


Bits error versus x
Results
if x < 2.0634884741685034e-07Initial program 58.8
Taylor expanded around 0 0.8
if 2.0634884741685034e-07 < x Initial program 29.6
rmApplied tanh-undef0.1
rmApplied add-sqr-sqrt0.3
Final simplification0.8
herbie shell --seed 2018360 +o rules:numerics
(FPCore (x)
:name "Hyperbolic tangent"
(/ (- (exp x) (exp (- x))) (+ (exp x) (exp (- x)))))
Time bar (total: 9.4s)Debug log
1 alts after pruning (1 fresh and 0 done)
Merged error: 57.3b
Found 3 expressions with local error:
| 5.7b | (- (exp x) (exp (- x))) |
| 1.5b | (/ (- (exp x) (exp (- x))) (+ (exp x) (exp (- x)))) |
| 0.0b | (+ (exp x) (exp (- x))) |
3 calls. Slowest were:
| 16.0ms | (/ (- (exp x) (exp (- x))) (+ (exp x) (exp (- x)))) |
| 8.0ms | (- (exp x) (exp (- x))) |
| 4.0ms | (+ (exp x) (exp (- x))) |
3 calls. Slowest were:
| 403.0ms | (- (exp x) (exp (- x))) |
| 121.0ms | (/ (- (exp x) (exp (- x))) (+ (exp x) (exp (- x)))) |
| 44.0ms | (+ (exp x) (exp (- x))) |
91 calls. Slowest were:
| 400.0ms | (/ (* (* (- (exp x) (exp (- x))) (- (exp x) (exp (- x)))) (- (exp x) (exp (- x)))) (* (* (+ (exp x) (exp (- x))) (+ (exp x) (exp (- x)))) (+ (exp x) (exp (- x))))) |
| 201.0ms | (- (* (exp x) (exp x)) (* (exp (- x)) (exp (- x)))) |
| 138.0ms | (+ (* (exp x) (exp x)) (- (* (exp (- x)) (exp (- x))) (* (exp x) (exp (- x))))) |
3 alts after pruning (3 fresh and 0 done)
Merged error: 0.0b
Found 1 expressions with local error:
| 0.0b | (tanh x) |
1 calls. Slowest were:
| 0.0ms | (tanh x) |
1 calls. Slowest were:
| 107.0ms | (tanh x) |
3 calls. Slowest were:
| 156.0ms | (- (+ x (* 2/15 (pow x 5))) (* 1/3 (pow x 3))) |
| 46.0ms | (/ (- (exp x) (exp (- x))) (+ (exp x) (exp (- x)))) |
| 35.0ms | (/ (- (exp x) (exp (* -1 x))) (+ (exp (* -1 x)) (exp x))) |
3 alts after pruning (3 fresh and 0 done)
Merged error: 0b
Found 3 expressions with local error:
| 0.2b | (* 1/3 (pow x 3)) |
| 0.0b | (* 2/15 (pow x 5)) |
| 0.0b | (- (+ x (* 2/15 (pow x 5))) (* 1/3 (pow x 3))) |
3 calls. Slowest were:
| 10.0ms | (- (+ x (* 2/15 (pow x 5))) (* 1/3 (pow x 3))) |
| 2.0ms | (* 1/3 (pow x 3)) |
| 2.0ms | (* 2/15 (pow x 5)) |
3 calls. Slowest were:
| 39.0ms | (- (+ x (* 2/15 (pow x 5))) (* 1/3 (pow x 3))) |
| 37.0ms | (* 2/15 (pow x 5)) |
| 27.0ms | (* 1/3 (pow x 3)) |
25 calls. Slowest were:
| 155.0ms | (- (+ x (* 2/15 (pow x 5))) (* 1/3 (pow x 3))) |
| 153.0ms | (fma 1 (+ x (* 2/15 (pow x 5))) (- (* (pow x 3) 1/3))) |
| 143.0ms | (fma (sqrt (+ x (* 2/15 (pow x 5)))) (sqrt (+ x (* 2/15 (pow x 5)))) (- (* (pow x 3) 1/3))) |
3 alts after pruning (2 fresh and 1 done)
Merged error: 0b
Found 3 expressions with local error:
| 0.2b | (* (sqrt (tanh x)) (sqrt (tanh x))) |
| 0.0b | (tanh x) |
| 0.0b | (tanh x) |
3 calls. Slowest were:
| 11.0ms | (* (sqrt (tanh x)) (sqrt (tanh x))) |
| 0.0ms | (tanh x) |
| 0.0ms | (tanh x) |
3 calls. Slowest were:
| 127.0ms | (tanh x) |
| 121.0ms | (tanh x) |
| 98.0ms | (* (sqrt (tanh x)) (sqrt (tanh x))) |
54 calls. Slowest were:
| 197.0ms | (* (* (* (sqrt (tanh x)) (sqrt (tanh x))) (sqrt (tanh x))) (* (* (sqrt (tanh x)) (sqrt (tanh x))) (sqrt (tanh x)))) |
| 132.0ms | (- (+ x (* 2/15 (pow x 5))) (* 1/3 (pow x 3))) |
| 115.0ms | (- (+ x (* 2/15 (pow x 5))) (* 1/3 (pow x 3))) |
3 alts after pruning (1 fresh and 2 done)
Merged error: 0b
51.4% (0.8b remaining)
Error of 0.8b against oracle of 0.0b and baseline of 1.7b