Average Error: 33.7 → 14.6
Time: 18.3s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
\[\begin{array}{l} \mathbf{if}\;b \le -1.127123378506132 \cdot 10^{+57}:\\ \;\;\;\;\frac{\left|(\left(\frac{c}{b} \cdot a\right) \cdot \frac{-3}{2} + b)_*\right| + \left(-b\right)}{3 \cdot a}\\ \mathbf{elif}\;b \le 2.0611675014481223:\\ \;\;\;\;\frac{\left(-b\right) + \left|\sqrt{b \cdot b - \left(c \cdot 3\right) \cdot a}\right|}{3 \cdot a}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{a \cdot c}{b} \cdot \frac{-3}{2}}{3 \cdot a}\\ \end{array}\]

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 < -1.127123378506132e+57

    1. Initial program 38.3

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Using strategy rm
    3. Applied add-cube-cbrt38.3

      \[\leadsto \frac{\left(-b\right) + \sqrt{b \cdot b - \color{blue}{\left(\sqrt[3]{\left(3 \cdot a\right) \cdot c} \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}\right) \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}}}}{3 \cdot a}\]
    4. Using strategy rm
    5. Applied add-sqr-sqrt38.3

      \[\leadsto \frac{\left(-b\right) + \sqrt{\color{blue}{\sqrt{b \cdot b - \left(\sqrt[3]{\left(3 \cdot a\right) \cdot c} \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}\right) \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}} \cdot \sqrt{b \cdot b - \left(\sqrt[3]{\left(3 \cdot a\right) \cdot c} \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}\right) \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}}}}}{3 \cdot a}\]
    6. Applied rem-sqrt-square38.3

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

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

      \[\leadsto \frac{\left(-b\right) + \left|\color{blue}{b - \frac{3}{2} \cdot \frac{a \cdot c}{b}}\right|}{3 \cdot a}\]
    9. Simplified5.5

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

    if -1.127123378506132e+57 < b < 2.0611675014481223

    1. Initial program 17.0

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Using strategy rm
    3. Applied add-cube-cbrt17.3

      \[\leadsto \frac{\left(-b\right) + \sqrt{b \cdot b - \color{blue}{\left(\sqrt[3]{\left(3 \cdot a\right) \cdot c} \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}\right) \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}}}}{3 \cdot a}\]
    4. Using strategy rm
    5. Applied add-sqr-sqrt17.3

      \[\leadsto \frac{\left(-b\right) + \sqrt{\color{blue}{\sqrt{b \cdot b - \left(\sqrt[3]{\left(3 \cdot a\right) \cdot c} \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}\right) \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}} \cdot \sqrt{b \cdot b - \left(\sqrt[3]{\left(3 \cdot a\right) \cdot c} \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}\right) \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}}}}}{3 \cdot a}\]
    6. Applied rem-sqrt-square17.3

      \[\leadsto \frac{\left(-b\right) + \color{blue}{\left|\sqrt{b \cdot b - \left(\sqrt[3]{\left(3 \cdot a\right) \cdot c} \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}\right) \cdot \sqrt[3]{\left(3 \cdot a\right) \cdot c}}\right|}}{3 \cdot a}\]
    7. Simplified17.1

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

    if 2.0611675014481223 < b

    1. Initial program 54.8

      \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
    2. Using strategy rm
    3. Applied associate-*l*54.8

      \[\leadsto \frac{\left(-b\right) + \sqrt{b \cdot b - \color{blue}{3 \cdot \left(a \cdot c\right)}}}{3 \cdot a}\]
    4. Taylor expanded around inf 16.6

      \[\leadsto \frac{\color{blue}{\frac{-3}{2} \cdot \frac{a \cdot c}{b}}}{3 \cdot a}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification14.6

    \[\leadsto \begin{array}{l} \mathbf{if}\;b \le -1.127123378506132 \cdot 10^{+57}:\\ \;\;\;\;\frac{\left|(\left(\frac{c}{b} \cdot a\right) \cdot \frac{-3}{2} + b)_*\right| + \left(-b\right)}{3 \cdot a}\\ \mathbf{elif}\;b \le 2.0611675014481223:\\ \;\;\;\;\frac{\left(-b\right) + \left|\sqrt{b \cdot b - \left(c \cdot 3\right) \cdot a}\right|}{3 \cdot a}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{a \cdot c}{b} \cdot \frac{-3}{2}}{3 \cdot a}\\ \end{array}\]

Reproduce

herbie shell --seed 2019007 +o rules:numerics
(FPCore (a b c d)
  :name "Cubic critical"
  (/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a)))

Details

Time bar (total: 16.9s)Debug log

sample120.0ms

Algorithm
intervals

simplify110.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

108.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))

prune14.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 35.3b

localize42.0ms

Local error

Found 4 expressions with local error:

25.7b
(sqrt (- (* b b) (* (* 3 a) c)))
1.5b
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
0.8b
(- (* b b) (* (* 3 a) c))
0.2b
(* (* 3 a) c)

rewrite23.0ms

Algorithm
rewrite-expression-head
Counts
4 → 62
Calls

4 calls. Slowest were:

11.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
6.0ms
(sqrt (- (* b b) (* (* 3 a) c)))
2.0ms
(- (* b b) (* (* 3 a) c))

series171.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

75.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
55.0ms
(sqrt (- (* b b) (* (* 3 a) c)))
30.0ms
(- (* b b) (* (* 3 a) c))
11.0ms
(* (* 3 a) c)

simplify1.4s

Counts
25 → 74
Calls

25 calls. Slowest were:

356.0ms
(sqrt (- (pow (* b b) 3) (pow (* (* 3 a) c) 3)))
181.0ms
(sqrt (- (* (* b b) (* b b)) (* (* (* 3 a) c) (* (* 3 a) c))))
113.0ms
(/ (exp (* b b)) (exp (* (* 3 a) c)))

prune933.0ms

Pruning

13 alts after pruning (13 fresh and 0 done)

Merged error: 11.4b

localize32.0ms

Local error

Found 4 expressions with local error:

25.7b
(sqrt (- (* b b) (* 3 (* a c))))
1.5b
(+ (- b) (sqrt (- (* b b) (* 3 (* a c)))))
0.8b
(- (* b b) (* 3 (* a c)))
0.2b
(* 3 (* a c))

rewrite25.0ms

Algorithm
rewrite-expression-head
Counts
4 → 62
Calls

4 calls. Slowest were:

12.0ms
(+ (- b) (sqrt (- (* b b) (* 3 (* a c)))))
6.0ms
(sqrt (- (* b b) (* 3 (* a c))))
4.0ms
(- (* b b) (* 3 (* a c)))

series172.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

62.0ms
(+ (- b) (sqrt (- (* b b) (* 3 (* a c)))))
49.0ms
(sqrt (- (* b b) (* 3 (* a c))))
43.0ms
(- (* b b) (* 3 (* a c)))
18.0ms
(* 3 (* a c))

simplify1.3s

Counts
25 → 74
Calls

25 calls. Slowest were:

258.0ms
(sqrt (- (pow (* b b) 3) (pow (* 3 (* a c)) 3)))
205.0ms
(sqrt (- (* (* b b) (* b b)) (* (* 3 (* a c)) (* 3 (* a c)))))
116.0ms
(- b (* 3/2 (/ (* a c) b)))

prune945.0ms

Pruning

13 alts after pruning (12 fresh and 1 done)

Merged error: 11.4b

localize25.0ms

Local error

Found 4 expressions with local error:

25.7b
(sqrt (- (* b b) (* (* (cbrt (* (* 3 a) c)) (cbrt (* (* 3 a) c))) (cbrt (* (* 3 a) c)))))
13.1b
(cbrt (* (* 3 a) c))
13.1b
(cbrt (* (* 3 a) c))
13.1b
(cbrt (* (* 3 a) c))

rewrite15.0ms

Algorithm
rewrite-expression-head
Counts
4 → 49
Calls

4 calls. Slowest were:

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

series468.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

129.0ms
(cbrt (* (* 3 a) c))
127.0ms
(sqrt (- (* b b) (* (* (cbrt (* (* 3 a) c)) (cbrt (* (* 3 a) c))) (cbrt (* (* 3 a) c)))))
116.0ms
(cbrt (* (* 3 a) c))
96.0ms
(cbrt (* (* 3 a) c))

simplify2.0s

Counts
21 → 61
Calls

21 calls. Slowest were:

413.0ms
(sqrt (- (pow (* b b) 3) (pow (* (* (cbrt (* (* 3 a) c)) (cbrt (* (* 3 a) c))) (cbrt (* (* 3 a) c))) 3)))
311.0ms
(sqrt (- (* (* b b) (* b b)) (* (* (* (cbrt (* (* 3 a) c)) (cbrt (* (* 3 a) c))) (cbrt (* (* 3 a) c))) (* (* (cbrt (* (* 3 a) c)) (cbrt (* (* 3 a) c))) (cbrt (* (* 3 a) c))))))
186.0ms
(* (exp (* -1/3 (+ (log (/ 1 a)) (log (/ 1 c))))) (cbrt 3))

prune927.0ms

Pruning

12 alts after pruning (10 fresh and 2 done)

Merged error: 11.4b

localize21.0ms

Local error

Found 4 expressions with local error:

25.7b
(sqrt (- (* b b) (* a (* 3 c))))
1.5b
(+ (- b) (fabs (sqrt (- (* b b) (* a (* 3 c))))))
0.8b
(- (* b b) (* a (* 3 c)))
0.2b
(* a (* 3 c))

rewrite11.0ms

Algorithm
rewrite-expression-head
Counts
4 → 62
Calls

4 calls. Slowest were:

4.0ms
(+ (- b) (fabs (sqrt (- (* b b) (* a (* 3 c))))))
4.0ms
(sqrt (- (* b b) (* a (* 3 c))))
2.0ms
(- (* b b) (* a (* 3 c)))

series110.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

44.0ms
(sqrt (- (* b b) (* a (* 3 c))))
42.0ms
(- (* b b) (* a (* 3 c)))
14.0ms
(* a (* 3 c))
10.0ms
(+ (- b) (fabs (sqrt (- (* b b) (* a (* 3 c))))))

simplify1.3s

Counts
25 → 74
Calls

25 calls. Slowest were:

299.0ms
(sqrt (- (pow (* b b) 3) (pow (* a (* 3 c)) 3)))
171.0ms
(sqrt (- (* (* b b) (* b b)) (* (* a (* 3 c)) (* a (* 3 c)))))
127.0ms
(- b (* 3/2 (/ (* a c) b)))

prune982.0ms

Pruning

12 alts after pruning (9 fresh and 3 done)

Merged error: 10.6b

regimes680.0ms

Accuracy

83.8% (3.7b remaining)

Error of 14.6b against oracle of 10.9b and baseline of 33.7b

bsearch309.0ms

end0.0ms

sample4.6s

Algorithm
intervals