Average Error: 0.3 → 0.3
Time: 51.8s
Precision: 64
Internal Precision: 128
\[\left(\left(\log \left(x + y\right) + \log z\right) - t\right) + \left(a - 0.5\right) \cdot \log t\]
\[\left(\left(\log \left(\sqrt[3]{y + x} \cdot \sqrt[3]{y + x}\right) + \left(\log z + \log \left(\sqrt[3]{y + x}\right)\right)\right) - t\right) + \left(a - 0.5\right) \cdot \log t\]

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Bits error versus a

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Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Initial program 0.3

    \[\left(\left(\log \left(x + y\right) + \log z\right) - t\right) + \left(a - 0.5\right) \cdot \log t\]
  2. Using strategy rm
  3. Applied add-cube-cbrt0.3

    \[\leadsto \left(\left(\log \color{blue}{\left(\left(\sqrt[3]{x + y} \cdot \sqrt[3]{x + y}\right) \cdot \sqrt[3]{x + y}\right)} + \log z\right) - t\right) + \left(a - 0.5\right) \cdot \log t\]
  4. Applied log-prod0.3

    \[\leadsto \left(\left(\color{blue}{\left(\log \left(\sqrt[3]{x + y} \cdot \sqrt[3]{x + y}\right) + \log \left(\sqrt[3]{x + y}\right)\right)} + \log z\right) - t\right) + \left(a - 0.5\right) \cdot \log t\]
  5. Applied associate-+l+0.3

    \[\leadsto \left(\color{blue}{\left(\log \left(\sqrt[3]{x + y} \cdot \sqrt[3]{x + y}\right) + \left(\log \left(\sqrt[3]{x + y}\right) + \log z\right)\right)} - t\right) + \left(a - 0.5\right) \cdot \log t\]
  6. Final simplification0.3

    \[\leadsto \left(\left(\log \left(\sqrt[3]{y + x} \cdot \sqrt[3]{y + x}\right) + \left(\log z + \log \left(\sqrt[3]{y + x}\right)\right)\right) - t\right) + \left(a - 0.5\right) \cdot \log t\]

Reproduce

herbie shell --seed 2018362 +o rules:numerics
(FPCore (x y z t a)
  :name "Numeric.SpecFunctions:logGammaL from math-functions-0.1.5.2"
  (+ (- (+ (log (+ x y)) (log z)) t) (* (- a 0.5) (log t))))

Details

Time bar (total: 32.2s)Debug log

start558.0ms

Algorithm
intervals

setup431.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.3b

localize54.0ms

Local error

Found 3 expressions with local error:

0.4b
(fma (- a 0.5) (log t) (log z))
0.2b
(+ (log (+ y x)) (- (fma (- a 0.5) (log t) (log z)) t))
0.0b
(- (fma (- a 0.5) (log t) (log z)) t)

rewrite31.0ms

Algorithm
rewrite-expression-head
Counts
3 → 55
Calls

3 calls. Slowest were:

16.0ms
(+ (log (+ y x)) (- (fma (- a 0.5) (log t) (log z)) t))
7.0ms
(fma (- a 0.5) (log t) (log z))
6.0ms
(- (fma (- a 0.5) (log t) (log z)) t)

series317.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

170.0ms
(+ (log (+ y x)) (- (fma (- a 0.5) (log t) (log z)) t))
94.0ms
(fma (- a 0.5) (log t) (log z))
52.0ms
(- (fma (- a 0.5) (log t) (log z)) t)

simplify3.5s

Counts
25 → 64
Calls

25 calls. Slowest were:

507.0ms
(- (+ (* 0.5 (log (/ -1 t))) (+ (* a (log -1)) (* 0.5 (log -1)))) (+ t (+ (* a (log (/ -1 t))) (log (/ -1 z)))))
458.0ms
(- (* 0.5 (log (/ 1 t))) (+ (log (/ 1 z)) (* a (log (/ 1 t)))))
435.0ms
(- (* 0.5 (log (/ 1 t))) (+ t (+ (log (/ 1 z)) (* a (log (/ 1 t))))))

prune1.3s

Pruning

13 alts after pruning (13 fresh and 0 done)

Merged error: 0.1b

localize35.0ms

Local error

Found 4 expressions with local error:

0.5b
(* (cbrt (+ y x)) (cbrt (+ y x)))
0.5b
(cbrt (+ y x))
0.5b
(cbrt (+ y x))
0.5b
(cbrt (+ y x))

rewrite19.0ms

Algorithm
rewrite-expression-head
Counts
4 → 83
Calls

4 calls. Slowest were:

10.0ms
(* (cbrt (+ y x)) (cbrt (+ y x)))
5.0ms
(cbrt (+ y x))
1.0ms
(cbrt (+ y x))

series591.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

158.0ms
(cbrt (+ y x))
156.0ms
(cbrt (+ y x))
146.0ms
(* (cbrt (+ y x)) (cbrt (+ y x)))
131.0ms
(cbrt (+ y x))

simplify2.3s

Counts
59 → 95
Calls

59 calls. Slowest were:

304.0ms
(- (+ (pow x 1/3) (* 1/3 (* (pow (/ 1 (pow x 2)) 1/3) y))) (* 1/9 (* (pow (/ 1 (pow x 5)) 1/3) (pow y 2))))
284.0ms
(- (+ (pow x 1/3) (* 1/3 (* (pow (/ 1 (pow x 2)) 1/3) y))) (* 1/9 (* (pow (/ 1 (pow x 5)) 1/3) (pow y 2))))
230.0ms
(- (+ (* 2/3 (* (pow (/ 1 x) 1/3) y)) (pow x 2/3)) (* 1/9 (* (pow (/ 1 (pow x 4)) 1/3) (pow y 2))))

prune2.1s

Pruning

13 alts after pruning (12 fresh and 1 done)

Merged error: 0.1b

localize29.0ms

Local error

Found 4 expressions with local error:

0.2b
(- (fma (log t) a (log z)) (fma 0.5 (log t) t))
0.2b
(+ (log (+ y x)) (- (fma (log t) a (log z)) (fma 0.5 (log t) t)))
0.2b
(fma (log t) a (log z))
0.0b
(fma 0.5 (log t) t)

rewrite29.0ms

Algorithm
rewrite-expression-head
Counts
4 → 90
Calls

4 calls. Slowest were:

19.0ms
(+ (log (+ y x)) (- (fma (log t) a (log z)) (fma 0.5 (log t) t)))
8.0ms
(- (fma (log t) a (log z)) (fma 0.5 (log t) t))
0.0ms
(fma (log t) a (log z))

series583.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

236.0ms
(fma 0.5 (log t) t)
150.0ms
(+ (log (+ y x)) (- (fma (log t) a (log z)) (fma 0.5 (log t) t)))
117.0ms
(fma (log t) a (log z))
80.0ms
(- (fma (log t) a (log z)) (fma 0.5 (log t) t))

simplify9.9s

Counts
63 → 102
Calls

63 calls. Slowest were:

974.0ms
(- (* 0.5 (log (/ 1 t))) (+ t (+ (log (/ 1 z)) (* a (log (/ 1 t))))))
621.0ms
(- (+ t (* 0.5 (log -1))) (* 0.5 (log (/ -1 t))))
493.0ms
(* (+ y x) (exp (- (fma (log t) a (log z)) (fma 0.5 (log t) t))))

prune1.8s

Pruning

8 alts after pruning (7 fresh and 1 done)

Merged error: 0.1b

localize18.0ms

Local error

Found 4 expressions with local error:

0.5b
(+ (log (+ x y)) (log z))
0.2b
(* (- a 0.5) (log t))
0.1b
(+ (- (+ (log (+ x y)) (log z)) t) (* (- a 0.5) (log t)))
0.0b
(- (+ (log (+ x y)) (log z)) t)

rewrite204.0ms

Algorithm
rewrite-expression-head
Counts
4 → 90
Calls

4 calls. Slowest were:

138.0ms
(+ (- (+ (log (+ x y)) (log z)) t) (* (- a 0.5) (log t)))
55.0ms
(- (+ (log (+ x y)) (log z)) t)
5.0ms
(+ (log (+ x y)) (log z))

series617.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

242.0ms
(+ (- (+ (log (+ x y)) (log z)) t) (* (- a 0.5) (log t)))
220.0ms
(- (+ (log (+ x y)) (log z)) t)
97.0ms
(+ (log (+ x y)) (log z))
57.0ms
(* (- a 0.5) (log t))

simplify4.2s

Counts
52 → 102
Calls

52 calls. Slowest were:

518.0ms
(- (+ (* a (log t)) (+ (log z) (log y))) (+ t (* 0.5 (log t))))
356.0ms
(- (* 0.5 (log (/ 1 t))) (+ t (+ (log (/ 1 z)) (+ (log (/ 1 x)) (* a (log (/ 1 t)))))))
321.0ms
(- (+ (* 0.5 (log (/ -1 t))) (* a (log -1))) (+ (* a (log (/ -1 t))) (* 0.5 (log -1))))

prune1.7s

Pruning

13 alts after pruning (13 fresh and 0 done)

Merged error: 0.1b

regimes1.8s

Accuracy

0% (0.2b remaining)

Error of 0.3b against oracle of 0.1b and baseline of 0.3b

bsearch4.0ms