Average Error: 28.6 → 0.3
Time: 22.1s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
\[\frac{-c}{\sqrt{(\left(a \cdot -3\right) \cdot c + \left(b \cdot b\right))_*} + b}\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Bits error versus d

Derivation

  1. Initial program 28.6

    \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
  2. Initial simplification28.6

    \[\leadsto \frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b}{3 \cdot a}\]
  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 times-frac0.6

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

    \[\leadsto {\color{blue}{\left(\frac{-c}{b + \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}}\right)}}^{1}\]
  15. Taylor expanded around 0 0.3

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

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

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

Reproduce

herbie shell --seed 2018365 +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: 14.4s)Debug log

start248.0ms

Algorithm
intervals

setup123.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 30.0b

localize22.0ms

Local error

Found 4 expressions with local error:

29.8b
(- (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)))

rewrite35.0ms

Algorithm
rewrite-expression-head
Counts
4 → 67
Calls

4 calls. Slowest were:

27.0ms
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
6.0ms
(- (sqrt (fma -3 (* c a) (* b b))) b)
2.0ms
(sqrt (fma -3 (* c a) (* b b)))

series251.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

82.0ms
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
74.0ms
(- (sqrt (fma -3 (* c a) (* b b))) b)
60.0ms
(sqrt (fma -3 (* c a) (* b b)))
34.0ms
(fma -3 (* c a) (* b b))

simplify1.4s

Counts
34 → 79
Calls

34 calls. Slowest were:

769.0ms
(- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b b))
155.0ms
(- (pow (sqrt (fma -3 (* c a) (* b b))) 3) (pow b 3))
65.0ms
(- (log (- (sqrt (fma -3 (* c a) (* b b))) b)) (log (* 3 a)))

prune1.2s

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0.6b

localize15.0ms

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))

rewrite25.0ms

Algorithm
rewrite-expression-head
Counts
4 → 63
Calls

4 calls. Slowest were:

11.0ms
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
10.0ms
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
3.0ms
(* (* a c) -3)

series312.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

143.0ms
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
122.0ms
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
33.0ms
(fma -3 (* c a) (* b b))
13.0ms
(* (* a c) -3)

simplify3.2s

Counts
32 → 75
Calls

32 calls. Slowest were:

652.0ms
(/ (* (* (* (* 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))))
607.0ms
(/ (* (* (* (* 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))))
581.0ms
(- (log (* (* a c) -3)) (+ (log (* 3 a)) (log (+ (sqrt (fma -3 (* c a) (* b b))) b))))

prune1.3s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 0.0b

localize12.0ms

Local error

Found 4 expressions with local error:

0.3b
(* 1/3 c)
0.3b
(* (* 1/3 c) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)))
0.3b
(fma -3 (* c a) (* b b))
0.2b
(/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))

rewrite14.0ms

Algorithm
rewrite-expression-head
Counts
4 → 58
Calls

4 calls. Slowest were:

10.0ms
(* (* 1/3 c) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)))
3.0ms
(/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))
0.0ms
(* 1/3 c)

series290.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

139.0ms
(* (* 1/3 c) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)))
113.0ms
(/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))
29.0ms
(fma -3 (* c a) (* b b))
9.0ms
(* 1/3 c)

simplify1.5s

Counts
27 → 70
Calls

27 calls. Slowest were:

598.0ms
(* (* (* (* 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))))
258.0ms
(+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b)))
202.0ms
(+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b)))

prune1.1s

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0.0b

localize23.0ms

Local error

Found 4 expressions with local error:

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

rewrite18.0ms

Algorithm
rewrite-expression-head
Counts
4 → 73
Calls

4 calls. Slowest were:

12.0ms
(/ (- 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)))

series291.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

131.0ms
(/ (- c) (+ b (sqrt (fma -3 (* c a) (* b b)))))
58.0ms
(sqrt (fma -3 (* c a) (* b b)))
51.0ms
(+ b (sqrt (fma -3 (* c a) (* b b))))
50.0ms
(fma -3 (* c a) (* b b))

simplify1.5s

Counts
51 → 85
Calls

51 calls. Slowest were:

399.0ms
(/ (* (* (- 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))))))
157.0ms
(- (* 2 b) (* 3/2 (/ (* a c) b)))
154.0ms
(+ (* b b) (- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b (sqrt (fma -3 (* c a) (* b b))))))

prune1.3s

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0b

regimes259.0ms

Accuracy

0% (0.3b remaining)

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

bsearch3.0ms