Average Error: 28.1 → 0.4
Time: 25.2s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}\]
\[\frac{1}{\frac{b + \sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*}}{c}} \cdot -2\]

Error

Bits error versus a

Bits error versus b

Bits error versus c

Derivation

  1. Initial program 28.1

    \[\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}\]
  2. Initial simplification28.0

    \[\leadsto \frac{\sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*} - b}{2 \cdot a}\]
  3. Using strategy rm
  4. Applied flip--28.1

    \[\leadsto \frac{\color{blue}{\frac{\sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*} \cdot \sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*} - b \cdot b}{\sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*} + b}}}{2 \cdot a}\]
  5. Applied associate-/l/28.1

    \[\leadsto \color{blue}{\frac{\sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*} \cdot \sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*} - b \cdot b}{\left(2 \cdot a\right) \cdot \left(\sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*} + b\right)}}\]
  6. Simplified0.5

    \[\leadsto \frac{\color{blue}{\left(a \cdot -4\right) \cdot c}}{\left(2 \cdot a\right) \cdot \left(\sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*} + b\right)}\]
  7. Using strategy rm
  8. Applied times-frac0.3

    \[\leadsto \color{blue}{\frac{a \cdot -4}{2 \cdot a} \cdot \frac{c}{\sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*} + b}}\]
  9. Simplified0.3

    \[\leadsto \color{blue}{-2} \cdot \frac{c}{\sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*} + b}\]
  10. Using strategy rm
  11. Applied clear-num0.4

    \[\leadsto -2 \cdot \color{blue}{\frac{1}{\frac{\sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*} + b}{c}}}\]
  12. Final simplification0.4

    \[\leadsto \frac{1}{\frac{b + \sqrt{(\left(a \cdot -4\right) \cdot c + \left(b \cdot b\right))_*}}{c}} \cdot -2\]

Reproduce

herbie shell --seed 2018362 +o rules:numerics
(FPCore (a b c)
  :name "Quadratic roots, 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) (* (* 4 a) c)))) (* 2 a)))

Details

Time bar (total: 17.5s)Debug log

start211.0ms

Algorithm
intervals

setup68.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 27.2b

localize21.0ms

Local error

Found 4 expressions with local error:

27.0b
(- (sqrt (fma (* a -4) c (* b b))) b)
0.3b
(fma (* a -4) c (* b b))
0.2b
(/ (- (sqrt (fma (* a -4) c (* b b))) b) (* 2 a))
0.1b
(sqrt (fma (* a -4) c (* b b)))

rewrite21.0ms

Algorithm
rewrite-expression-head
Counts
4 → 67
Calls

4 calls. Slowest were:

15.0ms
(/ (- (sqrt (fma (* a -4) c (* b b))) b) (* 2 a))
5.0ms
(- (sqrt (fma (* a -4) c (* b b))) b)
1.0ms
(sqrt (fma (* a -4) c (* b b)))

series269.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

115.0ms
(/ (- (sqrt (fma (* a -4) c (* b b))) b) (* 2 a))
69.0ms
(sqrt (fma (* a -4) c (* b b)))
48.0ms
(- (sqrt (fma (* a -4) c (* b b))) b)
37.0ms
(fma (* a -4) c (* b b))

simplify1.5s

Counts
34 → 79
Calls

34 calls. Slowest were:

784.0ms
(- (* (sqrt (fma (* a -4) c (* b b))) (sqrt (fma (* a -4) c (* b b)))) (* b b))
110.0ms
(/ (* (* (- (sqrt (fma (* a -4) c (* b b))) b) (- (sqrt (fma (* a -4) c (* b b))) b)) (- (sqrt (fma (* a -4) c (* b b))) b)) (* (* (* 2 a) (* 2 a)) (* 2 a)))
98.0ms
(- (pow (sqrt (fma (* a -4) c (* b b))) 3) (pow b 3))

prune984.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.5b

localize11.0ms

Local error

Found 4 expressions with local error:

0.4b
(/ (* (* a -4) c) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b)))
0.3b
(fma (* a -4) c (* b b))
0.3b
(* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b))
0.2b
(+ (sqrt (fma (* a -4) c (* b b))) b)

rewrite24.0ms

Algorithm
rewrite-expression-head
Counts
4 → 70
Calls

4 calls. Slowest were:

10.0ms
(* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b))
9.0ms
(/ (* (* a -4) c) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b)))
4.0ms
(+ (sqrt (fma (* a -4) c (* b b))) b)

series248.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

91.0ms
(/ (* (* a -4) c) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b)))
76.0ms
(* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b))
52.0ms
(+ (sqrt (fma (* a -4) c (* b b))) b)
29.0ms
(fma (* a -4) c (* b b))

simplify3.3s

Counts
37 → 82
Calls

37 calls. Slowest were:

614.0ms
(/ (* (* (* (* a -4) c) (* (* a -4) c)) (* (* a -4) c)) (* (* (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b)) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b))) (* (* 2 a) (+ (sqrt (fma (* a -4) c (* b b))) b))))
587.0ms
(/ (* (* (* (* a -4) c) (* (* a -4) c)) (* (* a -4) c)) (* (* (* (* 2 a) (* 2 a)) (* 2 a)) (* (* (+ (sqrt (fma (* a -4) c (* b b))) b) (+ (sqrt (fma (* a -4) c (* b b))) b)) (+ (sqrt (fma (* a -4) c (* b b))) b))))
561.0ms
(- (log (* (* a -4) c)) (+ (log (* 2 a)) (log (+ (sqrt (fma (* a -4) c (* b b))) b))))

prune1.1s

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.0b

localize14.0ms

Local error

Found 4 expressions with local error:

0.3b
(fma (* a -4) c (* b b))
0.3b
(/ c (+ (sqrt (fma (* a -4) c (* b b))) b))
0.2b
(+ (sqrt (fma (* a -4) c (* b b))) b)
0.1b
(sqrt (fma (* a -4) c (* b b)))

rewrite15.0ms

Algorithm
rewrite-expression-head
Counts
4 → 59
Calls

4 calls. Slowest were:

8.0ms
(+ (sqrt (fma (* a -4) c (* b b))) b)
5.0ms
(/ c (+ (sqrt (fma (* a -4) c (* b b))) b))
2.0ms
(sqrt (fma (* a -4) c (* b b)))

series262.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

126.0ms
(/ c (+ (sqrt (fma (* a -4) c (* b b))) b))
49.0ms
(fma (* a -4) c (* b b))
48.0ms
(+ (sqrt (fma (* a -4) c (* b b))) b)
39.0ms
(sqrt (fma (* a -4) c (* b b)))

simplify575.0ms

Counts
26 → 71
Calls

26 calls. Slowest were:

274.0ms
(+ (* (sqrt (fma (* a -4) c (* b b))) (sqrt (fma (* a -4) c (* b b)))) (- (* b b) (* (sqrt (fma (* a -4) c (* b b))) b)))
36.0ms
(- (pow b 2) (* 4 (* a c)))
31.0ms
(sqrt (* (cbrt (fma (* a -4) c (* b b))) (cbrt (fma (* a -4) c (* b b)))))

prune1.1s

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 0b

localize37.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt (* (* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b))) (fma (* a -4) c (* b b))))
0.5b
(* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b)))
0.3b
(* (* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b))) (fma (* a -4) c (* b b)))
0.3b
(fma (* a -4) c (* b b))

rewrite40.0ms

Algorithm
rewrite-expression-head
Counts
4 → 75
Calls

4 calls. Slowest were:

19.0ms
(* (* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b))) (fma (* a -4) c (* b b)))
12.0ms
(cbrt (* (* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b))) (fma (* a -4) c (* b b))))
7.0ms
(* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b)))

series234.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

99.0ms
(* (* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b))) (fma (* a -4) c (* b b)))
52.0ms
(* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b)))
51.0ms
(cbrt (* (* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b))) (fma (* a -4) c (* b b))))
32.0ms
(fma (* a -4) c (* b b))

simplify5.8s

Counts
49 → 87
Calls

49 calls. Slowest were:

1.6s
(* (* (* (* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b))) (fma (* a -4) c (* b b))) (* (* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b))) (fma (* a -4) c (* b b)))) (* (* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b))) (fma (* a -4) c (* b b))))
834.0ms
(* (* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b))) (* b b))
499.0ms
(* (* (* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b))) (fma (* a -4) c (* b b))) (* (* (fma (* a -4) c (* b b)) (fma (* a -4) c (* b b))) (fma (* a -4) c (* b b))))

prune1.4s

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0b

regimes290.0ms

Accuracy

0% (0.4b remaining)

Error of 0.4b against oracle of 0.0b and baseline of 0.4b

bsearch3.0ms