Average Error: 10.4 → 7.6
Time: 6.6s
Precision: 64
Internal Precision: 128
\[\frac{a1 \cdot a2}{b1 \cdot b2}\]
\[\begin{array}{l} \mathbf{if}\;a1 \cdot a2 \le -4.329455158949287 \cdot 10^{-189}:\\ \;\;\;\;\frac{\frac{a1 \cdot a2}{b1}}{b2}\\ \mathbf{elif}\;a1 \cdot a2 \le 1.0265589641605737 \cdot 10^{-245}:\\ \;\;\;\;\frac{\frac{1}{\frac{\frac{b1}{a1}}{a2}}}{b2}\\ \mathbf{elif}\;a1 \cdot a2 \le 6.654002524214254 \cdot 10^{+203}:\\ \;\;\;\;\frac{\frac{1}{b1}}{\frac{b2}{a1 \cdot a2}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{a1}{b1}}{\frac{b2}{a2}}\\ \end{array}\]

Error

Bits error versus a1

Bits error versus a2

Bits error versus b1

Bits error versus b2

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original10.4
Target10.9
Herbie7.6
\[\frac{a1}{b1} \cdot \frac{a2}{b2}\]

Derivation

  1. Split input into 4 regimes
  2. if (* a1 a2) < -4.329455158949287e-189

    1. Initial program 9.0

      \[\frac{a1 \cdot a2}{b1 \cdot b2}\]
    2. Using strategy rm
    3. Applied associate-/r*9.5

      \[\leadsto \color{blue}{\frac{\frac{a1 \cdot a2}{b1}}{b2}}\]

    if -4.329455158949287e-189 < (* a1 a2) < 1.0265589641605737e-245

    1. Initial program 14.2

      \[\frac{a1 \cdot a2}{b1 \cdot b2}\]
    2. Using strategy rm
    3. Applied associate-/r*15.3

      \[\leadsto \color{blue}{\frac{\frac{a1 \cdot a2}{b1}}{b2}}\]
    4. Using strategy rm
    5. Applied clear-num15.6

      \[\leadsto \frac{\color{blue}{\frac{1}{\frac{b1}{a1 \cdot a2}}}}{b2}\]
    6. Using strategy rm
    7. Applied associate-/r*8.5

      \[\leadsto \frac{\frac{1}{\color{blue}{\frac{\frac{b1}{a1}}{a2}}}}{b2}\]

    if 1.0265589641605737e-245 < (* a1 a2) < 6.654002524214254e+203

    1. Initial program 4.6

      \[\frac{a1 \cdot a2}{b1 \cdot b2}\]
    2. Using strategy rm
    3. Applied associate-/r*4.6

      \[\leadsto \color{blue}{\frac{\frac{a1 \cdot a2}{b1}}{b2}}\]
    4. Using strategy rm
    5. Applied clear-num4.8

      \[\leadsto \frac{\color{blue}{\frac{1}{\frac{b1}{a1 \cdot a2}}}}{b2}\]
    6. Using strategy rm
    7. Applied associate-/r/4.6

      \[\leadsto \frac{\color{blue}{\frac{1}{b1} \cdot \left(a1 \cdot a2\right)}}{b2}\]
    8. Applied associate-/l*4.5

      \[\leadsto \color{blue}{\frac{\frac{1}{b1}}{\frac{b2}{a1 \cdot a2}}}\]

    if 6.654002524214254e+203 < (* a1 a2)

    1. Initial program 34.0

      \[\frac{a1 \cdot a2}{b1 \cdot b2}\]
    2. Using strategy rm
    3. Applied associate-/r*33.6

      \[\leadsto \color{blue}{\frac{\frac{a1 \cdot a2}{b1}}{b2}}\]
    4. Using strategy rm
    5. Applied clear-num33.7

      \[\leadsto \frac{\color{blue}{\frac{1}{\frac{b1}{a1 \cdot a2}}}}{b2}\]
    6. Using strategy rm
    7. Applied associate-/r*17.6

      \[\leadsto \frac{\frac{1}{\color{blue}{\frac{\frac{b1}{a1}}{a2}}}}{b2}\]
    8. Using strategy rm
    9. Applied associate-/r/17.7

      \[\leadsto \frac{\color{blue}{\frac{1}{\frac{b1}{a1}} \cdot a2}}{b2}\]
    10. Applied associate-/l*9.5

      \[\leadsto \color{blue}{\frac{\frac{1}{\frac{b1}{a1}}}{\frac{b2}{a2}}}\]
    11. Simplified9.3

      \[\leadsto \frac{\color{blue}{\frac{a1}{b1}}}{\frac{b2}{a2}}\]
  3. Recombined 4 regimes into one program.
  4. Final simplification7.6

    \[\leadsto \begin{array}{l} \mathbf{if}\;a1 \cdot a2 \le -4.329455158949287 \cdot 10^{-189}:\\ \;\;\;\;\frac{\frac{a1 \cdot a2}{b1}}{b2}\\ \mathbf{elif}\;a1 \cdot a2 \le 1.0265589641605737 \cdot 10^{-245}:\\ \;\;\;\;\frac{\frac{1}{\frac{\frac{b1}{a1}}{a2}}}{b2}\\ \mathbf{elif}\;a1 \cdot a2 \le 6.654002524214254 \cdot 10^{+203}:\\ \;\;\;\;\frac{\frac{1}{b1}}{\frac{b2}{a1 \cdot a2}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{a1}{b1}}{\frac{b2}{a2}}\\ \end{array}\]

