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COSC-4P82-Final-Project
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Brett 2024-04-01 20:34:44 -04:00
parent 38692ccbbd
commit df23a14c7c
68 changed files with 13926 additions and 13765 deletions
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2
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TREE:
(/ (exp minor)
(* (/ (log (/ (/ convex minor)
(+ convex extent)))
(* (+ (exp perimeter)
(log minor))
(+ (* extent extent)
(exp minor))))
(exp (/ (- (exp eccentricity)
(* convex major))
(exp (log area))))))
=== BEST-OF-RUN ===
current generation: 11
generation: 7
nodes: 36
depth: 6
hits: 901
TOP INDIVIDUAL:
-- #1 --
hits: 901
raw fitness: 901.0000
standardized fitness: 901.0000
adjusted fitness: 0.9989
TREE:
(/ (exp minor)
(* (/ (log (/ (/ convex minor)
(+ convex extent)))
(* (+ (exp perimeter)
(log minor))
(+ (* extent extent)
(exp minor))))
(exp (/ (- (exp eccentricity)
(* convex major))
(exp (log area))))))
=== BEST-OF-RUN ===
current generation: 12
generation: 7
nodes: 36
depth: 6
hits: 901
TOP INDIVIDUAL:
-- #1 --
hits: 901
raw fitness: 901.0000
standardized fitness: 901.0000
adjusted fitness: 0.9989
TREE:
(/ (exp minor)
(* (/ (log (/ (/ convex minor)
(+ convex extent)))
(* (+ (exp perimeter)
(log minor))
(+ (* extent extent)
(exp minor))))
(exp (/ (- (exp eccentricity)
(* convex major))
(exp (log area))))))
=== BEST-OF-RUN ===
current generation: 13
generation: 7
nodes: 36
depth: 6
hits: 901
TOP INDIVIDUAL:
-- #1 --
hits: 901
raw fitness: 901.0000
standardized fitness: 901.0000
adjusted fitness: 0.9989
TREE:
(/ (exp minor)
(* (/ (log (/ (/ convex minor)
(+ convex extent)))
(* (+ (exp perimeter)
(log minor))
(+ (* extent extent)
(exp minor))))
(exp (/ (- (exp eccentricity)
(* convex major))
(exp (log area))))))
=== BEST-OF-RUN ===
current generation: 14
generation: 7
nodes: 36
depth: 6
hits: 901
TOP INDIVIDUAL:
-- #1 --
hits: 901
raw fitness: 901.0000
standardized fitness: 901.0000
adjusted fitness: 0.9989
TREE:
(/ (exp minor)
(* (/ (log (/ (/ convex minor)
(+ convex extent)))
(* (+ (exp perimeter)
(log minor))
(+ (* extent extent)
(exp minor))))
(exp (/ (- (exp eccentricity)
(* convex major))
(exp (log area))))))
=== BEST-OF-RUN ===
current generation: 15
generation: 7
nodes: 36
depth: 6
hits: 901
TOP INDIVIDUAL:
-- #1 --
hits: 901
raw fitness: 901.0000
standardized fitness: 901.0000
adjusted fitness: 0.9989
TREE:
(/ (exp minor)
(* (/ (log (/ (/ convex minor)
(+ convex extent)))
(* (+ (exp perimeter)
(log minor))
(+ (* extent extent)
(exp minor))))
(exp (/ (- (exp eccentricity)
(* convex major))
(exp (log area))))))
=== BEST-OF-RUN ===
current generation: 16
generation: 7
nodes: 36
depth: 6
hits: 901
TOP INDIVIDUAL:
-- #1 --
hits: 901
raw fitness: 901.0000
standardized fitness: 901.0000
adjusted fitness: 0.9989
TREE:
(/ (exp minor)
(* (/ (log (/ (/ convex minor)
(+ convex extent)))
(* (+ (exp perimeter)
(log minor))
(+ (* extent extent)
(exp minor))))
(exp (/ (- (exp eccentricity)
(* convex major))
(exp (log area))))))
=== BEST-OF-RUN ===
current generation: 17
generation: 7
nodes: 36
depth: 6
hits: 901
TOP INDIVIDUAL:
-- #1 --
hits: 901
raw fitness: 901.0000
standardized fitness: 901.0000
adjusted fitness: 0.9989
TREE:
(/ (exp minor)
(* (/ (log (/ (/ convex minor)
(+ convex extent)))
(* (+ (exp perimeter)
(log minor))
(+ (* extent extent)
(exp minor))))
(exp (/ (- (exp eccentricity)
(* convex major))
(exp (log area))))))
=== BEST-OF-RUN ===
current generation: 18
generation: 7
nodes: 36
depth: 6
hits: 901
TOP INDIVIDUAL:
-- #1 --
hits: 901
raw fitness: 901.0000
standardized fitness: 901.0000
adjusted fitness: 0.9989
TREE:
(/ (exp minor)
(* (/ (log (/ (/ convex minor)
(+ convex extent)))
(* (+ (exp perimeter)
(log minor))
(+ (* extent extent)
(exp minor))))
(exp (/ (- (exp eccentricity)
(* convex major))
(exp (log area))))))
=== BEST-OF-RUN ===
current generation: 19
generation: 7
nodes: 36
depth: 6
hits: 901
TOP INDIVIDUAL:
-- #1 --
hits: 901
raw fitness: 901.0000
standardized fitness: 901.0000
adjusted fitness: 0.9989
TREE:
(/ (exp minor)
(* (/ (log (/ (/ convex minor)
(+ convex extent)))
(* (+ (exp perimeter)
(log minor))
(+ (* extent extent)
(exp minor))))
(exp (/ (- (exp eccentricity)
(* convex major))
(exp (log area))))))
(- (* eccentricity extent) 0.69832)

1986
build/run_0/regress.prg
View File

File diff suppressed because it is too large Load Diff

25
build/run_0/regress.stt
View File

@ -1,21 +1,6 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9608 0.9989 0.0000 17.710 3.420 50 6 59 6 0.9608 0.9989 0.0000 17.710 3.420 50 6 59 6
1 0 0.9914 0.9989 0.0000 15.338 3.440 50 6 46 9 0.9761 0.9989 0.0000 16.524 3.430 50 6 59 6
2 0 0.9932 0.9989 0.0000 14.500 3.463 50 6 7 3 0.9818 0.9989 0.0000 15.849 3.441 50 6 59 6
3 0 0.9940 0.9989 0.0000 13.594 3.463 50 6 33 6 0.9849 0.9989 0.0000 15.285 3.446 50 6 59 6
4 0 0.9944 0.9989 0.0000 13.295 3.502 50 6 57 15 0.9868 0.9989 0.0000 14.887 3.457 50 6 59 6
5 0 0.9936 0.9989 0.0000 12.570 3.425 50 6 49 6 0.9879 0.9989 0.0000 14.501 3.452 50 6 59 6
6 0 0.9926 0.9989 0.0000 11.911 3.345 50 6 30 5 0.9886 0.9989 0.0000 14.131 3.437 50 6 59 6
7 0 0.9956 0.9989 0.0000 11.386 3.319 36 6 34 8 0.9895 0.9989 0.0000 13.788 3.422 36 6 59 6
8 0 0.9932 0.9989 0.0000 11.028 3.297 36 6 35 9 0.9899 0.9989 0.0000 13.481 3.408 36 6 59 6
9 0 0.9946 0.9989 0.0000 10.429 3.254 36 6 53 9 0.9904 0.9989 0.0000 13.176 3.393 36 6 59 6
10 0 0.9948 0.9989 0.0000 9.917 3.166 36 6 20 6 0.9908 0.9989 0.0000 12.880 3.372 36 6 59 6
11 0 0.9962 0.9989 0.0000 9.210 3.071 36 6 8 4 0.9912 0.9989 0.0000 12.574 3.347 36 6 59 6
12 0 0.9952 0.9989 0.0000 8.630 2.912 36 6 56 12 0.9915 0.9989 0.0000 12.271 3.314 36 6 59 6
13 0 0.9965 0.9989 0.0000 8.248 2.822 36 6 9 4 0.9919 0.9989 0.0000 11.983 3.278 36 6 59 6
14 0 0.9960 0.9989 0.0000 8.042 2.771 36 6 13 5 0.9922 0.9989 0.0000 11.721 3.245 36 6 59 6
15 0 0.9968 0.9989 0.0000 7.866 2.718 36 6 22 6 0.9925 0.9989 0.0000 11.480 3.212 36 6 59 6
16 0 0.9972 0.9989 0.0000 7.666 2.677 36 6 41 8 0.9928 0.9989 0.0000 11.255 3.180 36 6 59 6
17 0 0.9970 0.9989 0.0000 7.289 2.618 36 6 14 4 0.9930 0.9989 0.0000 11.035 3.149 36 6 59 6
18 0 0.9974 0.9989 0.0000 6.997 2.559 36 6 15 5 0.9932 0.9989 0.0000 10.822 3.118 36 6 59 6
19 0 0.9964 0.9989 0.0000 6.720 2.457 36 6 17 6 0.9934 0.9989 0.0000 10.617 3.085 36 6 59 6
0 0 0.9621 0.9980 0.0000 17.092 3.272 1 0 83 6 0.9621 0.9980 0.0000 17.092 3.272 1 0 83 6
1 0 0.9980 0.9981 0.9974 13.764 3.100 5 2 41 7 0.9801 0.9981 0.0000 15.428 3.186 5 2 83 6
2 0 0.9940 0.9981 0.0000 13.336 3.108 5 2 26 7 0.9847 0.9981 0.0000 14.731 3.160 5 2 83 6
3 0 0.9900 0.9981 0.0000 13.724 3.316 5 2 11 4 0.9860 0.9981 0.0000 14.479 3.199 5 2 83 6
4 0 0.9940 0.9981 0.0000 13.592 3.296 5 2 26 7 0.9876 0.9981 0.0000 14.302 3.218 5 2 83 6

57
build/run_0/regress.sys
View File

@ -14,71 +14,26 @@ building function set(s):
set 0: * / + - exp log area perimeter major minor eccentricity convex extent R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 5966.
no random number seed specfied; using 0.
creating initial population(s):
7384 trees were generated to fill the population of 5000 (5000 trees).
338 trees were generated to fill the population of 250 (250 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 6.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 7.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 8.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 9.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 10.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 11.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 16.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 17.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 18.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)

28
build/run_1/regress.bst
View File

@ -1,26 +1,20 @@
=== BEST-OF-RUN ===
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
TREE-equ:
y = (exp((exp(((convex - major) / exp(area))) / exp(log(-0.43080)))) - ((log((exp(major) * exp(exp(((minor + eccentricity) * (eccentricity * -0.70567)))))) * (log((area * minor)) - ((0.07897 * major) * eccentricity))) - exp(log(exp((perimeter - area))))))
y = log((exp(major) * exp((minor / log(eccentricity)))))

28
build/run_1/regress.fn
View File

@ -1,20 +1,14 @@
Hits: 2523, Total Size: 2810, Percent Hit: 89.786477
CC: 896
CO: 227
OO: 1627
OC: 60
Fitness: 0.998866
Hits: 881
Hits: 2442, Total Size: 2810, Percent Hit: 86.903915
CC: 1002
CO: 119
OO: 1440
OC: 249
Fitness: 0.998871
Hits: 885
y = (exp((exp(((convex - major) / exp(area))) / exp(log(-0.43080)))) - ((log((exp(major) * exp(exp(((minor + eccentricity) * (eccentricity * -0.70567)))))) * (log((area * minor)) - ((0.07897 * major) * eccentricity))) - exp(log(exp((perimeter - area))))))
y = log((exp(major) * exp((minor / log(eccentricity)))))
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))

656
build/run_1/regress.his
View File

@ -1,402 +1,508 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 75
depth: 6
hits: 732
nodes: 24
depth: 5
hits: 670
TOP INDIVIDUAL:
-- #1 --
hits: 732
raw fitness: 732.0000
standardized fitness: 732.0000
adjusted fitness: 0.9986
hits: 670
raw fitness: 670.0000
standardized fitness: 670.0000
adjusted fitness: 0.9985
TREE:
(/ (+ (log (- (+ (- perimeter extent)
(+ minor eccentricity))
(log (* perimeter extent))))
(+ (+ (* (exp minor)
(log convex))
(* (+ convex major)
(+ area eccentricity)))
(- (log (/ convex extent))
(+ (* eccentricity area)
(/ major extent)))))
(/ (- (log (log (+ convex convex)))
(exp (exp (- extent convex))))
(+ (* (log (exp perimeter))
(* (+ -0.89637 eccentricity)
(* eccentricity major)))
(+ (/ (+ major extent)
(exp perimeter))
(log (log area))))))
(log (/ (- (/ (- perimeter area)
(- area area))
(+ (log major)
(+ 0.39296 0.03396)))
(log (/ (/ convex major)
(/ -0.42737 extent)))))
=== BEST-OF-RUN ===
current generation: 1
generation: 0
nodes: 75
depth: 6
hits: 732
nodes: 24
depth: 5
hits: 670
TOP INDIVIDUAL:
-- #1 --
hits: 732
raw fitness: 732.0000
standardized fitness: 732.0000
adjusted fitness: 0.9986
hits: 670
raw fitness: 670.0000
standardized fitness: 670.0000
adjusted fitness: 0.9985
TREE:
(/ (+ (log (- (+ (- perimeter extent)
(+ minor eccentricity))
(log (* perimeter extent))))
(+ (+ (* (exp minor)
(log convex))
(* (+ convex major)
(+ area eccentricity)))
(- (log (/ convex extent))
(+ (* eccentricity area)
(/ major extent)))))
(/ (- (log (log (+ convex convex)))
(exp (exp (- extent convex))))
(+ (* (log (exp perimeter))
(* (+ -0.89637 eccentricity)
(* eccentricity major)))
(+ (/ (+ major extent)
(exp perimeter))
(log (log area))))))
(log (/ (- (/ (- perimeter area)
(- area area))
(+ (log major)
(+ 0.39296 0.03396)))
(log (/ (/ convex major)
(/ -0.42737 extent)))))
=== BEST-OF-RUN ===
current generation: 2
generation: 0
nodes: 75
depth: 6
hits: 732
nodes: 24
depth: 5
hits: 670
TOP INDIVIDUAL:
-- #1 --
hits: 732
raw fitness: 732.0000
standardized fitness: 732.0000
adjusted fitness: 0.9986
hits: 670
raw fitness: 670.0000
standardized fitness: 670.0000
adjusted fitness: 0.9985
TREE:
(/ (+ (log (- (+ (- perimeter extent)
(+ minor eccentricity))
(log (* perimeter extent))))
(+ (+ (* (exp minor)
(log convex))
(* (+ convex major)
(+ area eccentricity)))
(- (log (/ convex extent))
(+ (* eccentricity area)
(/ major extent)))))
(/ (- (log (log (+ convex convex)))
(exp (exp (- extent convex))))
(+ (* (log (exp perimeter))
(* (+ -0.89637 eccentricity)
(* eccentricity major)))
(+ (/ (+ major extent)
(exp perimeter))
(log (log area))))))
(log (/ (- (/ (- perimeter area)
(- area area))
(+ (log major)
(+ 0.39296 0.03396)))
(log (/ (/ convex major)
(/ -0.42737 extent)))))
=== BEST-OF-RUN ===
current generation: 3
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 0
nodes: 24
depth: 5
hits: 670
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
adjusted fitness: 0.9989
hits: 670
raw fitness: 670.0000
standardized fitness: 670.0000
adjusted fitness: 0.9985
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (/ (- (/ (- perimeter area)
(- area area))
(+ (log major)
(+ 0.39296 0.03396)))
(log (/ (/ convex major)
(/ -0.42737 extent)))))
=== BEST-OF-RUN ===
current generation: 4
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 0
nodes: 24
depth: 5
hits: 670
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
adjusted fitness: 0.9989
hits: 670
raw fitness: 670.0000
standardized fitness: 670.0000
adjusted fitness: 0.9985
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (/ (- (/ (- perimeter area)
(- area area))
(+ (log major)
(+ 0.39296 0.03396)))
(log (/ (/ convex major)
(/ -0.42737 extent)))))
=== BEST-OF-RUN ===
current generation: 5
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 0
nodes: 24
depth: 5
hits: 670
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
adjusted fitness: 0.9989
hits: 670
raw fitness: 670.0000
standardized fitness: 670.0000
adjusted fitness: 0.9985
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (/ (- (/ (- perimeter area)
(- area area))
(+ (log major)
(+ 0.39296 0.03396)))
(log (/ (/ convex major)
(/ -0.42737 extent)))))
=== BEST-OF-RUN ===
current generation: 6
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 0
nodes: 24
depth: 5
hits: 670
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
adjusted fitness: 0.9989
hits: 670
raw fitness: 670.0000
standardized fitness: 670.0000
adjusted fitness: 0.9985
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (/ (- (/ (- perimeter area)
(- area area))
(+ (log major)
(+ 0.39296 0.03396)))
(log (/ (/ convex major)
(/ -0.42737 extent)))))
=== BEST-OF-RUN ===
current generation: 7
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 0
nodes: 24
depth: 5
hits: 670
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
adjusted fitness: 0.9989
hits: 670
raw fitness: 670.0000
standardized fitness: 670.0000
adjusted fitness: 0.9985
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (/ (- (/ (- perimeter area)
(- area area))
(+ (log major)
(+ 0.39296 0.03396)))
(log (/ (/ convex major)
(/ -0.42737 extent)))))
=== BEST-OF-RUN ===
current generation: 8
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 0
nodes: 24
depth: 5
hits: 670
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
adjusted fitness: 0.9989
hits: 670
raw fitness: 670.0000
standardized fitness: 670.0000
adjusted fitness: 0.9985
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (/ (- (/ (- perimeter area)
(- area area))
(+ (log major)
(+ 0.39296 0.03396)))
(log (/ (/ convex major)
(/ -0.42737 extent)))))
=== BEST-OF-RUN ===
current generation: 9
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 0
nodes: 24
depth: 5
hits: 670
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
adjusted fitness: 0.9989
hits: 670
raw fitness: 670.0000
standardized fitness: 670.0000
adjusted fitness: 0.9985
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (/ (- (/ (- perimeter area)
(- area area))
(+ (log major)
(+ 0.39296 0.03396)))
(log (/ (/ convex major)
(/ -0.42737 extent)))))
=== BEST-OF-RUN ===
current generation: 10
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 0
nodes: 24
depth: 5
hits: 670
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
adjusted fitness: 0.9989
hits: 670
raw fitness: 670.0000
standardized fitness: 670.0000
adjusted fitness: 0.9985
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (/ (- (/ (- perimeter area)
(- area area))
(+ (log major)
(+ 0.39296 0.03396)))
(log (/ (/ convex major)
(/ -0.42737 extent)))))
=== BEST-OF-RUN ===
current generation: 11
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 12
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 13
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 14
generation: 3
nodes: 44
depth: 9
hits: 881
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(- (exp (/ (exp (/ (- convex major)
(exp area)))
(exp (log -0.43080))))
(- (* (log (* (exp major)
(exp (exp (* (+ minor eccentricity)
(* eccentricity -0.70567))))))
(- (log (* area minor))
(* (* 0.07897 major) eccentricity)))
(exp (log (exp (- perimeter area))))))
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 15
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 16
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 17
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 18
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 19
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 20
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 21
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 22
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 23
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))
=== BEST-OF-RUN ===
current generation: 24
generation: 11
nodes: 9
depth: 5
hits: 885
TOP INDIVIDUAL:
-- #1 --
hits: 885
raw fitness: 885.0000
standardized fitness: 885.0000
adjusted fitness: 0.9989
TREE:
(log (* (exp major)
(exp (/ minor
(log eccentricity)))))

