main
Brett 2024-02-16 00:05:14 -05:00
parent 6d5392e0f5
commit 24444ba598
182 changed files with 53261 additions and 497 deletions

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@ -5,6 +5,7 @@ option(ENABLE_ADDRSAN "Enable the address sanitizer" OFF)
option(ENABLE_UBSAN "Enable the ub sanitizer" OFF)
option(ENABLE_TSAN "Enable the thread data race sanitizer" OFF)
option(PART_B "Build for part B version of the assignment" ON)
option(SOURCE_RELATIVE "Use the cmake source directory as a base" ON)
set(CMAKE_CXX_STANDARD 17)
set(CMAKE_C_STANDARD 11)
@ -16,6 +17,10 @@ add_compile_definitions(USEVFORK POSIX_MT RANDOMSEEDTIME)
if (PART_B)
add_compile_definitions(PART_B)
endif ()
if (SOURCE_RELATIVE)
add_compile_definitions(SOURCE_DIR=\"${CMAKE_SOURCE_DIR}\")
add_compile_definitions(BUILD_DIR=\"${CMAKE_BINARY_DIR}\")
endif ()
message("${CMAKE_C_FLAGS}")
find_package(Threads)

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,brett,laforge,15.02.2024 20:22,file:///home/brett/.config/libreoffice/4;

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,brett,laforge,15.02.2024 22:10,file:///home/brett/.config/libreoffice/4;

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Generation limit Mean: 41
Generation limit Mode: 50 (6)
Runs Generation Count Mean: 41
Runs Generation Count Mode: 50 occurred (6) time(s)
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0 0.00011 0 13.1397 3.6747 18 4 19 4 0 0.00011 0 13.1397 3.6747 18 4 19 4
1 0 0 0.00011 0 13.3235 4.1582 17 4 14 5 0 0.00011 0 13.2316 3.9166 17 3 19 4

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,brett,laforge,15.02.2024 22:10,file:///home/brett/.config/libreoffice/4;

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Generation limit Mean: 33
Generation limit Mode: 50 (4)
Runs Generation Count Mean: 33
Runs Generation Count Mode: 50 occurred (4) time(s)
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0 0.0001 0 13.1071 3.6725 20 4 20 5 0 0.0001 0 13.1071 3.6725 20 4 20 5
1 0 0 0.0001 0 13.1825 4.1323 18 4 20 5 0 0.0001 0 13.1448 3.9026 18 4 20 5

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,brett,laforge,15.02.2024 22:09,file:///home/brett/.config/libreoffice/4;

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Generation limit Mean: 42
Generation limit Mode: 50 (7)
Runs Generation Count Mean: 42
Runs Generation Count Mode: 50 occurred (7) time(s)
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0 0.00013 0 13.0037 3.6679 21 4 22 5 0 0.00013 0 13.0037 3.6679 21 4 22 5
1 0 0 0.00011 0 12.3673 3.8668 22 4 9 4 0 0.00013 0 12.6854 3.7673 21 4 20 5

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,brett,laforge,15.02.2024 22:09,file:///home/brett/.config/libreoffice/4;

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Generation limit Mean: 34
Generation limit Mode: 50 (4)
Runs Generation Count Mean: 34
Runs Generation Count Mode: 50 occurred (4) time(s)
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0 0.00011 0 12.9823 3.6655 14 4 23 5 0 0.00011 0 12.9823 3.6655 14 4 23 5
1 0 0 0.00013 0 12.2965 3.8626 13 4 17 5 0 0.00013 0 12.6393 3.7639 13 4 25 6

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Runs Generation Count Mean: 51
Runs Generation Count Mode: 51 occurred (10) time(s)
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9575 0.99862 0 18.3459 3.4711 37 4 54 5 0.9575 0.99862 0 18.3459 3.4711 37 4 54 5
1 0 0.98993 0.99862 0 16.9971 3.6345 36 4 38 6 0.97372 0.99862 0 17.6714 3.5528 36 4 54 5
2 0 0.99006 0.99866 0 16.6695 3.777 29 4 29 5 0.97918 0.99866 0 17.3373 3.6275 29 4 54 5
3 0 0.99242 0.9987 0 16.2876 3.8749 24 6 25 5 0.98248 0.9987 0 17.075 3.6895 24 6 54 5
4 0 0.99214 0.99874 0 16.066 3.96 20 5 40 7 0.98442 0.99874 0 16.8732 3.7437 20 5 54 5
5 0 0.99265 0.99876 0 15.8332 4.0232 18 5 46 8 0.98577 0.99876 0 16.6996 3.7902 18 5 54 5
6 0 0.99325 0.99878 0 15.6102 4.085 22 6 48 8 0.98685 0.99878 0 16.5441 3.8322 22 6 54 5
7 0 0.99364 0.99879 0 15.3205 4.1146 22 5 41 8 0.9877 0.99879 0 16.3913 3.8676 22 5 54 5
8 0 0.9939 0.99882 0 15.1156 4.1637 20 5 36 7 0.9884 0.99882 0 16.2496 3.9004 20 5 54 5
9 0 0.99398 0.99882 0 14.7068 4.1495 20 5 38 7 0.98892 0.99882 0 16.0953 3.9255 20 5 54 5
10 0 0.99455 0.99882 0 14.6281 4.1823 23 5 37 8 0.98945 0.99882 0 15.9619 3.9487 23 5 54 5
11 0 0.99421 0.99883 0 14.4593 4.2159 22 6 39 8 0.98985 0.99883 0 15.8367 3.9709 22 6 54 5
12 0 0.99442 0.99883 0 14.2111 4.2177 22 6 30 7 0.9902 0.99883 0 15.7116 3.99 22 6 54 5
13 0 0.99495 0.99884 0 13.9368 4.2122 22 5 46 10 0.99053 0.99884 0 15.5847 4.006 22 5 54 5
14 0 0.99472 0.99884 0 13.691 4.1929 23 6 39 8 0.99083 0.99884 0 15.4586 4.0181 23 6 54 5
15 0 0.99483 0.99884 0 13.4827 4.1906 23 6 24 7 0.99108 0.99884 0 15.335 4.029 23 6 54 5
16 0 0.99492 0.99884 0 13.3521 4.1827 23 6 28 8 0.99131 0.99884 0 15.2186 4.0382 23 6 54 5
17 0 0.995 0.99884 0 13.089 4.1552 23 6 40 9 0.99149 0.99884 0 15.1002 4.0445 23 6 54 5
18 0 0.99578 0.99884 0 12.9875 4.1541 23 6 47 10 0.99173 0.99884 0 14.9891 4.0503 23 6 54 5
19 0 0.99587 0.99884 0 12.7768 4.1332 22 6 47 10 0.99193 0.99884 0 14.8785 4.0546 22 6 54 5
20 0 0.9954 0.99884 0 12.5131 4.0964 22 6 47 10 0.9921 0.99884 0 14.7658 4.0566 22 6 54 5
21 0 0.99605 0.99884 0 12.3742 4.0893 22 6 25 7 0.99228 0.99884 0 14.657 4.058 22 6 54 5
22 0 0.99609 0.99884 0 12.1783 4.0639 22 6 33 10 0.99245 0.99884 0 14.5492 4.0583 22 6 54 5
23 0 0.99626 0.99884 0 12.068 4.0522 22 6 30 8 0.9926 0.99884 0 14.4459 4.0581 22 6 54 5
24 0 0.99567 0.99884 0 11.8768 4.0239 21 6 30 8 0.99274 0.99884 0 14.343 4.0568 21 6 54 5
25 0 0.99609 0.99885 0 11.6883 4.0045 18 6 26 7 0.99286 0.99885 0 14.241 4.0546 18 6 54 5
26 0 0.9962 0.99885 0 11.5726 3.9884 18 6 30 8 0.99297 0.99885 0 14.1423 4.0521 18 6 54 5
27 0 0.9963 0.99885 0 11.3122 3.9418 19 6 32 7 0.99312 0.99885 0 14.0412 4.0481 19 6 54 5
28 0 0.99643 0.99885 0 11.0671 3.9068 19 6 22 7 0.99322 0.99885 0 13.9385 4.0434 19 6 54 5
29 0 0.99631 0.99885 0 11.007 3.902 20 7 36 9 0.99332 0.99885 0 13.8408 4.0386 20 7 54 5
30 0 0.99637 0.99885 0 10.8902 3.8835 20 7 34 9 0.99342 0.99885 0 13.7456 4.0337 20 7 54 5
31 0 0.99634 0.99885 0 10.8467 3.8913 19 6 27 8 0.99352 0.99885 0 13.6551 4.0293 19 6 54 5
32 0 0.99589 0.99885 0 10.6826 3.853 19 6 41 11 0.99357 0.99885 0 13.5649 4.0239 19 6 54 5
33 0 0.99645 0.99886 0 10.5358 3.8248 17 6 28 8 0.99366 0.99886 0 13.4759 4.018 17 6 54 5
34 0 0.99646 0.99886 0 10.4165 3.7992 21 7 42 11 0.99374 0.99886 0 13.3886 4.0117 21 7 54 5
35 0 0.99658 0.99886 0 10.2861 3.7697 21 7 23 8 0.99382 0.99886 0 13.3022 4.0049 21 7 54 5
36 0 0.99662 0.99888 0 10.0542 3.7157 19 7 23 7 0.99389 0.99888 0 13.2143 3.9972 19 7 54 5
37 0 0.99682 0.99888 0 9.956 3.6938 19 7 22 7 0.99398 0.99888 0 13.1287 3.9892 19 7 54 5
38 0 0.99629 0.99889 0 9.8289 3.6709 19 7 21 6 0.99403 0.99889 0 13.0441 3.981 19 7 54 5
39 0 0.99674 0.99889 0 9.7076 3.6416 19 7 18 5 0.99411 0.99889 0 12.9609 3.9725 19 7 54 5
40 0 0.99657 0.99889 0 9.574 3.6042 19 7 24 8 0.99417 0.99889 0 12.8782 3.9636 19 7 54 5
41 0 0.99679 0.99889 0 9.4478 3.5743 19 7 24 8 0.99422 0.99889 0 12.7965 3.9544 19 7 54 5
42 0 0.99671 0.99889 0 9.3292 3.545 19 7 19 7 0.99428 0.99889 0 12.7159 3.9447 19 7 54 5
43 0 0.99633 0.99889 0 9.2288 3.5123 19 7 20 6 0.99434 0.99889 0 12.6365 3.9349 19 7 54 5
44 0 0.9968 0.99889 0 9.0397 3.4644 19 7 23 6 0.99437 0.99889 0 12.5566 3.9245 19 7 54 5
45 0 0.99695 0.99889 0 8.9201 3.4359 19 7 19 7 0.99446 0.99889 0 12.4777 3.9138 19 7 54 5
46 0 0.99701 0.99889 0 8.8321 3.4141 19 7 29 7 0.99449 0.99889 0 12.4001 3.9033 19 7 54 5
47 0 0.99709 0.99889 0.09851 8.8334 3.4185 19 7 22 7 0.99456 0.99889 0 12.3257 3.8931 19 7 54 5
48 0 0.99705 0.9989 0 8.7481 3.3989 22 8 23 7 0.99461 0.9989 0 12.2527 3.8831 22 8 54 5
49 0 0.99701 0.9989 0 8.6725 3.3714 22 8 35 9 0.99465 0.9989 0 12.1812 3.8729 22 8 54 5
50 0 0.99703 0.9989 0 8.5735 3.3338 22 8 25 7 0.99469 0.9989 0 12.1104 3.8622 22 8 54 5
51 0 0.99685 0.9989 0 8.4716 3.3038 22 8 18 6 0.99475 0.9989 0 12.0403 3.8516 22 8 54 5
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Run(RV)/(PV) CC CO OO OC
0 1073 71 1510 156
1 970 178 1578 84
2 1048 82 1529 151
3 1034 93 1531 152
4 1005 148 1595 62
5 1047 82 1520 161
6 1030 79 1557 144
7 970 193 1600 47
8 1009 104 1537 160
9 1040 108 1410 252
Total results:
CC CO OO OC
10226 1138 15367 1369
Averaged results:
CC CO OO OC
1022 113 1536 136
Average Hits Per Run: 2559
Average Tests Per Run: 2810
Average % Correct Per Run: 0.910676
Total Hits(All runs combined): 25593
Total Tests(All runs combined): 28100
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=== BEST-OF-RUN ===
generation: 19
nodes: 19
depth: 6
hits: 940
TOP INDIVIDUAL:
-- #1 --
hits: 940
raw fitness: 940.0000
standardized fitness: 940.0000
adjusted fitness: 0.9989
TREE:
(- (+ (* 0.00647 convex)
(+ (/ (log (- minor area))
(/ perimeter -0.91529))
(* eccentricity
(exp 0.91780)))) minor)
TREE-equ:
y = (((0.00647 * convex) + ((log((minor - area)) / (perimeter / -0.91529)) + (eccentricity * exp(0.91780)))) - minor)

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Hits: 2583, Total Size: 2810, Percent Hit: 91.921708
CC: 1073
CO: 71
OO: 1510
OC: 156
Fitness: 0.998937
Hits: 940
y = (((0.00647 * convex) + ((log((minor - area)) / (perimeter / -0.91529)) + (eccentricity * exp(0.91780)))) - minor)
(- (+ (* 0.00647 convex)
(+ (/ (log (- minor area))
(/ perimeter -0.91529))
(* eccentricity
(exp 0.91780)))) minor)

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GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9618 0.9987 0.0000 18.488 3.483 53 6 63 6 0.9618 0.9987 0.0000 18.488 3.483 53 6 63 6
1 0 0.9906 0.9987 0.0000 17.299 3.671 53 6 26 5 0.9762 0.9987 0.0000 17.893 3.577 53 6 63 6
2 0 0.9882 0.9987 0.0000 17.491 3.888 53 6 68 9 0.9802 0.9987 0.0000 17.759 3.681 53 6 63 6
3 0 0.9912 0.9988 0.0000 17.086 3.961 33 9 26 5 0.9829 0.9988 0.0000 17.591 3.751 33 9 63 6
4 0 0.9928 0.9988 0.0000 16.699 4.059 33 9 35 6 0.9849 0.9988 0.0000 17.412 3.812 33 9 63 6
5 0 0.9928 0.9988 0.0000 15.972 4.063 33 9 10 6 0.9862 0.9988 0.0000 17.172 3.854 33 9 63 6
6 0 0.9942 0.9988 0.0000 15.950 4.146 33 9 96 10 0.9874 0.9988 0.0000 16.998 3.896 33 9 63 6
7 0 0.9942 0.9989 0.0000 15.586 4.146 29 6 9 4 0.9882 0.9989 0.0000 16.821 3.927 29 6 63 6
8 0 0.9949 0.9989 0.0000 15.379 4.212 29 6 47 7 0.9890 0.9989 0.0000 16.661 3.959 29 6 63 6
9 0 0.9956 0.9989 0.0000 15.077 4.218 29 6 37 10 0.9896 0.9989 0.0000 16.503 3.985 29 6 63 6
10 0 0.9948 0.9989 0.0000 14.704 4.213 29 6 41 10 0.9901 0.9989 0.0000 16.339 4.005 29 6 63 6
11 0 0.9947 0.9989 0.0000 14.516 4.244 29 6 23 6 0.9905 0.9989 0.0000 16.187 4.025 29 6 63 6
12 0 0.9941 0.9989 0.0000 14.579 4.314 29 6 15 5 0.9908 0.9989 0.0000 16.063 4.048 29 6 63 6
13 0 0.9948 0.9989 0.0000 14.089 4.274 29 6 68 11 0.9910 0.9989 0.0000 15.922 4.064 29 6 63 6
14 0 0.9932 0.9989 0.0000 14.164 4.296 29 6 25 6 0.9912 0.9989 0.0000 15.805 4.079 29 6 63 6
15 0 0.9960 0.9989 0.0000 13.747 4.248 28 8 21 9 0.9915 0.9989 0.0000 15.677 4.090 28 8 63 6
16 0 0.9965 0.9989 0.0000 13.550 4.230 28 8 16 7 0.9918 0.9989 0.0000 15.551 4.098 28 8 63 6
17 0 0.9954 0.9989 0.0000 13.191 4.178 28 8 24 6 0.9920 0.9989 0.0000 15.420 4.102 28 8 63 6
18 0 0.9964 0.9989 0.0000 13.668 4.291 28 8 34 9 0.9922 0.9989 0.0000 15.328 4.112 28 8 63 6
19 0 0.9976 0.9989 0.0000 13.281 4.222 19 6 132 13 0.9925 0.9989 0.0000 15.226 4.118 19 6 63 6
20 0 0.9954 0.9989 0.0000 12.794 4.144 19 6 69 11 0.9926 0.9989 0.0000 15.110 4.119 19 6 63 6
21 0 0.9962 0.9989 0.0000 12.502 4.087 19 6 23 8 0.9928 0.9989 0.0000 14.991 4.118 19 6 63 6
22 0 0.9960 0.9989 0.0000 12.348 4.027 19 6 23 11 0.9929 0.9989 0.0000 14.876 4.114 19 6 63 6
23 0 0.9959 0.9989 0.0000 12.097 4.014 19 6 34 10 0.9930 0.9989 0.0000 14.761 4.110 19 6 63 6
24 0 0.9949 0.9989 0.0000 11.879 4.003 19 6 27 8 0.9931 0.9989 0.0000 14.645 4.105 19 6 63 6
25 0 0.9958 0.9989 0.0000 11.695 3.958 19 6 27 8 0.9932 0.9989 0.0000 14.532 4.100 19 6 63 6
26 0 0.9962 0.9989 0.0000 11.848 4.015 19 6 64 13 0.9933 0.9989 0.0000 14.433 4.096 19 6 63 6
27 0 0.9968 0.9989 0.0000 11.383 3.898 19 6 19 7 0.9935 0.9989 0.0000 14.324 4.089 19 6 63 6
28 0 0.9972 0.9989 0.0000 11.005 3.853 19 6 19 8 0.9936 0.9989 0.0000 14.209 4.081 19 6 63 6
29 0 0.9966 0.9989 0.0000 11.062 3.875 19 6 34 10 0.9937 0.9989 0.0000 14.104 4.074 19 6 63 6
30 0 0.9960 0.9989 0.0000 10.873 3.833 19 6 23 8 0.9938 0.9989 0.0000 14.000 4.067 19 6 63 6
31 0 0.9968 0.9989 0.0000 10.729 3.830 19 6 11 4 0.9939 0.9989 0.0000 13.898 4.059 19 6 63 6
32 0 0.9965 0.9989 0.0000 10.552 3.776 19 6 45 12 0.9939 0.9989 0.0000 13.796 4.051 19 6 63 6
33 0 0.9967 0.9989 0.0000 10.533 3.789 19 6 17 7 0.9940 0.9989 0.0000 13.700 4.043 19 6 63 6
34 0 0.9965 0.9989 0.0000 10.543 3.790 19 6 64 17 0.9941 0.9989 0.0000 13.610 4.036 19 6 63 6
35 0 0.9962 0.9989 0.0000 10.345 3.731 19 6 23 10 0.9941 0.9989 0.0000 13.520 4.027 19 6 63 6
36 0 0.9978 0.9989 0.0000 10.037 3.660 19 6 21 8 0.9942 0.9989 0.0000 13.425 4.017 19 6 63 6
37 0 0.9968 0.9989 0.0000 9.872 3.628 19 6 35 10 0.9943 0.9989 0.0000 13.332 4.007 19 6 63 6
38 0 0.9964 0.9989 0.0000 9.538 3.567 19 6 9 3 0.9944 0.9989 0.0000 13.235 3.996 19 6 63 6
39 0 0.9970 0.9989 0.0000 9.238 3.483 19 6 11 5 0.9944 0.9989 0.0000 13.135 3.983 19 6 63 6
40 0 0.9972 0.9989 0.0000 9.203 3.458 19 6 10 5 0.9945 0.9989 0.0000 13.039 3.970 19 6 63 6
41 0 0.9974 0.9989 0.0000 9.174 3.481 19 6 30 13 0.9946 0.9989 0.0000 12.947 3.959 19 6 63 6
42 0 0.9974 0.9989 0.0000 8.983 3.437 19 6 32 11 0.9946 0.9989 0.0000 12.855 3.946 19 6 63 6
43 0 0.9972 0.9989 0.0000 8.842 3.380 19 6 18 6 0.9947 0.9989 0.0000 12.763 3.934 19 6 63 6
44 0 0.9968 0.9989 0.0000 8.813 3.394 19 6 13 5 0.9947 0.9989 0.0000 12.676 3.922 19 6 63 6
45 0 0.9974 0.9989 0.0000 8.676 3.344 19 6 7 3 0.9948 0.9989 0.0000 12.589 3.909 19 6 63 6
46 0 0.9968 0.9989 0.0000 8.582 3.335 19 6 20 6 0.9948 0.9989 0.0000 12.503 3.897 19 6 63 6
47 0 0.9980 0.9989 0.9851 8.473 3.303 19 6 7 3 0.9949 0.9989 0.0000 12.419 3.884 19 6 63 6
48 0 0.9976 0.9989 0.0000 8.368 3.257 19 6 34 9 0.9950 0.9989 0.0000 12.337 3.872 19 6 63 6
49 0 0.9974 0.9989 0.0000 8.224 3.220 19 6 32 12 0.9950 0.9989 0.0000 12.255 3.859 19 6 63 6
50 0 0.9972 0.9989 0.0000 8.125 3.180 19 6 28 10 0.9950 0.9989 0.0000 12.174 3.845 19 6 63 6
51 0 0.9970 0.9989 0.0000 7.994 3.160 19 6 21 6 0.9951 0.9989 0.0000 12.093 3.832 19 6 63 6

