Average Error: 13.1 → 0.3
Time: 37.2s
Precision: 64
Internal Precision: 128
\[x + \left(\tan \left(y + z\right) - \tan a\right)\]
\[\left(\frac{\tan y + \tan z}{\frac{1 - \frac{\tan y \cdot \sin z}{\cos z} \cdot \left(\tan z \cdot \tan y\right)}{1 + \log \left(e^{\tan z \cdot \tan y}\right)}} - \tan a\right) + x\]

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus a

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Initial program 13.1

    \[x + \left(\tan \left(y + z\right) - \tan a\right)\]
  2. Using strategy rm
  3. Applied tan-sum0.2

    \[\leadsto x + \left(\color{blue}{\frac{\tan y + \tan z}{1 - \tan y \cdot \tan z}} - \tan a\right)\]
  4. Using strategy rm
  5. Applied flip--0.2

    \[\leadsto x + \left(\frac{\tan y + \tan z}{\color{blue}{\frac{1 \cdot 1 - \left(\tan y \cdot \tan z\right) \cdot \left(\tan y \cdot \tan z\right)}{1 + \tan y \cdot \tan z}}} - \tan a\right)\]
  6. Using strategy rm
  7. Applied tan-quot0.2

    \[\leadsto x + \left(\frac{\tan y + \tan z}{\frac{1 \cdot 1 - \left(\tan y \cdot \tan z\right) \cdot \left(\tan y \cdot \color{blue}{\frac{\sin z}{\cos z}}\right)}{1 + \tan y \cdot \tan z}} - \tan a\right)\]
  8. Applied associate-*r/0.2

    \[\leadsto x + \left(\frac{\tan y + \tan z}{\frac{1 \cdot 1 - \left(\tan y \cdot \tan z\right) \cdot \color{blue}{\frac{\tan y \cdot \sin z}{\cos z}}}{1 + \tan y \cdot \tan z}} - \tan a\right)\]
  9. Using strategy rm
  10. Applied add-log-exp0.3

    \[\leadsto x + \left(\frac{\tan y + \tan z}{\frac{1 \cdot 1 - \left(\tan y \cdot \tan z\right) \cdot \frac{\tan y \cdot \sin z}{\cos z}}{1 + \color{blue}{\log \left(e^{\tan y \cdot \tan z}\right)}}} - \tan a\right)\]
  11. Final simplification0.3

    \[\leadsto \left(\frac{\tan y + \tan z}{\frac{1 - \frac{\tan y \cdot \sin z}{\cos z} \cdot \left(\tan z \cdot \tan y\right)}{1 + \log \left(e^{\tan z \cdot \tan y}\right)}} - \tan a\right) + x\]

Reproduce

herbie shell --seed 2019005 
(FPCore (x y z a)
  :name "(+ x (- (tan (+ y z)) (tan a)))"
  :pre (and (or (== x 0) (<= 0.5884142 x 505.5909)) (or (<= -1.796658e+308 y -9.425585e-310) (<= 1.284938e-309 y 1.751224e+308)) (or (<= -1.776707e+308 z -8.599796e-310) (<= 3.293145e-311 z 1.725154e+308)) (or (<= -1.796658e+308 a -9.425585e-310) (<= 1.284938e-309 a 1.751224e+308)))
  (+ x (- (tan (+ y z)) (tan a))))

Details

Time bar (total: 35.6s)Debug log

sample449.0ms

Algorithm
intervals

simplify22.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

22.0ms
(+ x (- (tan (+ y z)) (tan a)))

prune7.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 14.6b

localize46.0ms

Local error

Found 3 expressions with local error:

4.6b
(tan (+ y z))
0.1b
(- (tan (+ y z)) (tan a))
0.1b
(+ x (- (tan (+ y z)) (tan a)))

rewrite19.0ms

Algorithm
rewrite-expression-head
Counts
3 → 38
Calls

3 calls. Slowest were:

10.0ms
(- (tan (+ y z)) (tan a))
5.0ms
(+ x (- (tan (+ y z)) (tan a)))
3.0ms
(tan (+ y z))

series302.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

123.0ms
(- (tan (+ y z)) (tan a))
118.0ms
(+ x (- (tan (+ y z)) (tan a)))
61.0ms
(tan (+ y z))

simplify654.0ms

Counts
21 → 47
Calls

21 calls. Slowest were:

238.0ms
(- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a)))
160.0ms
(* (- 1 (* (tan y) (tan z))) (cos a))
45.0ms
(- (+ (/ (sin (+ z y)) (cos (+ z y))) x) (/ (sin a) (cos a)))

prune537.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.1b

localize28.0ms

Local error

Found 4 expressions with local error:

0.2b
(* (tan y) (tan z))
0.1b
(+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)))
0.1b
(- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))
0.1b
(- 1 (* (tan y) (tan z)))

rewrite81.0ms

Algorithm
rewrite-expression-head
Counts
4 → 60
Calls

4 calls. Slowest were:

40.0ms
(- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))
29.0ms
(+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)))
8.0ms
(* (tan y) (tan z))

series1.1s

Counts
4 → 12
Calls

4 calls. Slowest were:

439.0ms
(+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)))
405.0ms
(- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))
117.0ms
(- 1 (* (tan y) (tan z)))
109.0ms
(* (tan y) (tan z))

simplify2.6s

Counts
35 → 72
Calls

35 calls. Slowest were:

404.0ms
(- 1 (+ (* 1/3 (* z (pow y 3))) (* z y)))
335.0ms
(+ (* 1/3 (* (pow z 3) y)) (+ (* 1/3 (* z (pow y 3))) (* z y)))
302.0ms
(- (+ (/ (sin z) (* (cos z) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (+ (/ (sin y) (* (cos y) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) x)) (/ (sin a) (cos a)))

prune981.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 0.1b

localize22.0ms

Local error

Found 4 expressions with local error:

0.3b
(* (* (tan y) (tan z)) (* (tan y) (tan z)))
0.2b
(* (tan y) (tan z))
0.2b
(* (tan y) (tan z))
0.2b
(* (tan y) (tan z))

rewrite30.0ms

Algorithm
rewrite-expression-head
Counts
4 → 104
Calls

4 calls. Slowest were:

16.0ms
(* (* (tan y) (tan z)) (* (tan y) (tan z)))
4.0ms
(* (tan y) (tan z))
4.0ms
(* (tan y) (tan z))

series380.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

109.0ms
(* (* (tan y) (tan z)) (* (tan y) (tan z)))
96.0ms
(* (tan y) (tan z))
94.0ms
(* (tan y) (tan z))
81.0ms
(* (tan y) (tan z))

simplify5.1s

Counts
96 → 116
Calls

96 calls. Slowest were:

826.0ms
(/ (* (pow (sin z) 2) (pow (sin y) 2)) (* (pow (cos y) 2) (pow (cos z) 2)))
645.0ms
(* (* (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* (tan y) (tan z))) (* (* (* (tan y) (tan y)) (tan y)) (* (* (tan z) (tan z)) (tan z))))
586.0ms
(* (* (* (* (tan y) (tan y)) (tan y)) (* (* (tan z) (tan z)) (tan z))) (* (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* (tan y) (tan z))))

prune2.1s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 0.1b

localize29.0ms

Local error

Found 4 expressions with local error:

0.3b
(* (* (tan y) (tan z)) (/ (* (tan y) (sin z)) (cos z)))
0.2b
(* (tan y) (tan z))
0.2b
(* (tan y) (tan z))
0.2b
(* (tan y) (sin z))

rewrite30.0ms

Algorithm
rewrite-expression-head
Counts
4 → 95
Calls

4 calls. Slowest were:

13.0ms
(* (* (tan y) (tan z)) (/ (* (tan y) (sin z)) (cos z)))
8.0ms
(* (tan y) (tan z))
4.0ms
(* (tan y) (sin z))

series480.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

187.0ms
(* (* (tan y) (tan z)) (/ (* (tan y) (sin z)) (cos z)))
106.0ms
(* (tan y) (tan z))
96.0ms
(* (tan y) (sin z))
90.0ms
(* (tan y) (tan z))

simplify6.1s

Counts
77 → 107
Calls

77 calls. Slowest were:

411.0ms
(/ (* (pow (sin z) 2) (pow (sin y) 2)) (* (pow (cos y) 2) (pow (cos z) 2)))
390.0ms
(/ (* (pow (sin z) 2) (pow (sin y) 2)) (* (pow (cos y) 2) (pow (cos z) 2)))
368.0ms
(+ (log (* (tan y) (tan z))) (- (log (* (tan y) (sin z))) (log (cos z))))

prune2.0s

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 0.1b

regimes664.0ms

Accuracy

0% (0.2b remaining)

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

bsearch3.0ms

end0.0ms

sample11.8s

Algorithm
intervals