1990
build/run_1/regress.prg
View File

File diff suppressed because it is too large Load Diff

40
build/run_1/regress.stt
View File

@ -1,16 +1,26 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9535 0.9986 0.0000 18.561 3.463 75 6 73 6 0.9535 0.9986 0.0000 18.561 3.463 75 6 73 6
1 0 0.9900 0.9986 0.0000 16.013 3.453 75 6 9 3 0.9718 0.9986 0.0000 17.287 3.458 75 6 73 6
2 0 0.9924 0.9986 0.0000 15.427 3.529 75 6 41 6 0.9787 0.9986 0.0000 16.667 3.482 75 6 73 6
3 0 0.9908 0.9989 0.0000 14.788 3.537 44 9 37 7 0.9817 0.9989 0.0000 16.197 3.496 44 9 73 6
4 0 0.9936 0.9989 0.0000 14.366 3.534 44 9 22 10 0.9841 0.9989 0.0000 15.831 3.503 44 9 73 6
5 0 0.9924 0.9989 0.0000 13.468 3.512 44 9 10 4 0.9855 0.9989 0.0000 15.437 3.505 44 9 73 6
6 0 0.9936 0.9989 0.0000 12.605 3.415 44 9 50 17 0.9866 0.9989 0.0000 15.033 3.492 44 9 73 6
7 0 0.9952 0.9989 0.0000 12.097 3.360 44 9 40 8 0.9877 0.9989 0.0000 14.666 3.476 44 9 73 6
8 0 0.9948 0.9989 0.0000 11.330 3.302 44 9 20 6 0.9885 0.9989 0.0000 14.295 3.456 44 9 73 6
9 0 0.9960 0.9989 0.0000 10.529 3.188 44 9 16 7 0.9893 0.9989 0.0000 13.918 3.429 44 9 73 6
10 0 0.9950 0.9989 0.0000 10.063 3.148 44 9 35 7 0.9898 0.9989 0.0000 13.568 3.404 44 9 73 6
11 0 0.9954 0.9989 0.0000 9.666 3.103 44 9 30 11 0.9902 0.9989 0.0000 13.243 3.379 44 9 73 6
12 0 0.9966 0.9989 0.0000 9.375 3.042 44 9 58 13 0.9907 0.9989 0.0000 12.945 3.353 44 9 73 6
13 0 0.9960 0.9989 0.0000 8.923 2.921 44 9 83 9 0.9911 0.9989 0.0000 12.658 3.322 44 9 73 6
14 0 0.9954 0.9989 0.0000 8.480 2.831 44 9 22 7 0.9914 0.9989 0.0000 12.379 3.289 44 9 73 6
0 0 0.9541 0.9985 0.0000 17.824 3.152 24 5 49 6 0.9541 0.9985 0.0000 17.824 3.152 24 5 49 6
1 0 0.9900 0.9985 0.0000 15.420 3.136 24 5 59 10 0.9721 0.9985 0.0000 16.622 3.144 24 5 49 6
2 0 0.9980 0.9985 0.9980 15.716 3.320 24 5 5 2 0.9807 0.9985 0.0000 16.320 3.203 24 5 49 6
3 0 0.9980 0.9985 0.9978 16.944 3.512 24 5 47 6 0.9850 0.9985 0.0000 16.476 3.280 24 5 49 6
4 0 0.9980 0.9985 0.9978 15.028 3.288 24 5 39 6 0.9876 0.9985 0.0000 16.186 3.282 24 5 49 6
5 0 0.9980 0.9985 0.9980 14.972 3.172 24 5 86 7 0.9894 0.9985 0.0000 15.984 3.263 24 5 49 6
6 0 0.9940 0.9985 0.0000 13.336 3.088 24 5 36 8 0.9900 0.9985 0.0000 15.606 3.238 24 5 49 6
7 0 0.9980 0.9985 0.9980 13.692 3.024 24 5 13 4 0.9910 0.9985 0.0000 15.367 3.212 24 5 49 6
8 0 0.9980 0.9985 0.9970 13.600 3.056 24 5 34 6 0.9918 0.9985 0.0000 15.170 3.194 24 5 49 6
9 0 0.9940 0.9985 0.0000 13.812 3.320 24 5 68 6 0.9920 0.9985 0.0000 15.034 3.207 24 5 49 6
10 0 0.9940 0.9985 0.0000 11.716 2.964 24 5 8 3 0.9922 0.9985 0.0000 14.733 3.185 24 5 49 6
11 0 0.9980 0.9989 0.9979 12.228 3.000 9 5 71 7 0.9927 0.9989 0.0000 14.524 3.169 9 5 49 6
12 0 0.9940 0.9989 0.0000 11.948 3.108 9 5 23 7 0.9928 0.9989 0.0000 14.326 3.165 9 5 49 6
13 0 0.9940 0.9989 0.0000 10.712 2.920 9 5 59 9 0.9929 0.9989 0.0000 14.068 3.147 9 5 49 6
14 0 0.9980 0.9989 0.9978 10.448 2.976 9 5 19 7 0.9932 0.9989 0.0000 13.826 3.136 9 5 49 6
15 0 0.9980 0.9989 0.9980 11.200 3.080 9 5 1 0 0.9935 0.9989 0.0000 13.662 3.132 9 5 49 6
16 0 0.9940 0.9989 0.0000 12.392 3.324 9 5 35 10 0.9936 0.9989 0.0000 13.588 3.144 9 5 49 6
17 0 0.9980 0.9989 0.9980 10.960 3.080 9 5 3 1 0.9938 0.9989 0.0000 13.442 3.140 9 5 49 6
18 0 0.9980 0.9989 0.9980 10.472 3.044 9 5 17 5 0.9940 0.9989 0.0000 13.285 3.135 9 5 49 6
19 0 0.9980 0.9989 0.9980 11.036 3.168 9 5 8 3 0.9942 0.9989 0.0000 13.173 3.137 9 5 49 6
20 0 0.9980 0.9989 0.9980 10.560 3.012 9 5 3 1 0.9944 0.9989 0.0000 13.048 3.131 9 5 49 6
21 0 0.9980 0.9989 0.9778 11.964 3.196 9 5 15 5 0.9946 0.9989 0.0000 12.999 3.134 9 5 49 6
22 0 0.9940 0.9989 0.0000 13.156 3.328 9 5 62 8 0.9946 0.9989 0.0000 13.006 3.142 9 5 49 6
23 0 0.9940 0.9989 0.0000 13.928 3.384 9 5 11 5 0.9945 0.9989 0.0000 13.044 3.152 9 5 49 6
24 0 0.9940 0.9989 0.0000 14.008 3.504 9 5 94 12 0.9945 0.9989 0.0000 13.083 3.166 9 5 49 6

52
build/run_1/regress.sys
View File

@ -14,34 +14,34 @@ building function set(s):
set 0: * / + - exp log area perimeter major minor eccentricity convex extent R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 2678.
no random number seed specfied; using 63.
creating initial population(s):
7267 trees were generated to fill the population of 5000 (5000 trees).
342 trees were generated to fill the population of 250 (250 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (2s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 6.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 7.
evaluation complete. (0s wall)
@ -59,11 +59,41 @@ no checkpointing will be done.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 16.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 17.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 18.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 22.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 23.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 24.
evaluation complete. (0s wall)
breeding complete. (0s wall)

25
build/run_2/regress.bst
View File

@ -1,22 +1,19 @@
=== BEST-OF-RUN ===
generation: 7
nodes: 16
depth: 7
hits: 833
generation: 5
nodes: 9
depth: 5
hits: 650
TOP INDIVIDUAL:
-- #1 --
hits: 833
raw fitness: 833.0000
standardized fitness: 833.0000
adjusted fitness: 0.9988
hits: 650
raw fitness: 650.0000
standardized fitness: 650.0000
adjusted fitness: 0.9985
TREE:
(/ (exp major)
(log (exp (* major
(/ major
(+ (* -0.60973 minor)
(/ extent major)))))))
(log (* (exp (* 0.50838
(+ -0.71594 eccentricity))) eccentricity))
TREE-equ:
y = (exp(major) / log(exp((major * (major / ((-0.60973 * minor) + (extent / major)))))))
y = log((exp((0.50838 * (-0.71594 + eccentricity))) * eccentricity))

23
build/run_2/regress.fn
View File

@ -1,16 +1,13 @@
Hits: 2401, Total Size: 2810, Percent Hit: 85.444840
CC: 793
CO: 353
OO: 1608
OC: 56
Fitness: 0.998801
Hits: 833
Hits: 1953, Total Size: 2810, Percent Hit: 69.501779
CC: 386
CO: 773
OO: 1567
OC: 84
Fitness: 0.998464
Hits: 650
y = (exp(major) / log(exp((major * (major / ((-0.60973 * minor) + (extent / major)))))))
y = log((exp((0.50838 * (-0.71594 + eccentricity))) * eccentricity))
(/ (exp major)
(log (exp (* major
(/ major
(+ (* -0.60973 minor)
(/ extent major)))))))
(log (* (exp (* 0.50838
(+ -0.71594 eccentricity))) eccentricity))

329
build/run_2/regress.his
View File

@ -1,192 +1,303 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 42
depth: 5
hits: 718
nodes: 25
depth: 4
hits: 529
TOP INDIVIDUAL:
-- #1 --
hits: 718
raw fitness: 718.0000
standardized fitness: 718.0000
adjusted fitness: 0.9986
hits: 529
raw fitness: 529.0000
standardized fitness: 529.0000
adjusted fitness: 0.9981
TREE:
(- (* (log (* (log minor)
(log eccentricity)))
(log (/ (- major area)
(* minor major))))
(- (/ (- (log area)
(* 0.93176 minor))
(- (+ area area)
(+ convex convex)))
(/ (/ (- convex eccentricity)
(exp area))
(exp (/ major major)))))
(- (- (- (+ convex major)
(log major))
(* (+ minor extent)
(* 0.33292 convex)))
(exp (log (/ convex major))))
=== BEST-OF-RUN ===
current generation: 1
generation: 1
nodes: 3
depth: 1
hits: 752
generation: 0
nodes: 25
depth: 4
hits: 529
TOP INDIVIDUAL:
-- #1 --
hits: 752
raw fitness: 752.0000
standardized fitness: 752.0000
adjusted fitness: 0.9987
hits: 529
raw fitness: 529.0000
standardized fitness: 529.0000
adjusted fitness: 0.9981
TREE:
(+ eccentricity -0.88071)
(- (- (- (+ convex major)
(log major))
(* (+ minor extent)
(* 0.33292 convex)))
(exp (log (/ convex major))))
=== BEST-OF-RUN ===
current generation: 2
generation: 1
nodes: 3
depth: 1
hits: 752
generation: 2
nodes: 43
depth: 8
hits: 563
TOP INDIVIDUAL:
-- #1 --
hits: 752
raw fitness: 752.0000
standardized fitness: 752.0000
adjusted fitness: 0.9987
hits: 563
raw fitness: 563.0000
standardized fitness: 563.0000
adjusted fitness: 0.9982
TREE:
(+ eccentricity -0.88071)
(* (exp (* (- (/ major convex)
(/ area area))
(log (/ minor eccentricity))))
(+ (+ (log (exp (* (+ (log area)
(log extent))
(- minor 0.65823))))
(- (* -0.31320 perimeter)
(exp perimeter)))
(+ (/ (/ minor -0.36652)
(exp extent))
(exp (exp -0.81269)))))
=== BEST-OF-RUN ===
current generation: 3
generation: 3
nodes: 7
depth: 5
hits: 818
generation: 2
nodes: 43
depth: 8
hits: 563
TOP INDIVIDUAL:
-- #1 --
hits: 818
raw fitness: 818.0000
standardized fitness: 818.0000
adjusted fitness: 0.9988
hits: 563
raw fitness: 563.0000
standardized fitness: 563.0000
adjusted fitness: 0.9982
TREE:
(log (exp (/ (log (exp perimeter)) -0.64550)))
(* (exp (* (- (/ major convex)
(/ area area))
(log (/ minor eccentricity))))
(+ (+ (log (exp (* (+ (log area)
(log extent))
(- minor 0.65823))))
(- (* -0.31320 perimeter)
(exp perimeter)))
(+ (/ (/ minor -0.36652)
(exp extent))
(exp (exp -0.81269)))))
=== BEST-OF-RUN ===
current generation: 4
generation: 3
nodes: 7
depth: 5
hits: 818
generation: 2
nodes: 43
depth: 8
hits: 563
TOP INDIVIDUAL:
-- #1 --
hits: 818
raw fitness: 818.0000
standardized fitness: 818.0000
adjusted fitness: 0.9988
hits: 563
raw fitness: 563.0000
standardized fitness: 563.0000
adjusted fitness: 0.9982
TREE:
(log (exp (/ (log (exp perimeter)) -0.64550)))
(* (exp (* (- (/ major convex)
(/ area area))
(log (/ minor eccentricity))))
(+ (+ (log (exp (* (+ (log area)
(log extent))
(- minor 0.65823))))
(- (* -0.31320 perimeter)
(exp perimeter)))
(+ (/ (/ minor -0.36652)
(exp extent))
(exp (exp -0.81269)))))
=== BEST-OF-RUN ===
current generation: 5
generation: 3
nodes: 7
generation: 5
nodes: 9
depth: 5
hits: 818
hits: 650
TOP INDIVIDUAL:
-- #1 --
hits: 818
raw fitness: 818.0000
standardized fitness: 818.0000
adjusted fitness: 0.9988
hits: 650
raw fitness: 650.0000
standardized fitness: 650.0000
adjusted fitness: 0.9985
TREE:
(log (exp (/ (log (exp perimeter)) -0.64550)))
(log (* (exp (* 0.50838
(+ -0.71594 eccentricity))) eccentricity))
=== BEST-OF-RUN ===
current generation: 6
generation: 3
nodes: 7
generation: 5
nodes: 9
depth: 5
hits: 818
hits: 650
TOP INDIVIDUAL:
-- #1 --
hits: 818
raw fitness: 818.0000
standardized fitness: 818.0000
adjusted fitness: 0.9988
hits: 650
raw fitness: 650.0000
standardized fitness: 650.0000
adjusted fitness: 0.9985
TREE:
(log (exp (/ (log (exp perimeter)) -0.64550)))
(log (* (exp (* 0.50838
(+ -0.71594 eccentricity))) eccentricity))
=== BEST-OF-RUN ===
current generation: 7
generation: 7
nodes: 16
depth: 7
hits: 833
generation: 5
nodes: 9
depth: 5
hits: 650
TOP INDIVIDUAL:
-- #1 --
hits: 833
raw fitness: 833.0000
standardized fitness: 833.0000
adjusted fitness: 0.9988
hits: 650
raw fitness: 650.0000
standardized fitness: 650.0000
adjusted fitness: 0.9985
TREE:
(/ (exp major)
(log (exp (* major
(/ major
(+ (* -0.60973 minor)
(/ extent major)))))))
(log (* (exp (* 0.50838
(+ -0.71594 eccentricity))) eccentricity))
=== BEST-OF-RUN ===
current generation: 8
generation: 7
nodes: 16
depth: 7
hits: 833
generation: 5
nodes: 9
depth: 5
hits: 650
TOP INDIVIDUAL:
-- #1 --
hits: 833
raw fitness: 833.0000
standardized fitness: 833.0000
adjusted fitness: 0.9988
hits: 650
raw fitness: 650.0000
standardized fitness: 650.0000
adjusted fitness: 0.9985
TREE:
(/ (exp major)
(log (exp (* major
(/ major
(+ (* -0.60973 minor)
(/ extent major)))))))
(log (* (exp (* 0.50838
(+ -0.71594 eccentricity))) eccentricity))
=== BEST-OF-RUN ===
current generation: 9
generation: 7
nodes: 16
depth: 7
hits: 833
generation: 5
nodes: 9
depth: 5
hits: 650
TOP INDIVIDUAL:
-- #1 --
hits: 833
raw fitness: 833.0000
standardized fitness: 833.0000
adjusted fitness: 0.9988
hits: 650
raw fitness: 650.0000
standardized fitness: 650.0000
adjusted fitness: 0.9985
TREE:
(/ (exp major)
(log (exp (* major
(/ major
(+ (* -0.60973 minor)
(/ extent major)))))))
(log (* (exp (* 0.50838
(+ -0.71594 eccentricity))) eccentricity))
=== BEST-OF-RUN ===
current generation: 10
generation: 5
nodes: 9
depth: 5
hits: 650
TOP INDIVIDUAL:
-- #1 --
hits: 650
raw fitness: 650.0000
standardized fitness: 650.0000
adjusted fitness: 0.9985
TREE:
(log (* (exp (* 0.50838
(+ -0.71594 eccentricity))) eccentricity))
=== BEST-OF-RUN ===
current generation: 11
generation: 5
nodes: 9
depth: 5
hits: 650
TOP INDIVIDUAL:
-- #1 --
hits: 650
raw fitness: 650.0000
standardized fitness: 650.0000
adjusted fitness: 0.9985
TREE:
(log (* (exp (* 0.50838
(+ -0.71594 eccentricity))) eccentricity))
=== BEST-OF-RUN ===
current generation: 12
generation: 5
nodes: 9
depth: 5
hits: 650
TOP INDIVIDUAL:
-- #1 --
hits: 650
raw fitness: 650.0000
standardized fitness: 650.0000
adjusted fitness: 0.9985
TREE:
(log (* (exp (* 0.50838
(+ -0.71594 eccentricity))) eccentricity))
=== BEST-OF-RUN ===
current generation: 13
generation: 5
nodes: 9
depth: 5
hits: 650
TOP INDIVIDUAL:
-- #1 --
hits: 650
raw fitness: 650.0000
standardized fitness: 650.0000
adjusted fitness: 0.9985
TREE:
(log (* (exp (* 0.50838
(+ -0.71594 eccentricity))) eccentricity))
=== BEST-OF-RUN ===
current generation: 14
generation: 5
nodes: 9
depth: 5
hits: 650
TOP INDIVIDUAL:
-- #1 --
hits: 650
raw fitness: 650.0000
standardized fitness: 650.0000
adjusted fitness: 0.9985
TREE:
(log (* (exp (* 0.50838
(+ -0.71594 eccentricity))) eccentricity))

