Average Error: 61.8 → 0.3
Time: 5.1s
Precision: 64
Internal Precision: 128
\[\left(1 + t \cdot 2 \cdot 10^{-16}\right) \cdot \left(1 + t \cdot 2 \cdot 10^{-16}\right) + \left(-1 - 2 \cdot \left(t \cdot 2 \cdot 10^{-16}\right)\right)\]
\[{t}^{2} \cdot 3.9999999999999997 \cdot 10^{-32}\]

Error

Bits error versus t

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original61.8
Target50.6
Herbie0.3
\[(\left(1 + t \cdot 2 \cdot 10^{-16}\right) \cdot \left(1 + t \cdot 2 \cdot 10^{-16}\right) + \left(-1 - 2 \cdot \left(t \cdot 2 \cdot 10^{-16}\right)\right))_*\]

Derivation

  1. Initial program 61.8

    \[\left(1 + t \cdot 2 \cdot 10^{-16}\right) \cdot \left(1 + t \cdot 2 \cdot 10^{-16}\right) + \left(-1 - 2 \cdot \left(t \cdot 2 \cdot 10^{-16}\right)\right)\]
  2. Simplified57.6

    \[\leadsto \color{blue}{(-2 \cdot \left(2 \cdot 10^{-16} \cdot t\right) + \left((\left((t \cdot \left( 2 \cdot 10^{-16} \right) + 1)_*\right) \cdot \left((t \cdot \left( 2 \cdot 10^{-16} \right) + 1)_*\right) + -1)_*\right))_*}\]
  3. Taylor expanded around -inf 0.3

    \[\leadsto \color{blue}{3.9999999999999997 \cdot 10^{-32} \cdot {t}^{2}}\]
  4. Final simplification0.3

    \[\leadsto {t}^{2} \cdot 3.9999999999999997 \cdot 10^{-32}\]

Reproduce

herbie shell --seed 2019007 +o rules:numerics
(FPCore (t)
  :name "fma_test1"
  :pre (<= 0.9 t 1.1)

  :herbie-target
  (fma (+ 1 (* t 2e-16)) (+ 1 (* t 2e-16)) (- -1 (* 2 (* t 2e-16))))

  (+ (* (+ 1 (* t 2e-16)) (+ 1 (* t 2e-16))) (- -1 (* 2 (* t 2e-16)))))

Details

Time bar (total: 4.3s)Debug log

sample51.0ms

Algorithm
intervals

simplify310.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

310.0ms
(+ (* (+ 1 (* t 2e-16)) (+ 1 (* t 2e-16))) (- -1 (* 2 (* t 2e-16))))

prune19.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 57.6b

localize16.0ms

Local error

Found 2 expressions with local error:

52.9b
(fma -2 (* 2e-16 t) (fma (fma t 2e-16 1) (fma t 2e-16 1) -1))
49.7b
(fma (fma t 2e-16 1) (fma t 2e-16 1) -1)

rewrite1.0ms

Algorithm
rewrite-expression-head
Counts
2 → 20
Calls

2 calls. Slowest were:

0.0ms
(fma -2 (* 2e-16 t) (fma (fma t 2e-16 1) (fma t 2e-16 1) -1))
0.0ms
(fma (fma t 2e-16 1) (fma t 2e-16 1) -1)

series104.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

54.0ms
(fma -2 (* 2e-16 t) (fma (fma t 2e-16 1) (fma t 2e-16 1) -1))
50.0ms
(fma (fma t 2e-16 1) (fma t 2e-16 1) -1)

simplify114.0ms

Counts
6 → 26
Calls

6 calls. Slowest were:

30.0ms
(+ (* 4e-16 t) (* 3.9999999999999997e-32 (pow t 2)))
30.0ms
(+ (* 4e-16 t) (* 3.9999999999999997e-32 (pow t 2)))
30.0ms
(+ (* 4e-16 t) (* 3.9999999999999997e-32 (pow t 2)))

prune178.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.3b

localize13.0ms

Local error

Found 1 expressions with local error:

0.2b
(* 3.9999999999999997e-32 (pow t 2))

rewrite3.0ms

Algorithm
rewrite-expression-head
Counts
1 → 14
Calls

1 calls. Slowest were:

3.0ms
(* 3.9999999999999997e-32 (pow t 2))

series15.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

15.0ms
(* 3.9999999999999997e-32 (pow t 2))

simplify15.0ms

Counts
6 → 17
Calls

6 calls. Slowest were:

3.0ms
(* 3.9999999999999997e-32 (pow t 2))
3.0ms
(* 3.9999999999999997e-32 (pow t 2))
3.0ms
(* 3.9999999999999997e-32 (pow t 2))

prune94.0ms

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0.1b

localize5.0ms

Local error

Found 1 expressions with local error:

0.2b
(* (* 3.9999999999999997e-32 t) t)

rewrite2.0ms

Algorithm
rewrite-expression-head
Counts
1 → 11
Calls

1 calls. Slowest were:

2.0ms
(* (* 3.9999999999999997e-32 t) t)

series12.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

12.0ms
(* (* 3.9999999999999997e-32 t) t)

simplify18.0ms

Counts
3 → 14
Calls

3 calls. Slowest were:

7.0ms
(* 3.9999999999999997e-32 (pow t 2))
6.0ms
(* 3.9999999999999997e-32 (pow t 2))
4.0ms
(* 3.9999999999999997e-32 (pow t 2))

prune78.0ms

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0.1b

localize5.0ms

Local error

Found 4 expressions with local error:

0.4b
(* (sqrt (* 3.9999999999999997e-32 (pow t 2))) (sqrt (* 3.9999999999999997e-32 (pow t 2))))
0.2b
(* 3.9999999999999997e-32 (pow t 2))
0.2b
(* 3.9999999999999997e-32 (pow t 2))
0.1b
(sqrt (* 3.9999999999999997e-32 (pow t 2)))

rewrite10.0ms

Algorithm
rewrite-expression-head
Counts
4 → 67
Calls

4 calls. Slowest were:

6.0ms
(* (sqrt (* 3.9999999999999997e-32 (pow t 2))) (sqrt (* 3.9999999999999997e-32 (pow t 2))))
1.0ms
(sqrt (* 3.9999999999999997e-32 (pow t 2)))
1.0ms
(* 3.9999999999999997e-32 (pow t 2))

series105.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

60.0ms
(* (sqrt (* 3.9999999999999997e-32 (pow t 2))) (sqrt (* 3.9999999999999997e-32 (pow t 2))))
21.0ms
(sqrt (* 3.9999999999999997e-32 (pow t 2)))
12.0ms
(* 3.9999999999999997e-32 (pow t 2))
12.0ms
(* 3.9999999999999997e-32 (pow t 2))

simplify708.0ms

Counts
37 → 79
Calls

37 calls. Slowest were:

433.0ms
(* (* (* (sqrt (* 3.9999999999999997e-32 (pow t 2))) (sqrt (* 3.9999999999999997e-32 (pow t 2)))) (sqrt (* 3.9999999999999997e-32 (pow t 2)))) (* (* (sqrt (* 3.9999999999999997e-32 (pow t 2))) (sqrt (* 3.9999999999999997e-32 (pow t 2)))) (sqrt (* 3.9999999999999997e-32 (pow t 2)))))
71.0ms
(* (* 3.9999999999999997e-32 (pow t 2)) (* 3.9999999999999997e-32 (pow t 2)))
35.0ms
(* (* 3.9999999999999997e-32 (pow t 2)) (* 3.9999999999999997e-32 (pow t 2)))

prune601.0ms

Pruning

9 alts after pruning (7 fresh and 2 done)

Merged error: 0.0b

regimes65.0ms

Accuracy

0% (0.3b remaining)

Error of 0.3b against oracle of 0.0b and baseline of 0.3b

bsearch1.0ms

end0.0ms

sample1.8s

Algorithm
intervals