Average Error: 33.3 → 9.7
Time: 38.2s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b_2\right) - \sqrt{b_2 \cdot b_2 - a \cdot c}}{a}\]
\[\begin{array}{l} \mathbf{if}\;b_2 \le -1.7715196556134555 \cdot 10^{+46}:\\ \;\;\;\;\frac{-1}{2} \cdot \frac{c}{b_2}\\ \mathbf{elif}\;b_2 \le -1.1090157738250754 \cdot 10^{-76}:\\ \;\;\;\;\frac{c \cdot a}{a \cdot \left(\left(-b_2\right) + \sqrt{b_2 \cdot b_2 - c \cdot a}\right)}\\ \mathbf{elif}\;b_2 \le 5.973421650485517 \cdot 10^{+105}:\\ \;\;\;\;\frac{1}{\frac{a}{\left(-b_2\right) - \sqrt{b_2 \cdot b_2 - c \cdot a}}}\\ \mathbf{else}:\\ \;\;\;\;(-2 \cdot \left(\frac{b_2}{a}\right) + \left(\frac{c}{\frac{b_2}{\frac{1}{2}}}\right))_*\\ \end{array}\]

Error

Bits error versus a

Bits error versus b_2

Bits error versus c

Derivation

  1. Split input into 4 regimes
  2. if b_2 < -1.7715196556134555e+46

    1. Initial program 56.2

      \[\frac{\left(-b_2\right) - \sqrt{b_2 \cdot b_2 - a \cdot c}}{a}\]
    2. Taylor expanded around -inf 4.3

      \[\leadsto \color{blue}{\frac{-1}{2} \cdot \frac{c}{b_2}}\]

    if -1.7715196556134555e+46 < b_2 < -1.1090157738250754e-76

    1. Initial program 42.3

      \[\frac{\left(-b_2\right) - \sqrt{b_2 \cdot b_2 - a \cdot c}}{a}\]
    2. Using strategy rm
    3. Applied clear-num42.3

      \[\leadsto \color{blue}{\frac{1}{\frac{a}{\left(-b_2\right) - \sqrt{b_2 \cdot b_2 - a \cdot c}}}}\]
    4. Using strategy rm
    5. Applied associate-/r/42.3

      \[\leadsto \color{blue}{\frac{1}{a} \cdot \left(\left(-b_2\right) - \sqrt{b_2 \cdot b_2 - a \cdot c}\right)}\]
    6. Using strategy rm
    7. Applied flip--42.4

      \[\leadsto \frac{1}{a} \cdot \color{blue}{\frac{\left(-b_2\right) \cdot \left(-b_2\right) - \sqrt{b_2 \cdot b_2 - a \cdot c} \cdot \sqrt{b_2 \cdot b_2 - a \cdot c}}{\left(-b_2\right) + \sqrt{b_2 \cdot b_2 - a \cdot c}}}\]
    8. Applied frac-times45.1

      \[\leadsto \color{blue}{\frac{1 \cdot \left(\left(-b_2\right) \cdot \left(-b_2\right) - \sqrt{b_2 \cdot b_2 - a \cdot c} \cdot \sqrt{b_2 \cdot b_2 - a \cdot c}\right)}{a \cdot \left(\left(-b_2\right) + \sqrt{b_2 \cdot b_2 - a \cdot c}\right)}}\]
    9. Simplified18.0

      \[\leadsto \frac{\color{blue}{a \cdot c}}{a \cdot \left(\left(-b_2\right) + \sqrt{b_2 \cdot b_2 - a \cdot c}\right)}\]

    if -1.1090157738250754e-76 < b_2 < 5.973421650485517e+105

    1. Initial program 12.9

      \[\frac{\left(-b_2\right) - \sqrt{b_2 \cdot b_2 - a \cdot c}}{a}\]
    2. Using strategy rm
    3. Applied clear-num13.0

      \[\leadsto \color{blue}{\frac{1}{\frac{a}{\left(-b_2\right) - \sqrt{b_2 \cdot b_2 - a \cdot c}}}}\]

    if 5.973421650485517e+105 < b_2

    1. Initial program 46.4

      \[\frac{\left(-b_2\right) - \sqrt{b_2 \cdot b_2 - a \cdot c}}{a}\]
    2. Taylor expanded around inf 3.7

      \[\leadsto \color{blue}{\frac{1}{2} \cdot \frac{c}{b_2} - 2 \cdot \frac{b_2}{a}}\]
    3. Simplified3.7

