Average Error: 26.1 → 26.1
Time: 16.3s
Precision: 64
Internal Precision: 128
\[\frac{b \cdot c - a \cdot d}{c \cdot c + d \cdot d}\]
\[\frac{1}{\sqrt{c \cdot c + d \cdot d}} \cdot \frac{b \cdot c - a \cdot d}{\sqrt{c \cdot c + d \cdot d}}\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Bits error versus d

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original26.1
Target0.4
Herbie26.1
\[\begin{array}{l} \mathbf{if}\;\left|d\right| \lt \left|c\right|:\\ \;\;\;\;\frac{b - a \cdot \frac{d}{c}}{c + d \cdot \frac{d}{c}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(-a\right) + b \cdot \frac{c}{d}}{d + c \cdot \frac{c}{d}}\\ \end{array}\]

Derivation

  1. Initial program 26.1

    \[\frac{b \cdot c - a \cdot d}{c \cdot c + d \cdot d}\]
  2. Using strategy rm
  3. Applied add-sqr-sqrt26.1

    \[\leadsto \frac{b \cdot c - a \cdot d}{\color{blue}{\sqrt{c \cdot c + d \cdot d} \cdot \sqrt{c \cdot c + d \cdot d}}}\]
  4. Applied *-un-lft-identity26.1

    \[\leadsto \frac{\color{blue}{1 \cdot \left(b \cdot c - a \cdot d\right)}}{\sqrt{c \cdot c + d \cdot d} \cdot \sqrt{c \cdot c + d \cdot d}}\]
  5. Applied times-frac26.1

    \[\leadsto \color{blue}{\frac{1}{\sqrt{c \cdot c + d \cdot d}} \cdot \frac{b \cdot c - a \cdot d}{\sqrt{c \cdot c + d \cdot d}}}\]
  6. Final simplification26.1

    \[\leadsto \frac{1}{\sqrt{c \cdot c + d \cdot d}} \cdot \frac{b \cdot c - a \cdot d}{\sqrt{c \cdot c + d \cdot d}}\]

Reproduce

herbie shell --seed 2019007 
(FPCore (a b c d)
  :name "Complex division, imag part"

  :herbie-target
  (if (< (fabs d) (fabs c)) (/ (- b (* a (/ d c))) (+ c (* d (/ d c)))) (/ (+ (- a) (* b (/ c d))) (+ d (* c (/ c d)))))

  (/ (- (* b c) (* a d)) (+ (* c c) (* d d))))

Details

Time bar (total: 14.8s)Debug log

sample42.0ms

Algorithm
intervals

simplify60.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

60.0ms
(/ (- (* b c) (* a d)) (+ (* c c) (* d d)))

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 27.7b

localize44.0ms

Local error

Found 3 expressions with local error:

27.6b
(/ (- (* b c) (* a d)) (+ (* c c) (* d d)))
1.2b
(- (* b c) (* a d))
0.0b
(+ (* c c) (* d d))

rewrite21.0ms

Algorithm
rewrite-expression-head
Counts
3 → 55
Calls

3 calls. Slowest were:

13.0ms
(/ (- (* b c) (* a d)) (+ (* c c) (* d d)))
4.0ms
(+ (* c c) (* d d))
3.0ms
(- (* b c) (* a d))

series126.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

70.0ms
(/ (- (* b c) (* a d)) (+ (* c c) (* d d)))
41.0ms
(- (* b c) (* a d))
15.0ms
(+ (* c c) (* d d))

simplify1.4s

Counts
41 → 64
Calls

41 calls. Slowest were:

533.0ms
(- (pow (* b c) 3) (pow (* a d) 3))
205.0ms
(- (* (* b c) (* b c)) (* (* a d) (* a d)))
131.0ms
(+ (* (* c c) (* c c)) (- (* (* d d) (* d d)) (* (* c c) (* d d))))

prune632.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 27.2b

localize8.0ms

Local error

Found 4 expressions with local error:

32.4b
(sqrt (+ (* c c) (* d d)))
32.4b
(sqrt (+ (* c c) (* d d)))
17.0b
(/ (- (* b c) (* a d)) (sqrt (+ (* c c) (* d d))))
1.2b
(- (* b c) (* a d))

rewrite16.0ms

Algorithm
rewrite-expression-head
Counts
4 → 84
Calls

4 calls. Slowest were:

7.0ms
(/ (- (* b c) (* a d)) (sqrt (+ (* c c) (* d d))))
4.0ms
(- (* b c) (* a d))
2.0ms
(sqrt (+ (* c c) (* d d)))

series192.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

96.0ms
(/ (- (* b c) (* a d)) (sqrt (+ (* c c) (* d d))))
45.0ms
(- (* b c) (* a d))
30.0ms
(sqrt (+ (* c c) (* d d)))
21.0ms
(sqrt (+ (* c c) (* d d)))

simplify2.0s

Counts
76 → 96
Calls

76 calls. Slowest were:

254.0ms
(- (pow (* b c) 3) (pow (* a d) 3))
249.0ms
(- (* (* b c) (* b c)) (* (* a d) (* a d)))
220.0ms
(/ (* (* (- (* b c) (* a d)) (- (* b c) (* a d))) (- (* b c) (* a d))) (* (* (sqrt (+ (* c c) (* d d))) (sqrt (+ (* c c) (* d d)))) (sqrt (+ (* c c) (* d d)))))

prune1.3s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 26.2b

localize14.0ms

Local error

Found 4 expressions with local error:

32.4b
(sqrt (+ (* c c) (* d d)))
32.4b
(sqrt (+ (* c c) (* d d)))
17.0b
(/ (- (* b c) (* a d)) (sqrt (+ (* c c) (* d d))))
1.2b
(- (* b c) (* a d))

rewrite14.0ms

Algorithm
rewrite-expression-head
Counts
4 → 84
Calls

4 calls. Slowest were:

7.0ms
(/ (- (* b c) (* a d)) (sqrt (+ (* c c) (* d d))))
2.0ms
(sqrt (+ (* c c) (* d d)))
2.0ms
(- (* b c) (* a d))

series188.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

90.0ms
(/ (- (* b c) (* a d)) (sqrt (+ (* c c) (* d d))))
38.0ms
(- (* b c) (* a d))
32.0ms
(sqrt (+ (* c c) (* d d)))
28.0ms
(sqrt (+ (* c c) (* d d)))

simplify2.1s

Counts
76 → 96
Calls

76 calls. Slowest were:

256.0ms
(- (pow (* b c) 3) (pow (* a d) 3))
188.0ms
(- (* (* b c) (* b c)) (* (* a d) (* a d)))
169.0ms
(/ (* (* (- (* b c) (* a d)) (- (* b c) (* a d))) (- (* b c) (* a d))) (* (* (sqrt (+ (* c c) (* d d))) (sqrt (+ (* c c) (* d d)))) (sqrt (+ (* c c) (* d d)))))

prune1.3s

Pruning

12 alts after pruning (11 fresh and 1 done)

Merged error: 26.2b

localize13.0ms

Local error

Found 4 expressions with local error:

32.4b
(sqrt (+ (* c c) (* d d)))
32.4b
(sqrt (+ (* c c) (* d d)))
17.1b
(* (- (* b c) (* a d)) (/ 1 (sqrt (+ (* c c) (* d d)))))
1.2b
(- (* b c) (* a d))

rewrite30.0ms

Algorithm
rewrite-expression-head
Counts
4 → 67
Calls

4 calls. Slowest were:

18.0ms
(* (- (* b c) (* a d)) (/ 1 (sqrt (+ (* c c) (* d d)))))
4.0ms
(sqrt (+ (* c c) (* d d)))
4.0ms
(- (* b c) (* a d))

series205.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

98.0ms
(* (- (* b c) (* a d)) (/ 1 (sqrt (+ (* c c) (* d d)))))
45.0ms
(- (* b c) (* a d))
31.0ms
(sqrt (+ (* c c) (* d d)))
30.0ms
(sqrt (+ (* c c) (* d d)))

simplify2.2s

Counts
45 → 79
Calls

45 calls. Slowest were:

362.0ms
(* (* (* (- (* b c) (* a d)) (- (* b c) (* a d))) (- (* b c) (* a d))) (* (* (/ 1 (sqrt (+ (* c c) (* d d)))) (/ 1 (sqrt (+ (* c c) (* d d))))) (/ 1 (sqrt (+ (* c c) (* d d))))))
300.0ms
(* (- (* (* b c) (* b c)) (* (* a d) (* a d))) 1)
249.0ms
(* (+ (* (* b c) (* b c)) (+ (* (* a d) (* a d)) (* (* b c) (* a d)))) (sqrt (+ (* c c) (* d d))))

prune1.0s

Pruning

12 alts after pruning (10 fresh and 2 done)

Merged error: 26.2b

regimes419.0ms

Accuracy

0% (2.6b remaining)

Error of 26.1b against oracle of 23.6b and baseline of 26.1b

bsearch4.0ms

end0.0ms

sample1.3s

Algorithm
intervals