Average Error: 25.8 → 13.0
Time: 27.4s
Precision: 64
Internal Precision: 128
\[\frac{x.im \cdot y.re - x.re \cdot y.im}{y.re \cdot y.re + y.im \cdot y.im}\]
\[\begin{array}{l} \mathbf{if}\;y.re \le -2.0358380435950273 \cdot 10^{+138}:\\ \;\;\;\;\frac{-x.im}{\sqrt{y.im^2 + y.re^2}^*}\\ \mathbf{elif}\;y.re \le 6.412199599525631 \cdot 10^{+120}:\\ \;\;\;\;\frac{\frac{1}{\frac{\sqrt{y.im^2 + y.re^2}^*}{(y.re \cdot x.im + \left(x.re \cdot \left(-y.im\right)\right))_*}}}{\sqrt{y.im^2 + y.re^2}^*}\\ \mathbf{else}:\\ \;\;\;\;\frac{x.im}{\sqrt{y.im^2 + y.re^2}^*}\\ \end{array}\]

Error

Bits error versus x.re

Bits error versus x.im

Bits error versus y.re

Bits error versus y.im

Derivation

  1. Split input into 3 regimes
  2. if y.re < -2.0358380435950273e+138

    1. Initial program 43.2

      \[\frac{x.im \cdot y.re - x.re \cdot y.im}{y.re \cdot y.re + y.im \cdot y.im}\]
    2. Simplified43.2

      \[\leadsto \color{blue}{\frac{x.im \cdot y.re - x.re \cdot y.im}{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}\]
    3. Using strategy rm
    4. Applied add-sqr-sqrt43.2

      \[\leadsto \frac{x.im \cdot y.re - x.re \cdot y.im}{\color{blue}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*} \cdot \sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}}\]
    5. Applied *-un-lft-identity43.2

      \[\leadsto \frac{\color{blue}{1 \cdot \left(x.im \cdot y.re - x.re \cdot y.im\right)}}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*} \cdot \sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}\]
    6. Applied times-frac43.1

      \[\leadsto \color{blue}{\frac{1}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}} \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}}\]
    7. Simplified43.1

      \[\leadsto \color{blue}{\frac{1}{\sqrt{y.im^2 + y.re^2}^*}} \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}\]
    8. Simplified29.5

      \[\leadsto \frac{1}{\sqrt{y.im^2 + y.re^2}^*} \cdot \color{blue}{\frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.im^2 + y.re^2}^*}}\]
    9. Using strategy rm
    10. Applied associate-*l/29.5

      \[\leadsto \color{blue}{\frac{1 \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.im^2 + y.re^2}^*}}{\sqrt{y.im^2 + y.re^2}^*}}\]
    11. Simplified29.5

      \[\leadsto \frac{\color{blue}{\frac{y.re \cdot x.im - x.re \cdot y.im}{\sqrt{y.im^2 + y.re^2}^*}}}{\sqrt{y.im^2 + y.re^2}^*}\]
    12. Taylor expanded around -inf 15.4

      \[\leadsto \frac{\color{blue}{-1 \cdot x.im}}{\sqrt{y.im^2 + y.re^2}^*}\]
    13. Simplified15.4

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

    if -2.0358380435950273e+138 < y.re < 6.412199599525631e+120

    1. Initial program 18.7

      \[\frac{x.im \cdot y.re - x.re \cdot y.im}{y.re \cdot y.re + y.im \cdot y.im}\]
    2. Simplified18.7

      \[\leadsto \color{blue}{\frac{x.im \cdot y.re - x.re \cdot y.im}{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}\]
    3. Using strategy rm
    4. Applied add-sqr-sqrt18.7

      \[\leadsto \frac{x.im \cdot y.re - x.re \cdot y.im}{\color{blue}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*} \cdot \sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}}\]
    5. Applied *-un-lft-identity18.7

      \[\leadsto \frac{\color{blue}{1 \cdot \left(x.im \cdot y.re - x.re \cdot y.im\right)}}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*} \cdot \sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}\]
    6. Applied times-frac18.8

      \[\leadsto \color{blue}{\frac{1}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}} \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}}\]
    7. Simplified18.8

      \[\leadsto \color{blue}{\frac{1}{\sqrt{y.im^2 + y.re^2}^*}} \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}\]
    8. Simplified11.9

