Average Error: 0.4 → 0.6
Time: 59.3s
Precision: 64
Internal Precision: 128
\[\left(\frac{1}{6} \cdot {\left(-2 \cdot \log u1\right)}^{0.5}\right) \cdot \cos \left(\left(2 \cdot \pi\right) \cdot u2\right) + 0.5\]
\[\frac{0.5 \cdot 0.5 - \frac{1}{36} \cdot \left(\left(\cos \left(\left(2 \cdot u2\right) \cdot \pi\right) \cdot {\left(\log u1 \cdot -2\right)}^{0.5}\right) \cdot \left(\cos \left(\left(2 \cdot u2\right) \cdot \pi\right) \cdot {\left(\log u1 \cdot -2\right)}^{0.5}\right)\right)}{0.5 - \left({\left(\log u1 \cdot -2\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(u2 \cdot \pi\right) \cdot 2\right)}\]

Error

Bits error versus u1

Bits error versus u2

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Initial program 0.4

    \[\left(\frac{1}{6} \cdot {\left(-2 \cdot \log u1\right)}^{0.5}\right) \cdot \cos \left(\left(2 \cdot \pi\right) \cdot u2\right) + 0.5\]
  2. Initial simplification0.4

    \[\leadsto 0.5 + \left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)\]
  3. Using strategy rm
  4. Applied flip-+0.4

    \[\leadsto \color{blue}{\frac{0.5 \cdot 0.5 - \left(\left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)\right) \cdot \left(\left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)\right)}{0.5 - \left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)}}\]
  5. Using strategy rm
  6. Applied pow10.4

    \[\leadsto \frac{0.5 \cdot 0.5 - \left(\left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)\right) \cdot \color{blue}{{\left(\left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)\right)}^{1}}}{0.5 - \left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)}\]
  7. Applied pow10.4

    \[\leadsto \frac{0.5 \cdot 0.5 - \color{blue}{{\left(\left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)\right)}^{1}} \cdot {\left(\left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)\right)}^{1}}{0.5 - \left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)}\]
  8. Applied pow-prod-down0.4

    \[\leadsto \frac{0.5 \cdot 0.5 - \color{blue}{{\left(\left(\left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)\right) \cdot \left(\left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)\right)\right)}^{1}}}{0.5 - \left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)}\]
  9. Simplified0.6

    \[\leadsto \frac{0.5 \cdot 0.5 - {\color{blue}{\left(\left(\left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \cos \left(\left(2 \cdot u2\right) \cdot \pi\right)\right) \cdot \left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \cos \left(\left(2 \cdot u2\right) \cdot \pi\right)\right)\right) \cdot \frac{1}{36}\right)}}^{1}}{0.5 - \left({\left(-2 \cdot \log u1\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(\pi \cdot u2\right) \cdot 2\right)}\]
  10. Final simplification0.6

    \[\leadsto \frac{0.5 \cdot 0.5 - \frac{1}{36} \cdot \left(\left(\cos \left(\left(2 \cdot u2\right) \cdot \pi\right) \cdot {\left(\log u1 \cdot -2\right)}^{0.5}\right) \cdot \left(\cos \left(\left(2 \cdot u2\right) \cdot \pi\right) \cdot {\left(\log u1 \cdot -2\right)}^{0.5}\right)\right)}{0.5 - \left({\left(\log u1 \cdot -2\right)}^{0.5} \cdot \frac{1}{6}\right) \cdot \cos \left(\left(u2 \cdot \pi\right) \cdot 2\right)}\]

Reproduce

herbie shell --seed 2018365 
(FPCore (u1 u2)
  :name "normal distribution"
  :pre (and (<= 0 u1 1) (<= 0 u2 1))
  (+ (* (* (/ 1 6) (pow (* -2 (log u1)) 0.5)) (cos (* (* 2 PI) u2))) 0.5))