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[ lil-gp Genetic Programming System.
[ Portions copyright (c) 1995 Michigan State University. All rights reserved.
[ kernel version 1.0; 11 July 1995.
initialization:
parameter database.
ephemeral random constants.
generation spaces.
updating function set(s):
set 0: removed.
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 330.
creating initial population(s):
7336 trees were generated to fill the population of 5000 (5000 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (0s wall)
breeding complete. (1s 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. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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: 80782980
freed: 80734980
not freed: 48000
max allocated: 2564518
malloc'ed blocks: 846542
realloc'ed blocks: 7
free'ed blocks: 846536
------- time -------
overall: 18s wall
evaluation: 17s wall
breeding: 1s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 8393
freed: 8393
allocated: 5500
blocks: 10

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@ -0,0 +1,19 @@
=== BEST-OF-RUN ===
generation: 38
nodes: 10
depth: 5
hits: 901
TOP INDIVIDUAL:
-- #1 --
hits: 901
raw fitness: 901.0000
standardized fitness: 901.0000
adjusted fitness: 0.9989
TREE:
(log (exp (* (/ (* major eccentricity) -0.57094)
(exp eccentricity))))
TREE-equ:
y = log(exp((((major * eccentricity) / -0.57094) * exp(eccentricity))))

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@ -0,0 +1,13 @@
Hits: 2548, Total Size: 2810, Percent Hit: 90.676157
CC: 970
CO: 178
OO: 1578
OC: 84
Fitness: 0.998891
Hits: 901
y = log(exp((((major * eccentricity) / -0.57094) * exp(eccentricity))))
(log (exp (* (/ (* major eccentricity) -0.57094)
(exp eccentricity))))

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@ -0,0 +1,53 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9540 0.9985 0.0000 18.733 3.529 54 5 76 6 0.9540 0.9985 0.0000 18.733 3.529 54 5 76 6
1 0 0.9906 0.9985 0.0000 17.523 3.717 54 5 47 5 0.9723 0.9985 0.0000 18.128 3.623 54 5 76 6
2 0 0.9896 0.9985 0.0000 17.415 3.889 54 5 6 3 0.9781 0.9985 0.0000 17.890 3.712 54 5 76 6
3 0 0.9937 0.9985 0.0000 16.535 3.907 24 7 25 5 0.9820 0.9985 0.0000 17.551 3.761 24 7 76 6
4 0 0.9934 0.9985 0.0000 16.304 3.996 24 7 14 5 0.9843 0.9985 0.0000 17.302 3.808 24 7 76 6
5 0 0.9914 0.9987 0.0000 16.237 4.083 5 3 21 8 0.9854 0.9987 0.0000 17.124 3.854 5 3 76 6
6 0 0.9922 0.9987 0.0000 15.661 4.084 5 3 31 7 0.9864 0.9987 0.0000 16.915 3.887 5 3 76 6
7 0 0.9933 0.9987 0.0000 15.666 4.148 5 3 23 8 0.9873 0.9987 0.0000 16.759 3.919 5 3 76 6
8 0 0.9928 0.9988 0.0000 15.550 4.199 17 4 31 9 0.9879 0.9988 0.0000 16.625 3.950 17 4 76 6
9 0 0.9937 0.9988 0.0000 15.530 4.237 17 4 68 13 0.9884 0.9988 0.0000 16.515 3.979 17 4 76 6
10 0 0.9937 0.9988 0.0000 15.895 4.351 17 4 40 6 0.9889 0.9988 0.0000 16.459 4.013 17 4 76 6
11 0 0.9947 0.9988 0.0000 15.716 4.415 17 4 20 6 0.9894 0.9988 0.0000 16.397 4.046 17 4 76 6
12 0 0.9923 0.9988 0.0000 15.537 4.392 17 4 20 6 0.9896 0.9988 0.0000 16.331 4.073 17 4 76 6
13 0 0.9947 0.9988 0.0000 15.273 4.407 17 4 53 9 0.9900 0.9988 0.0000 16.255 4.097 17 4 76 6
14 0 0.9950 0.9988 0.0000 15.140 4.376 17 4 59 14 0.9903 0.9988 0.0000 16.181 4.115 17 4 76 6
15 0 0.9932 0.9988 0.0000 14.872 4.384 17 4 15 5 0.9905 0.9988 0.0000 16.099 4.132 17 4 76 6
16 0 0.9954 0.9988 0.0000 14.899 4.417 17 4 34 13 0.9908 0.9988 0.0000 16.029 4.149 17 4 76 6
17 0 0.9940 0.9988 0.0000 14.241 4.282 17 4 33 10 0.9910 0.9988 0.0000 15.929 4.156 17 4 76 6
18 0 0.9960 0.9988 0.0000 14.244 4.307 17 4 72 17 0.9912 0.9988 0.0000 15.841 4.164 17 4 76 6
19 0 0.9962 0.9988 0.0000 14.088 4.322 17 4 61 13 0.9915 0.9988 0.0000 15.753 4.172 17 4 76 6
20 0 0.9946 0.9988 0.0000 14.002 4.375 17 4 41 13 0.9916 0.9988 0.0000 15.669 4.182 17 4 76 6
21 0 0.9958 0.9988 0.0000 13.956 4.409 17 4 37 13 0.9918 0.9988 0.0000 15.592 4.192 17 4 76 6
22 0 0.9973 0.9988 0.0000 13.532 4.331 17 4 44 13 0.9921 0.9988 0.0000 15.502 4.198 17 4 76 6
23 0 0.9959 0.9988 0.0000 13.183 4.273 17 4 37 10 0.9922 0.9988 0.0000 15.405 4.201 17 4 76 6
24 0 0.9956 0.9988 0.0000 12.949 4.233 17 4 23 8 0.9923 0.9988 0.0000 15.307 4.203 17 4 76 6
25 0 0.9962 0.9988 0.0000 13.152 4.291 17 4 10 4 0.9925 0.9988 0.0000 15.224 4.206 17 4 76 6
26 0 0.9960 0.9988 0.0000 12.875 4.230 17 4 38 10 0.9926 0.9988 0.0000 15.137 4.207 17 4 76 6
27 0 0.9952 0.9988 0.0000 12.416 4.162 17 4 19 6 0.9927 0.9988 0.0000 15.040 4.205 17 4 76 6
28 0 0.9960 0.9988 0.0000 12.326 4.176 17 4 29 7 0.9928 0.9988 0.0000 14.947 4.204 17 4 76 6
29 0 0.9958 0.9988 0.0000 12.064 4.151 17 4 39 13 0.9929 0.9988 0.0000 14.850 4.202 17 4 76 6
30 0 0.9954 0.9988 0.0000 11.987 4.130 17 4 31 17 0.9930 0.9988 0.0000 14.758 4.200 17 4 76 6
31 0 0.9960 0.9988 0.0000 11.821 4.080 17 4 25 10 0.9931 0.9988 0.0000 14.666 4.196 17 4 76 6
32 0 0.9948 0.9988 0.0000 11.628 4.062 17 4 68 15 0.9931 0.9988 0.0000 14.574 4.192 17 4 76 6
33 0 0.9949 0.9988 0.0000 11.482 4.013 17 4 22 7 0.9932 0.9988 0.0000 14.483 4.187 17 4 76 6
34 0 0.9960 0.9988 0.0000 11.416 4.005 17 4 56 14 0.9933 0.9988 0.0000 14.396 4.182 17 4 76 6
35 0 0.9972 0.9988 0.0000 11.070 3.945 17 4 19 9 0.9934 0.9988 0.0000 14.303 4.175 17 4 76 6
36 0 0.9960 0.9988 0.0000 10.761 3.895 17 4 16 7 0.9935 0.9988 0.0000 14.207 4.168 17 4 76 6
37 0 0.9972 0.9988 0.0000 10.541 3.897 17 4 22 8 0.9936 0.9988 0.0000 14.111 4.160 17 4 76 6
38 0 0.9960 0.9989 0.0000 10.540 3.913 10 5 10 4 0.9936 0.9989 0.0000 14.019 4.154 10 5 76 6
39 0 0.9962 0.9989 0.0000 10.431 3.885 10 5 14 5 0.9937 0.9989 0.0000 13.930 4.147 10 5 76 6
40 0 0.9966 0.9989 0.0000 10.233 3.846 10 5 17 7 0.9937 0.9989 0.0000 13.840 4.140 10 5 76 6
41 0 0.9966 0.9989 0.0000 9.945 3.750 10 5 30 13 0.9938 0.9989 0.0000 13.747 4.131 10 5 76 6
42 0 0.9946 0.9989 0.0000 9.993 3.765 10 5 15 7 0.9938 0.9989 0.0000 13.660 4.122 10 5 76 6
43 0 0.9950 0.9989 0.0000 9.742 3.665 10 5 10 4 0.9939 0.9989 0.0000 13.570 4.112 10 5 76 6
44 0 0.9958 0.9989 0.0000 9.674 3.676 10 5 9 5 0.9939 0.9989 0.0000 13.484 4.102 10 5 76 6
45 0 0.9970 0.9989 0.0000 9.555 3.645 10 5 28 8 0.9940 0.9989 0.0000 13.398 4.092 10 5 76 6
46 0 0.9968 0.9989 0.0000 9.266 3.571 10 5 10 4 0.9940 0.9989 0.0000 13.311 4.081 10 5 76 6
47 0 0.9958 0.9989 0.0000 9.221 3.555 10 5 44 14 0.9941 0.9989 0.0000 13.225 4.070 10 5 76 6
48 0 0.9974 0.9989 0.0000 9.134 3.539 10 5 23 8 0.9941 0.9989 0.0000 13.142 4.059 10 5 76 6
49 0 0.9966 0.9989 0.0000 9.158 3.526 10 5 76 14 0.9942 0.9989 0.0000 13.062 4.049 10 5 76 6
50 0 0.9974 0.9989 0.0000 8.743 3.401 10 5 14 5 0.9942 0.9989 0.0000 12.978 4.036 10 5 76 6
51 0 0.9962 0.9989 0.0000 8.605 3.343 10 5 14 5 0.9943 0.9989 0.0000 12.893 4.023 10 5 76 6

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@ -0,0 +1,205 @@
[ lil-gp Genetic Programming System.
[ Portions copyright (c) 1995 Michigan State University. All rights reserved.
[ kernel version 1.0; 11 July 1995.
initialization:
parameter database.
ephemeral random constants.
generation spaces.
updating function set(s):
set 0: removed.
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 957.
creating initial population(s):
7357 trees were generated to fill the population of 5000 (5000 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 1.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (0s wall)
breeding complete. (1s 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. (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)
=== generation 10.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 11.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 20.
evaluation complete. (0s wall)
breeding complete. (1s 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. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 30.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 31.
evaluation complete. (0s wall)
breeding complete. (1s 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. (1s 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. (1s 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: 84134560
freed: 84086560
not freed: 48000
max allocated: 2580950
malloc'ed blocks: 847355
realloc'ed blocks: 7
free'ed blocks: 847349
------- time -------
overall: 18s wall
evaluation: 14s wall
breeding: 4s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 8134
freed: 8134
allocated: 5500
blocks: 10

View File

@ -0,0 +1,24 @@
=== BEST-OF-RUN ===
generation: 26
nodes: 26
depth: 12
hits: 922
TOP INDIVIDUAL:
-- #1 --
hits: 922
raw fitness: 922.0000
standardized fitness: 922.0000
adjusted fitness: 0.9989
TREE:
(log (log (/ (log perimeter)
(log (log (+ (- (- extent -0.06463)
(- (- (log 0.82841)
(+ extent
(exp (exp eccentricity))))
(* minor
(log perimeter)))) convex))))))
TREE-equ:
y = log(log((log(perimeter) / log(log((((extent - -0.06463) - ((log(0.82841) - (extent + exp(exp(eccentricity)))) - (minor * log(perimeter)))) + convex))))))

View File

@ -0,0 +1,18 @@
Hits: 2577, Total Size: 2810, Percent Hit: 91.708185
CC: 1048
CO: 82
OO: 1529
OC: 151
Fitness: 0.998917
Hits: 922
y = log(log((log(perimeter) / log(log((((extent - -0.06463) - ((log(0.82841) - (extent + exp(exp(eccentricity)))) - (minor * log(perimeter)))) + convex))))))
(log (log (/ (log perimeter)
(log (log (+ (- (- extent -0.06463)
(- (- (log 0.82841)
(+ extent
(exp (exp eccentricity))))
(* minor
(log perimeter)))) convex))))))

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@ -0,0 +1,53 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9557 0.9988 0.0000 18.878 3.519 17 5 52 6 0.9557 0.9988 0.0000 18.878 3.519 17 5 52 6
1 0 0.9890 0.9988 0.0000 17.116 3.655 17 5 36 8 0.9724 0.9988 0.0000 17.997 3.587 17 5 52 6
2 0 0.9926 0.9988 0.0000 16.345 3.720 17 5 76 10 0.9791 0.9988 0.0000 17.446 3.631 17 5 52 6
3 0 0.9930 0.9989 0.0000 15.995 3.833 10 6 45 7 0.9826 0.9989 0.0000 17.084 3.682 10 6 52 6
4 0 0.9904 0.9989 0.0000 16.032 3.932 10 6 39 9 0.9841 0.9989 0.0000 16.873 3.732 10 6 52 6
5 0 0.9922 0.9989 0.0000 15.704 3.992 10 6 86 10 0.9855 0.9989 0.0000 16.678 3.775 10 6 52 6
6 0 0.9948 0.9989 0.0000 15.468 4.000 10 6 11 4 0.9868 0.9989 0.0000 16.505 3.807 10 6 52 6
7 0 0.9926 0.9989 0.0000 15.190 4.054 10 6 48 9 0.9875 0.9989 0.0000 16.341 3.838 10 6 52 6
8 0 0.9936 0.9989 0.0000 14.864 4.069 10 6 21 6 0.9882 0.9989 0.0000 16.177 3.864 10 6 52 6
9 0 0.9948 0.9989 0.0000 14.486 4.052 10 6 13 5 0.9889 0.9989 0.0000 16.008 3.883 10 6 52 6
10 0 0.9952 0.9989 0.0000 14.560 4.110 10 6 32 8 0.9894 0.9989 0.0000 15.876 3.903 10 6 52 6
11 0 0.9942 0.9989 0.0000 14.541 4.202 23 10 31 9 0.9898 0.9989 0.0000 15.765 3.928 23 10 52 6
12 0 0.9950 0.9989 0.0000 14.358 4.224 23 10 11 6 0.9902 0.9989 0.0000 15.657 3.951 23 10 52 6
13 0 0.9940 0.9989 0.0000 14.216 4.279 12 7 49 13 0.9905 0.9989 0.0000 15.554 3.974 12 7 52 6
14 0 0.9942 0.9989 0.0000 14.027 4.258 27 12 18 7 0.9908 0.9989 0.0000 15.452 3.993 27 12 52 6
15 0 0.9942 0.9989 0.0000 13.526 4.228 27 12 16 6 0.9910 0.9989 0.0000 15.332 4.008 27 12 52 6
16 0 0.9952 0.9989 0.0000 13.240 4.194 27 12 18 7 0.9912 0.9989 0.0000 15.209 4.019 27 12 52 6
17 0 0.9950 0.9989 0.0000 13.418 4.277 27 12 29 8 0.9914 0.9989 0.0000 15.109 4.033 27 12 52 6
18 0 0.9962 0.9989 0.0000 13.736 4.360 27 12 18 6 0.9917 0.9989 0.0000 15.037 4.050 27 12 52 6
19 0 0.9952 0.9989 0.0000 13.210 4.264 27 12 21 6 0.9919 0.9989 0.0000 14.946 4.061 27 12 52 6
20 0 0.9944 0.9989 0.0000 13.174 4.268 27 12 111 12 0.9920 0.9989 0.0000 14.861 4.071 27 12 52 6
21 0 0.9952 0.9989 0.0000 12.994 4.260 27 12 21 5 0.9921 0.9989 0.0000 14.776 4.079 27 12 52 6
22 0 0.9950 0.9989 0.0000 12.768 4.231 27 12 38 10 0.9922 0.9989 0.0000 14.689 4.086 27 12 52 6
23 0 0.9968 0.9989 0.0000 12.786 4.245 24 10 37 15 0.9924 0.9989 0.0000 14.610 4.093 24 10 52 6
24 0 0.9956 0.9989 0.0000 12.569 4.216 24 10 27 8 0.9926 0.9989 0.0000 14.528 4.098 24 10 52 6
25 0 0.9950 0.9989 0.0000 12.328 4.194 24 10 30 9 0.9927 0.9989 0.0000 14.444 4.101 24 10 52 6
26 0 0.9946 0.9989 0.0000 11.859 4.092 26 12 31 9 0.9927 0.9989 0.0000 14.348 4.101 26 12 52 6
27 0 0.9950 0.9989 0.0000 11.308 3.961 26 12 8 3 0.9928 0.9989 0.0000 14.239 4.096 26 12 52 6
28 0 0.9956 0.9989 0.0000 11.192 3.961 26 12 37 11 0.9929 0.9989 0.0000 14.134 4.091 26 12 52 6
29 0 0.9962 0.9989 0.0000 10.973 3.917 26 12 15 7 0.9930 0.9989 0.0000 14.029 4.086 26 12 52 6
30 0 0.9966 0.9989 0.0000 10.672 3.865 26 12 12 5 0.9931 0.9989 0.0000 13.920 4.078 26 12 52 6
31 0 0.9970 0.9989 0.0000 10.638 3.875 26 12 33 8 0.9933 0.9989 0.0000 13.818 4.072 26 12 52 6
32 0 0.9964 0.9989 0.0000 10.601 3.872 26 12 29 9 0.9934 0.9989 0.0000 13.720 4.066 26 12 52 6
33 0 0.9972 0.9989 0.0000 10.431 3.853 26 12 29 9 0.9935 0.9989 0.0000 13.624 4.060 26 12 52 6
34 0 0.9956 0.9989 0.0000 10.215 3.785 26 12 36 10 0.9935 0.9989 0.0000 13.526 4.052 26 12 52 6
35 0 0.9974 0.9989 0.0000 10.148 3.787 26 12 10 5 0.9936 0.9989 0.0000 13.432 4.045 26 12 52 6
36 0 0.9970 0.9989 0.0000 9.840 3.699 26 12 26 11 0.9937 0.9989 0.0000 13.335 4.035 26 12 52 6
37 0 0.9958 0.9989 0.0000 9.944 3.735 26 12 8 4 0.9938 0.9989 0.0000 13.246 4.027 26 12 52 6
38 0 0.9962 0.9989 0.0000 9.769 3.684 26 12 24 7 0.9938 0.9989 0.0000 13.157 4.018 26 12 52 6
39 0 0.9960 0.9989 0.0000 9.862 3.729 26 12 27 8 0.9939 0.9989 0.0000 13.075 4.011 26 12 52 6
40 0 0.9968 0.9989 0.0000 9.677 3.657 26 12 12 7 0.9940 0.9989 0.0000 12.992 4.003 26 12 52 6
41 0 0.9962 0.9989 0.0000 9.555 3.634 26 12 8 4 0.9940 0.9989 0.0000 12.910 3.994 26 12 52 6
42 0 0.9972 0.9989 0.0000 9.383 3.604 26 12 27 9 0.9941 0.9989 0.0000 12.828 3.985 26 12 52 6
43 0 0.9966 0.9989 0.0000 9.187 3.547 26 12 24 9 0.9941 0.9989 0.0000 12.745 3.975 26 12 52 6
44 0 0.9974 0.9989 0.0000 9.058 3.495 26 12 19 7 0.9942 0.9989 0.0000 12.663 3.964 26 12 52 6
45 0 0.9978 0.9989 0.0000 8.835 3.458 26 12 18 8 0.9943 0.9989 0.0000 12.580 3.953 26 12 52 6
46 0 0.9976 0.9989 0.0000 8.882 3.456 26 12 13 5 0.9944 0.9989 0.0000 12.501 3.943 26 12 52 6
47 0 0.9974 0.9989 0.0000 9.034 3.526 26 12 10 4 0.9944 0.9989 0.0000 12.429 3.934 26 12 52 6
48 0 0.9972 0.9989 0.0000 8.966 3.522 26 12 69 14 0.9945 0.9989 0.0000 12.358 3.925 26 12 52 6
49 0 0.9966 0.9989 0.0000 8.947 3.520 26 12 34 10 0.9945 0.9989 0.0000 12.290 3.917 26 12 52 6
50 0 0.9972 0.9989 0.0000 8.689 3.408 26 12 14 5 0.9946 0.9989 0.0000 12.219 3.907 26 12 52 6
51 0 0.9968 0.9989 0.0000 8.606 3.393 26 12 11 6 0.9946 0.9989 0.0000 12.150 3.897 26 12 52 6