1992
build/run_2/regress.prg
View File

File diff suppressed because it is too large Load Diff

25
build/run_2/regress.stt
View File

@ -1,11 +1,16 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9608 0.9986 0.0000 18.322 3.470 42 5 82 6 0.9608 0.9986 0.0000 18.322 3.470 42 5 82 6
1 0 0.9919 0.9987 0.0000 16.524 3.541 3 1 28 5 0.9764 0.9987 0.0000 17.423 3.506 3 1 82 6
2 0 0.9902 0.9987 0.0000 15.776 3.589 3 1 41 6 0.9810 0.9987 0.0000 16.874 3.534 3 1 82 6
3 0 0.9926 0.9988 0.0000 14.756 3.554 7 5 94 7 0.9839 0.9988 0.0000 16.344 3.539 7 5 82 6
4 0 0.9926 0.9988 0.0000 14.150 3.539 7 5 70 7 0.9856 0.9988 0.0000 15.905 3.539 7 5 82 6
5 0 0.9944 0.9988 0.0000 13.354 3.482 7 5 56 9 0.9871 0.9988 0.0000 15.480 3.529 7 5 82 6
6 0 0.9950 0.9988 0.0000 12.732 3.454 7 5 27 7 0.9882 0.9988 0.0000 15.087 3.519 7 5 82 6
7 0 0.9936 0.9988 0.0000 11.990 3.366 16 7 75 8 0.9889 0.9988 0.0000 14.700 3.500 16 7 82 6
8 0 0.9956 0.9988 0.0000 11.135 3.275 16 7 22 7 0.9896 0.9988 0.0000 14.304 3.475 16 7 82 6
9 0 0.9944 0.9988 0.0000 10.447 3.136 16 7 56 10 0.9901 0.9988 0.0000 13.918 3.441 16 7 82 6
0 0 0.9660 0.9981 0.0000 17.312 3.240 25 4 52 6 0.9660 0.9981 0.0000 17.312 3.240 25 4 52 6
1 0 0.9939 0.9981 0.0000 14.648 3.308 25 4 26 5 0.9800 0.9981 0.0000 15.980 3.274 25 4 52 6
2 0 0.9979 0.9982 0.9979 15.556 3.492 43 8 72 7 0.9860 0.9982 0.0000 15.839 3.347 43 8 52 6
3 0 0.9977 0.9982 0.9500 16.496 3.728 43 8 34 8 0.9889 0.9982 0.0000 16.003 3.442 43 8 52 6
4 0 0.9860 0.9982 0.0000 15.032 3.644 43 8 38 8 0.9883 0.9982 0.0000 15.809 3.482 43 8 52 6
5 0 0.9979 0.9985 0.9979 12.860 3.296 9 5 7 3 0.9899 0.9985 0.0000 15.317 3.451 9 5 52 6
6 0 0.9979 0.9985 0.9979 12.208 3.236 9 5 5 2 0.9911 0.9985 0.0000 14.873 3.421 9 5 52 6
7 0 0.9939 0.9985 0.0000 11.696 3.364 9 5 9 4 0.9914 0.9985 0.0000 14.476 3.413 9 5 52 6
8 0 0.9939 0.9985 0.0000 11.072 3.296 9 5 36 8 0.9917 0.9985 0.0000 14.098 3.400 9 5 52 6
9 0 0.9979 0.9985 0.9978 11.724 3.616 9 5 52 8 0.9923 0.9985 0.0000 13.860 3.422 9 5 52 6
10 0 0.9939 0.9985 0.0000 11.692 3.640 9 5 77 11 0.9925 0.9985 0.0000 13.663 3.442 9 5 52 6
11 0 0.9780 0.9985 0.0000 9.924 3.336 9 5 57 9 0.9913 0.9985 0.0000 13.352 3.433 9 5 52 6
12 0 0.9939 0.9985 0.0000 7.732 2.804 9 5 66 13 0.9915 0.9985 0.0000 12.919 3.385 9 5 52 6
13 0 0.9979 0.9985 0.9978 6.788 2.600 9 5 6 3 0.9919 0.9985 0.0000 12.481 3.329 9 5 52 6
14 0 0.9899 0.9985 0.0000 7.736 2.796 9 5 53 10 0.9918 0.9985 0.0000 12.165 3.293 9 5 52 6

39
build/run_2/regress.sys
View File

@ -14,41 +14,56 @@ building function set(s):
set 0: * / + - exp log area perimeter major minor eccentricity convex extent R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 342.
no random number seed specfied; using 511.
creating initial population(s):
7411 trees were generated to fill the population of 5000 (5000 trees).
344 trees were generated to fill the population of 250 (250 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (2s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 6.
evaluation complete. (0s wall)
breeding complete. (1s wall)
breeding complete. (0s wall)
=== generation 7.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 8.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 9.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 9.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 10.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 11.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)

23
build/run_3/regress.bst
View File

@ -1,19 +1,20 @@
=== BEST-OF-RUN ===
generation: 0
nodes: 7
depth: 2
hits: 784
generation: 7
nodes: 13
depth: 5
hits: 616
TOP INDIVIDUAL:
-- #1 --
hits: 784
raw fitness: 784.0000
standardized fitness: 784.0000
adjusted fitness: 0.9987
hits: 616
raw fitness: 616.0000
standardized fitness: 616.0000
adjusted fitness: 0.9984
TREE:
(/ (/ extent minor)
(+ -0.88541 eccentricity))
(/ (log convex)
(+ (/ (log (- -0.57488 extent))
(/ -0.15959 eccentricity)) eccentricity))
TREE-equ:
y = ((extent / minor) / (-0.88541 + eccentricity))
y = (log(convex) / ((log((-0.57488 - extent)) / (-0.15959 / eccentricity)) + eccentricity))

21
build/run_3/regress.fn
View File

@ -1,13 +1,14 @@
Hits: 2154, Total Size: 2810, Percent Hit: 76.654804
CC: 1006
CO: 129
OO: 1148
OC: 527
Fitness: 0.998726
Hits: 784
Hits: 1778, Total Size: 2810, Percent Hit: 63.274021
CC: 412
CO: 747
OO: 1366
OC: 285
Fitness: 0.998379
Hits: 616
y = ((extent / minor) / (-0.88541 + eccentricity))
y = (log(convex) / ((log((-0.57488 - extent)) / (-0.15959 / eccentricity)) + eccentricity))
(/ (/ extent minor)
(+ -0.88541 eccentricity))
(/ (log convex)
(+ (/ (log (- -0.57488 extent))
(/ -0.15959 eccentricity)) eccentricity))

251
build/run_3/regress.his
View File

@ -1,90 +1,247 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 7
depth: 2
hits: 784
nodes: 21
depth: 4
hits: 542
TOP INDIVIDUAL:
-- #1 --
hits: 784
raw fitness: 784.0000
standardized fitness: 784.0000
adjusted fitness: 0.9987
hits: 542
raw fitness: 542.0000
standardized fitness: 542.0000
adjusted fitness: 0.9982
TREE:
(/ (/ extent minor)
(+ -0.88541 eccentricity))
(* (* (* (+ extent -0.64545)
(exp perimeter))
(- (exp extent)
(log extent)))
(log (- (+ extent major)
(+ major eccentricity))))
=== BEST-OF-RUN ===
current generation: 1
generation: 0
nodes: 7
depth: 2
hits: 784
nodes: 21
depth: 4
hits: 542
TOP INDIVIDUAL:
-- #1 --
hits: 784
raw fitness: 784.0000
standardized fitness: 784.0000
adjusted fitness: 0.9987
hits: 542
raw fitness: 542.0000
standardized fitness: 542.0000
adjusted fitness: 0.9982
TREE:
(/ (/ extent minor)
(+ -0.88541 eccentricity))
(* (* (* (+ extent -0.64545)
(exp perimeter))
(- (exp extent)
(log extent)))
(log (- (+ extent major)
(+ major eccentricity))))
=== BEST-OF-RUN ===
current generation: 2
generation: 0
nodes: 7
depth: 2
hits: 784
nodes: 21
depth: 4
hits: 542
TOP INDIVIDUAL:
-- #1 --
hits: 784
raw fitness: 784.0000
standardized fitness: 784.0000
adjusted fitness: 0.9987
hits: 542
raw fitness: 542.0000
standardized fitness: 542.0000
adjusted fitness: 0.9982
TREE:
(/ (/ extent minor)
(+ -0.88541 eccentricity))
(* (* (* (+ extent -0.64545)
(exp perimeter))
(- (exp extent)
(log extent)))
(log (- (+ extent major)
(+ major eccentricity))))
=== BEST-OF-RUN ===
current generation: 3
generation: 0
nodes: 7
depth: 2
hits: 784
generation: 3
nodes: 60
depth: 6
hits: 562
TOP INDIVIDUAL:
-- #1 --
hits: 784
raw fitness: 784.0000
standardized fitness: 784.0000
adjusted fitness: 0.9987
hits: 562
raw fitness: 562.0000
standardized fitness: 562.0000
adjusted fitness: 0.9982
TREE:
(/ (/ extent minor)
(+ -0.88541 eccentricity))
(/ (* (- (exp (exp (/ eccentricity major)))
(log (/ (exp major)
(exp area))))
(exp (+ (/ (+ major extent)
(log extent))
(- (* extent -0.60607)
(/ minor 0.96466)))))
(log (/ (/ (+ (log major)
(/ major convex))
(/ (* major minor)
(/ area perimeter)))
(- (/ (/ minor eccentricity)
(- minor eccentricity))
(/ (/ extent major)
(/ area eccentricity))))))
=== BEST-OF-RUN ===
current generation: 4
generation: 0
nodes: 7
depth: 2
hits: 784
generation: 3
nodes: 60
depth: 6
hits: 562
TOP INDIVIDUAL:
-- #1 --
hits: 784
raw fitness: 784.0000
standardized fitness: 784.0000
adjusted fitness: 0.9987
hits: 562
raw fitness: 562.0000
standardized fitness: 562.0000
adjusted fitness: 0.9982
TREE:
(/ (/ extent minor)
(+ -0.88541 eccentricity))
(/ (* (- (exp (exp (/ eccentricity major)))
(log (/ (exp major)
(exp area))))
(exp (+ (/ (+ major extent)
(log extent))
(- (* extent -0.60607)
(/ minor 0.96466)))))
(log (/ (/ (+ (log major)
(/ major convex))
(/ (* major minor)
(/ area perimeter)))
(- (/ (/ minor eccentricity)
(- minor eccentricity))
(/ (/ extent major)
(/ area eccentricity))))))
=== BEST-OF-RUN ===
current generation: 5
generation: 3
nodes: 60
depth: 6
hits: 562
TOP INDIVIDUAL:
-- #1 --
hits: 562
raw fitness: 562.0000
standardized fitness: 562.0000
adjusted fitness: 0.9982
TREE:
(/ (* (- (exp (exp (/ eccentricity major)))
(log (/ (exp major)
(exp area))))
(exp (+ (/ (+ major extent)
(log extent))
(- (* extent -0.60607)
(/ minor 0.96466)))))
(log (/ (/ (+ (log major)
(/ major convex))
(/ (* major minor)
(/ area perimeter)))
(- (/ (/ minor eccentricity)
(- minor eccentricity))
(/ (/ extent major)
(/ area eccentricity))))))
=== BEST-OF-RUN ===
current generation: 6
generation: 3
nodes: 60
depth: 6
hits: 562
TOP INDIVIDUAL:
-- #1 --
hits: 562
raw fitness: 562.0000
standardized fitness: 562.0000
adjusted fitness: 0.9982
TREE:
(/ (* (- (exp (exp (/ eccentricity major)))
(log (/ (exp major)
(exp area))))
(exp (+ (/ (+ major extent)
(log extent))
(- (* extent -0.60607)
(/ minor 0.96466)))))
(log (/ (/ (+ (log major)
(/ major convex))
(/ (* major minor)
(/ area perimeter)))
(- (/ (/ minor eccentricity)
(- minor eccentricity))
(/ (/ extent major)
(/ area eccentricity))))))
=== BEST-OF-RUN ===
current generation: 7
generation: 7
nodes: 13
depth: 5
hits: 616
TOP INDIVIDUAL:
-- #1 --
hits: 616
raw fitness: 616.0000
standardized fitness: 616.0000
adjusted fitness: 0.9984
TREE:
(/ (log convex)
(+ (/ (log (- -0.57488 extent))
(/ -0.15959 eccentricity)) eccentricity))
=== BEST-OF-RUN ===
current generation: 8
generation: 7
nodes: 13
depth: 5
hits: 616
TOP INDIVIDUAL:
-- #1 --
hits: 616
raw fitness: 616.0000
standardized fitness: 616.0000
adjusted fitness: 0.9984
TREE:
(/ (log convex)
(+ (/ (log (- -0.57488 extent))
(/ -0.15959 eccentricity)) eccentricity))
=== BEST-OF-RUN ===
current generation: 9
generation: 7
nodes: 13
depth: 5
hits: 616
TOP INDIVIDUAL:
-- #1 --
hits: 616
raw fitness: 616.0000
standardized fitness: 616.0000
adjusted fitness: 0.9984
TREE:
(/ (log convex)
(+ (/ (log (- -0.57488 extent))
(/ -0.15959 eccentricity)) eccentricity))