Details

Time bar (total: 53.5s)Debug log

start995.0ms

Algorithm
intervals

setup190.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.4b

localize31.0ms

Local error

Found 4 expressions with local error:

0.4b
(* (pow (* -2 (log u1)) 0.5) 1/6)
0.3b
(* PI u2)
0.2b
(pow (* -2 (log u1)) 0.5)
0.0b
(+ 0.5 (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))))

rewrite12.0ms

Algorithm
rewrite-expression-head
Counts
4 → 41
Calls

4 calls. Slowest were:

5.0ms
(* (pow (* -2 (log u1)) 0.5) 1/6)
4.0ms
(+ 0.5 (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))))
1.0ms
(pow (* -2 (log u1)) 0.5)

series1.7s

Counts
4 → 12
Calls

4 calls. Slowest were:

756.0ms
(* (pow (* -2 (log u1)) 0.5) 1/6)
599.0ms
(+ 0.5 (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))))
313.0ms
(pow (* -2 (log u1)) 0.5)
33.0ms
(* PI u2)

simplify653.0ms

Counts
18 → 53
Calls

18 calls. Slowest were:

248.0ms
(- (+ 0.5 (* 1/6 (pow (* (pow -2 1.0) (pow (log u1) 1.0)) 0.5))) (* 1/3 (* (* (pow u2 2) (pow PI 2)) (pow (* (pow -2 1.0) (pow (log u1) 1.0)) 0.5))))
124.0ms
(pow (* -2 (- (log -1) (log (/ -1 u1)))) 0.5)
90.0ms
(+ (* 1/6 (* (pow (* (pow (- (log -1) (log (/ -1 u1))) 1.0) (pow -2 1.0)) 0.5) (cos (* 2 (* u2 PI))))) 0.5)

prune1.1s

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 0.0b

localize29.0ms

Local error

Found 4 expressions with local error:

0.5b
(* (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))) (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))))
0.4b
(/ (- (* 0.5 0.5) (* (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))) (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))))) (- 0.5 (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))))
0.4b
(* (pow (* -2 (log u1)) 0.5) 1/6)
0.4b
(* (pow (* -2 (log u1)) 0.5) 1/6)

rewrite122.0ms

Algorithm
rewrite-expression-head
Counts
4 → 89
Calls

4 calls. Slowest were:

102.0ms
(* (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))) (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))))
12.0ms
(/ (- (* 0.5 0.5) (* (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))) (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))))) (- 0.5 (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))))
4.0ms
(* (pow (* -2 (log u1)) 0.5) 1/6)

series2.9s

Counts
4 → 12
Calls

4 calls. Slowest were:

908.0ms
(* (pow (* -2 (log u1)) 0.5) 1/6)
775.0ms
(/ (- (* 0.5 0.5) (* (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))) (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))))) (- 0.5 (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))))
750.0ms
(* (pow (* -2 (log u1)) 0.5) 1/6)
487.0ms
(* (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))) (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))))

simplify11.2s

Counts
79 → 101
Calls

79 calls. Slowest were:

693.0ms
(- (* (* 0.5 0.5) (* 0.5 0.5)) (* (* (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))) (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))) (* (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))) (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))))))
691.0ms
(* (* (* (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))) (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))) (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))) (* (* (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2))) (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))) (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))))
403.0ms
(+ (+ (log (* (pow (* -2 (log u1)) 0.5) 1/6)) (log (cos (* (* PI u2) 2)))) (log (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))))

prune2.3s

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 0b

localize43.0ms

Local error

Found 4 expressions with local error:

0.5b
(* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))))
0.4b
(/ (- (* 0.5 0.5) (pow (* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) 1/36) 1)) (- 0.5 (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))))
0.4b
(* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) 1/36)
0.4b
(* (pow (* -2 (log u1)) 0.5) 1/6)

rewrite169.0ms

Algorithm
rewrite-expression-head
Counts
4 → 91
Calls

4 calls. Slowest were:

102.0ms
(* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) 1/36)
49.0ms
(* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))))
11.0ms
(/ (- (* 0.5 0.5) (pow (* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) 1/36) 1)) (- 0.5 (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))))

series2.7s

Counts
4 → 12
Calls

4 calls. Slowest were:

938.0ms
(* (pow (* -2 (log u1)) 0.5) 1/6)
770.0ms
(/ (- (* 0.5 0.5) (pow (* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) 1/36) 1)) (- 0.5 (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))))
533.0ms
(* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) 1/36)
470.0ms
(* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))))

simplify14.4s

Counts
79 → 103
Calls

79 calls. Slowest were:

606.0ms
(/ (sqrt (- (* 0.5 0.5) (pow (* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) 1/36) 1))) (- 0.5 (* (* (pow (* -2 (log u1)) 0.5) 1/6) (cos (* (* PI u2) 2)))))
569.0ms
(* (* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) (* (* (* (pow (* -2 (log u1)) 0.5) (pow (* -2 (log u1)) 0.5)) (pow (* -2 (log u1)) 0.5)) (* (* (cos (* (* 2 u2) PI)) (cos (* (* 2 u2) PI))) (cos (* (* 2 u2) PI)))))
487.0ms
(- (* (* 0.5 0.5) (* 0.5 0.5)) (* (pow (* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) 1/36) 1) (pow (* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) 1/36) 1)))

prune3.1s

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 0b

localize22.0ms

Local error

Found 4 expressions with local error:

0.5b
(* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))))
0.4b
(* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) 1/36)
0.4b
(* (pow (* -2 (log u1)) 0.5) 1/6)
0.4b
(* (pow (* -2 (log u1)) 0.5) 1/6)

rewrite181.0ms

Algorithm
rewrite-expression-head
Counts
4 → 67
Calls

4 calls. Slowest were:

106.0ms
(* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) 1/36)
59.0ms
(* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))))
7.0ms
(* (pow (* -2 (log u1)) 0.5) 1/6)

series2.9s

Counts
4 → 12
Calls

4 calls. Slowest were:

1.0s
(* (pow (* -2 (log u1)) 0.5) 1/6)
936.0ms
(* (pow (* -2 (log u1)) 0.5) 1/6)
503.0ms
(* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))))
479.0ms
(* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) 1/36)

simplify5.7s

Counts
45 → 79
Calls

45 calls. Slowest were:

543.0ms
(* (* (* (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) (* (pow (* -2 (log u1)) 0.5) (cos (* (* 2 u2) PI)))) (* (* (* (pow (* -2 (log u1)) 0.5) (pow (* -2 (log u1)) 0.5)) (pow (* -2 (log u1)) 0.5)) (* (* (cos (* (* 2 u2) PI)) (cos (* (* 2 u2) PI))) (cos (* (* 2 u2) PI)))))
348.0ms
(* (* (* (* (pow (* -2 (log u1)) 0.5) (pow (* -2 (log u1)) 0.5)) (pow (* -2 (log u1)) 0.5)) (* (* (cos (* (* 2 u2) PI)) (cos (* (* 2 u2) PI))) (cos (* (* 2 u2) PI)))) (* (* (* (pow (* -2 (log u1)) 0.5) (pow (* -2 (log u1)) 0.5)) (pow (* -2 (log u1)) 0.5)) (* (* (cos (* (* 2 u2) PI)) (cos (* (* 2 u2) PI))) (cos (* (* 2 u2) PI)))))
302.0ms
(+ (+ (log (pow (* -2 (log u1)) 0.5)) (log (cos (* (* 2 u2) PI)))) (+ (* (log (* -2 (log u1))) 0.5) (log (cos (* (* 2 u2) PI)))))

prune2.2s

Pruning

10 alts after pruning (8 fresh and 2 done)

Merged error: 0b

regimes701.0ms

Accuracy

0% (0.5b remaining)

Error of 0.6b against oracle of 0.0b and baseline of 0.6b

bsearch4.0ms