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@ -0,0 +1,205 @@
[ lil-gp Genetic Programming System.
[ Portions copyright (c) 1995 Michigan State University. All rights reserved.
[ kernel version 1.0; 11 July 1995.
initialization:
parameter database.
ephemeral random constants.
generation spaces.
updating function set(s):
set 0: removed.
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 274.
creating initial population(s):
7350 trees were generated to fill the population of 5000 (5000 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 3.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (0s 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. (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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s wall)
SYSTEM STATISTICS
------- memory -------
allocated: 81165238
freed: 81117238
not freed: 48000
max allocated: 2571486
malloc'ed blocks: 847867
realloc'ed blocks: 7
free'ed blocks: 847861
------- time -------
overall: 18s wall
evaluation: 16s wall
breeding: 1s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 8406
freed: 8406
allocated: 5500
blocks: 10

View File

@ -0,0 +1,19 @@
=== BEST-OF-RUN ===
generation: 34
nodes: 8
depth: 5
hits: 905
TOP INDIVIDUAL:
-- #1 --
hits: 905
raw fitness: 905.0000
standardized fitness: 905.0000
adjusted fitness: 0.9989
TREE:
(log (/ -0.04667
(exp (* (log perimeter) -0.50063))))
TREE-equ:
y = log((-0.04667 / exp((log(perimeter) * -0.50063))))

View File

@ -0,0 +1,13 @@
Hits: 2565, Total Size: 2810, Percent Hit: 91.281139
CC: 1034
CO: 93
OO: 1531
OC: 152
Fitness: 0.998896
Hits: 905
y = log((-0.04667 / exp((log(perimeter) * -0.50063))))
(log (/ -0.04667
(exp (* (log perimeter) -0.50063))))

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File diff suppressed because it is too large Load Diff

File diff suppressed because it is too large Load Diff

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@ -0,0 +1,53 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9601 0.9986 0.0000 18.423 3.468 72 6 25 5 0.9601 0.9986 0.0000 18.423 3.468 72 6 25 5
1 0 0.9882 0.9986 0.0000 17.133 3.641 72 6 30 6 0.9741 0.9986 0.0000 17.778 3.555 72 6 25 5
2 0 0.9898 0.9988 0.0000 16.573 3.748 20 4 15 9 0.9794 0.9988 0.0000 17.376 3.619 20 4 25 5
3 0 0.9918 0.9988 0.0000 16.492 3.863 20 4 21 4 0.9825 0.9988 0.0000 17.155 3.680 20 4 25 5
4 0 0.9910 0.9988 0.0000 16.077 3.901 20 4 66 9 0.9842 0.9988 0.0000 16.940 3.724 20 4 25 5
5 0 0.9918 0.9988 0.0000 16.193 4.008 20 4 46 8 0.9855 0.9988 0.0000 16.815 3.772 20 4 25 5
6 0 0.9936 0.9988 0.0000 15.933 4.077 20 4 12 5 0.9866 0.9988 0.0000 16.689 3.815 20 4 25 5
7 0 0.9934 0.9988 0.0000 15.491 4.088 20 4 12 4 0.9875 0.9988 0.0000 16.540 3.849 20 4 25 5
8 0 0.9964 0.9988 0.0000 15.281 4.120 20 4 75 10 0.9885 0.9988 0.0000 16.400 3.879 20 4 25 5
9 0 0.9930 0.9988 0.0000 14.910 4.099 20 4 53 11 0.9889 0.9988 0.0000 16.251 3.901 20 4 25 5
10 0 0.9948 0.9988 0.0000 14.955 4.195 20 4 63 9 0.9895 0.9988 0.0000 16.133 3.928 20 4 25 5
11 0 0.9932 0.9988 0.0000 14.572 4.215 20 4 55 9 0.9898 0.9988 0.0000 16.003 3.952 20 4 25 5
12 0 0.9956 0.9988 0.0000 14.218 4.172 20 4 51 8 0.9902 0.9988 0.0000 15.866 3.969 20 4 25 5
13 0 0.9958 0.9988 0.0000 14.021 4.172 20 4 51 9 0.9906 0.9988 0.0000 15.734 3.983 20 4 25 5
14 0 0.9946 0.9988 0.0000 13.912 4.207 20 4 38 9 0.9909 0.9988 0.0000 15.612 3.998 20 4 25 5
15 0 0.9944 0.9988 0.0000 13.868 4.233 20 4 13 5 0.9911 0.9988 0.0000 15.503 4.013 20 4 25 5
16 0 0.9932 0.9988 0.0000 13.624 4.188 20 4 5 2 0.9912 0.9988 0.0000 15.393 4.023 20 4 25 5
17 0 0.9942 0.9988 0.0000 13.246 4.132 20 4 26 8 0.9914 0.9988 0.0000 15.274 4.029 20 4 25 5
18 0 0.9961 0.9988 0.0000 12.653 4.057 20 4 112 17 0.9916 0.9988 0.0000 15.136 4.031 20 4 25 5
19 0 0.9950 0.9988 0.0000 12.720 4.136 20 4 49 10 0.9918 0.9988 0.0000 15.015 4.036 20 4 25 5
20 0 0.9956 0.9988 0.0000 12.237 4.073 20 4 9 5 0.9920 0.9988 0.0000 14.883 4.038 20 4 25 5
21 0 0.9958 0.9988 0.0000 11.930 4.012 20 4 15 7 0.9922 0.9988 0.0000 14.748 4.037 20 4 25 5
22 0 0.9958 0.9988 0.0000 11.881 4.041 20 4 48 15 0.9923 0.9988 0.0000 14.624 4.037 20 4 25 5
23 0 0.9964 0.9988 0.0000 11.846 4.022 20 4 8 3 0.9925 0.9988 0.0000 14.508 4.036 20 4 25 5
24 0 0.9962 0.9988 0.0000 11.660 3.976 20 4 39 8 0.9926 0.9988 0.0000 14.394 4.034 20 4 25 5
25 0 0.9958 0.9989 0.0000 11.377 3.938 12 6 8 4 0.9928 0.9989 0.0000 14.278 4.030 12 6 25 5
26 0 0.9952 0.9989 0.0000 11.273 3.927 10 6 7 3 0.9929 0.9989 0.0000 14.167 4.026 10 6 25 5
27 0 0.9956 0.9989 0.0000 11.030 3.902 10 6 12 5 0.9930 0.9989 0.0000 14.055 4.022 10 6 25 5
28 0 0.9968 0.9989 0.0000 10.639 3.782 10 6 17 7 0.9931 0.9989 0.0000 13.937 4.014 10 6 25 5
29 0 0.9958 0.9989 0.0000 10.480 3.766 10 6 20 5 0.9932 0.9989 0.0000 13.822 4.005 10 6 25 5
30 0 0.9956 0.9989 0.0000 10.415 3.796 10 6 17 5 0.9933 0.9989 0.0000 13.712 3.999 10 6 25 5
31 0 0.9966 0.9989 0.0000 10.497 3.872 10 6 23 8 0.9934 0.9989 0.0000 13.611 3.995 10 6 25 5
32 0 0.9948 0.9989 0.0000 10.256 3.820 10 6 22 10 0.9934 0.9989 0.0000 13.510 3.989 10 6 25 5
33 0 0.9966 0.9989 0.0000 10.149 3.786 10 6 35 14 0.9935 0.9989 0.0000 13.411 3.983 10 6 25 5
34 0 0.9966 0.9989 0.0000 10.269 3.826 8 5 22 9 0.9936 0.9989 0.0000 13.321 3.979 8 5 25 5
35 0 0.9964 0.9989 0.0000 10.089 3.784 8 5 29 8 0.9937 0.9989 0.0000 13.231 3.973 8 5 25 5
36 0 0.9960 0.9989 0.0000 10.081 3.799 8 5 19 6 0.9937 0.9989 0.0000 13.146 3.969 8 5 25 5
37 0 0.9956 0.9989 0.0000 10.061 3.771 8 5 18 8 0.9938 0.9989 0.0000 13.065 3.964 8 5 25 5
38 0 0.9966 0.9989 0.0000 9.910 3.769 8 5 7 3 0.9939 0.9989 0.0000 12.984 3.959 8 5 25 5
39 0 0.9968 0.9989 0.0000 9.773 3.774 8 5 17 6 0.9939 0.9989 0.0000 12.904 3.954 8 5 25 5
40 0 0.9962 0.9989 0.0000 9.759 3.766 8 5 39 13 0.9940 0.9989 0.0000 12.827 3.949 8 5 25 5
41 0 0.9968 0.9989 0.0000 9.566 3.703 8 5 9 4 0.9940 0.9989 0.0000 12.749 3.943 8 5 25 5
42 0 0.9972 0.9989 0.0000 9.473 3.671 8 5 12 6 0.9941 0.9989 0.0000 12.673 3.937 8 5 25 5
43 0 0.9960 0.9989 0.0000 9.365 3.591 8 5 49 8 0.9942 0.9989 0.0000 12.598 3.929 8 5 25 5
44 0 0.9974 0.9989 0.0000 9.097 3.528 8 5 28 10 0.9942 0.9989 0.0000 12.520 3.920 8 5 25 5
45 0 0.9968 0.9989 0.0000 8.733 3.401 8 5 25 12 0.9943 0.9989 0.0000 12.438 3.909 8 5 25 5
46 0 0.9974 0.9989 0.0000 8.801 3.433 8 5 82 15 0.9944 0.9989 0.0000 12.361 3.899 8 5 25 5
47 0 0.9972 0.9989 0.0000 8.844 3.441 8 5 32 8 0.9944 0.9989 0.0000 12.287 3.889 8 5 25 5
48 0 0.9976 0.9989 0.0000 8.958 3.482 8 5 24 7 0.9945 0.9989 0.0000 12.219 3.881 8 5 25 5
49 0 0.9976 0.9989 0.0000 9.010 3.493 8 5 10 4 0.9945 0.9989 0.0000 12.155 3.873 8 5 25 5
50 0 0.9972 0.9989 0.0000 8.878 3.421 8 5 35 13 0.9946 0.9989 0.0000 12.091 3.864 8 5 25 5
51 0 0.9972 0.9989 0.0000 8.820 3.401 8 5 17 8 0.9947 0.9989 0.0000 12.028 3.856 8 5 25 5

View File

@ -0,0 +1,205 @@
[ lil-gp Genetic Programming System.
[ Portions copyright (c) 1995 Michigan State University. All rights reserved.
[ kernel version 1.0; 11 July 1995.
initialization:
parameter database.
ephemeral random constants.
generation spaces.
updating function set(s):
set 0: removed.
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 38.
creating initial population(s):
7353 trees were generated to fill the population of 5000 (5000 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (0s wall)
breeding complete. (1s 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. (1s 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. (0s wall)
breeding complete. (0s wall)
=== generation 10.
evaluation complete. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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: 80136227
freed: 80088227
not freed: 48000
max allocated: 2553141
malloc'ed blocks: 845960
realloc'ed blocks: 7
free'ed blocks: 845954
------- time -------
overall: 18s wall
evaluation: 17s wall
breeding: 1s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 8153
freed: 8153
allocated: 5500
blocks: 10

View File

@ -0,0 +1,26 @@
=== BEST-OF-RUN ===
generation: 30
nodes: 36
depth: 9
hits: 908
TOP INDIVIDUAL:
-- #1 --
hits: 908
raw fitness: 908.0000
standardized fitness: 908.0000
adjusted fitness: 0.9989
TREE:
(log (exp (+ extent
(- (/ (/ (* (log (log eccentricity))
(* major minor))
(log (- (- area major)
(* major eccentricity))))
(+ (log -0.21330)
(log (/ (* convex convex)
(+ minor major)))))
(* eccentricity perimeter)))))
TREE-equ:
y = log(exp((extent + ((((log(log(eccentricity)) * (major * minor)) / log(((area - major) - (major * eccentricity)))) / (log(-0.21330) + log(((convex * convex) / (minor + major))))) - (eccentricity * perimeter)))))

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@ -0,0 +1,20 @@
Hits: 2600, Total Size: 2810, Percent Hit: 92.526690
CC: 1005
CO: 148
OO: 1595
OC: 62
Fitness: 0.998900
Hits: 908
y = log(exp((extent + ((((log(log(eccentricity)) * (major * minor)) / log(((area - major) - (major * eccentricity)))) / (log(-0.21330) + log(((convex * convex) / (minor + major))))) - (eccentricity * perimeter)))))
(log (exp (+ extent
(- (/ (/ (* (log (log eccentricity))
(* major minor))
(log (- (- area major)
(* major eccentricity))))
(+ (log -0.21330)
(log (/ (* convex convex)
(+ minor major)))))
(* eccentricity perimeter)))))

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@ -0,0 +1,53 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9588 0.9987 0.0000 18.071 3.425 14 5 27 4 0.9588 0.9987 0.0000 18.071 3.425 14 5 27 4
1 0 0.9896 0.9987 0.0000 16.917 3.591 9 4 93 8 0.9742 0.9987 0.0000 17.494 3.508 9 4 27 4
2 0 0.9898 0.9987 0.0000 16.483 3.739 9 4 49 7 0.9794 0.9987 0.0000 17.157 3.585 9 4 27 4
3 0 0.9926 0.9987 0.0000 16.064 3.856 9 4 25 6 0.9827 0.9987 0.0000 16.884 3.653 9 4 27 4
4 0 0.9919 0.9987 0.0000 15.750 3.967 9 4 57 10 0.9845 0.9987 0.0000 16.657 3.716 9 4 27 4
5 0 0.9942 0.9987 0.0000 15.799 4.079 12 4 43 8 0.9861 0.9987 0.0000 16.514 3.776 12 4 27 4
6 0 0.9940 0.9989 0.0000 15.569 4.158 51 11 75 9 0.9872 0.9989 0.0000 16.379 3.831 51 11 27 4
7 0 0.9936 0.9989 0.0000 15.579 4.251 51 11 13 5 0.9880 0.9989 0.0000 16.279 3.883 51 11 27 4
8 0 0.9932 0.9989 0.0000 15.500 4.307 51 11 7 3 0.9886 0.9989 0.0000 16.193 3.930 51 11 27 4
9 0 0.9950 0.9989 0.0000 14.905 4.277 51 11 75 9 0.9892 0.9989 0.0000 16.064 3.965 51 11 27 4
10 0 0.9941 0.9989 0.0000 14.560 4.271 51 11 14 5 0.9897 0.9989 0.0000 15.927 3.993 51 11 27 4
11 0 0.9936 0.9989 0.0000 14.562 4.318 51 11 44 7 0.9900 0.9989 0.0000 15.813 4.020 51 11 27 4
12 0 0.9946 0.9989 0.0000 14.546 4.367 51 11 7 3 0.9904 0.9989 0.0000 15.716 4.047 51 11 27 4
13 0 0.9954 0.9989 0.0000 14.343 4.340 51 11 12 3 0.9907 0.9989 0.0000 15.618 4.068 51 11 27 4
14 0 0.9946 0.9989 0.0000 13.754 4.274 51 11 40 10 0.9910 0.9989 0.0000 15.494 4.081 51 11 27 4
15 0 0.9962 0.9989 0.0000 13.935 4.336 45 10 26 8 0.9913 0.9989 0.0000 15.396 4.097 45 10 27 4
16 0 0.9952 0.9989 0.0000 13.858 4.324 45 10 67 15 0.9915 0.9989 0.0000 15.306 4.111 45 10 27 4
17 0 0.9956 0.9989 0.0000 13.472 4.282 45 10 60 11 0.9917 0.9989 0.0000 15.204 4.120 45 10 27 4
18 0 0.9940 0.9989 0.0000 13.209 4.215 45 10 23 6 0.9919 0.9989 0.0000 15.099 4.125 45 10 27 4
19 0 0.9956 0.9989 0.0000 13.235 4.273 45 10 47 15 0.9920 0.9989 0.0000 15.006 4.133 45 10 27 4
20 0 0.9951 0.9989 0.0000 12.792 4.220 45 10 58 10 0.9922 0.9989 0.0000 14.900 4.137 45 10 27 4
21 0 0.9959 0.9989 0.0000 12.694 4.214 45 10 24 10 0.9924 0.9989 0.0000 14.800 4.140 45 10 27 4
22 0 0.9957 0.9989 0.0000 12.449 4.174 45 10 54 13 0.9925 0.9989 0.0000 14.698 4.142 45 10 27 4
23 0 0.9971 0.9989 0.0000 12.263 4.143 45 10 56 11 0.9927 0.9989 0.0000 14.596 4.142 45 10 27 4
24 0 0.9943 0.9989 0.0000 12.035 4.105 45 10 26 9 0.9928 0.9989 0.0000 14.494 4.140 45 10 27 4
25 0 0.9960 0.9989 0.0000 11.871 4.083 20 8 16 8 0.9929 0.9989 0.0000 14.393 4.138 20 8 27 4
26 0 0.9969 0.9989 0.0000 11.714 4.031 20 8 13 5 0.9930 0.9989 0.0000 14.294 4.134 20 8 27 4
27 0 0.9965 0.9989 0.0000 11.476 4.022 36 9 96 13 0.9932 0.9989 0.0000 14.193 4.130 36 9 27 4
28 0 0.9970 0.9989 0.0000 11.161 3.978 36 9 29 8 0.9933 0.9989 0.0000 14.088 4.125 36 9 27 4
29 0 0.9962 0.9989 0.0000 11.237 3.997 36 9 20 8 0.9934 0.9989 0.0000 13.993 4.121 36 9 27 4
30 0 0.9968 0.9989 0.0000 11.104 3.950 36 9 40 9 0.9935 0.9989 0.0000 13.900 4.115 36 9 27 4
31 0 0.9967 0.9989 0.0000 11.052 3.951 36 9 17 5 0.9936 0.9989 0.0000 13.811 4.110 36 9 27 4
32 0 0.9951 0.9989 0.0000 10.699 3.849 36 9 12 5 0.9936 0.9989 0.0000 13.717 4.102 36 9 27 4
33 0 0.9968 0.9989 0.0000 10.258 3.759 36 9 37 10 0.9937 0.9989 0.0000 13.615 4.092 36 9 27 4
34 0 0.9969 0.9989 0.0000 9.931 3.674 36 9 15 4 0.9938 0.9989 0.0000 13.510 4.080 36 9 27 4
35 0 0.9962 0.9989 0.0000 9.982 3.682 36 9 24 10 0.9939 0.9989 0.0000 13.412 4.069 36 9 27 4
36 0 0.9958 0.9989 0.0000 9.764 3.608 36 9 13 5 0.9939 0.9989 0.0000 13.313 4.056 36 9 27 4
37 0 0.9977 0.9989 0.0000 9.629 3.540 36 9 32 10 0.9940 0.9989 0.0000 13.216 4.043 36 9 27 4
38 0 0.9966 0.9989 0.0000 9.628 3.545 36 9 28 9 0.9941 0.9989 0.0000 13.124 4.030 36 9 27 4
39 0 0.9977 0.9989 0.0000 9.671 3.536 36 9 19 6 0.9942 0.9989 0.0000 13.038 4.018 36 9 27 4
40 0 0.9973 0.9989 0.0000 9.691 3.511 36 9 33 10 0.9943 0.9989 0.0000 12.956 4.005 36 9 27 4
41 0 0.9966 0.9989 0.0000 9.626 3.538 36 9 17 7 0.9943 0.9989 0.0000 12.877 3.994 36 9 27 4
42 0 0.9966 0.9989 0.0000 9.382 3.476 36 9 11 4 0.9944 0.9989 0.0000 12.796 3.982 36 9 27 4
43 0 0.9962 0.9989 0.0000 9.379 3.507 36 9 13 6 0.9944 0.9989 0.0000 12.718 3.971 36 9 27 4
44 0 0.9971 0.9989 0.0000 8.960 3.403 36 9 31 9 0.9945 0.9989 0.0000 12.635 3.959 36 9 27 4
45 0 0.9960 0.9989 0.0000 8.721 3.326 36 9 36 9 0.9945 0.9989 0.0000 12.550 3.945 36 9 27 4
46 0 0.9962 0.9989 0.0000 8.609 3.284 36 9 7 3 0.9945 0.9989 0.0000 12.466 3.931 36 9 27 4
47 0 0.9968 0.9989 0.0000 8.631 3.313 36 9 53 11 0.9946 0.9989 0.0000 12.386 3.918 36 9 27 4
48 0 0.9962 0.9989 0.0000 8.552 3.269 36 9 17 7 0.9946 0.9989 0.0000 12.308 3.905 36 9 27 4
49 0 0.9970 0.9989 0.0000 8.505 3.239 36 9 25 7 0.9947 0.9989 0.0000 12.232 3.892 36 9 27 4
50 0 0.9972 0.9989 0.0000 8.462 3.242 36 9 55 13 0.9947 0.9989 0.0000 12.158 3.879 36 9 27 4
51 0 0.9976 0.9989 0.0000 8.212 3.163 36 9 15 5 0.9948 0.9989 0.0000 12.082 3.865 36 9 27 4

