Details

sample27.0ms

Algorithm

intervals

Results

10.0ms

264×

body

valid

simplify122.0ms

Algorithm

egg-herbie

Counts

1 → 1

Iterations

Useful iterations: 0 (2.0ms)

Iter	Nodes	Cost
0	24	8
1	43	8
2	75	8
3	120	8
4	156	8
5	189	8
6	265	8
7	451	8
8	1023	8
9	3632	8
10	5001	8

prune3.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 24.4b

localize12.0ms

Local error

Found 4 expressions with local error:

0.0b	(* z (- t a))
0.0b	(* z (- b y))
0.3b	(+ (* x y) (* z (- t a)))
23.6b	(/ (+ (* x y) (* z (- t a))) (+ y (* z (- b y))))

rewrite96.0ms

Algorithm

rewrite-expression-head

Rules

60×	`add-sqr-sqrt`
56×	`*-un-lft-identity`
54×	`prod-diff`
52×	`add-cube-cbrt`
33×	`distribute-rgt-in` `distribute-lft-in`
22×	`associate-+r+`
10×	`add-exp-log` `associate-r` `add-cbrt-cube`
9×	`times-frac`
8×	`pow1`
6×	`sub-neg` `associate-l` `add-log-exp`
4×	`expm1-log1p-u` `associate-*r/` `log1p-expm1-u`
3×	`flip3-+` `associate-/r` `flip-+` `associate-/l`
2×	`flip3--` `pow-prod-down` `prod-exp` `associate-/r/` `*-commutative` `flip--` `cbrt-unprod` `associate-/l/` `distribute-lft-out--` `difference-of-squares` `unswap-sqr`
1×	`cbrt-undiv` `+-commutative` `fma-def` `frac-2neg` `div-exp` `clear-num` `sum-log` `div-inv`

Counts

4 → 161

Calls

4 calls:

23.0ms	(* z (- t a))
22.0ms	(* z (- b y))
12.0ms	(+ (* x y) (* z (- t a)))
33.0ms	(/ (+ (* x y) (* z (- t a))) (+ y (* z (- b y))))

series388.0ms

Counts

4 → 12

Calls

4 calls:

30.0ms	(* z (- t a))
35.0ms	(* z (- b y))
37.0ms	(+ (* x y) (* z (- t a)))
285.0ms	(/ (+ (* x y) (* z (- t a))) (+ y (* z (- b y))))

simplify76.0ms

Algorithm

egg-herbie

Counts

173 → 173

Iterations

Useful iterations: 2 (62.0ms)

Iter	Nodes	Cost
0	623	1398
1	2536	1029
2	5002	1026

prune414.0ms

Pruning

12 alts after pruning (11 fresh and 1 done)

Merged error: 23.8b

localize14.0ms

Local error

Found 4 expressions with local error:

0.0b	(* z (- b y))
0.2b	(/ 1 (/ (+ y (* z (- b y))) (+ (* x y) (* z (- t a)))))
0.3b	(+ (* x y) (* z (- t a)))
23.7b	(/ (+ y (* z (- b y))) (+ (* x y) (* z (- t a))))

rewrite98.0ms

Algorithm

rewrite-expression-head

Rules

90×	`times-frac`
86×	`add-sqr-sqrt`
84×	`*-un-lft-identity`
82×	`add-cube-cbrt`
36×	`prod-diff`
22×	`distribute-rgt-in` `associate-+r+` `distribute-lft-in`
19×	`add-exp-log`
18×	`associate-/r*`
13×	`add-cbrt-cube`
11×	`associate-/r/`
8×	`div-exp`
7×	`pow1` `flip3-+` `flip-+`
6×	`div-inv` `associate-/l*` `add-log-exp`
5×	`associate-r`
4×	`cbrt-undiv` `expm1-log1p-u` `sub-neg` `log1p-expm1-u`
3×	`associate-l`
2×	`rec-exp` `frac-2neg` `1-exp` `associate-*r/` `clear-num` `associate-/l/`
1×	`+-commutative` `flip3--` `pow-flip` `fma-def` `pow-prod-down` `prod-exp` `sum-log` `*-commutative` `flip--` `cbrt-unprod` `distribute-lft-out--` `inv-pow` `difference-of-squares` `unswap-sqr`

Counts

4 → 201

Calls

4 calls:

23.0ms	(* z (- b y))
22.0ms	(/ 1 (/ (+ y (* z (- b y))) (+ (* x y) (* z (- t a)))))
12.0ms	(+ (* x y) (* z (- t a)))
32.0ms	(/ (+ y (* z (- b y))) (+ (* x y) (* z (- t a))))

series1.2s

Counts

4 → 12

Calls

4 calls:

32.0ms	(* z (- b y))
733.0ms	(/ 1 (/ (+ y (* z (- b y))) (+ (* x y) (* z (- t a)))))
38.0ms	(+ (* x y) (* z (- t a)))
434.0ms	(/ (+ y (* z (- b y))) (+ (* x y) (* z (- t a))))

simplify96.0ms

Algorithm

egg-herbie

Counts

213 → 213

Iterations

Useful iterations: 2 (74.0ms)