      \[\leadsto \frac{1}{\sqrt{y.im^2 + y.re^2}^*} \cdot \color{blue}{\frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.im^2 + y.re^2}^*}}\]
    9. Using strategy rm
    10. Applied associate-*l/11.8

      \[\leadsto \color{blue}{\frac{1 \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.im^2 + y.re^2}^*}}{\sqrt{y.im^2 + y.re^2}^*}}\]
    11. Simplified11.8

      \[\leadsto \frac{\color{blue}{\frac{y.re \cdot x.im - x.re \cdot y.im}{\sqrt{y.im^2 + y.re^2}^*}}}{\sqrt{y.im^2 + y.re^2}^*}\]
    12. Using strategy rm
    13. Applied fma-neg11.8

      \[\leadsto \frac{\frac{\color{blue}{(y.re \cdot x.im + \left(-x.re \cdot y.im\right))_*}}{\sqrt{y.im^2 + y.re^2}^*}}{\sqrt{y.im^2 + y.re^2}^*}\]
    14. Using strategy rm
    15. Applied *-un-lft-identity11.8

      \[\leadsto \frac{\frac{\color{blue}{1 \cdot (y.re \cdot x.im + \left(-x.re \cdot y.im\right))_*}}{\sqrt{y.im^2 + y.re^2}^*}}{\sqrt{y.im^2 + y.re^2}^*}\]
    16. Applied associate-/l*11.9

      \[\leadsto \frac{\color{blue}{\frac{1}{\frac{\sqrt{y.im^2 + y.re^2}^*}{(y.re \cdot x.im + \left(-x.re \cdot y.im\right))_*}}}}{\sqrt{y.im^2 + y.re^2}^*}\]

    if 6.412199599525631e+120 < y.re

    1. Initial program 40.9

      \[\frac{x.im \cdot y.re - x.re \cdot y.im}{y.re \cdot y.re + y.im \cdot y.im}\]
    2. Simplified40.9

      \[\leadsto \color{blue}{\frac{x.im \cdot y.re - x.re \cdot y.im}{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}\]
    3. Using strategy rm
    4. Applied add-sqr-sqrt40.9

      \[\leadsto \frac{x.im \cdot y.re - x.re \cdot y.im}{\color{blue}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*} \cdot \sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}}\]
    5. Applied *-un-lft-identity40.9

      \[\leadsto \frac{\color{blue}{1 \cdot \left(x.im \cdot y.re - x.re \cdot y.im\right)}}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*} \cdot \sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}\]
    6. Applied times-frac40.9

      \[\leadsto \color{blue}{\frac{1}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}} \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}}\]
    7. Simplified40.9

      \[\leadsto \color{blue}{\frac{1}{\sqrt{y.im^2 + y.re^2}^*}} \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{(y.im \cdot y.im + \left(y.re \cdot y.re\right))_*}}\]
    8. Simplified26.7

      \[\leadsto \frac{1}{\sqrt{y.im^2 + y.re^2}^*} \cdot \color{blue}{\frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.im^2 + y.re^2}^*}}\]
    9. Using strategy rm
    10. Applied associate-*l/26.6

      \[\leadsto \color{blue}{\frac{1 \cdot \frac{x.im \cdot y.re - x.re \cdot y.im}{\sqrt{y.im^2 + y.re^2}^*}}{\sqrt{y.im^2 + y.re^2}^*}}\]
    11. Simplified26.6

      \[\leadsto \frac{\color{blue}{\frac{y.re \cdot x.im - x.re \cdot y.im}{\sqrt{y.im^2 + y.re^2}^*}}}{\sqrt{y.im^2 + y.re^2}^*}\]
    12. Using strategy rm
    13. Applied fma-neg26.6

      \[\leadsto \frac{\frac{\color{blue}{(y.re \cdot x.im + \left(-x.re \cdot y.im\right))_*}}{\sqrt{y.im^2 + y.re^2}^*}}{\sqrt{y.im^2 + y.re^2}^*}\]
    14. Taylor expanded around inf 15.8

      \[\leadsto \frac{\color{blue}{x.im}}{\sqrt{y.im^2 + y.re^2}^*}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification13.0

    \[\leadsto \begin{array}{l} \mathbf{if}\;y.re \le -2.0358380435950273 \cdot 10^{+138}:\\ \;\;\;\;\frac{-x.im}{\sqrt{y.im^2 + y.re^2}^*}\\ \mathbf{elif}\;y.re \le 6.412199599525631 \cdot 10^{+120}:\\ \;\;\;\;\frac{\frac{1}{\frac{\sqrt{y.im^2 + y.re^2}^*}{(y.re \cdot x.im + \left(x.re \cdot \left(-y.im\right)\right))_*}}}{\sqrt{y.im^2 + y.re^2}^*}\\ \mathbf{else}:\\ \;\;\;\;\frac{x.im}{\sqrt{y.im^2 + y.re^2}^*}\\ \end{array}\]

