Average Error: 31.1 → 17.1
Time: 1.0m
Precision: 64
Internal Precision: 128
\[\frac{\log \left(\sqrt{re \cdot re + im \cdot im}\right) \cdot \log base + \tan^{-1}_* \frac{im}{re} \cdot 0}{\log base \cdot \log base + 0 \cdot 0}\]
\[\begin{array}{l} \mathbf{if}\;re \le -1.0344886903520304 \cdot 10^{+90}:\\ \;\;\;\;\frac{-1}{\log base} \cdot \log \left(\frac{-1}{re}\right)\\ \mathbf{elif}\;re \le -6.698816263541897 \cdot 10^{-224} \lor \neg \left(re \le -2.883666620572429 \cdot 10^{-242}\right):\\ \;\;\;\;\frac{\log \left(\sqrt{im \cdot im + re \cdot re}\right)}{\log base}\\ \mathbf{else}:\\ \;\;\;\;\frac{\log im}{\log base}\\ \end{array}\]

Error

Bits error versus re

Bits error versus im

Bits error versus base

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Split input into 3 regimes
  2. if re < -1.0344886903520304e+90

    1. Initial program 48.1

      \[\frac{\log \left(\sqrt{re \cdot re + im \cdot im}\right) \cdot \log base + \tan^{-1}_* \frac{im}{re} \cdot 0}{\log base \cdot \log base + 0 \cdot 0}\]
    2. Simplified48.1

      \[\leadsto \color{blue}{\frac{\log \left(\sqrt{re \cdot re + im \cdot im}\right) \cdot \log base}{\log base \cdot \log base}}\]
    3. Taylor expanded around -inf 62.8

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

      \[\leadsto \color{blue}{\frac{-1}{\log base} \cdot \log \left(\frac{-1}{re}\right)}\]

    if -1.0344886903520304e+90 < re < -6.698816263541897e-224 or -2.883666620572429e-242 < re

    1. Initial program 21.0

      \[\frac{\log \left(\sqrt{re \cdot re + im \cdot im}\right) \cdot \log base + \tan^{-1}_* \frac{im}{re} \cdot 0}{\log base \cdot \log base + 0 \cdot 0}\]
    2. Simplified21.0

      \[\leadsto \color{blue}{\frac{\log \left(\sqrt{re \cdot re + im \cdot im}\right) \cdot \log base}{\log base \cdot \log base}}\]
    3. Using strategy rm
    4. Applied times-frac20.9

      \[\leadsto \color{blue}{\frac{\log \left(\sqrt{re \cdot re + im \cdot im}\right)}{\log base} \cdot \frac{\log base}{\log base}}\]
    5. Simplified20.9

      \[\leadsto \frac{\log \left(\sqrt{re \cdot re + im \cdot im}\right)}{\log base} \cdot \color{blue}{1}\]

    if -6.698816263541897e-224 < re < -2.883666620572429e-242

    1. Initial program 32.4

      \[\frac{\log \left(\sqrt{re \cdot re + im \cdot im}\right) \cdot \log base + \tan^{-1}_* \frac{im}{re} \cdot 0}{\log base \cdot \log base + 0 \cdot 0}\]
    2. Simplified32.4

      \[\leadsto \color{blue}{\frac{\log \left(\sqrt{re \cdot re + im \cdot im}\right) \cdot \log base}{\log base \cdot \log base}}\]
    3. Taylor expanded around 0 33.5

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

    \[\leadsto \begin{array}{l} \mathbf{if}\;re \le -1.0344886903520304 \cdot 10^{+90}:\\ \;\;\;\;\frac{-1}{\log base} \cdot \log \left(\frac{-1}{re}\right)\\ \mathbf{elif}\;re \le -6.698816263541897 \cdot 10^{-224} \lor \neg \left(re \le -2.883666620572429 \cdot 10^{-242}\right):\\ \;\;\;\;\frac{\log \left(\sqrt{im \cdot im + re \cdot re}\right)}{\log base}\\ \mathbf{else}:\\ \;\;\;\;\frac{\log im}{\log base}\\ \end{array}\]

Reproduce

herbie shell --seed 2019004 
(FPCore (re im base)
  :name "math.log/2 on complex, real part"
  (/ (+ (* (log (sqrt (+ (* re re) (* im im)))) (log base)) (* (atan2 im re) 0)) (+ (* (log base) (log base)) (* 0 0))))

Details

Time bar (total: 60.0s)Debug log

sample1.1s

Algorithm
intervals

simplify13.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

12.0ms
(/ (+ (* (log (sqrt (+ (* re re) (* im im)))) (log base)) (* (atan2 im re) 0)) (+ (* (log base) (log base)) (* 0 0)))

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 29.4b

localize44.0ms

Local error

Found 4 expressions with local error:

28.1b
(sqrt (+ (* re re) (* im im)))
0.6b
(* (log base) (log base))
0.3b
(/ (* (log (sqrt (+ (* re re) (* im im)))) (log base)) (* (log base) (log base)))
0.3b
(* (log (sqrt (+ (* re re) (* im im)))) (log base))

rewrite20.0ms

Algorithm
rewrite-expression-head
Counts
4 → 74
Calls

4 calls. Slowest were:

9.0ms
(/ (* (log (sqrt (+ (* re re) (* im im)))) (log base)) (* (log base) (log base)))
5.0ms
(* (log (sqrt (+ (* re re) (* im im)))) (log base))
3.0ms
(* (log base) (log base))

series434.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

207.0ms
(* (log base) (log base))
106.0ms
(/ (* (log (sqrt (+ (* re re) (* im im)))) (log base)) (* (log base) (log base)))
91.0ms
(* (log (sqrt (+ (* re re) (* im im)))) (log base))
30.0ms
(sqrt (+ (* re re) (* im im)))

simplify3.3s

Counts
49 → 86
Calls

49 calls. Slowest were:

547.0ms
(/ (* (* (* (log (sqrt (+ (* re re) (* im im)))) (log (sqrt (+ (* re re) (* im im))))) (log (sqrt (+ (* re re) (* im im))))) (* (* (log base) (log base)) (log base))) (* (* (* (log base) (log base)) (* (log base) (log base))) (* (log base) (log base))))
402.0ms
(* -1 (* (log (/ -1 re)) (- (log -1) (log (/ -1 base)))))
332.0ms
(- (+ (log (log (sqrt (+ (* re re) (* im im))))) (log (log base))) (+ (log (log base)) (log (log base))))

prune963.0ms

Pruning

14 alts after pruning (13 fresh and 1 done)

Merged error: 7.3b

localize10.0ms

Local error

Found 2 expressions with local error:

0.3b
(* (/ -1 (log base)) (log (/ -1 re)))
0.3b
(/ -1 (log base))

rewrite13.0ms

Algorithm
rewrite-expression-head
Counts
2 → 41
Calls

2 calls. Slowest were:

12.0ms
(* (/ -1 (log base)) (log (/ -1 re)))
1.0ms
(/ -1 (log base))

series369.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

244.0ms
(/ -1 (log base))
125.0ms
(* (/ -1 (log base)) (log (/ -1 re)))

simplify1.2s

Counts
27 → 47
Calls

27 calls. Slowest were:

436.0ms
(* (* (* (/ -1 (log base)) (/ -1 (log base))) (/ -1 (log base))) (* (* (log (/ -1 re)) (log (/ -1 re))) (log (/ -1 re))))
137.0ms
(* -1 (/ (- (log -1) (log re)) (log base)))
131.0ms
(* -1 (/ (log (/ -1 re)) (- (log -1) (log (/ -1 base)))))

prune562.0ms

Pruning

21 alts after pruning (19 fresh and 2 done)

Merged error: 7.3b

localize10.0ms

Local error

Found 3 expressions with local error:

0.6b
(* (log base) (log base))
0.4b
(/ (* (log (- re)) (log base)) (* (log base) (log base)))
0.4b
(* (log (- re)) (log base))

rewrite17.0ms

Algorithm
rewrite-expression-head
Counts
3 → 59
Calls

3 calls. Slowest were:

9.0ms
(/ (* (log (- re)) (log base)) (* (log base) (log base)))
4.0ms
(* (log (- re)) (log base))
4.0ms
(* (log base) (log base))

series371.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

166.0ms
(* (log base) (log base))
108.0ms
(/ (* (log (- re)) (log base)) (* (log base) (log base)))
97.0ms
(* (log (- re)) (log base))

simplify3.5s

Counts
40 → 68
Calls

40 calls. Slowest were:

522.0ms
(- (+ (log (log (- re))) (log (log base))) (+ (log (log base)) (log (log base))))
329.0ms
(- (log (* (log (- re)) (log base))) (log (* (log base) (log base))))
326.0ms
(pow (- (log -1) (log (/ -1 base))) 2)

prune809.0ms

Pruning

21 alts after pruning (19 fresh and 2 done)

Merged error: 7.3b

localize27.0ms

Local error

Found 4 expressions with local error:

0.7b
(pow (log (- re)) 3)
0.6b
(cbrt (/ (pow (log (- re)) 3) (* (* 1 (log base)) (* (log base) (log base)))))
0.6b
(* (log base) (log base))
0.4b
(/ (pow (log (- re)) 3) (* (* 1 (log base)) (* (log base) (log base))))

rewrite44.0ms

Algorithm
rewrite-expression-head
Counts
4 → 116
Calls

4 calls. Slowest were:

20.0ms
(/ (pow (log (- re)) 3) (* (* 1 (log base)) (* (log base) (log base))))
12.0ms
(cbrt (/ (pow (log (- re)) 3) (* (* 1 (log base)) (* (log base) (log base)))))
7.0ms
(* (log base) (log base))

series697.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

229.0ms
(pow (log (- re)) 3)
201.0ms
(* (log base) (log base))
147.0ms
(/ (pow (log (- re)) 3) (* (* 1 (log base)) (* (log base) (log base))))
120.0ms
(cbrt (/ (pow (log (- re)) 3) (* (* 1 (log base)) (* (log base) (log base)))))

simplify6.5s

Counts
103 → 128
Calls

103 calls. Slowest were:

366.0ms
(/ (pow (+ (log re) (log -1)) 3) (pow (log base) 3))
298.0ms
(* -1 (/ (pow (- (log -1) (log (/ 1 re))) 3) (pow (log (/ 1 base)) 3)))
259.0ms
(/ (* (* (pow (log (- re)) 3) (pow (log (- re)) 3)) (pow (log (- re)) 3)) (* (* (* (* 1 (log base)) (* (log base) (log base))) (* (* 1 (log base)) (* (log base) (log base)))) (* (* 1 (log base)) (* (log base) (log base)))))

prune1.4s

Pruning

23 alts after pruning (21 fresh and 2 done)

Merged error: 7.3b

regimes910.0ms

Accuracy

54% (10.2b remaining)

Error of 17.1b against oracle of 6.9b and baseline of 29.1b

bsearch570.0ms

end0.0ms

sample37.1s

Algorithm
intervals