1982
build/run_3/regress.prg
View File

File diff suppressed because it is too large Load Diff

15
build/run_3/regress.stt
View File

@ -1,6 +1,11 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9574 0.9987 0.0000 17.597 3.420 7 2 57 6 0.9574 0.9987 0.0000 17.597 3.420 7 2 57 6
1 0 0.9898 0.9987 0.0000 15.372 3.429 7 2 28 6 0.9736 0.9987 0.0000 16.485 3.424 7 2 57 6
2 0 0.9922 0.9987 0.0000 14.415 3.481 7 2 17 5 0.9798 0.9987 0.0000 15.795 3.443 7 2 57 6
3 0 0.9922 0.9987 0.0000 14.068 3.542 7 2 35 6 0.9829 0.9987 0.0000 15.363 3.468 7 2 57 6
4 0 0.9920 0.9987 0.0000 13.468 3.505 7 2 71 8 0.9847 0.9987 0.0000 14.984 3.475 7 2 57 6
0 0 0.9738 0.9982 0.0000 15.832 3.224 21 4 60 6 0.9738 0.9982 0.0000 15.832 3.224 21 4 60 6
1 0 0.9939 0.9982 0.0000 13.840 3.272 21 4 89 7 0.9839 0.9982 0.0000 14.836 3.248 21 4 60 6
2 0 0.9939 0.9982 0.0000 12.948 3.336 21 4 9 3 0.9872 0.9982 0.0000 14.207 3.277 21 4 60 6
3 0 0.9979 0.9982 0.9969 11.892 3.160 60 6 7 3 0.9899 0.9982 0.0000 13.628 3.248 60 6 60 6
4 0 0.9900 0.9982 0.0000 11.948 3.148 60 6 13 6 0.9899 0.9982 0.0000 13.292 3.228 60 6 60 6
5 0 0.9900 0.9982 0.0000 11.752 2.996 60 6 8 4 0.9899 0.9982 0.0000 13.035 3.189 60 6 60 6
6 0 0.9939 0.9982 0.0000 11.828 3.080 60 6 5 2 0.9905 0.9982 0.0000 12.863 3.174 60 6 60 6
7 0 0.9979 0.9984 0.9978 11.440 3.092 13 5 13 4 0.9914 0.9984 0.0000 12.685 3.163 13 5 60 6
8 0 0.9939 0.9984 0.0000 11.428 3.068 13 5 18 5 0.9917 0.9984 0.0000 12.545 3.153 13 5 60 6
9 0 0.9979 0.9984 0.9977 11.148 3.032 13 5 55 6 0.9923 0.9984 0.0000 12.406 3.141 13 5 60 6

27
build/run_3/regress.sys
View File

@ -14,26 +14,41 @@ building function set(s):
set 0: * / + - exp log area perimeter major minor eccentricity convex extent R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 1812.
no random number seed specfied; using 3765.
creating initial population(s):
7281 trees were generated to fill the population of 5000 (5000 trees).
313 trees were generated to fill the population of 250 (250 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (2s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 6.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 7.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 8.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 9.
evaluation complete. (1s wall)
breeding complete. (0s wall)

26
build/run_4/regress.bst
View File

@ -1,22 +1,22 @@
=== BEST-OF-RUN ===
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
TREE-equ:
y = (exp((log(minor) / exp(eccentricity))) - ((perimeter * eccentricity) / exp(((((perimeter + 0.29261) + perimeter) * (minor - perimeter)) / perimeter))))
y = (perimeter + log((perimeter / exp((major / (minor / (perimeter * extent)))))))

26
build/run_4/regress.fn
View File

@ -1,16 +1,16 @@
Hits: 2601, Total Size: 2810, Percent Hit: 92.562278
CC: 1039
CO: 109
OO: 1562
OC: 100
Fitness: 0.998915
Hits: 921
Hits: 2075, Total Size: 2810, Percent Hit: 73.843416
CC: 558
CO: 558
OO: 1517
OC: 177
Fitness: 0.998599
Hits: 713
y = (exp((log(minor) / exp(eccentricity))) - ((perimeter * eccentricity) / exp(((((perimeter + 0.29261) + perimeter) * (minor - perimeter)) / perimeter))))
y = (perimeter + log((perimeter / exp((major / (minor / (perimeter * extent)))))))
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))

645
build/run_4/regress.his
View File

@ -1,553 +1,456 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 46
nodes: 45
depth: 5
hits: 793
hits: 560
TOP INDIVIDUAL:
-- #1 --
hits: 793
raw fitness: 793.0000
standardized fitness: 793.0000
adjusted fitness: 0.9987
hits: 560
raw fitness: 560.0000
standardized fitness: 560.0000
adjusted fitness: 0.9982
TREE:
(/ (/ (+ (exp (log extent))
(/ (* extent extent)
(/ perimeter extent)))
(- (exp (* extent perimeter))
(/ (log minor)
(- extent -0.41246))))
(- (- (* (/ minor 0.95589)
(log perimeter))
(log (+ major eccentricity)))
(/ (+ (log convex)
(exp perimeter))
(exp (* 0.26137 minor)))))
(* (+ (- (+ (+ eccentricity minor)
(+ major -0.74894))
(+ (/ -0.54853 convex)
(* minor extent)))
(exp (log (- extent minor))))
(/ (+ (/ (- convex -0.74272)
(- perimeter convex))
(+ (log minor)
(log area)))
(- (exp (/ major minor))
(log (* major perimeter)))))
=== BEST-OF-RUN ===
current generation: 1
generation: 0
nodes: 46
nodes: 45
depth: 5
hits: 793
hits: 560
TOP INDIVIDUAL:
-- #1 --
hits: 793
raw fitness: 793.0000
standardized fitness: 793.0000
adjusted fitness: 0.9987
hits: 560
raw fitness: 560.0000
standardized fitness: 560.0000
adjusted fitness: 0.9982
TREE:
(/ (/ (+ (exp (log extent))
(/ (* extent extent)
(/ perimeter extent)))
(- (exp (* extent perimeter))
(/ (log minor)
(- extent -0.41246))))
(- (- (* (/ minor 0.95589)
(log perimeter))
(log (+ major eccentricity)))
(/ (+ (log convex)
(exp perimeter))
(exp (* 0.26137 minor)))))
(* (+ (- (+ (+ eccentricity minor)
(+ major -0.74894))
(+ (/ -0.54853 convex)
(* minor extent)))
(exp (log (- extent minor))))
(/ (+ (/ (- convex -0.74272)
(- perimeter convex))
(+ (log minor)
(log area)))
(- (exp (/ major minor))
(log (* major perimeter)))))
=== BEST-OF-RUN ===
current generation: 2
generation: 0
nodes: 46
nodes: 45
depth: 5
hits: 793
hits: 560
TOP INDIVIDUAL:
-- #1 --
hits: 793
raw fitness: 793.0000
standardized fitness: 793.0000
adjusted fitness: 0.9987
hits: 560
raw fitness: 560.0000
standardized fitness: 560.0000
adjusted fitness: 0.9982
TREE:
(/ (/ (+ (exp (log extent))
(/ (* extent extent)
(/ perimeter extent)))
(- (exp (* extent perimeter))
(/ (log minor)
(- extent -0.41246))))
(- (- (* (/ minor 0.95589)
(log perimeter))
(log (+ major eccentricity)))
(/ (+ (log convex)
(exp perimeter))
(exp (* 0.26137 minor)))))
(* (+ (- (+ (+ eccentricity minor)
(+ major -0.74894))
(+ (/ -0.54853 convex)
(* minor extent)))
(exp (log (- extent minor))))
(/ (+ (/ (- convex -0.74272)
(- perimeter convex))
(+ (log minor)
(log area)))
(- (exp (/ major minor))
(log (* major perimeter)))))
=== BEST-OF-RUN ===
current generation: 3
generation: 0
nodes: 46
nodes: 45
depth: 5
hits: 793
hits: 560
TOP INDIVIDUAL:
-- #1 --
hits: 793
raw fitness: 793.0000
standardized fitness: 793.0000
adjusted fitness: 0.9987
hits: 560
raw fitness: 560.0000
standardized fitness: 560.0000
adjusted fitness: 0.9982
TREE:
(/ (/ (+ (exp (log extent))
(/ (* extent extent)
(/ perimeter extent)))
(- (exp (* extent perimeter))
(/ (log minor)
(- extent -0.41246))))
(- (- (* (/ minor 0.95589)
(log perimeter))
(log (+ major eccentricity)))
(/ (+ (log convex)
(exp perimeter))
(exp (* 0.26137 minor)))))
(* (+ (- (+ (+ eccentricity minor)
(+ major -0.74894))
(+ (/ -0.54853 convex)
(* minor extent)))
(exp (log (- extent minor))))
(/ (+ (/ (- convex -0.74272)
(- perimeter convex))
(+ (log minor)
(log area)))
(- (exp (/ major minor))
(log (* major perimeter)))))
=== BEST-OF-RUN ===
current generation: 4
generation: 4
nodes: 23
depth: 7
hits: 921
generation: 0
nodes: 45
depth: 5
hits: 560
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 560
raw fitness: 560.0000
standardized fitness: 560.0000
adjusted fitness: 0.9982
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(* (+ (- (+ (+ eccentricity minor)
(+ major -0.74894))
(+ (/ -0.54853 convex)
(* minor extent)))
(exp (log (- extent minor))))
(/ (+ (/ (- convex -0.74272)
(- perimeter convex))
(+ (log minor)
(log area)))
(- (exp (/ major minor))
(log (* major perimeter)))))
=== BEST-OF-RUN ===
current generation: 5
generation: 4
nodes: 23
depth: 7
hits: 921
generation: 0
nodes: 45
depth: 5
hits: 560
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 560
raw fitness: 560.0000
standardized fitness: 560.0000
adjusted fitness: 0.9982
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(* (+ (- (+ (+ eccentricity minor)
(+ major -0.74894))
(+ (/ -0.54853 convex)
(* minor extent)))
(exp (log (- extent minor))))
(/ (+ (/ (- convex -0.74272)
(- perimeter convex))
(+ (log minor)
(log area)))
(- (exp (/ major minor))
(log (* major perimeter)))))
=== BEST-OF-RUN ===
current generation: 6
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 7
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 8
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 9
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 10
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 11
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 12
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 13
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 14
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 15
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 16
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 17
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 18
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))
=== BEST-OF-RUN ===
current generation: 19
generation: 4
nodes: 23
generation: 6
nodes: 13
depth: 7
hits: 921
hits: 713
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
hits: 713
raw fitness: 713.0000
standardized fitness: 713.0000
adjusted fitness: 0.9986
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
=== BEST-OF-RUN ===
current generation: 20
generation: 4
nodes: 23
depth: 7
hits: 921
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
=== BEST-OF-RUN ===
current generation: 21
generation: 4
nodes: 23
depth: 7
hits: 921
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
=== BEST-OF-RUN ===
current generation: 22
generation: 4
nodes: 23
depth: 7
hits: 921
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
=== BEST-OF-RUN ===
current generation: 23
generation: 4
nodes: 23
depth: 7
hits: 921
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
=== BEST-OF-RUN ===
current generation: 24
generation: 4
nodes: 23
depth: 7
hits: 921
TOP INDIVIDUAL:
-- #1 --
hits: 921
raw fitness: 921.0000
standardized fitness: 921.0000
adjusted fitness: 0.9989
TREE:
(- (exp (/ (log minor)
(exp eccentricity)))
(/ (* perimeter eccentricity)
(exp (/ (* (+ (+ perimeter 0.29261) perimeter)
(- minor perimeter)) perimeter))))
(+ perimeter
(log (/ perimeter
(exp (/ major
(/ minor
(* perimeter extent)))))))

1992
build/run_4/regress.prg
View File

File diff suppressed because it is too large Load Diff

45
build/run_4/regress.stt
View File

@ -1,26 +1,21 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9550 0.9987 0.0000 18.124 3.481 46 5 95 6 0.9550 0.9987 0.0000 18.124 3.481 46 5 95 6
1 0 0.9908 0.9987 0.0000 16.047 3.532 46 5 22 7 0.9729 0.9987 0.0000 17.085 3.506 46 5 95 6
2 0 0.9928 0.9987 0.0000 15.176 3.561 46 5 21 5 0.9795 0.9987 0.0000 16.449 3.525 46 5 95 6
3 0 0.9922 0.9987 0.0000 14.451 3.556 46 5 20 7 0.9827 0.9987 0.0000 15.950 3.532 46 5 95 6
4 0 0.9922 0.9989 0.0000 14.180 3.570 23 7 71 8 0.9846 0.9989 0.0000 15.596 3.540 23 7 95 6
5 0 0.9952 0.9989 0.0000 13.340 3.544 23 7 29 6 0.9863 0.9989 0.0000 15.220 3.541 23 7 95 6
6 0 0.9936 0.9989 0.0000 12.816 3.479 23 7 24 7 0.9874 0.9989 0.0000 14.876 3.532 23 7 95 6
7 0 0.9954 0.9989 0.0000 12.553 3.448 23 7 64 8 0.9884 0.9989 0.0000 14.586 3.521 23 7 95 6
8 0 0.9954 0.9989 0.0000 11.954 3.424 23 7 31 9 0.9892 0.9989 0.0000 14.293 3.511 23 7 95 6
9 0 0.9954 0.9989 0.0000 11.595 3.384 23 7 34 9 0.9898 0.9989 0.0000 14.024 3.498 23 7 95 6
10 0 0.9938 0.9989 0.0000 11.171 3.353 23 7 14 7 0.9901 0.9989 0.0000 13.764 3.485 23 7 95 6
11 0 0.9960 0.9989 0.0000 10.562 3.230 23 7 32 11 0.9906 0.9989 0.0000 13.497 3.463 23 7 95 6
12 0 0.9966 0.9989 0.0000 9.844 3.091 23 7 5 2 0.9911 0.9989 0.0000 13.216 3.435 23 7 95 6
13 0 0.9948 0.9989 0.0000 9.618 3.023 23 7 17 4 0.9913 0.9989 0.0000 12.959 3.405 23 7 95 6
14 0 0.9960 0.9989 0.0000 9.092 2.934 23 7 13 5 0.9917 0.9989 0.0000 12.702 3.374 23 7 95 6
15 0 0.9966 0.9989 0.0000 8.464 2.821 23 7 32 9 0.9920 0.9989 0.0000 12.437 3.339 23 7 95 6
16 0 0.9946 0.9989 0.0000 8.303 2.785 23 7 8 3 0.9921 0.9989 0.0000 12.194 3.307 23 7 95 6
17 0 0.9960 0.9989 0.0000 8.118 2.749 23 7 61 9 0.9923 0.9989 0.0000 11.967 3.276 23 7 95 6
18 0 0.9976 0.9989 0.0000 7.721 2.691 23 7 20 6 0.9926 0.9989 0.0000 11.744 3.245 23 7 95 6
19 0 0.9962 0.9989 0.0000 7.489 2.642 23 7 22 8 0.9928 0.9989 0.0000 11.531 3.215 23 7 95 6
20 0 0.9968 0.9989 0.0000 7.109 2.550 23 7 12 4 0.9930 0.9989 0.0000 11.320 3.183 23 7 95 6
21 0 0.9974 0.9989 0.0000 6.945 2.520 23 7 6 2 0.9932 0.9989 0.0000 11.121 3.153 23 7 95 6
22 0 0.9966 0.9989 0.0000 6.670 2.421 23 7 24 8 0.9933 0.9989 0.0000 10.928 3.121 23 7 95 6
23 0 0.9976 0.9989 0.0000 6.450 2.364 23 7 51 12 0.9935 0.9989 0.0000 10.741 3.090 23 7 95 6
24 0 0.9976 0.9989 0.0000 6.286 2.320 23 7 9 4 0.9937 0.9989 0.0000 10.563 3.059 23 7 95 6
0 0 0.9541 0.9982 0.0000 17.860 3.396 45 5 67 6 0.9541 0.9982 0.0000 17.860 3.396 45 5 67 6
1 0 0.9900 0.9982 0.0000 16.520 3.500 45 5 78 8 0.9721 0.9982 0.0000 17.190 3.448 45 5 67 6
2 0 0.9980 0.9982 0.9977 16.660 3.488 45 5 49 7 0.9807 0.9982 0.0000 17.013 3.461 45 5 67 6
3 0 0.9980 0.9982 0.9977 13.864 3.180 45 5 36 7 0.9851 0.9982 0.0000 16.226 3.391 45 5 67 6
4 0 0.9980 0.9982 0.9979 12.540 3.052 45 5 1 0 0.9877 0.9982 0.0000 15.489 3.323 45 5 67 6
5 0 0.9980 0.9982 0.9977 12.476 3.248 45 5 53 7 0.9894 0.9982 0.0000 14.987 3.311 45 5 67 6
6 0 0.9940 0.9986 0.0000 12.348 3.312 13 7 11 6 0.9900 0.9986 0.0000 14.610 3.311 13 7 67 6
7 0 0.9980 0.9986 0.9979 12.192 3.284 13 7 3 1 0.9910 0.9986 0.0000 14.307 3.308 13 7 67 6
8 0 0.9941 0.9986 0.0000 11.460 3.160 13 7 75 13 0.9914 0.9986 0.0000 13.991 3.291 13 7 67 6
9 0 0.9940 0.9986 0.0000 12.548 3.404 13 7 6 2 0.9916 0.9986 0.0000 13.847 3.302 13 7 67 6
10 0 0.9980 0.9986 0.9971 12.252 3.492 13 7 7 3 0.9922 0.9986 0.0000 13.702 3.320 13 7 67 6
11 0 0.9980 0.9986 0.9971 9.996 3.144 13 7 7 3 0.9927 0.9986 0.0000 13.393 3.305 13 7 67 6
12 0 0.9980 0.9986 0.9971 9.328 2.940 13 7 5 2 0.9931 0.9986 0.0000 13.080 3.277 13 7 67 6
13 0 0.9901 0.9986 0.0000 8.480 2.832 13 7 34 6 0.9929 0.9986 0.0000 12.752 3.245 13 7 67 6
14 0 0.9980 0.9986 0.9979 7.508 2.680 13 7 3 1 0.9932 0.9986 0.0000 12.402 3.207 13 7 67 6
15 0 0.9980 0.9986 0.9979 7.176 2.492 13 7 6 2 0.9935 0.9986 0.0000 12.075 3.163 13 7 67 6
16 0 0.9940 0.9986 0.0000 7.320 2.532 13 7 19 9 0.9936 0.9986 0.0000 11.796 3.126 13 7 67 6
17 0 0.9980 0.9986 0.9979 6.428 2.256 13 7 11 7 0.9938 0.9986 0.0000 11.498 3.077 13 7 67 6
18 0 0.9980 0.9986 0.9979 6.668 2.384 13 7 4 2 0.9940 0.9986 0.0000 11.243 3.041 13 7 67 6
19 0 0.9980 0.9986 0.9958 5.972 2.196 13 7 13 6 0.9942 0.9986 0.0000 10.980 2.999 13 7 67 6

