Average Error: 33.8 → 9.4
Time: 20.7s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
\[\begin{array}{l} \mathbf{if}\;b \le -2.137689461585388 \cdot 10^{+104}:\\ \;\;\;\;(\frac{-2}{3} \cdot \left(\frac{b}{a}\right) + \left(\frac{c}{\frac{b}{\frac{1}{2}}}\right))_*\\ \mathbf{elif}\;b \le 6.734103561157719 \cdot 10^{-169}:\\ \;\;\;\;\frac{\sqrt{(\left(-3 \cdot a\right) \cdot c + \left(b \cdot b\right))_*} + \left(-b\right)}{a \cdot 3}\\ \mathbf{elif}\;b \le 9.750328704168778 \cdot 10^{+93}:\\ \;\;\;\;\frac{\frac{\left(c \cdot a\right) \cdot 3}{3 \cdot \left(\left(-b\right) - \sqrt{(\left(-3 \cdot a\right) \cdot c + \left(b \cdot b\right))_*}\right)}}{a}\\ \mathbf{else}:\\ \;\;\;\;\frac{-1}{2} \cdot \frac{c}{b}\\ \end{array}\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Bits error versus d

Derivation

  1. Split input into 4 regimes
  2. if b < -2.137689461585388e+104

    1. Initial program 47.5

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Taylor expanded around -inf 4.2

      \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{c}{b} - \frac{2}{3} \cdot \frac{b}{a}}\]
    3. Simplified4.2

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

    if -2.137689461585388e+104 < b < 6.734103561157719e-169

    1. Initial program 10.6

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Taylor expanded around -inf 10.7

      \[\leadsto \frac{\left(-b\right) + \sqrt{\color{blue}{{b}^{2} - 3 \cdot \left(a \cdot c\right)}}}{3 \cdot a}\]
    3. Simplified10.6

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

    if 6.734103561157719e-169 < b < 9.750328704168778e+93

    1. Initial program 38.4

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Taylor expanded around -inf 38.4

      \[\leadsto \frac{\left(-b\right) + \sqrt{\color{blue}{{b}^{2} - 3 \cdot \left(a \cdot c\right)}}}{3 \cdot a}\]
    3. Simplified38.4

      \[\leadsto \frac{\left(-b\right) + \sqrt{\color{blue}{(\left(a \cdot -3\right) \cdot c + \left(b \cdot b\right))_*}}}{3 \cdot a}\]
    4. Using strategy rm
    5. Applied associate-/r*38.4

      \[\leadsto \color{blue}{\frac{\frac{\left(-b\right) + \sqrt{(\left(a \cdot -3\right) \cdot c + \left(b \cdot b\right))_*}}{3}}{a}}\]
    6. Using strategy rm
    7. Applied flip-+38.5

      \[\leadsto \frac{\frac{\color{blue}{\frac{\left(-b\right) \cdot \left(-b\right) - \sqrt{(\left(a \cdot -3\right) \cdot c + \left(b \cdot b\right))_*} \cdot \sqrt{(\left(a \cdot -3\right) \cdot c + \left(b \cdot b\right))_*}}{\left(-b\right) - \sqrt{(\left(a \cdot -3\right) \cdot c + \left(b \cdot b\right))_*}}}}{3}}{a}\]
    8. Applied associate-/l/38.6

      \[\leadsto \frac{\color{blue}{\frac{\left(-b\right) \cdot \left(-b\right) - \sqrt{(\left(a \cdot -3\right) \cdot c + \left(b \cdot b\right))_*} \cdot \sqrt{(\left(a \cdot -3\right) \cdot c + \left(b \cdot b\right))_*}}{3 \cdot \left(\left(-b\right) - \sqrt{(\left(a \cdot -3\right) \cdot c + \left(b \cdot b\right))_*}\right)}}}{a}\]
    9. Simplified17.4

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

    if 9.750328704168778e+93 < b

    1. Initial program 58.4

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Taylor expanded around inf 3.1

      \[\leadsto \color{blue}{\frac{-1}{2} \cdot \frac{c}{b}}\]
  3. Recombined 4 regimes into one program.
  4. Final simplification9.4

    \[\leadsto \begin{array}{l} \mathbf{if}\;b \le -2.137689461585388 \cdot 10^{+104}:\\ \;\;\;\;(\frac{-2}{3} \cdot \left(\frac{b}{a}\right) + \left(\frac{c}{\frac{b}{\frac{1}{2}}}\right))_*\\ \mathbf{elif}\;b \le 6.734103561157719 \cdot 10^{-169}:\\ \;\;\;\;\frac{\sqrt{(\left(-3 \cdot a\right) \cdot c + \left(b \cdot b\right))_*} + \left(-b\right)}{a \cdot 3}\\ \mathbf{elif}\;b \le 9.750328704168778 \cdot 10^{+93}:\\ \;\;\;\;\frac{\frac{\left(c \cdot a\right) \cdot 3}{3 \cdot \left(\left(-b\right) - \sqrt{(\left(-3 \cdot a\right) \cdot c + \left(b \cdot b\right))_*}\right)}}{a}\\ \mathbf{else}:\\ \;\;\;\;\frac{-1}{2} \cdot \frac{c}{b}\\ \end{array}\]

Reproduce

herbie shell --seed 2018362 +o rules:numerics
(FPCore (a b c d)
  :name "Cubic critical"
  (/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a)))

Details

Time bar (total: 13.4s)Debug log

start189.0ms

Algorithm
intervals

setup73.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 31.8b

localize21.0ms

Local error

Found 4 expressions with local error:

22.2b
(sqrt (- (* b b) (* (* 3 a) c)))
1.7b
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
0.8b
(- (* b b) (* (* 3 a) c))
0.5b
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))

rewrite34.0ms

Algorithm
rewrite-expression-head
Counts
4 → 77
Calls

4 calls. Slowest were:

22.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))
6.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
3.0ms
(sqrt (- (* b b) (* (* 3 a) c)))

series497.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

338.0ms
(- (* b b) (* (* 3 a) c))
57.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))
51.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
50.0ms
(sqrt (- (* b b) (* (* 3 a) c)))

simplify2.5s

Counts
40 → 89
Calls

40 calls. Slowest were:

390.0ms
(sqrt (- (pow (* b b) 3) (pow (* (* 3 a) c) 3)))
360.0ms
(- (* (- b) (- b)) (* (sqrt (- (* b b) (* (* 3 a) c))) (sqrt (- (* b b) (* (* 3 a) c)))))
180.0ms
(+ (pow (- b) 3) (pow (sqrt (- (* b b) (* (* 3 a) c))) 3))

prune1.1s

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 6.2b

localize24.0ms

Local error

Found 4 expressions with local error:

22.2b
(sqrt (fma (* a -3) c (* b b)))
1.7b
(+ (- b) (sqrt (fma (* a -3) c (* b b))))
0.5b
(/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) (* 3 a))
0.1b
(fma (* a -3) c (* b b))

rewrite28.0ms

Algorithm
rewrite-expression-head
Counts
4 → 69
Calls

4 calls. Slowest were:

18.0ms
(/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) (* 3 a))
8.0ms
(+ (- b) (sqrt (fma (* a -3) c (* b b))))
2.0ms
(sqrt (fma (* a -3) c (* b b)))

series232.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

74.0ms
(+ (- b) (sqrt (fma (* a -3) c (* b b))))
68.0ms
(/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) (* 3 a))
51.0ms
(sqrt (fma (* a -3) c (* b b)))
39.0ms
(fma (* a -3) c (* b b))

simplify1.3s

Counts
35 → 81
Calls

35 calls. Slowest were:

265.0ms
(- (* (- b) (- b)) (* (sqrt (fma (* a -3) c (* b b))) (sqrt (fma (* a -3) c (* b b)))))
161.0ms
(+ (pow (- b) 3) (pow (sqrt (fma (* a -3) c (* b b))) 3))
115.0ms
(/ (* (* (+ (- b) (sqrt (fma (* a -3) c (* b b)))) (+ (- b) (sqrt (fma (* a -3) c (* b b))))) (+ (- b) (sqrt (fma (* a -3) c (* b b))))) (* (* (* 3 a) (* 3 a)) (* 3 a)))

prune1.1s

Pruning

12 alts after pruning (11 fresh and 1 done)

Merged error: 6.2b

localize11.0ms

Local error

Found 4 expressions with local error:

22.2b
(sqrt (fma (* a -3) c (* b b)))
1.7b
(+ (- b) (sqrt (fma (* a -3) c (* b b))))
0.3b
(/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) 3)
0.2b
(/ (/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) 3) a)

rewrite44.0ms

Algorithm
rewrite-expression-head
Counts
4 → 70
Calls

4 calls. Slowest were:

20.0ms
(/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) 3)
13.0ms
(/ (/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) 3) a)
8.0ms
(+ (- b) (sqrt (fma (* a -3) c (* b b))))

series277.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

94.0ms
(/ (/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) 3) a)
70.0ms
(+ (- b) (sqrt (fma (* a -3) c (* b b))))
60.0ms
(/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) 3)
53.0ms
(sqrt (fma (* a -3) c (* b b)))

simplify1.2s

Counts
30 → 82
Calls

30 calls. Slowest were:

329.0ms
(- (* (- b) (- b)) (* (sqrt (fma (* a -3) c (* b b))) (sqrt (fma (* a -3) c (* b b)))))
245.0ms
(+ (pow (- b) 3) (pow (sqrt (fma (* a -3) c (* b b))) 3))
75.0ms
(* (exp (- b)) (exp (sqrt (fma (* a -3) c (* b b)))))

prune1.2s

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 6.0b

localize12.0ms

Local error

Found 4 expressions with local error:

22.2b
(sqrt (fma (* a -3) c (* b b)))
1.7b
(+ (- b) (sqrt (fma (* a -3) c (* b b))))
0.3b
(/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) 3)
0.2b
(/ 1 (/ a (/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) 3)))

rewrite35.0ms

Algorithm
rewrite-expression-head
Counts
4 → 73
Calls

4 calls. Slowest were:

23.0ms
(/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) 3)
8.0ms
(+ (- b) (sqrt (fma (* a -3) c (* b b))))
2.0ms
(sqrt (fma (* a -3) c (* b b)))

series276.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

98.0ms
(/ 1 (/ a (/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) 3)))
68.0ms
(+ (- b) (sqrt (fma (* a -3) c (* b b))))
62.0ms
(/ (+ (- b) (sqrt (fma (* a -3) c (* b b)))) 3)
48.0ms
(sqrt (fma (* a -3) c (* b b)))

simplify1.2s

Counts
31 → 85
Calls

31 calls. Slowest were:

282.0ms
(- (* (- b) (- b)) (* (sqrt (fma (* a -3) c (* b b))) (sqrt (fma (* a -3) c (* b b)))))
243.0ms
(+ (pow (- b) 3) (pow (sqrt (fma (* a -3) c (* b b))) 3))
73.0ms
(- (* 3/2 (/ (* a c) b)) (* 2 b))

prune1.2s

Pruning

11 alts after pruning (9 fresh and 2 done)

Merged error: 6.0b

regimes423.0ms

Accuracy

87.2% (3.6b remaining)

Error of 9.4b against oracle of 5.8b and baseline of 33.8b

bsearch384.0ms