Average Error: 31.1 → 0.4
Time: 28.1s
Precision: 64
Internal Precision: 128
\[\frac{1 - \cos x}{x \cdot x}\]
\[\begin{array}{l} \mathbf{if}\;x \le -0.01262787248960153 \lor \neg \left(x \le 1.853550105999067 \cdot 10^{-15}\right):\\ \;\;\;\;\tan \left(\frac{x}{2}\right) \cdot \frac{\sin x}{x \cdot x}\\ \mathbf{else}:\\ \;\;\;\;\left(\frac{1}{720} \cdot {x}^{4} + \frac{1}{2}\right) - \frac{1}{24} \cdot {x}^{2}\\ \end{array}\]

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Split input into 2 regimes
  2. if x < -0.01262787248960153 or 1.853550105999067e-15 < x

    1. Initial program 2.0

      \[\frac{1 - \cos x}{x \cdot x}\]
    2. Using strategy rm
    3. Applied flip--2.2

      \[\leadsto \frac{\color{blue}{\frac{1 \cdot 1 - \cos x \cdot \cos x}{1 + \cos x}}}{x \cdot x}\]
    4. Applied associate-/l/2.2

      \[\leadsto \color{blue}{\frac{1 \cdot 1 - \cos x \cdot \cos x}{\left(x \cdot x\right) \cdot \left(1 + \cos x\right)}}\]
    5. Simplified1.1

      \[\leadsto \frac{\color{blue}{\sin x \cdot \sin x}}{\left(x \cdot x\right) \cdot \left(1 + \cos x\right)}\]
    6. Using strategy rm
    7. Applied times-frac1.1

      \[\leadsto \color{blue}{\frac{\sin x}{x \cdot x} \cdot \frac{\sin x}{1 + \cos x}}\]
    8. Simplified0.9

      \[\leadsto \frac{\sin x}{x \cdot x} \cdot \color{blue}{\tan \left(\frac{x}{2}\right)}\]

    if -0.01262787248960153 < x < 1.853550105999067e-15

    1. Initial program 61.7

      \[\frac{1 - \cos x}{x \cdot x}\]
    2. Using strategy rm
    3. Applied flip--61.7

      \[\leadsto \frac{\color{blue}{\frac{1 \cdot 1 - \cos x \cdot \cos x}{1 + \cos x}}}{x \cdot x}\]
    4. Applied associate-/l/61.7

      \[\leadsto \color{blue}{\frac{1 \cdot 1 - \cos x \cdot \cos x}{\left(x \cdot x\right) \cdot \left(1 + \cos x\right)}}\]
    5. Simplified30.7

      \[\leadsto \frac{\color{blue}{\sin x \cdot \sin x}}{\left(x \cdot x\right) \cdot \left(1 + \cos x\right)}\]
    6. Taylor expanded around 0 0.0

      \[\leadsto \color{blue}{\left(\frac{1}{720} \cdot {x}^{4} + \frac{1}{2}\right) - \frac{1}{24} \cdot {x}^{2}}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.4

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -0.01262787248960153 \lor \neg \left(x \le 1.853550105999067 \cdot 10^{-15}\right):\\ \;\;\;\;\tan \left(\frac{x}{2}\right) \cdot \frac{\sin x}{x \cdot x}\\ \mathbf{else}:\\ \;\;\;\;\left(\frac{1}{720} \cdot {x}^{4} + \frac{1}{2}\right) - \frac{1}{24} \cdot {x}^{2}\\ \end{array}\]

Reproduce

herbie shell --seed 2018362 
(FPCore (x)
  :name "cos2 (problem 3.4.1)"
  (/ (- 1 (cos x)) (* x x)))

Details

Time bar (total: 19.7s)Debug log

start167.0ms

Algorithm
intervals

setup40.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 36.6b

localize21.0ms

Local error

Found 2 expressions with local error:

18.3b
(/ (- 1 (cos x)) (* x x))
2.1b
(- 1 (cos x))

rewrite9.0ms

Algorithm
rewrite-expression-head
Counts
2 → 33
Calls

2 calls. Slowest were:

7.0ms
(/ (- 1 (cos x)) (* x x))
1.0ms
(- 1 (cos x))

series77.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

59.0ms
(/ (- 1 (cos x)) (* x x))
18.0ms
(- 1 (cos x))

simplify628.0ms

Counts
19 → 39
Calls

19 calls. Slowest were:

362.0ms
(/ (* (* (- 1 (cos x)) (- 1 (cos x))) (- 1 (cos x))) (* (* (* x x) (* x x)) (* x x)))
43.0ms
(- (+ (* 1/720 (pow x 4)) 1/2) (* 1/24 (pow x 2)))
35.0ms
(- (+ (* 1/2 (pow x 2)) (* 1/720 (pow x 6))) (* 1/24 (pow x 4)))

prune383.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.0b

localize28.0ms

Local error

Found 4 expressions with local error:

18.1b
(/ (* (sin x) (sin x)) (* (* x x) (+ 1 (cos x))))
0.2b
(+ 1 (cos x))
0.2b
(* (sin x) (sin x))
0.1b
(* (* x x) (+ 1 (cos x)))

rewrite23.0ms

Algorithm
rewrite-expression-head
Counts
4 → 76
Calls

4 calls. Slowest were:

15.0ms
(/ (* (sin x) (sin x)) (* (* x x) (+ 1 (cos x))))
3.0ms
(* (* x x) (+ 1 (cos x)))
3.0ms
(* (sin x) (sin x))

series100.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

54.0ms
(/ (* (sin x) (sin x)) (* (* x x) (+ 1 (cos x))))
22.0ms
(* (* x x) (+ 1 (cos x)))
16.0ms
(* (sin x) (sin x))
8.0ms
(+ 1 (cos x))

simplify5.1s

Counts
51 → 88
Calls

51 calls. Slowest were:

969.0ms
(* (* (* (* x x) (* x x)) (* x x)) (* (* (+ 1 (cos x)) (+ 1 (cos x))) (+ 1 (cos x))))
505.0ms
(/ (* (* (* (sin x) (sin x)) (sin x)) (* (* (sin x) (sin x)) (sin x))) (* (* (* (* x x) (+ 1 (cos x))) (* (* x x) (+ 1 (cos x)))) (* (* x x) (+ 1 (cos x)))))
416.0ms
(- (+ (log (sin x)) (log (sin x))) (log (* (* x x) (+ 1 (cos x)))))

prune838.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0b

localize45.0ms

Local error

Found 4 expressions with local error:

18.1b
(/ (* (sin x) (sin x)) (* (* x x) (+ (pow 1 3) (pow (cos x) 3))))
2.1b
(+ (cos x) -1)
0.3b
(pow (cos x) 3)
0.2b
(* (cos x) (cos x))

rewrite22.0ms

Algorithm
rewrite-expression-head
Counts
4 → 77
Calls

4 calls. Slowest were:

15.0ms
(/ (* (sin x) (sin x)) (* (* x x) (+ (pow 1 3) (pow (cos x) 3))))
3.0ms
(* (cos x) (cos x))
2.0ms
(+ (cos x) -1)

series125.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

58.0ms
(/ (* (sin x) (sin x)) (* (* x x) (+ (pow 1 3) (pow (cos x) 3))))
25.0ms
(pow (cos x) 3)
22.0ms
(+ (cos x) -1)
19.0ms
(* (cos x) (cos x))

simplify4.4s

Counts
51 → 89
Calls

51 calls. Slowest were:

441.0ms
(/ (* (* (* (sin x) (sin x)) (* (sin x) (sin x))) (* (sin x) (sin x))) (* (* (* (* x x) (+ (pow 1 3) (pow (cos x) 3))) (* (* x x) (+ (pow 1 3) (pow (cos x) 3)))) (* (* x x) (+ (pow 1 3) (pow (cos x) 3)))))
404.0ms
(/ (* (* (* (sin x) (sin x)) (sin x)) (* (* (sin x) (sin x)) (sin x))) (* (* (* (* x x) (+ (pow 1 3) (pow (cos x) 3))) (* (* x x) (+ (pow 1 3) (pow (cos x) 3)))) (* (* x x) (+ (pow 1 3) (pow (cos x) 3)))))
382.0ms
(/ (pow (sin x) 2) (* (pow x 2) (+ (pow (cos x) 3) 1)))

prune1.2s

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 0b

localize15.0ms

Local error

Found 4 expressions with local error:

18.1b
(/ (* (sin x) (sin x)) (* (* x x) (+ (pow 1 3) (pow (cos x) 3))))
2.1b
(+ (cos x) -1)
0.3b
(pow (cos x) 3)
0.3b
(cbrt (* (cos x) (cos x)))

rewrite16.0ms

Algorithm
rewrite-expression-head
Counts
4 → 65
Calls

4 calls. Slowest were:

10.0ms
(/ (* (sin x) (sin x)) (* (* x x) (+ (pow 1 3) (pow (cos x) 3))))
2.0ms
(+ (cos x) -1)
2.0ms
(cbrt (* (cos x) (cos x)))

series363.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

225.0ms
(cbrt (* (cos x) (cos x)))
80.0ms
(/ (* (sin x) (sin x)) (* (* x x) (+ (pow 1 3) (pow (cos x) 3))))
29.0ms
(+ (cos x) -1)
29.0ms
(pow (cos x) 3)

simplify4.2s

Counts
40 → 77
Calls

40 calls. Slowest were:

477.0ms
(/ (* (* (* (sin x) (sin x)) (* (sin x) (sin x))) (* (sin x) (sin x))) (* (* (* (* x x) (+ (pow 1 3) (pow (cos x) 3))) (* (* x x) (+ (pow 1 3) (pow (cos x) 3)))) (* (* x x) (+ (pow 1 3) (pow (cos x) 3)))))
475.0ms
(/ (* (* (* (sin x) (sin x)) (sin x)) (* (* (sin x) (sin x)) (sin x))) (* (* (* (* x x) (+ (pow 1 3) (pow (cos x) 3))) (* (* x x) (+ (pow 1 3) (pow (cos x) 3)))) (* (* x x) (+ (pow 1 3) (pow (cos x) 3)))))
449.0ms
(/ (* (* (* (sin x) (sin x)) (* (sin x) (sin x))) (* (sin x) (sin x))) (* (* (* (* x x) (* x x)) (* x x)) (* (* (+ (pow 1 3) (pow (cos x) 3)) (+ (pow 1 3) (pow (cos x) 3))) (+ (pow 1 3) (pow (cos x) 3)))))

prune1.6s

Pruning

7 alts after pruning (5 fresh and 2 done)

Merged error: 0b

regimes89.0ms

Accuracy

97.3% (0.4b remaining)

Error of 0.4b against oracle of 0.0b and baseline of 15.6b

bsearch241.0ms