43
build/run_4/regress.sys
View File

@ -14,43 +14,43 @@ building function set(s):
set 0: * / + - exp log area perimeter major minor eccentricity convex extent R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 255.
no random number seed specfied; using 1148.
creating initial population(s):
7301 trees were generated to fill the population of 5000 (5000 trees).
346 trees were generated to fill the population of 250 (250 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 6.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 7.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 8.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 9.
evaluation complete. (0s wall)
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 10.
evaluation complete. (0s wall)
@ -59,13 +59,13 @@ no checkpointing will be done.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (0s wall)
@ -74,7 +74,7 @@ no checkpointing will be done.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 17.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 18.
evaluation complete. (0s wall)
@ -82,18 +82,3 @@ no checkpointing will be done.
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 22.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 23.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 24.
evaluation complete. (0s wall)
breeding complete. (0s wall)

35
build/run_5/regress.bst
View File

@ -1,25 +1,28 @@
=== BEST-OF-RUN ===
generation: 10
nodes: 28
depth: 8
hits: 881
generation: 9
nodes: 46
depth: 6
hits: 898
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
hits: 898
raw fitness: 898.0000
standardized fitness: 898.0000
adjusted fitness: 0.9989
TREE:
(+ (- major
(log (/ extent
(exp (* -0.05728
(+ area major))))))
(exp (exp (* (+ area perimeter)
(* minor
(- (+ major extent)
(exp (* eccentricity area))))))))
(- (* (/ eccentricity
(- (exp (+ minor perimeter)) eccentricity))
(* (/ (* (- minor perimeter)
(/ perimeter major))
(exp (- eccentricity eccentricity)))
(/ (/ (+ major major)
(* area area))
(+ (exp major)
(- 0.80038 minor)))))
(log (/ (log -0.49049)
(exp (exp (+ -0.35161 convex))))))
TREE-equ:
y = ((major - log((extent / exp((-0.05728 * (area + major)))))) + exp(exp(((area + perimeter) * (minor * ((major + extent) - exp((eccentricity * area))))))))
y = (((eccentricity / (exp((minor + perimeter)) - eccentricity)) * ((((minor - perimeter) * (perimeter / major)) / exp((eccentricity - eccentricity))) * (((major + major) / (area * area)) / (exp(major) + (0.80038 - minor))))) - log((log(-0.49049) / exp(exp((-0.35161 + convex))))))

35
build/run_5/regress.fn
View File

@ -1,19 +1,22 @@
Hits: 2472, Total Size: 2810, Percent Hit: 87.971530
CC: 950
CO: 168
OO: 1522
OC: 170
Fitness: 0.998866
Hits: 881
Hits: 2589, Total Size: 2810, Percent Hit: 92.135231
CC: 1021
CO: 120
OO: 1568
OC: 101
Fitness: 0.998888
Hits: 898
y = ((major - log((extent / exp((-0.05728 * (area + major)))))) + exp(exp(((area + perimeter) * (minor * ((major + extent) - exp((eccentricity * area))))))))
y = (((eccentricity / (exp((minor + perimeter)) - eccentricity)) * ((((minor - perimeter) * (perimeter / major)) / exp((eccentricity - eccentricity))) * (((major + major) / (area * area)) / (exp(major) + (0.80038 - minor))))) - log((log(-0.49049) / exp(exp((-0.35161 + convex))))))
(+ (- major
(log (/ extent
(exp (* -0.05728
(+ area major))))))
(exp (exp (* (+ area perimeter)
(* minor
(- (+ major extent)
(exp (* eccentricity area))))))))
(- (* (/ eccentricity
(- (exp (+ minor perimeter)) eccentricity))
(* (/ (* (- minor perimeter)
(/ perimeter major))
(exp (- eccentricity eccentricity)))
(/ (/ (+ major major)
(* area area))
(+ (exp major)
(- 0.80038 minor)))))
(log (/ (log -0.49049)
(exp (exp (+ -0.35161 convex))))))

1452
build/run_5/regress.his
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File diff suppressed because it is too large Load Diff

1984
build/run_5/regress.prg
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File diff suppressed because it is too large Load Diff

66
build/run_5/regress.stt
View File

@ -1,16 +1,52 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9585 0.9988 0.0000 18.294 3.467 25 5 35 6 0.9585 0.9988 0.0000 18.294 3.467 25 5 35 6
1 0 0.9878 0.9988 0.0000 16.659 3.552 25 5 84 7 0.9732 0.9988 0.0000 17.477 3.510 25 5 35 6
2 0 0.9910 0.9988 0.0000 15.669 3.582 25 5 21 4 0.9791 0.9988 0.0000 16.874 3.534 25 5 35 6
3 0 0.9920 0.9988 0.0000 14.666 3.520 25 5 78 11 0.9824 0.9988 0.0000 16.322 3.530 25 5 35 6
4 0 0.9938 0.9988 0.0000 14.518 3.607 25 5 51 12 0.9847 0.9988 0.0000 15.961 3.546 25 5 35 6
5 0 0.9940 0.9988 0.0000 13.653 3.548 25 5 43 9 0.9862 0.9988 0.0000 15.577 3.546 25 5 35 6
6 0 0.9934 0.9989 0.0000 12.769 3.471 20 9 16 6 0.9872 0.9989 0.0000 15.175 3.535 20 9 35 6
7 0 0.9942 0.9989 0.0000 12.524 3.447 20 9 21 6 0.9881 0.9989 0.0000 14.844 3.524 20 9 35 6
8 0 0.9940 0.9989 0.0000 11.773 3.405 20 9 39 6 0.9888 0.9989 0.0000 14.503 3.511 20 9 35 6
9 0 0.9942 0.9989 0.0000 11.641 3.410 20 9 75 9 0.9893 0.9989 0.0000 14.217 3.501 20 9 35 6
10 0 0.9954 0.9989 0.0000 11.110 3.304 28 8 36 9 0.9899 0.9989 0.0000 13.934 3.483 28 8 35 6
11 0 0.9956 0.9989 0.0000 10.357 3.203 28 8 76 17 0.9904 0.9989 0.0000 13.636 3.460 28 8 35 6
12 0 0.9956 0.9989 0.0000 9.921 3.141 28 8 21 7 0.9908 0.9989 0.0000 13.350 3.435 28 8 35 6
13 0 0.9962 0.9989 0.0000 9.642 3.073 28 8 66 7 0.9911 0.9989 0.0000 13.085 3.409 28 8 35 6
14 0 0.9960 0.9989 0.0000 9.212 3.033 28 8 11 6 0.9915 0.9989 0.0000 12.827 3.384 28 8 35 6
0 0 0.9621 0.9981 0.0000 17.276 3.228 32 5 38 5 0.9621 0.9981 0.0000 17.276 3.228 32 5 38 5
1 0 0.9940 0.9981 0.0000 16.324 3.356 32 5 28 5 0.9780 0.9981 0.0000 16.800 3.292 32 5 38 5
2 0 0.9860 0.9981 0.0000 14.580 3.396 32 5 43 5 0.9807 0.9981 0.0000 16.060 3.327 32 5 38 5
3 0 0.9940 0.9989 0.0000 13.584 3.412 51 6 37 11 0.9840 0.9989 0.0000 15.441 3.348 51 6 38 5
4 0 0.9980 0.9989 0.9973 13.272 3.388 51 6 11 5 0.9868 0.9989 0.0000 15.007 3.356 51 6 38 5
5 0 0.9940 0.9989 0.0000 13.860 3.472 51 6 36 9 0.9880 0.9989 0.0000 14.816 3.375 51 6 38 5
6 0 0.9980 0.9989 0.9979 14.724 3.740 51 6 44 11 0.9894 0.9989 0.0000 14.803 3.427 51 6 38 5
7 0 0.9980 0.9989 0.9980 15.452 3.804 51 6 6 2 0.9905 0.9989 0.0000 14.884 3.474 51 6 38 5
8 0 0.9940 0.9989 0.0000 15.540 3.788 51 6 50 8 0.9909 0.9989 0.0000 14.957 3.509 51 6 38 5
9 0 0.9980 0.9989 0.9979 16.084 3.816 46 6 10 4 0.9916 0.9989 0.0000 15.070 3.540 46 6 38 5
10 0 0.9980 0.9989 0.9980 16.664 3.992 46 6 5 3 0.9922 0.9989 0.0000 15.215 3.581 46 6 38 5
11 0 0.9980 0.9989 0.9979 17.052 4.116 46 6 39 10 0.9927 0.9989 0.0000 15.368 3.626 46 6 38 5
12 0 0.9980 0.9989 0.9979 16.932 4.156 46 6 6 3 0.9931 0.9989 0.0000 15.488 3.666 46 6 38 5
13 0 0.9980 0.9989 0.9980 16.324 4.096 46 6 3 1 0.9934 0.9989 0.0000 15.548 3.697 46 6 38 5
14 0 0.9980 0.9989 0.9979 15.960 3.984 46 6 3 1 0.9937 0.9989 0.0000 15.575 3.716 46 6 38 5
15 0 0.9980 0.9989 0.9980 14.340 3.824 46 6 3 1 0.9940 0.9989 0.0000 15.498 3.723 46 6 38 5
16 0 0.9980 0.9989 0.9979 15.756 4.088 46 6 8 5 0.9942 0.9989 0.0000 15.513 3.744 46 6 38 5
17 0 0.9980 0.9989 0.9980 16.156 4.096 46 6 1 0 0.9944 0.9989 0.0000 15.549 3.764 46 6 38 5
18 0 0.9980 0.9989 0.9980 13.816 3.776 46 6 3 1 0.9946 0.9989 0.0000 15.458 3.765 46 6 38 5
19 0 0.9980 0.9989 0.9980 12.308 3.272 46 6 12 5 0.9948 0.9989 0.0000 15.300 3.740 46 6 38 5
20 0 0.9980 0.9989 0.9980 12.064 3.216 46 6 13 5 0.9949 0.9989 0.0000 15.146 3.715 46 6 38 5
21 0 0.9980 0.9989 0.9975 12.012 3.268 46 6 18 5 0.9951 0.9989 0.0000 15.004 3.695 46 6 38 5
22 0 0.9980 0.9989 0.9980 12.360 3.280 46 6 5 3 0.9952 0.9989 0.0000 14.889 3.677 46 6 38 5
23 0 0.9940 0.9989 0.0000 13.732 3.564 46 6 16 5 0.9952 0.9989 0.0000 14.841 3.672 46 6 38 5
24 0 0.9980 0.9989 0.9980 12.172 3.328 46 6 1 0 0.9953 0.9989 0.0000 14.734 3.658 46 6 38 5
25 0 0.9980 0.9989 0.9977 11.952 3.280 46 6 46 6 0.9954 0.9989 0.0000 14.627 3.644 46 6 38 5
26 0 0.9980 0.9989 0.9980 12.204 3.376 46 6 6 2 0.9955 0.9989 0.0000 14.537 3.634 46 6 38 5
27 0 0.9940 0.9989 0.0000 12.952 3.740 46 6 12 5 0.9954 0.9989 0.0000 14.480 3.638 46 6 38 5
28 0 0.9980 0.9989 0.9980 12.724 3.780 46 6 19 7 0.9955 0.9989 0.0000 14.420 3.642 46 6 38 5
29 0 0.9940 0.9989 0.0000 12.752 3.888 46 6 10 4 0.9955 0.9989 0.0000 14.364 3.651 46 6 38 5
30 0 0.9940 0.9989 0.0000 12.664 3.708 46 6 53 9 0.9954 0.9989 0.0000 14.309 3.653 46 6 38 5
31 0 0.9980 0.9989 0.9979 12.000 3.740 46 6 9 6 0.9955 0.9989 0.0000 14.237 3.655 46 6 38 5
32 0 0.9940 0.9989 0.0000 11.408 3.572 46 6 48 10 0.9955 0.9989 0.0000 14.152 3.653 46 6 38 5
33 0 0.9980 0.9989 0.9980 10.956 3.500 46 6 29 9 0.9955 0.9989 0.0000 14.058 3.648 46 6 38 5
34 0 0.9940 0.9989 0.0000 11.740 3.472 46 6 19 5 0.9955 0.9989 0.0000 13.991 3.643 46 6 38 5
35 0 0.9900 0.9989 0.0000 11.304 3.360 46 6 50 11 0.9953 0.9989 0.0000 13.917 3.635 46 6 38 5
36 0 0.9980 0.9989 0.9979 11.720 3.480 46 6 34 5 0.9954 0.9989 0.0000 13.857 3.631 46 6 38 5
37 0 0.9940 0.9989 0.0000 11.964 3.560 46 6 28 9 0.9954 0.9989 0.0000 13.807 3.629 46 6 38 5
38 0 0.9940 0.9989 0.0000 10.636 3.284 46 6 18 8 0.9953 0.9989 0.0000 13.726 3.620 46 6 38 5
39 0 0.9980 0.9989 0.9979 10.264 3.156 46 6 5 2 0.9954 0.9989 0.0000 13.640 3.609 46 6 38 5
40 0 0.9980 0.9989 0.9980 10.032 3.164 46 6 4 2 0.9955 0.9989 0.0000 13.552 3.598 46 6 38 5
41 0 0.9980 0.9989 0.9980 10.072 3.140 46 6 69 15 0.9955 0.9989 0.0000 13.469 3.587 46 6 38 5
42 0 0.9900 0.9989 0.0000 11.108 3.528 46 6 10 3 0.9954 0.9989 0.0000 13.414 3.586 46 6 38 5
43 0 0.9940 0.9989 0.0000 8.944 2.944 46 6 63 16 0.9954 0.9989 0.0000 13.312 3.571 46 6 38 5
44 0 0.9980 0.9989 0.9980 7.296 2.456 46 6 5 2 0.9954 0.9989 0.0000 13.179 3.546 46 6 38 5
45 0 0.9980 0.9989 0.9980 6.924 2.360 46 6 6 4 0.9955 0.9989 0.0000 13.043 3.521 46 6 38 5
46 0 0.9980 0.9989 0.9979 7.200 2.416 46 6 6 3 0.9955 0.9989 0.0000 12.918 3.497 46 6 38 5
47 0 0.9980 0.9989 0.9980 7.632 2.468 46 6 4 2 0.9956 0.9989 0.0000 12.808 3.476 46 6 38 5
48 0 0.9980 0.9989 0.9979 7.328 2.320 46 6 5 2 0.9956 0.9989 0.0000 12.696 3.452 46 6 38 5
49 0 0.9980 0.9989 0.9980 7.304 2.268 46 6 3 1 0.9957 0.9989 0.0000 12.588 3.428 46 6 38 5
50 0 0.9980 0.9989 0.9980 7.568 2.340 46 6 1 0 0.9957 0.9989 0.0000 12.490 3.407 46 6 38 5

