Average Error: 33.8 → 10.7
Time: 22.1s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
\[\begin{array}{l} \mathbf{if}\;b \le -2.5438861252780057 \cdot 10^{+126}:\\ \;\;\;\;\frac{1}{2} \cdot \frac{c}{b} - \frac{b}{a} \cdot \frac{2}{3}\\ \mathbf{elif}\;b \le 1.3220773657163974 \cdot 10^{-41}:\\ \;\;\;\;\frac{1}{3} \cdot \frac{\sqrt{\left(-3 \cdot a\right) \cdot c + b \cdot b} - b}{a}\\ \mathbf{else}:\\ \;\;\;\;\frac{-1}{2} \cdot \frac{c}{b}\\ \end{array}\]

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 < -2.5438861252780057e+126

    1. Initial program 52.8

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Taylor expanded around -inf 3.7

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

    if -2.5438861252780057e+126 < b < 1.3220773657163974e-41

    1. Initial program 14.1

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Using strategy rm
    3. Applied *-un-lft-identity14.1

      \[\leadsto \frac{\left(-b\right) + \color{blue}{1 \cdot \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}}{3 \cdot a}\]
    4. Applied *-un-lft-identity14.1

      \[\leadsto \frac{\color{blue}{1 \cdot \left(-b\right)} + 1 \cdot \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    5. Applied distribute-lft-out14.1

      \[\leadsto \frac{\color{blue}{1 \cdot \left(\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}\right)}}{3 \cdot a}\]
    6. Applied times-frac14.2

      \[\leadsto \color{blue}{\frac{1}{3} \cdot \frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{a}}\]
    7. Simplified14.2

      \[\leadsto \color{blue}{\frac{1}{3}} \cdot \frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{a}\]
    8. Simplified14.2

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

    if 1.3220773657163974e-41 < b

    1. Initial program 53.4

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Taylor expanded around inf 8.3

      \[\leadsto \color{blue}{\frac{-1}{2} \cdot \frac{c}{b}}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification10.7

    \[\leadsto \begin{array}{l} \mathbf{if}\;b \le -2.5438861252780057 \cdot 10^{+126}:\\ \;\;\;\;\frac{1}{2} \cdot \frac{c}{b} - \frac{b}{a} \cdot \frac{2}{3}\\ \mathbf{elif}\;b \le 1.3220773657163974 \cdot 10^{-41}:\\ \;\;\;\;\frac{1}{3} \cdot \frac{\sqrt{\left(-3 \cdot a\right) \cdot c + b \cdot b} - b}{a}\\ \mathbf{else}:\\ \;\;\;\;\frac{-1}{2} \cdot \frac{c}{b}\\ \end{array}\]

Reproduce

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

Details

Time bar (total: 14.7s)Debug log

start176.0ms

Algorithm
intervals

setup106.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 31.8b

localize40.0ms

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))

rewrite390.0ms

Algorithm
rewrite-expression-head
Counts
4 → 63
Calls

4 calls. Slowest were:

371.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))
10.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
4.0ms
(- (* b b) (* (* 3 a) c))

series260.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

86.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))
71.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
55.0ms
(sqrt (- (* b b) (* (* 3 a) c)))
47.0ms
(- (* b b) (* (* 3 a) c))

simplify2.7s

Counts
36 → 75
Calls

36 calls. Slowest were:

498.0ms
(sqrt (- (pow (* b b) 3) (pow (* (* 3 a) c) 3)))
340.0ms
(+ (pow (- b) 3) (pow (sqrt (- (* b b) (* (* 3 a) c))) 3))
270.0ms
(- (* (- b) (- b)) (* (sqrt (- (* b b) (* (* 3 a) c))) (sqrt (- (* b b) (* (* 3 a) c)))))

prune936.0ms

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 6.2b

localize31.0ms

Local error

Found 4 expressions with local error:

22.2b
(sqrt (+ (* c (* a -3)) (* b b)))
1.7b
(- (sqrt (+ (* c (* a -3)) (* b b))) b)
0.8b
(+ (* c (* a -3)) (* b b))
0.4b
(/ (- (sqrt (+ (* c (* a -3)) (* b b))) b) a)

rewrite55.0ms

Algorithm
rewrite-expression-head
Counts
4 → 52
Calls

4 calls. Slowest were:

21.0ms
(/ (- (sqrt (+ (* c (* a -3)) (* b b))) b) a)
20.0ms
(- (sqrt (+ (* c (* a -3)) (* b b))) b)
8.0ms
(+ (* c (* a -3)) (* b b))

series219.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

74.0ms
(- (sqrt (+ (* c (* a -3)) (* b b))) b)
58.0ms
(sqrt (+ (* c (* a -3)) (* b b)))
57.0ms
(/ (- (sqrt (+ (* c (* a -3)) (* b b))) b) a)
29.0ms
(+ (* c (* a -3)) (* b b))

simplify1.3s

Counts
24 → 64
Calls

24 calls. Slowest were:

664.0ms
(- (* (sqrt (+ (* c (* a -3)) (* b b))) (sqrt (+ (* c (* a -3)) (* b b)))) (* b b))
208.0ms
(sqrt (- (* (* c (* a -3)) (* c (* a -3))) (* (* b b) (* b b))))
205.0ms
(sqrt (+ (pow (* c (* a -3)) 3) (pow (* b b) 3)))

prune863.0ms

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 6.1b

localize45.0ms

Local error

Found 4 expressions with local error:

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

rewrite23.0ms

Algorithm
rewrite-expression-head
Counts
4 → 50
Calls

4 calls. Slowest were:

10.0ms
(- (sqrt (+ (* b b) (* -3 (* c a)))) b)
10.0ms
(- (sqrt (+ (* b b) (* -3 (* c a)))) b)
2.0ms
(sqrt (+ (* b b) (* -3 (* c a))))

series257.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

67.0ms
(- (sqrt (+ (* b b) (* -3 (* c a)))) b)
67.0ms
(sqrt (+ (* b b) (* -3 (* c a))))
65.0ms
(sqrt (+ (* b b) (* -3 (* c a))))
58.0ms
(- (sqrt (+ (* b b) (* -3 (* c a)))) b)

simplify1.4s

Counts
24 → 62
Calls

24 calls. Slowest were:

230.0ms
(sqrt (+ (pow (* b b) 3) (pow (* -3 (* c a)) 3)))
194.0ms
(sqrt (+ (pow (* b b) 3) (pow (* -3 (* c a)) 3)))
142.0ms
(- b (* 3/2 (/ (* a c) b)))

prune1.2s

Pruning

11 alts after pruning (9 fresh and 2 done)

Merged error: 6.1b

localize17.0ms

Local error

Found 4 expressions with local error:

23.0b
(cbrt (- (* b b) (* (* 3 a) c)))
23.0b
(cbrt (- (* b b) (* (* 3 a) c)))
8.7b
(+ (- b) (* (fabs (cbrt (- (* b b) (* (* 3 a) c)))) (sqrt (cbrt (- (* b b) (* (* 3 a) c))))))
0.8b
(- (* b b) (* (* 3 a) c))

rewrite18.0ms

Algorithm
rewrite-expression-head
Counts
4 → 50
Calls

4 calls. Slowest were:

8.0ms
(+ (- b) (* (fabs (cbrt (- (* b b) (* (* 3 a) c)))) (sqrt (cbrt (- (* b b) (* (* 3 a) c))))))
4.0ms
(- (* b b) (* (* 3 a) c))
3.0ms
(cbrt (- (* b b) (* (* 3 a) c)))

series329.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

119.0ms
(cbrt (- (* b b) (* (* 3 a) c)))
103.0ms
(cbrt (- (* b b) (* (* 3 a) c)))
66.0ms
(+ (- b) (* (fabs (cbrt (- (* b b) (* (* 3 a) c)))) (sqrt (cbrt (- (* b b) (* (* 3 a) c))))))
40.0ms
(- (* b b) (* (* 3 a) c))

simplify2.4s

Counts
24 → 62
Calls

24 calls. Slowest were:

385.0ms
(cbrt (- (pow (* b b) 3) (pow (* (* 3 a) c) 3)))
385.0ms
(cbrt (- (pow (* b b) 3) (pow (* (* 3 a) c) 3)))
303.0ms
(- (exp (* 1/3 (+ (log -3) (+ (log a) (log c))))) (* 1/9 (* (exp (* 1/3 (- (log -3) (+ (* 2 (log a)) (* 2 (log c)))))) (pow b 2))))

prune1.1s

Pruning

11 alts after pruning (8 fresh and 3 done)

Merged error: 6.1b

regimes610.0ms

Accuracy

82.6% (4.9b remaining)

Error of 10.7b against oracle of 5.8b and baseline of 33.9b

bsearch204.0ms