Reproduce

herbie shell --seed 2019005 +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: 25.8s)Debug log

sample65.0ms

Algorithm
intervals

simplify74.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

74.0ms
(/ (- (* x.im y.re) (* x.re y.im)) (+ (* y.re y.re) (* y.im y.im)))

prune23.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 23.9b

localize17.0ms

Local error

Found 2 expressions with local error:

23.9b
(/ (- (* x.im y.re) (* x.re y.im)) (fma y.im y.im (* y.re y.re)))
0.0b
(- (* x.im y.re) (* x.re y.im))

rewrite8.0ms

Algorithm
rewrite-expression-head
Counts
2 → 48
Calls

2 calls. Slowest were:

6.0ms
(/ (- (* x.im y.re) (* x.re y.im)) (fma y.im y.im (* y.re y.re)))
2.0ms
(- (* x.im y.re) (* x.re y.im))

series106.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

68.0ms
(/ (- (* x.im y.re) (* x.re y.im)) (fma y.im y.im (* y.re y.re)))
38.0ms
(- (* x.im y.re) (* x.re y.im))

simplify1.4s

Counts
37 → 54
Calls

37 calls. Slowest were:

460.0ms
(- (* (* x.im y.re) (* x.im y.re)) (* (* x.re y.im) (* x.re y.im)))
219.0ms
(- (pow (* x.im y.re) 3) (pow (* x.re y.im) 3))
216.0ms
(/ (* (* (- (* x.im y.re) (* x.re y.im)) (- (* x.im y.re) (* x.re y.im))) (- (* x.im y.re) (* x.re y.im))) (* (* (fma y.im y.im (* y.re y.re)) (fma y.im y.im (* y.re y.re))) (fma y.im y.im (* y.re y.re))))

prune678.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 16.3b

localize23.0ms

Local error

Found 4 expressions with local error:

16.1b
(/ (- (* x.im y.re) (* x.re y.im)) (hypot y.im y.re))
0.3b
(* (/ 1 (hypot y.im y.re)) (/ (- (* x.im y.re) (* x.re y.im)) (hypot y.im y.re)))
0.0b
(- (* x.im y.re) (* x.re y.im))
0.0b
(hypot y.im y.re)

rewrite18.0ms

Algorithm
rewrite-expression-head
Counts
4 → 95
Calls

4 calls. Slowest were:

7.0ms
(/ (- (* x.im y.re) (* x.re y.im)) (hypot y.im y.re))
7.0ms
(* (/ 1 (hypot y.im y.re)) (/ (- (* x.im y.re) (* x.re y.im)) (hypot y.im y.re)))
2.0ms
(- (* x.im y.re) (* x.re y.im))

series284.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

142.0ms
(* (/ 1 (hypot y.im y.re)) (/ (- (* x.im y.re) (* x.re y.im)) (hypot y.im y.re)))
81.0ms
(/ (- (* x.im y.re) (* x.re y.im)) (hypot y.im y.re))
34.0ms
(hypot y.im y.re)
27.0ms
(- (* x.im y.re) (* x.re y.im))

simplify3.1s

Counts
69 → 107
Calls

69 calls. Slowest were:

475.0ms
(- (* (* x.im y.re) (* x.im y.re)) (* (* x.re y.im) (* x.re y.im)))
377.0ms
(* 1 (/ (- (* x.im y.re) (* x.re y.im)) (hypot y.im y.re)))
279.0ms
(- (pow (* x.im y.re) 3) (pow (* x.re y.im) 3))

prune1.3s

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 8.1b

localize20.0ms

Local error

Found 4 expressions with local error:

16.1b
(/ (- (* y.re x.im) (* x.re y.im)) (hypot y.im y.re))
0.1b
(/ (/ (- (* y.re x.im) (* x.re y.im)) (hypot y.im y.re)) (hypot y.im y.re))
0.0b
(- (* y.re x.im) (* x.re y.im))
0.0b
(hypot y.im y.re)

rewrite28.0ms

Algorithm
rewrite-expression-head
Counts
4 → 131
Calls

4 calls. Slowest were:

15.0ms
(/ (- (* y.re x.im) (* x.re y.im)) (hypot y.im y.re))
9.0ms
(/ (/ (- (* y.re x.im) (* x.re y.im)) (hypot y.im y.re)) (hypot y.im y.re))
2.0ms
(- (* y.re x.im) (* x.re y.im))

series222.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

74.0ms
(/ (/ (- (* y.re x.im) (* x.re y.im)) (hypot y.im y.re)) (hypot y.im y.re))
66.0ms
(/ (- (* y.re x.im) (* x.re y.im)) (hypot y.im y.re))
43.0ms
(- (* y.re x.im) (* x.re y.im))
39.0ms
(hypot y.im y.re)

simplify7.6s

Counts
142 → 143
Calls

142 calls. Slowest were:

533.0ms
(/ (* (* (/ (- (* y.re x.im) (* x.re y.im)) (hypot y.im y.re)) (/ (- (* y.re x.im) (* x.re y.im)) (hypot y.im y.re))) (/ (- (* y.re x.im) (* x.re y.im)) (hypot y.im y.re))) (* (* (hypot y.im y.re) (hypot y.im y.re)) (hypot y.im y.re)))
508.0ms
(- (* (* y.re x.im) (* y.re x.im)) (* (* x.re y.im) (* x.re y.im)))
385.0ms
(/ (/ (* (* (- (* 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.im y.re) (hypot y.im y.re)) (hypot y.im y.re))) (* (* (hypot y.im y.re) (hypot y.im y.re)) (hypot y.im y.re)))

prune1.5s

Pruning

14 alts after pruning (14 fresh and 0 done)

Merged error: 8.1b

localize13.0ms

Local error

Found 4 expressions with local error:

16.1b
(/ (fma y.re x.im (- (* x.re y.im))) (hypot y.im y.re))
0.1b
(/ (/ (fma y.re x.im (- (* x.re y.im))) (hypot y.im y.re)) (hypot y.im y.re))
0.0b
(hypot y.im y.re)
0.0b
(hypot y.im y.re)

rewrite15.0ms

Algorithm
rewrite-expression-head
Counts
4 → 121
Calls

4 calls. Slowest were:

8.0ms
(/ (/ (fma y.re x.im (- (* x.re y.im))) (hypot y.im y.re)) (hypot y.im y.re))
3.0ms
(/ (fma y.re x.im (- (* x.re y.im))) (hypot y.im y.re))
0.0ms
(hypot y.im y.re)

series227.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

109.0ms
(/ (fma y.re x.im (- (* x.re y.im))) (hypot y.im y.re))
71.0ms
(/ (/ (fma y.re x.im (- (* x.re y.im))) (hypot y.im y.re)) (hypot y.im y.re))
24.0ms
(hypot y.im y.re)
23.0ms
(hypot y.im y.re)

simplify5.2s

Counts
135 → 133
Calls

135 calls. Slowest were:

449.0ms
(/ (/ (* (* (fma y.re x.im (- (* x.re y.im))) (fma y.re x.im (- (* x.re y.im)))) (fma y.re x.im (- (* x.re y.im)))) (* (* (hypot y.im y.re) (hypot y.im y.re)) (hypot y.im y.re))) (* (* (hypot y.im y.re) (hypot y.im y.re)) (hypot y.im y.re)))
326.0ms
(/ (* (* (/ (fma y.re x.im (- (* x.re y.im))) (hypot y.im y.re)) (/ (fma y.re x.im (- (* x.re y.im))) (hypot y.im y.re))) (/ (fma y.re x.im (- (* x.re y.im))) (hypot y.im y.re))) (* (* (hypot y.im y.re) (hypot y.im y.re)) (hypot y.im y.re)))
207.0ms
(/ (/ (* (cbrt (fma y.re x.im (- (* x.re y.im)))) (cbrt (fma y.re x.im (- (* x.re y.im))))) 1) (* (cbrt (hypot y.im y.re)) (cbrt (hypot y.im y.re))))

prune1.5s

Pruning

13 alts after pruning (13 fresh and 0 done)

Merged error: 8.1b

regimes417.0ms

Accuracy

34.7% (7.1b remaining)

Error of 13.0b against oracle of 5.9b and baseline of 16.8b

bsearch137.0ms

end0.0ms

sample1.8s

Algorithm
intervals