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@ -0,0 +1,205 @@
[ lil-gp Genetic Programming System.
[ Portions copyright (c) 1995 Michigan State University. All rights reserved.
[ kernel version 1.0; 11 July 1995.
initialization:
parameter database.
ephemeral random constants.
generation spaces.
updating function set(s):
set 0: removed.
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 1104.
creating initial population(s):
7268 trees were generated to fill the population of 5000 (5000 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (0s 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. (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. (1s wall)
breeding complete. (0s wall)
=== generation 11.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (1s 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. (1s 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. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 23.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 24.
evaluation complete. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 28.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 29.
evaluation complete. (0s wall)
breeding complete. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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: 80203388
freed: 80155388
not freed: 48000
max allocated: 2527367
malloc'ed blocks: 844967
realloc'ed blocks: 7
free'ed blocks: 844961
------- time -------
overall: 18s wall
evaluation: 14s wall
breeding: 4s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 7925
freed: 7925
allocated: 5500
blocks: 10

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@ -0,0 +1,26 @@
=== BEST-OF-RUN ===
generation: 48
nodes: 44
depth: 13
hits: 900
TOP INDIVIDUAL:
-- #1 --
hits: 900
raw fitness: 900.0000
standardized fitness: 900.0000
adjusted fitness: 0.9989
TREE:
(/ perimeter
(+ (* (/ (* (exp minor) convex)
(log (* (log (- (- (/ convex
(+ eccentricity
(* area area)))
(+ (/ minor eccentricity) major))
(* (exp (/ convex
(* (- major 0.68855) convex))) major))) -0.16223))) area)
(log (+ (- perimeter minor) -0.19669))))
TREE-equ:
y = (perimeter / ((((exp(minor) * convex) / log((log((((convex / (eccentricity + (area * area))) - ((minor / eccentricity) + major)) - (exp((convex / ((major - 0.68855) * convex))) * major))) * -0.16223))) * area) + log(((perimeter - minor) + -0.19669))))

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@ -0,0 +1,20 @@
Hits: 2567, Total Size: 2810, Percent Hit: 91.352313
CC: 1047
CO: 82
OO: 1520
OC: 161
Fitness: 0.998890
Hits: 900
y = (perimeter / ((((exp(minor) * convex) / log((log((((convex / (eccentricity + (area * area))) - ((minor / eccentricity) + major)) - (exp((convex / ((major - 0.68855) * convex))) * major))) * -0.16223))) * area) + log(((perimeter - minor) + -0.19669))))
(/ perimeter
(+ (* (/ (* (exp minor) convex)
(log (* (log (- (- (/ convex
(+ eccentricity
(* area area)))
(+ (/ minor eccentricity) major))
(* (exp (/ convex
(* (- major 0.68855) convex))) major))) -0.16223))) area)
(log (+ (- perimeter minor) -0.19669))))

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@ -0,0 +1,973 @@
=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 9
depth: 3
hits: 671
TOP INDIVIDUAL:
-- #1 --
hits: 671
raw fitness: 671.0000
standardized fitness: 671.0000
adjusted fitness: 0.9985
TREE:
(* (log (/ extent perimeter))
(log (/ -0.90555 eccentricity)))
=== BEST-OF-RUN ===
current generation: 1
generation: 0
nodes: 9
depth: 3
hits: 671
TOP INDIVIDUAL:
-- #1 --
hits: 671
raw fitness: 671.0000
standardized fitness: 671.0000
adjusted fitness: 0.9985
TREE:
(* (log (/ extent perimeter))
(log (/ -0.90555 eccentricity)))
=== BEST-OF-RUN ===
current generation: 2
generation: 2
nodes: 12
depth: 6
hits: 702
TOP INDIVIDUAL:
-- #1 --
hits: 702
raw fitness: 702.0000
standardized fitness: 702.0000
adjusted fitness: 0.9986
TREE:
(log (* area
(exp (* (* (log eccentricity)
(/ minor major)) major))))
=== BEST-OF-RUN ===
current generation: 3
generation: 2
nodes: 12
depth: 6
hits: 702
TOP INDIVIDUAL:
-- #1 --
hits: 702
raw fitness: 702.0000
standardized fitness: 702.0000
adjusted fitness: 0.9986
TREE:
(log (* area
(exp (* (* (log eccentricity)
(/ minor major)) major))))
=== BEST-OF-RUN ===
current generation: 4
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 5
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 6
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 7
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 8
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 9
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 10
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 11
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 12
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 13
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 14
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 15
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 16
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 17
generation: 4
nodes: 3
depth: 1
hits: 804
TOP INDIVIDUAL:
-- #1 --
hits: 804
raw fitness: 804.0000
standardized fitness: 804.0000
adjusted fitness: 0.9988
TREE:
(+ -0.88961 eccentricity)
=== BEST-OF-RUN ===
current generation: 18
generation: 18
nodes: 10
depth: 3
hits: 805
TOP INDIVIDUAL:
-- #1 --
hits: 805
raw fitness: 805.0000
standardized fitness: 805.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(exp -0.11836))
(/ (/ -0.70260 area) perimeter))
=== BEST-OF-RUN ===
current generation: 19
generation: 18
nodes: 10
depth: 3
hits: 805
TOP INDIVIDUAL:
-- #1 --
hits: 805
raw fitness: 805.0000
standardized fitness: 805.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(exp -0.11836))
(/ (/ -0.70260 area) perimeter))
=== BEST-OF-RUN ===
current generation: 20
generation: 18
nodes: 10
depth: 3
hits: 805
TOP INDIVIDUAL:
-- #1 --
hits: 805
raw fitness: 805.0000
standardized fitness: 805.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(exp -0.11836))
(/ (/ -0.70260 area) perimeter))
=== BEST-OF-RUN ===
current generation: 21
generation: 18
nodes: 10
depth: 3
hits: 805
TOP INDIVIDUAL:
-- #1 --
hits: 805
raw fitness: 805.0000
standardized fitness: 805.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(exp -0.11836))
(/ (/ -0.70260 area) perimeter))
=== BEST-OF-RUN ===
current generation: 22
generation: 18
nodes: 10
depth: 3
hits: 805
TOP INDIVIDUAL:
-- #1 --
hits: 805
raw fitness: 805.0000
standardized fitness: 805.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(exp -0.11836))
(/ (/ -0.70260 area) perimeter))
=== BEST-OF-RUN ===
current generation: 23
generation: 23
nodes: 8
depth: 4
hits: 816
TOP INDIVIDUAL:
-- #1 --
hits: 816
raw fitness: 816.0000
standardized fitness: 816.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(/ (exp eccentricity) minor)) -0.86713)
=== BEST-OF-RUN ===
current generation: 24
generation: 23
nodes: 8
depth: 4
hits: 816
TOP INDIVIDUAL:
-- #1 --
hits: 816
raw fitness: 816.0000
standardized fitness: 816.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(/ (exp eccentricity) minor)) -0.86713)
=== BEST-OF-RUN ===
current generation: 25
generation: 23
nodes: 8
depth: 4
hits: 816
TOP INDIVIDUAL:
-- #1 --
hits: 816
raw fitness: 816.0000
standardized fitness: 816.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(/ (exp eccentricity) minor)) -0.86713)
=== BEST-OF-RUN ===
current generation: 26
generation: 23
nodes: 8
depth: 4
hits: 816
TOP INDIVIDUAL:
-- #1 --
hits: 816
raw fitness: 816.0000
standardized fitness: 816.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(/ (exp eccentricity) minor)) -0.86713)
=== BEST-OF-RUN ===
current generation: 27
generation: 23
nodes: 8
depth: 4
hits: 816
TOP INDIVIDUAL:
-- #1 --
hits: 816
raw fitness: 816.0000
standardized fitness: 816.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(/ (exp eccentricity) minor)) -0.86713)
=== BEST-OF-RUN ===
current generation: 28
generation: 23
nodes: 8
depth: 4
hits: 816
TOP INDIVIDUAL:
-- #1 --
hits: 816
raw fitness: 816.0000
standardized fitness: 816.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(/ (exp eccentricity) minor)) -0.86713)
=== BEST-OF-RUN ===
current generation: 29
generation: 23
nodes: 8
depth: 4
hits: 816
TOP INDIVIDUAL:
-- #1 --
hits: 816
raw fitness: 816.0000
standardized fitness: 816.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(/ (exp eccentricity) minor)) -0.86713)
=== BEST-OF-RUN ===
current generation: 30
generation: 23
nodes: 8
depth: 4
hits: 816
TOP INDIVIDUAL:
-- #1 --
hits: 816
raw fitness: 816.0000
standardized fitness: 816.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(/ (exp eccentricity) minor)) -0.86713)
=== BEST-OF-RUN ===
current generation: 31
generation: 23
nodes: 8
depth: 4
hits: 816
TOP INDIVIDUAL:
-- #1 --
hits: 816
raw fitness: 816.0000
standardized fitness: 816.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(/ (exp eccentricity) minor)) -0.86713)
=== BEST-OF-RUN ===
current generation: 32
generation: 23
nodes: 8
depth: 4
hits: 816
TOP INDIVIDUAL:
-- #1 --
hits: 816
raw fitness: 816.0000
standardized fitness: 816.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(/ (exp eccentricity) minor)) -0.86713)
=== BEST-OF-RUN ===
current generation: 33
generation: 23
nodes: 8
depth: 4
hits: 816
TOP INDIVIDUAL:
-- #1 --
hits: 816
raw fitness: 816.0000
standardized fitness: 816.0000
adjusted fitness: 0.9988
TREE:
(+ (- eccentricity
(/ (exp eccentricity) minor)) -0.86713)
=== BEST-OF-RUN ===
current generation: 34
generation: 34
nodes: 39
depth: 9
hits: 835
TOP INDIVIDUAL:
-- #1 --
hits: 835
raw fitness: 835.0000
standardized fitness: 835.0000
adjusted fitness: 0.9988
TREE:
(/ perimeter
(/ (- (* extent
(exp (- (+ perimeter perimeter)
(+ (- major
(* -0.50736 minor))
(exp -0.28303)))))
(* (- (+ extent
(* eccentricity minor)) area) 0.16272))
(- (log (exp (- (log minor)
(log (* -0.77628 major))))) extent)))
=== BEST-OF-RUN ===
current generation: 35
generation: 34
nodes: 39
depth: 9
hits: 835
TOP INDIVIDUAL:
-- #1 --
hits: 835
raw fitness: 835.0000
standardized fitness: 835.0000
adjusted fitness: 0.9988
TREE:
(/ perimeter
(/ (- (* extent
(exp (- (+ perimeter perimeter)
(+ (- major
(* -0.50736 minor))
(exp -0.28303)))))
(* (- (+ extent
(* eccentricity minor)) area) 0.16272))
(- (log (exp (- (log minor)
(log (* -0.77628 major))))) extent)))
=== BEST-OF-RUN ===
current generation: 36
generation: 36
nodes: 7
depth: 4
hits: 853
TOP INDIVIDUAL:
-- #1 --
hits: 853
raw fitness: 853.0000
standardized fitness: 853.0000
adjusted fitness: 0.9988
TREE:
(log (exp (* eccentricity
(* area -0.06959))))
=== BEST-OF-RUN ===
current generation: 37
generation: 36
nodes: 7
depth: 4
hits: 853
TOP INDIVIDUAL:
-- #1 --
hits: 853
raw fitness: 853.0000
standardized fitness: 853.0000
adjusted fitness: 0.9988
TREE:
(log (exp (* eccentricity
(* area -0.06959))))
=== BEST-OF-RUN ===
current generation: 38
generation: 36
nodes: 7
depth: 4
hits: 853
TOP INDIVIDUAL:
-- #1 --
hits: 853
raw fitness: 853.0000
standardized fitness: 853.0000
adjusted fitness: 0.9988
TREE:
(log (exp (* eccentricity
(* area -0.06959))))
=== BEST-OF-RUN ===
current generation: 39
generation: 36
nodes: 7
depth: 4
hits: 853
TOP INDIVIDUAL:
-- #1 --
hits: 853
raw fitness: 853.0000
standardized fitness: 853.0000
adjusted fitness: 0.9988
TREE:
(log (exp (* eccentricity
(* area -0.06959))))
=== BEST-OF-RUN ===
current generation: 40
generation: 36
nodes: 7
depth: 4
hits: 853
TOP INDIVIDUAL:
-- #1 --
hits: 853
raw fitness: 853.0000
standardized fitness: 853.0000
adjusted fitness: 0.9988
TREE:
(log (exp (* eccentricity
(* area -0.06959))))
=== BEST-OF-RUN ===
current generation: 41
generation: 36
nodes: 7
depth: 4
hits: 853
TOP INDIVIDUAL:
-- #1 --
hits: 853
raw fitness: 853.0000
standardized fitness: 853.0000
adjusted fitness: 0.9988
TREE:
(log (exp (* eccentricity
(* area -0.06959))))
=== BEST-OF-RUN ===
current generation: 42
generation: 36
nodes: 7
depth: 4
hits: 853
TOP INDIVIDUAL:
-- #1 --
hits: 853
raw fitness: 853.0000
standardized fitness: 853.0000
adjusted fitness: 0.9988
TREE:
(log (exp (* eccentricity
(* area -0.06959))))
=== BEST-OF-RUN ===
current generation: 43
generation: 36
nodes: 7
depth: 4
hits: 853
TOP INDIVIDUAL:
-- #1 --
hits: 853
raw fitness: 853.0000
standardized fitness: 853.0000
adjusted fitness: 0.9988
TREE:
(log (exp (* eccentricity
(* area -0.06959))))
=== BEST-OF-RUN ===
current generation: 44
generation: 36
nodes: 7
depth: 4
hits: 853
TOP INDIVIDUAL:
-- #1 --
hits: 853
raw fitness: 853.0000
standardized fitness: 853.0000
adjusted fitness: 0.9988
TREE:
(log (exp (* eccentricity
(* area -0.06959))))
=== BEST-OF-RUN ===
current generation: 45
generation: 36
nodes: 7
depth: 4
hits: 853
TOP INDIVIDUAL:
-- #1 --
hits: 853
raw fitness: 853.0000
standardized fitness: 853.0000
adjusted fitness: 0.9988
TREE:
(log (exp (* eccentricity
(* area -0.06959))))
=== BEST-OF-RUN ===
current generation: 46
generation: 36
nodes: 7
depth: 4
hits: 853
TOP INDIVIDUAL:
-- #1 --
hits: 853
raw fitness: 853.0000
standardized fitness: 853.0000
adjusted fitness: 0.9988
TREE:
(log (exp (* eccentricity
(* area -0.06959))))
=== BEST-OF-RUN ===
current generation: 47
generation: 36
nodes: 7
depth: 4
hits: 853
TOP INDIVIDUAL:
-- #1 --
hits: 853
raw fitness: 853.0000
standardized fitness: 853.0000
adjusted fitness: 0.9988
TREE:
(log (exp (* eccentricity
(* area -0.06959))))
=== BEST-OF-RUN ===
current generation: 48
generation: 48
nodes: 44
depth: 13
hits: 900
TOP INDIVIDUAL:
-- #1 --
hits: 900
raw fitness: 900.0000
standardized fitness: 900.0000
adjusted fitness: 0.9989
TREE:
(/ perimeter
(+ (* (/ (* (exp minor) convex)
(log (* (log (- (- (/ convex
(+ eccentricity
(* area area)))
(+ (/ minor eccentricity) major))
(* (exp (/ convex
(* (- major 0.68855) convex))) major))) -0.16223))) area)
(log (+ (- perimeter minor) -0.19669))))
=== BEST-OF-RUN ===
current generation: 49
generation: 48
nodes: 44
depth: 13
hits: 900
TOP INDIVIDUAL:
-- #1 --
hits: 900
raw fitness: 900.0000
standardized fitness: 900.0000
adjusted fitness: 0.9989
TREE:
(/ perimeter
(+ (* (/ (* (exp minor) convex)
(log (* (log (- (- (/ convex
(+ eccentricity
(* area area)))
(+ (/ minor eccentricity) major))
(* (exp (/ convex
(* (- major 0.68855) convex))) major))) -0.16223))) area)
(log (+ (- perimeter minor) -0.19669))))
=== BEST-OF-RUN ===
current generation: 50
generation: 48
nodes: 44
depth: 13
hits: 900
TOP INDIVIDUAL:
-- #1 --
hits: 900
raw fitness: 900.0000
standardized fitness: 900.0000
adjusted fitness: 0.9989
TREE:
(/ perimeter
(+ (* (/ (* (exp minor) convex)
(log (* (log (- (- (/ convex
(+ eccentricity
(* area area)))
(+ (/ minor eccentricity) major))
(* (exp (/ convex
(* (- major 0.68855) convex))) major))) -0.16223))) area)
(log (+ (- perimeter minor) -0.19669))))
=== BEST-OF-RUN ===
current generation: 51
generation: 48
nodes: 44
depth: 13
hits: 900
TOP INDIVIDUAL:
-- #1 --
hits: 900
raw fitness: 900.0000
standardized fitness: 900.0000
adjusted fitness: 0.9989
TREE:
(/ perimeter
(+ (* (/ (* (exp minor) convex)
(log (* (log (- (- (/ convex
(+ eccentricity
(* area area)))
(+ (/ minor eccentricity) major))
(* (exp (/ convex
(* (- major 0.68855) convex))) major))) -0.16223))) area)
(log (+ (- perimeter minor) -0.19669))))

