Average Error: 11.4 → 5.5
Time: 6.3s
Precision: 64
Internal Precision: 128
\[\frac{a1 \cdot a2}{b1 \cdot b2}\]
\[\begin{array}{l} \mathbf{if}\;a1 \cdot a2 \le -4.334952147301378 \cdot 10^{+177}:\\ \;\;\;\;a1 \cdot \frac{\frac{a2}{b2}}{b1}\\ \mathbf{elif}\;a1 \cdot a2 \le -1.051155546863002 \cdot 10^{-97}:\\ \;\;\;\;\frac{a1 \cdot a2}{b1 \cdot b2}\\ \mathbf{elif}\;a1 \cdot a2 \le 1.0279751256132542 \cdot 10^{-190}:\\ \;\;\;\;a1 \cdot \frac{\frac{a2}{b2}}{b1}\\ \mathbf{elif}\;a1 \cdot a2 \le 3.384269109639199 \cdot 10^{+237}:\\ \;\;\;\;\frac{a1 \cdot a2}{b1 \cdot b2}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{a1}{b1}}{b2} \cdot a2\\ \end{array}\]

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

Original11.4
Target11.2
Herbie5.5
\[\frac{a1}{b1} \cdot \frac{a2}{b2}\]

Derivation

  1. Split input into 3 regimes
  2. if (* a1 a2) < -4.334952147301378e+177 or -1.051155546863002e-97 < (* a1 a2) < 1.0279751256132542e-190

    1. Initial program 15.6

      \[\frac{a1 \cdot a2}{b1 \cdot b2}\]
    2. Using strategy rm
    3. Applied associate-/l*9.4

      \[\leadsto \color{blue}{\frac{a1}{\frac{b1 \cdot b2}{a2}}}\]
    4. Using strategy rm
    5. Applied div-inv9.4

      \[\leadsto \frac{a1}{\color{blue}{\left(b1 \cdot b2\right) \cdot \frac{1}{a2}}}\]
    6. Applied associate-/r*9.9

      \[\leadsto \color{blue}{\frac{\frac{a1}{b1 \cdot b2}}{\frac{1}{a2}}}\]
    7. Using strategy rm
    8. Applied div-inv9.9

      \[\leadsto \frac{\frac{a1}{b1 \cdot b2}}{\color{blue}{1 \cdot \frac{1}{a2}}}\]
    9. Applied div-inv10.2

      \[\leadsto \frac{\color{blue}{a1 \cdot \frac{1}{b1 \cdot b2}}}{1 \cdot \frac{1}{a2}}\]
    10. Applied times-frac9.7

      \[\leadsto \color{blue}{\frac{a1}{1} \cdot \frac{\frac{1}{b1 \cdot b2}}{\frac{1}{a2}}}\]
    11. Simplified9.7

      \[\leadsto \color{blue}{a1} \cdot \frac{\frac{1}{b1 \cdot b2}}{\frac{1}{a2}}\]
    12. Simplified6.6

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

    if -4.334952147301378e+177 < (* a1 a2) < -1.051155546863002e-97 or 1.0279751256132542e-190 < (* a1 a2) < 3.384269109639199e+237

    1. Initial program 4.3

      \[\frac{a1 \cdot a2}{b1 \cdot b2}\]
    2. Using strategy rm
    3. Applied associate-/l*12.3

      \[\leadsto \color{blue}{\frac{a1}{\frac{b1 \cdot b2}{a2}}}\]
    4. Using strategy rm
    5. Applied associate-/r/11.4

      \[\leadsto \color{blue}{\frac{a1}{b1 \cdot b2} \cdot a2}\]
    6. Taylor expanded around 0 4.3

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

    if 3.384269109639199e+237 < (* a1 a2)

    1. Initial program 41.4

      \[\frac{a1 \cdot a2}{b1 \cdot b2}\]
    2. Using strategy rm
    3. Applied associate-/l*20.7

      \[\leadsto \color{blue}{\frac{a1}{\frac{b1 \cdot b2}{a2}}}\]
    4. Using strategy rm
    5. Applied associate-/r/20.7

      \[\leadsto \color{blue}{\frac{a1}{b1 \cdot b2} \cdot a2}\]
    6. Using strategy rm
    7. Applied associate-/r*7.6

      \[\leadsto \color{blue}{\frac{\frac{a1}{b1}}{b2}} \cdot a2\]
  3. Recombined 3 regimes into one program.
  4. Final simplification5.5

    \[\leadsto \begin{array}{l} \mathbf{if}\;a1 \cdot a2 \le -4.334952147301378 \cdot 10^{+177}:\\ \;\;\;\;a1 \cdot \frac{\frac{a2}{b2}}{b1}\\ \mathbf{elif}\;a1 \cdot a2 \le -1.051155546863002 \cdot 10^{-97}:\\ \;\;\;\;\frac{a1 \cdot a2}{b1 \cdot b2}\\ \mathbf{elif}\;a1 \cdot a2 \le 1.0279751256132542 \cdot 10^{-190}:\\ \;\;\;\;a1 \cdot \frac{\frac{a2}{b2}}{b1}\\ \mathbf{elif}\;a1 \cdot a2 \le 3.384269109639199 \cdot 10^{+237}:\\ \;\;\;\;\frac{a1 \cdot a2}{b1 \cdot b2}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{a1}{b1}}{b2} \cdot a2\\ \end{array}\]

