


Bits error versus x



Bits error versus y



Bits error versus z
Results
if x < -2.25551849996464e-47 or 3.1941018314886564e+37 < x Initial program 0.2
rmApplied div-inv0.4
Applied prod-diff0.4
Simplified0.2
Simplified0.2
if -2.25551849996464e-47 < x < 3.1941018314886564e+37Initial program 2.6
rmApplied associate-*l/0.1
Applied sub-div0.1
Final simplification0.2
herbie shell --seed 2019022 +o rules:numerics
(FPCore (x y z)
:name "fabs fraction 1"
(fabs (- (/ (+ x 4) y) (* (/ x y) z))))
Time bar (total: 7.7s)Debug log
| 43.0ms | 328× | body | 80 | valid |
| 47.0ms | (fabs (- (/ (+ x 4) y) (* (/ x y) z))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 1.4b
Found 3 expressions with local error:
| 2.6b | (* (/ x y) z) |
| 0.0b | (- (/ (+ x 4) y) (* (/ x y) z)) |
| 0.0b | (/ (+ x 4) y) |
| 7× | add-cube-cbrt |
| 7× | *-un-lft-identity |
| 7× | add-sqr-sqrt |
| 5× | add-log-exp |
| 4× | div-inv |
| 4× | prod-diff |
| 4× | associate-*l* |
| 4× | fma-neg |
| 3× | associate-/l* |
| 3× | log1p-expm1-u |
| 3× | add-exp-log |
| 3× | associate-*l/ |
| 3× | add-cbrt-cube |
| 3× | pow1 |
| 3× | expm1-log1p-u |
| 2× | associate-/l/ |
| 1× | sub-div |
| 1× | flip-- |
| 1× | flip-+ |
| 1× | frac-sub |
| 1× | *-commutative |
| 1× | diff-log |
| 1× | flip3-- |
| 1× | flip3-+ |
| 1× | frac-2neg |
| 1× | sub-neg |
| 1× | clear-num |
| 7.0ms | (- (/ (+ x 4) y) (* (/ x y) z)) |
| 3.0ms | (/ (+ x 4) y) |
| 2.0ms | (* (/ x y) z) |
| 33.0ms | (- (/ (+ x 4) y) (* (/ x y) z)) |
| 22.0ms | (* (/ x y) z) |
| 18.0ms | (/ (+ x 4) y) |
| 239.0ms | (fma (+ x 4) (/ 1 y) (- (* z (/ x y)))) |
| 155.0ms | (- (* (+ x 4) y) (* y (* x z))) |
| 92.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
| 84.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
| 78.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
4 alts after pruning (4 fresh and 0 done)
Merged error: 0b
Found 2 expressions with local error:
| 1.4b | (fma z (- (/ x y)) (+ (/ x y) (/ 4 y))) |
| 0.0b | (+ (/ x y) (/ 4 y)) |
| 5× | *-un-lft-identity |
| 4× | add-log-exp |
| 4× | fma-def |
| 3× | div-inv |
| 3× | add-cube-cbrt |
| 3× | add-sqr-sqrt |
| 2× | log1p-expm1-u |
| 2× | add-exp-log |
| 2× | add-cbrt-cube |
| 2× | pow1 |
| 2× | expm1-log1p-u |
| 1× | distribute-lft-out |
| 1× | fma-udef |
| 1× | flip-+ |
| 1× | frac-add |
| 1× | distribute-rgt-out |
| 1× | flip3-+ |
| 1× | sum-log |
| 1× | +-commutative |
| 4.0ms | (+ (/ x y) (/ 4 y)) |
| 0.0ms | (fma z (- (/ x y)) (+ (/ x y) (/ 4 y))) |
| 41.0ms | (fma z (- (/ x y)) (+ (/ x y) (/ 4 y))) |
| 23.0ms | (+ (/ x y) (/ 4 y)) |
| 102.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
| 101.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
| 62.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
| 17.0ms | (+ (/ x y) (* 4 (/ 1 y))) |
| 14.0ms | (+ (* x y) (* y 4)) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0b
Found 3 expressions with local error:
| 7.2b | (* (/ z y) x) |
| 0.0b | (- (/ (+ 4 x) y) (* (/ z y) x)) |
| 0.0b | (/ (+ 4 x) y) |
| 7× | add-cube-cbrt |
| 7× | *-un-lft-identity |
| 7× | add-sqr-sqrt |
| 5× | add-log-exp |
| 4× | div-inv |
| 4× | prod-diff |
| 4× | associate-*l* |
| 4× | fma-neg |
| 3× | associate-/l* |
| 3× | log1p-expm1-u |
| 3× | add-exp-log |
| 3× | associate-*l/ |
| 3× | add-cbrt-cube |
| 3× | pow1 |
| 3× | expm1-log1p-u |
| 2× | associate-/l/ |
| 1× | sub-div |
| 1× | flip-- |
| 1× | flip-+ |
| 1× | frac-sub |
| 1× | *-commutative |
| 1× | diff-log |
| 1× | flip3-- |
| 1× | flip3-+ |
| 1× | frac-2neg |
| 1× | sub-neg |
| 1× | clear-num |
| 7.0ms | (- (/ (+ 4 x) y) (* (/ z y) x)) |
| 2.0ms | (* (/ z y) x) |
| 2.0ms | (/ (+ 4 x) y) |
| 36.0ms | (- (/ (+ 4 x) y) (* (/ z y) x)) |
| 17.0ms | (* (/ z y) x) |
| 14.0ms | (/ (+ 4 x) y) |
| 201.0ms | (fma (+ 4 x) (/ 1 y) (- (* x (/ z y)))) |
| 171.0ms | (- (* (+ 4 x) y) (* y (* z x))) |
| 100.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
| 93.0ms | (fma 1 (/ (+ 4 x) y) (- (* x (/ z y)))) |
| 93.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
4 alts after pruning (2 fresh and 2 done)
Merged error: 0b
Found 2 expressions with local error:
| 3.1b | (/ (- (+ x 4) (* x z)) y) |
| 0.0b | (- (+ x 4) (* x z)) |
| 5× | add-cube-cbrt |
| 5× | *-un-lft-identity |
| 5× | add-sqr-sqrt |
| 4× | add-log-exp |
| 3× | associate-/l* |
| 3× | prod-diff |
| 3× | fma-neg |
| 2× | associate-/l/ |
| 2× | flip-- |
| 2× | log1p-expm1-u |
| 2× | add-exp-log |
| 2× | add-cbrt-cube |
| 2× | flip3-- |
| 2× | pow1 |
| 2× | expm1-log1p-u |
| 1× | div-inv |
| 1× | associate--l+ |
| 1× | div-sub |
| 1× | diff-log |
| 1× | frac-2neg |
| 1× | sub-neg |
| 1× | clear-num |
| 16.0ms | (/ (- (+ x 4) (* x z)) y) |
| 6.0ms | (- (+ x 4) (* x z)) |
| 26.0ms | (/ (- (+ x 4) (* x z)) y) |
| 19.0ms | (- (+ x 4) (* x z)) |
| 222.0ms | (- (pow (+ x 4) 3) (pow (* x z) 3)) |
| 167.0ms | (- (* (+ x 4) (+ x 4)) (* (* x z) (* x z))) |
| 105.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
| 88.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
| 80.0ms | (- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y)) |
4 alts after pruning (1 fresh and 3 done)
Merged error: 0b
91.2% (0.1b remaining)
Error of 0.2b against oracle of 0.0b and baseline of 1.6b
| 1.2s | 10104× | body | 80 | valid |