Average Error: 14.7 → 0.8
Time: 36.6s
Precision: 64
Internal Precision: 128
\[\left(\frac{\pi}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right)\]
\[\frac{1}{\frac{b - a}{\frac{(\left(\frac{\pi}{2}\right) \cdot \left(\frac{-1}{b}\right) + \left(\frac{\frac{\pi}{2}}{a}\right))_*}{b + a}}}\]

Error

Bits error versus a

Bits error versus b

Derivation

  1. Initial program 14.7

    \[\left(\frac{\pi}{2} \cdot \frac{1}{b \cdot b - a \cdot a}\right) \cdot \left(\frac{1}{a} - \frac{1}{b}\right)\]
  2. Initial simplification9.5

    \[\leadsto \frac{(\left(\frac{\pi}{2}\right) \cdot \left(\frac{-1}{b}\right) + \left(\frac{\frac{\pi}{2}}{a}\right))_*}{\left(a + b\right) \cdot \left(b - a\right)}\]
  3. Using strategy rm
  4. Applied associate-/r*0.3

    \[\leadsto \color{blue}{\frac{\frac{(\left(\frac{\pi}{2}\right) \cdot \left(\frac{-1}{b}\right) + \left(\frac{\frac{\pi}{2}}{a}\right))_*}{a + b}}{b - a}}\]
  5. Using strategy rm
  6. Applied *-un-lft-identity0.3

    \[\leadsto \frac{\frac{(\left(\frac{\pi}{2}\right) \cdot \left(\frac{-1}{b}\right) + \left(\frac{\frac{\pi}{2}}{a}\right))_*}{\color{blue}{1 \cdot \left(a + b\right)}}}{b - a}\]
  7. Applied *-un-lft-identity0.3

    \[\leadsto \frac{\frac{\color{blue}{1 \cdot (\left(\frac{\pi}{2}\right) \cdot \left(\frac{-1}{b}\right) + \left(\frac{\frac{\pi}{2}}{a}\right))_*}}{1 \cdot \left(a + b\right)}}{b - a}\]
  8. Applied times-frac0.3

    \[\leadsto \frac{\color{blue}{\frac{1}{1} \cdot \frac{(\left(\frac{\pi}{2}\right) \cdot \left(\frac{-1}{b}\right) + \left(\frac{\frac{\pi}{2}}{a}\right))_*}{a + b}}}{b - a}\]
  9. Applied associate-/l*0.8

    \[\leadsto \color{blue}{\frac{\frac{1}{1}}{\frac{b - a}{\frac{(\left(\frac{\pi}{2}\right) \cdot \left(\frac{-1}{b}\right) + \left(\frac{\frac{\pi}{2}}{a}\right))_*}{a + b}}}}\]
  10. Simplified0.8

    \[\leadsto \frac{\color{blue}{1}}{\frac{b - a}{\frac{(\left(\frac{\pi}{2}\right) \cdot \left(\frac{-1}{b}\right) + \left(\frac{\frac{\pi}{2}}{a}\right))_*}{a + b}}}\]
  11. Final simplification0.8

    \[\leadsto \frac{1}{\frac{b - a}{\frac{(\left(\frac{\pi}{2}\right) \cdot \left(\frac{-1}{b}\right) + \left(\frac{\frac{\pi}{2}}{a}\right))_*}{b + a}}}\]

Reproduce

herbie shell --seed 2018362 +o rules:numerics
(FPCore (a b)
  :name "NMSE Section 6.1 mentioned, B"
  (* (* (/ PI 2) (/ 1 (- (* b b) (* a a)))) (- (/ 1 a) (/ 1 b))))

Details

Time bar (total: 30.7s)Debug log

start193.0ms

Algorithm
intervals

setup414.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 10.7b

localize22.0ms

Local error

Found 3 expressions with local error:

10.7b
(/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (* (+ a b) (- b a)))
0.2b
(/ (/ PI 2) a)
0.2b
(fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a))

rewrite8.0ms

Algorithm
rewrite-expression-head
Counts
3 → 58
Calls

3 calls. Slowest were:

5.0ms
(/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (* (+ a b) (- b a)))
2.0ms
(/ (/ PI 2) a)
0.0ms
(fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a))

series229.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

99.0ms
(/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (* (+ a b) (- b a)))
68.0ms
(/ (/ PI 2) a)
61.0ms
(fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a))

simplify2.3s

Counts
32 → 67
Calls

32 calls. Slowest were:

428.0ms
(* (+ (* a a) (- (* b b) (* a b))) (+ (* b b) (+ (* a a) (* b a))))
273.0ms
(* (- a b) (+ (* b b) (+ (* a a) (* b a))))
251.0ms
(- (log (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a))) (log (* (+ a b) (- b a))))

prune902.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 0.1b

localize6.0ms

Local error

Found 4 expressions with local error:

0.3b
(/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b))
0.2b
(/ (/ PI 2) a)
0.2b
(/ (/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b)) (- b a))
0.2b
(fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a))

rewrite26.0ms

Algorithm
rewrite-expression-head
Counts
4 → 140
Calls

4 calls. Slowest were:

12.0ms
(/ (/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b)) (- b a))
5.0ms
(/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b))
5.0ms
(/ (/ PI 2) a)

series357.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

119.0ms
(/ (/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b)) (- b a))
101.0ms
(/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b))
87.0ms
(/ (/ PI 2) a)
50.0ms
(fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a))

simplify9.7s

Counts
155 → 152
Calls

155 calls. Slowest were:

481.0ms
(/ (/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (- (* a a) (* b b))) (* (cbrt (- b a)) (cbrt (- b a))))
353.0ms
(/ (/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (- (* a a) (* b b))) 1)
328.0ms
(/ (/ (* (cbrt (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a))) (cbrt (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)))) (* (cbrt (+ a b)) (cbrt (+ a b)))) 1)

prune2.0s

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 0.0b

localize6.0ms

Local error

Found 4 expressions with local error:

0.5b
(/ 1 (/ (- b a) (/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b))))
0.3b
(/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b))
0.2b
(/ (/ PI 2) a)
0.2b
(fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a))

rewrite10.0ms

Algorithm
rewrite-expression-head
Counts
4 → 126
Calls

4 calls. Slowest were:

3.0ms
(/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b))
2.0ms
(/ 1 (/ (- b a) (/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b))))
2.0ms
(/ (/ PI 2) a)

series337.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

119.0ms
(/ 1 (/ (- b a) (/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b))))
97.0ms
(/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b))
68.0ms
(fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a))
53.0ms
(/ (/ PI 2) a)

simplify7.2s

Counts
93 → 138
Calls

93 calls. Slowest were:

408.0ms
(cbrt (/ (- b a) (/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b))))
397.0ms
(sqrt (/ (- b a) (/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b))))
385.0ms
(/ (sqrt (- b a)) (sqrt (/ (fma (/ PI 2) (/ -1 b) (/ (/ PI 2) a)) (+ a b))))

prune2.1s

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 0.0b

localize30.0ms

Local error

Found 4 expressions with local error:

0.5b
(cbrt (+ a b))
0.5b
(cbrt (+ a b))
0.5b
(cbrt (+ a b))
0.5b
(* (cbrt (+ a b)) (cbrt (+ a b)))

rewrite22.0ms

Algorithm
rewrite-expression-head
Counts
4 → 83
Calls

4 calls. Slowest were:

16.0ms
(* (cbrt (+ a b)) (cbrt (+ a b)))
1.0ms
(cbrt (+ a b))
1.0ms
(cbrt (+ a b))

series607.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

182.0ms
(* (cbrt (+ a b)) (cbrt (+ a b)))
160.0ms
(cbrt (+ a b))
141.0ms
(cbrt (+ a b))
124.0ms
(cbrt (+ a b))

simplify2.3s

Counts
59 → 95
Calls

59 calls. Slowest were:

285.0ms
(- (+ (pow b 1/3) (* 1/3 (* a (pow (/ 1 (pow b 2)) 1/3)))) (* 1/9 (* (pow a 2) (pow (/ 1 (pow b 5)) 1/3))))
280.0ms
(- (+ (pow b 1/3) (* 1/3 (* a (pow (/ 1 (pow b 2)) 1/3)))) (* 1/9 (* (pow a 2) (pow (/ 1 (pow b 5)) 1/3))))
255.0ms
(- (+ (pow b 1/3) (* 1/3 (* a (pow (/ 1 (pow b 2)) 1/3)))) (* 1/9 (* (pow a 2) (pow (/ 1 (pow b 5)) 1/3))))

prune1.7s

Pruning

11 alts after pruning (9 fresh and 2 done)

Merged error: 0.0b

regimes265.0ms

Accuracy

0% (0.8b remaining)

Error of 0.8b against oracle of 0.0b and baseline of 0.8b

bsearch3.0ms