Average Error: 30.9 → 17.5
Time: 3.6s
Precision: 64
Internal Precision: 128
\[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
\[\begin{array}{l} \mathbf{if}\;re \le -1.3769342465113995 \cdot 10^{+148}:\\ \;\;\;\;\log \left(-re\right)\\ \mathbf{elif}\;re \le -9.888754662830056 \cdot 10^{-214}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le -7.432754596401146 \cdot 10^{-269}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le 4.670873727021844 \cdot 10^{-211}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le 1.942710743904727 \cdot 10^{-125}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le 4.1181592821076165 \cdot 10^{+123}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{else}:\\ \;\;\;\;\log re\\ \end{array}\]

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 < -1.3769342465113995e+148

    1. Initial program 59.9

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around -inf 5.8

      \[\leadsto \log \color{blue}{\left(-1 \cdot re\right)}\]
    3. Simplified5.8

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

    if -1.3769342465113995e+148 < re < -9.888754662830056e-214 or -7.432754596401146e-269 < re < 4.670873727021844e-211 or 1.942710743904727e-125 < re < 4.1181592821076165e+123

    1. Initial program 18.9

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

    if -9.888754662830056e-214 < re < -7.432754596401146e-269 or 4.670873727021844e-211 < re < 1.942710743904727e-125

    1. Initial program 26.5

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around 0 36.3

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

    if 4.1181592821076165e+123 < re

    1. Initial program 54.6

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around inf 7.8

      \[\leadsto \log \color{blue}{re}\]
  3. Recombined 4 regimes into one program.
  4. Final simplification17.5

    \[\leadsto \begin{array}{l} \mathbf{if}\;re \le -1.3769342465113995 \cdot 10^{+148}:\\ \;\;\;\;\log \left(-re\right)\\ \mathbf{elif}\;re \le -9.888754662830056 \cdot 10^{-214}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le -7.432754596401146 \cdot 10^{-269}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le 4.670873727021844 \cdot 10^{-211}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le 1.942710743904727 \cdot 10^{-125}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le 4.1181592821076165 \cdot 10^{+123}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{else}:\\ \;\;\;\;\log re\\ \end{array}\]

Reproduce

herbie shell --seed 2018362 
(FPCore (re im)
  :name "math.log/1 on complex, real part"
  (log (sqrt (+ (* re re) (* im im)))))

Details

Time bar (total: 1.4s)Debug log

start48.0ms

Algorithm
intervals

setup22.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 29.5b

localize28.0ms

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)))

series59.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

45.0ms
(sqrt (+ (* re re) (* im im)))
15.0ms
(+ (* re re) (* im im))

simplify245.0ms

Counts
13 → 31
Calls

13 calls. Slowest were:

160.0ms
(sqrt (- (* (* re re) (* re re)) (* (* im im) (* im im))))
61.0ms
(sqrt (+ (pow (* re re) 3) (pow (* im im) 3)))
5.0ms
(* (exp (* re re)) (exp (* im im)))

prune291.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 6.0b

localize10.0ms

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:

prune8.0ms

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 6.0b

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 (1 fresh and 3 done)

Merged error: 6.0b

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:

prune1.0ms

Pruning

4 alts after pruning (0 fresh and 4 done)

Merged error: 6.0b

regimes444.0ms

Accuracy

55.5% (10.7b remaining)

Error of 17.5b against oracle of 6.7b and baseline of 30.9b

bsearch212.0ms