Average Error: 33.1 → 11.1
Time: 20.2s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
\[\begin{array}{l} \mathbf{if}\;b \le -2.5788381684060953 \cdot 10^{+153}:\\ \;\;\;\;\frac{1}{2} \cdot \frac{c}{b} - \frac{b}{a} \cdot \frac{2}{3}\\ \mathbf{elif}\;b \le 1.2378604166113681 \cdot 10^{-144}:\\ \;\;\;\;\frac{\frac{\left(-b\right) + \sqrt{b \cdot b - 3 \cdot \left(c \cdot a\right)}}{3}}{a}\\ \mathbf{else}:\\ \;\;\;\;\frac{-1}{2} \cdot \frac{c}{b}\\ \end{array}\]

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

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

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

    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

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

Reproduce

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

Details

Time bar (total: 12.9s)Debug log

start182.0ms

Algorithm
intervals

setup88.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 32.2b

localize37.0ms

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))

rewrite38.0ms

Algorithm
rewrite-expression-head
Counts
4 → 63
Calls

4 calls. Slowest were:

27.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))
5.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
2.0ms
(- (* b b) (* (* 3 a) c))

series246.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

69.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))
67.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
66.0ms
(sqrt (- (* b b) (* (* 3 a) c)))
44.0ms
(- (* b b) (* (* 3 a) c))

simplify2.3s

Counts
36 → 75
Calls

36 calls. Slowest were:

371.0ms
(sqrt (- (pow (* b b) 3) (pow (* (* 3 a) c) 3)))
308.0ms
(- (* (- b) (- b)) (* (sqrt (- (* b b) (* (* 3 a) c))) (sqrt (- (* b b) (* (* 3 a) c)))))
220.0ms
(+ (pow (- b) 3) (pow (sqrt (- (* b b) (* (* 3 a) c))) 3))

prune948.0ms

Pruning

11 alts after pruning (11 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)

rewrite26.0ms

Algorithm
rewrite-expression-head
Counts
4 → 48
Calls

4 calls. Slowest were:

11.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
6.0ms
(* (* 3 a) c)
5.0ms
(- (* b b) (* (* 3 a) c))

series181.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

74.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
47.0ms
(sqrt (- (* b b) (* (* 3 a) c)))
41.0ms
(- (* b b) (* (* 3 a) c))
18.0ms
(* (* 3 a) c)

simplify1.4s

Counts
21 → 60
Calls

21 calls. Slowest were:

466.0ms
(sqrt (- (pow (* b b) 3) (pow (* (* 3 a) c) 3)))
188.0ms
(sqrt (- (* (* b b) (* b b)) (* (* (* 3 a) c) (* (* 3 a) c))))
108.0ms
(- b (* 3/2 (/ (* a c) b)))

prune900.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 6.6b

localize36.0ms

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))

rewrite21.0ms

Algorithm
rewrite-expression-head
Counts
4 → 48
Calls

4 calls. Slowest were:

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

series189.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

72.0ms
(sqrt (- (* b b) (* 3 (* a c))))
56.0ms
(+ (- b) (sqrt (- (* b b) (* 3 (* a c)))))
43.0ms
(- (* b b) (* 3 (* a c)))
18.0ms
(* 3 (* a c))

simplify1.3s

Counts
21 → 60
Calls

21 calls. Slowest were:

320.0ms
(sqrt (- (pow (* b b) 3) (pow (* 3 (* a c)) 3)))
165.0ms
(sqrt (- (* (* b b) (* b b)) (* (* 3 (* a c)) (* 3 (* a c)))))
116.0ms
(- b (* 3/2 (/ (* a c) b)))

prune832.0ms

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 6.6b

localize19.0ms

Local error

Found 4 expressions with local error:

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

rewrite46.0ms

Algorithm
rewrite-expression-head
Counts
4 → 58
Calls

4 calls. Slowest were:

29.0ms
(/ (- (sqrt (+ (* -3 (* c a)) (* b b))) b) (* 3 a))
11.0ms
(- (sqrt (+ (* -3 (* c a)) (* b b))) b)
3.0ms
(+ (* -3 (* c a)) (* b b))

series226.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

85.0ms
(/ (- (sqrt (+ (* -3 (* c a)) (* b b))) b) (* 3 a))
54.0ms
(- (sqrt (+ (* -3 (* c a)) (* b b))) b)
48.0ms
(sqrt (+ (* -3 (* c a)) (* b b)))
39.0ms
(+ (* -3 (* c a)) (* b b))

simplify1.7s

Counts
32 → 70
Calls

32 calls. Slowest were:

659.0ms
(- (* (sqrt (+ (* -3 (* c a)) (* b b))) (sqrt (+ (* -3 (* c a)) (* b b)))) (* b b))
264.0ms
(sqrt (- (* (* -3 (* c a)) (* -3 (* c a))) (* (* b b) (* b b))))
202.0ms
(sqrt (+ (pow (* -3 (* c a)) 3) (pow (* b b) 3)))

prune1.3s

Pruning

12 alts after pruning (10 fresh and 2 done)

Merged error: 6.6b

regimes482.0ms

Accuracy

80.9% (5.2b remaining)

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

bsearch339.0ms