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GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9537 0.9985 0.0000 18.658 3.483 9 3 49 6 0.9537 0.9985 0.0000 18.658 3.483 9 3 49 6
1 0 0.9890 0.9985 0.0000 17.172 3.644 9 3 13 3 0.9714 0.9985 0.0000 17.915 3.563 9 3 49 6
2 0 0.9908 0.9986 0.0000 16.470 3.713 12 6 13 4 0.9778 0.9986 0.0000 17.433 3.613 12 6 49 6
3 0 0.9918 0.9986 0.0000 16.182 3.846 12 6 41 7 0.9813 0.9986 0.0000 17.120 3.671 12 6 49 6
4 0 0.9926 0.9988 0.0000 16.077 3.952 3 1 35 6 0.9836 0.9988 0.0000 16.912 3.728 3 1 49 6
5 0 0.9928 0.9988 0.0000 15.702 3.999 3 1 30 9 0.9851 0.9988 0.0000 16.710 3.773 3 1 49 6
6 0 0.9914 0.9988 0.0000 15.493 4.098 3 1 33 6 0.9860 0.9988 0.0000 16.536 3.819 3 1 49 6
7 0 0.9942 0.9988 0.0000 14.749 4.071 3 1 98 13 0.9871 0.9988 0.0000 16.313 3.851 3 1 49 6
8 0 0.9928 0.9988 0.0000 14.694 4.145 3 1 51 11 0.9877 0.9988 0.0000 16.133 3.883 3 1 49 6
9 0 0.9922 0.9988 0.0000 14.308 4.119 3 1 40 7 0.9881 0.9988 0.0000 15.950 3.907 3 1 49 6
10 0 0.9952 0.9988 0.0000 14.254 4.156 3 1 35 12 0.9888 0.9988 0.0000 15.796 3.930 3 1 49 6
11 0 0.9938 0.9988 0.0000 14.176 4.186 3 1 52 14 0.9892 0.9988 0.0000 15.661 3.951 3 1 49 6
12 0 0.9940 0.9988 0.0000 13.853 4.202 3 1 38 6 0.9896 0.9988 0.0000 15.522 3.970 3 1 49 6
13 0 0.9952 0.9988 0.0000 13.773 4.224 3 1 72 13 0.9900 0.9988 0.0000 15.397 3.989 3 1 49 6
14 0 0.9948 0.9988 0.0000 13.489 4.220 3 1 96 11 0.9903 0.9988 0.0000 15.270 4.004 3 1 49 6
15 0 0.9936 0.9988 0.0000 13.243 4.203 3 1 30 7 0.9905 0.9988 0.0000 15.143 4.016 3 1 49 6
16 0 0.9932 0.9988 0.0000 13.059 4.196 3 1 11 4 0.9907 0.9988 0.0000 15.021 4.027 3 1 49 6
17 0 0.9950 0.9988 0.0000 12.792 4.166 3 1 21 9 0.9909 0.9988 0.0000 14.897 4.035 3 1 49 6
18 0 0.9956 0.9988 0.0000 12.765 4.148 10 3 17 5 0.9912 0.9988 0.0000 14.785 4.041 10 3 49 6
19 0 0.9970 0.9988 0.0000 12.397 4.103 10 3 33 10 0.9914 0.9988 0.0000 14.665 4.044 10 3 49 6
20 0 0.9946 0.9988 0.0000 12.158 4.050 10 3 14 5 0.9916 0.9988 0.0000 14.546 4.044 10 3 49 6
21 0 0.9964 0.9988 0.0000 12.056 4.080 10 3 10 3 0.9918 0.9988 0.0000 14.433 4.046 10 3 49 6
22 0 0.9954 0.9988 0.0000 11.846 4.018 10 3 20 8 0.9920 0.9988 0.0000 14.320 4.045 10 3 49 6
23 0 0.9944 0.9988 0.0000 11.863 4.021 8 4 17 5 0.9921 0.9988 0.0000 14.218 4.044 8 4 49 6
24 0 0.9968 0.9988 0.0000 11.667 3.992 8 4 22 6 0.9923 0.9988 0.0000 14.116 4.041 8 4 49 6
25 0 0.9970 0.9988 0.0000 11.660 4.019 8 4 39 10 0.9924 0.9988 0.0000 14.021 4.041 8 4 49 6
26 0 0.9972 0.9988 0.0000 11.493 3.973 8 4 47 11 0.9926 0.9988 0.0000 13.928 4.038 8 4 49 6
27 0 0.9968 0.9988 0.0000 11.551 3.992 8 4 38 6 0.9928 0.9988 0.0000 13.843 4.036 8 4 49 6
28 0 0.9960 0.9988 0.0000 11.121 3.932 8 4 17 5 0.9929 0.9988 0.0000 13.749 4.033 8 4 49 6
29 0 0.9960 0.9988 0.0000 11.141 3.933 8 4 60 12 0.9930 0.9988 0.0000 13.662 4.030 8 4 49 6
30 0 0.9972 0.9988 0.0000 11.015 3.917 8 4 74 17 0.9931 0.9988 0.0000 13.577 4.026 8 4 49 6
31 0 0.9968 0.9988 0.0000 11.301 4.019 8 4 42 11 0.9932 0.9988 0.0000 13.506 4.026 8 4 49 6
32 0 0.9960 0.9988 0.0000 11.479 4.034 8 4 72 16 0.9933 0.9988 0.0000 13.444 4.026 8 4 49 6
33 0 0.9966 0.9988 0.0000 11.179 3.963 8 4 38 8 0.9934 0.9988 0.0000 13.377 4.024 8 4 49 6
34 0 0.9970 0.9988 0.0000 10.894 3.921 39 9 47 11 0.9935 0.9988 0.0000 13.307 4.021 39 9 49 6
35 0 0.9968 0.9988 0.0000 10.957 3.951 39 9 28 11 0.9936 0.9988 0.0000 13.241 4.019 39 9 49 6
36 0 0.9962 0.9988 0.0000 10.715 3.887 7 4 45 12 0.9937 0.9988 0.0000 13.173 4.016 7 4 49 6
37 0 0.9968 0.9988 0.0000 10.404 3.805 7 4 7 3 0.9938 0.9988 0.0000 13.100 4.010 7 4 49 6
38 0 0.9962 0.9988 0.0000 10.203 3.759 7 4 32 8 0.9938 0.9988 0.0000 13.026 4.004 7 4 49 6
39 0 0.9958 0.9988 0.0000 10.334 3.795 7 4 31 7 0.9939 0.9988 0.0000 12.959 3.998 7 4 49 6
40 0 0.9964 0.9988 0.0000 9.906 3.686 7 4 28 10 0.9939 0.9988 0.0000 12.884 3.991 7 4 49 6
41 0 0.9966 0.9988 0.0000 9.601 3.611 7 4 33 14 0.9940 0.9988 0.0000 12.806 3.982 7 4 49 6
42 0 0.9972 0.9988 0.0000 9.602 3.613 7 4 14 6 0.9941 0.9988 0.0000 12.731 3.973 7 4 49 6
43 0 0.9968 0.9988 0.0000 9.458 3.557 7 4 14 5 0.9941 0.9988 0.0000 12.657 3.964 7 4 49 6
44 0 0.9968 0.9988 0.0000 9.264 3.482 7 4 41 10 0.9942 0.9988 0.0000 12.582 3.953 7 4 49 6
45 0 0.9970 0.9988 0.0000 9.203 3.497 7 4 11 5 0.9943 0.9988 0.0000 12.508 3.943 7 4 49 6
46 0 0.9972 0.9988 0.0000 9.107 3.480 7 4 18 6 0.9943 0.9988 0.0000 12.436 3.933 7 4 49 6
47 0 0.9974 0.9988 0.0000 8.983 3.462 7 4 17 7 0.9944 0.9988 0.0000 12.364 3.924 7 4 49 6
48 0 0.9978 0.9989 0.0000 8.836 3.420 44 13 21 7 0.9945 0.9989 0.0000 12.292 3.913 44 13 49 6
49 0 0.9976 0.9989 0.0000 8.751 3.383 44 13 43 13 0.9945 0.9989 0.0000 12.221 3.903 44 13 49 6
50 0 0.9972 0.9989 0.0000 8.849 3.389 44 13 11 6 0.9946 0.9989 0.0000 12.155 3.893 44 13 49 6
51 0 0.9972 0.9989 0.0000 8.705 3.343 44 13 16 5 0.9946 0.9989 0.0000 12.089 3.882 44 13 49 6

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[ lil-gp Genetic Programming System.
[ Portions copyright (c) 1995 Michigan State University. All rights reserved.
[ kernel version 1.0; 11 July 1995.
initialization:
parameter database.
ephemeral random constants.
generation spaces.
updating function set(s):
set 0: removed.
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 63.
creating initial population(s):
7379 trees were generated to fill the population of 5000 (5000 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (0s 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. (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. (1s 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. (1s 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. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 24.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 25.
evaluation complete. (0s wall)
breeding complete. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s wall)
SYSTEM STATISTICS
------- memory -------
allocated: 80553902
freed: 80505902
not freed: 48000
max allocated: 2563989
malloc'ed blocks: 847316
realloc'ed blocks: 7
free'ed blocks: 847310
------- time -------
overall: 18s wall
evaluation: 17s wall
breeding: 1s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 8234
freed: 8234
allocated: 5500
blocks: 10

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@ -0,0 +1,22 @@
=== BEST-OF-RUN ===
generation: 34
nodes: 30
depth: 12
hits: 936
TOP INDIVIDUAL:
-- #1 --
hits: 936
raw fitness: 936.0000
standardized fitness: 936.0000
adjusted fitness: 0.9989
TREE:
(log (* (* (/ (- (log (* (* (+ (+ major eccentricity)
(log extent))
(/ eccentricity
(log (- (- perimeter convex) major)))) eccentricity)) perimeter)
(log (- perimeter extent))) eccentricity) -0.01515))
TREE-equ:
y = log(((((log(((((major + eccentricity) + log(extent)) * (eccentricity / log(((perimeter - convex) - major)))) * eccentricity)) - perimeter) / log((perimeter - extent))) * eccentricity) * -0.01515))

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@ -0,0 +1,16 @@
Hits: 2587, Total Size: 2810, Percent Hit: 92.064057
CC: 1030
CO: 79
OO: 1557
OC: 144
Fitness: 0.998933
Hits: 936
y = log(((((log(((((major + eccentricity) + log(extent)) * (eccentricity / log(((perimeter - convex) - major)))) * eccentricity)) - perimeter) / log((perimeter - extent))) * eccentricity) * -0.01515))
(log (* (* (/ (- (log (* (* (+ (+ major eccentricity)
(log extent))
(/ eccentricity
(log (- (- perimeter convex) major)))) eccentricity)) perimeter)
(log (- perimeter extent))) eccentricity) -0.01515))

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GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9579 0.9985 0.0000 18.080 3.451 59 6 63 6 0.9579 0.9985 0.0000 18.080 3.451 59 6 63 6
1 0 0.9907 0.9985 0.0000 16.735 3.597 59 6 58 7 0.9743 0.9985 0.0000 17.407 3.524 59 6 63 6
2 0 0.9911 0.9986 0.0000 16.362 3.753 11 3 17 4 0.9799 0.9986 0.0000 17.059 3.600 11 3 63 6
3 0 0.9928 0.9987 0.0000 16.128 3.899 53 9 29 5 0.9831 0.9987 0.0000 16.826 3.675 53 9 63 6
4 0 0.9914 0.9987 0.0000 15.895 4.008 53 9 30 6 0.9848 0.9987 0.0000 16.640 3.742 53 9 63 6
5 0 0.9928 0.9987 0.0000 15.747 4.087 53 9 62 8 0.9861 0.9987 0.0000 16.491 3.799 53 9 63 6
6 0 0.9908 0.9987 0.0000 15.954 4.190 53 9 82 14 0.9868 0.9987 0.0000 16.414 3.855 53 9 63 6
7 0 0.9940 0.9987 0.0000 15.706 4.211 53 9 24 5 0.9877 0.9987 0.0000 16.326 3.900 53 9 63 6
8 0 0.9939 0.9989 0.0000 15.574 4.287 25 5 53 9 0.9884 0.9989 0.0000 16.242 3.943 25 5 63 6
9 0 0.9920 0.9989 0.0000 15.047 4.263 25 5 9 3 0.9887 0.9989 0.0000 16.123 3.975 25 5 63 6
10 0 0.9938 0.9989 0.0000 15.045 4.274 25 5 17 6 0.9892 0.9989 0.0000 16.025 4.002 25 5 63 6
11 0 0.9942 0.9989 0.0000 14.788 4.308 25 5 32 8 0.9896 0.9989 0.0000 15.922 4.027 25 5 63 6
12 0 0.9937 0.9989 0.0000 14.301 4.281 25 5 56 10 0.9899 0.9989 0.0000 15.797 4.047 25 5 63 6
13 0 0.9954 0.9989 0.0000 14.178 4.305 25 5 54 15 0.9903 0.9989 0.0000 15.681 4.065 25 5 63 6
14 0 0.9956 0.9989 0.0000 13.823 4.281 29 6 27 8 0.9907 0.9989 0.0000 15.558 4.080 29 6 63 6
15 0 0.9954 0.9989 0.0000 13.445 4.223 29 6 44 10 0.9910 0.9989 0.0000 15.425 4.089 29 6 63 6
16 0 0.9958 0.9989 0.0000 13.511 4.248 29 6 27 9 0.9913 0.9989 0.0000 15.313 4.098 29 6 63 6
17 0 0.9945 0.9989 0.0000 13.411 4.229 29 6 67 17 0.9914 0.9989 0.0000 15.207 4.105 29 6 63 6
18 0 0.9954 0.9989 0.0000 13.191 4.221 28 6 87 14 0.9917 0.9989 0.0000 15.101 4.111 28 6 63 6
19 0 0.9954 0.9989 0.0000 12.773 4.155 28 6 46 11 0.9918 0.9989 0.0000 14.985 4.114 28 6 63 6
20 0 0.9956 0.9989 0.0000 12.608 4.113 28 6 38 7 0.9920 0.9989 0.0000 14.872 4.113 28 6 63 6
21 0 0.9958 0.9989 0.0000 12.437 4.103 28 6 18 7 0.9922 0.9989 0.0000 14.761 4.113 28 6 63 6
22 0 0.9964 0.9989 0.0000 12.391 4.120 28 6 39 11 0.9924 0.9989 0.0000 14.658 4.113 28 6 63 6
23 0 0.9962 0.9989 0.0000 12.759 4.230 28 6 36 8 0.9925 0.9989 0.0000 14.579 4.118 28 6 63 6
24 0 0.9952 0.9989 0.0000 12.433 4.152 28 6 23 7 0.9927 0.9989 0.0000 14.493 4.120 28 6 63 6
25 0 0.9960 0.9989 0.0000 12.021 4.064 28 6 63 12 0.9928 0.9989 0.0000 14.398 4.117 28 6 63 6
26 0 0.9958 0.9989 0.0000 11.917 4.074 28 6 28 9 0.9929 0.9989 0.0000 14.306 4.116 28 6 63 6
27 0 0.9974 0.9989 0.0000 11.541 4.019 28 6 37 8 0.9931 0.9989 0.0000 14.207 4.112 28 6 63 6
28 0 0.9964 0.9989 0.0000 11.390 4.002 28 6 18 5 0.9932 0.9989 0.0000 14.110 4.109 28 6 63 6
29 0 0.9964 0.9989 0.0000 11.243 3.954 35 15 11 5 0.9933 0.9989 0.0000 14.014 4.103 35 15 63 6
30 0 0.9968 0.9989 0.0000 11.235 3.956 35 15 19 6 0.9934 0.9989 0.0000 13.925 4.099 35 15 63 6
31 0 0.9970 0.9989 0.0000 11.247 3.978 25 10 35 10 0.9935 0.9989 0.0000 13.841 4.095 25 10 63 6
32 0 0.9970 0.9989 0.0000 11.050 3.955 25 10 71 12 0.9936 0.9989 0.0000 13.757 4.091 25 10 63 6
33 0 0.9968 0.9989 0.0000 11.003 3.956 25 10 31 7 0.9937 0.9989 0.0000 13.676 4.087 25 10 63 6
34 0 0.9970 0.9989 0.0000 11.053 3.967 30 12 52 17 0.9938 0.9989 0.0000 13.601 4.083 30 12 63 6
35 0 0.9966 0.9989 0.0000 11.035 3.954 30 12 19 5 0.9939 0.9989 0.0000 13.529 4.080 30 12 63 6
36 0 0.9976 0.9989 0.0000 10.691 3.871 30 12 48 11 0.9940 0.9989 0.0000 13.453 4.074 30 12 63 6
37 0 0.9970 0.9989 0.0000 10.625 3.841 30 12 57 11 0.9941 0.9989 0.0000 13.378 4.068 30 12 63 6
38 0 0.9964 0.9989 0.0000 10.454 3.833 30 12 47 13 0.9941 0.9989 0.0000 13.303 4.062 30 12 63 6
39 0 0.9972 0.9989 0.0000 10.169 3.729 30 12 5 2 0.9942 0.9989 0.0000 13.225 4.054 30 12 63 6
40 0 0.9966 0.9989 0.0000 9.986 3.703 30 12 48 13 0.9943 0.9989 0.0000 13.146 4.045 30 12 63 6
41 0 0.9970 0.9989 0.0000 10.117 3.753 30 12 32 11 0.9943 0.9989 0.0000 13.074 4.038 30 12 63 6
42 0 0.9978 0.9989 0.0000 9.984 3.717 30 12 20 6 0.9944 0.9989 0.0000 13.002 4.031 30 12 63 6
43 0 0.9976 0.9989 0.0000 9.957 3.718 30 12 25 10 0.9945 0.9989 0.0000 12.933 4.023 30 12 63 6
44 0 0.9968 0.9989 0.0000 9.710 3.644 30 12 28 7 0.9945 0.9989 0.0000 12.861 4.015 30 12 63 6
45 0 0.9970 0.9989 0.0000 9.677 3.646 30 12 11 6 0.9946 0.9989 0.0000 12.792 4.007 30 12 63 6
46 0 0.9978 0.9989 0.0000 9.638 3.635 30 12 61 14 0.9947 0.9989 0.0000 12.725 3.999 30 12 63 6
47 0 0.9974 0.9989 0.0000 9.508 3.618 30 12 27 11 0.9947 0.9989 0.0000 12.658 3.991 30 12 63 6
48 0 0.9970 0.9989 0.0000 9.439 3.624 30 12 12 5 0.9948 0.9989 0.0000 12.592 3.984 30 12 63 6
49 0 0.9972 0.9989 0.0000 9.221 3.560 30 12 29 7 0.9948 0.9989 0.0000 12.525 3.975 30 12 63 6
50 0 0.9970 0.9989 0.0000 9.324 3.587 30 12 19 7 0.9949 0.9989 0.0000 12.462 3.968 30 12 63 6
51 0 0.9964 0.9989 0.0000 9.369 3.610 30 12 37 12 0.9949 0.9989 0.0000 12.402 3.961 30 12 63 6

View File

@ -0,0 +1,205 @@
[ lil-gp Genetic Programming System.
[ Portions copyright (c) 1995 Michigan State University. All rights reserved.
[ kernel version 1.0; 11 July 1995.
initialization:
parameter database.
ephemeral random constants.
generation spaces.
updating function set(s):
set 0: removed.
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 126.
creating initial population(s):
7313 trees were generated to fill the population of 5000 (5000 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 6.
evaluation 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 10.
evaluation complete. (1s 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. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 17.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 18.
evaluation complete. (1s 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. (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)
=== generation 25.
evaluation complete. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 51.
evaluation complete. (0s wall)
SYSTEM STATISTICS
------- memory -------
allocated: 82079116
freed: 82031116
not freed: 48000
max allocated: 2521390
malloc'ed blocks: 845327
realloc'ed blocks: 8
free'ed blocks: 845321
------- time -------
overall: 18s wall
evaluation: 18s wall
breeding: 0s wall
------- generation spaces -------
space 0 size: 300
space 1 size: 100
------- ephemeral random constants -------
used: 8138
freed: 8138
allocated: 5500
blocks: 10

