Average Error: 31.0 → 17.2
Time: 3.2s
Precision: 64
Internal Precision: 128
\[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
\[\begin{array}{l} \mathbf{if}\;re \le -5.087015824912348 \cdot 10^{+107}:\\ \;\;\;\;\log \left(-re\right)\\ \mathbf{elif}\;re \le 7.158781234828456 \cdot 10^{-138}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le 1.1925302764880028 \cdot 10^{-107}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le 4.3619401585985797 \cdot 10^{+95}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{else}:\\ \;\;\;\;\log re\\ \end{array}\]

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 < -5.087015824912348e+107

    1. Initial program 51.7

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around -inf 8.5

      \[\leadsto \log \color{blue}{\left(-1 \cdot re\right)}\]
    3. Simplified8.5

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

    if -5.087015824912348e+107 < re < 7.158781234828456e-138 or 1.1925302764880028e-107 < re < 4.3619401585985797e+95

    1. Initial program 21.0

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

    if 7.158781234828456e-138 < re < 1.1925302764880028e-107

    1. Initial program 19.8

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around 0 36.7

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

    if 4.3619401585985797e+95 < re

    1. Initial program 50.2

      \[\log \left(\sqrt{re \cdot re + im \cdot im}\right)\]
    2. Taylor expanded around inf 8.7

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

    \[\leadsto \begin{array}{l} \mathbf{if}\;re \le -5.087015824912348 \cdot 10^{+107}:\\ \;\;\;\;\log \left(-re\right)\\ \mathbf{elif}\;re \le 7.158781234828456 \cdot 10^{-138}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{elif}\;re \le 1.1925302764880028 \cdot 10^{-107}:\\ \;\;\;\;\log im\\ \mathbf{elif}\;re \le 4.3619401585985797 \cdot 10^{+95}:\\ \;\;\;\;\log \left(\sqrt{im \cdot im + re \cdot re}\right)\\ \mathbf{else}:\\ \;\;\;\;\log re\\ \end{array}\]

Reproduce

herbie shell --seed 2019007 
(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

sample24.0ms

Algorithm
intervals

simplify5.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

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

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 32.3b

localize28.0ms

Local error

Found 2 expressions with local error:

31.1b
(sqrt (+ (* re re) (* im im)))
0.0b
(+ (* re re) (* im im))

rewrite9.0ms

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)))

series70.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

37.0ms
(+ (* re re) (* im im))
33.0ms
(sqrt (+ (* re re) (* im im)))

simplify229.0ms

Counts
13 → 31
Calls

13 calls. Slowest were:

166.0ms
(sqrt (- (* (* re re) (* re re)) (* (* im im) (* im im))))
38.0ms
(sqrt (+ (pow (* re re) 3) (pow (* im im) 3)))
5.0ms
(* (exp (* re re)) (exp (* im im)))

prune338.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 6.8b

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:

prune9.0ms

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 6.8b

localize12.0ms

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:

prune5.0ms

Pruning

4 alts after pruning (1 fresh and 3 done)

Merged error: 6.8b

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:

prune1.0ms

Pruning

4 alts after pruning (0 fresh and 4 done)

Merged error: 6.8b

regimes452.0ms

Accuracy

58.4% (9.8b remaining)

Error of 17.2b against oracle of 7.4b and baseline of 31.0b

bsearch198.0ms

end0.0ms

sample963.0ms

Algorithm
intervals