Reproduce

herbie shell --seed 2019008 
(FPCore (a1 a2 b1 b2)
  :name "Quotient of products"

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

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

Details

Time bar (total: 5.3s)Debug log

sample34.0ms

Algorithm
intervals

simplify27.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

27.0ms
(/ (* a1 a2) (* b1 b2))

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 13.4b

localize17.0ms

Local error

Found 1 expressions with local error:

13.4b
(/ (* a1 a2) (* b1 b2))

rewrite3.0ms

Algorithm
rewrite-expression-head
Counts
1 → 15
Calls

1 calls. Slowest were:

3.0ms
(/ (* a1 a2) (* b1 b2))

series20.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

20.0ms
(/ (* a1 a2) (* b1 b2))

simplify262.0ms

Counts
7 → 18
Calls

7 calls. Slowest were:

147.0ms
(/ (* (* (* a1 a2) (* a1 a2)) (* a1 a2)) (* (* (* b1 b2) (* b1 b2)) (* b1 b2)))
43.0ms
(- (log (* a1 a2)) (log (* b1 b2)))
25.0ms
(/ (* a1 a2) (* b2 b1))

prune181.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0.1b

localize5.0ms

Local error

Found 2 expressions with local error:

6.1b
(/ a1 (/ (* b1 b2) a2))
5.2b
(/ (* b1 b2) a2)

rewrite3.0ms

Algorithm
rewrite-expression-head
Counts
2 → 26
Calls

2 calls. Slowest were:

2.0ms
(/ (* b1 b2) a2)
0.0ms
(/ a1 (/ (* b1 b2) a2))

series43.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

31.0ms
(/ a1 (/ (* b1 b2) a2))
12.0ms
(/ (* b1 b2) a2)

simplify106.0ms

Counts
10 → 32
Calls

10 calls. Slowest were:

33.0ms
(/ (* a1 a2) (* b2 b1))
18.0ms
(/ (* a1 a2) (* b2 b1))
17.0ms
(/ (* a1 a2) (* b2 b1))

prune336.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.0b

localize10.0ms

Local error

Found 2 expressions with local error:

6.1b
(* (/ a1 (* b1 b2)) a2)
5.2b
(/ a1 (* b1 b2))

rewrite6.0ms

Algorithm
rewrite-expression-head
Counts
2 → 24
Calls

2 calls. Slowest were:

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

series53.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

34.0ms
(* (/ a1 (* b1 b2)) a2)
19.0ms
(/ a1 (* b1 b2))

simplify96.0ms

Counts
9 → 30
Calls

9 calls. Slowest were:

37.0ms
(/ (* a1 a2) (* b2 b1))
23.0ms
(/ (* a1 a2) (* b2 b1))
17.0ms
(/ (* a1 a2) (* b2 b1))

prune316.0ms

Pruning

9 alts after pruning (8 fresh and 1 done)

Merged error: 0.0b

localize9.0ms

Local error

Found 2 expressions with local error:

6.2b
(/ (/ a1 (* b1 b2)) (/ 1 a2))
5.2b
(/ a1 (* b1 b2))

rewrite4.0ms

Algorithm
rewrite-expression-head
Counts
2 → 49
Calls

2 calls. Slowest were:

4.0ms
(/ (/ a1 (* b1 b2)) (/ 1 a2))
0.0ms
(/ a1 (* b1 b2))

series39.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

22.0ms
(/ (/ a1 (* b1 b2)) (/ 1 a2))
18.0ms
(/ a1 (* b1 b2))

simplify1.3s

Counts
46 → 55
Calls

46 calls. Slowest were:

223.0ms
(- (log (/ a1 (* b1 b2))) (log (/ 1 a2)))
129.0ms
(/ (/ a1 (* b1 b2)) (/ 1 a2))
117.0ms
(/ (/ 1 (* b1 b2)) (/ 1 a2))

prune536.0ms

Pruning

9 alts after pruning (7 fresh and 2 done)

Merged error: 0.0b

regimes669.0ms

Accuracy

51.2% (5.5b remaining)

Error of 5.5b against oracle of 0.0b and baseline of 11.2b

bsearch9.0ms

end0.0ms

sample1.2s

Algorithm
intervals