View File

@ -0,0 +1,23 @@
=== BEST-OF-RUN ===
generation: 13
nodes: 21
depth: 8
hits: 905
TOP INDIVIDUAL:
-- #1 --
hits: 905
raw fitness: 905.0000
standardized fitness: 905.0000
adjusted fitness: 0.9989
TREE:
(/ (log convex)
(- (+ (exp 0.82991) eccentricity)
(exp (/ perimeter
(exp (- (/ major
(* minor convex))
(/ major perimeter)))))))
TREE-equ:
y = (log(convex) / ((exp(0.82991) + eccentricity) - exp((perimeter / exp(((major / (minor * convex)) - (major / perimeter)))))))

View File

@ -0,0 +1,17 @@
Hits: 2570, Total Size: 2810, Percent Hit: 91.459075
CC: 970
CO: 193
OO: 1600
OC: 47
Fitness: 0.998896
Hits: 905
y = (log(convex) / ((exp(0.82991) + eccentricity) - exp((perimeter / exp(((major / (minor * convex)) - (major / perimeter)))))))
(/ (log convex)
(- (+ (exp 0.82991) eccentricity)
(exp (/ perimeter
(exp (- (/ major
(* minor convex))
(/ major perimeter)))))))

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File diff suppressed because it is too large Load Diff

File diff suppressed because it is too large Load Diff

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@ -0,0 +1,53 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9576 0.9986 0.0000 18.254 3.481 38 5 64 6 0.9576 0.9986 0.0000 18.254 3.481 38 5 64 6
1 0 0.9897 0.9986 0.0000 16.772 3.617 38 5 40 7 0.9736 0.9986 0.0000 17.513 3.549 38 5 64 6
2 0 0.9905 0.9986 0.0000 16.320 3.744 38 5 12 4 0.9793 0.9986 0.0000 17.115 3.614 38 5 64 6
3 0 0.9937 0.9986 0.0000 16.053 3.893 44 8 10 4 0.9829 0.9986 0.0000 16.850 3.684 44 8 64 6
4 0 0.9919 0.9988 0.0000 15.992 3.963 19 8 28 7 0.9847 0.9988 0.0000 16.678 3.740 19 8 64 6
5 0 0.9939 0.9988 0.0000 15.912 4.016 19 8 35 9 0.9862 0.9988 0.0000 16.550 3.786 19 8 64 6
6 0 0.9937 0.9988 0.0000 15.425 4.063 12 6 22 5 0.9873 0.9988 0.0000 16.390 3.825 12 6 64 6
7 0 0.9937 0.9988 0.0000 15.000 4.069 12 6 80 15 0.9881 0.9988 0.0000 16.216 3.856 12 6 64 6
8 0 0.9926 0.9988 0.0000 15.024 4.159 12 6 52 11 0.9886 0.9988 0.0000 16.084 3.889 12 6 64 6
9 0 0.9949 0.9988 0.0000 14.702 4.172 12 6 10 4 0.9892 0.9988 0.0000 15.945 3.918 12 6 64 6
10 0 0.9943 0.9988 0.0000 14.754 4.190 12 6 32 8 0.9897 0.9988 0.0000 15.837 3.942 12 6 64 6
11 0 0.9935 0.9988 0.0000 14.705 4.231 18 9 58 7 0.9900 0.9988 0.0000 15.743 3.966 18 9 64 6
12 0 0.9939 0.9988 0.0000 14.162 4.175 18 9 39 11 0.9903 0.9988 0.0000 15.621 3.982 18 9 64 6
13 0 0.9947 0.9989 0.0000 13.031 3.998 21 8 42 13 0.9906 0.9989 0.0000 15.436 3.984 21 8 64 6
14 0 0.9955 0.9989 0.0000 12.819 3.967 21 8 36 9 0.9910 0.9989 0.0000 15.262 3.982 21 8 64 6
15 0 0.9949 0.9989 0.0000 12.902 4.047 21 8 45 10 0.9912 0.9989 0.0000 15.114 3.986 21 8 64 6
16 0 0.9955 0.9989 0.0000 12.522 4.010 21 8 51 14 0.9915 0.9989 0.0000 14.962 3.988 21 8 64 6
17 0 0.9947 0.9989 0.0000 12.442 4.027 21 8 28 9 0.9916 0.9989 0.0000 14.822 3.990 21 8 64 6
18 0 0.9951 0.9989 0.0000 12.250 3.993 21 8 26 10 0.9918 0.9989 0.0000 14.686 3.990 21 8 64 6
19 0 0.9955 0.9989 0.0000 12.029 3.928 21 8 12 5 0.9920 0.9989 0.0000 14.554 3.987 21 8 64 6
20 0 0.9965 0.9989 0.0000 11.634 3.834 21 8 68 14 0.9922 0.9989 0.0000 14.415 3.980 21 8 64 6
21 0 0.9969 0.9989 0.0000 11.648 3.843 21 8 14 5 0.9924 0.9989 0.0000 14.289 3.974 21 8 64 6
22 0 0.9971 0.9989 0.0000 11.258 3.761 21 8 39 10 0.9926 0.9989 0.0000 14.157 3.964 21 8 64 6
23 0 0.9971 0.9989 0.0000 11.374 3.793 21 8 32 11 0.9928 0.9989 0.0000 14.041 3.957 21 8 64 6
24 0 0.9959 0.9989 0.0000 11.138 3.740 21 8 58 13 0.9930 0.9989 0.0000 13.925 3.949 21 8 64 6
25 0 0.9967 0.9989 0.0000 10.396 3.635 21 8 20 5 0.9931 0.9989 0.0000 13.789 3.936 21 8 64 6
26 0 0.9969 0.9989 0.0000 10.464 3.683 21 8 22 7 0.9932 0.9989 0.0000 13.666 3.927 21 8 64 6
27 0 0.9971 0.9989 0.0000 10.384 3.679 21 8 40 8 0.9934 0.9989 0.0000 13.549 3.918 21 8 64 6
28 0 0.9965 0.9989 0.0000 10.134 3.612 21 8 9 5 0.9935 0.9989 0.0000 13.431 3.908 21 8 64 6
29 0 0.9969 0.9989 0.0000 10.206 3.660 21 8 44 12 0.9936 0.9989 0.0000 13.324 3.899 21 8 64 6
30 0 0.9963 0.9989 0.0000 10.409 3.729 21 8 83 15 0.9937 0.9989 0.0000 13.230 3.894 21 8 64 6
31 0 0.9965 0.9989 0.0000 10.514 3.771 21 8 33 9 0.9938 0.9989 0.0000 13.145 3.890 21 8 64 6
32 0 0.9967 0.9989 0.0000 10.290 3.731 21 8 29 9 0.9939 0.9989 0.0000 13.058 3.885 21 8 64 6
33 0 0.9957 0.9989 0.0000 10.324 3.788 21 8 43 11 0.9939 0.9989 0.0000 12.978 3.882 21 8 64 6
34 0 0.9947 0.9989 0.0000 10.136 3.742 21 8 45 11 0.9939 0.9989 0.0000 12.897 3.878 21 8 64 6
35 0 0.9969 0.9989 0.0000 9.850 3.658 21 8 39 14 0.9940 0.9989 0.0000 12.812 3.872 21 8 64 6
36 0 0.9959 0.9989 0.0000 9.670 3.642 21 8 12 4 0.9941 0.9989 0.0000 12.727 3.866 21 8 64 6
37 0 0.9965 0.9989 0.0000 9.522 3.603 21 8 15 6 0.9941 0.9989 0.0000 12.643 3.859 21 8 64 6
38 0 0.9971 0.9989 0.0000 9.592 3.633 21 8 17 7 0.9942 0.9989 0.0000 12.564 3.853 21 8 64 6
39 0 0.9967 0.9989 0.0000 9.293 3.552 21 8 13 5 0.9943 0.9989 0.0000 12.483 3.846 21 8 64 6
40 0 0.9963 0.9989 0.0000 9.226 3.549 21 8 30 11 0.9943 0.9989 0.0000 12.403 3.839 21 8 64 6
41 0 0.9971 0.9989 0.0000 8.918 3.450 21 8 21 6 0.9944 0.9989 0.0000 12.320 3.829 21 8 64 6
42 0 0.9959 0.9989 0.0000 8.666 3.352 21 8 20 6 0.9944 0.9989 0.0000 12.235 3.818 21 8 64 6
43 0 0.9959 0.9989 0.0000 8.775 3.379 21 8 15 5 0.9945 0.9989 0.0000 12.157 3.808 21 8 64 6
44 0 0.9971 0.9989 0.0000 8.458 3.296 21 8 7 3 0.9945 0.9989 0.0000 12.074 3.797 21 8 64 6
45 0 0.9963 0.9989 0.0000 8.403 3.299 21 8 8 4 0.9946 0.9989 0.0000 11.995 3.786 21 8 64 6
46 0 0.9971 0.9989 0.0000 8.216 3.229 21 8 39 12 0.9946 0.9989 0.0000 11.914 3.774 21 8 64 6
47 0 0.9973 0.9989 0.0000 8.103 3.192 21 8 17 6 0.9947 0.9989 0.0000 11.835 3.762 21 8 64 6
48 0 0.9973 0.9989 0.0000 7.990 3.174 21 8 14 8 0.9947 0.9989 0.0000 11.756 3.750 21 8 64 6
49 0 0.9963 0.9989 0.0000 7.856 3.119 21 8 45 12 0.9948 0.9989 0.0000 11.678 3.737 21 8 64 6
50 0 0.9971 0.9989 0.0000 7.702 3.064 21 8 9 4 0.9948 0.9989 0.0000 11.600 3.724 21 8 64 6
51 0 0.9973 0.9989 0.0000 7.593 3.034 21 8 7 3 0.9949 0.9989 0.0000 11.523 3.711 21 8 64 6

View File

@ -0,0 +1,205 @@
[ lil-gp Genetic Programming System.
[ Portions copyright (c) 1995 Michigan State University. All rights reserved.
[ kernel version 1.0; 11 July 1995.
initialization:
parameter database.
ephemeral random constants.
generation spaces.
updating function set(s):
set 0: removed.
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 243.
creating initial population(s):
7246 trees were generated to fill the population of 5000 (5000 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (0s 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. (1s 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. (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)
=== generation 20.
evaluation complete. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s wall)
SYSTEM STATISTICS
------- memory -------
allocated: 77963969
freed: 77915969
not freed: 48000
max allocated: 2530846
malloc'ed blocks: 845496
realloc'ed blocks: 7
free'ed blocks: 845490
------- time -------
overall: 18s wall
evaluation: 16s wall
breeding: 0s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 8181
freed: 8181
allocated: 5500
blocks: 10

View File

@ -0,0 +1,22 @@
=== BEST-OF-RUN ===
generation: 36
nodes: 22
depth: 6
hits: 909
TOP INDIVIDUAL:
-- #1 --
hits: 909
raw fitness: 909.0000
standardized fitness: 909.0000
adjusted fitness: 0.9989
TREE:
(+ (exp (* (log (+ -0.63537 minor))
(* (log (log minor)) eccentricity)))
(+ (/ perimeter perimeter)
(* (* -0.97826
(log minor)) minor)))
TREE-equ:
y = (exp((log((-0.63537 + minor)) * (log(log(minor)) * eccentricity))) + ((perimeter / perimeter) + ((-0.97826 * log(minor)) * minor)))

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@ -0,0 +1,16 @@
Hits: 2546, Total Size: 2810, Percent Hit: 90.604982
CC: 1009
CO: 104
OO: 1537
OC: 160
Fitness: 0.998901
Hits: 909
y = (exp((log((-0.63537 + minor)) * (log(log(minor)) * eccentricity))) + ((perimeter / perimeter) + ((-0.97826 * log(minor)) * minor)))
(+ (exp (* (log (+ -0.63537 minor))
(* (log (log minor)) eccentricity)))
(+ (/ perimeter perimeter)
(* (* -0.97826
(log minor)) minor)))

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File diff suppressed because it is too large Load Diff

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@ -0,0 +1,53 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9576 0.9986 0.0000 17.976 3.432 50 5 78 6 0.9576 0.9986 0.0000 17.976 3.432 50 5 78 6
1 0 0.9904 0.9986 0.0000 16.702 3.622 50 5 19 6 0.9740 0.9986 0.0000 17.339 3.527 50 5 78 6
2 0 0.9906 0.9986 0.0000 16.304 3.778 50 5 32 6 0.9796 0.9986 0.0000 16.994 3.611 50 5 78 6
3 0 0.9924 0.9987 0.0000 15.969 3.860 10 5 20 7 0.9828 0.9987 0.0000 16.738 3.673 10 5 78 6
4 0 0.9936 0.9987 0.0000 15.385 3.896 3 1 63 6 0.9850 0.9987 0.0000 16.467 3.718 3 1 78 6
5 0 0.9938 0.9987 0.0000 14.804 3.881 3 1 58 9 0.9864 0.9987 0.0000 16.190 3.745 3 1 78 6
6 0 0.9938 0.9987 0.0000 14.767 3.949 13 5 86 12 0.9875 0.9987 0.0000 15.987 3.774 13 5 78 6
7 0 0.9940 0.9987 0.0000 14.701 4.002 13 5 49 9 0.9883 0.9987 0.0000 15.826 3.803 13 5 78 6
8 0 0.9948 0.9987 0.0000 13.911 3.975 13 5 13 6 0.9890 0.9987 0.0000 15.613 3.822 13 5 78 6
9 0 0.9938 0.9987 0.0000 13.629 3.983 13 5 50 8 0.9895 0.9987 0.0000 15.415 3.838 13 5 78 6
10 0 0.9952 0.9987 0.0000 13.455 3.978 13 5 76 15 0.9900 0.9987 0.0000 15.237 3.851 13 5 78 6
11 0 0.9956 0.9987 0.0000 13.125 3.949 13 5 58 12 0.9905 0.9987 0.0000 15.061 3.859 13 5 78 6
12 0 0.9958 0.9987 0.0000 12.723 3.901 13 5 31 9 0.9909 0.9987 0.0000 14.881 3.862 13 5 78 6
13 0 0.9947 0.9987 0.0000 12.663 3.927 13 5 44 5 0.9912 0.9987 0.0000 14.722 3.867 13 5 78 6
14 0 0.9951 0.9987 0.0000 12.275 3.858 13 5 28 8 0.9914 0.9987 0.0000 14.559 3.866 13 5 78 6
15 0 0.9952 0.9987 0.0000 12.184 3.872 13 5 14 7 0.9917 0.9987 0.0000 14.411 3.866 13 5 78 6
16 0 0.9946 0.9987 0.0000 12.159 3.875 13 5 42 9 0.9919 0.9987 0.0000 14.278 3.867 13 5 78 6
17 0 0.9962 0.9987 0.0000 12.003 3.868 13 5 65 10 0.9921 0.9987 0.0000 14.152 3.867 13 5 78 6
18 0 0.9968 0.9987 0.0000 11.656 3.845 13 5 50 13 0.9923 0.9987 0.0000 14.021 3.866 13 5 78 6
19 0 0.9968 0.9987 0.0000 11.610 3.856 13 5 38 8 0.9926 0.9987 0.0000 13.900 3.865 13 5 78 6
20 0 0.9968 0.9987 0.0000 11.295 3.790 13 5 19 8 0.9928 0.9987 0.0000 13.776 3.862 13 5 78 6
21 0 0.9960 0.9987 0.0000 11.108 3.740 13 5 46 8 0.9929 0.9987 0.0000 13.655 3.856 13 5 78 6
22 0 0.9958 0.9987 0.0000 11.177 3.814 13 5 27 9 0.9931 0.9987 0.0000 13.547 3.854 13 5 78 6
23 0 0.9962 0.9987 0.0000 10.880 3.764 13 5 33 8 0.9932 0.9987 0.0000 13.436 3.851 13 5 78 6
24 0 0.9962 0.9987 0.0000 10.549 3.722 3 1 34 8 0.9933 0.9987 0.0000 13.320 3.846 3 1 78 6
25 0 0.9960 0.9987 0.0000 10.579 3.754 3 1 22 5 0.9934 0.9987 0.0000 13.215 3.842 3 1 78 6
26 0 0.9970 0.9987 0.0000 10.524 3.746 3 1 11 4 0.9935 0.9987 0.0000 13.115 3.838 3 1 78 6
27 0 0.9958 0.9987 0.0000 10.386 3.717 3 1 29 10 0.9936 0.9987 0.0000 13.018 3.834 3 1 78 6
28 0 0.9964 0.9987 0.0000 10.357 3.752 3 1 24 11 0.9937 0.9987 0.0000 12.926 3.831 3 1 78 6
29 0 0.9966 0.9987 0.0000 10.131 3.677 3 1 30 9 0.9938 0.9987 0.0000 12.833 3.826 3 1 78 6
30 0 0.9968 0.9987 0.0000 10.118 3.679 3 1 31 9 0.9939 0.9987 0.0000 12.745 3.821 3 1 78 6
31 0 0.9946 0.9987 0.0000 9.688 3.576 3 1 28 10 0.9939 0.9987 0.0000 12.650 3.814 3 1 78 6
32 0 0.9962 0.9987 0.0000 9.452 3.518 3 1 25 9 0.9940 0.9987 0.0000 12.553 3.805 3 1 78 6
33 0 0.9970 0.9987 0.0000 9.176 3.448 3 1 10 4 0.9941 0.9987 0.0000 12.454 3.794 3 1 78 6
34 0 0.9976 0.9987 0.0000 8.907 3.375 3 1 47 9 0.9942 0.9987 0.0000 12.352 3.782 3 1 78 6
35 0 0.9968 0.9987 0.0000 8.611 3.286 3 1 11 4 0.9943 0.9987 0.0000 12.248 3.768 3 1 78 6
36 0 0.9970 0.9989 0.0000 8.364 3.200 22 6 14 8 0.9943 0.9989 0.0000 12.143 3.753 22 6 78 6
37 0 0.9976 0.9989 0.0000 8.273 3.190 22 6 21 8 0.9944 0.9989 0.0000 12.041 3.738 22 6 78 6
38 0 0.9966 0.9989 0.0000 8.264 3.192 22 6 11 3 0.9945 0.9989 0.0000 11.945 3.724 22 6 78 6
39 0 0.9970 0.9989 0.0000 8.088 3.128 22 6 31 8 0.9946 0.9989 0.0000 11.848 3.709 22 6 78 6
40 0 0.9962 0.9989 0.0000 8.063 3.123 22 6 20 7 0.9946 0.9989 0.0000 11.756 3.695 22 6 78 6
41 0 0.9972 0.9989 0.0000 7.937 3.051 22 6 11 5 0.9947 0.9989 0.0000 11.665 3.680 22 6 78 6
42 0 0.9972 0.9989 0.0000 7.775 3.024 22 6 7 3 0.9947 0.9989 0.0000 11.575 3.664 22 6 78 6
43 0 0.9968 0.9989 0.0000 7.708 3.024 22 6 7 3 0.9948 0.9989 0.0000 11.487 3.650 22 6 78 6
44 0 0.9968 0.9989 0.0000 7.641 3.014 22 6 48 10 0.9948 0.9989 0.0000 11.401 3.636 22 6 78 6
45 0 0.9976 0.9989 0.0000 7.663 3.019 22 6 22 9 0.9949 0.9989 0.0000 11.320 3.622 22 6 78 6
46 0 0.9970 0.9989 0.0000 7.484 2.980 22 6 13 5 0.9949 0.9989 0.0000 11.238 3.609 22 6 78 6
47 0 0.9972 0.9989 0.0000 7.520 2.980 22 6 7 3 0.9950 0.9989 0.0000 11.161 3.596 22 6 78 6
48 0 0.9966 0.9989 0.0000 7.324 2.926 22 6 8 4 0.9950 0.9989 0.0000 11.083 3.582 22 6 78 6
49 0 0.9974 0.9989 0.0000 7.281 2.911 22 6 31 9 0.9951 0.9989 0.0000 11.007 3.569 22 6 78 6
50 0 0.9974 0.9989 0.0000 7.269 2.901 22 6 13 5 0.9951 0.9989 0.0000 10.933 3.555 22 6 78 6
51 0 0.9970 0.9989 0.0000 7.068 2.835 22 6 19 8 0.9951 0.9989 0.0000 10.859 3.542 22 6 78 6

