Average Error: 0.2 → 0.1
Time: 20.3s
Precision: 64
Internal Precision: 128
\[\left|\frac{1}{\sqrt{\pi}} \cdot \left(\left(\left(2 \cdot \left|x\right| + \frac{2}{3} \cdot \left(\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right)\right) + \frac{1}{5} \cdot \left(\left(\left(\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right)\right) + \frac{1}{21} \cdot \left(\left(\left(\left(\left(\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right)\right)\right|\]
\[\left|(\left(\frac{1}{\sqrt{\pi}}\right) \cdot \left((\left((\left(\left|x\right| \cdot \frac{1}{5}\right) \cdot \left(\left|x\right| \cdot \left|x\right|\right) + \left(\frac{2}{3} \cdot \left|x\right|\right))_*\right) \cdot \left(\left|x\right| \cdot \left|x\right|\right) + \left(2 \cdot \left|x\right|\right))_*\right) + \left(\frac{\left|x\right| \cdot {\left(\left|x\right|\right)}^{6}}{\frac{\sqrt{\pi}}{\frac{1}{21}}}\right))_*\right|\]

Error

Bits error versus x

Derivation

  1. Initial program 0.2

    \[\left|\frac{1}{\sqrt{\pi}} \cdot \left(\left(\left(2 \cdot \left|x\right| + \frac{2}{3} \cdot \left(\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right)\right) + \frac{1}{5} \cdot \left(\left(\left(\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right)\right) + \frac{1}{21} \cdot \left(\left(\left(\left(\left(\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right) \cdot \left|x\right|\right)\right)\right|\]
  2. Initial simplification0.2

    \[\leadsto \left|(\left(\frac{1}{\sqrt{\pi}}\right) \cdot \left((\left(\left(\frac{1}{5} \cdot \left|x\right|\right) \cdot \left(\left|x\right| \cdot \left|x\right|\right)\right) \cdot \left(\left|x\right| \cdot \left|x\right|\right) + \left((\left(\frac{2}{3} \cdot \left|x\right|\right) \cdot \left(\left|x\right| \cdot \left|x\right|\right) + \left(\left|x\right| \cdot 2\right))_*\right))_*\right) + \left({\left(\left|x\right| \cdot \left|x\right|\right)}^{3} \cdot \left(\frac{1}{21} \cdot \frac{\left|x\right|}{\sqrt{\pi}}\right)\right))_*\right|\]
  3. Simplified0.1

    \[\leadsto \color{blue}{\left|(\left(\frac{1}{\sqrt{\pi}}\right) \cdot \left((\left(\left|x\right| \cdot \left|x\right|\right) \cdot \left((\left(\left|x\right| \cdot \frac{1}{5}\right) \cdot \left(\left|x\right| \cdot \left|x\right|\right) + \left(\frac{2}{3} \cdot \left|x\right|\right))_*\right) + \left(\left|x\right| \cdot 2\right))_*\right) + \left(\frac{{\left(\left|x\right|\right)}^{5}}{\sqrt{\pi}} \cdot \left(\frac{1}{21} \cdot \left(\left|x\right| \cdot \left|x\right|\right)\right)\right))_*\right|}\]
  4. Simplified0.1

    \[\leadsto \color{blue}{\left|(\left(\frac{1}{\sqrt{\pi}}\right) \cdot \left((\left((\left(\frac{1}{5} \cdot \left|x\right|\right) \cdot \left(\left|x\right| \cdot \left|x\right|\right) + \left(\frac{2}{3} \cdot \left|x\right|\right))_*\right) \cdot \left(\left|x\right| \cdot \left|x\right|\right) + \left(2 \cdot \left|x\right|\right))_*\right) + \left(\frac{\left|x\right| \cdot {\left(\left|x\right|\right)}^{6}}{\frac{\sqrt{\pi}}{\frac{1}{21}}}\right))_*\right|}\]
  5. Taylor expanded around -inf 0.1

    \[\leadsto \left|(\left(\frac{1}{\sqrt{\pi}}\right) \cdot \left((\left((\color{blue}{\left(\frac{1}{5} \cdot \left|x\right|\right)} \cdot \left(\left|x\right| \cdot \left|x\right|\right) + \left(\frac{2}{3} \cdot \left|x\right|\right))_*\right) \cdot \left(\left|x\right| \cdot \left|x\right|\right) + \left(2 \cdot \left|x\right|\right))_*\right) + \left(\frac{\left|x\right| \cdot {\left(\left|x\right|\right)}^{6}}{\frac{\sqrt{\pi}}{\frac{1}{21}}}\right))_*\right|\]
  6. Final simplification0.1