159
build/run_5/regress.sys
View File

@ -14,43 +14,43 @@ building function set(s):
set 0: * / + - exp log area perimeter major minor eccentricity convex extent R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 273.
no random number seed specfied; using 27.
creating initial population(s):
7357 trees were generated to fill the population of 5000 (5000 trees).
334 trees were generated to fill the population of 250 (250 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (1s wall)
breeding complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 6.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 7.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 8.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 9.
evaluation complete. (0s wall)
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 10.
evaluation complete. (0s wall)
@ -59,11 +59,144 @@ no checkpointing will be done.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 16.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 17.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 18.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 22.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 23.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 24.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 25.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 26.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 27.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 28.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 29.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 30.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 31.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 32.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 33.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 34.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 35.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 36.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 37.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 38.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 39.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 40.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 41.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 42.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 43.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 44.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 45.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 46.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 47.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 48.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 49.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 50.
evaluation complete. (0s wall)
SYSTEM STATISTICS
------- memory -------
allocated: 4354594
freed: 4306594
not freed: 48000
max allocated: 216508
malloc'ed blocks: 46720
realloc'ed blocks: 7
free'ed blocks: 46714
------- time -------
overall: 1s wall
evaluation: 1s wall
breeding: 0s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 1208
freed: 1208
allocated: 1000
blocks: 1

35
build/run_6/regress.bst
View File

@ -1,18 +1,33 @@
=== BEST-OF-RUN ===
generation: 0
nodes: 3
depth: 1
hits: 787
generation: 1
nodes: 68
depth: 6
hits: 648
TOP INDIVIDUAL:
-- #1 --
hits: 787
raw fitness: 787.0000
standardized fitness: 787.0000
adjusted fitness: 0.9987
hits: 648
raw fitness: 648.0000
standardized fitness: 648.0000
adjusted fitness: 0.9985
TREE:
(+ eccentricity -0.89196)
(- (* (* (/ (exp (- 0.16610 area))
(log (* area minor)))
(* (/ (/ extent extent)
(- extent area))
(+ (exp 0.33696)
(+ convex major))))
(exp (* (+ (- extent area)
(* -0.07066 minor))
(exp (exp area)))))
(/ (log (log (log (exp extent))))
(- (- (+ (exp eccentricity) 0.62824)
(* (/ -0.57147 convex)
(* minor extent)))
(+ (log (log area))
(+ (/ minor major)
(/ major perimeter))))))
TREE-equ:
y = (eccentricity + -0.89196)
y = ((((exp((0.16610 - area)) / log((area * minor))) * (((extent / extent) / (extent - area)) * (exp(0.33696) + (convex + major)))) * exp((((extent - area) + (-0.07066 * minor)) * exp(exp(area))))) - (log(log(log(exp(extent)))) / (((exp(eccentricity) + 0.62824) - ((-0.57147 / convex) * (minor * extent))) - (log(log(area)) + ((minor / major) + (major / perimeter))))))

33
build/run_6/regress.fn
View File

@ -1,12 +1,27 @@
Hits: 2208, Total Size: 2810, Percent Hit: 78.576512
CC: 901
CO: 252
OO: 1307
OC: 350
Fitness: 0.998731
Hits: 787
Hits: 1931, Total Size: 2810, Percent Hit: 68.718861
CC: 417
CO: 707
OO: 1514
OC: 172
Fitness: 0.998459
Hits: 648
y = (eccentricity + -0.89196)
y = ((((exp((0.16610 - area)) / log((area * minor))) * (((extent / extent) / (extent - area)) * (exp(0.33696) + (convex + major)))) * exp((((extent - area) + (-0.07066 * minor)) * exp(exp(area))))) - (log(log(log(exp(extent)))) / (((exp(eccentricity) + 0.62824) - ((-0.57147 / convex) * (minor * extent))) - (log(log(area)) + ((minor / major) + (major / perimeter))))))
(+ eccentricity -0.89196)
(- (* (* (/ (exp (- 0.16610 area))
(log (* area minor)))
(* (/ (/ extent extent)
(- extent area))
(+ (exp 0.33696)
(+ convex major))))
(exp (* (+ (- extent area)
(* -0.07066 minor))
(exp (exp area)))))
(/ (log (log (log (exp extent))))
(- (- (+ (exp eccentricity) 0.62824)
(* (/ -0.57147 convex)
(* minor extent)))
(+ (log (log area))
(+ (/ minor major)
(/ major perimeter))))))

309
build/run_6/regress.his
View File

@ -1,85 +1,306 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 3
depth: 1
hits: 787
nodes: 1
depth: 0
hits: 506
TOP INDIVIDUAL:
-- #1 --
hits: 787
raw fitness: 787.0000
standardized fitness: 787.0000
adjusted fitness: 0.9987
hits: 506
raw fitness: 506.0000
standardized fitness: 506.0000
adjusted fitness: 0.9980
TREE:
(+ eccentricity -0.89196)
(* (- eccentricity -0.99647)
(exp perimeter))
=== BEST-OF-RUN ===
current generation: 1
generation: 0
nodes: 3
depth: 1
hits: 787
generation: 1
nodes: 68
depth: 6
hits: 648
TOP INDIVIDUAL:
-- #1 --
hits: 787
raw fitness: 787.0000
standardized fitness: 787.0000
adjusted fitness: 0.9987
hits: 648
raw fitness: 648.0000
standardized fitness: 648.0000
adjusted fitness: 0.9985
TREE:
(+ eccentricity -0.89196)
(- (* (* (/ (exp (- 0.16610 area))
(log (* area minor)))
(* (/ (/ extent extent)
(- extent area))
(+ (exp 0.33696)
(+ convex major))))
(exp (* (+ (- extent area)
(* -0.07066 minor))
(exp (exp area)))))
(/ (log (log (log (exp extent))))
(- (- (+ (exp eccentricity) 0.62824)
(* (/ -0.57147 convex)
(* minor extent)))
(+ (log (log area))
(+ (/ minor major)
(/ major perimeter))))))
=== BEST-OF-RUN ===
current generation: 2
generation: 0
nodes: 3
depth: 1
hits: 787
generation: 1
nodes: 68
depth: 6
hits: 648
TOP INDIVIDUAL:
-- #1 --
hits: 787
raw fitness: 787.0000
standardized fitness: 787.0000
adjusted fitness: 0.9987
hits: 648
raw fitness: 648.0000
standardized fitness: 648.0000
adjusted fitness: 0.9985
TREE:
(+ eccentricity -0.89196)
(- (* (* (/ (exp (- 0.16610 area))
(log (* area minor)))
(* (/ (/ extent extent)
(- extent area))
(+ (exp 0.33696)
(+ convex major))))
(exp (* (+ (- extent area)
(* -0.07066 minor))
(exp (exp area)))))
(/ (log (log (log (exp extent))))
(- (- (+ (exp eccentricity) 0.62824)
(* (/ -0.57147 convex)
(* minor extent)))
(+ (log (log area))
(+ (/ minor major)
(/ major perimeter))))))
=== BEST-OF-RUN ===
current generation: 3
generation: 0
nodes: 3
depth: 1
hits: 787
generation: 1
nodes: 68
depth: 6
hits: 648
TOP INDIVIDUAL:
-- #1 --
hits: 787
raw fitness: 787.0000
standardized fitness: 787.0000
adjusted fitness: 0.9987
hits: 648
raw fitness: 648.0000
standardized fitness: 648.0000
adjusted fitness: 0.9985
TREE:
(+ eccentricity -0.89196)
(- (* (* (/ (exp (- 0.16610 area))
(log (* area minor)))
(* (/ (/ extent extent)
(- extent area))
(+ (exp 0.33696)
(+ convex major))))
(exp (* (+ (- extent area)
(* -0.07066 minor))
(exp (exp area)))))
(/ (log (log (log (exp extent))))
(- (- (+ (exp eccentricity) 0.62824)
(* (/ -0.57147 convex)
(* minor extent)))
(+ (log (log area))
(+ (/ minor major)
(/ major perimeter))))))
=== BEST-OF-RUN ===
current generation: 4
generation: 0
nodes: 3
depth: 1
hits: 787
generation: 1
nodes: 68
depth: 6
hits: 648
TOP INDIVIDUAL:
-- #1 --
hits: 787
raw fitness: 787.0000
standardized fitness: 787.0000
adjusted fitness: 0.9987
hits: 648
raw fitness: 648.0000
standardized fitness: 648.0000
adjusted fitness: 0.9985
TREE:
(+ eccentricity -0.89196)
(- (* (* (/ (exp (- 0.16610 area))
(log (* area minor)))
(* (/ (/ extent extent)
(- extent area))
(+ (exp 0.33696)
(+ convex major))))
(exp (* (+ (- extent area)
(* -0.07066 minor))
(exp (exp area)))))
(/ (log (log (log (exp extent))))
(- (- (+ (exp eccentricity) 0.62824)
(* (/ -0.57147 convex)
(* minor extent)))
(+ (log (log area))
(+ (/ minor major)
(/ major perimeter))))))
=== BEST-OF-RUN ===
current generation: 5
generation: 1
nodes: 68
depth: 6
hits: 648
TOP INDIVIDUAL:
-- #1 --
hits: 648
raw fitness: 648.0000
standardized fitness: 648.0000
adjusted fitness: 0.9985
TREE:
(- (* (* (/ (exp (- 0.16610 area))
(log (* area minor)))
(* (/ (/ extent extent)
(- extent area))
(+ (exp 0.33696)
(+ convex major))))
(exp (* (+ (- extent area)
(* -0.07066 minor))
(exp (exp area)))))
(/ (log (log (log (exp extent))))
(- (- (+ (exp eccentricity) 0.62824)
(* (/ -0.57147 convex)
(* minor extent)))
(+ (log (log area))
(+ (/ minor major)
(/ major perimeter))))))
=== BEST-OF-RUN ===
current generation: 6
generation: 1
nodes: 68
depth: 6
hits: 648
TOP INDIVIDUAL:
-- #1 --
hits: 648
raw fitness: 648.0000
standardized fitness: 648.0000
adjusted fitness: 0.9985
TREE:
(- (* (* (/ (exp (- 0.16610 area))
(log (* area minor)))
(* (/ (/ extent extent)
(- extent area))
(+ (exp 0.33696)
(+ convex major))))
(exp (* (+ (- extent area)
(* -0.07066 minor))
(exp (exp area)))))
(/ (log (log (log (exp extent))))
(- (- (+ (exp eccentricity) 0.62824)
(* (/ -0.57147 convex)
(* minor extent)))
(+ (log (log area))
(+ (/ minor major)
(/ major perimeter))))))
=== BEST-OF-RUN ===
current generation: 7
generation: 1
nodes: 68
depth: 6
hits: 648
TOP INDIVIDUAL:
-- #1 --
hits: 648
raw fitness: 648.0000
standardized fitness: 648.0000
adjusted fitness: 0.9985
TREE:
(- (* (* (/ (exp (- 0.16610 area))
(log (* area minor)))
(* (/ (/ extent extent)
(- extent area))
(+ (exp 0.33696)
(+ convex major))))
(exp (* (+ (- extent area)
(* -0.07066 minor))
(exp (exp area)))))
(/ (log (log (log (exp extent))))
(- (- (+ (exp eccentricity) 0.62824)
(* (/ -0.57147 convex)
(* minor extent)))
(+ (log (log area))
(+ (/ minor major)
(/ major perimeter))))))
=== BEST-OF-RUN ===
current generation: 8
generation: 1
nodes: 68
depth: 6
hits: 648
TOP INDIVIDUAL:
-- #1 --
hits: 648
raw fitness: 648.0000
standardized fitness: 648.0000
adjusted fitness: 0.9985
TREE:
(- (* (* (/ (exp (- 0.16610 area))
(log (* area minor)))
(* (/ (/ extent extent)
(- extent area))
(+ (exp 0.33696)
(+ convex major))))
(exp (* (+ (- extent area)
(* -0.07066 minor))
(exp (exp area)))))
(/ (log (log (log (exp extent))))
(- (- (+ (exp eccentricity) 0.62824)
(* (/ -0.57147 convex)
(* minor extent)))
(+ (log (log area))
(+ (/ minor major)
(/ major perimeter))))))
=== BEST-OF-RUN ===
current generation: 9
generation: 1
nodes: 68
depth: 6
hits: 648
TOP INDIVIDUAL:
-- #1 --
hits: 648
raw fitness: 648.0000
standardized fitness: 648.0000
adjusted fitness: 0.9985
TREE:
(- (* (* (/ (exp (- 0.16610 area))
(log (* area minor)))
(* (/ (/ extent extent)
(- extent area))
(+ (exp 0.33696)
(+ convex major))))
(exp (* (+ (- extent area)
(* -0.07066 minor))
(exp (exp area)))))
(/ (log (log (log (exp extent))))
(- (- (+ (exp eccentricity) 0.62824)
(* (/ -0.57147 convex)
(* minor extent)))
(+ (log (log area))
(+ (/ minor major)
(/ major perimeter))))))

1994
build/run_6/regress.prg
View File

File diff suppressed because it is too large Load Diff

15
build/run_6/regress.stt
View File

@ -1,6 +1,11 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9550 0.9987 0.0000 18.224 3.454 3 1 79 6 0.9550 0.9987 0.0000 18.224 3.454 3 1 79 6
1 0 0.9898 0.9987 0.0000 16.651 3.553 3 1 32 6 0.9724 0.9987 0.0000 17.437 3.503 3 1 79 6
2 0 0.9902 0.9987 0.0000 16.356 3.653 3 1 14 6 0.9783 0.9987 0.0000 17.077 3.553 3 1 79 6
3 0 0.9902 0.9987 0.0000 15.579 3.678 3 1 58 6 0.9813 0.9987 0.0000 16.703 3.584 3 1 79 6
4 0 0.9930 0.9987 0.0000 15.077 3.653 3 1 12 5 0.9836 0.9987 0.0000 16.377 3.598 3 1 79 6
0 0 0.9820 0.9980 0.0000 17.124 3.204 1 0 26 5 0.9820 0.9980 0.0000 17.124 3.204 1 0 26 5
1 0 0.9940 0.9985 0.0000 17.308 3.432 68 6 33 7 0.9880 0.9985 0.0000 17.216 3.318 68 6 26 5
2 0 0.9940 0.9985 0.0000 16.492 3.612 68 6 46 11 0.9900 0.9985 0.0000 16.975 3.416 68 6 26 5
3 0 0.9860 0.9985 0.0000 16.948 3.628 68 6 15 6 0.9890 0.9985 0.0000 16.968 3.469 68 6 26 5
4 0 0.9980 0.9985 0.9977 17.040 3.900 68 6 4 2 0.9908 0.9985 0.0000 16.982 3.555 68 6 26 5
5 0 0.9940 0.9985 0.0000 17.664 3.984 68 6 21 6 0.9914 0.9985 0.0000 17.096 3.627 68 6 26 5
6 0 0.9821 0.9985 0.0000 17.280 4.148 68 6 58 6 0.9900 0.9985 0.0000 17.122 3.701 68 6 26 5
7 0 0.9940 0.9985 0.0000 16.392 4.032 68 6 66 6 0.9905 0.9985 0.0000 17.031 3.743 68 6 26 5
8 0 0.9980 0.9985 0.9972 16.508 4.252 68 6 61 6 0.9914 0.9985 0.0000 16.973 3.799 68 6 26 5
9 0 0.9821 0.9985 0.0000 15.884 4.132 68 6 48 11 0.9904 0.9985 0.0000 16.864 3.832 68 6 26 5

27
build/run_6/regress.sys
View File

@ -14,26 +14,41 @@ building function set(s):
set 0: * / + - exp log area perimeter major minor eccentricity convex extent R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 1124.
no random number seed specfied; using 364.
creating initial population(s):
7292 trees were generated to fill the population of 5000 (5000 trees).
346 trees were generated to fill the population of 250 (250 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (2s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 6.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 7.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 8.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 9.
evaluation complete. (0s wall)
breeding complete. (0s wall)