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@ -0,0 +1,205 @@
[ lil-gp Genetic Programming System.
[ Portions copyright (c) 1995 Michigan State University. All rights reserved.
[ kernel version 1.0; 11 July 1995.
initialization:
parameter database.
ephemeral random constants.
generation spaces.
updating function set(s):
set 0: removed.
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 588.
creating initial population(s):
7360 trees were generated to fill the population of 5000 (5000 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 3.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 4.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 5.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 6.
evaluation complete. (0s wall)
breeding complete. (1s 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. (0s wall)
breeding complete. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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. (1s 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: 75154573
freed: 75106573
not freed: 48000
max allocated: 2516014
malloc'ed blocks: 844890
realloc'ed blocks: 7
free'ed blocks: 844884
------- time -------
overall: 16s wall
evaluation: 13s wall
breeding: 3s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 8151
freed: 8151
allocated: 5500
blocks: 10

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@ -0,0 +1,21 @@
=== BEST-OF-RUN ===
generation: 33
nodes: 12
depth: 5
hits: 881
TOP INDIVIDUAL:
-- #1 --
hits: 881
raw fitness: 881.0000
standardized fitness: 881.0000
adjusted fitness: 0.9989
TREE:
(log (/ (exp (/ minor
(log eccentricity)))
(- minor
(/ extent area))))
TREE-equ:
y = log((exp((minor / log(eccentricity))) / (minor - (extent / area))))

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@ -0,0 +1,15 @@
Hits: 2450, Total Size: 2810, Percent Hit: 87.188612
CC: 1040
CO: 108
OO: 1410
OC: 252
Fitness: 0.998866
Hits: 881
y = log((exp((minor / log(eccentricity))) / (minor - (extent / area))))
(log (/ (exp (/ minor
(log eccentricity)))
(- minor
(/ extent area))))

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File diff suppressed because it is too large Load Diff

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@ -0,0 +1,53 @@
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9578 0.9987 0.0000 17.898 3.440 8 3 43 6 0.9578 0.9987 0.0000 17.898 3.440 8 3 43 6
1 0 0.9915 0.9987 0.0000 16.602 3.590 8 3 26 7 0.9747 0.9987 0.0000 17.250 3.515 8 3 43 6
2 0 0.9876 0.9987 0.0000 16.932 3.798 28 6 7 3 0.9790 0.9987 0.0000 17.144 3.609 28 6 43 6
3 0 0.9912 0.9987 0.0000 16.372 3.831 28 6 16 5 0.9820 0.9987 0.0000 16.951 3.665 28 6 43 6
4 0 0.9924 0.9987 0.0000 16.449 3.926 28 6 36 9 0.9841 0.9987 0.0000 16.851 3.717 28 6 43 6
5 0 0.9908 0.9987 0.0000 16.262 4.024 28 6 75 9 0.9852 0.9987 0.0000 16.752 3.768 28 6 43 6
6 0 0.9940 0.9987 0.0000 15.882 4.085 28 6 32 10 0.9865 0.9987 0.0000 16.628 3.813 28 6 43 6
7 0 0.9934 0.9987 0.0000 15.537 4.106 28 6 59 9 0.9873 0.9987 0.0000 16.492 3.850 28 6 43 6
8 0 0.9940 0.9987 0.0000 15.379 4.164 28 6 13 6 0.9881 0.9987 0.0000 16.368 3.885 28 6 43 6
9 0 0.9948 0.9987 0.0000 14.474 4.075 28 6 28 6 0.9887 0.9987 0.0000 16.179 3.904 28 6 43 6
10 0 0.9944 0.9987 0.0000 14.099 4.085 52 8 24 7 0.9892 0.9987 0.0000 15.990 3.920 52 8 43 6
11 0 0.9946 0.9988 0.0000 13.892 4.091 29 7 22 8 0.9897 0.9988 0.0000 15.815 3.935 29 7 43 6
12 0 0.9952 0.9988 0.0000 13.834 4.149 29 7 38 9 0.9901 0.9988 0.0000 15.662 3.951 29 7 43 6
13 0 0.9948 0.9988 0.0000 13.781 4.196 29 7 21 9 0.9904 0.9988 0.0000 15.528 3.969 29 7 43 6
14 0 0.9946 0.9988 0.0000 13.507 4.192 29 7 25 7 0.9907 0.9988 0.0000 15.393 3.983 29 7 43 6
15 0 0.9952 0.9988 0.0000 13.105 4.132 29 7 22 9 0.9910 0.9988 0.0000 15.250 3.993 29 7 43 6
16 0 0.9946 0.9988 0.0000 13.099 4.145 29 7 17 8 0.9912 0.9988 0.0000 15.124 4.002 29 7 43 6
17 0 0.9954 0.9988 0.0000 12.674 4.111 29 7 47 9 0.9914 0.9988 0.0000 14.988 4.008 29 7 43 6
18 0 0.9962 0.9988 0.0000 12.503 4.104 29 7 39 12 0.9917 0.9988 0.0000 14.857 4.013 29 7 43 6
19 0 0.9944 0.9988 0.0000 12.425 4.073 29 7 33 10 0.9918 0.9988 0.0000 14.735 4.016 29 7 43 6
20 0 0.9954 0.9988 0.0000 12.437 4.097 29 7 49 15 0.9920 0.9988 0.0000 14.626 4.020 29 7 43 6
21 0 0.9965 0.9988 0.0000 12.417 4.145 29 7 43 7 0.9922 0.9988 0.0000 14.525 4.025 29 7 43 6
22 0 0.9964 0.9988 0.0000 12.133 4.122 29 7 6 3 0.9924 0.9988 0.0000 14.421 4.030 29 7 43 6
23 0 0.9966 0.9988 0.0000 11.629 4.017 29 7 15 6 0.9926 0.9988 0.0000 14.305 4.029 29 7 43 6
24 0 0.9960 0.9988 0.0000 11.889 4.100 29 7 21 8 0.9927 0.9988 0.0000 14.208 4.032 29 7 43 6
25 0 0.9964 0.9988 0.0000 11.804 4.109 29 7 28 9 0.9928 0.9988 0.0000 14.116 4.035 29 7 43 6
26 0 0.9962 0.9988 0.0000 11.759 4.113 29 7 46 11 0.9930 0.9988 0.0000 14.029 4.038 29 7 43 6
27 0 0.9968 0.9988 0.0000 11.647 4.066 29 7 22 6 0.9931 0.9988 0.0000 13.944 4.039 29 7 43 6
28 0 0.9964 0.9988 0.0000 11.346 4.020 29 7 24 7 0.9932 0.9988 0.0000 13.854 4.038 29 7 43 6
29 0 0.9966 0.9988 0.0000 11.533 4.090 29 7 88 16 0.9933 0.9988 0.0000 13.777 4.040 29 7 43 6
30 0 0.9962 0.9988 0.0000 11.074 3.980 29 7 15 6 0.9934 0.9988 0.0000 13.689 4.038 29 7 43 6
31 0 0.9954 0.9988 0.0000 10.980 3.961 29 7 29 8 0.9935 0.9988 0.0000 13.605 4.036 29 7 43 6
32 0 0.9954 0.9988 0.0000 10.819 3.913 29 7 40 16 0.9935 0.9988 0.0000 13.520 4.032 29 7 43 6
33 0 0.9962 0.9989 0.0000 10.823 3.893 12 5 23 12 0.9936 0.9989 0.0000 13.441 4.028 12 5 43 6
34 0 0.9967 0.9989 0.0000 10.801 3.907 12 5 39 9 0.9937 0.9989 0.0000 13.366 4.024 12 5 43 6
35 0 0.9953 0.9989 0.0000 10.774 3.919 12 5 35 7 0.9937 0.9989 0.0000 13.294 4.021 12 5 43 6
36 0 0.9969 0.9989 0.0000 10.619 3.896 12 5 18 7 0.9938 0.9989 0.0000 13.221 4.018 12 5 43 6
37 0 0.9972 0.9989 0.0000 10.689 3.928 12 5 13 7 0.9939 0.9989 0.0000 13.155 4.016 12 5 43 6
38 0 0.9948 0.9989 0.0000 10.391 3.814 12 5 25 7 0.9939 0.9989 0.0000 13.084 4.010 12 5 43 6
39 0 0.9970 0.9989 0.0000 10.217 3.805 12 5 14 7 0.9940 0.9989 0.0000 13.012 4.005 12 5 43 6
40 0 0.9961 0.9989 0.0000 9.996 3.743 12 5 10 5 0.9941 0.9989 0.0000 12.939 3.999 12 5 43 6
41 0 0.9964 0.9989 0.0000 10.039 3.772 12 5 51 11 0.9941 0.9989 0.0000 12.870 3.994 12 5 43 6
42 0 0.9960 0.9989 0.0000 10.051 3.791 12 5 39 13 0.9942 0.9989 0.0000 12.804 3.989 12 5 43 6
43 0 0.9952 0.9989 0.0000 9.875 3.755 12 5 26 12 0.9942 0.9989 0.0000 12.737 3.983 12 5 43 6
44 0 0.9960 0.9989 0.0000 9.722 3.712 12 5 9 3 0.9942 0.9989 0.0000 12.670 3.977 12 5 43 6
45 0 0.9966 0.9989 0.0000 9.735 3.724 12 5 27 6 0.9943 0.9989 0.0000 12.607 3.972 12 5 43 6
46 0 0.9962 0.9989 0.0000 9.736 3.738 12 5 32 8 0.9943 0.9989 0.0000 12.546 3.967 12 5 43 6
47 0 0.9964 0.9989 0.0000 10.017 3.795 12 5 12 5 0.9944 0.9989 0.0000 12.493 3.963 12 5 43 6
48 0 0.9958 0.9989 0.0000 9.914 3.776 12 5 15 5 0.9944 0.9989 0.0000 12.440 3.960 12 5 43 6
49 0 0.9964 0.9989 0.0000 9.772 3.743 12 5 28 6 0.9944 0.9989 0.0000 12.387 3.955 12 5 43 6
50 0 0.9954 0.9989 0.0000 9.694 3.745 12 5 56 11 0.9944 0.9989 0.0000 12.334 3.951 12 5 43 6
51 0 0.9958 0.9989 0.0000 9.744 3.756 12 5 26 10 0.9945 0.9989 0.0000 12.284 3.947 12 5 43 6

View File

@ -0,0 +1,205 @@
[ lil-gp Genetic Programming System.
[ Portions copyright (c) 1995 Michigan State University. All rights reserved.
[ kernel version 1.0; 11 July 1995.
initialization:
parameter database.
ephemeral random constants.
generation spaces.
updating function set(s):
set 0: removed.
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 468.
creating initial population(s):
7330 trees were generated to fill the population of 5000 (5000 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 3.
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. (1s wall)
breeding complete. (0s wall)
=== generation 8.
evaluation complete. (0s 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. (1s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 14.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 15.
evaluation complete. (0s wall)
breeding complete. (1s 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. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 22.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 23.
evaluation complete. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 28.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 29.
evaluation complete. (1s 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. (1s 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. (1s 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. (1s 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: 81409452
freed: 81361452
not freed: 48000
max allocated: 2507958
malloc'ed blocks: 844488
realloc'ed blocks: 7
free'ed blocks: 844482
------- time -------
overall: 18s wall
evaluation: 15s wall
breeding: 1s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 8070
freed: 8070
allocated: 5500
blocks: 10

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Runs Generation Count Mean: 51
Runs Generation Count Mode: 51 occurred (10) time(s)
GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.95879 0.99865 0 18.332 3.4676 34 4 44 5 0.95879 0.99865 0 18.332 3.4676 34 4 44 5
1 0 0.99069 0.99872 0 16.2936 3.5245 23 4 40 6 0.97475 0.99872 0 17.3127 3.4962 23 4 44 5
2 0 0.99159 0.99877 0 15.6485 3.5791 31 5 45 6 0.98037 0.99877 0 16.7578 3.5238 31 5 44 5
3 0 0.99245 0.99877 0 14.9698 3.5995 31 5 39 6 0.98338 0.99877 0 16.311 3.5427 31 5 44 5
4 0 0.99336 0.99877 0 14.1793 3.5815 27 5 47 7 0.98538 0.99877 0 15.8845 3.5504 27 5 44 5
5 0 0.99412 0.99879 0 13.5692 3.5507 28 5 44 7 0.98685 0.99879 0 15.4987 3.5505 28 5 44 5
6 0 0.99405 0.99879 0 12.9283 3.5068 26 5 32 7 0.98789 0.99879 0 15.1314 3.5441 26 5 44 5
7 0 0.99492 0.99881 0 12.2441 3.4185 29 5 32 7 0.98876 0.99881 0 14.7706 3.5286 29 5 44 5
8 0 0.99514 0.99882 0 11.6901 3.3629 27 5 46 9 0.98947 0.99882 0 14.4283 3.5101 27 5 44 5
9 0 0.99545 0.99882 0 11.0893 3.2931 27 5 37 7 0.99006 0.99882 0 14.0945 3.4882 27 5 44 5
10 0 0.99552 0.99882 0 10.6196 3.2382 26 5 38 7 0.99057 0.99882 0 13.7785 3.4655 26 5 44 5
11 0 0.99583 0.99882 0 10.218 3.1889 26 5 36 7 0.99101 0.99882 0 13.4817 3.4426 26 5 44 5
12 0 0.99591 0.99883 0 9.7589 3.1165 23 5 38 8 0.99137 0.99883 0 13.1954 3.4176 23 5 44 5
13 0 0.99598 0.99883 0 9.3105 3.0395 22 4 42 8 0.99172 0.99883 0 12.918 3.3904 22 4 44 5
14 0 0.99615 0.99883 0 8.9001 2.9651 22 4 30 7 0.992 0.99883 0 12.6501 3.3621 22 4 44 5
15 0 0.99654 0.99883 0 8.6146 2.9117 22 4 28 7 0.99229 0.99883 0 12.3978 3.334 22 4 44 5
16 0 0.99667 0.99885 0 8.3169 2.8504 23 5 22 6 0.99254 0.99885 0 12.1577 3.3054 23 5 44 5
17 0 0.99689 0.99885 0 7.9414 2.7657 23 5 22 7 0.9928 0.99885 0 11.9236 3.2755 23 5 44 5
18 0 0.99669 0.99885 0 7.5773 2.6766 23 5 23 6 0.99299 0.99885 0 11.6948 3.244 23 5 44 5
19 0 0.99687 0.99885 0 7.3245 2.6186 23 5 23 6 0.9932 0.99885 0 11.4764 3.2127 23 5 44 5
20 0 0.99673 0.99885 0 7.0455 2.546 22 5 26 5 0.99337 0.99885 0 11.2654 3.1811 22 5 44 5
21 0 0.99709 0.99885 0 6.8329 2.4921 22 5 26 7 0.99354 0.99885 0 11.0637 3.1496 22 5 44 5
22 0 0.99694 0.99885 0 6.6059 2.4327 22 5 31 8 0.99367 0.99885 0 10.8701 3.1184 22 5 44 5
23 0 0.99719 0.99885 0 6.3729 2.3585 21 5 26 6 0.99385 0.99885 0 10.6824 3.0867 21 5 44 5
24 0 0.9974 0.99886 0 6.1988 2.3146 20 5 22 5 0.99396 0.99886 0 10.5033 3.0561 20 5 44 5
25 0 0.99713 0.99886 0.09973 6.0303 2.2631 20 5 16 5 0.99407 0.99886 0 10.3314 3.0254 20 5 44 5
26 0 0.99695 0.99886 0 5.911 2.222 20 5 24 8 0.99421 0.99886 0 10.1676 2.9958 20 5 44 5
27 0 0.99749 0.99886 0 5.7507 2.1702 20 5 34 7 0.99432 0.99886 0 10.0098 2.9662 20 5 44 5
28 0 0.99733 0.99886 0.09976 5.5771 2.1152 20 5 21 5 0.99443 0.99886 0 9.8568 2.9368 20 5 44 5
29 0 0.99753 0.99886 0 5.4336 2.07 23 6 19 6 0.99454 0.99886 0 9.7095 2.9081 23 6 44 5
30 0 0.99725 0.99886 0 5.3063 2.0303 23 6 12 4 0.9946 0.99886 0 9.5676 2.8799 23 6 44 5
31 0 0.99733 0.99886 0 5.152 1.9746 21 6 20 5 0.9947 0.99886 0 9.4295 2.8516 21 6 44 5
32 0 0.99729 0.99886 0 5.081 1.9545 21 6 16 5 0.99479 0.99886 0 9.2977 2.8242 21 6 44 5
33 0 0.99747 0.99886 0.0997 4.9871 1.9268 21 6 15 5 0.99486 0.99886 0 9.1711 2.7978 21 6 44 5
34 0 0.99747 0.99886 0.09976 4.9348 1.915 20 6 15 5 0.99492 0.99886 0 9.0498 2.7726 20 6 44 5
35 0 0.99739 0.99886 0 4.8589 1.8853 20 6 15 5 0.99501 0.99886 0 8.9334 2.748 20 6 44 5
36 0 0.99757 0.99886 0.09969 4.7722 1.8559 20 6 21 6 0.99509 0.99886 0 8.8208 2.7238 20 6 44 5
37 0 0.99763 0.99886 0 4.7422 1.8403 20 6 15 5 0.99513 0.99886 0 8.7138 2.7006 20 6 44 5
38 0 0.99749 0.99886 0 4.6865 1.8178 20 6 15 4 0.99521 0.99886 0 8.6103 2.678 20 6 44 5
39 0 0.99749 0.99886 0 4.6409 1.8052 19 6 15 4 0.99526 0.99886 0 8.5111 2.6562 19 6 44 5
40 0 0.99749 0.99886 0.09973 4.6356 1.8059 19 6 13 4 0.99532 0.99886 0 8.4168 2.6356 19 6 44 5
41 0 0.99743 0.99886 0 4.6393 1.8092 19 6 12 4 0.99536 0.99886 0 8.3267 2.6156 19 6 44 5
42 0 0.99749 0.99886 0.09951 4.6151 1.8025 19 6 14 5 0.99541 0.99886 0 8.2404 2.5967 19 6 44 5
43 0 0.99745 0.99886 0.19944 4.6163 1.8091 19 6 14 4 0.99546 0.99886 0 8.158 2.5789 19 6 44 5
44 0 0.99765 0.99886 0.1992 4.5974 1.802 19 6 14 4 0.99551 0.99886 0 8.079 2.5616 19 6 44 5
45 0 0.99767 0.99886 0.09976 4.5949 1.7984 19 6 19 6 0.99556 0.99886 0 8.0031 2.5452 19 6 44 5
46 0 0.99755 0.99886 0.19939 4.5526 1.7793 19 6 10 4 0.9956 0.99886 0 7.9298 2.5289 19 6 44 5
47 0 0.99763 0.99886 0 4.5168 1.7635 19 6 10 4 0.99563 0.99886 0 7.8585 2.5128 19 6 44 5
48 0 0.99751 0.99886 0.19914 4.4923 1.7517 19 6 13 4 0.99568 0.99886 0 7.7898 2.4974 19 6 44 5
49 0 0.99747 0.99886 0.09962 4.497 1.7563 19 6 14 5 0.9957 0.99886 0 7.7241 2.4824 19 6 44 5
50 0 0.99731 0.99886 0 4.4765 1.7423 19 6 14 4 0.99577 0.99886 0 7.6604 2.468 19 6 44 5
51 0 0.99751 0.99886 0 4.4765 1.7458 19 6 12 5 0.99577 0.99886 0 7.599 2.454 19 6 44 5
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Run(RV)/(PV) CC CO OO OC
0 999 123 1568 120
1 673 481 1635 21
2 1072 64 1189 485
3 1051 63 1362 334
4 1024 89 1538 159
5 960 183 1404 263
6 1102 27 1220 461
7 1016 112 1580 102
8 994 130 1573 113
9 1039 89 1570 112
Best Result:
CC CO OO OC
999 123 1568 120
Fitness: 0.998902
Total results:
CC CO OO OC
9930 1361 14639 2170
Averaged results:
CC CO OO OC
993 136 1463 217
Average Hits Per Run: 2456
Average Tests Per Run: 2810
Average % Correct Per Run: 0.874021
Total Hits(All runs combined): 24569
Total Tests(All runs combined): 28100
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=== BEST-OF-RUN ===
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
TREE-equ:
y = log((log(log(perimeter)) + -0.81321))

