Average Error: 0.1 → 0.0
Time: 3.2s
Precision: 64
Internal Precision: 128
\[\left(d1 \cdot 3 + d1 \cdot d2\right) + d1 \cdot d3\]
\[(d1 \cdot \left(3 + d2\right) + \left(d3 \cdot d1\right))_*\]

Error

Bits error versus d1

Bits error versus d2

Bits error versus d3

Target

Original0.1
Target0.1
Herbie0.0
\[d1 \cdot \left(\left(3 + d2\right) + d3\right)\]

Derivation

  1. Initial program 0.1

    \[\left(d1 \cdot 3 + d1 \cdot d2\right) + d1 \cdot d3\]
  2. Initial simplification0.1

    \[\leadsto (d1 \cdot \left(d2 + d3\right) + \left(d1 \cdot 3\right))_*\]
  3. Taylor expanded around inf 0.1

    \[\leadsto \color{blue}{d2 \cdot d1 + \left(d3 \cdot d1 + 3 \cdot d1\right)}\]
  4. Simplified0.0

    \[\leadsto \color{blue}{(d1 \cdot \left(3 + d2\right) + \left(d3 \cdot d1\right))_*}\]
  5. Final simplification0.0

    \[\leadsto (d1 \cdot \left(3 + d2\right) + \left(d3 \cdot d1\right))_*\]

Reproduce

herbie shell --seed 2018365 +o rules:numerics
(FPCore (d1 d2 d3)
  :name "FastMath test3"

  :herbie-target
  (* d1 (+ (+ 3 d2) d3))

  (+ (+ (* d1 3) (* d1 d2)) (* d1 d3)))

Details

Time bar (total: 1.1s)Debug log

start71.0ms

Algorithm
intervals

setup116.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.0b

localize20.0ms

Local error

Found 1 expressions with local error:

0.0b
(fma d1 (+ d2 d3) (* d1 3))

rewrite1.0ms

Algorithm
rewrite-expression-head
Counts
1 → 10
Calls

1 calls. Slowest were:

0.0ms
(fma d1 (+ d2 d3) (* d1 3))

series29.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

29.0ms
(fma d1 (+ d2 d3) (* d1 3))

simplify183.0ms

Counts
3 → 13
Calls

3 calls. Slowest were:

76.0ms
(+ (* d2 d1) (+ (* d3 d1) (* 3 d1)))
63.0ms
(+ (* d2 d1) (+ (* d3 d1) (* 3 d1)))
44.0ms
(+ (* d2 d1) (+ (* d3 d1) (* 3 d1)))

prune135.0ms

Pruning

2 alts after pruning (1 fresh and 1 done)

Merged error: 0.0b

localize14.0ms

Local error

Found 1 expressions with local error:

0.0b
(fma d1 (+ 3 d2) (* d3 d1))

rewrite1.0ms

Algorithm
rewrite-expression-head
Counts
1 → 10
Calls

1 calls. Slowest were:

0.0ms
(fma d1 (+ 3 d2) (* d3 d1))

series33.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

33.0ms
(fma d1 (+ 3 d2) (* d3 d1))

simplify225.0ms

Counts
3 → 13
Calls

3 calls. Slowest were:

84.0ms
(+ (* d2 d1) (+ (* d3 d1) (* 3 d1)))
81.0ms
(+ (* d2 d1) (+ (* d3 d1) (* 3 d1)))
60.0ms
(+ (* d2 d1) (+ (* d3 d1) (* 3 d1)))

prune136.0ms

Pruning

2 alts after pruning (0 fresh and 2 done)

Merged error: 0.0b

regimes139.0ms

Accuracy

0% (0.0b remaining)

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

bsearch1.0ms