26
build/run_7/regress.bst
View File

@ -1,20 +1,22 @@
=== BEST-OF-RUN ===
generation: 47
nodes: 19
depth: 7
hits: 934
generation: 0
nodes: 18
depth: 4
hits: 543
TOP INDIVIDUAL:
-- #1 --
hits: 934
raw fitness: 934.0000
standardized fitness: 934.0000
adjusted fitness: 0.9989
hits: 543
raw fitness: 543.0000
standardized fitness: 543.0000
adjusted fitness: 0.9982
TREE:
(log (+ (log (* (/ (/ (/ area -0.87647) minor) convex)
(* (+ major convex) 0.01580)))
(/ extent convex)))
(* (log (- (exp -0.42274)
(- extent eccentricity)))
(+ (* (log major)
(exp major))
(log (* eccentricity major))))
TREE-equ:
y = log((log(((((area / -0.87647) / minor) / convex) * ((major + convex) * 0.01580))) + (extent / convex)))
y = (log((exp(-0.42274) - (extent - eccentricity))) * ((log(major) * exp(major)) + log((eccentricity * major))))

24
build/run_7/regress.fn
View File

@ -1,14 +1,16 @@
Hits: 2589, Total Size: 2810, Percent Hit: 92.135231
CC: 1013
CO: 101
OO: 1576
OC: 120
Fitness: 0.998930
Hits: 934
Hits: 1808, Total Size: 2810, Percent Hit: 64.341637
CC: 148
CO: 974
OO: 1660
OC: 28
Fitness: 0.998162
Hits: 543
y = log((log(((((area / -0.87647) / minor) / convex) * ((major + convex) * 0.01580))) + (extent / convex)))
y = (log((exp(-0.42274) - (extent - eccentricity))) * ((log(major) * exp(major)) + log((eccentricity * major))))
(log (+ (log (* (/ (/ (/ area -0.87647) minor) convex)
(* (+ major convex) 0.01580)))
(/ extent convex)))
(* (log (- (exp -0.42274)
(- extent eccentricity)))
(+ (* (log major)
(exp major))
(log (* eccentricity major))))

1130
build/run_7/regress.his
View File

File diff suppressed because it is too large Load Diff

1994
build/run_7/regress.prg
View File

File diff suppressed because it is too large Load Diff

57
build/run_7/regress.stt
View File

@ -1,53 +1,6 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9590 0.9985 0.0000 18.285 3.465 13 5 39 6 0.9590 0.9985 0.0000 18.285 3.465 13 5 39 6
1 0 0.9910 0.9987 0.0000 16.003 3.520 25 6 64 8 0.9750 0.9987 0.0000 17.144 3.493 25 6 39 6
2 0 0.9916 0.9987 0.0000 15.599 3.634 25 6 13 4 0.9806 0.9987 0.0000 16.629 3.540 25 6 39 6
3 0 0.9926 0.9988 0.0000 15.103 3.659 9 4 44 12 0.9836 0.9988 0.0000 16.247 3.570 9 4 39 6
4 0 0.9930 0.9988 0.0000 14.519 3.677 9 4 58 9 0.9855 0.9988 0.0000 15.902 3.591 9 4 39 6
5 0 0.9938 0.9988 0.0000 13.623 3.585 9 4 76 8 0.9869 0.9988 0.0000 15.522 3.590 9 4 39 6
6 0 0.9928 0.9988 0.0000 13.026 3.526 9 4 13 5 0.9877 0.9988 0.0000 15.165 3.581 9 4 39 6
7 0 0.9946 0.9989 0.0000 12.102 3.381 29 10 19 6 0.9886 0.9989 0.0000 14.782 3.556 29 10 39 6
8 0 0.9964 0.9989 0.0000 11.527 3.319 27 10 10 4 0.9895 0.9989 0.0000 14.421 3.530 27 10 39 6
9 0 0.9952 0.9989 0.0000 11.041 3.241 27 10 51 9 0.9900 0.9989 0.0000 14.083 3.501 27 10 39 6
10 0 0.9942 0.9989 0.0000 10.553 3.216 29 10 32 11 0.9904 0.9989 0.0000 13.762 3.475 29 10 39 6
11 0 0.9960 0.9989 0.0000 10.104 3.162 29 10 7 3 0.9909 0.9989 0.0000 13.457 3.449 29 10 39 6
12 0 0.9965 0.9989 0.0000 9.527 3.056 29 10 20 7 0.9913 0.9989 0.0000 13.155 3.418 29 10 39 6
13 0 0.9968 0.9989 0.0000 8.990 2.953 29 10 21 8 0.9917 0.9989 0.0000 12.857 3.385 29 10 39 6
14 0 0.9970 0.9989 0.0000 8.739 2.905 29 10 14 5 0.9921 0.9989 0.0000 12.583 3.353 29 10 39 6
15 0 0.9960 0.9989 0.0000 8.269 2.821 29 10 12 5 0.9923 0.9989 0.0000 12.313 3.320 29 10 39 6
16 0 0.9972 0.9989 0.0000 8.029 2.776 29 10 15 7 0.9926 0.9989 0.0000 12.061 3.288 29 10 39 6
17 0 0.9958 0.9989 0.0000 7.624 2.689 29 10 19 6 0.9928 0.9989 0.0000 11.815 3.255 29 10 39 6
18 0 0.9962 0.9989 0.0000 7.200 2.590 29 10 13 4 0.9930 0.9989 0.0000 11.572 3.220 29 10 39 6
19 0 0.9968 0.9989 0.0000 6.976 2.544 29 10 15 6 0.9932 0.9989 0.0000 11.342 3.186 29 10 39 6
20 0 0.9964 0.9989 0.0000 7.034 2.569 29 10 15 6 0.9933 0.9989 0.0000 11.137 3.157 29 10 39 6
21 0 0.9966 0.9989 0.0000 6.565 2.431 29 10 17 4 0.9935 0.9989 0.0000 10.929 3.124 29 10 39 6
22 0 0.9974 0.9989 0.0000 6.424 2.392 29 10 22 8 0.9936 0.9989 0.0000 10.733 3.092 29 10 39 6
23 0 0.9968 0.9989 0.0000 6.372 2.406 29 10 22 7 0.9938 0.9989 0.0000 10.551 3.063 29 10 39 6
24 0 0.9966 0.9989 0.0000 6.236 2.342 29 10 9 4 0.9939 0.9989 0.0000 10.379 3.034 29 10 39 6
25 0 0.9968 0.9989 0.0000 6.031 2.287 29 10 27 7 0.9940 0.9989 0.0000 10.211 3.006 29 10 39 6
26 0 0.9974 0.9989 0.0000 5.930 2.246 29 10 20 10 0.9941 0.9989 0.0000 10.053 2.977 29 10 39 6
27 0 0.9960 0.9989 0.0000 5.656 2.129 29 10 12 4 0.9942 0.9989 0.0000 9.896 2.947 29 10 39 6
28 0 0.9965 0.9989 0.0000 5.603 2.144 29 10 33 9 0.9943 0.9989 0.0000 9.748 2.919 29 10 39 6
29 0 0.9978 0.9989 0.0000 5.385 2.114 29 10 15 6 0.9944 0.9989 0.0000 9.602 2.893 29 10 39 6
30 0 0.9974 0.9989 0.0000 5.242 2.042 29 10 8 4 0.9945 0.9989 0.0000 9.462 2.865 29 10 39 6
31 0 0.9976 0.9989 0.0000 5.182 2.019 29 10 8 4 0.9946 0.9989 0.0000 9.328 2.839 29 10 39 6
32 0 0.9974 0.9989 0.0000 5.168 2.025 29 10 14 5 0.9947 0.9989 0.0000 9.202 2.814 29 10 39 6
33 0 0.9976 0.9989 0.0000 5.039 1.960 29 10 12 5 0.9948 0.9989 0.0000 9.080 2.789 29 10 39 6
34 0 0.9970 0.9989 0.0000 5.028 1.949 29 10 17 7 0.9948 0.9989 0.0000 8.964 2.765 29 10 39 6
35 0 0.9978 0.9989 0.0000 4.990 1.925 29 10 13 4 0.9949 0.9989 0.0000 8.853 2.742 29 10 39 6
36 0 0.9972 0.9989 0.0000 4.836 1.885 29 10 13 4 0.9950 0.9989 0.0000 8.745 2.718 29 10 39 6
37 0 0.9976 0.9989 0.0000 4.913 1.909 29 10 7 3 0.9950 0.9989 0.0000 8.644 2.697 29 10 39 6
38 0 0.9972 0.9989 0.0000 4.762 1.859 29 10 11 4 0.9951 0.9989 0.0000 8.544 2.676 29 10 39 6
39 0 0.9974 0.9989 0.0000 4.765 1.875 29 10 15 5 0.9952 0.9989 0.0000 8.450 2.656 29 10 39 6
40 0 0.9978 0.9989 0.0000 4.738 1.867 29 10 7 3 0.9952 0.9989 0.0000 8.359 2.636 29 10 39 6
41 0 0.9976 0.9989 0.0000 4.809 1.891 29 10 7 3 0.9953 0.9989 0.0000 8.275 2.619 29 10 39 6
42 0 0.9964 0.9989 0.0000 4.683 1.842 29 10 13 5 0.9953 0.9989 0.0000 8.191 2.601 29 10 39 6
43 0 0.9972 0.9989 0.0000 4.668 1.839 29 10 8 3 0.9954 0.9989 0.0000 8.111 2.583 29 10 39 6
44 0 0.9972 0.9989 0.0000 4.692 1.865 29 10 17 7 0.9954 0.9989 0.0000 8.035 2.567 29 10 39 6
45 0 0.9974 0.9989 0.0000 4.557 1.796 29 10 17 7 0.9954 0.9989 0.0000 7.960 2.551 29 10 39 6
46 0 0.9978 0.9989 0.0000 4.494 1.776 29 10 17 5 0.9955 0.9989 0.0000 7.886 2.534 29 10 39 6
47 0 0.9976 0.9989 0.0000 4.469 1.773 19 7 18 5 0.9955 0.9989 0.0000 7.815 2.518 19 7 39 6
48 0 0.9976 0.9989 0.0000 4.496 1.778 19 7 11 4 0.9956 0.9989 0.0000 7.747 2.503 19 7 39 6
49 0 0.9978 0.9989 0.0000 4.421 1.741 19 7 7 3 0.9956 0.9989 0.0000 7.681 2.488 19 7 39 6
50 0 0.9974 0.9989 0.0000 4.513 1.779 19 7 11 4 0.9957 0.9989 0.0000 7.618 2.474 19 7 39 6
51 0 0.9974 0.9989 0.0000 4.440 1.740 19 7 11 4 0.9957 0.9989 0.0000 7.557 2.460 19 7 39 6
0 0 0.9581 0.9982 0.0000 18.032 3.364 18 4 38 6 0.9581 0.9982 0.0000 18.032 3.364 18 4 38 6
1 0 0.9940 0.9982 0.0000 16.976 3.504 18 4 58 8 0.9761 0.9982 0.0000 17.504 3.434 18 4 38 6
2 0 0.9940 0.9982 0.0000 18.656 3.696 18 4 9 4 0.9821 0.9982 0.0000 17.888 3.521 18 4 38 6
3 0 0.9980 0.9982 0.9980 17.800 3.696 18 4 8 5 0.9860 0.9982 0.0000 17.866 3.565 18 4 38 6
4 0 0.9940 0.9982 0.0000 17.672 3.668 18 4 26 7 0.9876 0.9982 0.0000 17.827 3.586 18 4 38 6

178
build/run_7/regress.sys
View File

@ -14,192 +14,26 @@ building function set(s):
set 0: * / + - exp log area perimeter major minor eccentricity convex extent R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 1288.
no random number seed specfied; using 9642.
creating initial population(s):
7365 trees were generated to fill the population of 5000 (5000 trees).
343 trees were generated to fill the population of 250 (250 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (2s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 6.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 7.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 8.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 9.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 10.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 11.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 16.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 17.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 18.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 21.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 22.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 23.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 24.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 25.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 26.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 27.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 28.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 29.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 30.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 31.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 32.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 33.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 34.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 35.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 36.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 37.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 38.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 39.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 40.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 41.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 42.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 43.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 44.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 45.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 46.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 47.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 48.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 49.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 50.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 51.
evaluation complete. (0s wall)
SYSTEM STATISTICS
------- memory -------
allocated: 62815415
freed: 62767415
not freed: 48000
max allocated: 2516263
malloc'ed blocks: 926027
realloc'ed blocks: 8
free'ed blocks: 926021
------- time -------
overall: 19s wall
evaluation: 15s wall
breeding: 1s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 23680
freed: 23680
allocated: 6000
blocks: 11

36
build/run_8/regress.bst
View File

@ -1,19 +1,33 @@
=== BEST-OF-RUN ===
generation: 4
nodes: 8
depth: 4
hits: 787
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 787
raw fitness: 787.0000
standardized fitness: 787.0000
adjusted fitness: 0.9987
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ -0.85792
(exp (+ (* 0.64177 perimeter) perimeter)))
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
TREE-equ:
y = (-0.85792 / exp(((0.64177 * perimeter) + perimeter)))
y = ((exp((exp((major + eccentricity)) - ((convex / perimeter) * (convex / eccentricity)))) + ((log(log(area)) / ((-0.35858 + extent) / (area - minor))) + (((0.24140 - major) + (perimeter / perimeter)) * (exp(extent) / (eccentricity * eccentricity))))) / log(((exp(log(0.13205)) / exp((major / eccentricity))) / ((exp(minor) / (eccentricity / perimeter)) - (exp(perimeter) * (perimeter * convex))))))

34
build/run_8/regress.fn
View File

@ -1,13 +1,27 @@
Hits: 2053, Total Size: 2810, Percent Hit: 73.060498
CC: 1136
CO: 8
OO: 917
OC: 749
Fitness: 0.998731
Hits: 787
Hits: 2094, Total Size: 2810, Percent Hit: 74.519573
CC: 422
CO: 715
OO: 1672
OC: 1
Fitness: 0.998555
Hits: 691
y = (-0.85792 / exp(((0.64177 * perimeter) + perimeter)))
y = ((exp((exp((major + eccentricity)) - ((convex / perimeter) * (convex / eccentricity)))) + ((log(log(area)) / ((-0.35858 + extent) / (area - minor))) + (((0.24140 - major) + (perimeter / perimeter)) * (exp(extent) / (eccentricity * eccentricity))))) / log(((exp(log(0.13205)) / exp((major / eccentricity))) / ((exp(minor) / (eccentricity / perimeter)) - (exp(perimeter) * (perimeter * convex))))))
(/ -0.85792
(exp (+ (* 0.64177 perimeter) perimeter)))
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))

489
build/run_8/regress.his
View File

@ -1,95 +1,480 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 8
depth: 4
hits: 671
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 671
raw fitness: 671.0000
standardized fitness: 671.0000
adjusted fitness: 0.9985
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(log (exp (* (/ major extent)
(log 0.05707))))
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 1
generation: 1
nodes: 12
depth: 3
hits: 683
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 683
raw fitness: 683.0000
standardized fitness: 683.0000
adjusted fitness: 0.9985
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(* (* (- eccentricity 0.90514)
(+ perimeter 0.31571))
(exp (- perimeter minor)))
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 2
generation: 2
nodes: 13
generation: 0
nodes: 64
depth: 6
hits: 786
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 786
raw fitness: 786.0000
standardized fitness: 786.0000
adjusted fitness: 0.9987
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ -0.89257
(log (/ (log perimeter)
(log (* (+ -0.30896 major)
(exp eccentricity))))))
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 3
generation: 2
nodes: 13
generation: 0
nodes: 64
depth: 6
hits: 786
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 786
raw fitness: 786.0000
standardized fitness: 786.0000
adjusted fitness: 0.9987
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ -0.89257
(log (/ (log perimeter)
(log (* (+ -0.30896 major)
(exp eccentricity))))))
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 4
generation: 4
nodes: 8
depth: 4
hits: 787
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 787
raw fitness: 787.0000
standardized fitness: 787.0000
adjusted fitness: 0.9987
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ -0.85792
(exp (+ (* 0.64177 perimeter) perimeter)))
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 5
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 6
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 7
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 8
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 9
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 10
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 11
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 12
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 13
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))
=== BEST-OF-RUN ===
current generation: 14
generation: 0
nodes: 64
depth: 6
hits: 691
TOP INDIVIDUAL:
-- #1 --
hits: 691
raw fitness: 691.0000
standardized fitness: 691.0000
adjusted fitness: 0.9986
TREE:
(/ (+ (exp (- (exp (+ major eccentricity))
(* (/ convex perimeter)
(/ convex eccentricity))))
(+ (/ (log (log area))
(/ (+ -0.35858 extent)
(- area minor)))
(* (+ (- 0.24140 major)
(/ perimeter perimeter))
(/ (exp extent)
(* eccentricity eccentricity)))))
(log (/ (/ (exp (log 0.13205))
(exp (/ major eccentricity)))
(- (/ (exp minor)
(/ eccentricity perimeter))
(* (exp perimeter)
(* perimeter convex))))))

