Average Error: 52.7 → 0.2
Time: 28.6s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
\[\frac{-c}{(\left(\sqrt{\sqrt{(-3 \cdot \left(a \cdot c\right) + \left(b \cdot b\right))_*}}\right) \cdot \left(\sqrt{\sqrt{(-3 \cdot \left(a \cdot c\right) + \left(b \cdot b\right))_*}}\right) + b)_*}\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Bits error versus d

Derivation

  1. Initial program 52.7

    \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
  2. Simplified52.7

    \[\leadsto \color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b}{3 \cdot a}}\]
  3. Using strategy rm
  4. Applied flip--52.7

    \[\leadsto \frac{\color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} \cdot \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b \cdot b}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}}}{3 \cdot a}\]
  5. Applied associate-/l/52.7

    \[\leadsto \color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} \cdot \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b \cdot b}{\left(3 \cdot a\right) \cdot \left(\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b\right)}}\]
  6. Simplified0.5

    \[\leadsto \frac{\color{blue}{\left(a \cdot c\right) \cdot -3}}{\left(3 \cdot a\right) \cdot \left(\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b\right)}\]
  7. Using strategy rm
  8. Applied associate-/r*0.4

    \[\leadsto \color{blue}{\frac{\frac{\left(a \cdot c\right) \cdot -3}{3 \cdot a}}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}}\]
  9. Taylor expanded around inf 0.1

    \[\leadsto \frac{\color{blue}{-1 \cdot c}}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}\]
  10. Simplified0.1

    \[\leadsto \frac{\color{blue}{-c}}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}\]
  11. Using strategy rm
  12. Applied add-sqr-sqrt0.1

    \[\leadsto \frac{-c}{\sqrt{\color{blue}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} \cdot \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}}} + b}\]
  13. Applied sqrt-prod0.3

    \[\leadsto \frac{-c}{\color{blue}{\sqrt{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}} \cdot \sqrt{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}}} + b}\]
  14. Applied fma-def0.2

    \[\leadsto \frac{-c}{\color{blue}{(\left(\sqrt{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}}\right) \cdot \left(\sqrt{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}}\right) + b)_*}}\]
  15. Final simplification0.2

    \[\leadsto \frac{-c}{(\left(\sqrt{\sqrt{(-3 \cdot \left(a \cdot c\right) + \left(b \cdot b\right))_*}}\right) \cdot \left(\sqrt{\sqrt{(-3 \cdot \left(a \cdot c\right) + \left(b \cdot b\right))_*}}\right) + b)_*}\]

Reproduce

herbie shell --seed 2019007 +o rules:numerics
(FPCore (a b c d)
  :name "Cubic critical, wide range"
  :pre (and (< 4.930380657631324e-32 a 2.028240960365167e+31) (< 4.930380657631324e-32 b 2.028240960365167e+31) (< 4.930380657631324e-32 c 2.028240960365167e+31))
  (/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a)))

Details

Time bar (total: 27.9s)Debug log

sample137.0ms

Algorithm
intervals

simplify90.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

89.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))

prune24.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 54.0b

localize42.0ms

Local error

Found 4 expressions with local error:

23.6b
(- (sqrt (fma -3 (* c a) (* b b))) b)
0.2b
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
0.1b
(fma -3 (* c a) (* b b))
0.0b
(sqrt (fma -3 (* c a) (* b b)))

rewrite36.0ms

Algorithm
rewrite-expression-head
Counts
4 → 67
Calls

4 calls. Slowest were:

23.0ms
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
11.0ms
(- (sqrt (fma -3 (* c a) (* b b))) b)
1.0ms
(sqrt (fma -3 (* c a) (* b b)))

series207.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

71.0ms
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
65.0ms
(- (sqrt (fma -3 (* c a) (* b b))) b)
40.0ms
(sqrt (fma -3 (* c a) (* b b)))
31.0ms
(fma -3 (* c a) (* b b))

simplify1.5s

Counts
34 → 79
Calls

34 calls. Slowest were:

1.0s
(- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b b))
101.0ms
(- (pow (sqrt (fma -3 (* c a) (* b b))) 3) (pow b 3))
74.0ms
(/ (* (* (- (sqrt (fma -3 (* c a) (* b b))) b) (- (sqrt (fma -3 (* c a) (* b b))) b)) (- (sqrt (fma -3 (* c a) (* b b))) b)) (* (* (* 3 a) (* 3 a)) (* 3 a)))

prune829.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.5b

localize21.0ms

Local error

Found 4 expressions with local error:

0.4b
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
0.3b
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
0.3b
(* (* a c) -3)
0.1b
(fma -3 (* c a) (* b b))

rewrite41.0ms

Algorithm
rewrite-expression-head
Counts
4 → 63
Calls

4 calls. Slowest were:

19.0ms
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
16.0ms
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
4.0ms
(* (* a c) -3)

series288.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

139.0ms
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
98.0ms
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
32.0ms
(fma -3 (* c a) (* b b))
18.0ms
(* (* a c) -3)

simplify3.5s

Counts
32 → 75
Calls

32 calls. Slowest were:

632.0ms
(/ (* (* (* (* a c) -3) (* (* a c) -3)) (* (* a c) -3)) (* (* (* (* 3 a) (* 3 a)) (* 3 a)) (* (* (+ (sqrt (fma -3 (* c a) (* b b))) b) (+ (sqrt (fma -3 (* c a) (* b b))) b)) (+ (sqrt (fma -3 (* c a) (* b b))) b))))
632.0ms
(/ (* (* (* (* a c) -3) (* (* a c) -3)) (* (* a c) -3)) (* (* (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))))
562.0ms
(- (log (* (* a c) -3)) (+ (log (* 3 a)) (log (+ (sqrt (fma -3 (* c a) (* b b))) b))))

prune1.0s

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0b

localize12.0ms

Local error

Found 4 expressions with local error:

0.3b
(* (* a c) -3)
0.3b
(/ (* (* a c) -3) (* 3 a))
0.1b
(/ (/ (* (* a c) -3) (* 3 a)) (+ (sqrt (fma -3 (* c a) (* b b))) b))
0.1b
(fma -3 (* c a) (* b b))

rewrite38.0ms

Algorithm
rewrite-expression-head
Counts
4 → 80
Calls

4 calls. Slowest were:

22.0ms
(/ (/ (* (* a c) -3) (* 3 a)) (+ (sqrt (fma -3 (* c a) (* b b))) b))
10.0ms
(/ (* (* a c) -3) (* 3 a))
5.0ms
(* (* a c) -3)

series191.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

127.0ms
(/ (/ (* (* a c) -3) (* 3 a)) (+ (sqrt (fma -3 (* c a) (* b b))) b))
46.0ms
(fma -3 (* c a) (* b b))
11.0ms
(* (* a c) -3)
6.0ms
(/ (* (* a c) -3) (* 3 a))

simplify10.4s

Counts
61 → 92
Calls

61 calls. Slowest were:

721.0ms
(/ (/ (* (* (* (* a c) -3) (* (* a c) -3)) (* (* a c) -3)) (* (* (* 3 a) (* 3 a)) (* 3 a))) (* (* (+ (sqrt (fma -3 (* c a) (* b b))) b) (+ (sqrt (fma -3 (* c a) (* b b))) b)) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
548.0ms
(/ (* (* (/ (* (* a c) -3) (* 3 a)) (/ (* (* a c) -3) (* 3 a))) (/ (* (* a c) -3) (* 3 a))) (* (* (+ (sqrt (fma -3 (* c a) (* b b))) b) (+ (sqrt (fma -3 (* c a) (* b b))) b)) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
461.0ms
(/ (sqrt (/ (* (* a c) -3) (* 3 a))) (sqrt (+ (sqrt (fma -3 (* c a) (* b b))) b)))

prune1.2s

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0b

localize10.0ms

Local error

Found 4 expressions with local error:

0.1b
(/ (- c) (+ (sqrt (fma -3 (* c a) (* b b))) b))
0.1b
(fma -3 (* c a) (* b b))
0.0b
(+ (sqrt (fma -3 (* c a) (* b b))) b)
0.0b
(sqrt (fma -3 (* c a) (* b b)))

rewrite17.0ms

Algorithm
rewrite-expression-head
Counts
4 → 79
Calls

4 calls. Slowest were:

11.0ms
(/ (- c) (+ (sqrt (fma -3 (* c a) (* b b))) b))
4.0ms
(+ (sqrt (fma -3 (* c a) (* b b))) b)
1.0ms
(sqrt (fma -3 (* c a) (* b b)))

series280.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

143.0ms
(/ (- c) (+ (sqrt (fma -3 (* c a) (* b b))) b))
62.0ms
(+ (sqrt (fma -3 (* c a) (* b b))) b)
45.0ms
(sqrt (fma -3 (* c a) (* b b)))
30.0ms
(fma -3 (* c a) (* b b))

simplify1.2s

Counts
56 → 91
Calls

56 calls. Slowest were:

306.0ms
(/ (* (* (- c) (- c)) (- c)) (* (* (+ (sqrt (fma -3 (* c a) (* b b))) b) (+ (sqrt (fma -3 (* c a) (* b b))) b)) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
248.0ms
(+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b)))
47.0ms
(- (pow b 2) (* 3 (* a c)))

prune872.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0b

regimes140.0ms

Accuracy

0% (0.1b remaining)

Error of 0.2b against oracle of 0.0b and baseline of 0.2b

bsearch3.0ms

end0.0ms

sample5.9s

Algorithm
intervals