Average Error: 12.8 → 8.7
Time: 34.2s
Precision: 64
Internal Precision: 128
\[w0 \cdot \sqrt{1 - {\left(\frac{M \cdot D}{2 \cdot d}\right)}^{2} \cdot \frac{h}{\ell}}\]
\[\begin{array}{l} \mathbf{if}\;\ell \le -5.767086712287336 \cdot 10^{+166} \lor \neg \left(\ell \le 2.6107565686482714 \cdot 10^{-80}\right):\\ \;\;\;\;w0 \cdot \sqrt{1 - \left(\frac{M \cdot D}{d \cdot 2} \cdot \frac{h}{\ell}\right) \cdot \frac{M \cdot D}{d \cdot 2}}\\ \mathbf{else}:\\ \;\;\;\;w0 \cdot \sqrt{1 - \frac{h \cdot {\left(\frac{M \cdot D}{d \cdot 2}\right)}^{2}}{\ell}}\\ \end{array}\]

Error

Bits error versus w0

Bits error versus M

Bits error versus D

Bits error versus h

Bits error versus l

Bits error versus d

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Split input into 2 regimes
  2. if l < -5.767086712287336e+166 or 2.6107565686482714e-80 < l

    1. Initial program 9.1

      \[w0 \cdot \sqrt{1 - {\left(\frac{M \cdot D}{2 \cdot d}\right)}^{2} \cdot \frac{h}{\ell}}\]
    2. Using strategy rm
    3. Applied unpow29.1

      \[\leadsto w0 \cdot \sqrt{1 - \color{blue}{\left(\frac{M \cdot D}{2 \cdot d} \cdot \frac{M \cdot D}{2 \cdot d}\right)} \cdot \frac{h}{\ell}}\]
    4. Applied associate-*l*7.2

      \[\leadsto w0 \cdot \sqrt{1 - \color{blue}{\frac{M \cdot D}{2 \cdot d} \cdot \left(\frac{M \cdot D}{2 \cdot d} \cdot \frac{h}{\ell}\right)}}\]

    if -5.767086712287336e+166 < l < 2.6107565686482714e-80

    1. Initial program 16.2

      \[w0 \cdot \sqrt{1 - {\left(\frac{M \cdot D}{2 \cdot d}\right)}^{2} \cdot \frac{h}{\ell}}\]
    2. Using strategy rm
    3. Applied associate-*r/10.1

      \[\leadsto w0 \cdot \sqrt{1 - \color{blue}{\frac{{\left(\frac{M \cdot D}{2 \cdot d}\right)}^{2} \cdot h}{\ell}}}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification8.7

    \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \le -5.767086712287336 \cdot 10^{+166} \lor \neg \left(\ell \le 2.6107565686482714 \cdot 10^{-80}\right):\\ \;\;\;\;w0 \cdot \sqrt{1 - \left(\frac{M \cdot D}{d \cdot 2} \cdot \frac{h}{\ell}\right) \cdot \frac{M \cdot D}{d \cdot 2}}\\ \mathbf{else}:\\ \;\;\;\;w0 \cdot \sqrt{1 - \frac{h \cdot {\left(\frac{M \cdot D}{d \cdot 2}\right)}^{2}}{\ell}}\\ \end{array}\]

Reproduce

herbie shell --seed 2018365 +o rules:numerics
(FPCore (w0 M D h l d)
  :name "Henrywood and Agarwal, Equation (9a)"
  (* w0 (sqrt (- 1 (* (pow (/ (* M D) (* 2 d)) 2) (/ h l))))))

Details

Time bar (total: 27.0s)Debug log

start171.0ms

Algorithm
intervals

setup490.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 13.1b

localize37.0ms

Local error

Found 4 expressions with local error:

6.5b
(fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1)
5.2b
(/ (/ M 2) (/ d D))
5.2b
(/ (/ M 2) (/ d D))
4.2b
(sqrt (fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1))

rewrite9.0ms

Algorithm
rewrite-expression-head
Counts
4 → 104
Calls

4 calls. Slowest were:

3.0ms
(/ (/ M 2) (/ d D))
3.0ms
(/ (/ M 2) (/ d D))
1.0ms
(sqrt (fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1))

series324.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

177.0ms
(sqrt (fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1))
110.0ms
(fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1)
18.0ms
(/ (/ M 2) (/ d D))
18.0ms
(/ (/ M 2) (/ d D))

simplify3.7s

Counts
96 → 116
Calls

96 calls. Slowest were:

696.0ms
(/ (* (* (/ M 2) (/ M 2)) (/ M 2)) (* (* (/ d D) (/ d D)) (/ d D)))
672.0ms
(/ (* (* (/ M 2) (/ M 2)) (/ M 2)) (* (* (/ d D) (/ d D)) (/ d D)))
410.0ms
(sqrt (* (cbrt (fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1)) (cbrt (fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1))))

prune2.2s

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 10.0b

localize8.0ms

Local error

Found 4 expressions with local error:

6.5b
(fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1)
5.2b
(/ (/ M 2) (/ d D))
5.2b
(/ (/ M 2) (/ d D))
4.2b
(sqrt (fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1))

rewrite8.0ms

Algorithm
rewrite-expression-head
Counts
4 → 104
Calls

4 calls. Slowest were:

3.0ms
(/ (/ M 2) (/ d D))
3.0ms
(/ (/ M 2) (/ d D))
1.0ms
(sqrt (fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1))

series389.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

232.0ms
(sqrt (fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1))
100.0ms
(fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1)
29.0ms
(/ (/ M 2) (/ d D))
28.0ms
(/ (/ M 2) (/ d D))

simplify3.8s

Counts
96 → 116
Calls

96 calls. Slowest were:

690.0ms
(/ (* (* (/ M 2) (/ M 2)) (/ M 2)) (* (* (/ d D) (/ d D)) (/ d D)))
668.0ms
(/ (* (* (/ M 2) (/ M 2)) (/ M 2)) (* (* (/ d D) (/ d D)) (/ d D)))
431.0ms
(sqrt (sqrt (fma (* (/ (/ M 2) (/ d D)) (/ (/ M 2) (/ d D))) (- (/ h l)) 1)))

prune2.3s

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 10.0b

localize37.0ms

Local error

Found 4 expressions with local error:

12.4b
(cbrt (/ d D))
12.4b
(cbrt (/ d D))
12.4b
(cbrt (/ d D))
6.5b
(fma (* (* (/ (* (cbrt (/ M 2)) (cbrt (/ M 2))) (* (cbrt (/ d D)) (cbrt (/ d D)))) (/ (cbrt (/ M 2)) (cbrt (/ d D)))) (/ (/ M 2) (/ d D))) (- (/ h l)) 1)

rewrite4.0ms

Algorithm
rewrite-expression-head
Counts
4 → 55
Calls

4 calls. Slowest were:

1.0ms
(cbrt (/ d D))
1.0ms
(cbrt (/ d D))
1.0ms
(cbrt (/ d D))

series540.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

268.0ms
(fma (* (* (/ (* (cbrt (/ M 2)) (cbrt (/ M 2))) (* (cbrt (/ d D)) (cbrt (/ d D)))) (/ (cbrt (/ M 2)) (cbrt (/ d D)))) (/ (/ M 2) (/ d D))) (- (/ h l)) 1)
108.0ms
(cbrt (/ d D))
93.0ms
(cbrt (/ d D))
71.0ms
(cbrt (/ d D))

simplify1.5s

Counts
27 → 67
Calls

27 calls. Slowest were:

245.0ms
(exp (* 1/3 (- (log (/ 1 D)) (log (/ 1 d)))))
224.0ms
(exp (* 1/3 (- (log (/ 1 D)) (log (/ 1 d)))))
173.0ms
(exp (* 1/3 (- (log (/ -1 D)) (log (/ -1 d)))))

prune1.5s

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 10.0b

localize39.0ms

Local error

Found 4 expressions with local error:

9.7b
(* (pow (/ (* M D) (* 2 d)) 2) (/ h l))
5.1b
(/ (* M D) (* 2 d))
4.2b
(sqrt (- 1 (* (pow (/ (* M D) (* 2 d)) 2) (/ h l))))
2.6b
(* w0 (sqrt (- 1 (* (pow (/ (* M D) (* 2 d)) 2) (/ h l)))))

rewrite28.0ms

Algorithm
rewrite-expression-head
Counts
4 → 80
Calls

4 calls. Slowest were:

12.0ms
(* (pow (/ (* M D) (* 2 d)) 2) (/ h l))
5.0ms
(/ (* M D) (* 2 d))
5.0ms
(* w0 (sqrt (- 1 (* (pow (/ (* M D) (* 2 d)) 2) (/ h l)))))

series473.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

202.0ms
(* w0 (sqrt (- 1 (* (pow (/ (* M D) (* 2 d)) 2) (/ h l)))))
150.0ms
(sqrt (- 1 (* (pow (/ (* M D) (* 2 d)) 2) (/ h l))))
91.0ms
(* (pow (/ (* M D) (* 2 d)) 2) (/ h l))
30.0ms
(/ (* M D) (* 2 d))

simplify4.8s

Counts
47 → 92
Calls

47 calls. Slowest were:

902.0ms
(sqrt (+ 1 (* (pow (/ (* M D) (* 2 d)) 2) (/ h l))))
445.0ms
(+ (* (- (log (* M D)) (log (* 2 d))) 2) (log (/ h l)))
385.0ms
(+ (log (pow (/ (* M D) (* 2 d)) 2)) (log (/ h l)))

prune1.6s

Pruning

9 alts after pruning (8 fresh and 1 done)

Merged error: 8.1b

regimes2.5s

Accuracy

47.9% (1.4b remaining)

Error of 8.7b against oracle of 7.3b and baseline of 10.0b

bsearch335.0ms