Average Error: 59.9 → 0.3
Time: 25.3s
Precision: 64
Internal Precision: 128
\[\frac{1}{x} - \frac{1}{\tan x}\]
\[(\left(\log \left(e^{(\frac{1}{45} \cdot \left(x \cdot x\right) + \frac{1}{3})_*}\right)\right) \cdot x + \left(\frac{2}{945} \cdot {x}^{5}\right))_*\]

Error

Bits error versus x

Target

Original59.9
Target0.1
Herbie0.3
\[\begin{array}{l} \mathbf{if}\;\left|x\right| \lt 0.026:\\ \;\;\;\;\frac{x}{3} \cdot \left(1 + \frac{x \cdot x}{15}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{x} - \frac{1}{\tan x}\\ \end{array}\]

Derivation

  1. Initial program 59.9

    \[\frac{1}{x} - \frac{1}{\tan x}\]
  2. Taylor expanded around 0 0.3

    \[\leadsto \color{blue}{\frac{1}{3} \cdot x + \left(\frac{1}{45} \cdot {x}^{3} + \frac{2}{945} \cdot {x}^{5}\right)}\]
  3. Simplified0.3

    \[\leadsto \color{blue}{(\left((\frac{1}{45} \cdot \left(x \cdot x\right) + \frac{1}{3})_*\right) \cdot x + \left({x}^{5} \cdot \frac{2}{945}\right))_*}\]
  4. Using strategy rm
  5. Applied add-log-exp0.3

    \[\leadsto (\color{blue}{\left(\log \left(e^{(\frac{1}{45} \cdot \left(x \cdot x\right) + \frac{1}{3})_*}\right)\right)} \cdot x + \left({x}^{5} \cdot \frac{2}{945}\right))_*\]
  6. Final simplification0.3

    \[\leadsto (\left(\log \left(e^{(\frac{1}{45} \cdot \left(x \cdot x\right) + \frac{1}{3})_*}\right)\right) \cdot x + \left(\frac{2}{945} \cdot {x}^{5}\right))_*\]

Reproduce

herbie shell --seed 2019004 +o rules:numerics
(FPCore (x)
  :name "invcot (example 3.9)"
  :pre (and (< -0.026 x) (< x 0.026))

  :herbie-target
  (if (< (fabs x) 0.026) (* (/ x 3) (+ 1 (/ (* x x) 15))) (- (/ 1 x) (/ 1 (tan x))))

  (- (/ 1 x) (/ 1 (tan x))))

Details

Time bar (total: 24.3s)Debug log

sample478.0ms

Algorithm
intervals

simplify5.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

5.0ms
(- (/ 1 x) (/ 1 (tan x)))

prune32.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 59.6b

localize13.0ms

Local error

Found 2 expressions with local error:

3.5b
(- (/ 1 x) (/ 1 (tan x)))
0.0b
(/ 1 (tan x))

rewrite6.0ms

Algorithm
rewrite-expression-head
Counts
2 → 63
Calls

2 calls. Slowest were:

4.0ms
(- (/ 1 x) (/ 1 (tan x)))
1.0ms
(/ 1 (tan x))

series125.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

77.0ms
(- (/ 1 x) (/ 1 (tan x)))
48.0ms
(/ 1 (tan x))

simplify1.7s

Counts
62 → 69
Calls

62 calls. Slowest were:

160.0ms
(- (/ 1 x) (+ (* 1/3 x) (* 1/45 (pow x 3))))
116.0ms
(fma (- (cos x)) (/ 1 (sin x)) (* (cos x) (/ 1 (sin x))))
91.0ms
(fma (- (cos x)) (/ 1 (sin x)) (* (cos x) (/ 1 (sin x))))

prune562.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.4b

localize16.0ms

Local error

Found 3 expressions with local error:

0.4b
(fma (fma 1/45 (* x x) 1/3) x (* (pow x 5) 2/945))
0.1b
(* (pow x 5) 2/945)
0.0b
(fma 1/45 (* x x) 1/3)

rewrite3.0ms

Algorithm
rewrite-expression-head
Counts
3 → 33
Calls

3 calls. Slowest were:

2.0ms
(* (pow x 5) 2/945)
0.0ms
(fma (fma 1/45 (* x x) 1/3) x (* (pow x 5) 2/945))
0.0ms
(fma 1/45 (* x x) 1/3)

series90.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

36.0ms
(* (pow x 5) 2/945)
33.0ms
(fma (fma 1/45 (* x x) 1/3) x (* (pow x 5) 2/945))
22.0ms
(fma 1/45 (* x x) 1/3)

simplify233.0ms

Counts
11 → 42
Calls

11 calls. Slowest were:

70.0ms
(+ (* 1/3 x) (+ (* 1/45 (pow x 3)) (* 2/945 (pow x 5))))
63.0ms
(+ (* 1/3 x) (+ (* 1/45 (pow x 3)) (* 2/945 (pow x 5))))
45.0ms
(+ (* 1/3 x) (+ (* 1/45 (pow x 3)) (* 2/945 (pow x 5))))

prune345.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.3b

localize10.0ms

Local error

Found 4 expressions with local error:

0.4b
(fma (log (exp (fma 1/45 (* x x) 1/3))) x (* (pow x 5) 2/945))
0.1b
(* (pow x 5) 2/945)
0.0b
(log (exp (fma 1/45 (* x x) 1/3)))
0.0b
(fma 1/45 (* x x) 1/3)

rewrite5.0ms

Algorithm
rewrite-expression-head
Counts
4 → 51
Calls

4 calls. Slowest were:

2.0ms
(* (pow x 5) 2/945)
2.0ms
(log (exp (fma 1/45 (* x x) 1/3)))
0.0ms
(fma (log (exp (fma 1/45 (* x x) 1/3))) x (* (pow x 5) 2/945))

series146.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

39.0ms
(fma (log (exp (fma 1/45 (* x x) 1/3))) x (* (pow x 5) 2/945))
37.0ms
(log (exp (fma 1/45 (* x x) 1/3)))
35.0ms
(* (pow x 5) 2/945)
34.0ms
(fma 1/45 (* x x) 1/3)

simplify388.0ms

Counts
21 → 63
Calls

21 calls. Slowest were:

91.0ms
(+ (* 1/3 x) (+ (* 1/45 (pow x 3)) (* 2/945 (pow x 5))))
61.0ms
(+ (* 1/3 x) (+ (* 1/45 (pow x 3)) (* 2/945 (pow x 5))))
56.0ms
(+ (* 1/3 x) (+ (* 1/45 (pow x 3)) (* 2/945 (pow x 5))))

prune751.0ms

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0.3b

localize28.0ms

Local error

Found 4 expressions with local error:

1.0b
(* (cbrt (log (exp (fma 1/45 (* x x) 1/3)))) (cbrt (log (exp (fma 1/45 (* x x) 1/3)))))
0.4b
(fma (* (* (cbrt (log (exp (fma 1/45 (* x x) 1/3)))) (cbrt (log (exp (fma 1/45 (* x x) 1/3))))) (cbrt (log (exp (fma 1/45 (* x x) 1/3))))) x (* (pow x 5) 2/945))
0.1b
(* (pow x 5) 2/945)
0.0b
(log (exp (fma 1/45 (* x x) 1/3)))

rewrite24.0ms

Algorithm
rewrite-expression-head
Counts
4 → 79
Calls

4 calls. Slowest were:

14.0ms
(* (cbrt (log (exp (fma 1/45 (* x x) 1/3)))) (cbrt (log (exp (fma 1/45 (* x x) 1/3)))))
4.0ms
(* (pow x 5) 2/945)
4.0ms
(log (exp (fma 1/45 (* x x) 1/3)))

series271.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

175.0ms
(* (cbrt (log (exp (fma 1/45 (* x x) 1/3)))) (cbrt (log (exp (fma 1/45 (* x x) 1/3)))))
44.0ms
(fma (* (* (cbrt (log (exp (fma 1/45 (* x x) 1/3)))) (cbrt (log (exp (fma 1/45 (* x x) 1/3))))) (cbrt (log (exp (fma 1/45 (* x x) 1/3))))) x (* (pow x 5) 2/945))
32.0ms
(log (exp (fma 1/45 (* x x) 1/3)))
19.0ms
(* (pow x 5) 2/945)

simplify2.3s

Counts
49 → 91
Calls

49 calls. Slowest were:

306.0ms
(- (+ (pow 1/9 1/3) (* 2/45 (* (pow x 2) (pow 1/9 1/3)))) (* 1/2025 (* (pow x 4) (pow 1/9 1/3))))
282.0ms
(* (log (exp (fma 1/45 (* x x) 1/3))) (log (exp (fma 1/45 (* x x) 1/3))))
282.0ms
(* (log (exp (fma 1/45 (* x x) 1/3))) (log (exp (fma 1/45 (* x x) 1/3))))

prune1.3s

Pruning

7 alts after pruning (5 fresh and 2 done)

Merged error: 0.1b

regimes53.0ms

Accuracy

0% (0.3b remaining)

Error of 0.3b against oracle of 0.1b and baseline of 0.3b

bsearch1.0ms

end0.0ms

sample15.4s

Algorithm
intervals