) (* re re)) (* (* im im) (* im im))))
62.0ms
(sqrt (+ (pow (* re re) 3) (pow (* im im) 3)))
6.0ms
(sqrt (* (cbrt (+ (* re re) (* im im))) (cbrt (+ (* re re) (* im im)))))

prune245.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 5.5b

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:

prune7.0ms

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 5.5b

localize6.0ms

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 (1 fresh and 3 done)

Merged error: 5.5b

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:

prune0.0ms

Pruning

4 alts after pruning (0 fresh and 4 done)

Merged error: 5.5b

regimes424.0ms

Accuracy

52.6% (11.1b remaining)

Error of 18.1b against oracle of 7.0b and baseline of 30.5b

bsearch226.0ms

end0.0ms

sample1.1s

Algorithm
intervals