Average Error: 33.5 → 9.7
Time: 17.6s
Precision: 64
Internal Precision: 128
\[\frac{\left(-b_2\right) + \sqrt{b_2 \cdot b_2 - a \cdot c}}{a}\]
\[\begin{array}{l} \mathbf{if}\;b_2 \le -2.927037124445895 \cdot 10^{+148}:\\ \;\;\;\;\frac{1}{2} \cdot \frac{c}{b_2} - \frac{b_2}{a} \cdot 2\\ \mathbf{elif}\;b_2 \le 3.587545867948427 \cdot 10^{-80}:\\ \;\;\;\;\frac{\sqrt{b_2 \cdot b_2 - c \cdot a} - b_2}{a}\\ \mathbf{else}:\\ \;\;\;\;\frac{c}{b_2} \cdot \frac{-1}{2}\\ \end{array}\]

Error

Bits error versus a

Bits error versus b_2

Bits error versus c

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Split input into 3 regimes
  2. if b_2 < -2.927037124445895e+148

    1. Initial program 58.7

      \[\frac{\left(-b_2\right) + \sqrt{b_2 \cdot b_2 - a \cdot c}}{a}\]
    2. Simplified58.7

      \[\leadsto \color{blue}{\frac{\sqrt{b_2 \cdot b_2 - a \cdot c} - b_2}{a}}\]
    3. Taylor expanded around -inf 2.1

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

    if -2.927037124445895e+148 < b_2 < 3.587545867948427e-80

    1. Initial program 12.4

      \[\frac{\left(-b_2\right) + \sqrt{b_2 \cdot b_2 - a \cdot c}}{a}\]
    2. Simplified12.4

      \[\leadsto \color{blue}{\frac{\sqrt{b_2 \cdot b_2 - a \cdot c} - b_2}{a}}\]

    if 3.587545867948427e-80 < b_2

    1. Initial program 52.5

      \[\frac{\left(-b_2\right) + \sqrt{b_2 \cdot b_2 - a \cdot c}}{a}\]
    2. Simplified52.5

      \[\leadsto \color{blue}{\frac{\sqrt{b_2 \cdot b_2 - a \cdot c} - b_2}{a}}\]
    3. Taylor expanded around inf 8.4

      \[\leadsto \color{blue}{\frac{-1}{2} \cdot \frac{c}{b_2}}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification9.7

    \[\leadsto \begin{array}{l} \mathbf{if}\;b_2 \le -2.927037124445895 \cdot 10^{+148}:\\ \;\;\;\;\frac{1}{2} \cdot \frac{c}{b_2} - \frac{b_2}{a} \cdot 2\\ \mathbf{elif}\;b_2 \le 3.587545867948427 \cdot 10^{-80}:\\ \;\;\;\;\frac{\sqrt{b_2 \cdot b_2 - c \cdot a} - b_2}{a}\\ \mathbf{else}:\\ \;\;\;\;\frac{c}{b_2} \cdot \frac{-1}{2}\\ \end{array}\]

Reproduce

herbie shell --seed 2019004 
(FPCore (a b_2 c)
  :name "quad2p (problem 3.2.1, positive)"
  (/ (+ (- b_2) (sqrt (- (* b_2 b_2) (* a c)))) a))

Details

Time bar (total: 16.7s)Debug log

sample158.0ms

Algorithm
intervals

simplify35.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

34.0ms
(/ (+ (- b_2) (sqrt (- (* b_2 b_2) (* a c)))) a)

prune45.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 32.6b

localize19.0ms

Local error

Found 4 expressions with local error:

22.0b
(sqrt (- (* b_2 b_2) (* a c)))
0.8b
(- (* b_2 b_2) (* a c))
0.1b
(/ (- (sqrt (- (* b_2 b_2) (* a c))) b_2) a)
0.0b
(- (sqrt (- (* b_2 b_2) (* a c))) b_2)

rewrite57.0ms

Algorithm
rewrite-expression-head
Counts
4 → 53
Calls

4 calls. Slowest were:

36.0ms
(/ (- (sqrt (- (* b_2 b_2) (* a c))) b_2) a)
12.0ms
(- (sqrt (- (* b_2 b_2) (* a c))) b_2)
3.0ms
(sqrt (- (* b_2 b_2) (* a c)))

series245.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

87.0ms
(/ (- (sqrt (- (* b_2 b_2) (* a c))) b_2) a)
65.0ms
(- (sqrt (- (* b_2 b_2) (* a c))) b_2)
59.0ms
(sqrt (- (* b_2 b_2) (* a c)))
33.0ms
(- (* b_2 b_2) (* a c))

simplify1.3s

Counts
24 → 65
Calls

24 calls. Slowest were:

272.0ms
(- (* (sqrt (- (* b_2 b_2) (* a c))) (sqrt (- (* b_2 b_2) (* a c)))) (* b_2 b_2))
239.0ms
(sqrt (- (* (* b_2 b_2) (* b_2 b_2)) (* (* a c) (* a c))))
204.0ms
(sqrt (- (pow (* b_2 b_2) 3) (pow (* a c) 3)))

prune753.0ms

Pruning

8 alts after pruning (7 fresh and 1 done)

