Average Error: 0.1 → 0.1
Time: 56.9s
Precision: 64
Internal Precision: 128
\[\left(a - \frac{1.0}{3.0}\right) \cdot \left(1 + \frac{1}{\sqrt{9 \cdot \left(a - \frac{1.0}{3.0}\right)}} \cdot rand\right)\]
\[\left(a - \frac{1.0}{3.0}\right) + \sqrt{a - \frac{1.0}{3.0}} \cdot \left(\frac{\frac{rand}{3}}{\sqrt{a - \frac{1.0}{3.0}}} \cdot \sqrt{a - \frac{1.0}{3.0}}\right)\]

Error

Bits error versus a

Bits error versus rand

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Your Program's Arguments

Results

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Derivation

  1. Initial program 0.1

    \[\left(a - \frac{1.0}{3.0}\right) \cdot \left(1 + \frac{1}{\sqrt{9 \cdot \left(a - \frac{1.0}{3.0}\right)}} \cdot rand\right)\]
  2. Using strategy rm
  3. Applied associate-*l/0.1

    \[\leadsto \left(a - \frac{1.0}{3.0}\right) \cdot \left(1 + \color{blue}{\frac{1 \cdot rand}{\sqrt{9 \cdot \left(a - \frac{1.0}{3.0}\right)}}}\right)\]
  4. Simplified0.1

    \[\leadsto \left(a - \frac{1.0}{3.0}\right) \cdot \left(1 + \frac{\color{blue}{rand}}{\sqrt{9 \cdot \left(a - \frac{1.0}{3.0}\right)}}\right)\]
  5. Using strategy rm
  6. Applied distribute-lft-in0.1

    \[\leadsto \color{blue}{\left(a - \frac{1.0}{3.0}\right) \cdot 1 + \left(a - \frac{1.0}{3.0}\right) \cdot \frac{rand}{\sqrt{9 \cdot \left(a - \frac{1.0}{3.0}\right)}}}\]
  7. Using strategy rm
  8. Applied sqrt-prod0.1

    \[\leadsto \left(a - \frac{1.0}{3.0}\right) \cdot 1 + \left(a - \frac{1.0}{3.0}\right) \cdot \frac{rand}{\color{blue}{\sqrt{9} \cdot \sqrt{a - \frac{1.0}{3.0}}}}\]
  9. Applied associate-/r*0.1

    \[\leadsto \left(a - \frac{1.0}{3.0}\right) \cdot 1 + \left(a - \frac{1.0}{3.0}\right) \cdot \color{blue}{\frac{\frac{rand}{\sqrt{9}}}{\sqrt{a - \frac{1.0}{3.0}}}}\]
  10. Using strategy rm
  11. Applied add-sqr-sqrt0.1

    \[\leadsto \left(a - \frac{1.0}{3.0}\right) \cdot 1 + \color{blue}{\left(\sqrt{a - \frac{1.0}{3.0}} \cdot \sqrt{a - \frac{1.0}{3.0}}\right)} \cdot \frac{\frac{rand}{\sqrt{9}}}{\sqrt{a - \frac{1.0}{3.0}}}\]
  12. Applied associate-*l*0.1

    \[\leadsto \left(a - \frac{1.0}{3.0}\right) \cdot 1 + \color{blue}{\sqrt{a - \frac{1.0}{3.0}} \cdot \left(\sqrt{a - \frac{1.0}{3.0}} \cdot \frac{\frac{rand}{\sqrt{9}}}{\sqrt{a - \frac{1.0}{3.0}}}\right)}\]
  13. Final simplification0.1

    \[\leadsto \left(a - \frac{1.0}{3.0}\right) + \sqrt{a - \frac{1.0}{3.0}} \cdot \left(\frac{\frac{rand}{3}}{\sqrt{a - \frac{1.0}{3.0}}} \cdot \sqrt{a - \frac{1.0}{3.0}}\right)\]

Reproduce

herbie shell --seed 2018365 
(FPCore (a rand)
  :name "Octave 3.8, oct_fill_randg"
  (* (- a (/ 1.0 3.0)) (+ 1 (* (/ 1 (sqrt (* 9 (- a (/ 1.0 3.0))))) rand))))

Details

Time bar (total: 40.7s)Debug log

start895.0ms

Algorithm
intervals

setup530.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.1b

localize30.0ms

Local error

Found 4 expressions with local error:

0.3b
(sqrt (* 9 (- a (/ 1.0 3.0))))
0.3b
(/ 1 (sqrt (* 9 (- a (/ 1.0 3.0)))))
0.2b
(* (/ 1 (sqrt (* 9 (- a (/ 1.0 3.0))))) rand)
0.1b
(* (- a (/ 1.0 3.0)) (+ 1 (* (/ 1 (sqrt (* 9 (- a (/ 1.0 3.0))))) rand)))

rewrite10.0ms

Algorithm
rewrite-expression-head
Counts
4 → 73
Calls

4 calls. Slowest were:

4.0ms
(* (/ 1 (sqrt (* 9 (- a (/ 1.0 3.0))))) rand)
4.0ms
(* (- a (/ 1.0 3.0)) (+ 1 (* (/ 1 (sqrt (* 9 (- a (/ 1.0 3.0))))) rand)))
2.0ms
(/ 1 (sqrt (* 9 (- a (/ 1.0 3.0)))))

series233.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

91.0ms
(* (/ 1 (sqrt (* 9 (- a (/ 1.0 3.0))))) rand)
60.0ms
(* (- a (/ 1.0 3.0)) (+ 1 (* (/ 1 (sqrt (* 9 (- a (/ 1.0 3.0))))) rand)))
47.0ms
(/ 1 (sqrt (* 9 (- a (/ 1.0 3.0)))))
35.0ms
(sqrt (* 9 (- a (/ 1.0 3.0))))

simplify7.2s

Counts
50 → 85
Calls

50 calls. Slowest were:

485.0ms
(* (+ a (/ 1.0 3.0)) (+ (* 1 1) (- (* (* (/ 1 (sqrt (* 9 (- a (/ 1.0 3.0))))) rand) (* (/ 1 (sqrt (* 9 (- a (/ 1.0 3.0))))) rand)) (* 1 (* (/ 1 (sqrt (* 9 (- a (/ 1.0 3.0))))) rand)))))
478.0ms
(* (- (* a a) (* (/ 1.0 3.0) (/ 1.0 3.0))) (+ 1 (* (/ 1 (sqrt (* 9 (- a (/ 1.0 3.0))))) rand)))
452.0ms
(sqrt (* 9 (- (pow a 3) (pow (/ 1.0 3.0) 3))))

prune1.2s

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0b

localize18.0ms

Local error

Found 4 expressions with local error:

0.3b
(sqrt (* 9 (- a (/ 1.0 3.0))))
0.2b
(/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))
0.1b
(* (- a (/ 1.0 3.0)) (+ 1 (/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))))
0.0b
(* 9 (- a (/ 1.0 3.0)))

rewrite17.0ms

Algorithm
rewrite-expression-head
Counts
4 → 71
Calls

4 calls. Slowest were:

10.0ms
(* (- a (/ 1.0 3.0)) (+ 1 (/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))))
3.0ms
(* 9 (- a (/ 1.0 3.0)))
2.0ms
(/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))

series192.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

82.0ms
(/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))
41.0ms
(sqrt (* 9 (- a (/ 1.0 3.0))))
38.0ms
(* (- a (/ 1.0 3.0)) (+ 1 (/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))))
31.0ms
(* 9 (- a (/ 1.0 3.0)))

simplify5.5s

Counts
52 → 83
Calls

52 calls. Slowest were:

494.0ms
(* (- (pow a 3) (pow (/ 1.0 3.0) 3)) (+ (pow 1 3) (pow (/ rand (sqrt (* 9 (- a (/ 1.0 3.0))))) 3)))
481.0ms
(* (- (* a a) (* (/ 1.0 3.0) (/ 1.0 3.0))) (+ 1 (/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))))
418.0ms
(- (* 1/3 (* (sqrt -3.0) rand)) (+ (* 4.5 (/ (* (pow a 2) rand) (sqrt -3.0))) (+ (* 1.5 (/ (* a rand) (sqrt -3.0))) (* 3.375 (/ (* (pow a 2) rand) (pow (sqrt -3.0) 3))))))

prune1.1s

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0b

localize20.0ms

Local error

Found 4 expressions with local error:

8.2b
(* (- a (/ 1.0 3.0)) (/ rand (sqrt (* 9 (- a (/ 1.0 3.0))))))
0.3b
(sqrt (* 9 (- a (/ 1.0 3.0))))
0.2b
(/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))
0.0b
(+ (* (- a (/ 1.0 3.0)) 1) (* (- a (/ 1.0 3.0)) (/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))))

rewrite16.0ms

Algorithm
rewrite-expression-head
Counts
4 → 74
Calls

4 calls. Slowest were:

8.0ms
(* (- a (/ 1.0 3.0)) (/ rand (sqrt (* 9 (- a (/ 1.0 3.0))))))
5.0ms
(+ (* (- a (/ 1.0 3.0)) 1) (* (- a (/ 1.0 3.0)) (/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))))
1.0ms
(/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))

series213.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

72.0ms
(/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))
61.0ms
(+ (* (- a (/ 1.0 3.0)) 1) (* (- a (/ 1.0 3.0)) (/ rand (sqrt (* 9 (- a (/ 1.0 3.0)))))))
56.0ms
(* (- a (/ 1.0 3.0)) (/ rand (sqrt (* 9 (- a (/ 1.0 3.0))))))
24.0ms
(sqrt (* 9 (- a (/ 1.0 3.0))))

simplify9.3s

Counts
62 → 86
Calls

62 calls. Slowest were:

651.0ms
(* (+ (* a a) (+ (* (/ 1.0 3.0) (/ 1.0 3.0)) (* a (/ 1.0 3.0)))) (+ (* a a) (+ (* (/ 1.0 3.0) (/ 1.0 3.0)) (* a (/ 1.0 3.0)))))
479.0ms
(+ (* (* (- (* a a) (* (/ 1.0 3.0) (/ 1.0 3.0))) 1) (* (+ a (/ 1.0 3.0)) (sqrt (* 9 (- a (/ 1.0 3.0)))))) (* (+ a (/ 1.0 3.0)) (* (- (* a a) (* (/ 1.0 3.0) (/ 1.0 3.0))) rand)))
464.0ms
(* (+ a (/ 1.0 3.0)) (* (+ (* a a) (+ (* (/ 1.0 3.0) (/ 1.0 3.0)) (* a (/ 1.0 3.0)))) (sqrt (* 9 (- a (/ 1.0 3.0))))))

prune1.3s

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0b

localize32.0ms

Local error

Found 4 expressions with local error:

8.2b
(* (- a (/ 1.0 3.0)) (/ (/ rand (sqrt 9)) (sqrt (- a (/ 1.0 3.0)))))
0.3b
(/ (/ rand (sqrt 9)) (sqrt (- a (/ 1.0 3.0))))
0.0b
(+ (* (- a (/ 1.0 3.0)) 1) (* (- a (/ 1.0 3.0)) (/ (/ rand (sqrt 9)) (sqrt (- a (/ 1.0 3.0))))))
0.0b
(sqrt (- a (/ 1.0 3.0)))

rewrite25.0ms

Algorithm
rewrite-expression-head
Counts
4 → 136
Calls

4 calls. Slowest were:

12.0ms
(* (- a (/ 1.0 3.0)) (/ (/ rand (sqrt 9)) (sqrt (- a (/ 1.0 3.0)))))
6.0ms
(+ (* (- a (/ 1.0 3.0)) 1) (* (- a (/ 1.0 3.0)) (/ (/ rand (sqrt 9)) (sqrt (- a (/ 1.0 3.0))))))
4.0ms
(/ (/ rand (sqrt 9)) (sqrt (- a (/ 1.0 3.0))))

series244.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

74.0ms
(* (- a (/ 1.0 3.0)) (/ (/ rand (sqrt 9)) (sqrt (- a (/ 1.0 3.0)))))
72.0ms
(+ (* (- a (/ 1.0 3.0)) 1) (* (- a (/ 1.0 3.0)) (/ (/ rand (sqrt 9)) (sqrt (- a (/ 1.0 3.0))))))
71.0ms
(/ (/ rand (sqrt 9)) (sqrt (- a (/ 1.0 3.0))))
27.0ms
(sqrt (- a (/ 1.0 3.0)))

simplify10.1s

Counts
145 → 148
Calls

145 calls. Slowest were:

598.0ms
(* (+ (* a a) (+ (* (/ 1.0 3.0) (/ 1.0 3.0)) (* a (/ 1.0 3.0)))) (+ (* a a) (+ (* (/ 1.0 3.0) (/ 1.0 3.0)) (* a (/ 1.0 3.0)))))
400.0ms
(* (+ a (/ 1.0 3.0)) (* (+ (* a a) (+ (* (/ 1.0 3.0) (/ 1.0 3.0)) (* a (/ 1.0 3.0)))) (sqrt (- a (/ 1.0 3.0)))))
396.0ms
(+ (* (* (- (* a a) (* (/ 1.0 3.0) (/ 1.0 3.0))) 1) (sqrt (- a (/ 1.0 3.0)))) (* (+ a (/ 1.0 3.0)) (* (- a (/ 1.0 3.0)) (/ rand (sqrt 9)))))

prune2.3s

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0b

regimes188.0ms

Accuracy

0% (0.1b remaining)

Error of 0.1b against oracle of 0.0b and baseline of 0.1b

bsearch6.0ms