Details

Time bar (total: 11.9s)

sample77.0ms

Algorithm
intervals
Results
40.0ms574×body80valid

simplify103.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 1 (6.0ms)

IterNodesCost
04714
111013
233513
3105913
4344213
5500113

prune10.0ms

Filtered
1 candidates to 1 candidates (100.0%)
Pruning

1 alts after pruning (1 fresh and 0 done)

PrunedKeptTotal
New011
Fresh101
Picked000
Done000
Total112

Merged error: 13.0b

Counts
2 → 1

localize20.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (* y z) (* t a))
4.1b
(fma (- (* c a) (* y i)) j (- (* x (- (* y z) (* t a))) (* b (- (* c z) (* t i)))))
5.1b
(* b (- (* c z) (* t i)))
6.6b
(* x (- (* y z) (* t a)))

rewrite23.0ms

Algorithm
rewrite-expression-head
Rules
12×add-sqr-sqrt
pow1 add-exp-log add-cube-cbrt *-un-lft-identity add-cbrt-cube
distribute-rgt-in distribute-lft-in associate-*r* associate-*l* add-log-exp
sub-neg prod-diff
expm1-log1p-u associate-*r/ log1p-expm1-u
flip3-- flip--
pow-prod-down prod-exp *-commutative cbrt-unprod unswap-sqr
fma-neg diff-log fma-udef
Counts
4 → 82
Calls
4 calls:
4.0ms
(- (* y z) (* t a))
1.0ms
(fma (- (* c a) (* y i)) j (- (* x (- (* y z) (* t a))) (* b (- (* c z) (* t i)))))
6.0ms
(* b (- (* c z) (* t i)))
9.0ms
(* x (- (* y z) (* t a)))

series812.0ms

Counts
4 → 12
Calls
4 calls:
41.0ms
(- (* y z) (* t a))
626.0ms
(fma (- (* c a) (* y i)) j (- (* x (- (* y z) (* t a))) (* b (- (* c z) (* t i)))))
75.0ms
(* b (- (* c z) (* t i)))
70.0ms
(* x (- (* y z) (* t a)))

simplify70.0ms

Algorithm
egg-herbie
Counts
94 → 94
Iterations

Useful iterations: 1 (15.0ms)

IterNodesCost
0376645
11500568
25001568

prune464.0ms

Filtered
94 candidates to 71 candidates (75.5%)
Pruning

16 alts after pruning (16 fresh and 0 done)

PrunedKeptTotal
New781694
Fresh000
Picked101
Done000
Total791695

Merged error: 5.6b

Counts
95 → 16

localize28.0ms

Local error

Found 4 expressions with local error:

4.1b
(fma (- (* c a) (* y i)) j (- (+ (* x (fma y z (- (* a t)))) (* x (fma (- a) t (* a t)))) (* b (- (* c z) (* t i)))))
5.1b
(* b (- (* c z) (* t i)))
6.6b
(* x (fma y z (- (* a t))))
48.9b
(fma (- a) t (* a t))

rewrite14.0ms

Algorithm
rewrite-expression-head
Rules
12×add-sqr-sqrt
pow1 add-exp-log add-cube-cbrt *-un-lft-identity add-cbrt-cube
associate-*r* associate-*l*
distribute-rgt-in expm1-log1p-u distribute-lft-in fma-udef log1p-expm1-u add-log-exp
sub-neg associate-*r/ prod-diff pow-prod-down prod-exp *-commutative cbrt-unprod unswap-sqr
flip3-- flip--
Counts
4 → 70
Calls
4 calls:
1.0ms
(fma (- (* c a) (* y i)) j (- (+ (* x (fma y z (- (* a t)))) (* x (fma (- a) t (* a t)))) (* b (- (* c z) (* t i)))))
7.0ms
(* b (- (* c z) (* t i)))
4.0ms
(* x (fma y z (- (* a t))))
1.0ms
(fma (- a) t (* a t))

series4.0s

Counts
4 → 12
Calls
4 calls:
3.8s
(fma (- (* c a) (* y i)) j (- (+ (* x (fma y z (- (* a t)))) (* x (fma (- a) t (* a t)))) (* b (- (* c z) (* t i)))))
80.0ms
(* b (- (* c z) (* t i)))
82.0ms
(* x (fma y z (- (* a t))))
28.0ms
(fma (- a) t (* a t))

simplify54.0ms

Algorithm
egg-herbie
Counts
82 → 82
Iterations

Useful iterations: 1 (13.0ms)

