



Bits error versus x




Bits error versus y




Bits error versus z
| Original | 45.4 |
|---|---|
| Target | 0 |
| Herbie | 8.0 |
Initial program 45.4
rmApplied add-log-exp47.3
Applied add-log-exp47.8
Applied diff-log47.8
Simplified30.9
rmApplied associate-+l-14.9
Applied exp-diff14.9
Applied log-div14.9
Simplified14.9
Taylor expanded around -inf 8.0
Final simplification8.0
herbie shell --seed 2019010
(FPCore (x y z)
:name "simple fma test"
:herbie-target
-1
(- (fma x y z) (+ 1 (+ (* x y) z))))
Time bar (total: 18.2s)Debug log
| 325.0ms | (- (fma x y z) (+ 1 (+ (* x y) z))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 45.4b
Found 3 expressions with local error:
| 9.0b | (- (fma x y z) (+ 1 (+ (* x y) z))) |
| 0.0b | (+ (* x y) z) |
| 0.0b | (+ 1 (+ (* x y) z)) |
| 5× | add-log-exp |
| 5× | *-un-lft-identity |
| 5× | add-sqr-sqrt |
| 3× | add-cube-cbrt |
| 3× | add-exp-log |
| 3× | add-cbrt-cube |
| 3× | pow1 |
| 2× | flip-+ |
| 2× | flip3-+ |
| 2× | +-commutative |
| 1× | difference-of-squares |
| 1× | distribute-lft-out-- |
| 1× | associate--r+ |
| 1× | flip-- |
| 1× | diff-log |
| 1× | flip3-- |
| 1× | sub-neg |
| 1× | associate-+r+ |
| 13.0ms | (- (fma x y z) (+ 1 (+ (* x y) z))) |
| 3.0ms | (+ (* x y) z) |
| 3.0ms | (+ 1 (+ (* x y) z)) |
| 54.0ms | (- (fma x y z) (+ 1 (+ (* x y) z))) |
| 28.0ms | (+ 1 (+ (* x y) z)) |
| 25.0ms | (+ (* x y) z) |
| 347.0ms | (/ (exp (fma x y z)) (exp (+ 1 (+ (* x y) z)))) |
| 296.0ms | (- (fma x y z) (+ z (+ 1 (* x y)))) |
| 273.0ms | (- (fma x y z) (+ z (+ 1 (* x y)))) |
| 256.0ms | (- (fma x y z) (+ 1 (+ (* x y) z))) |
| 247.0ms | (- (fma x y z) (+ z (+ 1 (* x y)))) |
8 alts after pruning (8 fresh and 0 done)
Merged error: 29.2b
Found 4 expressions with local error:
| 8.0b | (+ (- -1 (* x y)) (- (fma x y z) z)) |
| 1.2b | (- (fma x y z) z) |
| 0.2b | (log (exp (+ (- -1 (* x y)) (- (fma x y z) z)))) |
| 0.0b | (exp (+ (- -1 (* x y)) (- (fma x y z) z))) |
| 13× | *-un-lft-identity |
| 9× | add-log-exp |
| 8× | exp-prod |
| 7× | add-cube-cbrt |
| 7× | add-sqr-sqrt |
| 5× | flip-- |
| 5× | log-pow |
| 5× | flip3-- |
| 5× | pow1 |
| 4× | add-exp-log |
| 4× | frac-add |
| 4× | exp-diff |
| 4× | add-cbrt-cube |
| 4× | log-prod |
| 3× | distribute-lft-out |
| 3× | associate-+l- |
| 3× | sub-neg |
| 3× | associate-+r- |
| 2× | rem-exp-log |
| 2× | exp-sum |
| 2× | sum-log |
| 2× | associate-+r+ |
| 2× | associate-+l+ |
| 2× | log-div |
| 1× | flip-+ |
| 1× | rem-log-exp |
| 1× | flip3-+ |
| 1× | +-commutative |
| 38.0ms | (exp (+ (- -1 (* x y)) (- (fma x y z) z))) |
| 36.0ms | (log (exp (+ (- -1 (* x y)) (- (fma x y z) z)))) |
| 8.0ms | (+ (- -1 (* x y)) (- (fma x y z) z)) |
| 3.0ms | (- (fma x y z) z) |
