Average Error: 43.2 → 0.2
Time: 18.3s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
\[\frac{-c}{\sqrt{(\left(a \cdot -3\right) \cdot c + \left(b \cdot b\right))_*} + b}\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Bits error versus d

Derivation

  1. Initial program 43.2

    \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
  2. Simplified43.2

    \[\leadsto \color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b}{3 \cdot a}}\]
  3. Using strategy rm
  4. Applied flip--43.2

    \[\leadsto \frac{\color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} \cdot \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b \cdot b}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}}}{3 \cdot a}\]
  5. Applied associate-/l/43.2

    \[\leadsto \color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} \cdot \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b \cdot b}{\left(3 \cdot a\right) \cdot \left(\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b\right)}}\]
  6. Simplified0.5

    \[\leadsto \frac{\color{blue}{\left(a \cdot c\right) \cdot -3}}{\left(3 \cdot a\right) \cdot \left(\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b\right)}\]
  7. Using strategy rm
  8. Applied times-frac0.5

    \[\leadsto \color{blue}{\frac{a \cdot c}{3 \cdot a} \cdot \frac{-3}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}}\]
  9. Simplified0.5

    \[\leadsto \color{blue}{\left(\frac{1}{3} \cdot c\right)} \cdot \frac{-3}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}\]
  10. Using strategy rm
  11. Applied pow10.5

    \[\leadsto \left(\frac{1}{3} \cdot c\right) \cdot \color{blue}{{\left(\frac{-3}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}\right)}^{1}}\]
  12. Applied pow10.5

    \[\leadsto \color{blue}{{\left(\frac{1}{3} \cdot c\right)}^{1}} \cdot {\left(\frac{-3}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}\right)}^{1}\]
  13. Applied pow-prod-down0.5

    \[\leadsto \color{blue}{{\left(\left(\frac{1}{3} \cdot c\right) \cdot \frac{-3}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}\right)}^{1}}\]
  14. Simplified0.2

    \[\leadsto {\color{blue}{\left(\frac{-c}{b + \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}}\right)}}^{1}\]
  15. Taylor expanded around -inf 0.2

    \[\leadsto {\left(\frac{-c}{b + \sqrt{\color{blue}{{b}^{2} - 3 \cdot \left(a \cdot c\right)}}}\right)}^{1}\]
  16. Simplified0.2

    \[\leadsto {\left(\frac{-c}{b + \sqrt{\color{blue}{(\left(a \cdot -3\right) \cdot c + \left(b \cdot b\right))_*}}}\right)}^{1}\]
  17. Final simplification0.2

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

Reproduce

herbie shell --seed 2019008 +o rules:numerics
(FPCore (a b c d)
  :name "Cubic critical, medium range"
  :pre (and (< 1.1102230246251565e-16 a 9007199254740992.0) (< 1.1102230246251565e-16 b 9007199254740992.0) (< 1.1102230246251565e-16 c 9007199254740992.0))
  (/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a)))

Details

Time bar (total: 17.5s)Debug log

sample197.0ms

Algorithm
intervals

simplify62.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

62.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))

prune25.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 46.2b

localize21.0ms

Local error

Found 4 expressions with local error:

39.2b
(- (sqrt (fma -3 (* c a) (* b b))) b)
0.3b
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
0.1b
(fma -3 (* c a) (* b b))
0.1b
(sqrt (fma -3 (* c a) (* b b)))

rewrite18.0ms

Algorithm
rewrite-expression-head
Counts
4 → 67
Calls

4 calls. Slowest were:

11.0ms
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
5.0ms
(- (sqrt (fma -3 (* c a) (* b b))) b)
1.0ms
(sqrt (fma -3 (* c a) (* b b)))

series209.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

71.0ms
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
54.0ms
(- (sqrt (fma -3 (* c a) (* b b))) b)
52.0ms
(sqrt (fma -3 (* c a) (* b b)))
32.0ms
(fma -3 (* c a) (* b b))

simplify1.3s

Counts
34 → 79
Calls

34 calls. Slowest were:

669.0ms
(- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b b))
99.0ms
(- (pow (sqrt (fma -3 (* c a) (* b b))) 3) (pow b 3))
86.0ms
(/ (* (* (- (sqrt (fma -3 (* c a) (* b b))) b) (- (sqrt (fma -3 (* c a) (* b b))) b)) (- (sqrt (fma -3 (* c a) (* b b))) b)) (* (* (* 3 a) (* 3 a)) (* 3 a)))

prune761.0ms

Pruning

3 alts after pruning (3 fresh and 0 done)

Merged error: 0.5b

localize14.0ms

Local error

Found 4 expressions with local error:

0.3b
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
0.3b
(* (* a c) -3)
0.3b
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
0.1b
(fma -3 (* c a) (* b b))

rewrite20.0ms

Algorithm
rewrite-expression-head
Counts
4 → 63
Calls

4 calls. Slowest were:

9.0ms
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
8.0ms
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
2.0ms
(* (* a c) -3)

series268.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

123.0ms
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
85.0ms
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
42.0ms
(fma -3 (* c a) (* b b))
18.0ms
(* (* a c) -3)

simplify3.1s

Counts
32 → 75
Calls

32 calls. Slowest were:

632.0ms
(/ (* (* (* (* a c) -3) (* (* a c) -3)) (* (* a c) -3)) (* (* (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))))
611.0ms
(/ (* (* (* (* a c) -3) (* (* a c) -3)) (* (* a c) -3)) (* (* (* (* 3 a) (* 3 a)) (* 3 a)) (* (* (+ (sqrt (fma -3 (* c a) (* b b))) b) (+ (sqrt (fma -3 (* c a) (* b b))) b)) (+ (sqrt (fma -3 (* c a) (* b b))) b))))
581.0ms
(- (log (* (* a c) -3)) (+ (log (* 3 a)) (log (+ (sqrt (fma -3 (* c a) (* b b))) b))))

prune733.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0b

localize10.0ms

Local error

Found 4 expressions with local error:

0.4b
(* 1/3 c)
0.3b
(* (* 1/3 c) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)))
0.1b
(fma -3 (* c a) (* b b))
0.1b
(/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))

rewrite17.0ms

Algorithm
rewrite-expression-head
Counts
4 → 58
Calls

4 calls. Slowest were:

11.0ms
(* (* 1/3 c) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)))
5.0ms
(/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))
0.0ms
(* 1/3 c)

series288.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

130.0ms
(* (* 1/3 c) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)))
113.0ms
(/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))
33.0ms
(fma -3 (* c a) (* b b))
13.0ms
(* 1/3 c)

simplify1.4s

Counts
27 → 70
Calls

27 calls. Slowest were:

576.0ms
(* (* (* (* 1/3 c) (* 1/3 c)) (* 1/3 c)) (* (* (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))))
219.0ms
(+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b)))
188.0ms
(+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b)))

prune796.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0b

localize11.0ms

Local error

Found 4 expressions with local error:

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

rewrite12.0ms

Algorithm
rewrite-expression-head
Counts
4 → 73
Calls

4 calls. Slowest were:

7.0ms
(/ (- c) (+ b (sqrt (fma -3 (* c a) (* b b)))))
2.0ms
(+ b (sqrt (fma -3 (* c a) (* b b))))
2.0ms
(sqrt (fma -3 (* c a) (* b b)))

series294.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

126.0ms
(/ (- c) (+ b (sqrt (fma -3 (* c a) (* b b)))))
69.0ms
(+ b (sqrt (fma -3 (* c a) (* b b))))
62.0ms
(sqrt (fma -3 (* c a) (* b b)))
37.0ms
(fma -3 (* c a) (* b b))

simplify1.5s

Counts
51 → 85
Calls

51 calls. Slowest were:

356.0ms
(/ (* (* (- c) (- c)) (- c)) (* (* (+ b (sqrt (fma -3 (* c a) (* b b)))) (+ b (sqrt (fma -3 (* c a) (* b b))))) (+ b (sqrt (fma -3 (* c a) (* b b))))))
194.0ms
(+ (* b b) (- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b (sqrt (fma -3 (* c a) (* b b))))))
135.0ms
(- (* 2 b) (* 3/2 (/ (* a c) b)))

prune1.1s

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0b

regimes192.0ms

Accuracy

0% (0.1b remaining)

Error of 0.2b against oracle of 0.0b and baseline of 0.2b

bsearch3.0ms

end0.0ms

sample5.1s

Algorithm
intervals