IterNodesCost
0310624
11230538
25001538

prune444.0ms

Filtered
82 candidates to 58 candidates (70.7%)
Pruning

15 alts after pruning (15 fresh and 0 done)

PrunedKeptTotal
New81182
Fresh11415
Picked101
Done000
Total831598

Merged error: 5.6b

Counts
98 → 15

localize31.0ms

Local error

Found 4 expressions with local error:

6.6b
(* x (- (* y z) (* t a)))
7.2b
(cbrt (- (* c z) (* t i)))
7.2b
(cbrt (- (* c z) (* t i)))
7.2b
(cbrt (- (* c z) (* t i)))

rewrite20.0ms

Algorithm
rewrite-expression-head
Rules
11×add-sqr-sqrt
cbrt-prod add-cube-cbrt *-un-lft-identity
pow1 add-exp-log cbrt-div add-cbrt-cube
expm1-log1p-u flip3-- flip-- log1p-expm1-u add-log-exp
distribute-rgt-in distribute-lft-in pow1/3 associate-*r* associate-*l*
sub-neg associate-*r/ prod-diff
pow-prod-down prod-exp *-commutative cbrt-unprod unswap-sqr
Counts
4 → 73
Calls
4 calls:
7.0ms
(* x (- (* y z) (* t a)))
4.0ms
(cbrt (- (* c z) (* t i)))
4.0ms
(cbrt (- (* c z) (* t i)))
4.0ms
(cbrt (- (* c z) (* t i)))

series488.0ms

Counts
4 → 12
Calls
4 calls:
73.0ms
(* x (- (* y z) (* t a)))
141.0ms
(cbrt (- (* c z) (* t i)))
136.0ms
(cbrt (- (* c z) (* t i)))
138.0ms
(cbrt (- (* c z) (* t i)))

simplify128.0ms

Algorithm
egg-herbie
Counts
85 → 85
Iterations

Useful iterations: 2 (42.0ms)

IterNodesCost
0340646
11165598
24148580
35001580

prune557.0ms

Filtered
85 candidates to 74 candidates (87.1%)
Pruning

15 alts after pruning (14 fresh and 1 done)

PrunedKeptTotal
New85085
Fresh01414
Picked011
Done000
Total8515100

Merged error: 5.6b

Counts
100 → 15

localize27.0ms

Local error

Found 4 expressions with local error:

5.1b
(* b (- (* c z) (* t i)))
6.6b
(* x (- (* y z) (* t a)))
6.6b
(* x (- (* y z) (* t a)))
6.6b
(* x (- (* y z) (* t a)))

rewrite38.0ms

Algorithm
rewrite-expression-head
Rules
20×add-sqr-sqrt
12×pow1 add-exp-log distribute-rgt-in add-cube-cbrt *-un-lft-identity distribute-lft-in associate-*r* associate-*l* add-cbrt-cube
sub-neg associate-*r/ prod-diff
expm1-log1p-u flip3-- pow-prod-down prod-exp *-commutative flip-- cbrt-unprod log1p-expm1-u add-log-exp unswap-sqr
Counts
4 → 112
Calls
4 calls:
7.0ms
(* b (- (* c z) (* t i)))
13.0ms
(* x (- (* y z) (* t a)))
7.0ms
(* x (- (* y z) (* t a)))
8.0ms
(* x (- (* y z) (* t a)))

series318.0ms

Counts
4 → 12
Calls
4 calls:
81.0ms
(* b (- (* c z) (* t i)))
81.0ms
(* x (- (* y z) (* t a)))
81.0ms
(* x (- (* y z) (* t a)))
75.0ms
(* x (- (* y z) (* t a)))

simplify59.0ms

Algorithm
egg-herbie
Counts
124 → 124
Iterations

Useful iterations: 1 (14.0ms)

IterNodesCost
0306736
11264652
25002652

prune595.0ms

Filtered
124 candidates to 89 candidates (71.8%)
Pruning

15 alts after pruning (13 fresh and 2 done)

PrunedKeptTotal
New1240124
Fresh01313
Picked011
Done011
Total12415139

Merged error: 5.6b

Counts
139 → 15

regimes1.1s

Accuracy

-4.4% (7.5b remaining)

Error of 12.6b against oracle of 5.1b and baseline of 12.3b

bsearch194.0ms

Steps
ItersRangePoint
8
-2.893485506202003e-290
-6.670336256007826e-293
-2.0021764565690793e-290
7
-1.237110658175894e-259
-3.528016645140009e-261
-3.569033422717177e-261

simplify3.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
05957
15957

end0.0ms

sample2.2s

Algorithm
intervals
Results
1.3s19043×body80valid

Profiling

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