Average Error: 52.7 → 0.3
Time: 19.6s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
\[\frac{-1}{b + \sqrt{(-3 \cdot \left(a \cdot c\right) + \left(b \cdot b\right))_*}} \cdot c\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Bits error versus d

Derivation

  1. Initial program 52.7

    \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
  2. Simplified52.7

    \[\leadsto \color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b}{3 \cdot a}}\]
  3. Using strategy rm
  4. Applied flip--52.7

    \[\leadsto \frac{\color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} \cdot \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b \cdot b}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}}}{3 \cdot a}\]
  5. Applied associate-/l/52.7

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

    \[\leadsto {\color{blue}{\left(\frac{-c}{b + \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}}\right)}}^{1}\]
  15. Using strategy rm
  16. Applied div-inv0.3

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

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

Reproduce

herbie shell --seed 2019004 +o rules:numerics
(FPCore (a b c d)
  :name "Cubic critical, wide range"
  :pre (and (< 4.930380657631324e-32 a 2.028240960365167e+31) (< 4.930380657631324e-32 b 2.028240960365167e+31) (< 4.930380657631324e-32 c 2.028240960365167e+31))
  (/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a)))

Details

Time bar (total: 18.6s)Debug log

sample163.0ms

Algorithm
intervals

simplify48.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

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

prune13.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 50.9b

localize23.0ms

Local error

Found 4 expressions with local error:

26.7b
(- (sqrt (fma -3 (* c a) (* b b))) b)
0.2b
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
0.1b
(fma -3 (* c a) (* b b))
0.0b
(sqrt (fma -3 (* c a) (* b b)))

rewrite29.0ms

Algorithm
rewrite-expression-head
Counts
4 → 67
Calls

4 calls. Slowest were:

20.0ms
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
6.0ms
(- (sqrt (fma -3 (* c a) (* b b))) b)
1.0ms
(sqrt (fma -3 (* c a) (* b b)))

series243.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

82.0ms
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
65.0ms
(sqrt (fma -3 (* c a) (* b b)))
49.0ms
(- (sqrt (fma -3 (* c a) (* b b))) b)
47.0ms
(fma -3 (* c a) (* b b))

simplify1.2s

Counts
34 → 79
Calls

34 calls. Slowest were:

650.0ms
(- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b b))
140.0ms
(- (pow (sqrt (fma -3 (* c a) (* b b))) 3) (pow b 3))
58.0ms
(/ (* (* (- (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)))

prune812.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.6b

localize25.0ms

Local error

Found 4 expressions with local error:

0.4b
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
0.3b
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
0.2b
(* (* a c) -3)
0.1b
(+ (sqrt (fma -3 (* c a) (* b b))) b)

rewrite47.0ms

Algorithm
rewrite-expression-head
Counts
4 → 71
Calls

4 calls. Slowest were:

18.0ms
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
16.0ms
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
7.0ms
(+ (sqrt (fma -3 (* c a) (* b b))) b)

series284.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

120.0ms
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
104.0ms
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
46.0ms
(+ (sqrt (fma -3 (* c a) (* b b))) b)
13.0ms
(* (* a c) -3)

simplify3.3s

Counts
37 → 83
Calls

37 calls. Slowest were:

636.0ms
(/ (* (* (* (* 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))))
605.0ms
(/ (* (* (* (* 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))))
594.0ms
(- (log (* (* a c) -3)) (+ (log (* 3 a)) (log (+ (sqrt (fma -3 (* c a) (* b b))) b))))

prune1.0s

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.0b

localize10.0ms

Local error

Found 4 expressions with local error:

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

rewrite11.0ms

Algorithm
rewrite-expression-head
Counts
4 → 66
Calls

4 calls. Slowest were:

4.0ms
(* (* 1/3 c) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)))
4.0ms
(+ (sqrt (fma -3 (* c a) (* b b))) b)
2.0ms
(/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))

series351.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

150.0ms
(* (* 1/3 c) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)))
140.0ms
(/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))
52.0ms
(+ (sqrt (fma -3 (* c a) (* b b))) b)
9.0ms
(* 1/3 c)

simplify1.4s

Counts
32 → 78
Calls

32 calls. Slowest were:

535.0ms
(* (* (* (* 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))))
236.0ms
(+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b)))
229.0ms
(+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b)))

prune902.0ms

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 0.0b

localize17.0ms

Local error

Found 4 expressions with local error:

0.1b
(+ b (sqrt (fma -3 (* c a) (* b b))))
0.1b
(/ (- c) (+ b (sqrt (fma -3 (* c a) (* b b)))))
0.1b
(fma -3 (* c a) (* b b))
0.0b
(sqrt (fma -3 (* c a) (* b b)))

rewrite7.0ms

Algorithm
rewrite-expression-head
Counts
4 → 73
Calls

4 calls. Slowest were:

4.0ms
(/ (- c) (+ b (sqrt (fma -3 (* c a) (* b b)))))
1.0ms
(+ b (sqrt (fma -3 (* c a) (* b b))))
1.0ms
(sqrt (fma -3 (* c a) (* b b)))

series264.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

127.0ms
(/ (- c) (+ b (sqrt (fma -3 (* c a) (* b b)))))
62.0ms
(+ b (sqrt (fma -3 (* c a) (* b b))))
39.0ms
(sqrt (fma -3 (* c a) (* b b)))
36.0ms
(fma -3 (* c a) (* b b))

simplify1.7s

Counts
51 → 85
Calls

51 calls. Slowest were:

734.0ms
(/ (* (* (- 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))))))
167.0ms
(- (* 2 b) (* 3/2 (/ (* a c) b)))
133.0ms
(+ (* b b) (- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b (sqrt (fma -3 (* c a) (* b b))))))

prune1.1s

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0b

regimes247.0ms

Accuracy

0% (0.3b remaining)

Error of 0.3b against oracle of 0.0b and baseline of 0.3b

bsearch8.0ms

end0.0ms

sample5.4s

Algorithm
intervals