Iter	Nodes	Cost
0	785	2479
1	3441	2063
2	5001	1964

prune460.0ms

Pruning

11 alts after pruning (9 fresh and 2 done)

Merged error: 23.8b

localize14.0ms

Local error

Found 4 expressions with local error:

0.3b	(+ (* x y) (* z (- t a)))
1.0b	(/ 1 (fma z (- b y) y))
1.5b	(/ 1 (+ (* x y) (* z (- t a))))
21.9b	(/ (/ 1 (fma z (- b y) y)) (/ 1 (+ (* x y) (* z (- t a)))))

rewrite79.0ms

Algorithm

rewrite-expression-head

Rules

483×	`times-frac`
242×	`add-sqr-sqrt` `add-cube-cbrt` `*-un-lft-identity`
52×	`add-exp-log`
36×	`div-exp`
33×	`div-inv`
31×	`associate-/r/`
22×	`associate-+r+`
21×	`associate-/r*`
20×	`add-cbrt-cube`
19×	`associate-/l*`
18×	`prod-diff`
16×	`flip3-+` `flip-+`
11×	`distribute-rgt-in` `distribute-lft-in`
10×	`cbrt-undiv` `rec-exp` `1-exp`
6×	`pow1` `add-log-exp`
4×	`expm1-log1p-u` `log1p-expm1-u`
3×	`frac-2neg` `clear-num`
2×	`sub-neg` `pow-flip` `inv-pow`
1×	`+-commutative` `fma-def` `sum-log` `associate-/l/`

Counts

4 → 361

Calls

4 calls:

12.0ms	(+ (* x y) (* z (- t a)))
5.0ms	(/ 1 (fma z (- b y) y))
13.0ms	(/ 1 (+ (* x y) (* z (- t a))))
28.0ms	(/ (/ 1 (fma z (- b y) y)) (/ 1 (+ (* x y) (* z (- t a)))))

series551.0ms

Counts

4 → 12

Calls

4 calls:

41.0ms	(+ (* x y) (* z (- t a)))
48.0ms	(/ 1 (fma z (- b y) y))
53.0ms	(/ 1 (+ (* x y) (* z (- t a))))
408.0ms	(/ (/ 1 (fma z (- b y) y)) (/ 1 (+ (* x y) (* z (- t a)))))

simplify92.0ms

Algorithm

egg-herbie

Counts

373 → 373

Iterations

Useful iterations: 1 (38.0ms)

Iter	Nodes	Cost
0	1514	5862
1	5001	5233

prune769.0ms

Pruning

12 alts after pruning (9 fresh and 3 done)

Merged error: 12.3b

localize22.0ms

Local error

Found 4 expressions with local error:

0.5b	(cbrt (- b y))
0.5b	(cbrt (- b y))
0.5b	(cbrt (- b y))
23.7b	(/ (+ y (* (* z (* (cbrt (- b y)) (cbrt (- b y)))) (cbrt (- b y)))) (+ (* x y) (* z (- t a))))

rewrite51.0ms

Algorithm

rewrite-expression-head

Rules

21×	`add-sqr-sqrt` `*-un-lft-identity`
15×	`cbrt-prod` `add-cube-cbrt`
9×	`times-frac`
6×	`add-exp-log` `cbrt-div` `add-cbrt-cube`
4×	`pow1` `expm1-log1p-u` `log1p-expm1-u` `add-log-exp`
3×	`flip3--` `pow1/3` `associate-/r` `flip--` `associate-/l` `distribute-lft-out--` `difference-of-squares`
2×	`flip3-+` `associate-/r/` `flip-+` `associate-/l/`
1×	`cbrt-undiv` `frac-2neg` `div-exp` `clear-num` `div-inv`

Counts

4 → 84

Calls

4 calls:

4.0ms	(cbrt (- b y))
4.0ms	(cbrt (- b y))
4.0ms	(cbrt (- b y))
33.0ms	(/ (+ y (* (* z (* (cbrt (- b y)) (cbrt (- b y)))) (cbrt (- b y)))) (+ (* x y) (* z (- t a))))

series651.0ms

Counts

4 → 12

Calls

4 calls:

138.0ms	(cbrt (- b y))
132.0ms	(cbrt (- b y))
135.0ms	(cbrt (- b y))
247.0ms	(/ (+ y (* (* z (* (cbrt (- b y)) (cbrt (- b y)))) (cbrt (- b y)))) (+ (* x y) (* z (- t a))))

simplify43.0ms

Algorithm

egg-herbie

Counts

96 → 96

Iterations

Useful iterations: 2 (33.0ms)

Iter	Nodes	Cost
0	354	1102
1	1209	1011
2	5001	944

prune373.0ms

Pruning

13 alts after pruning (9 fresh and 4 done)

Merged error: 12.3b

regimes531.0ms

Accuracy

53.7% (5.9b remaining)

Error of 17.0b against oracle of 11.1b and baseline of 23.9b

bsearch2.0ms

simplify2.0ms

Algorithm

egg-herbie

Iterations

Useful iterations: 0 (0.0ms)

Iter	Nodes	Cost
0	28	27
1	28	27

end0.0ms

sample726.0ms

Algorithm

intervals

Results

331.0ms

8419×

body

valid