      \[\leadsto \color{blue}{(-2 \cdot \left(\frac{b_2}{a}\right) + \left(\frac{c}{\frac{b_2}{\frac{1}{2}}}\right))_*}\]
  3. Recombined 4 regimes into one program.
  4. Final simplification9.7

    \[\leadsto \begin{array}{l} \mathbf{if}\;b_2 \le -1.7715196556134555 \cdot 10^{+46}:\\ \;\;\;\;\frac{-1}{2} \cdot \frac{c}{b_2}\\ \mathbf{elif}\;b_2 \le -1.1090157738250754 \cdot 10^{-76}:\\ \;\;\;\;\frac{c \cdot a}{a \cdot \left(\left(-b_2\right) + \sqrt{b_2 \cdot b_2 - c \cdot a}\right)}\\ \mathbf{elif}\;b_2 \le 5.973421650485517 \cdot 10^{+105}:\\ \;\;\;\;\frac{1}{\frac{a}{\left(-b_2\right) - \sqrt{b_2 \cdot b_2 - c \cdot a}}}\\ \mathbf{else}:\\ \;\;\;\;(-2 \cdot \left(\frac{b_2}{a}\right) + \left(\frac{c}{\frac{b_2}{\frac{1}{2}}}\right))_*\\ \end{array}\]

Reproduce

herbie shell --seed 2019002 +o rules:numerics
(FPCore (a b_2 c)
  :name "quad2m (problem 3.2.1, negative)"
  (/ (- (- b_2) (sqrt (- (* b_2 b_2) (* a c)))) a))

Details

Time bar (total: 37.3s)Debug log

sample188.0ms

Algorithm
intervals

simplify28.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

27.0ms
(/ (- (- b_2) (sqrt (- (* b_2 b_2) (* a c)))) a)

prune32.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 32.3b

localize44.0ms

Local error

Found 4 expressions with local error:

22.2b
(sqrt (- (* b_2 b_2) (* a c)))
1.7b
(- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))
0.6b
(- (* b_2 b_2) (* a c))
0.1b
(/ (- (- b_2) (sqrt (- (* b_2 b_2) (* a c)))) a)

rewrite64.0ms

Algorithm
rewrite-expression-head
Counts
4 → 99
Calls

4 calls. Slowest were:

34.0ms
(/ (- (- b_2) (sqrt (- (* b_2 b_2) (* a c)))) a)
14.0ms
(- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))
8.0ms
(sqrt (- (* b_2 b_2) (* a c)))

series273.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

86.0ms
(sqrt (- (* b_2 b_2) (* a c)))
85.0ms
(/ (- (- b_2) (sqrt (- (* b_2 b_2) (* a c)))) a)
65.0ms
(- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))
36.0ms
(- (* b_2 b_2) (* a c))

simplify3.8s

Counts
84 → 111
Calls

84 calls. Slowest were:

535.0ms
(sqrt (- (* (* b_2 b_2) (* b_2 b_2)) (* (* a c) (* a c))))
280.0ms
(sqrt (- (pow (* b_2 b_2) 3) (pow (* a c) 3)))
273.0ms
(- (* (- b_2) (- b_2)) (* (sqrt (- (* b_2 b_2) (* a c))) (sqrt (- (* b_2 b_2) (* a c)))))

prune1.2s

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 5.0b

localize14.0ms

Local error

Found 4 expressions with local error:

22.2b
(sqrt (- (* b_2 b_2) (* a c)))
1.7b
(- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))
0.6b
(- (* b_2 b_2) (* a c))
0.2b
(/ 1 (/ a (- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))))

rewrite20.0ms

Algorithm
rewrite-expression-head
Counts
4 → 100
Calls

4 calls. Slowest were:

11.0ms
(- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))
5.0ms
(sqrt (- (* b_2 b_2) (* a c)))
2.0ms
(- (* b_2 b_2) (* a c))

series250.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

97.0ms
(/ 1 (/ a (- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))))
66.0ms
(- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))
51.0ms
(sqrt (- (* b_2 b_2) (* a c)))
36.0ms
(- (* b_2 b_2) (* a c))

simplify3.9s

Counts
85 → 112
Calls

85 calls. Slowest were:

524.0ms
(sqrt (- (* (* b_2 b_2) (* b_2 b_2)) (* (* a c) (* a c))))
450.0ms
(+ (* (- b_2) (- b_2)) (+ (* (sqrt (- (* b_2 b_2) (* a c))) (sqrt (- (* b_2 b_2) (* a c)))) (* (- b_2) (sqrt (- (* b_2 b_2) (* a c))))))
347.0ms
(sqrt (- (pow (* b_2 b_2) 3) (pow (* a c) 3)))

prune1.3s

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 5.0b

localize7.0ms

Local error

Found 4 expressions with local error:

22.2b
(sqrt (- (* b_2 b_2) (* a c)))
1.7b
(- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))
0.6b
(- (* b_2 b_2) (* a c))
0.2b
(* (/ 1 a) (- (- b_2) (sqrt (- (* b_2 b_2) (* a c)))))

rewrite36.0ms

Algorithm
rewrite-expression-head
Counts
4 → 158
Calls

4 calls. Slowest were:

19.0ms
(* (/ 1 a) (- (- b_2) (sqrt (- (* b_2 b_2) (* a c)))))
7.0ms
(- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))
3.0ms
(sqrt (- (* b_2 b_2) (* a c)))

series211.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

69.0ms
(* (/ 1 a) (- (- b_2) (sqrt (- (* b_2 b_2) (* a c)))))
60.0ms
(sqrt (- (* b_2 b_2) (* a c)))
59.0ms
(- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))
23.0ms
(- (* b_2 b_2) (* a c))

simplify15.3s

Counts
147 → 170
Calls

147 calls. Slowest were:

960.0ms
(* (* (* (/ 1 a) (/ 1 a)) (/ 1 a)) (* (* (- (- b_2) (sqrt (- (* b_2 b_2) (* a c)))) (- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))) (- (- b_2) (sqrt (- (* b_2 b_2) (* a c))))))
558.0ms
(sqrt (- (* (* b_2 b_2) (* b_2 b_2)) (* (* a c) (* a c))))
489.0ms
(* 1 (- (* (- b_2) (- b_2)) (* (sqrt (- (* b_2 b_2) (* a c))) (sqrt (- (* b_2 b_2) (* a c))))))

prune1.8s

Pruning

7 alts after pruning (5 fresh and 2 done)

Merged error: 5.0b

localize15.0ms

Local error

Found 4 expressions with local error:

22.2b
(sqrt (- (* b_2 b_2) (* a c)))
15.2b
(/ (* a c) (* a (+ (- b_2) (sqrt (- (* b_2 b_2) (* a c))))))
1.1b
(+ (- b_2) (sqrt (- (* b_2 b_2) (* a c))))
0.6b
(- (* b_2 b_2) (* a c))

rewrite28.0ms

Algorithm
rewrite-expression-head
Counts
4 → 70
Calls

4 calls. Slowest were:

15.0ms
(/ (* a c) (* a (+ (- b_2) (sqrt (- (* b_2 b_2) (* a c))))))
6.0ms
(+ (- b_2) (sqrt (- (* b_2 b_2) (* a c))))
5.0ms
(sqrt (- (* b_2 b_2) (* a c)))

series222.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

94.0ms
(/ (* a c) (* a (+ (- b_2) (sqrt (- (* b_2 b_2) (* a c))))))
61.0ms
(+ (- b_2) (sqrt (- (* b_2 b_2) (* a c))))
35.0ms
(sqrt (- (* b_2 b_2) (* a c)))
33.0ms
(- (* b_2 b_2) (* a c))

simplify2.8s

Counts
32 → 82
Calls

32 calls. Slowest were:

620.0ms
(+ (* (- b_2) (- b_2)) (- (* (sqrt (- (* b_2 b_2) (* a c))) (sqrt (- (* b_2 b_2) (* a c)))) (* (- b_2) (sqrt (- (* b_2 b_2) (* a c))))))
572.0ms
(sqrt (- (* (* b_2 b_2) (* b_2 b_2)) (* (* a c) (* a c))))
510.0ms
(- (log (* a c)) (log (* a (+ (- b_2) (sqrt (- (* b_2 b_2) (* a c)))))))

prune928.0ms

Pruning

8 alts after pruning (5 fresh and 3 done)

Merged error: 5.0b

regimes491.0ms

Accuracy

85.1% (4.1b remaining)

Error of 9.7b against oracle of 5.6b and baseline of 33.3b

bsearch350.0ms

end0.0ms

sample3.9s

Algorithm
intervals