Average Error: 28.6 → 0.3
Time: 17.6s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
\[\frac{-c}{(\left(\sqrt{\sqrt{(-3 \cdot \left(a \cdot c\right) + \left(b \cdot b\right))_*}}\right) \cdot \left(\sqrt{\sqrt{(-3 \cdot \left(a \cdot c\right) + \left(b \cdot b\right))_*}}\right) + b)_*}\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Bits error versus d

Derivation

  1. Initial program 28.6

    \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
  2. Simplified28.6

    \[\leadsto \color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b}{3 \cdot a}}\]
  3. Using strategy rm
  4. Applied flip--28.6

    \[\leadsto \frac{\color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} \cdot \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b \cdot b}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}}}{3 \cdot a}\]
  5. Applied associate-/l/28.6

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

    \[\leadsto \frac{\color{blue}{\left(a \cdot c\right) \cdot -3}}{\left(3 \cdot a\right) \cdot \left(\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b\right)}\]
  7. Using strategy rm
  8. Applied associate-/r*0.5

    \[\leadsto \color{blue}{\frac{\frac{\left(a \cdot c\right) \cdot -3}{3 \cdot a}}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}}\]
  9. Taylor expanded around -inf 0.3

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

    \[\leadsto \frac{\color{blue}{-c}}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}\]
  11. Using strategy rm
  12. Applied add-sqr-sqrt0.3

    \[\leadsto \frac{-c}{\sqrt{\color{blue}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} \cdot \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}}} + b}\]
  13. Applied sqrt-prod0.4

    \[\leadsto \frac{-c}{\color{blue}{\sqrt{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}} \cdot \sqrt{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}}} + b}\]
  14. Applied fma-def0.3

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

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

Reproduce

herbie shell --seed 2019008 +o rules:numerics
(FPCore (a b c d)
  :name "Cubic critical, narrow range"
  :pre (and (< 1.0536712127723509e-08 a 94906265.62425156) (< 1.0536712127723509e-08 b 94906265.62425156) (< 1.0536712127723509e-08 c 94906265.62425156))
  (/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a)))

Details

Time bar (total: 16.2s)Debug log

sample222.0ms

Algorithm
intervals

simplify71.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

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

prune18.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 30.7b

localize40.0ms

Local error

Found 4 expressions with local error:

30.6b
(- (sqrt (fma -3 (* c a) (* b b))) b)
0.4b
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
0.3b
(fma -3 (* c a) (* b b))
0.1b
(sqrt (fma -3 (* c a) (* b b)))

rewrite30.0ms

Algorithm
rewrite-expression-head
Counts
4 → 67
Calls

4 calls. Slowest were:

18.0ms
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
9.0ms
(- (sqrt (fma -3 (* c a) (* b b))) b)
1.0ms
(sqrt (fma -3 (* c a) (* b b)))

series170.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

48.0ms
(- (sqrt (fma -3 (* c a) (* b b))) b)
47.0ms
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
47.0ms
(sqrt (fma -3 (* c a) (* b b)))
28.0ms
(fma -3 (* c a) (* b b))

simplify1.3s

Counts
34 → 79
Calls

34 calls. Slowest were:

655.0ms
(- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b b))
150.0ms
(- (pow (sqrt (fma -3 (* c a) (* b b))) 3) (pow b 3))
89.0ms
(/ (* (* (- (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)))

prune949.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.5b

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

rewrite35.0ms

Algorithm
rewrite-expression-head
Counts
4 → 63
Calls

4 calls. Slowest were:

18.0ms
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
13.0ms
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
2.0ms
(* (* a c) -3)

series273.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

114.0ms
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
96.0ms
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
45.0ms
(fma -3 (* c a) (* b b))
18.0ms
(* (* a c) -3)

simplify3.1s

Counts
32 → 75
Calls

32 calls. Slowest were:

671.0ms
(/ (* (* (* (* 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))))
575.0ms
(/ (* (* (* (* 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))))
530.0ms
(- (log (* (* a c) -3)) (+ (log (* 3 a)) (log (+ (sqrt (fma -3 (* c a) (* b b))) b))))

prune876.0ms

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 0.0b

localize6.0ms

Local error

Found 4 expressions with local error:

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

rewrite12.0ms

Algorithm
rewrite-expression-head
Counts
4 → 56
Calls

4 calls. Slowest were:

5.0ms
(/ (* (* a c) -3) (* 3 a))
4.0ms
(+ (sqrt (fma -3 (* c a) (* b b))) b)
2.0ms
(* (* a c) -3)

series122.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

68.0ms
(+ (sqrt (fma -3 (* c a) (* b b))) b)
31.0ms
(fma -3 (* c a) (* b b))
12.0ms
(* (* a c) -3)
11.0ms
(/ (* (* a c) -3) (* 3 a))

simplify1.0s

Counts
22 → 68
Calls

22 calls. Slowest were:

444.0ms
(- (log (* (* a c) -3)) (log (* 3 a)))
438.0ms
(/ (* (* (* (* a c) -3) (* (* a c) -3)) (* (* a c) -3)) (* (* (* 3 a) (* 3 a)) (* 3 a)))
29.0ms
(- (pow b 2) (* 3 (* a c)))

prune847.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 0.0b

localize11.0ms

Local error

Found 4 expressions with local error:

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

rewrite24.0ms

Algorithm
rewrite-expression-head
Counts
4 → 79
Calls

4 calls. Slowest were:

13.0ms
(/ (- c) (+ (sqrt (fma -3 (* c a) (* b b))) b))
7.0ms
(+ (sqrt (fma -3 (* c a) (* b b))) b)
2.0ms
(sqrt (fma -3 (* c a) (* b b)))

series340.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

164.0ms
(/ (- c) (+ (sqrt (fma -3 (* c a) (* b b))) b))
68.0ms
(sqrt (fma -3 (* c a) (* b b)))
57.0ms
(+ (sqrt (fma -3 (* c a) (* b b))) b)
51.0ms
(fma -3 (* c a) (* b b))

simplify1.2s

Counts
56 → 91
Calls

56 calls. Slowest were:

301.0ms
(/ (* (* (- c) (- c)) (- c)) (* (* (+ (sqrt (fma -3 (* c a) (* b b))) b) (+ (sqrt (fma -3 (* c a) (* b b))) b)) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
182.0ms
(+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b)))
36.0ms
(- (pow b 2) (* 3 (* a c)))

prune907.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0b

regimes202.0ms

Accuracy

0% (0.3b remaining)

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

bsearch3.0ms

end0.0ms

sample4.3s

Algorithm
intervals