Average Error: 30.9 → 0.2
Time: 20.4s
Precision: 64
Internal Precision: 128
\[\frac{1 - \cos x}{x \cdot x}\]
\[\begin{array}{l} \mathbf{if}\;x \le -0.03247091185753463 \lor \neg \left(x \le 0.03064339360211378\right):\\ \;\;\;\;\frac{\frac{1 - \cos x}{x}}{x}\\ \mathbf{else}:\\ \;\;\;\;\left({x}^{4} \cdot \frac{1}{720} + \frac{1}{2}\right) - \frac{1}{24} \cdot {x}^{2}\\ \end{array}\]

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 < -0.03247091185753463 or 0.03064339360211378 < x

    1. Initial program 1.1

      \[\frac{1 - \cos x}{x \cdot x}\]
    2. Using strategy rm
    3. Applied associate-/r*0.5

      \[\leadsto \color{blue}{\frac{\frac{1 - \cos x}{x}}{x}}\]

    if -0.03247091185753463 < x < 0.03064339360211378

    1. Initial program 61.3

      \[\frac{1 - \cos x}{x \cdot x}\]
    2. Using strategy rm
    3. Applied flip--61.3

      \[\leadsto \frac{\color{blue}{\frac{1 \cdot 1 - \cos x \cdot \cos x}{1 + \cos x}}}{x \cdot x}\]
    4. Applied associate-/l/61.3

      \[\leadsto \color{blue}{\frac{1 \cdot 1 - \cos x \cdot \cos x}{\left(x \cdot x\right) \cdot \left(1 + \cos x\right)}}\]
    5. Simplified29.9

      \[\leadsto \frac{\color{blue}{\sin x \cdot \sin x}}{\left(x \cdot x\right) \cdot \left(1 + \cos x\right)}\]
    6. Using strategy rm
    7. Applied flip3-+29.9

      \[\leadsto \frac{\sin x \cdot \sin x}{\left(x \cdot x\right) \cdot \color{blue}{\frac{{1}^{3} + {\left(\cos x\right)}^{3}}{1 \cdot 1 + \left(\cos x \cdot \cos x - 1 \cdot \cos x\right)}}}\]
    8. 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 simplification0.2

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -0.03247091185753463 \lor \neg \left(x \le 0.03064339360211378\right):\\ \;\;\;\;\frac{\frac{1 - \cos x}{x}}{x}\\ \mathbf{else}:\\ \;\;\;\;\left({x}^{4} \cdot \frac{1}{720} + \frac{1}{2}\right) - \frac{1}{24} \cdot {x}^{2}\\ \end{array}\]

Reproduce

herbie shell --seed 2019004 
(FPCore (x)
  :name "cos2 (problem 3.4.1)"
  (/ (- 1 (cos x)) (* x x)))

Details

Time bar (total: 19.6s)Debug log

sample98.0ms

Algorithm
intervals

simplify16.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

16.0ms
(/ (- 1 (cos x)) (* x x))

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 27.6b

localize28.0ms

Local error

Found 2 expressions with local error:

15.2b
(/ (- 1 (cos x)) (* x x))
2.6b
(- 1 (cos x))

rewrite13.0ms

Algorithm
rewrite-expression-head
Counts
2 → 33
Calls

2 calls. Slowest were:

10.0ms
(/ (- 1 (cos x)) (* x x))
1.0ms
(- 1 (cos x))

series63.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

43.0ms
(/ (- 1 (cos x)) (* x x))
19.0ms
(- 1 (cos x))

simplify590.0ms

Counts
19 → 39
Calls

19 calls. Slowest were:

346.0ms
(/ (* (* (- 1 (cos x)) (- 1 (cos x))) (- 1 (cos x))) (* (* (* x x) (* x x)) (* x x)))
58.0ms
(- (+ (* 1/720 (pow x 4)) 1/2) (* 1/24 (pow x 2)))
54.0ms
(- (+ (* 1/2 (pow x 2)) (* 1/720 (pow x 6))) (* 1/24 (pow x 4)))

prune370.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.0b

localize24.0ms

Local error

Found 4 expressions with local error:

15.0b
(/ (* (sin x) (sin x)) (* (* x x) (+ 1 (cos x))))
0.5b
(+ 1 (cos x))
0.2b
(* (sin x) (sin x))
0.1b
(* (* x x) (+ 1 (cos x)))

rewrite30.0ms

Algorithm
rewrite-expression-head
Counts
4 → 76
Calls

4 calls. Slowest were:

15.0ms
(/ (* (sin x) (sin x)) (* (* x x) (+ 1 (cos x))))
6.0ms
(* (* x x) (+ 1 (cos x)))
6.0ms
(* (sin x) (sin x))

series114.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

59.0ms
(/ (* (sin x) (sin x)) (* (* x x) (+ 1 (cos x))))
21.0ms
(* (sin x) (sin x))
21.0ms
(* (* x x) (+ 1 (cos x)))
14.0ms
(+ 1 (cos x))

simplify5.3s

Counts
51 → 88
Calls

51 calls. Slowest were:

1.3s
(* (* (* (* x x) (* x x)) (* x x)) (* (* (+ 1 (cos x)) (+ 1 (cos x))) (+ 1 (cos x))))
466.0ms
(/ (* (* (* (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)))))
400.0ms
(/ (* (* (* (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)))))

prune838.0ms

Pruning

8 alts after pruning (7 fresh and 1 done)

Merged error: 0b

localize49.0ms

Local error

Found 4 expressions with local error:

15.0b
(/ (* (sin x) (sin x)) (* (* x x) (/ (+ (pow 1 3) (pow (cos x) 3)) (+ (* 1 1) (- (* (cos x) (cos x)) (* 1 (cos x)))))))
2.7b
(- (* (cos x) (cos x)) (* 1 (cos x)))
0.4b
(pow (cos x) 3)
0.3b
(+ (pow 1 3) (pow (cos x) 3))

rewrite50.0ms

Algorithm
rewrite-expression-head
Counts
4 → 75
Calls

4 calls. Slowest were:

35.0ms
(/ (* (sin x) (sin x)) (* (* x x) (/ (+ (pow 1 3) (pow (cos x) 3)) (+ (* 1 1) (- (* (cos x) (cos x)) (* 1 (cos x)))))))
8.0ms
(- (* (cos x) (cos x)) (* 1 (cos x)))
4.0ms
(+ (pow 1 3) (pow (cos x) 3))

series199.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

117.0ms
(/ (* (sin x) (sin x)) (* (* x x) (/ (+ (pow 1 3) (pow (cos x) 3)) (+ (* 1 1) (- (* (cos x) (cos x)) (* 1 (cos x)))))))
38.0ms
(- (* (cos x) (cos x)) (* 1 (cos x)))
24.0ms
(pow (cos x) 3)
19.0ms
(+ (pow 1 3) (pow (cos x) 3))

simplify4.0s

Counts
48 → 87
Calls

48 calls. Slowest were:

378.0ms
(- (log (* (sin x) (sin x))) (+ (log (* x x)) (log (/ (+ (pow 1 3) (pow (cos x) 3)) (+ (* 1 1) (- (* (cos x) (cos x)) (* 1 (cos x))))))))
360.0ms
(/ (* (* (* (sin x) (sin x)) (sin x)) (* (* (sin x) (sin x)) (sin x))) (* (* (* (* x x) (/ (+ (pow 1 3) (pow (cos x) 3)) (+ (* 1 1) (- (* (cos x) (cos x)) (* 1 (cos x)))))) (* (* x x) (/ (+ (pow 1 3) (pow (cos x) 3)) (+ (* 1 1) (- (* (cos x) (cos x)) (* 1 (cos x))))))) (* (* x x) (/ (+ (pow 1 3) (pow (cos x) 3)) (+ (* 1 1) (- (* (cos x) (cos x)) (* 1 (cos x))))))))
352.0ms
(/ (* (pow (sin x) 2) (- (+ (pow (cos x) 2) 1) (cos x))) (* (pow x 2) (+ (pow (cos x) 3) 1)))

prune962.0ms

Pruning

8 alts after pruning (6 fresh and 2 done)

Merged error: 0b

localize11.0ms

Local error

Found 2 expressions with local error:

14.6b
(/ (sin x) (* x x))
0.2b
(* (/ (sin x) (* x x)) (tan (/ x 2)))

rewrite18.0ms

Algorithm
rewrite-expression-head
Counts
2 → 45
Calls

2 calls. Slowest were:

14.0ms
(* (/ (sin x) (* x x)) (tan (/ x 2)))
3.0ms
(/ (sin x) (* x x))

series105.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

72.0ms
(* (/ (sin x) (* x x)) (tan (/ x 2)))
33.0ms
(/ (sin x) (* x x))

simplify1.3s

Counts
34 → 51
Calls

34 calls. Slowest were:

325.0ms
(* (* (* (/ (sin x) (* x x)) (/ (sin x) (* x x))) (/ (sin x) (* x x))) (* (* (tan (/ x 2)) (tan (/ x 2))) (tan (/ x 2))))
169.0ms
(+ (- (log (sin x)) (log (* x x))) (log (tan (/ x 2))))
167.0ms
(/ (* (* (sin x) (sin x)) (sin x)) (* (* (* x x) (* x x)) (* x x)))

prune311.0ms

Pruning

8 alts after pruning (5 fresh and 3 done)

Merged error: 0b

regimes88.0ms

Accuracy

98.6% (0.2b remaining)

Error of 0.2b against oracle of 0.0b and baseline of 15.4b

bsearch73.0ms

end0.0ms

sample4.9s

Algorithm
intervals