Average Error: 31.2 → 0.1
Time: 16.7s
Precision: 64
Internal Precision: 128
\[\frac{1 - \cos x}{x \cdot x}\]
\[\log_* (1 + (e^{\frac{\frac{\sin x}{x}}{x} \cdot \tan \left(\frac{x}{2}\right)} - 1)^*)\]

Error

Bits error versus x

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Results

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Derivation

  1. Initial program 31.2

    \[\frac{1 - \cos x}{x \cdot x}\]
  2. Using strategy rm
  3. Applied flip--31.3

    \[\leadsto \frac{\color{blue}{\frac{1 \cdot 1 - \cos x \cdot \cos x}{1 + \cos x}}}{x \cdot x}\]
  4. Applied associate-/l/31.3

    \[\leadsto \color{blue}{\frac{1 \cdot 1 - \cos x \cdot \cos x}{\left(x \cdot x\right) \cdot \left(1 + \cos x\right)}}\]
  5. Simplified15.4

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

    \[\leadsto \color{blue}{\frac{\sin x}{x \cdot x} \cdot \frac{\sin x}{1 + \cos x}}\]
  8. Simplified15.6

    \[\leadsto \frac{\sin x}{x \cdot x} \cdot \color{blue}{\tan \left(\frac{x}{2}\right)}\]
  9. Using strategy rm
  10. Applied associate-/r*0.2

    \[\leadsto \color{blue}{\frac{\frac{\sin x}{x}}{x}} \cdot \tan \left(\frac{x}{2}\right)\]
  11. Using strategy rm
  12. Applied log1p-expm1-u0.1

    \[\leadsto \color{blue}{\log_* (1 + (e^{\frac{\frac{\sin x}{x}}{x} \cdot \tan \left(\frac{x}{2}\right)} - 1)^*)}\]
  13. Final simplification0.1

    \[\leadsto \log_* (1 + (e^{\frac{\frac{\sin x}{x}}{x} \cdot \tan \left(\frac{x}{2}\right)} - 1)^*)\]

Reproduce

herbie shell --seed 2019002 +o rules:numerics
(FPCore (x)
  :name "cos2 (problem 3.4.1)"
  (/ (- 1 (cos x)) (* x x)))

Details

Time bar (total: 16.1s)Debug log

sample133.0ms

Algorithm
intervals

simplify14.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

14.0ms
(/ (- 1 (cos x)) (* x x))

prune22.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 34.4b

localize26.0ms

Local error

Found 2 expressions with local error:

17.9b
(/ (- 1 (cos x)) (* x x))
1.8b
(- 1 (cos x))

rewrite7.0ms

Algorithm
rewrite-expression-head
Counts
2 → 37
Calls

2 calls. Slowest were:

6.0ms
(/ (- 1 (cos x)) (* x x))
1.0ms
(- 1 (cos x))

series85.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

57.0ms
(/ (- 1 (cos x)) (* x x))
29.0ms
(- 1 (cos x))

simplify750.0ms

Counts
19 → 43
Calls

19 calls. Slowest were:

422.0ms
(/ (* (* (- 1 (cos x)) (- 1 (cos x))) (- 1 (cos x))) (* (* (* x x) (* x x)) (* x x)))
91.0ms
(- (+ (* 1/2 (pow x 2)) (* 1/720 (pow x 6))) (* 1/24 (pow x 4)))
80.0ms
(- (+ (* 1/720 (pow x 4)) 1/2) (* 1/24 (pow x 2)))

prune338.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.0b

localize28.0ms

Local error

Found 4 expressions with local error:

17.6b
(/ (* (sin x) (sin x)) (* (* x x) (+ 1 (cos x))))
0.4b
(+ 1 (cos x))
0.2b
(* (sin x) (sin x))
0.1b
(* (* x x) (+ 1 (cos x)))

rewrite35.0ms

Algorithm
rewrite-expression-head
Counts
4 → 84
Calls

4 calls. Slowest were:

17.0ms
(/ (* (sin x) (sin x)) (* (* x x) (+ 1 (cos x))))
8.0ms
(* (sin x) (sin x))
7.0ms
(* (* x x) (+ 1 (cos x)))

series119.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

65.0ms
(/ (* (sin x) (sin x)) (* (* x x) (+ 1 (cos x))))
23.0ms
(* (* x x) (+ 1 (cos x)))
22.0ms
(* (sin x) (sin x))
8.0ms
(+ 1 (cos x))

simplify4.6s

Counts
51 → 96
Calls

51 calls. Slowest were:

458.0ms
(/ (* (* (* (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)))))
447.0ms
(/ (* (* (* (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)))))
364.0ms
(/ (* (* (* (sin x) (sin x)) (* (sin x) (sin x))) (* (sin x) (sin x))) (* (* (* (* x x) (* x x)) (* x x)) (* (* (+ 1 (cos x)) (+ 1 (cos x))) (+ 1 (cos x)))))

prune865.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0b

localize18.0ms

Local error

Found 2 expressions with local error:

17.1b
(/ (sin x) (* x x))
0.2b
(* (/ (sin x) (* x x)) (tan (/ x 2)))

rewrite23.0ms

Algorithm
rewrite-expression-head
Counts
2 → 49
Calls

2 calls. Slowest were:

16.0ms
(* (/ (sin x) (* x x)) (tan (/ x 2)))
6.0ms
(/ (sin x) (* x x))

series131.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

98.0ms
(* (/ (sin x) (* x x)) (tan (/ x 2)))
33.0ms
(/ (sin x) (* x x))

simplify1.8s

Counts
34 → 55
Calls

34 calls. Slowest were:

556.0ms
(* (* (* (/ (sin x) (* x x)) (/ (sin x) (* x x))) (/ (sin x) (* x x))) (* (* (tan (/ x 2)) (tan (/ x 2))) (tan (/ x 2))))
228.0ms
(/ (* (* (sin x) (sin x)) (sin x)) (* (* (* x x) (* x x)) (* x x)))
195.0ms
(+ (- (log (sin x)) (log (* x x))) (log (tan (/ x 2))))

prune390.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0b

localize15.0ms

Local error

Found 3 expressions with local error:

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

rewrite20.0ms

Algorithm
rewrite-expression-head
Counts
3 → 55
Calls

3 calls. Slowest were:

13.0ms
(* (/ (/ (sin x) x) x) (tan (/ x 2)))
4.0ms
(/ (/ (sin x) x) x)
2.0ms
(/ (sin x) x)

series131.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

77.0ms
(* (/ (/ (sin x) x) x) (tan (/ x 2)))
33.0ms
(/ (/ (sin x) x) x)
21.0ms
(/ (sin x) x)

simplify1.1s

Counts
28 → 64
Calls

28 calls. Slowest were:

339.0ms
(* (* (* (/ (/ (sin x) x) x) (/ (/ (sin x) x) x)) (/ (/ (sin x) x) x)) (* (* (tan (/ x 2)) (tan (/ x 2))) (tan (/ x 2))))
142.0ms
(/ (* (sin x) (sin (* 1/2 x))) (* (cos (* 1/2 x)) (pow x 2)))
141.0ms
(/ (* (sin x) (sin (* 1/2 x))) (* (cos (* 1/2 x)) (pow x 2)))

prune351.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0b

regimes30.0ms

Accuracy

0% (0.1b remaining)

Error of 0.1b against oracle of 0.0b and baseline of 0.1b

bsearch1.0ms

end0.0ms

sample5.0s

Algorithm
intervals