Details

sample417.0ms

Algorithm

intervals

Results

188.0ms	1539×	body	80	nan
49.0ms	474×	body	80	valid

simplify1.9s

Counts

1 → 1

Iterations

Iter	Nodes
done	5001
5	3079
4	563
3	190
2	73
1	33
0	17

prune20.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 1.0b

localize57.0ms

Local error

Found 4 expressions with local error:

0.1b	(* (- t 1.0) (log a))
0.2b	(* y (log z))
1.0b	(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
1.2b	(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

rewrite344.0ms

Algorithm

rewrite-expression-head

Rules

29×	`add-sqr-sqrt`
25×	`*-un-lft-identity`
21×	`add-cube-cbrt`
13×	`add-cbrt-cube`
12×	`log-prod` `exp-sum` `add-exp-log`
10×	`pow1` `add-log-exp`
9×	`prod-diff`
8×	`associate-r` `associate-l`
6×	`distribute-rgt-in` `distribute-lft-in`
5×	`exp-prod`
4×	`expm1-log1p-u` `log1p-expm1-u`
3×	`associate-/r*` `times-frac` `prod-exp` `cbrt-unprod` `rem-exp-log`
2×	`cbrt-undiv` `exp-diff` `diff-log` `div-exp` `pow-prod-down` `associate-l/` `log-pow` `-commutative` `distribute-lft-out--` `difference-of-squares` `unswap-sqr`
1×	`clear-num` `sum-log` `sub-neg` `frac-2neg` `flip3--` `associate--l+` `associate-r/` `div-inv` `flip--` `associate-/l` `associate-/l/`

Counts

4 → 112

Calls

4 calls:

27.0ms	(* (- t 1.0) (log a))
7.0ms	(* y (log z))
73.0ms	(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
234.0ms	(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

series537.0ms

Counts

4 → 12

Calls

4 calls:

64.0ms	(* (- t 1.0) (log a))
66.0ms	(* y (log z))
182.0ms	(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
225.0ms	(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

simplify1.9s

Counts

124 → 124

Iterations

Iter	Nodes
done	5001
2	2439
1	624
0	277

prune1.0s

Pruning

14 alts after pruning (14 fresh and 0 done)

Merged error: 0.8b

localize43.0ms

Local error

Found 4 expressions with local error:

0.1b	(fma (log a) (- t 1.0) (- (* (log z) y) b))
0.2b	(* (log z) y)
0.8b	(/ x (/ y (exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))))
1.0b	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))

rewrite32.0ms

Algorithm

rewrite-expression-head

Rules

96×	`times-frac`
58×	`add-sqr-sqrt`
56×	`*-un-lft-identity` `add-cube-cbrt`
16×	`associate-/r*`
14×	`fma-udef`
13×	`exp-sum`
11×	`add-cbrt-cube`
10×	`add-exp-log`
7×	`pow1`
5×	`div-inv` `add-log-exp`
4×	`expm1-log1p-u` `associate-l` `log1p-expm1-u`
3×	`cbrt-undiv` `exp-prod` `div-exp` `associate-r` `associate-/l*`
1×	`clear-num` `frac-2neg` `pow-prod-down` `prod-exp` `associate-/r/` `log-pow` `*-commutative` `cbrt-unprod` `unswap-sqr` `rem-exp-log`

Counts

4 → 129

Calls

4 calls:

0.0ms	(fma (log a) (- t 1.0) (- (* (log z) y) b))
9.0ms	(* (log z) y)
14.0ms	(/ x (/ y (exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))))
2.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))

series664.0ms

Counts

4 → 12

Calls

4 calls:

137.0ms	(fma (log a) (- t 1.0) (- (* (log z) y) b))
85.0ms	(* (log z) y)
246.0ms	(/ x (/ y (exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))))
195.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))

simplify1.6s

Counts

141 → 141

Iterations

Iter	Nodes
done	5001
2	3113
1	738
0	290

prune1.5s

Pruning

19 alts after pruning (19 fresh and 0 done)

Merged error: 0.8b

localize113.0ms

Local error

Found 4 expressions with local error:

0.6b	(cbrt y)
1.0b	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
1.0b	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
1.0b	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))

rewrite8.0ms

Algorithm

rewrite-expression-head

Rules

9×	`exp-prod`
8×	`add-sqr-sqrt` `*-un-lft-identity` `add-cube-cbrt`
7×	`add-log-exp`
4×	`expm1-log1p-u` `pow1` `add-cbrt-cube` `add-exp-log` `log1p-expm1-u`
3×	`cbrt-prod` `exp-sum` `fma-udef` `rem-exp-log`
1×	`pow1/3`

Counts

4 → 55

Calls

4 calls:

1.0ms	(cbrt y)
2.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
2.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
3.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))

series766.0ms

Counts

4 → 12

Calls

4 calls:

221.0ms	(cbrt y)
175.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
194.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
176.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))

simplify1.5s

Counts

67 → 67

Iterations

Iter	Nodes
done	5000
3	1928
2	526
1	204
0	94

prune829.0ms

Pruning

18 alts after pruning (18 fresh and 0 done)

Merged error: 0.6b

localize113.0ms

Local error

Found 4 expressions with local error:

1.0b	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
1.0b	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
1.0b	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
1.0b	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))

rewrite7.0ms

Algorithm

rewrite-expression-head

Rules

12×	`exp-prod`
8×	`add-sqr-sqrt` `*-un-lft-identity` `add-cube-cbrt` `add-log-exp`
4×	`expm1-log1p-u` `pow1` `add-cbrt-cube` `exp-sum` `add-exp-log` `fma-udef` `log1p-expm1-u` `rem-exp-log`

Counts

4 → 56

Calls

4 calls:

2.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
2.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
2.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
2.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))

series614.0ms

Counts

4 → 12

Calls

4 calls:

149.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
178.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
143.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))
144.0ms	(exp (fma (log a) (- t 1.0) (- (* (log z) y) b)))

simplify1.3s

Counts

68 → 68

Iterations

Iter	Nodes
done	5002
3	1610
2	424
1	163
0	71

prune776.0ms

Pruning

21 alts after pruning (21 fresh and 0 done)

Merged error: 0.6b

regimes2.8s

Accuracy

0% (0.5b remaining)

Error of 1.1b against oracle of 0.6b and baseline of 1.1b

bsearch0.0ms

simplify10.0ms

Iterations

Iter	Nodes
done	32
1	32
0	27

end0.0ms

sample12.8s

Algorithm

intervals

Results

6.1s	45944×	body	80	nan
2.1s	15326×	body	80	valid