Average Error: 30.9 → 0.4
Time: 50.3s
Precision: 64
Internal Precision: 128
\[\frac{\log \left(\sqrt{re \cdot re + im \cdot im}\right) \cdot \log base + \tan^{-1}_* \frac{im}{re} \cdot 0}{\log base \cdot \log base + 0 \cdot 0}\]
\[\frac{\log \left(\sqrt[3]{\sqrt{re^2 + im^2}^*} \cdot \left(\sqrt[3]{\sqrt{re^2 + im^2}^*} \cdot \sqrt[3]{\sqrt{re^2 + im^2}^*}\right)\right)}{\log base}\]

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. Initial program 30.9

    \[\frac{\log \left(\sqrt{re \cdot re + im \cdot im}\right) \cdot \log base + \tan^{-1}_* \frac{im}{re} \cdot 0}{\log base \cdot \log base + 0 \cdot 0}\]
  2. Simplified0.4

    \[\leadsto \color{blue}{\frac{\log \left(\sqrt{re^2 + im^2}^*\right)}{\log base}}\]
  3. Using strategy rm
  4. Applied add-cube-cbrt0.4

    \[\leadsto \frac{\log \color{blue}{\left(\left(\sqrt[3]{\sqrt{re^2 + im^2}^*} \cdot \sqrt[3]{\sqrt{re^2 + im^2}^*}\right) \cdot \sqrt[3]{\sqrt{re^2 + im^2}^*}\right)}}{\log base}\]
  5. Final simplification0.4

    \[\leadsto \frac{\log \left(\sqrt[3]{\sqrt{re^2 + im^2}^*} \cdot \left(\sqrt[3]{\sqrt{re^2 + im^2}^*} \cdot \sqrt[3]{\sqrt{re^2 + im^2}^*}\right)\right)}{\log base}\]

Reproduce

herbie shell --seed 2019002 +o rules:numerics
(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: 48.7s)Debug log

sample985.0ms

Algorithm
intervals

simplify67.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

67.0ms
(/ (+ (* (log (sqrt (+ (* re re) (* im im)))) (log base)) (* (atan2 im re) 0)) (+ (* (log base) (log base)) (* 0 0)))

prune14.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.3b

localize13.0ms

Local error

Found 2 expressions with local error:

0.4b
(/ (log (hypot re im)) (log base))
0.0b
(hypot re im)

rewrite5.0ms

Algorithm
rewrite-expression-head
Counts
2 → 43
Calls

2 calls. Slowest were:

5.0ms
(/ (log (hypot re im)) (log base))
0.0ms
(hypot re im)

series139.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

115.0ms
(/ (log (hypot re im)) (log base))
23.0ms
(hypot re im)

simplify471.0ms

Counts
37 → 49
Calls

37 calls. Slowest were:

204.0ms
(* -1 (/ (log (/ -1 re)) (- (log -1) (log (/ -1 base)))))
114.0ms
(/ (* (* (log (hypot re im)) (log (hypot re im))) (log (hypot re im))) (* (* (log base) (log base)) (log base)))
35.0ms
(/ (* (cbrt (log (hypot re im))) (cbrt (log (hypot re im)))) (* (cbrt (log base)) (cbrt (log base))))

prune499.0ms

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 0.0b

localize29.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt (hypot re im))
0.6b
(cbrt (hypot re im))
0.6b
(cbrt (hypot re im))
0.5b
(* (cbrt (hypot re im)) (cbrt (hypot re im)))

rewrite14.0ms

Algorithm
rewrite-expression-head
Counts
4 → 69
Calls

4 calls. Slowest were:

10.0ms
(* (cbrt (hypot re im)) (cbrt (hypot re im)))
1.0ms
(cbrt (hypot re im))
1.0ms
(cbrt (hypot re im))

series557.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

153.0ms
(cbrt (hypot re im))
143.0ms
(cbrt (hypot re im))
138.0ms
(* (cbrt (hypot re im)) (cbrt (hypot re im)))
123.0ms
(cbrt (hypot re im))

simplify245.0ms

Counts
41 → 81
Calls

41 calls. Slowest were:

52.0ms
(+ (* 1/6 (* (pow re 2) (pow (/ 1 (pow im 5)) 1/3))) (pow im 1/3))
51.0ms
(+ (pow im 2/3) (* 1/3 (* (pow re 2) (pow (/ 1 (pow im 4)) 1/3))))
50.0ms
(+ (* 1/6 (* (pow re 2) (pow (/ 1 (pow im 5)) 1/3))) (pow im 1/3))

prune1.1s

Pruning

13 alts after pruning (12 fresh and 1 done)

Merged error: 0.0b

localize16.0ms

Local error

Found 4 expressions with local error:

5.1b
(pow (hypot re im) 1/3)
0.6b
(cbrt (hypot re im))
0.6b
(cbrt (hypot re im))
0.5b
(* (cbrt (hypot re im)) (cbrt (hypot re im)))

rewrite16.0ms

Algorithm
rewrite-expression-head
Counts
4 → 72
Calls

4 calls. Slowest were:

12.0ms
(* (cbrt (hypot re im)) (cbrt (hypot re im)))
1.0ms
(pow (hypot re im) 1/3)
1.0ms
(cbrt (hypot re im))

series485.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

130.0ms
(* (cbrt (hypot re im)) (cbrt (hypot re im)))
124.0ms
(cbrt (hypot re im))
121.0ms
(cbrt (hypot re im))
111.0ms
(pow (hypot re im) 1/3)

simplify288.0ms

Counts
43 → 84
Calls

43 calls. Slowest were:

51.0ms
(+ (* 1/6 (* (pow re 2) (pow (/ 1 (pow im 5)) 1/3))) (pow im 1/3))
50.0ms
(+ (* 1/6 (* (pow re 2) (pow (/ 1 (pow im 5)) 1/3))) (pow im 1/3))
47.0ms
(+ (* 1/6 (* (pow re 2) (pow (/ 1 (pow im 5)) 1/3))) (pow im 1/3))

prune1.1s

Pruning

12 alts after pruning (11 fresh and 1 done)

Merged error: 0.0b

localize27.0ms

Local error

Found 4 expressions with local error:

6.1b
(pow (hypot re im) 2/3)
5.1b
(pow (hypot re im) 1/3)
0.4b
(/ (log (* (pow (hypot re im) 2/3) (pow (hypot re im) 1/3))) (log base))
0.3b
(* (pow (hypot re im) 2/3) (pow (hypot re im) 1/3))

rewrite26.0ms

Algorithm
rewrite-expression-head
Counts
4 → 102
Calls

4 calls. Slowest were:

17.0ms
(/ (log (* (pow (hypot re im) 2/3) (pow (hypot re im) 1/3))) (log base))
6.0ms
(* (pow (hypot re im) 2/3) (pow (hypot re im) 1/3))
1.0ms
(pow (hypot re im) 2/3)

series384.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

142.0ms
(pow (hypot re im) 1/3)
106.0ms
(/ (log (* (pow (hypot re im) 2/3) (pow (hypot re im) 1/3))) (log base))
100.0ms
(pow (hypot re im) 2/3)
36.0ms
(* (pow (hypot re im) 2/3) (pow (hypot re im) 1/3))

simplify4.2s

Counts
84 → 114
Calls

84 calls. Slowest were:

360.0ms
(+ (* (log (hypot re im)) 2/3) (log (pow (hypot re im) 1/3)))
345.0ms
(+ (log (pow (hypot re im) 2/3)) (* (log (hypot re im)) 1/3))
309.0ms
(+ (log (pow (hypot re im) 2/3)) (* (log (hypot re im)) 1/3))

prune1.8s

Pruning

12 alts after pruning (10 fresh and 2 done)

Merged error: 0.0b

regimes511.0ms

Accuracy

0% (0.3b remaining)

Error of 0.4b against oracle of 0.0b and baseline of 0.4b

bsearch2.0ms

end0.0ms

sample35.8s

Algorithm
intervals