Average Error: 31.1 → 0.1
Time: 1.6m
Precision: 64
Internal Precision: 128
\[\frac{x - \sin x}{x - \tan x}\]
\[\begin{array}{l} \mathbf{if}\;x \le -1.5981192504292256:\\ \;\;\;\;\sqrt{\frac{x - \sin x}{x - \tan x}} \cdot \sqrt{\frac{x - \sin x}{x - \tan x}}\\ \mathbf{elif}\;x \le 0.03156574465888638:\\ \;\;\;\;\log_* (1 + (e^{(\left(\frac{9}{40} \cdot x\right) \cdot x + \left((\frac{-27}{2800} \cdot \left({x}^{4}\right) + \frac{-1}{2})_*\right))_*} - 1)^*)\\ \mathbf{else}:\\ \;\;\;\;\frac{x}{x - \tan x} - \frac{\sin x}{x - \tan x}\\ \end{array}\]

Error

Bits error versus x

Derivation

  1. Split input into 3 regimes
  2. if x < -1.5981192504292256

    1. Initial program 0.0

      \[\frac{x - \sin x}{x - \tan x}\]
    2. Using strategy rm
    3. Applied add-sqr-sqrt0.1

      \[\leadsto \color{blue}{\sqrt{\frac{x - \sin x}{x - \tan x}} \cdot \sqrt{\frac{x - \sin x}{x - \tan x}}}\]

    if -1.5981192504292256 < x < 0.03156574465888638

    1. Initial program 62.7

      \[\frac{x - \sin x}{x - \tan x}\]
    2. Taylor expanded around 0 0.1

      \[\leadsto \color{blue}{\frac{9}{40} \cdot {x}^{2} - \left(\frac{27}{2800} \cdot {x}^{4} + \frac{1}{2}\right)}\]
    3. Simplified0.1

      \[\leadsto \color{blue}{(\left(\frac{9}{40} \cdot x\right) \cdot x + \left((\frac{-27}{2800} \cdot \left({x}^{4}\right) + \frac{-1}{2})_*\right))_*}\]
    4. Using strategy rm
    5. Applied log1p-expm1-u0.1

      \[\leadsto \color{blue}{\log_* (1 + (e^{(\left(\frac{9}{40} \cdot x\right) \cdot x + \left((\frac{-27}{2800} \cdot \left({x}^{4}\right) + \frac{-1}{2})_*\right))_*} - 1)^*)}\]

    if 0.03156574465888638 < x

    1. Initial program 0.1

      \[\frac{x - \sin x}{x - \tan x}\]
    2. Using strategy rm
    3. Applied div-sub0.1

      \[\leadsto \color{blue}{\frac{x}{x - \tan x} - \frac{\sin x}{x - \tan x}}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification0.1

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -1.5981192504292256:\\ \;\;\;\;\sqrt{\frac{x - \sin x}{x - \tan x}} \cdot \sqrt{\frac{x - \sin x}{x - \tan x}}\\ \mathbf{elif}\;x \le 0.03156574465888638:\\ \;\;\;\;\log_* (1 + (e^{(\left(\frac{9}{40} \cdot x\right) \cdot x + \left((\frac{-27}{2800} \cdot \left({x}^{4}\right) + \frac{-1}{2})_*\right))_*} - 1)^*)\\ \mathbf{else}:\\ \;\;\;\;\frac{x}{x - \tan x} - \frac{\sin x}{x - \tan x}\\ \end{array}\]

Reproduce

herbie shell --seed 2019005 +o rules:numerics
(FPCore (x)
  :name "sintan (problem 3.4.5)"
  (/ (- x (sin x)) (- x (tan x))))

Details

Time bar (total: 1.5m)Debug log

sample641.0ms

Algorithm
intervals

simplify14.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

14.0ms
(/ (- x (sin x)) (- x (tan x)))

prune10.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 31.2b

localize47.0ms

Local error

Found 3 expressions with local error:

1.1b
(- x (sin x))
1.1b
(- x (tan x))
0.0b
(/ (- x (sin x)) (- x (tan x)))

rewrite8.0ms

Algorithm
rewrite-expression-head
Counts
3 → 60
Calls

3 calls. Slowest were:

4.0ms
(/ (- x (sin x)) (- x (tan x)))
2.0ms
(- x (sin x))
0.0ms
(- x (tan x))

series233.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

97.0ms
(- x (tan x))
79.0ms
(/ (- x (sin x)) (- x (tan x)))
57.0ms
(- x (sin x))

simplify1.4s

Counts
39 → 69
Calls

39 calls. Slowest were:

297.0ms
(- (+ 1 (+ (/ (pow (sin x) 2) (* (pow (cos x) 2) (pow x 2))) (/ (sin x) (* (cos x) x)))) (+ (/ (sin x) x) (/ (pow (sin x) 2) (* (cos x) (pow x 2)))))
249.0ms
(- (+ 1 (+ (/ (pow (sin x) 2) (* (pow (cos x) 2) (pow x 2))) (/ (sin x) (* (cos x) x)))) (+ (/ (sin x) x) (/ (pow (sin x) 2) (* (cos x) (pow x 2)))))
225.0ms
(- (+ (* 1/3 (pow x 3)) (+ (* 2/15 (pow x 5)) (* 17/315 (pow x 7)))))

prune654.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.0b

localize9.0ms

Local error

Found 4 expressions with local error:

1.1b
(- x (tan x))
1.1b
(- x (tan x))
1.1b
(- (/ x (- x (tan x))) (/ (sin x) (- x (tan x))))
0.1b
(/ (sin x) (- x (tan x)))

rewrite21.0ms

Algorithm
rewrite-expression-head
Counts
4 → 175
Calls

4 calls. Slowest were:

8.0ms
(- (/ x (- x (tan x))) (/ (sin x) (- x (tan x))))
6.0ms
(/ (sin x) (- x (tan x)))
1.0ms
(- x (tan x))

series480.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

283.0ms
(- (/ x (- x (tan x))) (/ (sin x) (- x (tan x))))
69.0ms
(/ (sin x) (- x (tan x)))
67.0ms
(- x (tan x))
60.0ms
(- x (tan x))

simplify32.9s

Counts
239 → 187
Calls

239 calls. Slowest were:

573.0ms
(fma (- (/ (cbrt (sin x)) (cbrt (- x (tan x))))) (/ (* (cbrt (sin x)) (cbrt (sin x))) (* (cbrt (- x (tan x))) (cbrt (- x (tan x))))) (* (/ (cbrt (sin x)) (cbrt (- x (tan x)))) (/ (* (cbrt (sin x)) (cbrt (sin x))) (* (cbrt (- x (tan x))) (cbrt (- x (tan x)))))))
566.0ms
(fma (/ x (- (* x x) (* (tan x) (tan x)))) (+ x (tan x)) (- (* (/ (sin x) (- x (tan x))) 1)))
534.0ms
(fma (/ x (- (* x x) (* (tan x) (tan x)))) (+ x (tan x)) (- (* (/ (sin x) (- x (tan x))) (/ 1 1))))

prune1.8s

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0.0b

localize7.0ms

Local error

Found 4 expressions with local error:

1.1b
(- x (tan x))
1.1b
(- x (tan x))
1.1b
(- (/ x (- x (tan x))) (/ (sin x) (- x (tan x))))
0.1b
(/ (sin x) (- x (tan x)))

rewrite16.0ms

Algorithm
rewrite-expression-head
Counts
4 → 175
Calls

4 calls. Slowest were:

8.0ms
(- (/ x (- x (tan x))) (/ (sin x) (- x (tan x))))
4.0ms
(/ (sin x) (- x (tan x)))
1.0ms
(- x (tan x))

series481.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

257.0ms
(- (/ x (- x (tan x))) (/ (sin x) (- x (tan x))))
92.0ms
(/ (sin x) (- x (tan x)))
69.0ms
(- x (tan x))
63.0ms
(- x (tan x))

simplify33.5s

Counts
239 → 187
Calls

239 calls. Slowest were:

641.0ms
(fma (- (/ (sin x) (sqrt (- x (tan x))))) (/ 1 (sqrt (- x (tan x)))) (* (/ (sin x) (sqrt (- x (tan x)))) (/ 1 (sqrt (- x (tan x))))))
573.0ms
(fma (/ x (- (* x x) (* (tan x) (tan x)))) (+ x (tan x)) (- (* (/ (sin x) (- x (tan x))) (/ 1 1))))
569.0ms
(fma (/ x (- (* x x) (* (tan x) (tan x)))) (+ x (tan x)) (- (* (/ (sin x) (- x (tan x))) 1)))

prune2.2s

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0.0b

localize16.0ms

Local error

Found 3 expressions with local error:

0.2b
(* 9/40 x)
0.1b
(fma -27/2800 (pow x 4) -1/2)
0.0b
(fma (* 9/40 x) x (fma -27/2800 (pow x 4) -1/2))

rewrite1.0ms

Algorithm
rewrite-expression-head
Counts
3 → 30
Calls

3 calls. Slowest were:

0.0ms
(* 9/40 x)
0.0ms
(fma -27/2800 (pow x 4) -1/2)
0.0ms
(fma (* 9/40 x) x (fma -27/2800 (pow x 4) -1/2))

series90.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

59.0ms
(fma -27/2800 (pow x 4) -1/2)
20.0ms
(fma (* 9/40 x) x (fma -27/2800 (pow x 4) -1/2))
12.0ms
(* 9/40 x)

simplify293.0ms

Counts
9 → 39
Calls

9 calls. Slowest were:

92.0ms
(- (* 9/40 (pow x 2)) (+ (* 27/2800 (pow x 4)) 1/2))
80.0ms
(- (* 9/40 (pow x 2)) (+ (* 27/2800 (pow x 4)) 1/2))
69.0ms
(- (* 9/40 (pow x 2)) (+ (* 27/2800 (pow x 4)) 1/2))

prune351.0ms

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0.0b

regimes129.0ms

Accuracy

99.8% (0.1b remaining)

Error of 0.1b against oracle of 0.0b and baseline of 31.1b

bsearch137.0ms

end0.0ms

sample17.0s

Algorithm
intervals