Average Error: 13.2 → 0.3
Time: 1.3m
Precision: 64
Internal Precision: 128
\[x + \left(\tan \left(y + z\right) - \tan a\right)\]
\[\frac{\frac{\frac{\sin y}{\cos y} + \log \left(e^{\frac{\sin z}{\cos z}}\right)}{1 - \frac{\sin z \cdot \sin y}{\cos z \cdot \cos y}} \cdot \frac{\frac{\sin y}{\cos y} + \log \left(e^{\frac{\sin z}{\cos z}}\right)}{1 - \frac{\sin z \cdot \sin y}{\cos z \cdot \cos y}} - \tan a \cdot \tan a}{\frac{\frac{\sin y}{\cos y} + \log \left(e^{\frac{\sin z}{\cos z}}\right)}{1 - \frac{\sin z \cdot \sin y}{\cos z \cdot \cos y}} + \tan a} + x\]

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 13.2

    \[x + \left(\tan \left(y + z\right) - \tan a\right)\]
  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. Taylor expanded around -inf 0.2

    \[\leadsto x + \left(\color{blue}{\frac{\frac{\sin z}{\cos z} + \frac{\sin y}{\cos y}}{1 - \frac{\sin z \cdot \sin y}{\cos y \cdot \cos z}}} - \tan a\right)\]
  5. Using strategy rm
  6. Applied add-log-exp0.2

    \[\leadsto x + \left(\frac{\color{blue}{\log \left(e^{\frac{\sin z}{\cos z}}\right)} + \frac{\sin y}{\cos y}}{1 - \frac{\sin z \cdot \sin y}{\cos y \cdot \cos z}} - \tan a\right)\]
  7. Using strategy rm
  8. Applied flip--0.3

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

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

Reproduce

herbie shell --seed 2018365 +o rules:numerics
(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: 1.0m)Debug log

start585.0ms

Algorithm
intervals

setup77.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 13.9b

localize34.0ms

Local error

Found 3 expressions with local error:

5.0b
(tan (+ y z))
0.2b
(- (tan (+ y z)) (tan a))
0.2b
(+ x (- (tan (+ y z)) (tan a)))

rewrite32.0ms

Algorithm
rewrite-expression-head
Counts
3 → 65
Calls

3 calls. Slowest were:

16.0ms
(+ x (- (tan (+ y z)) (tan a)))
12.0ms
(- (tan (+ y z)) (tan a))
3.0ms
(tan (+ y z))

series317.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

135.0ms
(- (tan (+ y z)) (tan a))
129.0ms
(+ x (- (tan (+ y z)) (tan a)))
53.0ms
(tan (+ y z))

simplify1.2s

Counts
50 → 74
Calls

50 calls. Slowest were:

273.0ms
(- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a)))
140.0ms
(* (- 1 (* (tan y) (tan z))) (cos a))
48.0ms
(- (+ (/ (sin (+ z y)) (cos (+ z y))) x) (/ (sin a) (cos a)))

prune935.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.1b

localize26.0ms

Local error

Found 4 expressions with local error:

0.3b
(- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))
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))))

rewrite149.0ms

Algorithm
rewrite-expression-head
Counts
4 → 219
Calls

4 calls. Slowest were:

62.0ms
(- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))
49.0ms
(+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)))
23.0ms
(/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z))))

series1.2s

Counts
4 → 12
Calls

4 calls. Slowest were:

425.0ms
(- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))
413.0ms
(+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)))
240.0ms
(/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z))))
111.0ms
(* (tan y) (tan z))

simplify15.2s

Counts
250 → 231
Calls

250 calls. Slowest were:

552.0ms
(fma (/ 1 (* (cbrt (- 1 (* (tan y) (tan z)))) (cbrt (- 1 (* (tan y) (tan z)))))) (/ (+ (tan y) (tan z)) (cbrt (- 1 (* (tan y) (tan z))))) (- (* (tan a) 1)))
521.0ms
(fma (/ 1 (* (cbrt (- 1 (* (tan y) (tan z)))) (cbrt (- 1 (* (tan y) (tan z)))))) (/ (+ (tan y) (tan z)) (cbrt (- 1 (* (tan y) (tan z))))) (- (* (cbrt (tan a)) (* (cbrt (tan a)) (cbrt (tan a))))))
506.0ms
(fma (/ 1 (* (cbrt (- 1 (* (tan y) (tan z)))) (cbrt (- 1 (* (tan y) (tan z)))))) (/ (+ (tan y) (tan z)) (cbrt (- 1 (* (tan y) (tan z))))) (- (* (tan a) 1)))

prune3.5s

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.0b

localize46.0ms

Local error

Found 4 expressions with local error:

0.3b
(/ (* (sin z) (sin y)) (* (cos y) (cos z)))
0.3b
(- (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (tan a))
0.2b
(* (sin z) (sin y))
0.2b
(/ (sin z) (cos z))

rewrite130.0ms

Algorithm
rewrite-expression-head
Counts
4 → 177
Calls

4 calls. Slowest were:

113.0ms
(- (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (tan a))
8.0ms
(/ (* (sin z) (sin y)) (* (cos y) (cos z)))
4.0ms
(* (sin z) (sin y))

series561.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

382.0ms
(- (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (tan a))
97.0ms
(/ (* (sin z) (sin y)) (* (cos y) (cos z)))
49.0ms
(* (sin z) (sin y))
32.0ms
(/ (sin z) (cos z))

simplify16.6s

Counts
213 → 189
Calls

213 calls. Slowest were:

489.0ms
(fma (* (cbrt (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (cbrt (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))))) (cbrt (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (- (* (cbrt (tan a)) (* (cbrt (tan a)) (cbrt (tan a))))))
351.0ms
(* (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))) (cos a))
324.0ms
(fma (/ (/ 1 1) (sqrt (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (sqrt (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (- (* (sqrt (tan a)) (sqrt (tan a)))))

prune2.5s

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.0b

localize18.0ms

Local error

Found 4 expressions with local error:

2.6b
(log (exp (/ (sin z) (cos z))))
0.3b
(exp (/ (sin z) (cos z)))
0.3b
(/ (* (sin z) (sin y)) (* (cos y) (cos z)))
0.2b
(- (/ (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (tan a))

rewrite177.0ms

Algorithm
rewrite-expression-head
Counts
4 → 177
Calls

4 calls. Slowest were:

159.0ms
(- (/ (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (tan a))
8.0ms
(/ (* (sin z) (sin y)) (* (cos y) (cos z)))
4.0ms
(log (exp (/ (sin z) (cos z))))

series485.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

326.0ms
(- (/ (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (tan a))
85.0ms
(/ (* (sin z) (sin y)) (* (cos y) (cos z)))
54.0ms
(exp (/ (sin z) (cos z)))
20.0ms
(log (exp (/ (sin z) (cos z))))

simplify14.1s

Counts
210 → 189
Calls

210 calls. Slowest were:

383.0ms
(fma (/ 1 (sqrt (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (/ (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y))) (sqrt (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (- (* (tan a) 1)))
335.0ms
(* (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))) (cos a))
232.0ms
(fma (/ (* (cbrt (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y)))) (cbrt (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y))))) 1) (/ (cbrt (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y)))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (- (* (tan a) 1)))

prune2.7s

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.0b

regimes355.0ms

Accuracy

0% (0.2b remaining)

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

bsearch3.0ms