| 31.0ms | (+ (- -1 (* x y)) (- (fma x y z) z)) |
| 26.0ms | (exp (+ (- -1 (* x y)) (- (fma x y z) z))) |
| 25.0ms | (log (exp (+ (- -1 (* x y)) (- (fma x y z) z)))) |
| 19.0ms | (- (fma x y z) z) |
| 975.0ms | (cbrt (+ (- -1 (* x y)) (- (fma x y z) z))) |
| 556.0ms | (+ (- -1 (* x y)) (- (fma x y z) z)) |
| 525.0ms | (+ (- -1 (* x y)) (- (fma x y z) z)) |
| 523.0ms | (+ (- -1 (* x y)) (- (fma x y z) z)) |
| 514.0ms | (sqrt (+ (- -1 (* x y)) (- (fma x y z) z))) |
7 alts after pruning (7 fresh and 0 done)
Merged error: 10.7b
Found 3 expressions with local error:
| 7.5b | (- (* x y) (- (fma x y z) z)) |
| 2.3b | (log (exp (- (* x y) (- (fma x y z) z)))) |
| 1.2b | (- (fma x y z) z) |
| 6× | log-prod |
| 5× | add-log-exp |
| 5× | add-cube-cbrt |
| 5× | *-un-lft-identity |
| 5× | add-sqr-sqrt |
| 4× | log-pow |
| 4× | sub-neg |
| 4× | pow1 |
| 3× | add-exp-log |
| 3× | exp-sum |
| 3× | add-cbrt-cube |
| 3× | exp-prod |
| 2× | associate--r- |
| 2× | associate--r+ |
| 2× | flip-- |
| 2× | flip3-- |
| 1× | rem-log-exp |
| 1× | diff-log |
| 1× | exp-diff |
| 1× | log-div |
| 14.0ms | (log (exp (- (* x y) (- (fma x y z) z)))) |
| 4.0ms | (- (* x y) (- (fma x y z) z)) |
| 3.0ms | (- (fma x y z) z) |
| 33.0ms | (log (exp (- (* x y) (- (fma x y z) z)))) |
| 23.0ms | (- (* x y) (- (fma x y z) z)) |
| 22.0ms | (- (fma x y z) z) |
| 149.0ms | (log (* (cbrt (exp (- (* x y) (- (fma x y z) z)))) (cbrt (exp (- (* x y) (- (fma x y z) z)))))) |
| 78.0ms | (/ (exp (* x y)) (exp (- (fma x y z) z))) |
| 74.0ms | (log (sqrt (exp (- (* x y) (- (fma x y z) z))))) |
| 46.0ms | (sqrt (- (* x y) (- (fma x y z) z))) |
| 30.0ms | (cbrt (- (* x y) (- (fma x y z) z))) |
2 alts after pruning (2 fresh and 0 done)
Merged error: 6.9b
Found 2 expressions with local error:
| 6.6b | (- (+ z (* x y)) (fma x y z)) |
| 0.0b | (+ z (* x y)) |
| 4× | add-log-exp |
| 4× | *-un-lft-identity |
| 4× | add-sqr-sqrt |
| 2× | add-cube-cbrt |
| 2× | add-exp-log |
| 2× | add-cbrt-cube |
| 2× | pow1 |
| 1× | difference-of-squares |
| 1× | distribute-lft-out-- |
| 1× | flip-- |
| 1× | flip-+ |
| 1× | associate--l+ |
| 1× | diff-log |
| 1× | flip3-- |
| 1× | flip3-+ |
| 1× | sub-neg |
| 1× | +-commutative |
| 4.0ms | (- (+ z (* x y)) (fma x y z)) |
| 1.0ms | (+ z (* x y)) |
| 19.0ms | (- (+ z (* x y)) (fma x y z)) |
| 17.0ms | (+ z (* x y)) |
| 82.0ms | (/ (exp (+ z (* x y))) (exp (fma x y z))) |
| 36.0ms | (- (+ z (* x y)) (fma x y z)) |
| 28.0ms | (- (+ z (* x y)) (fma x y z)) |
| 24.0ms | (- (+ z (* x y)) (fma x y z)) |
| 11.0ms | (- (sqrt (+ z (* x y))) (sqrt (fma x y z))) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 6.6b
0% (0.1b remaining)
Error of 8.0b against oracle of 7.8b and baseline of 8.0b