Reproduce

herbie shell --seed 2019002 
(FPCore (a1 a2 b1 b2)
  :name "Quotient of products"

  :herbie-target
  (* (/ a1 b1) (/ a2 b2))

  (/ (* a1 a2) (* b1 b2)))

Details

Time bar (total: 5.4s)Debug log

sample31.0ms

Algorithm
intervals

simplify24.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

24.0ms
(/ (* a1 a2) (* b1 b2))

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 10.7b

localize31.0ms

Local error

Found 1 expressions with local error:

10.7b
(/ (* a1 a2) (* b1 b2))

rewrite5.0ms

Algorithm
rewrite-expression-head
Counts
1 → 15
Calls

1 calls. Slowest were:

5.0ms
(/ (* a1 a2) (* b1 b2))

series26.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

26.0ms
(/ (* a1 a2) (* b1 b2))

simplify274.0ms

Counts
7 → 18
Calls

7 calls. Slowest were:

148.0ms
(/ (* (* (* a1 a2) (* a1 a2)) (* a1 a2)) (* (* (* b1 b2) (* b1 b2)) (* b1 b2)))
49.0ms
(- (log (* a1 a2)) (log (* b1 b2)))
30.0ms
(/ (* a1 a2) (* b2 b1))

prune199.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0.1b

localize11.0ms

Local error

Found 2 expressions with local error:

5.2b
(/ (* a1 a2) b1)
4.9b
(/ (/ (* a1 a2) b1) b2)

rewrite15.0ms

Algorithm
rewrite-expression-head
Counts
2 → 26
Calls

2 calls. Slowest were:

9.0ms
(/ (/ (* a1 a2) b1) b2)
4.0ms
(/ (* a1 a2) b1)

series50.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

28.0ms
(/ (/ (* a1 a2) b1) b2)
22.0ms
(/ (* a1 a2) b1)

simplify119.0ms

Counts
10 → 32
Calls

10 calls. Slowest were:

34.0ms
(/ (* a1 a2) (* b2 b1))
30.0ms
(/ (* a1 a2) (* b2 b1))
18.0ms
(/ (* a1 a2) (* b2 b1))

prune345.0ms

Pruning

9 alts after pruning (8 fresh and 1 done)

Merged error: 0.0b

localize17.0ms

Local error

Found 3 expressions with local error:

5.3b
(/ b1 (* a1 a2))
4.9b
(/ (/ 1 (/ b1 (* a1 a2))) b2)
0.4b
(/ 1 (/ b1 (* a1 a2)))

rewrite8.0ms

Algorithm
rewrite-expression-head
Counts
3 → 45
Calls

3 calls. Slowest were:

5.0ms
(/ (/ 1 (/ b1 (* a1 a2))) b2)
1.0ms
(/ 1 (/ b1 (* a1 a2)))
1.0ms
(/ b1 (* a1 a2))

series61.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

22.0ms
(/ (/ 1 (/ b1 (* a1 a2))) b2)
22.0ms
(/ b1 (* a1 a2))
16.0ms
(/ 1 (/ b1 (* a1 a2)))

simplify222.0ms

Counts
18 → 54
Calls

18 calls. Slowest were:

50.0ms
(* (cbrt (/ 1 (/ b1 (* a1 a2)))) (cbrt (/ 1 (/ b1 (* a1 a2)))))
45.0ms
(sqrt (/ 1 (/ b1 (* a1 a2))))
25.0ms
(/ (* a1 a2) (* b2 b1))

prune489.0ms

Pruning

8 alts after pruning (6 fresh and 2 done)

Merged error: 0.0b

localize24.0ms

Local error

Found 3 expressions with local error:

5.5b
(/ (/ b1 a1) a2)
4.9b
(/ (/ 1 (/ (/ b1 a1) a2)) b2)
0.4b
(/ 1 (/ (/ b1 a1) a2))

rewrite8.0ms

Algorithm
rewrite-expression-head
Counts
3 → 49
Calls

3 calls. Slowest were:

4.0ms
(/ (/ b1 a1) a2)
3.0ms
(/ (/ 1 (/ (/ b1 a1) a2)) b2)
1.0ms
(/ 1 (/ (/ b1 a1) a2))

series52.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

19.0ms
(/ (/ 1 (/ (/ b1 a1) a2)) b2)
17.0ms
(/ 1 (/ (/ b1 a1) a2))
16.0ms
(/ (/ b1 a1) a2)

simplify207.0ms

Counts
19 → 58
Calls

19 calls. Slowest were:

49.0ms
(* (cbrt (/ 1 (/ (/ b1 a1) a2))) (cbrt (/ 1 (/ (/ b1 a1) a2))))
48.0ms
(sqrt (/ 1 (/ (/ b1 a1) a2)))
18.0ms
(/ (* a1 a2) (* b2 b1))

prune608.0ms

Pruning

10 alts after pruning (7 fresh and 3 done)

Merged error: 0.0b

regimes876.0ms

Accuracy

30.4% (7.5b remaining)

Error of 7.6b against oracle of 0.0b and baseline of 10.9b

bsearch4.0ms

end0.0ms

sample1.7s

Algorithm
intervals