1986
build/run_8/regress.prg
View File

File diff suppressed because it is too large Load Diff

20
build/run_8/regress.stt
View File

@ -1,6 +1,16 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9602 0.9985 0.0000 18.493 3.474 8 4 69 6 0.9602 0.9985 0.0000 18.493 3.474 8 4 69 6
1 0 0.9894 0.9985 0.0000 16.327 3.510 12 3 15 4 0.9748 0.9985 0.0000 17.410 3.492 12 3 69 6
2 0 0.9910 0.9987 0.0000 15.389 3.559 13 6 83 9 0.9802 0.9987 0.0000 16.736 3.514 13 6 69 6
3 0 0.9920 0.9987 0.0000 15.049 3.664 13 6 45 7 0.9831 0.9987 0.0000 16.314 3.552 13 6 69 6
4 0 0.9930 0.9987 0.0000 14.069 3.659 8 4 20 5 0.9851 0.9987 0.0000 15.865 3.573 8 4 69 6
0 0 0.9900 0.9986 0.0000 15.208 3.088 64 6 54 6 0.9900 0.9986 0.0000 15.208 3.088 64 6 54 6
1 0 0.9900 0.9986 0.0000 14.840 3.160 64 6 20 5 0.9900 0.9986 0.0000 15.024 3.124 64 6 54 6
2 0 0.9900 0.9986 0.0000 15.340 3.456 64 6 25 7 0.9900 0.9986 0.0000 15.129 3.235 64 6 54 6
3 0 0.9820 0.9986 0.0000 16.992 3.688 64 6 22 5 0.9880 0.9986 0.0000 15.595 3.348 64 6 54 6
4 0 0.9900 0.9986 0.0000 17.724 3.448 64 6 20 6 0.9884 0.9986 0.0000 16.021 3.368 64 6 54 6
5 0 0.9820 0.9986 0.0000 18.712 3.536 64 6 75 7 0.9873 0.9986 0.0000 16.469 3.396 64 6 54 6
6 0 0.9940 0.9986 0.0000 14.268 2.968 64 6 13 5 0.9883 0.9986 0.0000 16.155 3.335 64 6 54 6
7 0 0.9940 0.9986 0.0000 14.800 3.036 64 6 97 10 0.9890 0.9986 0.0000 15.986 3.297 64 6 54 6
8 0 0.9980 0.9986 0.9978 15.828 3.188 64 6 97 10 0.9900 0.9986 0.0000 15.968 3.285 64 6 54 6
9 0 0.9980 0.9986 0.9978 17.144 3.392 64 6 69 7 0.9908 0.9986 0.0000 16.086 3.296 64 6 54 6
10 0 0.9900 0.9986 0.0000 19.128 3.760 64 6 77 6 0.9907 0.9986 0.0000 16.362 3.338 64 6 54 6
11 0 0.9980 0.9986 0.9978 19.820 4.052 64 6 104 11 0.9913 0.9986 0.0000 16.650 3.398 64 6 54 6
12 0 0.9940 0.9986 0.0000 22.284 4.416 64 6 57 6 0.9916 0.9986 0.0000 17.084 3.476 64 6 54 6
13 0 0.9940 0.9986 0.0000 21.556 4.424 64 6 30 9 0.9917 0.9986 0.0000 17.403 3.544 64 6 54 6
14 0 0.9940 0.9986 0.0000 21.364 4.424 64 6 15 6 0.9919 0.9986 0.0000 17.667 3.602 64 6 54 6

42
build/run_8/regress.sys
View File

@ -14,26 +14,56 @@ building function set(s):
set 0: * / + - exp log area perimeter major minor eccentricity convex extent R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 556.
no random number seed specfied; using 1894.
creating initial population(s):
7434 trees were generated to fill the population of 5000 (5000 trees).
329 trees were generated to fill the population of 250 (250 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (2s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 6.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 7.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 8.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 9.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 10.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 11.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)

29
build/run_9/regress.bst
View File

@ -1,27 +1,18 @@
=== BEST-OF-RUN ===
generation: 4
nodes: 38
depth: 7
hits: 864
generation: 0
nodes: 6
depth: 2
hits: 516
TOP INDIVIDUAL:
-- #1 --
hits: 864
raw fitness: 864.0000
standardized fitness: 864.0000
adjusted fitness: 0.9988
hits: 516
raw fitness: 516.0000
standardized fitness: 516.0000
adjusted fitness: 0.9981
TREE:
(/ (- (+ extent
(/ (* 0.30748 major)
(+ convex convex)))
(exp (+ (log area)
(log convex))))
(log (+ (- (exp minor)
(/ eccentricity major))
(* (exp (- perimeter major))
(* (/ (exp perimeter) minor)
(* area eccentricity))))))
(exp (/ -0.08841 perimeter))
TREE-equ:
y = (((extent + ((0.30748 * major) / (convex + convex))) - exp((log(area) + log(convex)))) / log(((exp(minor) - (eccentricity / major)) + (exp((perimeter - major)) * ((exp(perimeter) / minor) * (area * eccentricity))))))
y = exp((-0.08841 / perimeter))

27
build/run_9/regress.fn
View File

@ -1,21 +1,12 @@
Hits: 2357, Total Size: 2810, Percent Hit: 83.879004
CC: 1092
CO: 48
OO: 1265
OC: 405
Fitness: 0.998844
Hits: 864
Hits: 1114, Total Size: 2810, Percent Hit: 39.644128
CC: 1114
CO: 0
OO: 0
OC: 1696
Fitness: 0.998066
Hits: 516
y = (((extent + ((0.30748 * major) / (convex + convex))) - exp((log(area) + log(convex)))) / log(((exp(minor) - (eccentricity / major)) + (exp((perimeter - major)) * ((exp(perimeter) / minor) * (area * eccentricity))))))
y = exp((-0.08841 / perimeter))
(/ (- (+ extent
(/ (* 0.30748 major)
(+ convex convex)))
(exp (+ (log area)
(log convex))))
(log (+ (- (exp minor)
(/ eccentricity major))
(* (exp (- perimeter major))
(* (/ (exp perimeter) minor)
(* area eccentricity))))))
(exp (/ -0.08841 perimeter))

249
build/run_9/regress.his
View File

@ -1,252 +1,85 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 34
depth: 5
hits: 779
nodes: 6
depth: 2
hits: 516
TOP INDIVIDUAL:
-- #1 --
hits: 779
raw fitness: 779.0000
standardized fitness: 779.0000
adjusted fitness: 0.9987
hits: 516
raw fitness: 516.0000
standardized fitness: 516.0000
adjusted fitness: 0.9981
TREE:
(* (exp (log (/ (+ convex extent)
(log convex))))
(+ (+ (log (- minor major))
(* (- minor perimeter)
(* 0.51300 major)))
(/ (+ (* convex extent)
(+ perimeter major))
(log (/ eccentricity -0.88950)))))
(exp (/ -0.08841 perimeter))
=== BEST-OF-RUN ===
current generation: 1
generation: 0
nodes: 34
depth: 5
hits: 779
nodes: 6
depth: 2
hits: 516
TOP INDIVIDUAL:
-- #1 --
hits: 779
raw fitness: 779.0000
standardized fitness: 779.0000
adjusted fitness: 0.9987
hits: 516
raw fitness: 516.0000
standardized fitness: 516.0000
adjusted fitness: 0.9981
TREE:
(* (exp (log (/ (+ convex extent)
(log convex))))
(+ (+ (log (- minor major))
(* (- minor perimeter)
(* 0.51300 major)))
(/ (+ (* convex extent)
(+ perimeter major))
(log (/ eccentricity -0.88950)))))
(exp (/ -0.08841 perimeter))
=== BEST-OF-RUN ===
current generation: 2
generation: 0
nodes: 34
depth: 5
hits: 779
nodes: 6
depth: 2
hits: 516
TOP INDIVIDUAL:
-- #1 --
hits: 779
raw fitness: 779.0000
standardized fitness: 779.0000
adjusted fitness: 0.9987
hits: 516
raw fitness: 516.0000
standardized fitness: 516.0000
adjusted fitness: 0.9981
TREE:
(* (exp (log (/ (+ convex extent)
(log convex))))
(+ (+ (log (- minor major))
(* (- minor perimeter)
(* 0.51300 major)))
(/ (+ (* convex extent)
(+ perimeter major))
(log (/ eccentricity -0.88950)))))
(exp (/ -0.08841 perimeter))
=== BEST-OF-RUN ===
current generation: 3
generation: 0
nodes: 34
depth: 5
hits: 779
nodes: 6
depth: 2
hits: 516
TOP INDIVIDUAL:
-- #1 --
hits: 779
raw fitness: 779.0000
standardized fitness: 779.0000
adjusted fitness: 0.9987
hits: 516
raw fitness: 516.0000
standardized fitness: 516.0000
adjusted fitness: 0.9981
TREE:
(* (exp (log (/ (+ convex extent)
(log convex))))
(+ (+ (log (- minor major))
(* (- minor perimeter)
(* 0.51300 major)))
(/ (+ (* convex extent)
(+ perimeter major))
(log (/ eccentricity -0.88950)))))
(exp (/ -0.08841 perimeter))
=== BEST-OF-RUN ===
current generation: 4
generation: 4
nodes: 38
depth: 7
hits: 864
generation: 0
nodes: 6
depth: 2
hits: 516
TOP INDIVIDUAL:
-- #1 --
hits: 864
raw fitness: 864.0000
standardized fitness: 864.0000
adjusted fitness: 0.9988
hits: 516
raw fitness: 516.0000
standardized fitness: 516.0000
adjusted fitness: 0.9981
TREE:
(/ (- (+ extent
(/ (* 0.30748 major)
(+ convex convex)))
(exp (+ (log area)
(log convex))))
(log (+ (- (exp minor)
(/ eccentricity major))
(* (exp (- perimeter major))
(* (/ (exp perimeter) minor)
(* area eccentricity))))))
=== BEST-OF-RUN ===
current generation: 5
generation: 4
nodes: 38
depth: 7
hits: 864
TOP INDIVIDUAL:
-- #1 --
hits: 864
raw fitness: 864.0000
standardized fitness: 864.0000
adjusted fitness: 0.9988
TREE:
(/ (- (+ extent
(/ (* 0.30748 major)
(+ convex convex)))
(exp (+ (log area)
(log convex))))
(log (+ (- (exp minor)
(/ eccentricity major))
(* (exp (- perimeter major))
(* (/ (exp perimeter) minor)
(* area eccentricity))))))
=== BEST-OF-RUN ===
current generation: 6
generation: 4
nodes: 38
depth: 7
hits: 864
TOP INDIVIDUAL:
-- #1 --
hits: 864
raw fitness: 864.0000
standardized fitness: 864.0000
adjusted fitness: 0.9988
TREE:
(/ (- (+ extent
(/ (* 0.30748 major)
(+ convex convex)))
(exp (+ (log area)
(log convex))))
(log (+ (- (exp minor)
(/ eccentricity major))
(* (exp (- perimeter major))
(* (/ (exp perimeter) minor)
(* area eccentricity))))))
=== BEST-OF-RUN ===
current generation: 7
generation: 4
nodes: 38
depth: 7
hits: 864
TOP INDIVIDUAL:
-- #1 --
hits: 864
raw fitness: 864.0000
standardized fitness: 864.0000
adjusted fitness: 0.9988
TREE:
(/ (- (+ extent
(/ (* 0.30748 major)
(+ convex convex)))
(exp (+ (log area)
(log convex))))
(log (+ (- (exp minor)
(/ eccentricity major))
(* (exp (- perimeter major))
(* (/ (exp perimeter) minor)
(* area eccentricity))))))
=== BEST-OF-RUN ===
current generation: 8
generation: 4
nodes: 38
depth: 7
hits: 864
TOP INDIVIDUAL:
-- #1 --
hits: 864
raw fitness: 864.0000
standardized fitness: 864.0000
adjusted fitness: 0.9988
TREE:
(/ (- (+ extent
(/ (* 0.30748 major)
(+ convex convex)))
(exp (+ (log area)
(log convex))))
(log (+ (- (exp minor)
(/ eccentricity major))
(* (exp (- perimeter major))
(* (/ (exp perimeter) minor)
(* area eccentricity))))))
=== BEST-OF-RUN ===
current generation: 9
generation: 4
nodes: 38
depth: 7
hits: 864
TOP INDIVIDUAL:
-- #1 --
hits: 864
raw fitness: 864.0000
standardized fitness: 864.0000
adjusted fitness: 0.9988
TREE:
(/ (- (+ extent
(/ (* 0.30748 major)
(+ convex convex)))
(exp (+ (log area)
(log convex))))
(log (+ (- (exp minor)
(/ eccentricity major))
(* (exp (- perimeter major))
(* (/ (exp perimeter) minor)
(* area eccentricity))))))
(exp (/ -0.08841 perimeter))

1990
build/run_9/regress.prg
View File

File diff suppressed because it is too large Load Diff

15
build/run_9/regress.stt
View File

@ -1,11 +1,6 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9592 0.9987 0.0000 17.982 3.457 34 5 77 6 0.9592 0.9987 0.0000 17.982 3.457 34 5 77 6
1 0 0.9910 0.9987 0.0000 15.593 3.473 34 5 30 6 0.9751 0.9987 0.0000 16.787 3.465 34 5 77 6
2 0 0.9896 0.9987 0.0000 14.922 3.535 34 5 19 9 0.9799 0.9987 0.0000 16.166 3.488 34 5 77 6
3 0 0.9928 0.9987 0.0000 14.102 3.515 34 5 9 4 0.9831 0.9987 0.0000 15.650 3.495 34 5 77 6
4 0 0.9930 0.9988 0.0000 13.677 3.513 38 7 28 6 0.9851 0.9988 0.0000 15.255 3.499 38 7 77 6
5 0 0.9944 0.9988 0.0000 12.669 3.461 38 7 69 10 0.9867 0.9988 0.0000 14.824 3.492 38 7 77 6
6 0 0.9942 0.9988 0.0000 11.886 3.369 38 7 68 11 0.9877 0.9988 0.0000 14.405 3.475 38 7 77 6
7 0 0.9954 0.9988 0.0000 11.232 3.285 38 7 60 9 0.9887 0.9988 0.0000 14.008 3.451 38 7 77 6
8 0 0.9946 0.9988 0.0000 10.508 3.209 38 7 17 6 0.9893 0.9988 0.0000 13.619 3.424 38 7 77 6
9 0 0.9960 0.9988 0.0000 9.943 3.096 38 7 35 9 0.9900 0.9988 0.0000 13.252 3.391 38 7 77 6
0 0 0.9501 0.9981 0.0000 16.944 3.276 6 2 21 5 0.9501 0.9981 0.0000 16.944 3.276 6 2 21 5
1 0 0.9901 0.9981 0.0000 13.344 3.232 6 2 62 9 0.9701 0.9981 0.0000 15.144 3.254 6 2 21 5
2 0 0.9940 0.9981 0.0000 11.828 3.164 6 2 17 10 0.9781 0.9981 0.0000 14.039 3.224 6 2 21 5
3 0 0.9980 0.9981 0.9979 13.264 3.396 6 2 21 7 0.9831 0.9981 0.0000 13.845 3.267 6 2 21 5
4 0 0.9940 0.9981 0.0000 13.364 3.304 6 2 81 10 0.9853 0.9981 0.0000 13.749 3.274 6 2 21 5

27
build/run_9/regress.sys
View File

@ -14,41 +14,26 @@ building function set(s):
set 0: * / + - exp log area perimeter major minor eccentricity convex extent R
tree 0 uses function set 0.
function set complete.
no random number seed specfied; using 3876.
no random number seed specfied; using 343.
creating initial population(s):
7345 trees were generated to fill the population of 5000 (5000 trees).
322 trees were generated to fill the population of 250 (250 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (2s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (1s wall)
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 6.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 7.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 8.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 9.
evaluation complete. (1s wall)
breeding complete. (0s wall)

4
input.file
View File

@ -6,8 +6,8 @@ num_threads = 8
### sample input parameter file for symbolic regression.
###
pop_size = 5000
max_generations = 51
pop_size = 250
max_generations = 50
elitism = 2
# random_seed = 1234567890

6
src/runner/main.cpp
View File

@ -17,6 +17,7 @@
#include "blt/std/assert.h"
#include "blt/std/memory.h"
#include "blt/std/types.h"
#include <aggregation.h>
#include <blt/fs/loader.h>
#include <blt/parse/argparse.h>
#include <blt/profiling/profiler_v2.h>
@ -36,7 +37,6 @@
#include <sys/wait.h>
#include <thread>
#include <unistd.h>
#include <aggregation.h>
class child_t
{
@ -448,5 +448,7 @@ int main(int argc, const char** argv)
}
}
init_sockets(args);
process_files(args.get<std::string>("--out_file"), args.get<std::string>("--write_file"), args.get<int>("--num_pops"));
process_files(args.get<std::string>("--out_file"),
args.get<std::string>("--write_file"),
args.get<int>("--num_pops"));
}