Merged error: 4.8b

localize18.0ms

Local error

Found 4 expressions with local error:

22.0b
(sqrt (- (* b_2 b_2) (* a c)))
22.0b
(sqrt (- (* b_2 b_2) (* a c)))
0.8b
(- (* b_2 b_2) (* a c))
0.8b
(- (* b_2 b_2) (* a c))

rewrite16.0ms

Algorithm
rewrite-expression-head
Counts
4 → 52
Calls

4 calls. Slowest were:

4.0ms
(sqrt (- (* b_2 b_2) (* a c)))
4.0ms
(sqrt (- (* b_2 b_2) (* a c)))
4.0ms
(- (* b_2 b_2) (* a c))

series153.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

55.0ms
(sqrt (- (* b_2 b_2) (* a c)))
39.0ms
(sqrt (- (* b_2 b_2) (* a c)))
35.0ms
(- (* b_2 b_2) (* a c))
23.0ms
(- (* b_2 b_2) (* a c))

simplify1.5s

Counts
26 → 64
Calls

26 calls. Slowest were:

278.0ms
(sqrt (- (pow (* b_2 b_2) 3) (pow (* a c) 3)))
271.0ms
(sqrt (- (* (* b_2 b_2) (* b_2 b_2)) (* (* a c) (* a c))))
236.0ms
(sqrt (- (* (* b_2 b_2) (* b_2 b_2)) (* (* a c) (* a c))))

prune776.0ms

Pruning

8 alts after pruning (6 fresh and 2 done)

Merged error: 4.8b

localize12.0ms

Local error

Found 4 expressions with local error:

22.0b
(sqrt (- (* b_2 b_2) (* a c)))
22.0b
(sqrt (- (* b_2 b_2) (* a c)))
22.0b
(sqrt (- (* b_2 b_2) (* a c)))
0.8b
(- (* b_2 b_2) (* a c))

rewrite11.0ms

Algorithm
rewrite-expression-head
Counts
4 → 54
Calls

4 calls. Slowest were:

4.0ms
(- (* b_2 b_2) (* a c))
3.0ms
(sqrt (- (* b_2 b_2) (* a c)))
2.0ms
(sqrt (- (* b_2 b_2) (* a c)))

series146.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

38.0ms
(sqrt (- (* b_2 b_2) (* a c)))
38.0ms
(sqrt (- (* b_2 b_2) (* a c)))
35.0ms
(sqrt (- (* b_2 b_2) (* a c)))
34.0ms
(- (* b_2 b_2) (* a c))

simplify2.1s

Counts
31 → 66
Calls

31 calls. Slowest were:

273.0ms
(sqrt (- (pow (* b_2 b_2) 3) (pow (* a c) 3)))
258.0ms
(sqrt (- (pow (* b_2 b_2) 3) (pow (* a c) 3)))
249.0ms
(sqrt (- (pow (* b_2 b_2) 3) (pow (* a c) 3)))

prune860.0ms

Pruning

7 alts after pruning (5 fresh and 2 done)

Merged error: 4.8b

localize45.0ms

Local error

Found 4 expressions with local error:

22.0b
(sqrt (- (* b_2 b_2) (* a c)))
22.0b
(sqrt (- (* b_2 b_2) (* a c)))
22.0b
(sqrt (- (* b_2 b_2) (* a c)))
22.0b
(sqrt (- (* b_2 b_2) (* a c)))

rewrite15.0ms

Algorithm
rewrite-expression-head
Counts
4 → 56
Calls

4 calls. Slowest were:

4.0ms
(sqrt (- (* b_2 b_2) (* a c)))
4.0ms
(sqrt (- (* b_2 b_2) (* a c)))
4.0ms
(sqrt (- (* b_2 b_2) (* a c)))

series200.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

59.0ms
(sqrt (- (* b_2 b_2) (* a c)))
49.0ms
(sqrt (- (* b_2 b_2) (* a c)))
47.0ms
(sqrt (- (* b_2 b_2) (* a c)))
44.0ms
(sqrt (- (* b_2 b_2) (* a c)))

simplify2.8s

Counts
36 → 68
Calls

36 calls. Slowest were:

308.0ms
(sqrt (- (pow (* b_2 b_2) 3) (pow (* a c) 3)))
298.0ms
(sqrt (- (* (* b_2 b_2) (* b_2 b_2)) (* (* a c) (* a c))))
270.0ms
(sqrt (- (pow (* b_2 b_2) 3) (pow (* a c) 3)))

prune1.1s

Pruning

7 alts after pruning (4 fresh and 3 done)

Merged error: 4.8b

regimes356.0ms

Accuracy

84.9% (4.2b remaining)

Error of 9.7b against oracle of 5.5b and baseline of 33.5b

bsearch253.0ms

end0.0ms

sample3.8s

Algorithm
intervals