Average Error: 33.1 → 11.1
Time: 21.8s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
\[\begin{array}{l} \mathbf{if}\;b \le -2.5788381684060953 \cdot 10^{+153}:\\ \;\;\;\;(\frac{-2}{3} \cdot \left(\frac{b}{a}\right) + \left(\frac{c}{\frac{b}{\frac{1}{2}}}\right))_*\\ \mathbf{elif}\;b \le 1.2378604166113681 \cdot 10^{-144}:\\ \;\;\;\;\frac{\frac{\sqrt{b \cdot b - 3 \cdot \left(c \cdot a\right)} + \left(-b\right)}{3}}{a}\\ \mathbf{else}:\\ \;\;\;\;\frac{c}{b} \cdot \frac{-1}{2}\\ \end{array}\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Bits error versus d

Derivation

  1. Split input into 3 regimes
  2. if b < -2.5788381684060953e+153

    1. Initial program 60.8

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Taylor expanded around -inf 2.4

      \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{c}{b} - \frac{2}{3} \cdot \frac{b}{a}}\]
    3. Simplified2.4

      \[\leadsto \color{blue}{(\frac{-2}{3} \cdot \left(\frac{b}{a}\right) + \left(\frac{c}{\frac{b}{\frac{1}{2}}}\right))_*}\]

    if -2.5788381684060953e+153 < b < 1.2378604166113681e-144

    1. Initial program 11.0

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Using strategy rm
    3. Applied associate-/r*11.0

      \[\leadsto \color{blue}{\frac{\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3}}{a}}\]
    4. Taylor expanded around -inf 11.0

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

    if 1.2378604166113681e-144 < b

    1. Initial program 48.9

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Taylor expanded around inf 13.3

      \[\leadsto \color{blue}{\frac{-1}{2} \cdot \frac{c}{b}}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification11.1

    \[\leadsto \begin{array}{l} \mathbf{if}\;b \le -2.5788381684060953 \cdot 10^{+153}:\\ \;\;\;\;(\frac{-2}{3} \cdot \left(\frac{b}{a}\right) + \left(\frac{c}{\frac{b}{\frac{1}{2}}}\right))_*\\ \mathbf{elif}\;b \le 1.2378604166113681 \cdot 10^{-144}:\\ \;\;\;\;\frac{\frac{\sqrt{b \cdot b - 3 \cdot \left(c \cdot a\right)} + \left(-b\right)}{3}}{a}\\ \mathbf{else}:\\ \;\;\;\;\frac{c}{b} \cdot \frac{-1}{2}\\ \end{array}\]

Reproduce

herbie shell --seed 2018365 +o rules:numerics
(FPCore (a b c d)
  :name "Cubic critical"
  (/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a)))

Details

Time bar (total: 13.7s)Debug log

start157.0ms

Algorithm
intervals

setup124.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 32.2b

localize33.0ms

Local error

Found 4 expressions with local error:

24.6b
(sqrt (- (* b b) (* (* 3 a) c)))
1.0b
(- (* b b) (* (* 3 a) c))
0.8b
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
0.3b
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))

rewrite33.0ms

Algorithm
rewrite-expression-head
Counts
4 → 77
Calls

4 calls. Slowest were:

17.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))
6.0ms
(sqrt (- (* b b) (* (* 3 a) c)))
6.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))

series223.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

79.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))
54.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
54.0ms
(sqrt (- (* b b) (* (* 3 a) c)))
36.0ms
(- (* b b) (* (* 3 a) c))

simplify2.8s

Counts
40 → 89
Calls

40 calls. Slowest were:

413.0ms
(sqrt (- (pow (* b b) 3) (pow (* (* 3 a) c) 3)))
383.0ms
(- (* (- b) (- b)) (* (sqrt (- (* b b) (* (* 3 a) c))) (sqrt (- (* b b) (* (* 3 a) c)))))
196.0ms
(sqrt (- (* (* b b) (* b b)) (* (* (* 3 a) c) (* (* 3 a) c))))

prune1.2s

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 6.6b

localize6.0ms

Local error

Found 4 expressions with local error:

24.6b
(sqrt (- (* b b) (* (* 3 a) c)))
1.0b
(- (* b b) (* (* 3 a) c))
0.8b
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
0.2b
(* (* 3 a) c)

rewrite14.0ms

Algorithm
rewrite-expression-head
Counts
4 → 62
Calls

4 calls. Slowest were:

6.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
3.0ms
(sqrt (- (* b b) (* (* 3 a) c)))
2.0ms
(- (* b b) (* (* 3 a) c))

series193.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

75.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
61.0ms
(sqrt (- (* b b) (* (* 3 a) c)))
39.0ms
(- (* b b) (* (* 3 a) c))
18.0ms
(* (* 3 a) c)

simplify1.4s

Counts
25 → 74
Calls

25 calls. Slowest were:

361.0ms
(sqrt (- (pow (* b b) 3) (pow (* (* 3 a) c) 3)))
147.0ms
(sqrt (- (* (* b b) (* b b)) (* (* (* 3 a) c) (* (* 3 a) c))))
141.0ms
(- b (* 3/2 (/ (* a c) b)))

prune1.0s

Pruning

12 alts after pruning (11 fresh and 1 done)

Merged error: 6.6b

localize17.0ms

Local error

Found 4 expressions with local error:

24.6b
(sqrt (- (* b b) (* 3 (* a c))))
1.0b
(- (* b b) (* 3 (* a c)))
0.8b
(+ (- b) (sqrt (- (* b b) (* 3 (* a c)))))
0.2b
(* 3 (* a c))

rewrite17.0ms

Algorithm
rewrite-expression-head
Counts
4 → 62
Calls

4 calls. Slowest were:

9.0ms
(+ (- b) (sqrt (- (* b b) (* 3 (* a c)))))
3.0ms
(sqrt (- (* b b) (* 3 (* a c))))
2.0ms
(- (* b b) (* 3 (* a c)))

series175.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

61.0ms
(+ (- b) (sqrt (- (* b b) (* 3 (* a c)))))
53.0ms
(sqrt (- (* b b) (* 3 (* a c))))
42.0ms
(- (* b b) (* 3 (* a c)))
19.0ms
(* 3 (* a c))

simplify1.6s

Counts
25 → 74
Calls

25 calls. Slowest were:

387.0ms
(sqrt (- (pow (* b b) 3) (pow (* 3 (* a c)) 3)))
228.0ms
(sqrt (- (* (* b b) (* b b)) (* (* 3 (* a c)) (* 3 (* a c)))))
171.0ms
(- b (* 3/2 (/ (* a c) b)))

prune1.2s

Pruning

12 alts after pruning (10 fresh and 2 done)

Merged error: 6.6b

localize36.0ms

Local error

Found 4 expressions with local error:

24.6b
(sqrt (fma (* -3 a) c (* b b)))
0.8b
(- (sqrt (fma (* -3 a) c (* b b))) b)
0.3b
(* 1/3 (/ (- (sqrt (fma (* -3 a) c (* b b))) b) a))
0.1b
(/ (- (sqrt (fma (* -3 a) c (* b b))) b) a)

rewrite47.0ms

Algorithm
rewrite-expression-head
Counts
4 → 66
Calls

4 calls. Slowest were:

20.0ms
(/ (- (sqrt (fma (* -3 a) c (* b b))) b) a)
14.0ms
(* 1/3 (/ (- (sqrt (fma (* -3 a) c (* b b))) b) a))
10.0ms
(- (sqrt (fma (* -3 a) c (* b b))) b)

series301.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

86.0ms
(/ (- (sqrt (fma (* -3 a) c (* b b))) b) a)
80.0ms
(* 1/3 (/ (- (sqrt (fma (* -3 a) c (* b b))) b) a))
70.0ms
(- (sqrt (fma (* -3 a) c (* b b))) b)
65.0ms
(sqrt (fma (* -3 a) c (* b b)))

simplify1.2s

Counts
30 → 78
Calls

30 calls. Slowest were:

814.0ms
(- (* (sqrt (fma (* -3 a) c (* b b))) (sqrt (fma (* -3 a) c (* b b)))) (* b b))
128.0ms
(- (pow (sqrt (fma (* -3 a) c (* b b))) 3) (pow b 3))
31.0ms
(* (cbrt (- (sqrt (fma (* -3 a) c (* b b))) b)) (cbrt (- (sqrt (fma (* -3 a) c (* b b))) b)))

prune963.0ms

Pruning

13 alts after pruning (10 fresh and 3 done)

Merged error: 6.6b

regimes683.0ms

Accuracy

80.9% (5.2b remaining)

Error of 11.1b against oracle of 5.9b and baseline of 33.2b

bsearch286.0ms