Average Error: 30.9 → 17.2
Time: 2.5s
Precision: 64
Internal Precision: 128
\[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
\[\begin{array}{l} \mathbf{if}\;re \le -3.1984365912010734 \cdot 10^{+91}:\\ \;\;\;\;\log \left(-re\right)\\ \mathbf{elif}\;re \le -4.064052350582338 \cdot 10^{-291}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le 3.0369500767927204 \cdot 10^{-242}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le 1.1367817676099328 \cdot 10^{+115}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{else}:\\ \;\;\;\;\log re\\ \end{array}\]

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 < -3.1984365912010734e+91

    1. Initial program 48.9

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around -inf 9.2

      \[\leadsto \log \color{blue}{\left(-1 \cdot re\right)}\]
    3. Simplified9.2

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

    if -3.1984365912010734e+91 < re < -4.064052350582338e-291 or 3.0369500767927204e-242 < re < 1.1367817676099328e+115

    1. Initial program 20.2

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

    if -4.064052350582338e-291 < re < 3.0369500767927204e-242

    1. Initial program 32.5

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around 0 33.3

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

    if 1.1367817676099328e+115 < re

    1. Initial program 52.0

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around inf 7.6

      \[\leadsto \log \color{blue}{re}\]
  3. Recombined 4 regimes into one program.
  4. Final simplification17.2

    \[\leadsto \begin{array}{l} \mathbf{if}\;re \le -3.1984365912010734 \cdot 10^{+91}:\\ \;\;\;\;\log \left(-re\right)\\ \mathbf{elif}\;re \le -4.064052350582338 \cdot 10^{-291}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le 3.0369500767927204 \cdot 10^{-242}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le 1.1367817676099328 \cdot 10^{+115}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{else}:\\ \;\;\;\;\log re\\ \end{array}\]

Reproduce

herbie shell --seed 2019010 
(FPCore (re im)
  :name "math.log/1 on complex, real part"
  (log (sqrt (+ (* re re) (* im im)))))

Details

Time bar (total: 2.1s)Debug log

sample27.0ms

Algorithm
intervals

simplify3.0ms

Counts
1 → 1
Calls
1 calls:
Slowest
2.0ms
(log (sqrt (+ (* re re) (* im im))))

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 30.6b

localize14.0ms

Local error

Found 2 expressions with local error:

29.5b
(sqrt (+ (* re re) (* im im)))
0.0b
(+ (* re re) (* im im))

rewrite4.0ms

Algorithm
rewrite-expression-head
Rules
add-log-exp
add-sqr-sqrt
sqrt-prod
add-cube-cbrt
*-un-lft-identity
flip-+
add-exp-log
sqrt-div
add-cbrt-cube
flip3-+
pow1
pow1/2
sum-log
rem-sqrt-square
+-commutative
Counts
2 → 25
Calls
2 calls:
Slowest
2.0ms
(+ (* re re) (* im im))
2.0ms
(sqrt (+ (* re re) (* im im)))

series54.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
32.0ms
(sqrt (+ (* re re) (* im im)))
23.0ms
(+ (* re re) (* im im))

simplify215.0ms

Counts
13 → 31
Calls
13 calls:
Slowest
130.0ms
(sqrt (- (* (* re re) (* re re)) (* (* im im) (* im im))))
38.0ms
(sqrt (+ (pow (* re re) 3) (pow (* im im) 3)))
11.0ms
(* (exp (* re re)) (exp (* im im)))
8.0ms
(+ (pow im 2) (pow re 2))
5.0ms
(sqrt (* (cbrt (+ (* re re) (* im im))) (cbrt (+ (* re re) (* im im)))))

prune316.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 7.5b

localize5.0ms

Local error

Found 0 expressions with local error:

rewrite0.0ms

Algorithm
rewrite-expression-head
Rules
Counts
0 → 0
Calls
0 calls:
Slowest

series0.0ms

Counts
0 → 0
Calls
0 calls:
Slowest

simplify0.0ms

Counts
0 → 0
Calls
0 calls:
Slowest

prune4.0ms

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 7.5b

localize3.0ms

Local error

Found 0 expressions with local error:

rewrite0.0ms

Algorithm
rewrite-expression-head
Rules
Counts
0 → 0
Calls
0 calls:
Slowest

series0.0ms

Counts
0 → 0
Calls
0 calls:
Slowest

simplify0.0ms

Counts
0 → 0
Calls
0 calls:
Slowest

prune2.0ms

Pruning

4 alts after pruning (1 fresh and 3 done)

Merged error: 7.5b

localize3.0ms

Local error

Found 0 expressions with local error:

rewrite0.0ms

Algorithm
rewrite-expression-head
Rules
Counts
0 → 0
Calls
0 calls:
Slowest

series0.0ms

Counts
0 → 0
Calls
0 calls:
Slowest

simplify0.0ms

Counts
0 → 0
Calls
0 calls:
Slowest

prune0.0ms

Pruning

4 alts after pruning (0 fresh and 4 done)

Merged error: 7.5b

regimes309.0ms

Accuracy

58.1% (9.9b remaining)

Error of 17.2b against oracle of 7.3b and baseline of 30.9b

bsearch144.0ms

end0.0ms

sample986.0ms

Algorithm
intervals