Average Error: 26.0 → 14.5
Time: 30.6s
Precision: 64
Internal Precision: 128
\[\frac{x.im \cdot y.re - x.re \cdot y.im}{y.re \cdot y.re + y.im \cdot y.im}\]
\[\begin{array}{l} \mathbf{if}\;y.im \le 4.4205857620523035 \cdot 10^{+121}:\\ \;\;\;\;\frac{\frac{y.re \cdot x.im - y.im \cdot x.re}{\sqrt{y.re^2 + y.im^2}^*}}{\sqrt{y.re^2 + y.im^2}^*}\\ \mathbf{else}:\\ \;\;\;\;\frac{-x.re}{\sqrt{y.re^2 + y.im^2}^*}\\ \end{array}\]

Error

Bits error versus x.re

Bits error versus x.im

Bits error versus y.re

Bits error versus y.im

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Split input into 2 regimes
  2. if y.im < 4.4205857620523035e+121

    1. Initial program 23.1

      \[\frac{x.im \cdot y.re - x.re \cdot y.im}{y.re \cdot y.re + y.im \cdot y.im}\]
    2. Using strategy rm
    3. Applied add-sqr-sqrt23.1

      \[\leadsto \frac{x.im \cdot y.re - x.re \cdot y.im}{\color{blue}{\sqrt{y.re \cdot y.re + y.im \cdot y.im} \cdot \sqrt{y.re \cdot y.re + y.im \cdot y.im}}}\]
    4. Applied *-un-lft-identity23.1

      \[\leadsto \frac{\color{blue}{1 \cdot \left(x.im \cdot y.re - x.re \cdot y.im\right)}}{\sqrt{y.re \cdot y.re + y.im \cdot y.im} \cdot \sqrt{y.re \cdot y.re + y.im \cdot y.im}}\]
    5. Applied times-frac23.1

      \[\leadsto \color{blue}{\frac{1}{\sqrt{y.re \cdot y.re + y.im \cdot y.im}} \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.re \cdot y.re + y.im \cdot y.im}}}\]
    6. Simplified23.1

      \[\leadsto \color{blue}{\frac{1}{\sqrt{y.re^2 + y.im^2}^*}} \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.re \cdot y.re + y.im \cdot y.im}}\]
    7. Simplified14.5

      \[\leadsto \frac{1}{\sqrt{y.re^2 + y.im^2}^*} \cdot \color{blue}{\frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.re^2 + y.im^2}^*}}\]
    8. Using strategy rm
    9. Applied associate-*l/14.4

      \[\leadsto \color{blue}{\frac{1 \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.re^2 + y.im^2}^*}}{\sqrt{y.re^2 + y.im^2}^*}}\]
    10. Simplified14.4

      \[\leadsto \frac{\color{blue}{\frac{y.re \cdot x.im - x.re \cdot y.im}{\sqrt{y.re^2 + y.im^2}^*}}}{\sqrt{y.re^2 + y.im^2}^*}\]

    if 4.4205857620523035e+121 < y.im

    1. Initial program 41.1

      \[\frac{x.im \cdot y.re - x.re \cdot y.im}{y.re \cdot y.re + y.im \cdot y.im}\]
    2. Using strategy rm
    3. Applied add-sqr-sqrt41.1

      \[\leadsto \frac{x.im \cdot y.re - x.re \cdot y.im}{\color{blue}{\sqrt{y.re \cdot y.re + y.im \cdot y.im} \cdot \sqrt{y.re \cdot y.re + y.im \cdot y.im}}}\]
    4. Applied *-un-lft-identity41.1

      \[\leadsto \frac{\color{blue}{1 \cdot \left(x.im \cdot y.re - x.re \cdot y.im\right)}}{\sqrt{y.re \cdot y.re + y.im \cdot y.im} \cdot \sqrt{y.re \cdot y.re + y.im \cdot y.im}}\]
    5. Applied times-frac41.1

      \[\leadsto \color{blue}{\frac{1}{\sqrt{y.re \cdot y.re + y.im \cdot y.im}} \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.re \cdot y.re + y.im \cdot y.im}}}\]
    6. Simplified41.1

      \[\leadsto \color{blue}{\frac{1}{\sqrt{y.re^2 + y.im^2}^*}} \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.re \cdot y.re + y.im \cdot y.im}}\]
    7. Simplified26.3

      \[\leadsto \frac{1}{\sqrt{y.re^2 + y.im^2}^*} \cdot \color{blue}{\frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.re^2 + y.im^2}^*}}\]
    8. Using strategy rm
    9. Applied associate-*l/26.2

      \[\leadsto \color{blue}{\frac{1 \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.re^2 + y.im^2}^*}}{\sqrt{y.re^2 + y.im^2}^*}}\]
    10. Simplified26.2

      \[\leadsto \frac{\color{blue}{\frac{y.re \cdot x.im - x.re \cdot y.im}{\sqrt{y.re^2 + y.im^2}^*}}}{\sqrt{y.re^2 + y.im^2}^*}\]
    11. Using strategy rm
    12. Applied clear-num26.3

