Average Error: 28.4 → 0.5
Time: 18.6s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
\[\frac{-c}{b + \sqrt{\left(\sqrt[3]{(-3 \cdot \left(a \cdot c\right) + \left(b \cdot b\right))_*} \cdot \sqrt[3]{(-3 \cdot \left(a \cdot c\right) + \left(b \cdot b\right))_*}\right) \cdot \sqrt[3]{(-3 \cdot \left(a \cdot c\right) + \left(b \cdot b\right))_*}}}\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Bits error versus d

Derivation

  1. Initial program 28.4

    \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}\]
  2. Simplified28.4

    \[\leadsto \color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b}{3 \cdot a}}\]
  3. Using strategy rm
  4. Applied flip--28.4

    \[\leadsto \frac{\color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} \cdot \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b \cdot b}{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b}}}{3 \cdot a}\]
  5. Applied associate-/l/28.4

    \[\leadsto \color{blue}{\frac{\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} \cdot \sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} - b \cdot b}{\left(3 \cdot a\right) \cdot \left(\sqrt{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} + b\right)}}\]
  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. Using strategy rm
  16. Applied add-cube-cbrt0.5

    \[\leadsto {\left(\frac{-c}{b + \sqrt{\color{blue}{\left(\sqrt[3]{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*} \cdot \sqrt[3]{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}\right) \cdot \sqrt[3]{(-3 \cdot \left(c \cdot a\right) + \left(b \cdot b\right))_*}}}}\right)}^{1}\]
  17. Final simplification0.5

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

Reproduce

herbie shell --seed 2019004 +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: 17.4s)Debug log

sample202.0ms

Algorithm
intervals

simplify57.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

57.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))

prune27.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 27.4b

localize47.0ms

Local error

Found 4 expressions with local error:

27.3b
(- (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)))

rewrite34.0ms

Algorithm
rewrite-expression-head
Counts
4 → 67
Calls

4 calls. Slowest were:

21.0ms
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
10.0ms
(- (sqrt (fma -3 (* c a) (* b b))) b)
1.0ms
(sqrt (fma -3 (* c a) (* b b)))

series262.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

91.0ms
(/ (- (sqrt (fma -3 (* c a) (* b b))) b) (* 3 a))
76.0ms
(- (sqrt (fma -3 (* c a) (* b b))) b)
55.0ms
(sqrt (fma -3 (* c a) (* b b)))
41.0ms
(fma -3 (* c a) (* b b))

simplify1.3s

Counts
34 → 79
Calls

34 calls. Slowest were:

711.0ms
(- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b b))
90.0ms
(- (pow (sqrt (fma -3 (* c a) (* b b))) 3) (pow b 3))
67.0ms
(/ (* (* (- (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)))

prune794.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.6b

localize26.0ms

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))
0.3b
(* (* a c) -3)
0.3b
(fma -3 (* c a) (* b b))

rewrite44.0ms

Algorithm
rewrite-expression-head
Counts
4 → 63
Calls

4 calls. Slowest were:

22.0ms
(/ (* (* 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))
4.0ms
(* (* a c) -3)

series269.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

108.0ms
(/ (* (* a c) -3) (* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b)))
105.0ms
(* (* 3 a) (+ (sqrt (fma -3 (* c a) (* b b))) b))
43.0ms
(fma -3 (* c a) (* b b))
12.0ms
(* (* a c) -3)

simplify3.1s

Counts
32 → 75
Calls

32 calls. Slowest were:

665.0ms
(- (log (* (* a c) -3)) (+ (log (* 3 a)) (log (+ (sqrt (fma -3 (* c a) (* b b))) b))))
536.0ms
(/ (* (* (* (* 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))))
534.0ms
(/ (* (* (* (* 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))))

prune974.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 0.0b

localize17.0ms

Local error

Found 4 expressions with local error:

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

8.0ms
(* (* 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)

series342.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

157.0ms
(* (* 1/3 c) (/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b)))
127.0ms
(/ -3 (+ (sqrt (fma -3 (* c a) (* b b))) b))
46.0ms
(fma -3 (* c a) (* b b))
11.0ms
(* 1/3 c)

simplify1.6s

Counts
27 → 70
Calls

27 calls. Slowest were:

585.0ms
(* (* (* (* 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))))
284.0ms
(+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b)))
208.0ms
(+ (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (- (* b b) (* (sqrt (fma -3 (* c a) (* b b))) b)))

prune915.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 0b

localize20.0ms

Local error

Found 4 expressions with local error:

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

rewrite13.0ms

Algorithm
rewrite-expression-head
Counts
4 → 73
Calls

4 calls. Slowest were:

8.0ms
(/ (- c) (+ b (sqrt (fma -3 (* c a) (* b b)))))
2.0ms
(+ b (sqrt (fma -3 (* c a) (* b b))))
1.0ms
(sqrt (fma -3 (* c a) (* b b)))

series301.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

137.0ms
(/ (- c) (+ b (sqrt (fma -3 (* c a) (* b b)))))
62.0ms
(+ b (sqrt (fma -3 (* c a) (* b b))))
55.0ms
(fma -3 (* c a) (* b b))
47.0ms
(sqrt (fma -3 (* c a) (* b b)))

simplify1.4s

Counts
51 → 85
Calls

51 calls. Slowest were:

376.0ms
(/ (* (* (- 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))))))
129.0ms
(+ (* b b) (- (* (sqrt (fma -3 (* c a) (* b b))) (sqrt (fma -3 (* c a) (* b b)))) (* b (sqrt (fma -3 (* c a) (* b b))))))
106.0ms
(- (* 2 b) (* 3/2 (/ (* a c) b)))

prune965.0ms

Pruning

8 alts after pruning (7 fresh and 1 done)

Merged error: 0b

regimes323.0ms

Accuracy

0% (0.5b remaining)

Error of 0.5b against oracle of 0.0b and baseline of 0.5b

bsearch5.0ms

end0.0ms

sample4.3s

Algorithm
intervals