Average Error: 59.9 → 0.3
Time: 21.5s
Precision: 64
Internal Precision: 128
\[\frac{1}{x} - \frac{1}{\tan x}\]
\[x \cdot (\frac{1}{45} \cdot \left(x \cdot x\right) + \frac{1}{3})_* + {x}^{5} \cdot \frac{2}{945}\]

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 fma-udef0.3

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

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

Reproduce

herbie shell --seed 2019007 +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: 20.8s)Debug log

sample395.0ms

Algorithm
intervals

simplify9.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

9.0ms
(- (/ 1 x) (/ 1 (tan x)))

prune6.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 59.7b

localize33.0ms

Local error

Found 2 expressions with local error:

3.1b
(- (/ 1 x) (/ 1 (tan x)))
0.0b
(/ 1 (tan x))

rewrite9.0ms

Algorithm
rewrite-expression-head
Counts
2 → 63
Calls

2 calls. Slowest were:

7.0ms
(- (/ 1 x) (/ 1 (tan x)))
1.0ms
(/ 1 (tan x))

series104.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

69.0ms
(- (/ 1 x) (/ 1 (tan x)))
35.0ms
(/ 1 (tan x))

simplify1.7s

Counts
62 → 69
Calls

62 calls. Slowest were:

190.0ms
(- (/ 1 x) (+ (* 1/3 x) (* 1/45 (pow x 3))))
102.0ms
(fma 1 (/ 1 x) (- (* (cos x) (/ 1 (sin x)))))
90.0ms
(fma (- (cos x)) (/ 1 (sin x)) (* (cos x) (/ 1 (sin x))))

prune421.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.3b

localize31.0ms

Local error

Found 3 expressions with local error:

0.3b
(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)

rewrite6.0ms

Algorithm
rewrite-expression-head
Counts
3 → 33
Calls

3 calls. Slowest were:

4.0ms
(* (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)

series85.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

32.0ms
(fma (fma 1/45 (* x x) 1/3) x (* (pow x 5) 2/945))
29.0ms
(fma 1/45 (* x x) 1/3)
23.0ms
(* (pow x 5) 2/945)

simplify270.0ms

Counts
11 → 42
Calls

11 calls. Slowest were:

85.0ms
(+ (* 1/3 x) (+ (* 1/45 (pow x 3)) (* 2/945 (pow x 5))))
81.0ms
(+ (* 1/3 x) (+ (* 1/45 (pow x 3)) (* 2/945 (pow x 5))))
59.0ms
(+ (* 1/3 x) (+ (* 1/45 (pow x 3)) (* 2/945 (pow x 5))))

prune290.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.2b

localize5.0ms

Local error

Found 3 expressions with local error:

0.3b
(* (fma 1/45 (* x x) 1/3) x)
0.1b
(* (pow x 5) 2/945)
0.0b
(fma 1/45 (* x x) 1/3)

rewrite5.0ms

Algorithm
rewrite-expression-head
Counts
3 → 36
Calls

3 calls. Slowest were:

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

series75.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

34.0ms
(* (fma 1/45 (* x x) 1/3) x)
21.0ms
(* (pow x 5) 2/945)
21.0ms
(fma 1/45 (* x x) 1/3)

simplify189.0ms

Counts
13 → 45
Calls

13 calls. Slowest were:

40.0ms
(+ (* 1/3 x) (* 1/45 (pow x 3)))
39.0ms
(+ (* 1/3 x) (* 1/45 (pow x 3)))
38.0ms
(+ (* 1/3 x) (* 1/45 (pow x 3)))

prune379.0ms

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0.2b

localize11.0ms

Local error

Found 4 expressions with local error:

0.3b
(* (log (exp (fma 1/45 (* x x) 1/3))) x)
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)

rewrite9.0ms

Algorithm
rewrite-expression-head
Counts
4 → 58
Calls

4 calls. Slowest were:

4.0ms
(* (log (exp (fma 1/45 (* x x) 1/3))) x)
2.0ms
(* (pow x 5) 2/945)
2.0ms
(log (exp (fma 1/45 (* x x) 1/3)))

series112.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

34.0ms
(log (exp (fma 1/45 (* x x) 1/3)))
32.0ms
(* (log (exp (fma 1/45 (* x x) 1/3))) x)
26.0ms
(* (pow x 5) 2/945)
20.0ms
(fma 1/45 (* x x) 1/3)

simplify370.0ms

Counts
26 → 70
Calls

26 calls. Slowest were:

46.0ms
(* (cbrt (log (exp (fma 1/45 (* x x) 1/3)))) (cbrt (log (exp (fma 1/45 (* x x) 1/3)))))
45.0ms
(sqrt (log (exp (fma 1/45 (* x x) 1/3))))
37.0ms
(+ (* 1/3 x) (* 1/45 (pow x 3)))

prune754.0ms

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0.2b

regimes58.0ms

Accuracy

0% (0.1b remaining)

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

bsearch3.0ms

end0.0ms

sample15.5s

Algorithm
intervals