      \[\leadsto \frac{\color{blue}{\frac{1}{\frac{\sqrt{y.re^2 + y.im^2}^*}{y.re \cdot x.im - x.re \cdot y.im}}}}{\sqrt{y.re^2 + y.im^2}^*}\]
    13. Taylor expanded around 0 15.1

      \[\leadsto \frac{\color{blue}{-1 \cdot x.re}}{\sqrt{y.re^2 + y.im^2}^*}\]
    14. Simplified15.1

      \[\leadsto \frac{\color{blue}{-x.re}}{\sqrt{y.re^2 + y.im^2}^*}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification14.5

    \[\leadsto \begin{array}{l} \mathbf{if}\;y.im \le 4.4205857620523035 \cdot 10^{+121}:\\ \;\;\;\;\frac{\frac{y.re \cdot x.im - y.im \cdot x.re}{\sqrt{y.re^2 + y.im^2}^*}}{\sqrt{y.re^2 + y.im^2}^*}\\ \mathbf{else}:\\ \;\;\;\;\frac{-x.re}{\sqrt{y.re^2 + y.im^2}^*}\\ \end{array}\]

Reproduce

herbie shell --seed 2019008 +o rules:numerics
(FPCore (x.re x.im y.re y.im)
  :name "_divideComplex, imaginary part"
  (/ (- (* x.im y.re) (* x.re y.im)) (+ (* y.re y.re) (* y.im y.im))))

Details

Time bar (total: 29.1s)Debug log

sample34.0ms

Algorithm
intervals

simplify45.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

44.0ms
(/ (- (* x.im y.re) (* x.re y.im)) (+ (* y.re y.re) (* y.im y.im)))

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 26.9b

localize19.0ms

Local error

Found 3 expressions with local error:

26.9b
(/ (- (* x.im y.re) (* x.re y.im)) (+ (* y.re y.re) (* y.im y.im)))
0.7b
(- (* x.im y.re) (* x.re y.im))
0.0b
(+ (* y.re y.re) (* y.im y.im))

rewrite13.0ms

Algorithm
rewrite-expression-head
Counts
3 → 64
Calls

3 calls. Slowest were:

8.0ms
(/ (- (* x.im y.re) (* x.re y.im)) (+ (* y.re y.re) (* y.im y.im)))
2.0ms
(+ (* y.re y.re) (* y.im y.im))
2.0ms
(- (* x.im y.re) (* x.re y.im))

series153.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

85.0ms
(/ (- (* x.im y.re) (* x.re y.im)) (+ (* y.re y.re) (* y.im y.im)))
46.0ms
(- (* x.im y.re) (* x.re y.im))
22.0ms
(+ (* y.re y.re) (* y.im y.im))

simplify2.0s

Counts
43 → 73
Calls

43 calls. Slowest were:

575.0ms
(- (* (* x.im y.re) (* x.im y.re)) (* (* x.re y.im) (* x.re y.im)))
281.0ms
(- (pow (* x.im y.re) 3) (pow (* x.re y.im) 3))
268.0ms
(+ (* (* y.re y.re) (* y.re y.re)) (- (* (* y.im y.im) (* y.im y.im)) (* (* y.re y.re) (* y.im y.im))))

prune828.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 16.7b

localize25.0ms

Local error

Found 4 expressions with local error:

16.4b
(/ (- (* x.im y.re) (* x.re y.im)) (hypot y.re y.im))
0.7b
(- (* x.im y.re) (* x.re y.im))
0.3b
(* (/ 1 (hypot y.re y.im)) (/ (- (* x.im y.re) (* x.re y.im)) (hypot y.re y.im)))
0.0b
(/ 1 (hypot y.re y.im))

rewrite36.0ms

Algorithm
rewrite-expression-head
Counts
4 → 103
Calls

4 calls. Slowest were:

15.0ms
(* (/ 1 (hypot y.re y.im)) (/ (- (* x.im y.re) (* x.re y.im)) (hypot y.re y.im)))
12.0ms
(/ (- (* x.im y.re) (* x.re y.im)) (hypot y.re y.im))
4.0ms
(- (* x.im y.re) (* x.re y.im))

series674.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

493.0ms
(* (/ 1 (hypot y.re y.im)) (/ (- (* x.im y.re) (* x.re y.im)) (hypot y.re y.im)))
106.0ms
(/ (- (* x.im y.re) (* x.re y.im)) (hypot y.re y.im))
39.0ms
(/ 1 (hypot y.re y.im))
36.0ms
(- (* x.im y.re) (* x.re y.im))

simplify3.0s

Counts
73 → 115
Calls

73 calls. Slowest were:

526.0ms
(- (* (* x.im y.re) (* x.im y.re)) (* (* x.re y.im) (* x.re y.im)))
329.0ms
(* 1 (/ (- (* x.im y.re) (* x.re y.im)) (hypot y.re y.im)))
274.0ms
(- (pow (* x.im y.re) 3) (pow (* x.re y.im) 3))

prune1.4s

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 5.7b

localize14.0ms

Local error

Found 4 expressions with local error:

16.4b
(/ (- (* y.re x.im) (* x.re y.im)) (hypot y.re y.im))
0.7b
(- (* y.re x.im) (* x.re y.im))
0.1b
(/ (/ (- (* y.re x.im) (* x.re y.im)) (hypot y.re y.im)) (hypot y.re y.im))
0.0b
(hypot y.re y.im)

rewrite36.0ms

Algorithm
rewrite-expression-head
Counts
4 → 131
Calls

4 calls. Slowest were:

15.0ms
(/ (/ (- (* y.re x.im) (* x.re y.im)) (hypot y.re y.im)) (hypot y.re y.im))
12.0ms
(/ (- (* y.re x.im) (* x.re y.im)) (hypot y.re y.im))
4.0ms
(- (* y.re x.im) (* x.re y.im))

series268.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

93.0ms
(/ (/ (- (* y.re x.im) (* x.re y.im)) (hypot y.re y.im)) (hypot y.re y.im))
88.0ms
(/ (- (* y.re x.im) (* x.re y.im)) (hypot y.re y.im))
46.0ms
(- (* y.re x.im) (* x.re y.im))
40.0ms
(hypot y.re y.im)

simplify7.5s

Counts
142 → 143
Calls

142 calls. Slowest were:

591.0ms
(- (* (* y.re x.im) (* y.re x.im)) (* (* x.re y.im) (* x.re y.im)))
510.0ms
(/ (* (* (/ (- (* y.re x.im) (* x.re y.im)) (hypot y.re y.im)) (/ (- (* y.re x.im) (* x.re y.im)) (hypot y.re y.im))) (/ (- (* y.re x.im) (* x.re y.im)) (hypot y.re y.im))) (* (* (hypot y.re y.im) (hypot y.re y.im)) (hypot y.re y.im)))
405.0ms
(/ (/ (* (* (- (* y.re x.im) (* x.re y.im)) (- (* y.re x.im) (* x.re y.im))) (- (* y.re x.im) (* x.re y.im))) (* (* (hypot y.re y.im) (hypot y.re y.im)) (hypot y.re y.im))) (* (* (hypot y.re y.im) (hypot y.re y.im)) (hypot y.re y.im)))

prune1.5s

Pruning

14 alts after pruning (13 fresh and 1 done)

Merged error: 5.6b

localize16.0ms

Local error

Found 4 expressions with local error:

16.5b
(/ (hypot y.re y.im) (- (* y.re x.im) (* x.re y.im)))
0.7b
(- (* y.re x.im) (* x.re y.im))
0.2b
(/ 1 (/ (hypot y.re y.im) (- (* y.re x.im) (* x.re y.im))))
0.1b
(/ (/ 1 (/ (hypot y.re y.im) (- (* y.re x.im) (* x.re y.im)))) (hypot y.re y.im))

rewrite30.0ms

Algorithm
rewrite-expression-head
Counts
4 → 119
Calls

4 calls. Slowest were:

9.0ms
(/ (hypot y.re y.im) (- (* y.re x.im) (* x.re y.im)))
8.0ms
(/ (/ 1 (/ (hypot y.re y.im) (- (* y.re x.im) (* x.re y.im)))) (hypot y.re y.im))
5.0ms
(/ 1 (/ (hypot y.re y.im) (- (* y.re x.im) (* x.re y.im))))

series350.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

151.0ms
(/ (/ 1 (/ (hypot y.re y.im) (- (* y.re x.im) (* x.re y.im)))) (hypot y.re y.im))
85.0ms
(/ 1 (/ (hypot y.re y.im) (- (* y.re x.im) (* x.re y.im))))
80.0ms
(/ (hypot y.re y.im) (- (* y.re x.im) (* x.re y.im)))
33.0ms
(- (* y.re x.im) (* x.re y.im))

simplify7.3s

Counts
99 → 131
Calls

99 calls. Slowest were:

445.0ms
(/ (/ 1 (/ (hypot y.re y.im) (- (* y.re x.im) (* x.re y.im)))) (hypot y.re y.im))
444.0ms
(/ (/ 1 (/ (hypot y.re y.im) (- (* y.re x.im) (* x.re y.im)))) (hypot y.re y.im))
355.0ms
(- (log (/ 1 (/ (hypot y.re y.im) (- (* y.re x.im) (* x.re y.im))))) (log (hypot y.re y.im)))

prune1.4s

Pruning

12 alts after pruning (11 fresh and 1 done)

Merged error: 5.6b

regimes478.0ms

Accuracy

16.7% (9.0b remaining)

Error of 14.5b against oracle of 5.6b and baseline of 16.3b

bsearch64.0ms

end0.0ms

sample1.8s

Algorithm
intervals