    \[\leadsto \left|(\left(\frac{1}{\sqrt{\pi}}\right) \cdot \left((\left((\left(\left|x\right| \cdot \frac{1}{5}\right) \cdot \left(\left|x\right| \cdot \left|x\right|\right) + \left(\frac{2}{3} \cdot \left|x\right|\right))_*\right) \cdot \left(\left|x\right| \cdot \left|x\right|\right) + \left(2 \cdot \left|x\right|\right))_*\right) + \left(\frac{\left|x\right| \cdot {\left(\left|x\right|\right)}^{6}}{\frac{\sqrt{\pi}}{\frac{1}{21}}}\right))_*\right|\]

Reproduce

herbie shell --seed 2018360 +o rules:numerics
(FPCore (x)
  :name "Jmat.Real.erfi, branch x less than or equal to 0.5"
  (fabs (* (/ 1 (sqrt PI)) (+ (+ (+ (* 2 (fabs x)) (* (/ 2 3) (* (* (fabs x) (fabs x)) (fabs x)))) (* (/ 1 5) (* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x)))) (* (/ 1 21) (* (* (* (* (* (* (fabs x) (fabs x)) (fabs x)) (fabs x)) (fabs x)) (fabs x)) (fabs x)))))))

Details

Time bar (total: 9.5s)Debug log

start365.0ms

Algorithm
intervals

setup267.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.1b

localize57.0ms

Local error

Found 4 expressions with local error:

1.0b
(sqrt PI)
1.0b
(sqrt PI)
0.4b
(* 1/5 (fabs x))
0.4b
(* 1/21 (/ (fabs x) (sqrt PI)))

rewrite4.0ms

Algorithm
rewrite-expression-head
Counts
4 → 57
Calls

4 calls. Slowest were:

2.0ms
(* 1/21 (/ (fabs x) (sqrt PI)))
1.0ms
(* 1/5 (fabs x))
0.0ms
(sqrt PI)

series162.0ms

Counts
4 → 8
Calls

4 calls. Slowest were:

153.0ms
(* 1/21 (/ (fabs x) (sqrt PI)))
8.0ms
(* 1/5 (fabs x))
0.0ms
(sqrt PI)
0.0ms
(sqrt PI)

simplify835.0ms

Counts
25 → 65
Calls

25 calls. Slowest were:

408.0ms
(fabs (fma (/ 1 (sqrt PI)) (fma (* (* 1/5 (fabs x)) (* (fabs x) (fabs x))) (* (fabs x) (fabs x)) (fma (* 2/3 (fabs x)) (* (fabs x) (fabs x)) (* (fabs x) 2))) (* (pow (* (fabs x) (fabs x)) 3) (* 1/21 (/ (fabs x) (sqrt PI))))))
325.0ms
(fabs (fma (/ 1 (sqrt PI)) (fma (* (* 1/5 (fabs x)) (* (fabs x) (fabs x))) (* (fabs x) (fabs x)) (fma (* 2/3 (fabs x)) (* (fabs x) (fabs x)) (* (fabs x) 2))) (* (pow (* (fabs x) (fabs x)) 3) (* 1/21 (/ (fabs x) (sqrt PI))))))
18.0ms
(* 1/21 (* (fabs x) (sqrt (/ 1 PI))))

prune1.7s

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.1b

localize34.0ms

Local error

Found 4 expressions with local error:

1.0b
(sqrt PI)
1.0b
(sqrt PI)
0.4b
(* (fabs x) 1/5)
0.4b
(* 2/3 (fabs x))

rewrite4.0ms

Algorithm
rewrite-expression-head
Counts
4 → 46
Calls

4 calls. Slowest were:

2.0ms
(* (fabs x) 1/5)
1.0ms
(* 2/3 (fabs x))
0.0ms
(sqrt PI)

series26.0ms

Counts
4 → 8
Calls

4 calls. Slowest were:

13.0ms
(* (fabs x) 1/5)
12.0ms
(* 2/3 (fabs x))
0.0ms
(sqrt PI)
0.0ms
(sqrt PI)

simplify404.0ms

Counts
13 → 54
Calls

13 calls. Slowest were:

207.0ms
(fabs (fma (/ 1 (sqrt PI)) (fma (* (fabs x) (fabs x)) (fma (* (fabs x) 1/5) (* (fabs x) (fabs x)) (* 2/3 (fabs x))) (* (fabs x) 2)) (* (/ (pow (fabs x) 5) (sqrt PI)) (* 1/21 (* (fabs x) (fabs x))))))
173.0ms
(fabs (fma (/ 1 (sqrt PI)) (fma (* (fabs x) (fabs x)) (fma (* (fabs x) 1/5) (* (fabs x) (fabs x)) (* 2/3 (fabs x))) (* (fabs x) 2)) (* (/ (pow (fabs x) 5) (sqrt PI)) (* 1/21 (* (fabs x) (fabs x))))))
3.0ms
(* 1/5 (fabs x))

prune1.4s

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.1b

localize46.0ms

Local error

Found 4 expressions with local error:

1.0b
(/ (sqrt PI) 1/21)
1.0b
(sqrt PI)
1.0b
(sqrt PI)
0.4b
(* 1/5 (fabs x))

rewrite9.0ms

Algorithm
rewrite-expression-head
Counts
4 → 48
Calls

4 calls. Slowest were:

5.0ms
(/ (sqrt PI) 1/21)
2.0ms
(* 1/5 (fabs x))
0.0ms
(sqrt PI)

series15.0ms

Counts
4 → 6
Calls

4 calls. Slowest were:

14.0ms
(* 1/5 (fabs x))
0.0ms
(/ (sqrt PI) 1/21)
0.0ms
(sqrt PI)
0.0ms
(sqrt PI)

simplify1.4s

Counts
11 → 54
Calls

11 calls. Slowest were:

458.0ms
(fabs (fma (/ 1 (sqrt PI)) (fma (fma (* 1/5 (fabs x)) (* (fabs x) (fabs x)) (* 2/3 (fabs x))) (* (fabs x) (fabs x)) (* 2 (fabs x))) (/ (* (fabs x) (pow (fabs x) 6)) (/ (sqrt PI) 1/21))))
443.0ms
(fabs (fma (/ 1 (sqrt PI)) (fma (fma (* 1/5 (fabs x)) (* (fabs x) (fabs x)) (* 2/3 (fabs x))) (* (fabs x) (fabs x)) (* 2 (fabs x))) (/ (* (fabs x) (pow (fabs x) 6)) (/ (sqrt PI) 1/21))))
433.0ms
(fabs (fma (/ 1 (sqrt PI)) (fma (fma (* 1/5 (fabs x)) (* (fabs x) (fabs x)) (* 2/3 (fabs x))) (* (fabs x) (fabs x)) (* 2 (fabs x))) (/ (* (fabs x) (pow (fabs x) 6)) (/ (sqrt PI) 1/21))))

prune1.4s

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.0b

localize2.0ms

Local error

Found 4 expressions with local error:

1.0b
(/ (sqrt PI) 1/21)
1.0b
(sqrt PI)
1.0b
(sqrt PI)
0.4b
(* 1/5 (fabs x))

rewrite7.0ms

Algorithm
rewrite-expression-head
Counts
4 → 48
Calls

4 calls. Slowest were:

5.0ms
(/ (sqrt PI) 1/21)
1.0ms
(* 1/5 (fabs x))
0.0ms
(sqrt PI)

series11.0ms

Counts
4 → 6
Calls

4 calls. Slowest were:

11.0ms
(* 1/5 (fabs x))
0.0ms
(/ (sqrt PI) 1/21)
0.0ms
(sqrt PI)
0.0ms
(sqrt PI)

simplify27.0ms

Counts
11 → 54
Calls

11 calls. Slowest were:

3.0ms
(* 1/5 (fabs x))
3.0ms
(* 1/5 (fabs x))
3.0ms
(* 1/5 (fabs x))

prune1.3s

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 0.0b

regimes129.0ms

Accuracy

0% (0.1b remaining)

Error of 0.1b against oracle of 0.0b and baseline of 0.1b

bsearch5.0ms