Average Error: 31.1 → 0.2
Time: 19.9s
Precision: 64
Internal Precision: 128
\[\frac{1 - \cos x}{x \cdot x}\]
\[\frac{1}{x} \cdot \left(\tan \left(\frac{x}{2}\right) \cdot \frac{\sin x}{x}\right)\]

Error

Bits error versus x

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Your Program's Arguments

Results

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Derivation

  1. Initial program 31.1

    \[\frac{1 - \cos x}{x \cdot x}\]
  2. Initial simplification31.1

    \[\leadsto \frac{1 - \cos x}{x \cdot x}\]
  3. Using strategy rm
  4. Applied flip--31.2

    \[\leadsto \frac{\color{blue}{\frac{1 \cdot 1 - \cos x \cdot \cos x}{1 + \cos x}}}{x \cdot x}\]
  5. Applied associate-/l/31.2

    \[\leadsto \color{blue}{\frac{1 \cdot 1 - \cos x \cdot \cos x}{\left(x \cdot x\right) \cdot \left(1 + \cos x\right)}}\]
  6. Simplified15.5

    \[\leadsto \frac{\color{blue}{\sin x \cdot \sin x}}{\left(x \cdot x\right) \cdot \left(1 + \cos x\right)}\]
  7. Using strategy rm
  8. Applied times-frac15.9

    \[\leadsto \color{blue}{\frac{\sin x}{x \cdot x} \cdot \frac{\sin x}{1 + \cos x}}\]
  9. Simplified15.8

    \[\leadsto \frac{\sin x}{x \cdot x} \cdot \color{blue}{\tan \left(\frac{x}{2}\right)}\]
  10. Using strategy rm
  11. Applied *-un-lft-identity15.8

    \[\leadsto \frac{\color{blue}{1 \cdot \sin x}}{x \cdot x} \cdot \tan \left(\frac{x}{2}\right)\]
  12. Applied times-frac0.2

    \[\leadsto \color{blue}{\left(\frac{1}{x} \cdot \frac{\sin x}{x}\right)} \cdot \tan \left(\frac{x}{2}\right)\]
  13. Applied associate-*l*0.2

    \[\leadsto \color{blue}{\frac{1}{x} \cdot \left(\frac{\sin x}{x} \cdot \tan \left(\frac{x}{2}\right)\right)}\]
  14. Final simplification0.2

    \[\leadsto \frac{1}{x} \cdot \left(\tan \left(\frac{x}{2}\right) \cdot \frac{\sin x}{x}\right)\]

Reproduce

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

Details

Time bar (total: 13.5s)Debug log

start254.0ms

Algorithm
intervals

setup22.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 36.6b

localize12.0ms

Local error

Found 2 expressions with local error:

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

rewrite5.0ms

Algorithm
rewrite-expression-head
Counts
2 → 37
Calls

2 calls. Slowest were:

4.0ms
(/ (- 1 (cos x)) (* x x))
1.0ms
(- 1 (cos x))

series71.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

53.0ms
(/ (- 1 (cos x)) (* x x))
19.0ms
(- 1 (cos x))

simplify621.0ms

Counts
19 → 43
Calls

19 calls. Slowest were:

368.0ms
(/ (* (* (- 1 (cos x)) (- 1 (cos x))) (- 1 (cos x))) (* (* (* x x) (* x x)) (* x x)))
63.0ms
(- (+ (* 1/2 (pow x 2)) (* 1/720 (pow x 6))) (* 1/24 (pow x 4)))
62.0ms
(- (+ (* 1/720 (pow x 4)) 1/2) (* 1/24 (pow x 2)))

prune420.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.0b

localize15.0ms

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)))

rewrite19.0ms

Algorithm
rewrite-expression-head
Counts
4 → 84
Calls

4 calls. Slowest were:

9.0ms
(/ (* (sin x) (sin x)) (* (* x x) (+ 1 (cos x))))
4.0ms
(* (* x x) (+ 1 (cos x)))
4.0ms
(* (sin x) (sin x))

series110.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

65.0ms
(/ (* (sin x) (sin x)) (* (* x x) (+ 1 (cos x))))
20.0ms
(* (* x x) (+ 1 (cos x)))
15.0ms
(* (sin x) (sin x))
9.0ms
(+ 1 (cos x))

simplify4.7s

Counts
51 → 96
Calls

51 calls. Slowest were:

483.0ms
(/ (* (* (* (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)))))
413.0ms
(/ (* (* (* (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)))))
357.0ms
(- (+ (log (sin x)) (log (sin x))) (+ (log (* x x)) (log (+ 1 (cos x)))))

prune1.1s

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0b

localize11.0ms

Local error

Found 2 expressions with local error:

17.5b
(/ (sin x) (* x x))
0.1b
(* (/ (sin x) (* x x)) (tan (/ x 2)))

rewrite12.0ms

Algorithm
rewrite-expression-head
Counts
2 → 49
Calls

2 calls. Slowest were:

8.0ms
(* (/ (sin x) (* x x)) (tan (/ x 2)))
3.0ms
(/ (sin x) (* x x))

series138.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

104.0ms
(* (/ (sin x) (* x x)) (tan (/ x 2)))
34.0ms
(/ (sin x) (* x x))

simplify2.1s

Counts
34 → 55
Calls

34 calls. Slowest were:

483.0ms
(* (/ (* (* (sin x) (sin x)) (sin x)) (* (* (* x x) (* x x)) (* x x))) (* (* (tan (/ x 2)) (tan (/ x 2))) (tan (/ x 2))))
472.0ms
(* (* (* (/ (sin x) (* x x)) (/ (sin x) (* x x))) (/ (sin x) (* x x))) (* (* (tan (/ x 2)) (tan (/ x 2))) (tan (/ x 2))))
214.0ms
(/ (* (* (sin x) (sin x)) (sin x)) (* (* (* x x) (* x x)) (* x x)))

prune573.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0b

localize10.0ms

Local error

Found 3 expressions with local error:

0.2b
(* (/ 1 x) (* (/ (sin x) x) (tan (/ x 2))))
0.1b
(* (/ (sin x) x) (tan (/ x 2)))
0.1b
(/ (sin x) x)

rewrite28.0ms

Algorithm
rewrite-expression-head
Counts
3 → 66
Calls

3 calls. Slowest were:

17.0ms
(* (/ 1 x) (* (/ (sin x) x) (tan (/ x 2))))
7.0ms
(* (/ (sin x) x) (tan (/ x 2)))
2.0ms
(/ (sin x) x)

series194.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

95.0ms
(* (/ (sin x) x) (tan (/ x 2)))
79.0ms
(* (/ 1 x) (* (/ (sin x) x) (tan (/ x 2))))
20.0ms
(/ (sin x) x)

simplify2.4s

Counts
42 → 75
Calls

42 calls. Slowest were:

459.0ms
(* (/ 1 x) (* (/ (sin x) x) (tan (/ x 2))))
319.0ms
(* (/ 1 x) (* (/ (sin x) x) (tan (/ x 2))))
191.0ms
(* (* (* (/ (sin x) x) (/ (sin x) x)) (/ (sin x) x)) (* (* (tan (/ x 2)) (tan (/ x 2))) (tan (/ x 2))))

prune719.0ms

Pruning

6 alts after pruning (4 fresh and 2 done)

Merged error: 0b

regimes48.0ms

Accuracy

0% (0.2b remaining)

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

bsearch2.0ms