View File

@ -0,0 +1,12 @@
Hits: 2567, Total Size: 2810, Percent Hit: 91.352313
CC: 999
CO: 123
OO: 1568
OC: 120
Fitness: 0.998902
Hits: 910
y = log((log(log(perimeter)) + -0.81321))
(log (+ (log (log perimeter)) -0.81321))

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=== BEST-OF-RUN ===
current generation: 0
generation: 0
nodes: 39
depth: 6
hits: 808
TOP INDIVIDUAL:
-- #1 --
hits: 808
raw fitness: 808.0000
standardized fitness: 808.0000
adjusted fitness: 0.9988
TREE:
(- (* (log (+ (exp (- extent area))
(- (+ convex 0.77586)
(* perimeter convex))))
(+ (exp (* (- eccentricity major)
(+ minor eccentricity)))
(log (* (/ extent extent)
(- eccentricity -0.26866)))))
(exp (log (log (log (+ area extent))))))
=== BEST-OF-RUN ===
current generation: 1
generation: 0
nodes: 39
depth: 6
hits: 808
TOP INDIVIDUAL:
-- #1 --
hits: 808
raw fitness: 808.0000
standardized fitness: 808.0000
adjusted fitness: 0.9988
TREE:
(- (* (log (+ (exp (- extent area))
(- (+ convex 0.77586)
(* perimeter convex))))
(+ (exp (* (- eccentricity major)
(+ minor eccentricity)))
(log (* (/ extent extent)
(- eccentricity -0.26866)))))
(exp (log (log (log (+ area extent))))))
=== BEST-OF-RUN ===
current generation: 2
generation: 0
nodes: 39
depth: 6
hits: 808
TOP INDIVIDUAL:
-- #1 --
hits: 808
raw fitness: 808.0000
standardized fitness: 808.0000
adjusted fitness: 0.9988
TREE:
(- (* (log (+ (exp (- extent area))
(- (+ convex 0.77586)
(* perimeter convex))))
(+ (exp (* (- eccentricity major)
(+ minor eccentricity)))
(log (* (/ extent extent)
(- eccentricity -0.26866)))))
(exp (log (log (log (+ area extent))))))
=== BEST-OF-RUN ===
current generation: 3
generation: 0
nodes: 39
depth: 6
hits: 808
TOP INDIVIDUAL:
-- #1 --
hits: 808
raw fitness: 808.0000
standardized fitness: 808.0000
adjusted fitness: 0.9988
TREE:
(- (* (log (+ (exp (- extent area))
(- (+ convex 0.77586)
(* perimeter convex))))
(+ (exp (* (- eccentricity major)
(+ minor eccentricity)))
(log (* (/ extent extent)
(- eccentricity -0.26866)))))
(exp (log (log (log (+ area extent))))))
=== BEST-OF-RUN ===
current generation: 4
generation: 0
nodes: 39
depth: 6
hits: 808
TOP INDIVIDUAL:
-- #1 --
hits: 808
raw fitness: 808.0000
standardized fitness: 808.0000
adjusted fitness: 0.9988
TREE:
(- (* (log (+ (exp (- extent area))
(- (+ convex 0.77586)
(* perimeter convex))))
(+ (exp (* (- eccentricity major)
(+ minor eccentricity)))
(log (* (/ extent extent)
(- eccentricity -0.26866)))))
(exp (log (log (log (+ area extent))))))
=== BEST-OF-RUN ===
current generation: 5
generation: 0
nodes: 39
depth: 6
hits: 808
TOP INDIVIDUAL:
-- #1 --
hits: 808
raw fitness: 808.0000
standardized fitness: 808.0000
adjusted fitness: 0.9988
TREE:
(- (* (log (+ (exp (- extent area))
(- (+ convex 0.77586)
(* perimeter convex))))
(+ (exp (* (- eccentricity major)
(+ minor eccentricity)))
(log (* (/ extent extent)
(- eccentricity -0.26866)))))
(exp (log (log (log (+ area extent))))))
=== BEST-OF-RUN ===
current generation: 6
generation: 6
nodes: 21
depth: 7
hits: 837
TOP INDIVIDUAL:
-- #1 --
hits: 837
raw fitness: 837.0000
standardized fitness: 837.0000
adjusted fitness: 0.9988
TREE:
(* (log (exp (- (/ (* major eccentricity)
(log -0.80955))
(/ (* extent perimeter)
(exp (+ major convex))))))
(+ perimeter extent))
=== BEST-OF-RUN ===
current generation: 7
generation: 7
nodes: 32
depth: 9
hits: 851
TOP INDIVIDUAL:
-- #1 --
hits: 851
raw fitness: 851.0000
standardized fitness: 851.0000
adjusted fitness: 0.9988
TREE:
(- (- (exp (- (log (* (exp (- (+ perimeter perimeter) major)) convex))
(- (exp perimeter)
(log perimeter)))) major)
(- (/ (log (- (+ major major) perimeter))
(+ area
(exp (+ 0.22570 perimeter))))
(log (- major minor))))
=== BEST-OF-RUN ===
current generation: 8
generation: 7
nodes: 32
depth: 9
hits: 851
TOP INDIVIDUAL:
-- #1 --
hits: 851
raw fitness: 851.0000
standardized fitness: 851.0000
adjusted fitness: 0.9988
TREE:
(- (- (exp (- (log (* (exp (- (+ perimeter perimeter) major)) convex))
(- (exp perimeter)
(log perimeter)))) major)
(- (/ (log (- (+ major major) perimeter))
(+ area
(exp (+ 0.22570 perimeter))))
(log (- major minor))))
=== BEST-OF-RUN ===
current generation: 9
generation: 7
nodes: 32
depth: 9
hits: 851
TOP INDIVIDUAL:
-- #1 --
hits: 851
raw fitness: 851.0000
standardized fitness: 851.0000
adjusted fitness: 0.9988
TREE:
(- (- (exp (- (log (* (exp (- (+ perimeter perimeter) major)) convex))
(- (exp perimeter)
(log perimeter)))) major)
(- (/ (log (- (+ major major) perimeter))
(+ area
(exp (+ 0.22570 perimeter))))
(log (- major minor))))
=== BEST-OF-RUN ===
current generation: 10
generation: 7
nodes: 32
depth: 9
hits: 851
TOP INDIVIDUAL:
-- #1 --
hits: 851
raw fitness: 851.0000
standardized fitness: 851.0000
adjusted fitness: 0.9988
TREE:
(- (- (exp (- (log (* (exp (- (+ perimeter perimeter) major)) convex))
(- (exp perimeter)
(log perimeter)))) major)
(- (/ (log (- (+ major major) perimeter))
(+ area
(exp (+ 0.22570 perimeter))))
(log (- major minor))))
=== BEST-OF-RUN ===
current generation: 11
generation: 7
nodes: 32
depth: 9
hits: 851
TOP INDIVIDUAL:
-- #1 --
hits: 851
raw fitness: 851.0000
standardized fitness: 851.0000
adjusted fitness: 0.9988
TREE:
(- (- (exp (- (log (* (exp (- (+ perimeter perimeter) major)) convex))
(- (exp perimeter)
(log perimeter)))) major)
(- (/ (log (- (+ major major) perimeter))
(+ area
(exp (+ 0.22570 perimeter))))
(log (- major minor))))
=== BEST-OF-RUN ===
current generation: 12
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 13
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 14
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 15
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 16
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 17
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 18
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 19
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 20
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 21
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 22
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 23
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 24
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 25
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 26
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 27
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 28
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 29
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 30
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 31
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 32
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 33
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 34
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 35
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 36
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 37
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 38
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 39
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 40
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 41
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 42
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 43
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 44
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 45
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 46
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 47
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 48
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 49
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 50
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))
=== BEST-OF-RUN ===
current generation: 51
generation: 12
nodes: 6
depth: 4
hits: 910
TOP INDIVIDUAL:
-- #1 --
hits: 910
raw fitness: 910.0000
standardized fitness: 910.0000
adjusted fitness: 0.9989
TREE:
(log (+ (log (log perimeter)) -0.81321))

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GEN# SUB# μFGEN FsBestGEN FsWorstGEN μTreeSzGEN μTreeDpGEN bTreeSzGEN bTreeDpGEN wTreeSzGEN wTreeDpGEN μFRUN FsBestRUN FsWorstRUN μTreeSzRUN μTreeDpRUN bTreeSzRUN bTreeDpRUN wTreeSzRUN wTreeDpRUN
0 0 0.9613 0.9988 0.0000 17.921 3.461 39 6 88 6 0.9613 0.9988 0.0000 17.921 3.461 39 6 88 6
1 0 0.9890 0.9988 0.0000 16.205 3.524 39 6 22 5 0.9752 0.9988 0.0000 17.063 3.493 39 6 88 6
2 0 0.9917 0.9988 0.0000 15.957 3.613 39 6 23 6 0.9807 0.9988 0.0000 16.694 3.533 39 6 88 6
3 0 0.9920 0.9988 0.0000 15.149 3.631 39 6 76 6 0.9835 0.9988 0.0000 16.308 3.558 39 6 88 6
4 0 0.9930 0.9988 0.0000 14.415 3.622 39 6 31 6 0.9854 0.9988 0.0000 15.930 3.571 39 6 88 6
5 0 0.9940 0.9988 0.0000 13.613 3.536 39 6 16 5 0.9869 0.9988 0.0000 15.543 3.565 39 6 88 6
6 0 0.9935 0.9988 0.0000 13.135 3.519 21 7 71 11 0.9878 0.9988 0.0000 15.199 3.558 21 7 88 6
7 0 0.9944 0.9988 0.0000 12.161 3.400 32 9 20 6 0.9886 0.9988 0.0000 14.820 3.538 32 9 88 6
8 0 0.9918 0.9988 0.0000 11.717 3.343 32 9 23 8 0.9890 0.9988 0.0000 14.475 3.517 32 9 88 6
9 0 0.9940 0.9988 0.0000 10.936 3.237 32 9 27 6 0.9895 0.9988 0.0000 14.121 3.489 32 9 88 6
10 0 0.9960 0.9988 0.0000 10.593 3.218 32 9 13 6 0.9901 0.9988 0.0000 13.800 3.464 32 9 88 6
11 0 0.9968 0.9988 0.0000 10.023 3.126 32 9 15 5 0.9906 0.9988 0.0000 13.485 3.436 32 9 88 6
12 0 0.9962 0.9989 0.0000 9.630 3.086 6 4 97 9 0.9911 0.9989 0.0000 13.189 3.409 6 4 88 6
13 0 0.9954 0.9989 0.0000 9.141 3.046 6 4 49 11 0.9914 0.9989 0.0000 12.900 3.383 6 4 88 6
14 0 0.9954 0.9989 0.0000 8.687 2.940 6 4 32 6 0.9917 0.9989 0.0000 12.619 3.354 6 4 88 6
15 0 0.9960 0.9989 0.0000 8.433 2.938 6 4 11 4 0.9919 0.9989 0.0000 12.357 3.328 6 4 88 6
16 0 0.9966 0.9989 0.0000 8.215 2.898 6 4 37 11 0.9922 0.9989 0.0000 12.114 3.302 6 4 88 6
17 0 0.9968 0.9989 0.0000 7.859 2.828 6 4 17 5 0.9925 0.9989 0.0000 11.877 3.276 6 4 88 6
18 0 0.9974 0.9989 0.0000 7.433 2.697 6 4 24 6 0.9927 0.9989 0.0000 11.643 3.245 6 4 88 6
19 0 0.9970 0.9989 0.0000 7.169 2.630 6 4 13 4 0.9929 0.9989 0.0000 11.420 3.215 6 4 88 6
20 0 0.9974 0.9989 0.0000 6.915 2.568 6 4 7 3 0.9932 0.9989 0.0000 11.205 3.184 6 4 88 6
21 0 0.9974 0.9989 0.0000 6.733 2.495 6 4 12 4 0.9933 0.9989 0.0000 11.002 3.153 6 4 88 6
22 0 0.9977 0.9989 0.0000 6.475 2.407 6 4 74 13 0.9935 0.9989 0.0000 10.805 3.120 6 4 88 6
23 0 0.9972 0.9989 0.0000 6.252 2.336 6 4 15 6 0.9937 0.9989 0.0000 10.615 3.087 6 4 88 6
24 0 0.9978 0.9989 0.0000 5.959 2.274 6 4 13 6 0.9939 0.9989 0.0000 10.429 3.055 6 4 88 6
25 0 0.9980 0.9989 0.9973 5.662 2.198 6 4 33 7 0.9940 0.9989 0.0000 10.246 3.022 6 4 88 6
26 0 0.9970 0.9989 0.0000 5.541 2.152 6 4 19 6 0.9941 0.9989 0.0000 10.071 2.990 6 4 88 6
27 0 0.9978 0.9989 0.0000 5.229 2.045 6 4 26 6 0.9943 0.9989 0.0000 9.898 2.956 6 4 88 6
28 0 0.9976 0.9989 0.0000 5.100 1.989 6 4 17 5 0.9944 0.9989 0.0000 9.733 2.923 6 4 88 6
29 0 0.9976 0.9989 0.0000 5.030 1.967 6 4 8 4 0.9945 0.9989 0.0000 9.576 2.891 6 4 88 6
30 0 0.9978 0.9989 0.0000 4.841 1.902 6 4 9 3 0.9946 0.9989 0.0000 9.423 2.859 6 4 88 6
31 0 0.9972 0.9989 0.0000 4.697 1.835 6 4 12 5 0.9947 0.9989 0.0000 9.276 2.827 6 4 88 6
32 0 0.9976 0.9989 0.0000 4.652 1.818 6 4 13 4 0.9948 0.9989 0.0000 9.136 2.796 6 4 88 6
33 0 0.9974 0.9989 0.0000 4.509 1.765 6 4 5 2 0.9948 0.9989 0.0000 9.000 2.766 6 4 88 6
34 0 0.9978 0.9989 0.0000 4.541 1.801 6 4 9 5 0.9949 0.9989 0.0000 8.872 2.738 6 4 88 6
35 0 0.9976 0.9989 0.0000 4.469 1.770 6 4 9 3 0.9950 0.9989 0.0000 8.750 2.712 6 4 88 6
36 0 0.9980 0.9989 0.9969 4.430 1.764 6 4 22 8 0.9951 0.9989 0.0000 8.633 2.686 6 4 88 6
37 0 0.9970 0.9989 0.0000 4.375 1.735 6 4 9 4 0.9951 0.9989 0.0000 8.521 2.661 6 4 88 6
38 0 0.9978 0.9989 0.0000 4.246 1.676 6 4 10 4 0.9952 0.9989 0.0000 8.411 2.636 6 4 88 6
39 0 0.9978 0.9989 0.0000 4.230 1.649 6 4 16 4 0.9953 0.9989 0.0000 8.307 2.611 6 4 88 6
40 0 0.9976 0.9989 0.0000 4.236 1.658 6 4 7 3 0.9953 0.9989 0.0000 8.208 2.588 6 4 88 6
41 0 0.9974 0.9989 0.0000 4.260 1.673 6 4 5 2 0.9954 0.9989 0.0000 8.114 2.566 6 4 88 6
42 0 0.9968 0.9989 0.0000 4.255 1.673 6 4 9 4 0.9954 0.9989 0.0000 8.024 2.545 6 4 88 6
43 0 0.9974 0.9989 0.0000 4.305 1.689 6 4 15 5 0.9955 0.9989 0.0000 7.939 2.526 6 4 88 6
44 0 0.9980 0.9989 0.9962 4.352 1.711 6 4 5 2 0.9955 0.9989 0.0000 7.860 2.508 6 4 88 6
45 0 0.9972 0.9989 0.0000 4.349 1.707 6 4 35 12 0.9956 0.9989 0.0000 7.783 2.490 6 4 88 6
46 0 0.9980 0.9989 0.9962 4.345 1.708 6 4 5 2 0.9956 0.9989 0.0000 7.710 2.474 6 4 88 6
47 0 0.9978 0.9989 0.0000 4.348 1.698 6 4 9 4 0.9956 0.9989 0.0000 7.640 2.457 6 4 88 6
48 0 0.9976 0.9989 0.0000 4.307 1.684 6 4 15 7 0.9957 0.9989 0.0000 7.572 2.442 6 4 88 6
49 0 0.9974 0.9989 0.0000 4.360 1.719 6 4 13 5 0.9957 0.9989 0.0000 7.508 2.427 6 4 88 6
50 0 0.9974 0.9989 0.0000 4.342 1.708 6 4 15 5 0.9958 0.9989 0.0000 7.446 2.413 6 4 88 6
51 0 0.9974 0.9989 0.0000 4.286 1.679 6 4 9 3 0.9958 0.9989 0.0000 7.385 2.399 6 4 88 6

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@ -0,0 +1,205 @@
[ lil-gp Genetic Programming System.
[ Portions copyright (c) 1995 Michigan State University. All rights reserved.
[ kernel version 1.0; 11 July 1995.
initialization:
parameter database.
ephemeral random constants.
generation spaces.
updating function set(s):
set 0: removed.
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 206.
creating initial population(s):
7354 trees were generated to fill the population of 5000 (5000 trees).
initial population(s) complete.
starting evolution.
no checkpointing will be done.
=== generation 0.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 1.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 2.
evaluation complete. (1s wall)
breeding complete. (1s wall)
=== generation 3.
evaluation complete. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 7.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 8.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 9.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 10.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 11.
evaluation complete. (1s wall)
breeding complete. (0s wall)
=== generation 12.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 13.
evaluation complete. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 17.
evaluation complete. (0s wall)
breeding complete. (1s wall)
=== generation 18.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 19.
evaluation complete. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 23.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 24.
evaluation complete. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 30.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 31.
evaluation complete. (1s 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. (1s wall)
breeding complete. (0s wall)
=== generation 35.
evaluation complete. (0s wall)
breeding complete. (0s wall)
=== generation 36.
evaluation complete. (1s 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. (1s 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. (1s 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. (1s 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. (1s wall)
SYSTEM STATISTICS
------- memory -------
allocated: 62044411
freed: 61996411
not freed: 48000
max allocated: 2491702
malloc'ed blocks: 924769
realloc'ed blocks: 7
free'ed blocks: 924763
------- time -------
overall: 31s wall
evaluation: 26s wall
breeding: 4s wall
------- generation spaces -------
space 0 size: 200
space 1 size: 100
------- ephemeral random constants -------
used: 23808
freed: 23808
allocated: 5500
blocks: 10

View File

@ -0,0 +1,23 @@
=== BEST-OF-RUN ===
generation: 29
nodes: 28
depth: 11
hits: 796
TOP INDIVIDUAL:
-- #1 --
hits: 796
raw fitness: 796.0000
standardized fitness: 796.0000
adjusted fitness: 0.9987
TREE:
(- -0.56675
(* (* convex
(* (* (- (exp (/ major
(/ major 0.85721)))
(log (log (/ (exp (log 0.36280))
(+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent))
TREE-equ:
y = (-0.56675 - ((convex * (((exp((major / (major / 0.85721))) - log(log((exp(log(0.36280)) / ((-0.40757 / -0.64541) + area))))) * extent) * convex)) * extent))

View File

@ -0,0 +1,17 @@
Hits: 2308, Total Size: 2810, Percent Hit: 82.135231
CC: 673
CO: 481
OO: 1635
OC: 21
Fitness: 0.998745
Hits: 796
y = (-0.56675 - ((convex * (((exp((major / (major / 0.85721))) - log(log((exp(log(0.36280)) / ((-0.40757 / -0.64541) + area))))) * extent) * convex)) * extent))
(- -0.56675
(* (* convex
(* (* (- (exp (/ major
(/ major 0.85721)))
(log (log (/ (exp (log 0.36280))
(+ (/ -0.40757 -0.64541) area))))) extent) convex)) extent))

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